tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=4
objective=binary sigmoid:1
feature_names=atom_v_bur_3_5_Cs atom_v_bur_3_5_Hs_min cm5_Cs cm5_Hs_min lst_pka_pred_nshell3
feature_infos=[66.490946482300004:150.69345512789999] [50.645174261400001:135.21331321279999] [-0.77633000000000008:0.79020000000000001] [-0.79553000000000007:0.70690000000000008] [13.582188368100001:54.915453171400003]
tree_sizes=3386 3410 3382 3415 3390 3413 3438 3412 3418 3425 3440 3409 3435 3412 3421 3444 3443 3401 3423 3425 3418 3422 3422 3426 3444 3431 3431 3426 3426 3432 3422 3416 3423 3449 3424 3423 3421 3444 3428 3434 3436 3415 3430 3441 3448 3455 3434 3455 3437 3371 3438 3436 3444 3434 3430 3433 3415 3437 3437 3435 3424 3426 3443 3461 3440 3431 3444 3408 3425 3447 3418 3420 3425 3437 3432 3434 3404 3448 3447 3457 3446 3414 3435 3407 3458 3432 3404 3422 3448 3447 3455 3420 3418 3372 3434 3439 3446 3451 3459 3448 3411 3417 3446 3430 3439 3439 3480 3457 3448 3401 3449 3452 3420 3446 3458 3402 3449 3437 3448 3412 3458 3465 3442 3469 3415 3443 3435 3402 3391 3443 3439 3455 3417 3459 3429 3439 3456 3471 3454 3433 3398 3430 3429 3413 3459 3404 3476 3430 3423 3409 3447 3445 3459 3488 3441 3453 3458 3457 3455 3406 3473 3439 3472 3426 3477 3435 3433 3382 3411 3472 3435 3421 3421 3439 3413 3432 3466 3404 3401 3471 3454 3468 3421 3483 3408 3423 3464 3411 3452 3402 3461 3418 3456 3425 3466 3415 3477 3446 3443 3459 3462 3472 3458 3461 3420 3469 3471 3438 3390 3417 3430 3422 3421 3462 3424 3415 3474 3464 3409 3469 3439 3428 3408 3418 3434 3401 3467 3413 3429 3442 3448 3434 3388 3438 3438 3466 3449 3471 3465 3417 3443 3435 3471 3408 3432 3421 3402 3458 3443 3462 3412 3434 3483 3421 3457 3458 3420 3464 3451 3421 3465 3472 3468 3461 3420 3467 3410 3423 3438 3434 3419 3439 3474 3433 3427 3465 3397 3416 3446 3390 3462 3475 3388 3471 3439 3464 3402 3429 3458 3429 3433 3465 3422 3447 3459 3474 3435 3457 3416 3422 3425 3414 3452 3426 3436 3465 3428 3475 3439 3418 3406 3447 3467 3420 3427 3434 3457 3431 3454 3472 3461 3468 3464 3432 3420 3440 3458 3436 3476 3479 3467 3403 3466 3489 3419 3451 3476 3428 3473 3410 3471 3397 3452 3402 3401 3473 3412 3403 3454 3467 3438 3474 3462 3417 3434 3476 3457 3427 3449 3417 3429 3424 3428 3416 3464 3430 3466 3467 3426 3439 3410 3444 3406 3423 3439 3479 3418 3406 3433 3392 3461 3486 3437 3424 3409 3442 3426 3427 3444 3487 3477 3462 3470 3478 3470 3428 3448 3417 3481 3434 3452 3406 3423 3463 3396 3412 3432 3436 3424 3438 3457 3453 3479 3444 3463 3413 3432 3433 3418 3477 3480 3446 3473 3455 3468 3445 3440 3460 3452 3475 3437 3462 3408 3454 3434 3437 3469 3408 3457 3438 3474 3448 3446 3464 3424 3478 3454 3446 3433 3464 3466 3414 3422 3408 3455 3410 3461 3409 3422 3482 3480 3447 3424 3458 3433 3414 3422 3410 3420 3392 3454 3414 3413 3433 3432 3412 3463 3466 3421 3408 3451 3379 3456 3422 3477 3443 3462 3414 3417 3418 3472 3421 3434 3478 3458 3456 3416 3433 3471 3465 3418 3483 3424 3463 3455 3400 3444 3423 3421 3461 3429 3493 3473 3472 3457 3483 3481 3471 3450 3482 3462 3421 3465 3488 3449 3492 3415 3409 3420 3487 3480 3420 3467 3410 3425 3423 3423 3473 3414 3465 3464 3409 3423 3417 3416 3418 3488 3427 3483 3459 3390 3454 3477 3460 3490 3418 3429 3412 3463 3425 3477 3471 3443 3469 3399 3458 3468 3425 3471 3457 3464 3463 3475 3404 3453 3475 3489 3433 3452 3488 3405 3483 3461 3427 3469 3432 3459 3421 3466 3413 3486 3431 3473 3472 3422 3466 3472 3425 3411 3436 3417 3426 3472 3402 3421 3418 3441 3435 3455 3429 3421 3422 3394 3470 3432 3447 3422 3447 3483 3473 3451 3453 3472 3394 3397 3400 3491 3482 3465 3419 3487 3409 3488 3429 3486 3422 3422 3421 3441 3434 3496 3467 3418 3431 3503 3423 3426 3438 3491 3503 3464 3412 3470 3430 3488 3421 3428 3416 3447 3462 3404 3440 3492 3492 3488 3430 3497 3442 3475 3416 3421 3499 3510 3470 3438 3517 3440 3401 3416 3510 3506 3483 3469 3441 3445 3476 3428 3471 3414 3407 3412 3442 3415 3463 3429 3470 3405 3498 3421 3500 3474 3462 3450 3491 3434 3411 3473 3428 3441 3409 3482 3407 3439 3436 3491 3398 3450 3437 3430 3434 3433 3504 3413 3439 3485 3414 3424 3429 3411 3477 3504 3499 3467 3483 3496 3487 3414 3505 3431 3420 3491 3425 3413 3487 3504 3397 3484 3435 3423 3428 3496 3435 3498 3477 3423 3432 3425 3426 3495 3484 3504 3502 3401 3440 3449 3459 3423 3443 3508 3499 3418 3521 3437 3510 3439 3476 3493 3417 3447 3485 3489 3501 3502 3442 3434 3476 3424 3491 3420 3505 3415 3444 3417 3419 3415 3506 3509 3428 3480 3428 3496 3427 3412 3427 3412 3433 3439 3435 3421 3482 3431 3406 3413 3512 3519 3424 3515 3436 3428 3505 3422 3418 3437 3429 3436 3503 3434 3505 3439 3505 3437 3506 3403 3445 3510 3502 3437 3522 3432 3413 3421 3401 3526 3435 3399 3480 3507 3414 3525 3504 3431 3506 3451 3511 3481 3439 3439 3504 3502 3414 3496 3434 3507 3495 3421 3502 3436 3410 3437 3507 3399 3495 3453 3519 3417 3438 3426 3407 3513 3398 3430 3503 3517 3493 3507 3520 3489 3429 3442 3421 3512 3425 3445 3486 3491 3444 3450 3508 3431 3514 3437 3433 3503 3507 3515 3439 3520 3508 3480 3512 3530 3441 3515 3504 3500 3420 3426 3505 3505 3507 3494 3527 3508 3441 3435 3493 3513 3522 3504 3503 3501 3425 3518 3423 3409 3422 3427 3415 3445 3519 3408 3436 3498 3519 3518 3434 3517 3522 3434 3531 3427 3461 3436 3494 3513 3444 3515 3499 3527 3507 3455 3456 3425 3529 3433 3441 3437 3447 3527 3529 3522 3433 3425 3452 3519 3435 3498 3455 3456 3453 3520 3401 3432 3502 3442 3422 3535 3442 3444 3431 3509 3490 3515 3444 3523 3419 3523 3516 3441 3522

Tree=0
num_leaves=31
num_cat=0
split_feature=0 0 4 1 0 0 4 4 4 3 1 4 2 2 0 0 2 1 1 2 3 1 3 4 1 4 1 4 0 4
split_gain=236.823 114.264 95.6587 62.4759 71.7605 57.5293 41.9405 38.2654 37.7742 33.2692 32.57 28.7942 26.0637 21.3619 18.3834 18.2864 15.0415 15.5601 14.8955 17.9677 14.5427 14.4079 14.3784 14.0249 12.2152 17.7199 11.7302 11.3123 12.7403 11.1671
threshold=102.84427732220001 75.994645973400011 44.269496632500008 70.182199495350019 86.001087134900004 96.249489528150022 41.872669623500009 38.238138001450004 44.710446918150005 -0.089509999999999992 90.988176966900014 48.315732392000008 -0.12350999999999999 -0.088944999999999996 86.103248543850015 97.900202820250016 -0.156745 86.858705278550005 61.928633034850002 -0.082074999999999995 0.092290000000000025 76.919475570250015 0.086945000000000022 48.008184682100008 88.436830201100022 39.995120105550008 74.292851976800009 45.90502654165001 95.429509798400019 41.621607100200002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 11 3 4 6 9 12 26 24 -5 13 -1 20 16 -4 -9 17 -10 19 -8 -3 -17 27 -24 25 -2 -7 28 -16 -6
right_child=8 2 14 5 29 7 18 15 10 -11 -12 -13 -14 -15 22 21 -18 -19 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.022799678584804334 -0.024438773208874179 -0.017926741327372171 0.0026469139639580981 0.0090011335473664765 0.016390915946145529 0.0059842921555866724 0.012642234782838139 0.0157411182347772 -0.018557109320530001 -0.018489976956749751 -0.021494626525223701 0.0037819238969902819 0.011810514878004585 0.0165077719235096 -0.02005486613573593 -0.0074454307642527846 -0.026191342886384923 0.010136520642026537 -0.015603796182691036 -0.018557109320530021 0.012146419735864019 0.0076841625840039698 -0.014430863613724421 0.015674301443636216 -0.026191342886384944 -0.0073445793239815139 -0.015394966575067585 -0.024520681623077821 0.0094184882176346699 0.010209919717585485
leaf_weight=33.458037480711937 21.583246737718582 9.1537731140851957 13.116654023528097 9.6735248118638975 151.90059810876846 5.8780726045370129 8.7665189355611783 37.887068778276443 4.9548056721687344 34.381304413080215 16.107484832406044 8.8339722305536252 51.759561032056808 10.630518391728399 6.1641468405723554 14.124839842319487 4.9885323196649578 9.3711895197629911 25.008910357952118 4.9548056721687308 3.9466198533773413 45.781513020396233 6.4327554851770383 4.5175637900829315 42.326940894126892 20.070365741848946 17.517981350421906 22.641420260071754 4.2489551454782486 74.81834851205349
leaf_count=210 139 53 49 30 359 20 24 92 29 201 99 32 146 25 37 67 33 28 139 29 11 148 35 11 280 95 97 146 13 223
internal_value=-2.7239e-10 0.00349906 0.00508662 0.00693636 0.0102252 0.000362266 0.00119504 0.00502106 -0.01601 -0.0124535 -0.00647848 -0.0172473 0.00763409 0.00159874 -0.0109606 0.00862033 -0.00660705 0.000212508 -0.00958818 0.00137607 -0.00886691 0.00411688 -0.0150167 -0.00201095 -0.0212368 -0.0162021 -0.0100236 -0.0193252 -0.00802858 0.0143512
internal_weight=725 594.967 552.675 495.553 330.309 165.244 103.59 121.189 130.033 44.0548 46.0525 42.292 64.86 29.945 57.1215 97.7934 19.3145 14.326 38.7302 13.7213 13.1004 59.9064 44.0048 10.9503 83.9806 41.6536 23.3961 33.0545 10.4131 226.719
internal_count=2900 2172 1930 1639 984 655 402 424 728 231 214 242 210 115 291 307 90 57 192 53 64 215 242 46 514 234 117 196 50 582
is_linear=0
shrinkage=0.130957


Tree=1
num_leaves=31
num_cat=0
split_feature=0 0 4 1 0 0 4 4 4 3 1 2 1 4 3 3 0 0 0 0 1 1 2 0 3 1 4 4 1 4
split_gain=193.094 93.052 77.7942 50.7888 60.9898 46.7785 38.4053 31.069 30.9499 27.1031 26.5827 23.91 23.673 23.5997 18.5617 24.3039 17.8279 15.0355 14.9156 14.0439 19.2073 21.3075 13.4544 11.847 11.7856 11.681 11.4003 11.1676 10.1967 14.6494
threshold=102.84427732220001 75.994645973400011 44.269496632500008 70.182199495350019 86.530713386650021 96.249489528150022 41.872669623500009 38.238138001450004 44.710446918150005 -0.089509999999999992 90.988176966900014 -0.058529999999999992 62.245871094250013 48.315732392000008 0.075065000000000021 0.078505000000000019 84.95796538030001 86.103248543850015 97.900202820250016 90.837623311600012 67.649671936450019 66.697957758300021 -0.22984499999999999 108.08677067655002 0.086945000000000022 76.919475570250015 48.008184682100008 41.986601436450009 88.436830201100022 39.995120105550008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 13 3 4 6 9 12 -7 28 -5 14 -8 22 -1 -10 -16 -14 -4 -9 -6 21 -21 -3 -17 -19 27 -26 -20 29 -2
right_child=8 2 17 5 19 7 11 18 10 -11 -12 -13 16 -15 15 23 -18 24 25 20 -22 -23 -24 -25 26 -27 -28 -29 -30 -31
leaf_value=-0.018633388069533501 -0.01999628984573951 -0.0041076233412811426 0.0021465485304845849 0.0073077519027117217 0.015075327141471638 -0.0081511783670820299 -0.00044999152326508985 0.012811976206520024 0.013705727349398594 -0.015070710169625724 -0.017551507761396676 -0.018042484638919408 -0.023264288657155546 0.0030673368357775756 -0.022488955140290066 0.014669952368564498 0.0066081617722500178 -0.015789436671568992 0.00047445019331013977 0.0090992257296982626 0.012063433813628212 -0.019710237282526494 0.011297337865432317 -0.0094990524625543048 -0.011738526061998846 0.0062364718754190874 0.012757188773342783 -0.022945616555888549 -0.021458946791995111 -0.0059604047394951135
leaf_weight=33.205773755908012 21.39641672372818 8.8677425235509855 13.115314647555349 9.662108436226843 125.98193211853504 23.332601562142372 41.273546859622002 37.750547468662262 10.742432162165644 34.210524618625641 15.999484375119208 14.544933483004568 5.7243090569972974 8.8321304023265821 7.3593158274889019 6.9644339829683286 5.4095636606216431 32.815734952688217 10.186247527599333 8.0217678397893888 41.262928649783134 6.4455545842647544 71.77985180914402 4.7483791261911392 6.4132664501667005 45.742129296064377 4.5014229118824005 3.9271845817565909 41.906479001045227 20.054591596126556
leaf_count=210 139 40 49 30 277 117 168 92 26 201 99 89 38 32 49 16 17 196 41 23 104 39 189 24 35 148 11 26 280 95
internal_value=-9.14601e-07 0.00284653 0.00413754 0.00564131 0.00831737 0.000294233 0.00268341 0.00408026 -0.0130731 -0.0101423 -0.00528272 -0.00503417 0.00737699 -0.0140741 0.00130112 -0.00568581 -0.0087503 -0.00893376 0.00700417 0.0128937 0.00796194 -0.00373611 0.00960346 0.00487183 -0.0122569 0.00334122 -0.00163603 -0.00604239 -0.0173548 -0.0132055
internal_weight=722.179 593.007 550.969 494.123 329.312 164.811 147.6 120.939 129.172 43.8726 45.814 55.8185 91.7815 42.0379 29.8146 19.0721 11.1339 56.8457 97.6061 181.712 55.7303 14.4673 80.6476 11.7128 43.7304 59.8556 10.9147 14.1134 83.3575 41.451
internal_count=2900 2172 1930 1639 984 655 541 424 728 231 214 257 284 242 115 89 55 291 307 443 166 62 229 40 242 215 46 67 514 234
is_linear=0
shrinkage=0.0117989


Tree=2
num_leaves=31
num_cat=0
split_feature=0 0 4 1 0 4 0 4 4 3 4 1 3 1 4 2 2 2 3 3 1 3 2 2 2 1 2 0 1 4
split_gain=159.134 76.8664 75.7123 54.0196 37.1218 28.7131 28.5328 25.9081 25.1416 23.995 33.4776 22.1107 22.0261 21.9856 17.619 15.5838 13.9342 14.0451 18.3428 13.4018 13.3397 12.6616 14.6821 16.9302 10.8165 11.7184 9.84439 9.48517 9.16988 14.5907
threshold=102.84427732220001 84.280473931450004 44.421469061800003 70.182199495350019 96.249489528150022 42.049402686800001 86.20003303655001 44.710446918150005 38.238138001450004 0.099780000000000021 48.315732392000008 61.917879202350001 -0.089509999999999992 90.988176966900014 43.32600771660001 -0.088944999999999996 -0.069554999999999992 -0.085734999999999992 -0.115385 0.080375000000000016 70.343506983200015 -0.22831499999999999 0.06041500000000001 -0.030145000000000002 -0.156745 86.858705278550005 -0.02852 97.550703263350016 82.844837289750004 39.995120105550008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 9 3 5 12 16 11 28 26 10 -1 -7 -5 15 -13 24 17 18 -3 -4 -21 -10 23 -23 25 -9 27 -6 29 -2
right_child=7 2 19 4 8 6 -8 13 21 -11 -12 14 -14 -15 -16 -17 -18 -19 -20 20 -22 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.018111648027311699 -0.024688269256700208 -0.01479980088133054 -0.018465402943536338 0.0081195217562007663 0.0028696215255256696 0.015891977151359558 0.0104762982563191 -0.018177558079818756 -0.019097773834330797 0.0090737257951076546 0.0085979270053530201 -0.02047219123997971 -0.01680790670739029 -0.019801541070131753 0.0043365321238219706 0.01564399841270778 0.017097471213139578 -0.0030218478575667639 0.013929540528405122 0.007119691224750594 -0.016879149595815268 0.0070742025836988132 0.017317091659239798 -0.020573234600485137 -0.025118015895215909 0.0095809327849245007 0.0038987021055120678 -0.022950688655622182 -0.022293418659389819 0.00088614505480811797
leaf_weight=55.949903726577759 8.6420260071754473 5.0086525827646247 28.286171495914459 9.6323491930961591 4.1144897639751461 7.3997260779142371 53.828789979219437 4.8927852809429195 3.5684814006090155 11.758785039186476 12.016930237412451 18.512234732508663 33.322765290737152 15.719594582915304 8.9531484395265561 10.508496925234796 114.90641507506371 15.615714609622954 72.452927872538567 11.638413101434709 8.4110475629568082 59.447520837187767 29.159328579902649 5.0670091211795798 4.8433445692062369 9.2987162172794324 8.065237805247305 11.063842788338659 62.788944989442825 10.316312864422796
leaf_count=336 59 26 172 30 16 19 155 29 20 37 38 112 198 99 33 25 256 63 183 40 49 192 66 30 33 28 31 70 413 42
internal_value=-3.74903e-06 0.00317878 0.00525716 0.00707306 0.000370507 0.0107655 0.00384877 -0.0147419 0.00450204 -0.0100762 -0.0133892 -0.00638358 -0.0112181 -0.00592938 -0.0123851 0.00145181 0.0137152 0.0095396 0.0120719 -0.0120289 -0.00294818 0.00774461 0.00876716 0.00490276 -0.00638323 1.06744e-05 -0.00906366 -0.0159514 -0.0196214 -0.0107718
internal_weight=715.19 588.18 508.454 460.119 163.441 296.678 88.6939 127.01 120.486 79.7256 67.9668 34.8651 42.9551 45.2629 27.4654 29.5433 207.984 93.0773 77.4616 48.3356 20.0495 97.2423 93.6739 64.5145 19.0348 14.1915 23.2436 15.1783 81.7473 18.9583
internal_count=2900 2172 1761 1500 653 847 319 728 425 411 374 164 228 214 145 115 528 272 209 261 89 308 288 222 90 57 117 86 514 101
is_linear=0
shrinkage=0.014519


Tree=3
num_leaves=31
num_cat=0
split_feature=0 0 4 1 0 0 4 4 4 1 3 1 4 4 3 3 1 0 1 1 0 2 3 3 2 1 1 1 4 4
split_gain=132.142 66.0796 51.8686 34.5014 43.1037 31.5972 27.1199 21.941 20.6924 20.1285 18.5091 18.3514 16.3631 15.4804 14.1826 18.2035 13.0572 12.2259 15.7406 17.2404 11.7258 11.4518 16.0069 9.72647 10.8332 9.44674 8.99529 12.6336 16.4605 10.4845
threshold=102.84427732220001 75.994645973400011 44.269496632500008 70.182199495350019 86.530713386650021 96.249489528150022 42.178283198950005 44.710446918150005 38.238138001450004 63.910026677050006 -0.089509999999999992 90.988176966900014 48.315732392000008 43.279086095950007 0.075065000000000021 0.078505000000000019 73.365333921800001 90.837623311600012 67.649671936450019 66.697957758300021 97.900202820250016 0.049615000000000013 0.080375000000000016 -0.17732499999999998 -0.23771499999999998 77.52437864960001 78.285212300550015 81.188747081400024 39.468990633150007 42.072181850200003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 12 3 4 6 10 9 -2 16 -3 -5 14 -1 -8 -9 -16 -7 -6 19 -19 -10 22 23 24 -4 -18 29 -28 -29 -22
right_child=7 2 21 5 17 8 13 11 20 -11 -12 -13 -14 -15 15 -17 25 18 -20 -21 26 -23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.015490869078236845 -0.014213243663527492 0.0068871265441331755 -0.013716443451726288 0.0057385358295703468 0.012375947811755751 0.0095495928959775881 -0.0097806202111412627 0.011542800375554271 0.01054209257162457 -0.012521547322378914 -0.012163810954718135 -0.014311072389327448 0.0019904441028860496 0.0040076782175979698 -0.019301900040137768 0.0038509305774053516 -0.020037566583821911 0.0069713245913950389 0.0095582102288935336 -0.018030446413128759 0.0003155128562582673 -0.019833776328232196 0.0035672016558265453 -0.015556123276282596 0.0072621783582557777 -0.0034905529007577848 0.010386239856015101 0.0095887318527994661 -0.015348941235954804 -0.020164515767038035
leaf_weight=31.805060252547264 79.519705012440681 91.43503300845623 5.9296244829893112 9.5898103863000852 123.03593242168427 5.1172698438167599 30.710712522268295 10.546654224395754 37.042754575610161 7.441990688443183 33.147276997566223 15.321251958608626 8.8052852451801282 15.924835488200186 7.0484689176082638 11.524361446499823 8.1390797793865222 7.893333435058592 40.348957195878029 6.4586956053972244 16.610175818204883 7.7889963984489432 17.707911223173141 17.364102005958557 6.8124818056821841 9.7864897698163968 25.192712113261223 6.6615074276924116 6.9817170351743698 3.9933949857950202
leaf_count=210 514 276 37 30 277 15 165 26 92 43 201 99 32 57 49 40 55 23 104 39 65 53 66 112 23 47 66 18 39 27
internal_value=-5.55548e-06 0.00226139 0.00330922 0.00449827 0.00664167 0.000228331 0.00206162 -0.0106439 0.00322288 0.00542633 -0.00814669 -0.00425724 -0.0117005 -0.00507227 0.00103259 -0.00493567 -0.0064393 0.0103913 0.00592746 -0.00427996 0.0055305 -0.00707326 -0.00499456 -0.0100304 -0.00250036 -0.0110037 0.00240727 0.00562291 -0.00317275 -0.00365394
internal_weight=705.686 581.725 541.115 485.512 323.249 162.262 145.513 123.96 119.525 98.877 42.7371 44.4407 40.6103 46.6355 29.1195 18.5728 23.0428 177.737 54.701 14.352 96.4823 55.6031 47.8141 30.1062 12.7421 17.9256 59.4395 38.8359 13.6432 20.6036
internal_count=2900 2172 1930 1639 984 655 541 728 424 319 231 214 242 222 115 89 117 443 166 62 307 291 238 172 60 102 215 123 57 92
is_linear=0
shrinkage=0.0113486


Tree=4
num_leaves=31
num_cat=0
split_feature=0 0 1 0 0 1 4 3 1 4 4 4 1 0 1 3 3 2 0 2 2 2 3 1 1 2 0 2 4 1
split_gain=111.724 53.6792 46.6687 36.1995 33.6079 31.4662 23.3879 19.0052 18.8752 17.8854 17.8668 15.9402 15.3414 12.7953 16.892 9.99476 8.97286 17.6446 16.5066 9.25795 8.71782 16.9301 16.5884 8.45305 7.53233 7.27216 7.14572 6.67407 10.5437 11.7281
threshold=104.3578792496 75.309089150100007 70.343506983200015 95.429509798400019 85.716110573100011 61.993156030000002 38.238138001450004 0.075065000000000021 90.740838818900016 40.742467179200005 42.049402686800001 44.921040431000009 71.787208999250012 97.900202820250016 75.465019721650009 -0.15148999999999999 0.088165000000000021 -0.23378499999999999 86.692020874450009 -0.101965 -0.072569999999999982 -0.085734999999999992 -0.115385 72.953999827850012 64.434276012450013 -0.23871499999999998 88.232507383150008 0.072320000000000023 38.592454371550012 63.910026677050006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 11 4 15 5 -3 23 8 9 -2 20 -1 -8 25 -15 -4 17 -12 -18 -19 21 22 -6 -5 -21 -14 -20 -22 -29 -30
right_child=7 2 3 6 10 -7 12 -9 -10 -11 16 -13 13 14 -16 -17 18 19 26 24 27 -23 -24 -25 -26 -27 -28 28 29 -31
leaf_value=-0.017142750110279031 -0.013576777555863003 0.003991919926273642 0.00033450218146798314 0.0032783630284172185 -0.012006093975098598 -0.01178140624675225 -0.01090922499210956 -0.015254155634491036 -0.015811017812084226 0.0089945252306085789 -0.014376692752752862 -0.00041095771794364718 -0.0032755397081318267 -0.016647285809188516 0.0030954670733493524 -0.014332556690561653 -0.012228546850764726 0.014552760102222064 0.012859585696501492 0.0072616683992407904 0.013742233202670385 -0.006560676559653705 0.010508774118039447 -0.012251863808145682 -0.0077051736511918505 0.01133129967868713 -0.0014760856264578652 0.013881220467754847 0.011313099935803842 -0.01018279732000664
leaf_weight=25.479652568697929 7.2383809536695507 54.374241933226585 8.1726219207048398 6.3924352824687984 4.998140037059783 26.748799368739128 10.227396160364149 66.36511455476284 13.401385948061941 15.927520394325255 5.3720562309026709 11.814291357994078 5.5422353446483603 6.7390791028738013 69.526024520397186 33.932127133011818 13.097768202424048 19.979443281888962 8.968888849020006 21.134463906288151 75.269125714898109 11.75077401101589 64.555227965116501 22.302171304821968 6.1550021767616263 37.691935464739799 10.9431314766407 15.660386189818384 6.7083438336849195 7.7605913281440735
leaf_count=180 49 193 33 24 26 152 60 446 94 49 34 50 23 42 254 220 73 45 20 64 159 53 162 136 31 97 44 33 16 38
internal_value=-8.5861e-06 0.00198426 0.00291503 -0.00167303 0.00551782 -0.00120904 0.000934935 -0.0114565 -0.00456427 0.00194193 0.00752148 -0.0118423 0.00308649 0.00428432 0.00135092 -0.0114856 0.00301908 0.00607074 -0.00184744 0.00839457 0.00958698 0.00665766 0.00889084 -0.00879212 0.00388597 0.00945883 0.00498107 0.0118467 0.00711111 -0.000216489
internal_weight=694.229 591.296 554.002 200.526 353.476 81.123 158.421 102.932 36.5673 23.1659 272.353 37.2939 129.727 119.499 76.2651 42.1047 85.6508 52.641 33.0098 47.2689 186.703 81.3041 69.5534 28.6946 27.2895 43.2342 19.912 105.398 30.1293 14.4689
internal_count=2900 2262 2032 889 1143 345 636 638 192 98 798 230 476 416 296 253 311 174 137 140 487 241 188 160 95 120 64 246 87 54
is_linear=0
shrinkage=0.0119063


Tree=5
num_leaves=31
num_cat=0
split_feature=0 0 1 0 4 2 2 4 4 0 2 3 4 0 0 1 2 0 1 3 2 4 4 3 2 2 2 2 3 3
split_gain=93.5094 44.7879 38.4747 30.1886 28.0802 19.392 22.6739 18.2277 17.7512 15.4787 17.9012 15.1788 14.0502 13.953 13.557 22.074 13.0761 16.9069 13.0195 13.5486 21.0497 13.7612 12.7734 12.6634 11.8391 11.4843 10.416 12.3401 12.6609 9.26232
threshold=104.3578792496 75.309089150100007 70.343506983200015 95.429509798400019 41.919251152600005 0.68694500000000025 0.22542000000000004 38.703421923500009 42.406961525800007 86.20003303655001 -0.082885 0.075065000000000021 44.921040431000009 113.28087178455002 84.95796538030001 61.767325547050007 -0.088944999999999996 116.55541378745001 71.787208999250012 0.092290000000000025 -0.59309999999999985 42.526729949000007 44.269496632500008 0.080515000000000017 -0.15818499999999999 -0.092289999999999997 -0.072569999999999982 -0.085734999999999992 -0.22588499999999997 -0.15959999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 12 4 29 14 6 7 -5 -2 10 -6 13 -1 -10 15 -3 -13 -18 -9 21 -21 -20 -11 -24 -23 -26 27 28 -16 -4
right_child=8 2 3 5 9 -7 -8 18 11 22 -12 16 -14 -15 26 -17 17 -19 19 20 -22 24 23 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.020505619083998821 -0.019828879731867814 0.007219118503172901 0.0012314837885413479 -0.0097252156294524283 0.0010082903105681873 0.024088027016135712 -0.023624386265028247 -0.012497465088411751 0.015356086031102001 0.0085996453272135769 -0.016918164582240595 -0.023493465023560929 -0.00046832376556987413 -0.010947584572985893 -0.018787169387735118 -0.024858385015485523 0.0087957874390493934 -0.023046248342154626 0.014410431809854711 0.015463166971243418 -0.011431011480345463 0.013447293137451072 -0.023268648876206551 0.004915399212441547 -0.025758608265921697 0.0010648590431535764 0.01414600569887692 -0.0064375490242837988 0.010957654566135339 -0.016938376151178325
leaf_weight=24.331421852111816 50.113148406147957 20.693182483315471 7.8927507847547522 27.316717028617859 36.784866735339165 7.9009021669626227 8.7958819568157178 9.9206607639789564 10.319393560290338 57.598745584487915 19.300048798322678 15.282817736268045 11.813251242041586 8.2435508519411069 3.4146326035261145 6.3772964328527442 9.4787295758724195 6.3128495663404456 44.03251089155674 9.7083365172147769 20.743997886776924 10.788620635867114 6.3130349516868582 8.5008165091276151 5.0675392895936957 12.760718509554872 108.45616026222706 12.975647255778311 68.204324275255203 33.161350980401039
leaf_count=180 368 68 31 150 149 13 57 59 26 170 118 112 50 49 19 45 36 47 112 24 103 32 46 31 36 50 257 57 183 222
internal_value=-1.31816e-05 0.00229497 0.00336943 -0.00193572 0.00638388 0.00107322 -0.000146068 0.00132546 -0.0135 0.000784345 -0.0051606 -0.00711042 -0.0139568 0.00367498 0.00965266 -0.000337739 -0.0135533 -0.0039334 0.00399633 0.00558339 -0.00285703 0.00912135 0.00538881 -0.00709545 0.000983103 -0.0065595 0.0110536 0.00708883 0.00953949 -0.0134452
internal_weight=682.604 582.853 546.709 198.09 348.619 157.036 149.135 140.339 99.7505 128.498 56.0849 49.6373 36.1447 18.5629 220.121 27.0705 31.0744 15.7916 113.022 103.102 30.4523 72.6494 72.4126 14.8139 28.6169 17.8283 193.051 84.5946 71.619 41.0541
internal_count=2900 2262 2032 889 1143 636 623 566 638 514 267 270 230 75 629 113 195 83 416 357 127 230 247 77 118 86 516 259 202 253
is_linear=0
shrinkage=0.0150745


Tree=6
num_leaves=31
num_cat=0
split_feature=0 0 4 1 4 4 4 3 4 2 0 2 0 2 2 0 3 4 2 2 2 3 2 2 2 3 1 2 1 2
split_gain=97.454 48.3123 51.2315 31.6516 20.8866 20.8758 19.8067 19.7233 24.9263 17.5341 15.4014 20.7664 12.6279 11.8821 15.3477 11.5443 16.7015 11.3814 11.0393 20.8731 9.45009 10.1322 11.6723 8.75442 8.93007 8.67712 9.5787 8.46958 18.9114 18.3151
threshold=102.84427732220001 84.95796538030001 44.527357125550004 69.873026810350026 38.238138001450004 41.621607100200002 44.710446918150005 0.099780000000000021 48.315732392000008 -0.033594999999999993 122.45926784190002 -0.088944999999999996 93.577162146500015 0.68694500000000025 0.20981000000000005 87.568458224950021 0.10575500000000003 34.823977857500005 0.06041500000000001 -0.016334999999999999 -0.069554999999999992 -0.16319499999999998 -0.085734999999999992 -0.11600999999999999 -0.088099999999999998 0.080375000000000016 70.343506983200015 -0.060760000000000002 75.28220456885002 -0.096499999999999989
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 3 5 9 20 -2 8 -1 17 11 -8 -6 14 18 16 23 -5 19 27 21 -3 -23 -7 -25 -4 -27 28 29 -14
right_child=6 2 25 4 12 15 10 -9 -10 -11 -12 -13 13 -15 -16 -17 -18 -19 -20 -21 -22 22 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.013011219623042893 -0.013894666429625039 -0.0082787807549439645 -0.013500129928081575 0.00040988910902578295 -0.015953590228794997 0.012880693528795697 -0.0069809471416231823 0.0074187229298812267 0.0063159487955175017 0.0039839457113507492 -0.018536193883841118 0.012847508375853916 0.0025505354613875762 0.019200226209288556 -0.017592316019286545 0.008711302155356912 -0.015233138924873978 -0.018992605932728022 0.0121433749631074 -0.021996884988824704 0.012881313885154932 0.010432804122348094 -0.0039820596750876147 -0.0090658423661834856 0.0032679354889658327 0.0052378200933093106 -0.01259301658281468 0.011282766596671656 0.0065072253043003221 -0.016578416268604908
leaf_weight=54.151844531297684 75.46459099650383 6.0318436175584784 26.190084040164948 6.1709404587745693 5.1335422098636618 10.379005983471869 22.077129602432247 12.384153395891188 12.307773575186728 12.769535720348356 8.2087993025779706 12.393916666507723 17.079509317874908 6.9878325760364524 5.3239581733942023 37.995080053806305 9.0361720323562604 17.228726640343666 19.396782711148262 5.1508983224630347 89.403635174036026 57.266652852296829 9.9017734080553037 11.337892934679983 39.760276332497597 10.407570600509645 8.0141558498144132 16.64143368601799 47.223954647779465 13.442371889948847
leaf_count=344 514 29 168 27 32 25 120 39 40 50 61 33 70 11 32 104 54 117 47 36 199 143 41 57 146 36 48 44 146 87
internal_value=8.9591e-06 0.00211904 0.00355685 0.00481604 0.000711672 0.00742827 -0.0101198 -0.00678521 -0.00943199 -0.00757042 -0.00344538 0.000148289 0.00290815 0.0036459 0.00277119 0.00326401 0.000328817 -0.0138758 0.00368273 0.00203403 0.0102071 0.00694104 0.00830781 0.00261618 0.000531261 -0.00896576 -0.00251928 0.00334544 0.00164646 -0.00587419
internal_weight=685.262 567.117 488.274 443.662 172.549 271.112 118.144 78.8438 66.4596 36.1692 42.6798 34.471 136.38 131.247 124.259 108.508 70.5133 23.3997 118.935 99.5382 162.604 73.2003 67.1684 61.4772 51.0982 44.6118 18.4217 94.3873 77.7458 30.5219
internal_count=2900 2172 1749 1497 699 798 728 423 384 194 214 153 505 473 462 386 282 144 430 383 412 213 184 228 203 252 84 347 303 157
is_linear=0
shrinkage=0.0122591


Tree=7
num_leaves=31
num_cat=0
split_feature=1 0 4 1 0 1 0 4 4 1 1 4 0 4 4 2 3 2 2 3 2 2 4 0 0 0 2 4 1 3
split_gain=80.9463 37.457 34.9737 23.9387 26.2159 27.2428 22.0022 20.6614 20.475 16.6842 14.0909 12.6407 12.1177 11.9027 10.345 10.2655 9.93208 9.01829 14.171 11.112 19.0369 10.6575 11.1208 8.85562 8.61481 12.855 11.38 11.5278 11.1746 8.14703
threshold=83.715897724050009 75.309089150100007 49.110028829250005 70.343506983200015 85.716110573100011 61.993156030000002 94.550383989750017 38.238138001450004 44.710446918150005 87.33187390945001 71.787208999250012 48.315732392000008 93.972365491700018 41.468518788800004 40.621691032550004 -0.033594999999999993 0.074640000000000026 0.68694500000000025 0.22542000000000004 0.093675000000000022 -0.59309999999999985 -0.24103499999999997 41.093509583400007 94.776214472700005 91.625341543800019 87.181320254150009 -0.060760000000000002 41.495754733000005 68.214248143850014 -0.26439499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 11 3 4 5 -3 -5 15 -2 -10 13 -1 14 -9 -6 -8 -11 18 19 21 -21 22 -12 -14 25 26 -16 -28 -26 -23
right_child=8 2 -4 6 12 -7 7 10 9 16 17 -13 23 -15 24 -17 -18 -19 -20 20 -22 29 -24 -25 28 -27 27 -29 -30 -31
leaf_value=-0.016177144965532547 -0.016815812225373726 0.0039819581856743481 -0.016589645527506785 -0.01491423831807987 0.011004376073808464 -0.012736679314444022 -0.013937337537501537 0.0070031816322147352 0.013704128323039874 0.0021606618308521218 0.0059501181836921031 0.0022379930671035373 -0.014242026418112 -0.017317611525813965 0.0056285124677601583 0.0011764740231790473 -0.01530805771579959 0.017707502966180934 -0.014874147408363941 0.014501415179877093 -0.0094988518083282073 -0.025550496794548811 -0.023594208978326713 0.0060212457095957126 -0.018437221025268499 0.011292383479431761 0.0050097410010498129 -0.017908696918730246 0.0095050852549227287 0.0096738762736349043
leaf_weight=26.209016010165215 55.430966667830944 53.746199235320091 16.229792721569538 17.148662060499191 113.99134005606174 25.355997949838638 21.648929759860039 5.4850635528564444 7.6174730956554404 9.160536468029024 5.5624011754989606 8.801596060395239 7.6520480364561063 10.119010895490645 52.016472980380058 12.547947749495505 15.467274129390715 8.6779842972755414 6.8629432395100585 8.3023628145456332 19.712356612086296 1.1802365481853474 3.7841296195983887 7.5974686294794083 5.7539368718862516 55.093891978263855 7.2134344875812522 8.3935466408729535 4.5150371938943863 69.956634640693665
leaf_count=198 416 191 112 114 286 151 143 25 19 40 19 32 43 70 169 58 110 17 40 19 100 8 27 26 37 139 22 51 13 205
internal_value=-4.24206e-06 0.00178536 0.00263632 0.0032225 0.0053315 -0.00137716 -0.000546649 0.00087066 -0.0119155 -0.00349168 0.00313887 -0.0115476 0.00735521 -0.00876849 0.00806538 -0.00839159 -0.00881041 0.00463681 0.00365358 0.00482553 -0.0023862 0.00733579 -0.00601149 -0.00414665 0.00554618 0.00652505 0.00264103 -0.00731596 -0.00615162 0.00908947
internal_weight=671.235 583.558 548.548 532.318 341.329 79.1022 190.989 173.84 87.6763 32.2453 139.643 35.0106 262.227 15.6041 246.978 34.1969 24.6278 124.039 115.361 108.498 28.0147 80.4834 9.34653 15.2495 132.986 122.717 67.6235 15.607 10.269 71.1369
internal_count=2900 2315 2085 1973 1128 342 845 731 585 169 530 230 786 95 717 201 150 435 418 378 119 259 46 69 431 381 242 73 50 213
is_linear=0
shrinkage=0.0132952


Tree=8
num_leaves=31
num_cat=0
split_feature=1 0 1 4 0 4 2 2 1 4 0 2 3 0 2 3 4 4 3 2 3 1 4 3 1 0 2 3 1 1
split_gain=69.1649 30.0862 35.1843 21.0015 19.9031 20.1104 12.9492 16.6478 13.429 16.608 11.2393 14.2794 10.7545 10.2912 10.2668 14.0816 10.2103 9.61058 10.2373 9.35493 13.69 18.4174 13.0916 12.5135 9.35896 10.1296 8.92354 7.89092 7.72064 19.0441
threshold=87.33187390945001 75.994645973400011 70.343506983200015 41.919251152600005 94.550383989750017 37.572218886150004 0.06041500000000001 -0.0039949999999999994 81.524804347700012 42.508878681700004 86.20003303655001 -0.082885 -0.22125500000000001 97.738895332450014 -0.22573999999999997 0.083565000000000014 48.315732392000008 44.269496632500008 0.080515000000000017 -0.053019999999999991 0.083565000000000014 86.858705278550005 40.259171735100004 0.095845000000000027 75.085947125300024 102.21786657775002 -0.096499999999999989 0.07870000000000002 62.197478847950002 61.993156030000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 16 3 14 -4 13 7 12 -8 -10 11 28 -7 -6 15 -3 -1 -12 -19 20 21 -14 23 -22 26 -26 -24 -2 29 -5
right_child=27 2 4 10 5 6 8 -9 9 -11 17 -13 19 -15 -16 -17 -18 18 -20 -21 22 -23 24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.014344979165498966 -0.0088077521998913312 -0.011376847275848494 -0.014544962739241806 0.004807626703394163 0.00059201428496637762 0.010205369612495515 0.011241029832100468 -0.021838777229375841 -0.02193296773536612 0.015249287985751831 0.0064581593225840244 -0.013424051178969953 -0.014634922199932005 -0.015838009713461221 0.0084915017804806977 0.0074322953591920149 0.0019992296813786466 -0.019025003740156896 0.0036518684246913753 0.0085731992695480264 -0.0013548869461406489 0.015971302858096878 0.0059824533201076127 -0.024472001091467837 0.011074248076666059 -0.0054980689292992661 -0.015773040582109241 -0.018358413707298637 0.011308651938186101 -0.018729694501926169
leaf_weight=27.142861351370811 30.713249251246452 11.386267878115179 19.842219308018684 18.796875640749935 9.725355729460718 15.813252806663511 33.062169633805752 6.347764626145362 5.2504171133041364 3.4643600583076477 56.294607892632484 18.372719407081604 25.041224062442783 20.769312471151352 182.09914927184582 17.613074719905853 8.7920111119747144 5.8612091764807692 8.4390542209148389 14.209329076111315 11.946790769696237 3.955679476261138 6.1209011077880859 6.1694228574633589 28.167420044541359 8.295581713318823 7.0474154353141767 29.436338447034359 9.1411068141460401 8.7541723847389203
leaf_count=210 205 61 140 65 46 49 91 46 38 9 170 115 161 153 508 51 32 46 31 46 54 9 25 44 74 43 49 245 28 56
internal_value=-8.52476e-06 0.00134685 0.00209453 0.00479178 -0.00193837 -0.000720456 0.00100185 -0.00100747 0.00740419 -0.00715201 0.000525315 -0.00393822 3.56399e-05 -0.0105981 0.00733146 4.70956e-05 -0.0103461 0.00400692 -0.00564264 -0.00141376 -0.00288059 -0.0104597 0.000363371 -0.00922735 0.00386414 0.00730393 -0.00566064 -0.0134817 0.00081159 -0.00267121
internal_weight=658.071 597.922 561.987 336.758 225.229 205.386 174.892 133.115 41.7769 8.71478 125.66 55.0649 126.767 30.4947 211.098 28.9993 35.9349 70.5949 14.3003 110.954 96.7444 28.9969 67.7475 18.1162 49.6313 36.463 13.1683 60.1496 36.6922 27.551
internal_count=2900 2450 2208 1131 1077 937 738 600 138 47 511 264 554 199 620 112 242 247 77 505 459 170 289 98 191 117 74 450 149 121
is_linear=0
shrinkage=0.0131813


Tree=9
num_leaves=31
num_cat=0
split_feature=0 0 4 1 4 0 4 3 4 4 3 0 2 2 1 4 2 2 2 2 3 0 1 3 1 3 4 3 0 3
split_gain=74.1574 38.1989 41.5394 24.0861 17.6894 16.3597 15.5423 15.4256 19.4533 14.9864 15.0318 13.9852 17.4145 13.0723 12.4794 10.8036 8.85408 12.1706 16.2881 17.1322 13.592 8.67137 19.4434 12.5295 8.20743 10.7361 7.17847 6.9061 13.1321 6.80986
threshold=102.84427732220001 84.95796538030001 44.527357125550004 69.873026810350026 44.710446918150005 86.530713386650021 38.238138001450004 0.10176000000000003 48.315732392000008 42.131954243650007 0.087725000000000011 122.45926784190002 -0.088944999999999996 -0.033594999999999993 61.944763783650011 34.823977857500005 0.68694500000000025 0.090855000000000033 0.06041500000000001 -0.016334999999999999 0.087605000000000016 90.837623311600012 68.214248143850014 0.084795000000000023 88.436830201100022 -0.21013499999999999 38.771633980050005 0.074640000000000026 104.3578792496 0.080375000000000016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 3 5 24 9 13 8 -1 26 -11 12 27 15 -12 -5 17 18 19 -8 -19 -7 23 -23 25 -2 -3 -6 -29 -4
right_child=4 2 29 6 11 21 16 -9 -10 10 14 -13 -14 -15 -16 -17 -18 20 -20 -21 -22 22 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0094822114462574034 0.0038977467027570571 0.012826096134504309 -0.010223769195090233 0.001486369277707511 0.0047565467337958136 0.0089029454600190634 0.0023910071444008482 0.0060461005789210626 0.0045390187719320978 0.0032900757040083819 0.0059773478248806898 -0.014423245749450289 0.010143301559870333 0.0027382187303842164 -0.013147466270426017 -0.014262857304032577 0.01347342247458155 -0.017861902811964474 0.014288031137203351 -0.016548832192727809 0.0011544232795217481 0.0040021614006456718 0.0094079952778174311 -0.013754573107575628 -0.013989594770131236 -0.0098151117850677292 0.0039541056265200401 0.0041115864038923436 -0.014934345078569604 -0.002133001251800791
leaf_weight=53.511984869837761 7.1421287357807151 10.973143756389616 24.86289156973362 6.0132430195808437 5.594570621848109 116.05998256802559 94.948699548840523 10.86964839696884 12.266073003411291 22.830021843314171 4.4727724343538311 7.6838401332497588 12.257019355893133 12.721840500831602 14.912405937910078 16.295831546187401 6.5975970774888983 6.4960089325904837 11.03141677379608 5.073686756193637 9.1005828231573087 7.8631487786769894 22.62014277279377 8.1723947227001172 34.171732135117054 29.702006697654724 56.818452820181847 5.6442654281854621 10.336523830890654 18.148849010467529
leaf_count=350 34 21 168 27 19 279 357 33 40 84 15 61 33 50 97 117 12 46 19 37 34 25 53 45 280 200 179 22 79 84
internal_value=3.01038e-05 0.00154311 0.00260252 0.00353748 -0.00740046 0.00542585 0.000566866 -0.00503625 -0.00686758 0.00246527 -0.00223172 -0.00219314 0.000584504 -0.0053853 -0.00873477 -0.0100178 0.00213169 0.00154087 0.00270749 0.00143027 -0.00676591 0.0075309 0.00341145 -0.00504743 -0.0104447 -0.00715691 0.00539018 -0.00484587 -0.0082075 -0.00680986
internal_weight=665.193 552.661 476.013 433.001 112.532 264.722 168.279 76.6477 65.7781 110.007 42.2152 41.5162 33.8324 35.0309 19.3852 22.3091 133.248 126.65 111.054 100.022 15.5966 154.716 38.6557 16.0355 71.0159 36.8441 67.7916 21.5754 15.9808 43.0117
internal_count=2900 2172 1749 1497 728 798 699 423 390 396 196 214 153 194 112 144 505 493 413 394 80 402 123 70 514 234 200 120 101 252
is_linear=0
shrinkage=0.0100422


Tree=10
num_leaves=31
num_cat=0
split_feature=1 0 1 0 1 4 0 4 0 1 0 4 0 1 1 2 3 3 0 4 4 4 2 0 2 3 1 2 3 3
split_gain=60.8632 27.0717 30.5853 18.5673 18.4468 17.526 19.2452 10.8149 10.5241 9.60055 22.3721 9.05115 8.23786 18.4712 8.5153 7.95914 15.9942 8.58273 7.95283 10.6723 9.30075 7.69326 15.1276 7.5727 10.7937 7.54538 12.8742 7.29138 6.97818 6.96775
threshold=87.33187390945001 75.309089150100007 70.343506983200015 85.716110573100011 61.917879202350001 38.238138001450004 95.429509798400019 44.921040431000009 93.972365491700018 60.474177186300004 79.882156430000023 40.621691032550004 98.615332683000005 77.52437864960001 71.787208999250012 -0.0039949999999999994 0.09660500000000001 0.08784500000000002 85.613949164150014 43.968221017800005 42.773538294100007 44.215931556700006 -0.13978499999999996 102.11570516885001 -0.033594999999999993 0.074640000000000026 89.912793714750009 -0.23378499999999999 -0.12530999999999998 0.088990000000000027
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 3 4 9 23 21 -1 11 10 -3 -5 14 -14 -8 17 -17 27 19 28 -20 22 -7 24 -4 26 -2 -13 -6 -16
right_child=25 2 5 8 18 6 12 -9 -10 -11 -12 15 13 -15 29 16 -18 -19 20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.013890321482937821 0.0083935011754389909 0.0064706061247608374 -0.010366160948408996 0.0084150475120428857 -0.0012226414082376388 0.011179450034916869 -0.0077159448670971239 -0.00010709132361589421 -0.0037583623148301536 0.0089618489341347744 -0.018955606233468925 -0.006309305453734892 -0.011970280701071031 0.0018252117890632921 0.0099674392441964788 -0.016610681075278425 0.0081832548052707208 0.0015489306470374581 0.0071475588394173855 0.0066653352539186592 -0.013423736367375153 -0.016262167063275042 -0.010490285061289196 -0.015832713699289642 0.0042572629035526541 -0.014086797786033514 -0.01175277073186301 0.0088556342217249763 -0.018655579873842566 0.0012620111754424498
leaf_weight=21.221423283219337 6.1516137570142773 14.124836176633837 18.530489094555378 109.93837448954582 3.8272273615002659 5.9852520227432278 6.1237537115812293 11.603834494948385 15.547454386949537 23.496969074010849 6.7345619052648535 4.4971522986888877 15.336859852075575 77.016102448105812 31.401598855853081 6.9200652539730054 6.7955570593476295 53.917299285531044 8.2853305488824827 3.5815597623586646 4.4528720378875724 10.508244797587393 14.603393919765951 12.427132859826086 10.375965610146524 39.030506499111652 13.042190231382845 58.884770825505257 14.450960882008077 19.727756798267365
leaf_count=180 22 47 126 286 21 20 37 50 72 64 42 27 94 313 82 42 19 195 27 13 27 85 101 104 41 329 99 157 104 74
internal_value=8.69017e-06 0.00111313 0.00170965 0.00389719 -0.000970657 -0.00159531 -5.28213e-05 -0.00901791 0.00539558 0.00392987 -0.00173837 0.00598623 0.00165517 -0.000465776 0.0050764 0.00394814 -0.00432625 0.00491565 -0.00725339 -0.0114548 -4.35142e-05 -0.00826992 -0.00419075 -0.00833879 -0.00511709 -0.0111889 -0.00529589 0.00777963 -0.0150053 0.00660854
internal_weight=648.541 590.317 557.492 335.455 78.9543 222.037 180.703 32.8253 256.501 44.3564 20.8594 240.953 149.606 92.353 57.2531 131.015 13.7156 117.299 34.598 21.8597 12.7382 31.0969 20.5886 41.3336 28.9065 58.2243 19.1938 63.3819 18.2782 51.1294
internal_count=2900 2450 2220 1143 345 1077 806 230 798 153 89 726 600 407 193 440 61 379 192 138 54 206 121 271 167 450 121 184 125 156
is_linear=0
shrinkage=0.0114795


Tree=11
num_leaves=31
num_cat=0
split_feature=0 0 4 1 4 0 4 3 4 4 4 0 2 2 4 1 2 2 0 1 1 0 0 2 2 2 1 2 3 1
split_gain=71.3662 35.1313 39.3575 22.2946 18.7705 16.9768 14.9761 14.8857 19.061 14.6934 14.5975 13.6458 18.506 12.0778 11.5416 10.9975 9.20442 12.5888 8.42899 18.4368 12.218 10.3994 7.87184 9.88886 16.4864 7.55813 17.8816 15.7708 12.8508 8.57739
threshold=102.84427732220001 84.95796538030001 44.527357125550004 69.873026810350026 44.710446918150005 86.530713386650021 42.131954243650007 0.099780000000000021 48.315732392000008 38.238138001450004 43.279086095950007 122.45926784190002 -0.088944999999999996 -0.033594999999999993 34.823977857500005 61.917879202350001 0.68694500000000025 0.20981000000000005 90.837623311600012 68.214248143850014 66.697957758300021 92.464140480550014 93.679323555450011 0.06041500000000001 -0.016334999999999999 -0.060760000000000002 75.403185184700007 -0.096499999999999989 0.092835000000000015 70.96454081135002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 3 5 -2 6 -3 8 -1 13 15 12 -6 14 -5 -8 17 22 -7 20 -20 -22 -11 24 25 26 27 28 -24 -27
right_child=4 2 -4 9 11 18 10 -9 -10 16 -12 -13 -14 -15 -16 -17 -18 -19 19 -21 21 -23 23 -25 -26 29 -28 -29 -30 -31
leaf_value=-0.011085843138231431 -0.01227510861798368 0.0060518090250390455 -0.0077988010002454713 0.0026572163855653071 -0.0056771188244138151 0.010263616182073313 0.0079182429794064958 0.0062216168515982877 0.005224063534343442 -0.01068606827937541 0.0063055330857181846 -0.016576085279073581 0.012480946076956807 0.0030002961808004848 -0.016477836599053136 -0.011679854975490339 0.015915757773617048 -0.015776389459627047 0.0050063364011697434 0.0107953622699007 -0.026571901895139069 -2.2148443438106376e-05 0.0084143646876183361 0.011168900185010202 -0.019240280494117093 0.019476404470577541 0.0059766635834325784 -0.015087793593713685 -0.014063320030753662 0.0023812675155133315
leaf_weight=51.256530061364174 69.689889155328274 67.286055907607079 42.677557997405529 5.9491122066974667 21.172206498682499 115.54900248348713 4.8262677043676403 12.222408816218374 12.258237913250921 5.9092080518603316 15.160076797008513 7.4936779066920272 12.221815794706343 12.787782058119772 16.20799670368433 21.846473947167397 6.6740250438451758 5.4111179560422888 7.6853039562702206 22.439108341932297 4.8870932906866056 3.4922810643911362 12.084600731730463 18.19181464612484 4.9141399934887877 7.3788533359766033 45.26206374168396 13.592028051614763 4.9497324228286734 8.9872386753559095
leaf_count=344 514 200 252 27 120 279 14 39 40 35 51 61 33 50 117 131 12 33 24 53 33 13 40 44 36 12 140 90 31 32
internal_value=4.59533e-05 0.00177796 0.00296492 0.00402958 -0.00856705 0.00616546 0.00261959 -0.00565298 -0.00793806 0.000689693 -0.00290097 -0.00224696 0.000968517 -0.00609238 -0.0113401 -0.0081337 0.0024669 0.00175836 0.00867707 0.0039159 -0.00569333 -0.0155067 0.00254077 0.0032183 0.0017298 0.00284681 0.001285 -0.0056487 0.00188294 0.0100888
internal_weight=660.464 549.886 474.149 431.471 110.578 263.172 109.119 75.7372 63.5148 168.3 41.8328 40.8877 33.394 34.9449 22.1571 26.6727 133.355 126.681 154.053 38.5038 16.0647 8.37937 121.27 115.36 97.1687 92.2545 75.8884 30.6264 17.0343 16.3661
internal_count=2900 2172 1749 1497 728 798 396 423 384 699 196 214 153 194 144 145 505 493 402 123 70 46 460 425 381 345 301 161 71 44
is_linear=0
shrinkage=0.0117498


Tree=12
num_leaves=31
num_cat=0
split_feature=1 0 4 4 1 0 0 0 2 4 2 1 4 2 2 3 2 4 0 2 2 2 3 4 4 4 3 2 2 2
split_gain=54.2678 25.5842 25.2117 18.2688 15.8352 27.3574 17.4905 12.5669 12.0054 12.1704 16.1767 12.2583 11.6473 12.8805 10.6187 10.3364 10.2479 9.77716 13.1453 9.03204 8.97505 22.2618 9.73544 13.8003 9.17061 8.63575 8.63033 8.6046 8.5913 8.66934
threshold=83.715897724050009 75.994645973400011 49.110028829250005 44.710446918150005 66.697957758300021 86.530713386650021 92.031298721500022 122.45926784190002 0.68694500000000025 38.703421923500009 -0.033594999999999993 71.429644067900014 42.178283198950005 -0.071129999999999985 -0.094344999999999998 0.098005000000000023 -0.22386500000000001 34.823977857500005 97.671683879200017 -0.23280999999999999 -0.59511499999999995 -0.24103499999999997 0.091250000000000012 41.322103772800006 40.036761086100007 48.315732392000008 0.11614000000000002 -0.26820499999999997 0.098830000000000015 0.06041500000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 25 4 -2 5 12 14 -5 9 10 17 -12 16 -14 19 -13 27 18 -8 -6 -11 24 28 -24 -22 -1 -18 -3 29 -23
right_child=3 2 -4 7 6 -7 8 -9 -10 20 11 15 13 -15 -16 -17 26 -19 -20 -21 21 22 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.013413268916795425 -0.015033306419378934 0.0030270878311586635 -0.014577059003266418 0.0024853981986950862 -0.016128670523341236 0.0096240896569599194 0.014357480306275783 -0.017649206339887074 0.015538789906349918 0.012240283728560182 0.010984549642692102 -0.020486790211597238 -0.00012346074804248778 -0.015072445125785422 -0.021344160005334002 0.0057970994103164787 0.0070265196314035303 -0.015195968483233284 -0.018438630573223889 0.0078578579879801137 0.00081306788847240307 0.0052952575461019452 0.003149382973833121 -0.013768401191912999 -0.023302773718897222 0.0016743294218325043 -0.0082612345246603561 -0.018697065362168079 -0.0044553835575496413 0.018028159488081487
leaf_weight=25.385256014764309 49.317006178200245 6.7834811881184578 15.008589297533034 23.40604075789452 4.7456830739974976 117.03225479274988 5.1960575282573718 6.8996363505721083 9.7717818021774274 14.881923869252203 14.814368873834612 5.2632281780242902 42.320057466626167 12.937182083725927 9.6276362761855108 5.0301697328686714 73.355406448245049 23.09275709092617 3.5270343646407127 6.2560512721538561 4.0445075035095206 70.517050184309483 24.493490971624851 12.528432779014109 8.2195898443460447 8.7760649025440198 6.9492080062627783 5.8261529579758626 13.188289247453211 10.570013418793677
leaf_count=210 416 25 112 108 32 307 14 61 21 37 38 40 179 87 68 20 224 163 29 18 16 260 92 81 60 32 31 38 62 19
internal_value=1.81128e-05 0.00145782 0.00217193 -0.0101102 0.00266389 0.00488581 0.000266252 -0.00209861 0.00132502 0.000680099 -0.00451983 0.00334808 0.00114331 -0.00362341 -0.0112886 -0.0076424 0.00397815 -0.0107289 0.00109693 -0.00248892 0.00254827 0.00154357 0.00312153 -0.00257569 -0.0153497 -0.00953726 0.00570358 -0.00701034 0.00535882 0.00695504
internal_weight=639.764 560.142 525.98 79.6227 510.972 265.204 245.768 30.3057 225.139 215.367 56.9236 25.1078 148.171 55.2572 20.6294 10.2934 92.9142 31.8158 8.72309 11.0017 158.443 143.561 131.297 37.0219 12.2641 34.1613 80.3046 12.6096 94.2754 81.0871
internal_count=2900 2315 2073 585 1961 891 1070 169 952 931 304 98 584 266 118 60 318 206 43 50 627 590 514 173 76 242 255 63 341 279
is_linear=0
shrinkage=0.0131112


Tree=13
num_leaves=31
num_cat=0
split_feature=1 3 4 4 0 1 0 0 4 3 3 2 4 1 4 4 3 2 2 2 3 4 1 4 0 1 1 1 3 4
split_gain=47.3796 22.8439 15.8257 15.8225 14.8115 17.9145 18.6275 14.3632 10.1918 12.6923 9.01106 12.3958 14.8731 12.6674 16.1992 12.2745 11.2726 9.85279 13.0851 10.3912 9.2807 8.76439 8.72388 8.67845 8.5956 10.2222 8.58141 10.5229 8.17026 8.02076
threshold=87.33187390945001 -0.27223499999999995 51.779769178100004 32.785955158400007 78.626646483100004 66.697957758300021 87.181320254150009 92.031298721500022 39.468990633150007 0.12064000000000002 -0.21013499999999999 -0.058529999999999992 38.771633980050005 81.524804347700012 42.508878681700004 41.289992964000007 0.088395000000000015 -0.59511499999999995 -0.21094499999999999 -0.15895000000000001 -0.22831499999999999 48.919835655300012 73.365333921800001 40.036761086100007 91.410264893400026 68.961639504150014 57.729261435100007 54.884872733100003 0.25847000000000003 43.673409002000007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 21 3 -3 26 6 8 24 -6 -10 20 12 -12 15 -15 -13 -17 -14 23 -20 22 -1 -9 -19 25 -7 27 -5 -11 -21
right_child=-2 2 -4 4 5 7 -8 10 9 28 11 13 17 14 -16 16 -18 18 19 29 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.015111641696970716 -0.01186783238799992 -0.012707129530392021 -0.018008995460545022 -0.017100141450622774 0.0097469098905711479 0.0046285872058954344 0.010160635382769704 -0.0093957770759525733 0.0021650723614458191 -0.027112516722025446 -0.011733245669443126 0.0097081061567119778 0.009637781199685844 -0.020449563773458586 0.0092630422709720737 0.0039855311961587408 -0.017847488212855946 0.0027716411852023943 0.015045415219349333 0.0006554852662389375 0.019060558168486036 0.0093082678047230871 0.010260752691707471 -0.018269416030581468 -0.024898542933110279 -0.019600728926044267 -0.019628751428605845 0.0024353617744924875 -0.0023349366002749783 -0.013944368873238622
leaf_weight=19.643865376710895 53.754215478897095 12.653521277010439 7.0707952454686156 6.6379615217447343 28.430370554327965 7.654822804033758 90.089633256196976 6.4633331298828187 116.71772233396769 4.3522058799862844 23.854198455810547 52.690938301384449 15.379690922796724 7.52249778062105 5.6101790890097618 13.92156506329775 5.8955451697111121 4.7924970537424114 7.8336406499147335 53.371991448104389 9.4315580725669843 2.9621344581246367 10.186423063278196 12.102754309773443 5.4408550262451163 5.0689599215984344 6.8769118934869757 17.72060339152813 5.018045037984848 7.5184584632515898
leaf_count=142 450 91 62 63 79 25 233 38 440 31 169 156 43 59 18 52 42 18 22 229 18 9 35 87 39 43 55 82 21 49
internal_value=1.17854e-05 0.0011264 0.001662 0.00191804 0.00226682 0.00281983 0.00537784 0.000363566 0.0025893 0.0009754 0.00123432 0.000325166 -0.00233461 0.00420278 -0.00775657 0.00636886 -0.00250974 -0.000114816 -0.00186666 0.000698514 0.00857177 -0.0119118 0.00263021 -0.0123009 -0.010977 -0.005024 -0.00657391 -0.00288827 -0.0138434 -0.00114723
internal_weight=626.668 572.914 550.308 543.237 530.583 499.348 244.608 254.74 154.518 126.088 236.575 210.494 124.853 85.6407 13.1327 72.508 19.8171 100.999 85.6193 68.7241 26.0813 22.606 16.6498 16.8953 18.1646 12.7238 31.2355 24.3586 9.37025 60.8904
internal_count=2900 2450 2299 2237 2146 1946 804 1142 571 492 1035 944 617 327 77 250 94 448 405 300 91 151 73 105 107 68 200 145 52 278
is_linear=0
shrinkage=0.0132339


Tree=14
num_leaves=31
num_cat=0
split_feature=1 0 1 4 4 0 4 2 4 0 1 1 2 1 3 3 3 4 2 2 3 3 3 4 2 3 1 2 1 0
split_gain=41.4596 17.226 21.4847 17.6992 12.9997 10.6316 8.7864 8.7932 8.56177 8.0894 19.4223 8.68735 7.9625 9.10674 7.54382 10.6349 10.2749 8.50028 5.71892 11.2932 5.26605 5.04304 14.8187 5.92531 5.87614 5.85301 5.20885 4.47605 6.71249 6.88331
threshold=89.912793714750009 75.309089150100007 69.873026810350026 41.919251152600005 38.238138001450004 93.577162146500015 50.264779514000004 -0.15726999999999999 44.921040431000009 87.181320254150009 63.910026677050006 64.434276012450013 -0.0023999999999999998 66.447931152150019 1.0000000180025095e-35 -0.24523500000000001 0.088105000000000017 43.57842012870001 0.68694500000000025 0.24816000000000005 0.12424000000000003 0.091975000000000015 0.08784500000000002 39.56957118270001 -0.14581999999999998 0.11614000000000002 62.020040611300011 -0.10282499999999999 61.993156030000002 90.337570099350003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 8 3 9 -4 -6 18 -8 -1 10 21 -11 14 -14 15 -5 27 -18 19 20 -7 22 24 -23 -3 -25 -26 -16 -29 -30
right_child=-2 2 4 12 5 6 7 -9 -10 11 -12 -13 13 -15 16 -17 17 -19 -20 -21 -22 23 -24 25 26 -27 -28 28 29 -31
leaf_value=-0.015122811896943603 -0.01385312485757053 -0.0049408378297360377 -0.0081859303668996766 0.0047198085433249846 -0.015584549786255099 0.0020448413109479357 0.0027397713171562334 -0.018803547491258687 4.5245995813471672e-05 0.015708896129889328 -0.019504357523542206 0.0064769157448293308 -0.01714935054791281 0.0087003202052328941 0.012420165076438701 -0.016731715678423173 -0.0057699203348321815 0.00941788308781801 0.012851730750932397 -0.018470510283514489 -0.011334322954358328 0.014404004738414746 -0.017251192199466008 0.0078341951386325676 0.012255737554099394 -0.0065871481242509812 4.652161496908648e-06 0.012958205846465924 -0.0058480664745838859 0.013465754229276025
leaf_weight=18.185996741056446 38.133968465030193 8.1867651492357201 45.394962266087532 7.8508520200848606 7.9592852443456641 156.60251193493605 6.2170032784342757 8.3778315633535367 11.405960656702517 29.349752351641655 6.2533292248845092 55.515712454915047 9.6973426491022092 3.4913541972637168 18.030077815055847 9.7712631523609144 31.312768571078777 8.9181095510721189 7.9205616861581793 5.4743687212467185 5.7446674183011046 19.296951830387115 6.3922495916485778 24.76054055988789 19.748524248600013 6.7450914531946173 9.7716827839612943 9.6877546310424822 14.164011947810652 4.6060928702354422
leaf_count=180 360 39 318 30 66 659 29 76 50 60 44 166 65 11 46 67 153 28 20 37 34 43 35 70 48 29 36 25 65 11
internal_value=6.50734e-06 0.000922756 0.00147427 0.00391082 -0.00156078 -4.41146e-05 0.000605737 -0.00962668 -0.00927642 0.00654504 0.00392357 0.00966969 -0.00025849 -0.0103063 0.00101156 -0.00717482 0.00267511 -0.00240319 0.00145551 0.000917647 0.00157142 0.00546729 0.00207157 0.00841495 0.00534725 0.00474671 0.00820042 0.0070699 0.00368012 -0.00110855
internal_weight=614.967 576.833 547.241 303.55 243.691 198.296 190.337 14.5948 29.592 186.021 101.155 84.8655 117.53 13.1887 104.341 17.6221 86.7188 40.2309 175.742 167.822 162.347 94.9018 44.0992 50.8026 37.707 31.5056 29.5202 46.4879 28.4579 18.7701
internal_count=2900 2540 2310 1071 1239 921 855 105 230 570 344 226 501 76 425 97 328 181 750 730 693 300 158 142 123 99 84 147 101 76
is_linear=0
shrinkage=0.0137245


Tree=15
num_leaves=31
num_cat=0
split_feature=1 4 1 1 0 3 3 0 0 1 4 4 3 3 3 1 1 2 4 1 0 4 0 0 2 1 4 1 3 2
split_gain=36.0742 15.4547 14.6859 14.5963 20.4116 11.4863 11.0422 9.96457 9.49816 13.0348 8.42471 8.8405 10.0379 11.9549 7.86543 7.6872 16.1213 8.67427 6.87053 6.63929 6.51343 6.69272 10.0809 11.6083 9.62455 12.8468 9.39072 6.6451 8.10523 15.2013
threshold=90.988176966900014 31.796797363700005 54.884872733100003 66.697957758300021 86.530713386650021 0.25847000000000003 0.21240500000000004 92.031298721500022 90.603727454250006 68.961639504150014 42.178283198950005 43.279086095950007 1.0000000180025095e-35 -0.15684499999999998 -0.25095999999999996 66.318885161900013 65.630639880500027 -0.068524999999999989 51.779769178100004 62.197478847950002 93.972365491700018 39.945535567850008 102.65877371115 94.776214472700005 -0.037524999999999996 82.987325570650015 34.997818021800008 71.787208999250012 0.09117500000000002 -0.59511499999999995
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 4 10 6 7 8 9 -5 -4 -12 13 14 -13 16 17 19 20 -6 -9 22 23 -22 25 26 -25 -23 -29 -30
right_child=-2 2 3 5 15 -7 -8 18 -10 -11 11 12 -14 -15 -16 -17 -18 -19 -20 -21 21 27 -24 24 -26 -27 -28 28 29 -31
leaf_value=-0.011013426457082753 -0.011579997716618953 -0.013496504603568544 0.0025976418985064493 0.008604471268828592 -0.0025432243296688137 -0.018712148686370247 0.015049350361431008 0.0047992357266168255 -0.017154450303402402 -0.015329047017291703 -0.0071569704950652461 -0.0075822797442506445 0.0056209453625420186 -0.019380421636678496 0.0098595419976517489 0.013359097296268571 -0.0092752161632154093 0.010252002190324051 -0.0093603189774642114 0.0065572887911831941 -0.015002412259765353 -0.0040868718939075692 -0.011913546477085514 0.011240245906676358 0.0069714004925037079 0.014473333981270632 -0.0088081093870791636 0.0036068095196957724 0.0099429842376413009 -0.0083217535724850501
leaf_weight=13.363813370466231 30.589597545564175 8.366460978984831 94.025195837020874 6.3659058511257189 15.207594908773897 4.1506847292184821 5.4599148333072653 32.777681887149811 8.2356939613819105 4.7711828649044037 28.16325456649065 6.7494952380657205 22.840435601770878 5.164356864988803 5.7283515483140954 16.979828432202339 8.2331699803471547 42.48001903295517 9.2329222410917264 26.090372815728188 6.429171495139598 26.240844890475273 13.119815617799757 3.2164712548255947 17.997563056647781 4.2074702829122534 21.627172581851482 89.152525693178177 7.5745637491345432 19.571681223809719
leaf_count=114 319 91 353 17 59 33 11 111 57 45 165 39 82 39 17 33 42 100 78 73 45 156 123 12 59 12 137 348 19 111
internal_value=3.47915e-06 0.000621298 0.00089887 0.00111714 0.00292518 -0.000636249 -0.000364391 -0.000675487 -0.00824049 -0.00164876 0.000468922 -0.00244681 0.00082998 -0.00537263 0.000424942 0.0065912 0.00534225 0.00677876 -9.19452e-05 0.00320611 0.000261791 -0.000449354 -0.00331442 -0.00120479 0.000680652 -0.00321655 -0.00621248 0.00088927 0.00201205 -0.00322538
internal_weight=604.113 573.524 560.16 551.793 271.662 280.131 275.981 270.521 19.3728 11.1371 162.671 68.6459 40.4826 17.6422 12.4778 108.991 92.0112 83.778 251.148 41.298 241.915 209.137 66.5977 53.4778 47.0487 29.0511 24.8436 142.54 116.299 27.1462
internal_count=2900 2581 2467 2376 1002 1374 1341 1330 119 62 695 342 177 95 56 307 274 232 1211 132 1133 1022 388 265 220 161 149 634 478 130
is_linear=0
shrinkage=0.0109474


Tree=16
num_leaves=31
num_cat=0
split_feature=1 4 0 4 1 1 4 4 3 0 0 2 0 1 2 0 4 1 2 1 3 3 0 3 2 3 3 3 0 1
split_gain=41.9033 20.2743 22.9971 19.2385 16.5451 14.7799 16.4337 11.85 14.5062 10.9349 10.6487 9.5069 9.49134 13.6277 9.41086 9.23063 12.952 10.6882 10.2928 9.91791 12.6976 8.80896 8.74024 7.8285 12.9159 9.12871 7.80839 11.5802 7.78897 12.1562
threshold=83.715897724050009 49.110028829250005 84.95796538030001 44.710446918150005 66.697957758300021 66.318885161900013 41.840895355800008 48.680511450650009 0.099780000000000021 122.45926784190002 92.031298721500022 0.68694500000000025 90.603727454250006 68.961639504150014 -0.069554999999999992 93.972365491700018 38.238138001450004 71.787208999250012 0.22542000000000004 71.090898343450007 0.089580000000000021 -0.16319499999999998 92.031298721500022 0.093675000000000022 -0.59309999999999985 -0.26439499999999999 0.075065000000000021 0.078505000000000019 94.964406541850011 71.464594023550021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 7 -2 5 6 14 8 -1 26 12 15 13 -6 21 -12 28 19 23 20 -18 -4 -8 25 -25 -19 -5 -28 -17 -30
right_child=3 -3 4 9 10 -7 22 -9 -10 -11 11 -13 -14 -15 -16 16 17 18 -20 -21 -22 -23 -24 24 -26 -27 27 -29 29 -31
leaf_value=-0.0077775613970130558 -0.01066105982124968 -0.0092620353797778273 -0.01263750012384572 0.0095963620974105386 0.0081859707256396238 0.012340276469212813 0.00068240819462990216 0.0084109539411533884 0.0042865725460762578 -0.012250693887321716 0.0049859395883757743 0.010490461718237309 -0.014620386650365951 -0.013836966595185908 0.0080869051550797114 -0.01654307811763402 -0.0083256853003227868 -0.017551700679441604 -0.0095930715257283097 -0.012401349288832122 0.0073431289471173628 0.0035998252381087971 -0.013892033567857462 0.0089206267447010761 -0.0057789826694405961 0.0050286780120473613 -0.013402168441154022 0.0046449387693162161 0.0077922139584956675 -0.0070751483862133598
leaf_weight=47.68835262209177 45.960318118333817 17.612717777490616 3.3467471152544013 8.8234603404998833 6.4945498704910296 18.254722833633423 80.985254630446434 6.4646159559488288 11.652203872799872 6.01125893741846 35.675312645733356 9.3231258392333967 8.0731139779090864 4.4477356001734734 64.080622307956219 5.2756143882870665 9.565022245049482 1.7198553979396809 6.4962115138769141 9.6137722507119161 9.8763128295540792 50.588945724070072 4.0596473440527907 7.921232312917712 19.296456925570965 76.640688441693783 5.2815772742032996 9.0891028046607953 6.6452865526080158 23.226222321391106
leaf_count=350 416 128 19 25 17 34 325 17 39 61 114 21 55 40 157 41 60 12 40 68 38 157 25 19 100 249 45 38 21 169
internal_value=3.23989e-05 0.000968057 0.00130969 -0.00675203 0.00207389 0.00398601 0.00323498 -0.00405101 -0.00540863 -0.000600411 0.000312764 0.000910926 -0.00664782 -0.000765743 0.00557576 0.000489551 -0.000420439 0.000890733 0.00224891 -0.00434815 -0.000365835 0.00259229 -1.33077e-05 0.00297754 -0.00150092 0.00453308 0.00241901 -0.00198782 -0.00568531 -0.00376772
internal_weight=620.19 545.024 527.412 75.1657 461.606 221.316 203.061 65.8052 59.3406 29.2054 240.291 221.275 19.0154 10.9423 118.016 211.952 176.277 141.13 112.074 29.0551 19.4413 53.9357 85.0449 105.578 27.2177 78.3605 23.1941 14.3707 35.1471 29.8715
internal_count=2900 2315 2187 585 1781 717 683 406 389 169 1064 952 112 57 333 931 817 586 420 166 98 176 350 380 119 261 108 83 231 190
is_linear=0
shrinkage=0.00969289


Tree=17
num_leaves=31
num_cat=0
split_feature=1 3 1 0 3 2 0 0 3 4 1 0 3 1 3 3 3 3 3 0 4 4 4 0 0 1 4 1 1 1
split_gain=33.1346 14.3479 13.1012 18.3837 10.6384 16.9811 15.1986 16.3301 14.4699 8.85173 9.11814 9.62088 8.27974 8.26112 9.22762 8.40355 9.9652 9.78788 7.26702 6.83719 6.66236 6.57838 6.51605 9.33194 9.30676 8.20953 6.49639 6.32257 16.232 6.27457
threshold=90.988176966900014 -0.27223499999999995 70.343506983200015 85.716110573100011 -0.21013499999999999 -0.18126999999999999 96.055920542800024 98.615332683000005 -0.22831499999999999 36.735256530150004 78.285212300550015 113.28087178455002 0.10045500000000003 62.00390986255001 -0.115385 -0.04931 -0.15684499999999998 0.083905000000000021 0.087725000000000011 78.626646483100004 48.919835655300012 42.049402686800001 43.124157941850008 86.345209775600011 91.625341543800019 69.563854125350005 39.995120105550008 71.090898343450007 70.865067860500019 55.855406118200008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 20 3 12 5 -4 27 -8 26 -9 18 -12 13 15 -15 16 29 -17 -11 -19 -1 -5 23 -23 -24 -26 -7 28 -6 -3
right_child=-2 2 4 21 6 8 7 9 -10 10 11 -13 -14 14 -16 17 -18 19 -20 -21 -22 22 24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.011135161287624595 -0.012216146834767109 -0.0098672145329824022 0.016440876174582716 0.0056582418371791503 -0.012034724833781265 -0.0022281632782093601 0.005023017332036128 -0.012649728078234439 0.014717158078917764 -0.018418512184489692 0.00079212761483288664 -0.01775267941417475 0.0049279343251329962 0.0040215474626544524 -0.015851244744045274 0.01096033323829565 -0.013936908694930092 -0.017033317632664236 -0.0036303300455174034 0.00064631596409579718 0.0079356133049635451 -0.012153418562385544 0.0082562985710285808 0.00139838845079552 -0.010645074431434325 0.010588728232812459 -0.022203422968590691 -0.012781108381282427 0.018103192913139343 0.0096811585435644196
leaf_weight=19.406046859920028 29.356603607535362 3.7720382064580935 11.685546159744264 157.31567506492138 7.4615580886602384 4.9170293733477575 49.645396359264851 12.099375516176222 4.349403887987136 7.3577077910304096 75.331131339073181 4.1108762770891181 19.052379831671715 4.3354889228940037 13.07396064698696 11.641990877687933 12.758820116519926 3.7416022047400501 12.491612032055853 16.443223595619202 2.9391917437314978 9.6151849478483182 29.278804734349251 26.859943047165871 8.2535887360572797 3.6632818877696982 4.2121570706367493 23.142196469008923 3.737555667757988 5.8153394982218742
leaf_count=147 319 32 30 472 60 28 175 116 10 60 358 33 69 22 97 34 105 35 64 64 9 62 84 94 54 11 31 191 13 21
internal_value=1.30873e-05 0.00064458 0.0010239 0.00252852 -0.00119762 0.00602648 -0.00212807 -0.000607678 -0.00300249 -0.00311721 -0.0019556 -0.000167508 -0.00198773 -0.0038284 -0.0109023 -0.00155507 -0.00710362 0.00234066 -0.00911199 -0.00263091 -0.00862668 0.00427045 0.00145959 -0.00217399 0.0046768 -0.00411774 -0.0114446 -0.00925763 -0.00197659 0.00199009
internal_weight=597.865 568.508 546.163 325.621 220.542 25.1641 195.377 161.036 13.4786 111.391 99.2913 79.442 90.6348 71.5825 17.4094 54.173 22.3462 31.8268 19.8493 20.1848 22.3452 234.986 77.6708 36.4751 41.1957 11.9169 9.12919 34.3413 11.1991 9.58738
internal_count=2900 2581 2425 1256 1169 99 1070 806 69 631 515 391 479 410 119 291 158 133 124 99 156 777 305 156 149 65 59 264 73 53
is_linear=0
shrinkage=0.0118044


Tree=18
num_leaves=31
num_cat=0
split_feature=1 3 4 4 1 1 0 0 2 4 1 4 4 3 3 3 0 1 3 1 3 1 3 1 2 3 3 1 4 3
split_gain=33.2569 17.4696 12.6117 12.7193 10.7044 9.03883 18.9303 12.4517 8.64971 16.5962 11.3817 18.381 12.5963 10.9729 10.6129 17.2767 7.8039 7.86181 7.77574 9.07178 7.64142 11.2708 9.81874 14.9046 8.10977 15.0244 10.0738 7.60603 7.58535 7.34776
threshold=87.33187390945001 -0.27223499999999995 51.779769178100004 32.785955158400007 54.884872733100003 66.697957758300021 87.181320254150009 92.031298721500022 -0.058529999999999992 39.893178577750007 81.524804347700012 42.508878681700004 41.289992964000007 0.088395000000000015 0.099010000000000029 0.090720000000000023 91.410264893400026 67.980352286500008 0.074640000000000026 89.912793714750009 -0.21013499999999999 72.953999827850012 0.083565000000000014 86.858705278550005 -0.59511499999999995 0.090640000000000012 0.10332500000000001 71.343613407700005 48.919835655300012 0.12064000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 28 3 -3 -5 6 29 16 9 14 12 -12 -10 -14 15 -9 17 -7 19 -2 21 -11 23 -22 -24 -26 27 -27 -1 -6
right_child=18 2 -4 4 5 7 -8 8 10 20 11 -13 13 -15 -16 -17 -18 -19 -20 -21 22 -23 24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.013786777500787956 0.0096554858371798065 -0.011827188755398095 -0.016998850819644706 -0.015990156342769294 0.0021389946688470324 0.00585514674151307 0.0089005093262914479 -0.014525848142892922 0.0095930041193590092 -0.0063615916579588903 -0.019719302517093657 0.010231695461840702 0.003425215356603973 -0.017713552748510303 -0.02060356492787371 0.0047094230737976736 -0.023726863925985112 -0.015488456748815375 -0.014237648110504509 -0.010472251542278712 -0.011715925550588036 0.017609093710055035 0.012808614919865405 0.017367995566011627 0.0063693536188626637 -0.0003818346510224322 0.0042613595665351722 -0.02298971642072991 0.0088245513007908297 -0.0080049410908507989
leaf_weight=18.371703453361992 6.0060083642601994 11.741375051438807 6.2875793129205695 5.630615033209323 160.19938515126705 6.0491003543138522 84.854339338839054 15.167188763618471 55.046480014920235 4.8157725632190695 7.908717066049574 6.2797016873955727 15.719724871218206 5.7218915298581114 8.8190171495079976 16.826169356703758 5.2303824424743643 5.7511104568839073 31.388697035610676 10.535660952329634 18.654314748942856 11.016052067279814 11.885676160454741 3.5892667770385733 30.769439890980728 3.7187783196568516 6.6828593611717215 8.0347138494253141 2.940083682537078 13.203962557017801
leaf_count=142 22 91 62 63 644 19 233 113 167 30 65 19 60 42 74 70 39 49 329 99 121 22 28 7 110 21 28 58 9 64
internal_value=2.64751e-05 0.000934984 0.00140188 0.00162296 0.00193166 0.00213111 0.00384196 0.00034724 0.00114354 -0.00089358 0.00428829 -0.00646319 0.00628267 -0.00221586 -0.00790882 -0.0044095 -0.0104376 -0.00454716 -0.010416 -0.0031642 0.00199356 0.0103176 0.000412175 -0.00702289 0.0031193 0.000778847 -0.00855146 -0.0158366 -0.0106674 0.00136658
internal_weight=598.846 550.915 529.604 523.316 511.575 505.944 258.258 247.686 230.656 139.979 90.6765 14.1884 76.4881 21.4416 40.8124 31.9934 17.0306 11.8002 47.9304 16.5417 99.1669 15.8318 83.335 22.2436 61.0915 49.2058 18.4364 11.7535 21.3118 173.403
internal_count=2900 2450 2299 2237 2146 2083 941 1142 1035 682 353 84 269 102 257 183 107 68 450 121 425 52 373 128 245 217 107 79 151 708
is_linear=0
shrinkage=0.0130702


Tree=19
num_leaves=31
num_cat=0
split_feature=1 3 4 4 1 1 0 0 2 4 1 4 4 3 3 3 0 1 3 4 4 3 1 3 1 2 3 3 1 4
split_gain=33.8533 16.9844 12.5164 12.8341 10.9244 9.47493 19.3463 12.681 8.24593 16.4041 10.7313 17.3981 11.749 10.5685 10.2913 16.4649 7.84189 7.86204 7.53258 7.3379 7.28358 7.08551 9.28211 8.59436 13.6787 8.05291 14.5744 9.46844 7.21501 6.64563
threshold=87.33187390945001 -0.27223499999999995 51.779769178100004 32.785955158400007 54.884872733100003 66.697957758300021 87.181320254150009 92.031298721500022 -0.058529999999999992 39.893178577750007 81.524804347700012 42.508878681700004 41.289992964000007 0.088395000000000015 0.099010000000000029 0.090720000000000023 91.410264893400026 68.961639504150014 0.07870000000000002 42.178283198950005 42.508878681700004 -0.21013499999999999 73.365333921800001 0.083565000000000014 86.858705278550005 -0.59511499999999995 0.090640000000000012 0.10332500000000001 71.343613407700005 48.919835655300012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 29 3 -3 -5 6 19 16 9 14 12 -12 -10 -14 15 -9 17 -7 -2 -6 -21 22 -11 24 -23 -25 -27 28 -28 -1
right_child=18 2 -4 4 5 7 -8 8 10 21 11 -13 13 -15 -16 -17 -18 -19 -20 20 -22 23 -24 25 -26 26 27 -29 -30 -31
leaf_value=-0.012766505042762142 -0.0055060323284273766 -0.01131210273710297 -0.016173018627358482 -0.015298937201769927 0.0033757399452638377 0.0033619365395017057 0.0085529719018978424 -0.013615870562046009 0.0088685310022377367 -0.003334481989275365 -0.018435608994698385 0.009451838217015885 0.0032842669366432314 -0.016458910011097502 -0.019427115606697229 0.0042414829487686509 -0.022737658332994501 -0.017539650974666456 -0.015401323356440778 -0.013087145933574858 -0.00038934221460101587 -0.010521103443739068 0.01669397619852344 0.012072158093631742 0.016179100079202889 0.0058802539763544194 -0.00062614570451362522 0.0036566232556532862 -0.02158853698396921 0.0074803651678355711
leaf_weight=18.413113400340084 26.354302123188972 11.775106474757193 6.2598846703767768 5.7060029283165923 105.66691185534 7.4659800976514834 85.428097419440746 15.205935932695864 55.115606293082237 5.5655081942677489 7.7972534075379354 6.2576226592063904 15.74730432033539 5.7415109649300566 8.7754452750086767 16.937065027654171 5.2412351891398421 4.4614653810858727 21.823285534977913 7.9260318651795378 60.666166432201862 18.462434142827991 10.120314374566076 11.872313708066931 3.5500508397817603 30.856979332864292 3.7462468370795268 6.7312388196587554 7.9659491181373596 2.9138127192854872
leaf_count=142 205 91 62 63 379 25 233 113 167 32 65 19 60 42 74 70 39 43 245 51 278 121 20 28 7 110 21 28 58 9
internal_value=2.63763e-05 0.000899855 0.00133761 0.00154648 0.00184162 0.00203442 0.00369683 0.00029097 0.00106043 -0.000837242 0.00398649 -0.00601934 0.0058223 -0.00199083 -0.0074706 -0.00420632 -0.0100372 -0.00445631 -0.00998836 0.00131617 -0.00185661 0.00190802 0.00958765 0.000459907 -0.00621504 0.00286183 0.00064384 -0.008117 -0.0148835 -0.0100003
internal_weight=600.55 552.373 531.046 524.786 513.011 507.305 259.687 247.617 230.449 139.789 90.6593 14.0549 76.6044 21.4888 40.9184 32.143 17.1687 11.9274 48.1776 174.259 68.5922 98.871 15.6858 83.1852 22.0125 61.1727 49.3004 18.4434 11.7122 21.3269
internal_count=2900 2450 2299 2237 2146 2083 941 1142 1035 682 353 84 269 102 257 183 107 68 450 708 329 425 52 373 128 245 217 107 79 151
is_linear=0
shrinkage=0.0124572


Tree=20
num_leaves=31
num_cat=0
split_feature=0 0 4 4 2 1 0 4 3 4 2 0 4 4 1 3 0 4 2 4 1 4 2 2 3 4 0 1 3 2
split_gain=43.2989 20.1865 17.1466 14.4709 13.3521 11.7492 18.6376 12.2529 11.6577 11.4087 10.7197 10.1476 9.9506 9.66012 8.64935 8.33862 7.70819 7.63568 7.18462 9.15288 6.8743 6.80724 6.80006 9.75095 6.60643 6.55653 6.15293 15.5493 8.83495 6.3141
threshold=104.3578792496 75.994645973400011 44.421469061800003 42.406961525800007 -0.15895000000000001 69.873026810350026 86.530713386650021 38.238138001450004 0.075065000000000021 47.833738492450003 -0.088944999999999996 116.55541378745001 42.178283198950005 43.45354240915001 63.910026677050006 1.0000000180025095e-35 113.28087178455002 44.921040431000009 -0.033594999999999993 34.823977857500005 71.429644067900014 40.712530798250008 0.68694500000000025 0.20981000000000005 0.10236000000000002 45.673096293200011 90.837623311600012 68.214248143850014 0.084795000000000023 -0.068524999999999989
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 17 5 -2 9 6 12 18 16 25 -10 -12 14 -14 -3 -11 -5 -1 19 -7 -20 -16 23 -9 -22 -4 29 28 -28 -8
right_child=3 2 4 8 -6 7 26 22 10 15 11 -13 13 -15 21 -17 -18 -19 20 -21 24 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.013776967870153494 -0.014836675764083268 0.0048186025928414079 0.0028042827725123206 0.012615260964070413 -0.013024935837985502 0.0020801745927881521 0.006778475323905739 0.0022443600796516012 -0.018274890756806338 -0.0053343934757529663 0.0072858032571564641 -0.017303062216886895 -0.0081389043857493532 0.0055607828386176191 -0.022503489844014977 0.014376714772644463 -0.0054399959001132257 -0.00012158751884276887 0.01321308060608432 -0.016963946497603209 -0.015020556123360413 0.005332600027665774 0.016193523755440344 -0.015956496105649677 0.0082471391315696811 -0.016400768444493785 0.0037429852943380061 0.01080574829166274 -0.016515819070890333 0.013346461522303961
leaf_weight=20.444816946983337 39.351787760853767 84.915920101106167 5.3550350517034548 9.9879892989993113 22.159578859806061 6.4021266326308277 59.258525885641575 123.29098489135504 12.467254005372526 5.8067147061228779 8.9681367203593236 4.5700868815183631 31.285697966814041 13.201772868633268 3.8954569250345221 11.614389315247534 7.4436045810580245 11.563917927443979 5.1218950748443595 15.753246717154978 5.7742748633027059 2.6713381633162498 5.9100343734025946 5.548296019434928 3.5569882839918137 7.9915010184049606 7.4186754524707785 21.263253465294838 8.1469948440790159 47.615394935011864
leaf_count=191 368 276 25 26 162 33 171 490 112 32 36 47 177 47 31 30 49 51 13 128 41 12 12 37 13 60 25 53 45 107
internal_value=0.000102262 0.00149858 0.00215547 -0.00893739 -0.00507632 0.0030041 0.00470084 0.000234835 -0.00359293 0.000648465 -0.00928936 -0.00101464 0.00113658 -0.00407349 0.0036702 0.00780671 0.00490534 -0.00884364 -0.00665532 -0.0114609 0.000711137 -0.0111799 0.00210674 0.00146056 -0.00615113 -0.00869512 0.00807332 0.0033392 -0.00686037 0.0097047
internal_weight=618.756 535.967 503.958 82.7889 52.9272 451.031 279.673 171.358 43.4371 30.7676 26.0055 13.5382 135.97 44.4875 91.4827 17.4211 17.4316 32.0087 36.6085 22.1554 14.4532 6.5668 134.749 128.839 9.33126 13.3465 143.703 36.8289 15.5657 106.874
internal_count=2900 2262 2020 638 309 1711 944 767 270 147 195 83 543 224 319 62 75 242 228 161 67 43 539 527 54 85 401 123 70 278
is_linear=0
shrinkage=0.0134304


Tree=21
num_leaves=31
num_cat=0
split_feature=0 0 4 1 0 3 4 0 1 4 3 4 1 2 1 2 2 2 3 2 2 2 3 2 4 4 1 3 1 4
split_gain=65.8415 32.5966 39.6149 21.2493 20.9278 18.8147 18.6189 15.3317 15.9961 14.7469 12.9295 17.1982 11.9121 10.4963 8.43564 20.1083 8.39691 8.33283 8.00338 10.2772 7.28617 7.2613 8.37202 7.75655 6.25755 13.2219 6.04491 9.16419 6.03868 6.02448
threshold=102.84427732220001 84.95796538030001 44.421469061800003 70.182199495350019 96.249489528150022 -0.089509999999999992 44.710446918150005 97.900202820250016 78.220689305400015 41.621607100200002 0.10176000000000003 48.315732392000008 90.988176966900014 -0.088944999999999996 81.524804347700012 -0.11911999999999999 -0.11600999999999999 -0.156745 0.080375000000000016 0.098830000000000015 -0.069554999999999992 -0.085734999999999992 -0.115385 -0.074434999999999987 39.995120105550008 42.072181850200003 88.436830201100022 -0.21013499999999999 87.184008712350007 43.812290675100009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 10 3 9 5 -5 26 -6 24 20 11 -1 13 17 -10 -16 -11 28 -4 -20 21 22 -3 -23 -9 -26 27 -2 -8 -18
right_child=6 2 18 4 7 -7 12 8 14 16 -12 -13 -14 -15 15 -17 29 -19 19 -21 -22 23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0077491954507354615 0.0025065210522012969 -0.0060217313423054268 -0.0090206803674219259 0.005957375618970237 0.0066052232253265963 -0.0083838266647079714 -0.0063259243757764977 -0.01010373726305234 0.0055852891301435125 0.0068521369347050625 0.0049051653397129092 0.003867151269534698 -0.0084253127159267041 0.0090066024191494936 0.0070996473896552895 -0.015528352623161571 -0.0002377144483846406 -0.013174985541099252 0.0017493086821973622 -0.014472973886588877 0.0077707001817364802 -0.008299615079894818 0.0062290713576153567 0.0056660068503788736 0.0032132156814248763 -0.015859723878714073 -0.011786689575422159 -0.0087019691483784002 0.0059182527287012475 0.0069060468366421825
leaf_weight=51.813874959945679 7.0335964858531943 4.6781139373779288 24.869981147348881 9.2348372340202314 41.606879785656929 30.661279827356339 5.1252862811088589 12.247457951307299 31.461260691285133 21.351289942860603 10.753961026668547 12.219974800944327 12.803964316844938 10.088647440075876 6.8189421519637108 5.5077662616968137 72.815033763647079 4.1527031213045111 15.383348681032659 3.7728644981980315 93.698192745447159 6.8925798684358597 57.78733304142952 5.5858271121978742 11.153144478797911 3.7739655971527091 31.698273405432701 28.96386706084013 8.006886810064314 10.47626309096813
leaf_count=350 34 24 170 30 120 198 30 80 97 57 33 40 99 25 22 40 295 33 61 28 226 35 154 16 39 27 280 200 27 30
internal_value=0.000124092 0.00136945 0.00222928 0.00305179 0.000417297 -0.00506424 -0.0061627 0.00236003 -0.000129024 0.00452158 -0.00403153 -0.00553238 -0.00141274 0.0018674 0.00316539 -0.0030109 0.0019241 -0.00229954 -0.00572474 -0.00144571 0.00613332 0.00408619 0.00531159 -0.00204805 -0.0054375 -0.00160892 -0.00898181 -0.00651193 0.00113954 0.000660818
internal_weight=652.437 544.564 469.776 425.75 152.466 39.8961 107.873 112.569 70.9625 273.285 74.7878 64.0338 40.1775 27.3735 43.788 12.3267 104.643 17.2849 44.0262 19.1562 168.642 74.9439 62.4654 12.4784 27.1746 14.9271 67.6957 35.9975 13.1322 83.2913
internal_count=2900 2172 1749 1490 653 228 728 425 305 837 423 390 214 115 159 62 382 90 259 89 455 229 178 51 146 66 514 234 57 325
is_linear=0
shrinkage=0.00880808


Tree=22
num_leaves=31
num_cat=0
split_feature=0 0 4 4 1 1 2 0 3 4 4 2 2 4 3 0 3 0 3 4 2 3 2 4 0 2 2 2 2 1
split_gain=34.8623 16.6827 18.678 13.3775 13.1959 11.4414 9.93726 12.6145 11.1772 9.89997 9.39982 8.9871 11.5761 8.5558 12.2423 7.54122 9.15044 8.16971 9.17636 6.67394 6.66195 8.58939 6.64559 9.41081 6.3704 16.4089 12.1537 11.9906 6.05938 6.86722
threshold=104.3578792496 84.95796538030001 44.421469061800003 42.406961525800007 69.873026810350026 83.715897724050009 -0.088944999999999996 122.45926784190002 0.074640000000000026 40.621691032550004 38.238138001450004 -0.15895000000000001 -0.21094499999999999 48.680511450650009 0.099780000000000021 87.181320254150009 0.10500500000000003 90.837623311600012 0.086105000000000029 44.710446918150005 -0.13324 0.083905000000000021 -0.033594999999999993 34.823977857500005 96.249489528150022 1.0000000180025095e-35 -0.060760000000000002 -0.13978499999999996 0.06041500000000001 74.986474174450009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 13 4 -2 9 10 8 19 -5 20 22 12 -4 14 -1 16 -11 -17 -19 -8 21 -3 23 -6 25 26 27 -12 29 -26
right_child=3 2 11 6 5 -7 7 -9 -10 15 24 -13 -14 -15 -16 17 -18 18 -20 -21 -22 -23 -24 -25 28 -27 -28 -29 -30 -31
leaf_value=-0.009079493615523019 -0.012858094033480313 -0.011042777776763591 -0.0056602550716347878 0.00248274557876657 0.0038268995232952404 -0.019081024673865001 -0.0027986444924710148 -0.01505410902500646 -0.0162633761942306 0.0020695463544240047 0.0089322559736846538 -0.011235247367285485 0.012746353375269916 0.0056255585122772294 0.0048936682015151807 0.0087223668226818207 -0.0088382407369077612 0.0049055285007156045 -0.017713177260975106 0.013020960811750894 0.0089775248350963521 0.0070104787654286932 0.0016416993522861223 -0.014677381572310723 -0.0095702741242140645 -0.020608429666248981 0.014729091639782631 -0.0090933491880883684 0.0088890839674489932 0.0033310269327204152
leaf_weight=46.064057670533657 36.716284222900867 6.0376522466540363 17.70013236254454 7.6803159639239338 5.693197317421439 4.4271065369248381 6.0460350289940896 4.6307353526353827 12.240758866071699 73.832471325993538 8.423039525747301 20.868461303412914 7.1045950576663008 10.648989722132681 11.657863751053808 41.776165664196014 13.497387945652006 7.9018179327249509 4.0128917992115021 11.451539568603037 84.70772635191679 11.098345480859278 13.43520290404558 14.374159872531889 6.8319746851921073 5.9097500145435324 7.7781809866428402 15.647338725626467 26.506753653287888 58.893363006412983
leaf_count=350 368 31 109 34 27 36 38 51 115 278 28 156 19 34 39 109 73 25 24 32 221 31 60 123 38 50 19 99 77 206
internal_value=7.07427e-05 0.00120483 0.00204534 -0.00748589 0.00286697 0.000241378 -0.00279505 0.00282343 -0.00903605 0.00468234 0.000764596 -0.00534432 -0.000388216 -0.00440658 -0.00625739 0.00259235 0.000383678 0.00618482 -0.00271248 0.00755472 0.00757629 0.000649642 -0.00498861 -0.00942764 0.00224737 -0.00196712 0.00149192 -0.00278558 0.00397272 0.00198997
internal_weight=603.594 524.829 456.458 78.7657 410.785 167.92 42.0494 22.1283 19.9211 242.864 163.493 45.6732 24.8047 68.3709 57.7219 141.021 87.3299 53.6909 11.9147 17.4976 101.844 17.136 33.5026 20.0674 129.99 37.7583 31.8486 24.0704 92.2321 65.7253
internal_count=2900 2262 1839 638 1555 763 270 121 149 792 727 284 128 423 389 509 351 158 49 70 283 62 210 150 517 196 146 127 321 244
is_linear=0
shrinkage=0.012181


Tree=23
num_leaves=31
num_cat=0
split_feature=0 0 4 4 1 4 0 0 1 3 1 3 3 4 0 2 0 3 0 3 1 2 3 0 0 4 3 4 3 2
split_gain=56.428 28.2217 35.4356 18.1093 17.6511 14.0114 11.8197 12.3464 11.9705 11.7105 12.7374 12.1334 11.69 16.1123 11.2235 17.4614 9.52559 10.2668 8.51279 9.99791 7.33906 18.8795 6.65789 11.5231 6.52029 7.62326 6.39395 7.30953 7.03926 6.34923
threshold=102.84427732220001 84.95796538030001 44.527357125550004 44.710446918150005 69.873026810350026 40.621691032550004 96.249489528150022 97.835679825150024 78.220689305400015 -0.089509999999999992 71.090898343450007 0.090390000000000012 0.10176000000000003 48.315732392000008 122.45926784190002 -0.088944999999999996 87.181320254150009 0.10500500000000003 90.837623311600012 0.086105000000000029 81.524804347700012 -0.11911999999999999 0.074640000000000026 104.3578792496 98.851916998450022 40.259171735100004 0.080375000000000016 47.833738492450003 0.085245000000000029 -0.13324
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 12 4 -2 5 29 9 -8 24 -6 11 -11 13 -1 15 22 17 -7 -18 -20 -10 -22 -5 -24 -9 -26 -4 28 -28 -3
right_child=3 2 26 14 6 16 7 8 20 10 -12 -13 -14 -15 -16 -17 18 -19 19 -21 21 -23 23 -25 25 -27 27 -29 -30 -31
leaf_value=-0.0057792715124695684 -0.0066711615262538557 0.0014761010436867043 -0.0067093618234037563 0.0033816843486521807 0.0039596885388338086 0.001565752374933117 0.0048288698293156105 0.00019240461980420966 0.0040867012047099555 -0.0076411516369776786 -0.0088116108911739602 0.0022563631636536513 0.0036460974134030419 0.0029531661003040677 -0.0089352539177449258 0.0073197213372808165 0.0055302068722198 -0.0047591097458624925 0.003438757766965268 -0.0096293110284727448 0.0054089785508412676 -0.011580227418955719 0.0027259538937874058 -0.0097245987210706816 -0.010737967000954486 -0.0013063148511119498 0.00058310927311931292 0.0030580522173602564 -0.011669887502267325 0.0059018199641267992
leaf_weight=50.101934865117073 65.354111306369305 18.00058314204216 23.740756817162037 5.5546502768993404 11.241436116397379 77.21561798453331 38.566205099225044 13.500177554786207 31.241052813827991 8.5355626866221446 15.28432100266218 17.536581985652447 10.651330821216105 12.173548325896261 6.5802064090967169 12.057831361889837 44.4411256685853 14.062563218176363 8.2193598449230176 4.0511699318885794 6.8373023346066475 5.4474635347723943 5.3211186677217475 9.7754825130105001 8.3281217962503415 7.5945836901664725 4.221287205815317 8.8685970678925496 4.4793925136327744 90.902695909142494
leaf_count=350 514 62 168 19 37 282 111 57 97 54 116 67 33 40 61 33 110 74 25 24 22 40 22 79 64 34 19 32 33 221
internal_value=9.72884e-05 0.000991234 0.00161214 -0.00447517 0.00220257 0.00331679 0.000458428 0.00171325 6.61052e-05 -0.00220198 -0.00387683 -0.00098391 -0.00294496 -0.00407226 -0.000822344 0.00080976 0.00195283 0.000591327 0.00414418 -0.000875723 0.00233362 -0.00212459 -0.00299127 -0.00533614 -0.00328827 -0.00623939 -0.00440516 -0.00129157 -0.00572513 0.00517029
internal_weight=639.886 535.243 462.316 104.643 421.006 256.893 164.113 111.515 72.9487 52.5979 41.3565 26.0721 72.9268 62.2755 39.2893 32.7091 147.99 91.2782 56.7117 12.2705 43.5258 12.2848 20.6513 15.0966 29.4229 15.9227 41.31 17.5693 8.70068 108.903
internal_count=2900 2172 1749 728 1497 798 699 425 314 274 237 121 423 390 214 153 515 356 159 49 159 62 120 101 155 98 252 84 52 283
is_linear=0
shrinkage=0.00680823


Tree=24
num_leaves=31
num_cat=0
split_feature=0 4 0 4 2 0 2 0 3 3 2 4 4 3 2 3 2 0 2 1 2 3 2 2 4 1 1 2 1 3
split_gain=38.1295 19.2698 17.5996 14.6185 11.5474 8.93784 12.5037 8.63149 8.81263 21.0729 12.4488 9.47134 10.6445 9.36258 9.31031 8.98852 8.58683 13.021 8.36436 8.23636 6.74459 6.13933 5.97668 14.9516 6.89661 9.58359 10.0021 5.8855 5.65049 9.04948
threshold=102.84427732220001 42.599563320500003 75.309089150100007 44.710446918150005 0.11970500000000002 122.45926784190002 -0.088944999999999996 100.13162306855001 1.0000000180025095e-35 -0.15684499999999998 -0.23871499999999998 43.19689381845 49.110028829250005 0.087725000000000011 -0.22386500000000001 0.094415000000000013 -0.065399999999999986 84.280473931450004 -0.085734999999999992 81.188747081400024 -0.079824999999999993 -0.22831499999999999 -0.50001499999999999 -0.58350999999999986 40.21994457600001 70.284360904350009 80.468240302450013 -0.156745 88.436830201100022 -0.21013499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 28 7 6 27 8 9 10 -3 13 -13 -10 -12 -15 18 -18 21 -19 -20 -4 23 -23 25 -24 -27 -5 29 -2
right_child=3 4 16 5 -6 -7 -8 -9 11 -11 14 12 -14 15 -16 -17 17 19 20 -21 -22 22 24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0096535846404230234 0.0042830352671243575 -0.010784478370853421 -0.0046973568703499204 -0.00057410362885688254 -0.010745065285635806 -0.011995633911944041 0.0091918184012903335 -0.011129310447641644 0.0022825992885355949 -0.014930480724146482 0.0075783093528613132 0.0048930258813200192 -0.0087633772748137995 -0.017659709878341711 -0.0072462762028102133 -0.0024988783226049145 -0.0079552455811473018 0.0055153473888942053 -0.0079851380016889156 -0.0048311555656792805 0.0002949239392871036 0.003152931811989064 0.0039760379195947146 -0.012795438006857134 0.0063002784203468184 -0.010058934129033869 0.0080371605417801639 -0.013311611405266951 -0.011957559467517694 -0.0084221661464209292
leaf_weight=11.102871827781199 6.5645030140876761 7.086528167128562 10.612504564225672 14.794083222746851 12.338063068687914 5.5941740050911894 11.709548093378546 7.4208255335688582 15.314597040414812 11.971246108412741 16.448416911065582 53.817061834037304 5.9423344284296027 6.0075582414865485 5.2366558834910419 9.4093515723943693 7.6379715874791136 144.90796361863613 14.007129766046999 7.5917674377560607 27.00967038422823 21.152062110602859 38.896336242556572 7.4537308514118186 57.187847808003426 10.70970134437084 3.9090815857052794 4.4165858477354041 25.557277224957943 26.375409752130508
leaf_count=110 34 59 57 80 89 61 33 48 57 100 48 187 52 45 37 47 44 447 74 40 116 77 128 48 171 78 13 40 280 200
internal_value=9.44231e-05 0.00113765 0.00234918 -0.0055402 -0.00176838 -0.00073283 0.00130487 -0.000969595 -0.000395098 -0.00413462 0.000357312 0.00128859 0.00353507 -0.00307982 0.00399837 -0.00840665 0.00272877 0.00438235 0.00134193 0.00500028 -0.0025327 0.00240199 0.00294281 -0.00100269 0.00396234 0.00146394 -0.00522001 -0.00350249 -0.008541 -0.00589018
internal_weight=608.183 513.171 362.179 95.0116 150.993 36.5144 30.9202 138.655 131.234 40.7428 28.7716 90.4909 59.7594 30.7315 21.6851 15.4169 351.076 160.138 190.938 152.5 41.0168 149.921 139.309 28.6058 110.703 53.5151 14.6188 19.2107 58.4972 32.9399
internal_count=2900 2172 1403 728 769 214 153 680 632 244 144 388 239 149 85 92 1293 531 762 487 190 572 515 125 390 219 91 120 514 234
is_linear=0
shrinkage=0.00968298


Tree=25
num_leaves=31
num_cat=0
split_feature=1 0 1 4 0 4 3 3 3 2 2 2 3 0 1 4 4 2 0 4 1 1 0 2 1 0 4 0 1 2
split_gain=32.7979 14.5727 18.4036 12.3206 11.5393 12.0557 7.90027 7.15685 9.10538 9.90441 11.6796 11.6504 9.3031 6.90568 6.72061 7.6681 6.39618 6.32957 6.16204 12.1283 6.52889 6.09822 12.0421 5.98548 6.89982 7.84552 19.4475 6.7122 10.3693 7.08673
threshold=89.912793714750009 75.994645973400011 70.343506983200015 41.919251152600005 95.429509798400019 37.186372654950006 -0.21013499999999999 -0.25765499999999997 -0.17732499999999998 0.06041500000000001 -0.0039949999999999994 0.072320000000000023 0.087605000000000016 97.550703263350016 61.409760615700009 48.461603274950008 44.921040431000009 -0.094344999999999998 102.21786657775002 47.833738492450003 86.858705278550005 61.917879202350001 85.716110573100011 -0.069554999999999992 58.549241164900003 85.656964494200011 38.175120519550006 85.872041144650012 61.998532946250002 -0.083330000000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 16 3 23 6 13 -4 -7 -9 10 17 -11 -13 -6 15 -5 -1 18 -10 -20 -21 -16 -23 24 -3 26 -26 -27 -29 -30
right_child=-2 2 4 14 5 7 -8 8 9 11 -12 12 -14 -15 21 -17 -18 -19 19 20 -22 22 -24 -25 25 27 -28 28 29 -31
leaf_value=-0.014120281777019858 -0.013760360463251214 0.019252205387880045 0.004538022612168068 -0.023867755113885562 0.003950126110695196 -0.016545394927333007 -0.012990308595529999 0.012768802131016426 0.0001591155359520271 0.020996652965546894 -0.022352648489189872 -0.0096470596582279786 0.0091102640176910776 -0.014646611448918675 0.0125448211193353 0.0049942913314814869 -0.00030899844325661175 0.0034812157475447537 -0.021470828698061745 -0.013131385088547163 0.0081048629573928881 -0.0099616913763396365 0.0025200384053341773 0.0085535140369014922 0.0053263734853579896 0.014142136731742635 -0.029504006723692792 -0.018629084018947074 0.00619363672099758 -0.0080876150205573573
leaf_weight=18.75275403261185 34.050919361412525 5.5163516253232947 6.8049827590584746 5.008493594825266 5.5843474268913296 4.7256743162870398 27.354879938066006 14.170930899679659 34.665183037519455 9.6196226477622968 5.4477151185274115 9.0125637874007243 14.815028443932531 17.470840774476528 8.9580199718475324 3.1954730078577995 11.442081220448015 46.926898561418056 10.135853201150896 5.0336748287081701 7.8571115285158157 20.487215802073479 81.728314533829689 98.426218524575233 9.4172488227486593 12.452822849154471 5.3144799992442122 4.587194859981536 50.1423403173685 8.6312973275780731
leaf_count=191 360 12 29 37 25 31 224 42 152 16 43 52 50 160 24 11 51 188 84 39 32 124 315 283 39 29 38 25 155 39
internal_value=0.000114057 0.000952178 0.00150904 0.00377082 -0.00172326 -0.000291181 -0.00949849 0.00110723 0.00163627 0.000537008 -0.0015712 0.00747458 0.00201548 -0.0101422 8.93431e-05 -0.0126259 -0.00888661 -0.000489062 -0.00371851 -0.00955604 -0.0001876 0.00102765 1.83061e-05 0.00603052 0.00344543 0.00248243 -0.00723871 0.00437139 0.00245107 0.00409634
internal_weight=597.737 563.686 533.491 313.865 219.625 185.465 34.1599 162.41 157.685 143.514 110.066 33.4472 23.8276 23.0552 119.378 8.20397 30.1948 104.619 57.6918 23.0266 12.8908 111.174 102.216 194.488 96.0617 90.5454 14.7317 75.8137 63.3608 58.7736
internal_count=2900 2540 2298 1131 1167 914 253 729 698 656 538 118 102 185 511 48 242 495 307 155 71 463 439 620 337 325 77 248 219 194
is_linear=0
shrinkage=0.0145577


Tree=26
num_leaves=31
num_cat=0
split_feature=1 4 1 1 0 3 0 0 1 3 3 3 3 4 1 1 1 0 3 1 1 2 2 2 3 4 3 4 4 1
split_gain=28.6559 13.2386 12.5071 12.8193 18.9086 10.3961 9.46625 8.92537 11.7428 8.7287 7.63574 7.15614 7.83592 11.4934 7.44545 13.5792 7.60554 14.9604 7.14582 6.75517 14.4102 6.92956 6.29467 5.97448 7.94026 6.58213 11.0237 5.82414 5.76124 5.48913
threshold=90.988176966900014 31.796797363700005 54.884872733100003 66.697957758300021 86.530713386650021 0.25847000000000003 92.031298721500022 90.603727454250006 68.961639504150014 0.21240500000000004 0.12064000000000002 1.0000000180025095e-35 -0.15684499999999998 41.43512228960001 57.960468834350003 60.474177186300004 61.950140699950005 85.613949164150014 -0.25445999999999996 66.318885161900013 65.630639880500027 -0.068524999999999989 -0.12350999999999999 -0.048664999999999993 0.094415000000000013 42.131954243650007 0.08784500000000002 43.740100730350001 51.779769178100004 62.197478847950002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 4 10 6 7 8 -5 28 11 12 18 22 -13 -16 -17 27 -4 20 21 29 -14 25 -25 -19 -27 -18 -8 -6
right_child=-2 2 3 5 19 -7 9 -9 -10 -11 -12 14 13 -15 15 16 17 23 -20 -21 -22 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.011819964839695678 -0.012357371926208727 -0.014836888765511843 -0.006577766674412195 0.0095375891099272053 -0.001992203209169925 -0.020506910676874435 0.00026709143956302168 -0.018678045922160345 -0.016839179503962107 0.016165021003232999 -0.0094477211924759615 0.012743713000287833 -0.010184256499722828 -0.019888737442973748 -0.018212342654660481 0.0077501266249478985 -0.018490632356529656 0.010223433850997585 0.00711046373410479 0.014516189106661125 -0.009722951455581913 0.011025829368088052 0.011176021480754523 -0.01650396052009297 0.0038269851129525204 0.0064520812041681036 -0.01476216002414878 0.0019962814515431149 -0.0099997624641791107 0.0073195620708088518
leaf_weight=12.650543756783007 26.998810119926929 7.5434094518423072 10.111979722976686 6.2049980759620684 15.448821164667605 3.9891356676816931 235.72475962340832 8.0785590410232526 4.4184722453355789 5.1533054113388053 11.117157451808451 10.476112864911554 4.2107273787260056 8.4442688822746259 4.9350222498178473 31.734119281172752 7.8464138358831388 20.754153028130524 13.77560271322727 16.183327421545982 8.2638617455959302 40.763489373028278 4.2272424250841159 4.9486579522490555 7.2263371199369431 12.211757674813272 5.402142569422721 2.9081602990627289 8.6643336489796621 25.919930621981621
leaf_count=114 319 91 61 17 59 33 1133 57 45 11 58 32 33 67 32 94 63 52 49 33 42 100 10 30 27 40 34 13 78 73
internal_value=8.51074e-05 0.000685698 0.000975084 0.00119632 0.00312197 -0.000691675 -0.000396997 -0.00888216 -0.00143293 0.000238926 0.000438565 0.00117515 -0.00324133 -0.00968978 0.00283555 0.00177602 0.00283633 0.000292436 0.00131603 0.00715868 0.00584149 0.00740752 0.000516786 0.00311032 -0.00443675 0.00550517 -5.42776e-05 -0.0129507 -9.68996e-05 0.00384216
internal_weight=586.336 559.337 546.686 539.143 266.909 272.234 268.244 18.702 10.6235 249.542 160.33 149.213 40.7698 16.8822 108.443 97.9668 93.0317 61.2976 23.8876 106.579 90.3961 82.1322 8.43797 50.543 12.175 38.3681 17.6139 10.7546 244.389 41.3688
internal_count=2900 2581 2467 2376 1002 1374 1341 119 62 1222 695 637 220 110 417 385 353 259 110 307 274 232 43 183 57 126 74 76 1211 132
is_linear=0
shrinkage=0.0123654


Tree=27
num_leaves=31
num_cat=0
split_feature=0 4 0 4 2 0 0 2 2 0 1 1 2 3 3 2 4 4 3 2 3 3 2 4 2 4 0 2 3 4
split_gain=34.7828 18.0966 15.9054 15.4773 10.9324 9.07533 8.843 13.5906 7.98868 12.176 8.58861 9.24299 8.02929 7.6366 19.1893 12.7493 9.3645 10.1943 8.79068 8.78982 8.4152 7.42748 8.10327 9.89377 6.60444 6.03075 8.54158 5.79143 5.65437 8.22347
threshold=102.84427732220001 42.599563320500003 75.309089150100007 44.710446918150005 0.11970500000000002 100.13162306855001 122.45926784190002 -0.088944999999999996 -0.065399999999999986 84.280473931450004 81.188747081400024 81.524804347700012 -0.085734999999999992 1.0000000180025095e-35 -0.15684499999999998 -0.23871499999999998 43.19689381845 49.110028829250005 0.087725000000000011 -0.22386500000000001 0.094415000000000013 0.083290000000000017 -0.13820499999999999 41.902916368500009 -0.079824999999999993 41.495754733000005 86.345209775600011 -0.156745 -0.21013499999999999 40.742467179200005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 28 5 13 7 27 12 -10 25 -12 21 14 15 -3 18 -18 -15 -17 -20 22 23 -4 -14 -11 -27 -5 29 -2
right_child=3 4 8 6 -6 -7 -8 -9 9 10 11 -13 24 16 -16 19 17 -19 20 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.010890945524551327 -0.0098127598051748477 -0.012541619490956828 -0.009305762338290044 -0.00056048923577989925 -0.012212298516425709 -0.013127901697119429 -0.013706731668342994 0.011469587179380134 -0.0090462796405699156 0.0073534466352691789 0.0065673130182622311 -0.018094341614825322 -0.0091220424028184855 0.0023971583135736362 -0.016706413637051484 0.0087385478898947822 0.0055563441856946632 -0.010035623364347926 -0.020078552244479825 -0.0080703656438016677 -0.0030141597724436661 0.0041737035304629886 0.0045555253823157827 0.011613961780059263 0.00036255575369125809 -0.0091956431284647942 0.0052186689423853877 -0.015350907420499596 -0.01149438693532681 0.01050452162857392
leaf_weight=10.608242608606814 6.9896839857101423 7.16625141352415 18.317393690347675 14.62582701444626 12.125766493380068 7.4697986245155326 5.3542059585452071 11.66208788752556 7.4858182147145262 116.13994663208723 3.7731970995664588 3.8916744291782379 14.049920126795767 15.301142334938051 11.525605238974093 16.478020712733272 53.528453573584557 5.8652063086628905 5.9490619972348204 5.1465453952550915 9.3978148922324163 111.84924664348364 15.616886377334593 3.3749356418848029 27.117668151855469 7.0189448222517994 19.804827339947224 4.323963224887847 46.506630688905716 3.9195119589567184
leaf_count=110 67 59 109 80 89 48 61 33 44 340 12 28 74 57 100 48 187 52 45 37 47 401 53 9 116 41 66 40 432 15
internal_value=0.000128642 0.00128423 0.00265236 -0.00617019 -0.00199161 -0.00109242 -0.00039492 0.0019334 0.00306468 0.00492987 0.00562445 -0.00595411 0.00151517 -0.000402758 -0.0044639 0.000437052 0.00141563 0.00401662 -0.00362489 0.00473811 -0.009629 0.00272668 -0.00161134 -0.00605103 -0.0028744 0.00624522 0.00144689 -0.00393537 -0.00978791 -0.00251306
internal_weight=602.384 509.002 359.049 93.3819 149.954 137.828 35.9661 30.6119 348.44 158.114 150.629 7.66487 190.326 130.358 40.3164 28.7908 90.0417 59.3937 30.648 21.6246 15.3469 149.158 37.3092 21.6923 41.1676 142.964 26.8238 18.9498 57.4158 10.9092
internal_count=2900 2172 1403 728 769 680 214 153 1293 531 487 40 762 632 244 144 388 239 149 85 92 572 171 118 190 447 107 120 514 82
is_linear=0
shrinkage=0.0112276


Tree=28
num_leaves=31
num_cat=0
split_feature=0 0 1 0 4 3 4 4 3 1 0 2 4 3 0 1 4 0 2 1 1 2 2 3 2 2 2 1 4 2
split_gain=42.8374 20.8076 18.9629 19.2635 16.7628 14.8448 13.5114 10.3686 9.60631 8.56347 8.44982 12.7667 9.90168 9.73302 8.36587 14.354 7.24067 7.04714 6.79788 6.67978 14.162 8.19193 6.5645 6.4561 9.32939 6.15038 7.27528 7.00433 20.7748 6.51824
threshold=104.3578792496 75.994645973400011 70.343506983200015 95.429509798400019 41.919251152600005 0.075065000000000021 45.027406014450008 38.238138001450004 -0.21013499999999999 71.787208999250012 86.20003303655001 -0.082885 44.269496632500008 0.080515000000000017 97.900202820250016 75.28220456885002 44.921040431000009 114.06859001680002 -0.18126999999999999 62.197478847950002 61.993156030000002 -0.089514999999999997 -0.069554999999999992 -0.16319499999999998 -0.085734999999999992 -0.053019999999999991 -0.037524999999999996 63.910026677050006 38.175120519550006 0.26462000000000008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 16 4 8 22 6 18 -5 -4 -9 11 19 -12 -14 -11 -16 -1 -8 -2 20 21 -6 23 -3 -25 -24 -27 -28 -29 -30
right_child=5 2 3 7 10 -7 17 9 -10 14 12 -13 13 -15 15 -17 -18 -19 -20 -21 -22 -23 25 24 -26 26 27 28 29 -31
leaf_value=-0.010436098097625404 0.0012248040580235347 -0.0048429950861385469 0.0033283727290081173 -0.0052039782909773392 -0.0033111064323917065 -0.01007212291628469 0.013029142355033352 -0.0072675559444995708 -0.010124895497549543 0.0064708092884113843 0.0045352263536126312 -0.0099380513346401401 -0.01504813140013656 0.0021015775862613401 -0.016367794365918318 0.0018950639502128403 -0.00029758906902698873 -0.0017565721436083462 -0.011837071020853976 0.0084162483989764746 -0.012970272083164671 0.010477637285046691 0.011505476049222765 0.0054717384982158057 -0.0033504746325416631 -0.0046310435959159117 0.0089164482917372927 0.009360546916610122 -0.014937000229110542 0.001194301640741275
leaf_weight=20.258502222597603 6.5655415281653431 9.4997962042689306 6.7975082546472541 25.197155795991421 9.4753934517502802 50.791370503604412 7.5793427973985654 9.5870750024914724 29.109766125679016 40.466074883937836 54.77471649646759 17.569589100778103 5.8802679404616347 8.2654593139886838 4.7872281819581977 67.068084441125393 11.445808932185171 5.9932983368635178 11.183086559176447 8.7538262754678708 8.1906614527106267 8.474214509129526 22.682753503322601 74.249246053397655 14.951278761029242 6.7458424195647231 45.159927107393742 17.395064100623134 6.6033297032117826 4.2905945032835007
leaf_count=191 39 48 29 160 44 446 16 60 224 120 170 115 46 31 36 260 51 37 100 28 56 21 47 226 63 29 111 42 38 16
internal_value=0.000184912 0.00123176 0.00173352 -0.000886924 0.00321845 -0.00666993 -0.00115285 0.000746335 -0.00757809 0.0019762 0.000226938 -0.0028544 0.00257252 -0.00502742 0.00276519 0.000678335 -0.00677592 0.00650018 -0.00700524 0.000712298 -0.00186759 0.00319872 0.00501985 0.00314255 0.00399301 0.00682092 0.00549591 0.00642601 0.00245034 -0.00858365
internal_weight=619.792 537.679 505.975 183.013 322.962 82.1126 31.3213 147.106 35.9073 121.908 121.384 52.4637 68.9204 14.1457 112.321 71.8553 31.7043 13.5726 17.7486 34.8941 26.1403 17.9496 201.578 98.7003 89.2005 102.878 80.1948 73.4489 28.289 10.8939
internal_count=2900 2262 2020 889 1131 638 192 636 253 476 511 264 247 77 416 296 242 53 139 149 121 65 620 337 289 283 236 207 96 54
is_linear=0
shrinkage=0.0101895


Tree=29
num_leaves=31
num_cat=0
split_feature=1 4 4 0 0 0 0 1 4 1 4 2 4 3 2 3 2 4 3 3 0 2 1 4 4 3 4 2 2 1
split_gain=27.9203 11.9674 12.1891 16.1457 8.22065 6.5861 16.1373 10.8301 10.8339 7.7662 7.82436 12.7629 11.3551 6.51744 6.48671 24.3746 12.6992 7.97585 8.34529 14.8258 7.89987 7.24586 6.07962 5.99329 5.8685 5.15269 5.13022 5.09207 4.94509 4.83797
threshold=90.988176966900014 31.796797363700005 42.599563320500003 103.44649194340002 75.309089150100007 90.837623311600012 87.181320254150009 63.910026677050006 39.530201452500002 67.649671936450019 38.703421923500009 -0.033594999999999993 34.823977857500005 -1.0000000180025095e-35 -0.23871499999999998 0.091705000000000023 -0.15818499999999999 49.275256100300005 0.083415000000000031 0.070195000000000021 106.56510337475001 0.056285000000000009 88.436830201100022 42.178283198950005 40.742467179200005 0.093480000000000021 43.19689381845 -0.088944999999999996 0.056285000000000009 62.55235532115001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 -3 6 7 8 -6 -7 11 12 -11 -9 15 -4 29 18 19 20 -18 26 -19 -10 -5 -25 -20 -21 -13 -16
right_child=-2 2 14 24 5 9 -8 13 23 10 -12 28 -14 -15 16 -17 17 22 21 27 -22 -23 -24 25 -26 -27 -28 -29 -30 -31
leaf_value=-0.014346611965572201 -0.015694470258161397 -0.01301239062855606 -0.020681295875484885 -0.01707921720690702 0.01211123691818348 -0.012431523647953902 0.012586632495658411 0.00017326706842244778 0.0026523009591361882 0.0098911953053263408 0.0050513599723641172 0.015395984501650551 -0.01583722574759535 -0.029488665231247397 -0.00078102903731139001 0.014325392427319695 -0.015885657971274243 -0.02101634270785142 -0.0093469800792721526 0.00039759236329121341 0.0097979198352890345 -0.020485125380428015 0.0076292030335028795 -0.0025237218448904875 -0.00055194905399320697 -0.025589270851597751 0.00072893832263494561 0.014248173372319187 -1.0002050794722331e-05 0.011006883051103571
leaf_weight=12.611497074365614 26.617587491869926 7.1993515044450751 16.216240450739864 12.950931482017042 29.636103093624115 9.136807478964327 63.570808313786983 3.4569811969995499 68.696076706051826 5.4782899320125606 103.24739398062229 8.7506432384252566 20.066056191921234 4.0186083763837805 13.379688985645769 7.2076495364308348 11.903631113469599 9.9567278847098333 23.670228011906147 10.086727470159532 4.0186906829476348 7.6466152220964423 2.2853304594755164 7.6701493263244611 9.2318540364503843 3.5562426000833511 27.295531280338764 19.595159992575645 12.9801654741168 25.158369712531567
leaf_count=114 319 78 143 126 84 46 165 20 241 21 377 22 153 32 55 24 93 99 131 44 13 62 9 37 54 27 116 57 54 84
internal_value=0.000155506 0.000907966 0.00125899 0.00290004 0.00373644 0.00409081 0.00616269 0.00267331 0.0039319 0.00174713 0.00260779 -0.00272889 -0.0103195 -0.0157719 -0.0021409 -0.00990956 -0.000966861 -0.00357488 -0.00215423 0.002927 -0.00940329 -0.00610776 -0.0156688 0.000898917 -0.010201 -0.00983032 -0.00395066 0.00954136 0.00619374 0.00691434
internal_weight=587.296 560.679 548.067 369.646 347.464 340.264 180.605 117.034 109.559 159.659 150.523 47.2752 25.5443 7.47559 178.421 23.4239 154.997 116.459 104.217 45.6042 15.9223 58.6124 12.2421 79.9225 22.1828 11.2264 50.9658 29.6819 21.7308 38.5381
internal_count=2900 2581 2467 1537 1357 1279 606 441 389 673 627 250 174 52 930 167 763 624 516 207 106 309 108 305 180 64 247 101 76 139
is_linear=0
shrinkage=0.0158389


Tree=30
num_leaves=31
num_cat=0
split_feature=1 1 1 0 1 1 4 3 3 0 0 1 3 0 1 4 4 1 2 0 2 2 0 4 4 4 2 3 0 4
split_gain=24.4679 10.4973 12.2551 13.5372 10.3209 9.74806 9.51602 8.38554 6.59101 6.38538 6.17171 12.6732 10.1094 6.96745 9.51074 6.21437 7.70162 5.90182 13.1088 10.1159 9.29576 7.65542 14.3463 6.02659 5.828 5.66545 6.99977 11.7173 5.50673 5.43822
threshold=89.912793714750009 54.884872733100003 70.343506983200015 85.716110573100011 70.73871032835001 61.917879202350001 37.186372654950006 1.0000000180025095e-35 -0.11050499999999999 93.972365491700018 95.429509798400019 71.090898343450007 -0.21013499999999999 97.900202820250016 78.285212300550015 42.072181850200003 39.995120105550008 81.524804347700012 -0.15818499999999999 106.56510337475001 -0.50001499999999999 -0.092864999999999989 102.11570516885001 44.710446918150005 40.421032462050007 40.621691032550004 -0.0039949999999999994 0.09660500000000001 99.053551358250004 42.718072821900002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 5 -4 7 -6 8 -3 25 11 -8 -13 -12 15 16 28 21 20 -20 -19 22 -16 -21 -7 -5 -27 -28 -15 -26
right_child=-2 2 4 9 6 24 10 -9 -10 -11 13 12 -14 14 17 -17 -18 18 19 23 -22 -23 -24 -25 29 26 27 -29 -30 -31
leaf_value=-0.01503643880873534 -0.011131141280290562 -0.00043823646739709097 -0.01769268832444908 0.0070003422879991763 -0.0083554222065999866 -0.01914798017084389 0.01158276260988954 0.0053586221079363157 -0.0158827316027133 -0.0039391498897454096 0.0052694999870880541 0.0037081369349436372 -0.016800861005004799 0.00086154719579069306 0.011358534537123443 -0.015726150493052933 0.0039457026906146468 -0.0060125346609450087 -0.015109012710489114 -0.0086704119016373041 0.014224689265711681 0.008778468494492965 -0.015303359681129893 0.0079860824522450646 0.00096495373140239389 0.003893464549430722 -0.018090460555785198 0.0066800052964280298 -0.020983608305540916 -0.010520692857815553
leaf_weight=6.8457116782665244 30.12560548633337 17.095360562205318 6.2347394675016394 97.098454900085926 25.12371202558279 5.629338674247264 5.3007972314953831 35.523821786046028 6.1758328899741164 15.036438919603823 44.633146390318871 5.5736505612731042 13.515629619359965 3.0873486846685472 6.1367494165897352 9.2875989079475385 11.12148544192314 5.6874302625656155 13.534797191619875 6.6000792905688268 10.810599528253077 27.681960135698318 7.203188493847847 7.7600462511181831 13.441545814275743 108.71331296116114 6.5368364378809911 6.0260227397084236 4.9045472294092178 13.634103722870348
leaf_count=91 360 101 56 286 212 51 20 128 49 72 154 25 137 13 16 72 40 36 102 51 32 82 55 25 65 379 42 19 39 90
internal_value=0.000110829 0.000731158 0.000931378 0.00250001 -0.00144804 -0.0016774 -0.000961022 0.00144192 -0.00453698 0.0041376 5.50341e-05 -0.00594539 -0.0108127 0.00097868 -0.000703975 -0.00712762 -0.00294941 0.00143193 -0.00180589 -0.00716082 0.00724823 0.00493582 -0.00303813 0.000330566 -0.00728513 0.00469374 0.00284698 -0.00620882 -0.0125446 -0.00481871
internal_weight=576.08 545.954 539.109 324.911 214.198 91.5 207.963 58.795 23.2712 233.411 182.839 24.3901 19.0893 158.449 113.816 28.401 19.1134 85.4149 44.393 27.8949 16.498 41.0219 13.3399 14.3601 32.705 218.375 121.276 12.5629 7.9919 27.0756
internal_count=2900 2540 2449 1282 1167 484 1111 278 150 798 899 182 162 717 563 164 92 399 246 178 68 153 71 76 206 726 440 61 52 155
is_linear=0
shrinkage=0.0128137


Tree=31
num_leaves=31
num_cat=0
split_feature=0 0 4 4 2 4 2 0 3 1 0 0 3 1 0 1 4 4 1 4 4 0 1 1 4 3 1 3 2 0
split_gain=33.1567 15.5189 13.8217 13.7703 12.1545 10.8656 10.1217 11.8211 11.5448 9.48442 14.6064 11.6974 13.1059 12.9828 9.58851 10.8885 8.86333 8.71463 7.19708 6.6844 6.64011 6.24582 12.868 8.66331 6.07937 5.94834 7.81201 5.40509 5.1326 6.91269
threshold=104.3578792496 75.994645973400011 42.406961525800007 44.421469061800003 -0.15895000000000001 47.833738492450003 -0.088944999999999996 122.45926784190002 0.074640000000000026 70.182199495350019 86.530713386650021 96.249489528150022 -0.089509999999999992 83.715897724050009 97.835679825150024 78.220689305400015 42.178283198950005 43.45354240915001 63.910026677050006 45.673096293200011 44.921040431000009 90.837623311600012 67.649671936450019 66.697957758300021 40.712530798250008 0.080375000000000016 87.482427564800005 0.076080000000000023 -0.068524999999999989 90.337570099350003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 20 -2 9 5 19 8 25 -4 10 16 12 -11 14 -13 -16 18 -18 -3 -5 -1 28 23 -23 -20 -8 -27 -7 29 -12
right_child=2 3 6 4 -6 27 7 -9 -10 11 21 13 -14 -15 15 -17 17 -19 24 -21 -22 22 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.012094515303703927 -0.013149393136923803 0.0040728678002693065 0.0030122628311701825 0.0031354690876116377 -0.011614074585040325 -0.001681348858160207 0.014502407209019316 -0.015097069917424072 -0.01664089076965241 0.0072034504400974734 0.0035610320356713812 0.0080137748710921407 -0.010168101199225578 -0.01914256410652411 -0.0057909922617147506 0.0039082426986089738 -0.0073761433314682868 0.0048236403405240123 -0.020366806966818116 -0.015127088287547073 2.5900709963953403e-05 0.0018687961440519455 0.0067130082652051577 -0.01844628893409888 0.0044739261472056405 0.0093087185997293691 -0.0168456488681006 0.012777488367441456 0.011443749600211736 0.014071951401750967
leaf_weight=18.428288370370868 35.914017856121063 83.072943598031998 7.5768575891852405 5.1882243081927317 20.989270485937595 6.4807875454425838 9.5879011601209694 4.3293368220329276 12.036605425179003 8.8558997437357885 45.424761354923248 36.725954346358776 28.49682092666626 4.3672342747449866 28.838410794734955 47.934351697564125 30.701919347047806 12.9512637630105 3.5985861271619788 7.8131678774952888 11.370130732655523 6.9130689129233343 35.907911241054535 6.1893257051706314 2.6697132587432861 4.8680981323122969 2.7975782454013824 10.601785719394682 44.63106681406498 12.388456478714941
leaf_count=191 368 276 34 25 162 34 27 51 115 30 145 109 202 36 160 185 178 47 31 60 51 24 104 39 12 16 27 28 107 26
internal_value=0.000139155 0.00126986 -0.00749377 0.00180054 -0.00432959 0.000752719 -0.00256334 0.00333023 -0.0090487 0.00251264 0.00386587 3.27539e-05 -0.00604951 0.00196027 0.00277227 0.000264886 0.00084972 -0.00375665 0.00310044 -0.00783939 -0.00746975 0.00651439 0.00285244 -0.00772767 -0.00978696 0.00795408 -0.000236282 0.00729209 0.0082663 0.00581336
internal_weight=597.65 520.539 77.1104 490.741 51.0732 30.084 41.1964 21.5829 19.6135 439.668 284.449 155.219 37.3527 117.866 113.499 76.7728 132.994 43.6532 89.3412 13.0014 29.7984 151.455 49.0103 13.1024 6.2683 17.2536 7.66568 17.0826 102.444 57.8132
internal_count=2900 2262 638 2020 309 147 270 121 149 1711 989 722 232 490 454 345 544 225 319 85 242 445 167 63 43 70 43 62 278 171
is_linear=0
shrinkage=0.0124726


Tree=32
num_leaves=31
num_cat=0
split_feature=1 3 1 0 1 4 3 2 3 0 0 1 3 3 2 1 0 1 3 3 1 4 3 2 4 2 2 4 0 4
split_gain=22.761 10.2276 10.2731 12.7275 9.25077 8.84096 8.86312 13.5771 11.8072 9.49922 11.9387 11.9176 7.25817 8.02026 7.57169 6.76617 7.61948 6.63862 6.67027 7.07771 7.43979 6.40092 6.1279 5.70136 5.46234 5.42977 8.30751 5.38326 5.16914 5.21405
threshold=90.988176966900014 -0.27223499999999995 70.343506983200015 85.716110573100011 70.73871032835001 32.785955158400007 -0.21013499999999999 -0.16717499999999999 -0.22831499999999999 96.055920542800024 98.615332683000005 71.090898343450007 0.088990000000000027 0.082620000000000013 0.13860000000000003 78.220689305400015 113.28087178455002 62.00390986255001 -0.04931 -0.11050499999999999 55.788194664950005 39.995120105550008 0.087725000000000011 -0.097799999999999984 40.259171735100004 -0.59681499999999998 -0.50001499999999999 48.919835655300012 93.972365491700018 40.621691032550004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 27 3 17 -4 -6 7 -7 21 11 12 -8 13 -11 23 22 25 18 19 20 -3 -9 -12 -14 -24 -17 -27 -1 29 -5
right_child=-2 2 4 28 5 6 9 8 -10 10 15 -13 14 -15 -16 16 -18 -19 -20 -21 -22 -23 24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.013616634830971626 -0.015316689711424499 -0.020090503650767214 -0.021745573050107648 0.0086976815024438405 -0.020559557375720794 0.022733111302276354 0.0090144543582046793 0.00063107365400617626 0.019485789019618997 -0.00073754216187682151 -0.023666748553106631 -0.016314091819552404 0.0020265445805897676 0.018587989755823105 0.017316681484181643 0.014066779138141501 -0.022785680391873689 -0.010353264270906425 0.0037630509232816521 -0.019244706363758045 0.008187998809881995 -0.028635268991302809 -0.017765041452547453 -0.017501396982629609 0.0039824224686456581 -0.023704360926722894 0.00013108930882368684 0.010116331792135553 -0.0041350650678725013 0.0035601476735450041
leaf_weight=18.092102140188221 24.141110226511955 3.4036726951599148 5.8077873438596717 92.500682570040226 5.8960469961166373 10.526687428355219 6.4137519523501423 3.8924939557909966 4.2098332643508893 8.30746988207102 7.1627327203750637 20.981286462396383 10.260662853717808 17.943123027682304 4.9986229985952368 6.7015727162361136 4.0564677715301505 20.178771086037159 45.573308557271957 8.0857842564582807 8.8739415034651739 4.0137479305267334 5.1413713619112951 6.4313300400972375 7.5220364779233932 4.1034038364887229 66.994227424263954 2.9375634342432013 14.824266590178011 120.00143244117498
leaf_count=147 319 45 55 273 66 22 29 20 10 34 64 190 40 40 12 23 37 139 182 75 38 31 37 40 32 36 351 9 70 434
internal_value=0.000134804 0.000818189 0.00126377 0.00313204 -0.00150678 -0.000934955 -0.000355434 0.00922405 -0.00251289 -0.00158077 3.10778e-05 -0.0103841 0.00672064 0.0124721 -0.00023992 -0.00312293 -0.00105852 -0.00219184 0.000305815 -0.00743148 0.000348465 -0.0142265 -0.0116462 -0.00549746 -0.0048471 7.4335e-05 -0.00124458 -0.0103015 0.00514883 0.00579648
internal_weight=569.977 545.836 524.807 313.442 211.365 205.557 199.661 22.6428 12.1161 177.018 149.623 27.395 47.9412 26.2506 21.6906 101.682 81.8557 86.1155 65.9367 20.3634 12.2776 7.90624 19.8261 16.692 12.6634 77.7992 71.0976 21.0297 227.326 212.502
internal_count=2900 2581 2425 1256 1169 1114 1048 83 61 965 746 219 166 74 92 580 447 479 340 158 83 51 133 80 69 410 387 156 777 707
is_linear=0
shrinkage=0.0162611


Tree=33
num_leaves=31
num_cat=0
split_feature=1 4 1 1 0 3 0 2 3 3 1 1 4 2 1 2 4 3 4 2 3 3 3 3 0 3 2 2 2 2
split_gain=19.7798 9.04077 8.9437 9.04387 14.2676 8.71054 7.75909 7.33868 7.04589 6.34286 6.12085 13.6335 17.6575 7.63731 6.93769 7.98246 9.60629 5.37286 4.7416 6.67397 5.92921 8.09427 8.0736 7.79514 7.49677 9.94176 5.47783 7.10151 5.40456 5.49705
threshold=90.988176966900014 31.796797363700005 54.884872733100003 66.697957758300021 86.530713386650021 0.25847000000000003 92.031298721500022 -0.094344999999999998 0.21240500000000004 0.12064000000000002 66.318885161900013 64.434276012450013 38.592454371550012 -0.068524999999999989 62.55235532115001 -0.14380499999999999 42.654057868200006 0.25847000000000003 42.207998345450008 -0.071129999999999985 1.0000000180025095e-35 -0.15684499999999998 -0.25095999999999996 -0.5351999999999999 85.253695774650012 0.087725000000000011 -0.22386500000000001 -0.26138499999999998 -0.088099999999999998 -0.10282499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 4 9 6 7 -5 -8 18 11 13 -13 14 15 -6 -17 -11 26 20 21 22 23 -20 -22 28 27 -4 29 -26
right_child=-2 2 3 5 10 -7 8 -9 -10 17 -12 12 -14 -15 -16 16 -18 -19 19 -21 24 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0089171588023642754 -0.0097272776916406973 -0.012259151823624687 0.004437184532944621 -0.0010050367660744642 0.0091799321993047706 -0.016833945138341407 -7.8576284952665957e-05 -0.014991589624042595 0.013029487515934463 -0.015782427645622207 0.01176508773291198 0.0035293194187923432 -0.017984831779435675 0.010300510109425521 0.010252452347103716 -0.013818938518147802 0.0029546280579175873 -0.00080233105098506685 0.0036372865100231778 -0.0085251222457201643 0.012886129065862123 -0.015312192236774703 0.010309177645305595 -0.019370465565553475 0.0067372257962370671 -0.0098142854460723534 0.0036144873226064767 -0.012926352871852341 0.010875865462874196 -0.0094016482307442799
leaf_weight=11.434553518891333 22.580061350017786 6.0254037976264945 5.1959110423922539 9.6588215008378047 7.0829006955027571 3.7025964111089698 237.30331671610475 7.7183399945497504 4.7840982675552359 4.9922101348638517 14.769524991512297 13.45750515162945 6.4554052725434294 32.913224115967751 10.469321377575396 7.0125925093889263 8.8100319355726224 6.0641005858778954 3.4997905641794214 12.061619989573954 6.9335715249180785 5.5904452353715888 5.1890238076448449 3.2458683624863625 5.1742522567510605 7.7075856775045386 70.906371653079987 5.5934853404760343 8.5392538234591502 4.5235935896635073
leaf_count=114 319 91 20 50 18 33 1211 69 11 33 33 43 43 80 25 37 28 25 16 86 16 50 14 25 15 49 254 45 22 25
internal_value=7.74895e-05 0.000489908 0.000694646 0.000844933 0.0022752 -0.000547405 -0.000314994 -0.00721738 0.000180463 0.000239755 0.0054042 0.00431434 -0.00344518 0.00664529 0.00304063 -0.000255644 -0.00447942 -0.00756623 0.00083843 -0.00137955 0.000330403 -0.00469335 0.000280722 -0.00743356 0.00300822 0.000368407 0.00253431 -0.0045645 0.00467194 -0.000790808
internal_weight=559.395 536.815 525.38 519.355 256.188 263.167 259.465 17.3772 242.087 155.217 100.971 86.201 19.9129 66.2881 33.3748 22.9055 15.8226 11.0563 144.161 62.465 50.4034 17.5251 11.9347 6.74566 32.8783 25.9447 81.6958 10.7894 18.2371 9.69785
internal_count=2900 2581 2467 2376 1002 1374 1341 119 1222 695 307 274 86 188 108 83 65 58 637 318 232 105 55 41 127 111 319 65 62 40
is_linear=0
shrinkage=0.0106939


Tree=34
num_leaves=31
num_cat=0
split_feature=0 4 4 0 0 2 0 2 3 3 2 2 2 4 4 3 0 3 3 1 0 0 1 2 2 4 1 0 3 4
split_gain=17.3734 15.9573 9.26944 9.40557 8.82077 7.15635 6.82435 9.97549 6.21205 6.76904 5.85476 5.65793 13.8703 7.22843 10.2687 5.36866 10.2773 5.22575 7.96424 5.08593 4.73604 8.48461 11.8234 8.29999 9.91287 7.95801 6.17685 5.38586 6.46318 7.08517
threshold=103.44649194340002 44.710446918150005 42.599563320500003 100.13162306855001 75.309089150100007 0.11970500000000002 122.45926784190002 -0.088944999999999996 -0.21013499999999999 -0.25765499999999997 0.68694500000000025 -0.58180999999999994 -0.23871499999999998 49.275256100300005 43.19689381845 0.074640000000000026 104.3578792496 0.087725000000000011 0.10236000000000002 71.273713496300005 93.972365491700018 87.181320254150009 63.910026677050006 0.22542000000000004 0.06041500000000001 39.530201452500002 64.434276012450013 94.614906984850009 0.094625000000000029 41.840895355800008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 8 4 5 -1 11 7 15 9 -2 20 -4 19 14 17 -3 -17 -14 -19 -13 21 22 25 24 27 -6 -23 -22 -29 -30
right_child=1 6 3 -5 10 -7 -8 -9 -10 -11 -12 12 13 -15 -16 16 -18 18 -20 -21 23 26 -24 -25 -26 -27 -28 28 29 -31
leaf_value=-0.011818523929376618 -0.01733907541608962 0.0088948778144864148 0.013627236465715498 -0.016158766200734358 0.0085185350900872838 -0.01245188412490991 -0.016012627532617667 0.014310107174802305 -0.014504409650252919 0.0074305879184239096 0.01607421945628093 -0.019703899117378347 0.00045599200752984031 -0.01189093162823451 0.0053047061833604182 0.010064722165601584 -0.018030723294624327 -0.021076815874975952 0.00081152301029856688 0.00046990583499817424 -0.011100908806313675 0.012099342469253043 -0.016707848421333917 -0.01435078512598289 0.01142951258160263 -8.7864400259218535e-05 0.0043755964346665734 0.0032524457571972394 -0.0084430200636726512 0.0096173555684812735
leaf_weight=8.4487803876399976 3.4164377078413963 5.1511763036251166 5.6413741633296004 8.6261659339070302 29.063295230269432 9.970909368246792 3.8652356155216685 10.897895038127897 33.944870240986347 5.9516797512769681 6.3119516521692267 9.5255061015486699 17.368918392807249 7.9188676439225665 62.955429840832949 3.9037730395793897 7.4490437656641006 7.2823328971862775 5.9361197277903557 3.3137543871998778 8.7482570856809598 29.665695801377296 6.8832114338874808 7.2764391228556624 15.694049961864946 77.497837267816067 65.004646550863981 55.151068992912769 22.627675913274292 5.2683312818408004
leaf_count=110 43 18 17 64 92 83 61 33 407 38 16 102 83 71 247 15 79 56 32 24 60 78 58 47 44 305 223 236 138 20
internal_value=9.31699e-05 -0.0062015 0.00107905 -0.00197601 0.00233259 -0.00103428 0.00143458 0.00389564 -0.0117139 -0.0016026 0.00269578 -8.51224e-05 -0.000761902 0.000976195 0.00206546 -0.00298123 -0.00836984 -0.00460161 -0.0112472 -0.0144971 0.00243424 0.00369572 0.00110859 0.000146703 0.0011281 0.00225943 0.00679589 -0.000633107 0.000469581 -0.00503221
internal_weight=550.761 74.5801 476.181 138.539 337.641 129.913 31.2671 27.4019 43.313 9.36812 329.192 119.942 114.301 101.462 93.5428 16.504 11.3528 30.5874 13.2185 12.8393 322.881 208.115 113.444 114.766 107.489 106.561 94.6703 91.7953 83.0471 27.896
internal_count=2900 694 2206 779 1427 715 206 145 488 81 1317 632 615 489 418 112 94 171 88 126 1301 756 455 545 498 397 301 454 394 158
is_linear=0
shrinkage=0.0140261


Tree=35
num_leaves=31
num_cat=0
split_feature=1 2 3 1 1 2 4 4 0 1 0 4 4 0 0 4 3 1 2 1 0 1 3 3 2 2 1 0 4 1
split_gain=15.2114 7.67543 26.9867 6.1282 6.08085 14.3436 12.0999 10.1603 11.4535 6.60895 8.88592 7.3891 19.1571 6.59534 6.77334 7.97019 5.68769 5.65902 9.71871 6.08551 5.42584 8.62172 6.1834 6.08554 5.28099 11.2227 10.9373 15.8701 10.6432 7.73016
threshold=90.988176966900014 -0.24103499999999997 0.091705000000000023 54.884872733100003 81.524804347700012 -0.15818499999999999 49.110028829250005 42.406961525800007 104.86330937810001 80.288113607700012 98.851916998450022 39.995120105550008 41.24714903835001 86.001087134900004 85.872041144650012 41.028010303750008 0.084365000000000009 71.464594023550021 -0.59511499999999995 80.468240302450013 85.716110573100011 62.00390986255001 0.10332500000000001 -0.17732499999999998 -0.11600999999999999 -0.073724999999999999 75.403185184700007 92.464140480550014 42.178283198950005 63.910026677050006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -3 6 -6 9 -7 -9 10 13 -12 -13 14 20 -16 -14 -4 -19 -20 21 -5 23 -23 -15 26 27 -26 29 -27
right_child=-2 3 17 4 5 7 -8 8 -10 -11 11 12 16 24 15 -17 -18 18 19 -21 -22 22 -24 -25 25 28 -28 -29 -30 -31
leaf_value=-0.016086283427993116 -0.014531162508471872 -0.01911200637117352 0.011835935239495663 0.0018037305038946082 0.014103407563821472 -0.019769278417238113 -0.01439393368484909 -0.026516389773951782 0.0055397377970220901 0.012554506308978161 -0.0183454206816209 0.017529247193074953 -0.0049024865528474433 0.0095505702117866815 -0.00073687536202886013 -0.034632358996969904 -0.029602635654444171 0.0089671406867493277 -0.028402870533471417 0.0040132197586828467 0.0086628363043271591 0.0034156441232635073 0.0080502804882281974 -0.024047155560928346 0.0018520641115822363 0.014788539633577612 0.017252965719576199 -0.016078610782177868 -0.0036776607762213243 0.0050892065417064624
leaf_weight=31.87388388812542 19.800339303910732 4.1503263972699633 18.779411591589451 54.176046710461378 9.5571762025356275 15.321718987077473 12.174285773187874 4.0860029011964825 15.256415762007235 19.178879924118519 10.14331176877022 9.2047822773456591 6.134053669869898 49.587976656854153 4.6212249547243101 3.5444099903106689 4.8089837431907654 10.393333133310081 4.6306259781122199 2.6231786981225014 19.504522405564785 3.0469402447342899 3.4308024682104579 9.9587817713618261 40.791575968265533 38.86788335442543 7.5406987220048896 21.954853862524033 24.346618384122849 61.121423177421093
leaf_count=267 319 71 58 256 37 164 110 35 73 59 86 23 32 166 17 27 36 40 35 15 63 19 17 92 147 102 17 153 137 227
internal_value=9.76202e-05 0.000653782 -0.00465967 0.00145578 0.00164617 -0.00434044 0.00230123 -0.00942556 -0.00123198 0.00281978 0.00231895 -0.00650887 -0.000549827 0.00309971 -0.000619918 -0.0154497 -0.0157571 0.00533882 -0.00157517 -0.0166803 0.000723828 -0.00146908 -0.0122565 -0.0176133 0.00459667 0.00333447 -0.00209648 -0.00442184 0.00640459 0.00885954
internal_weight=540.61 520.81 68.3004 452.51 448.359 44.2213 404.138 34.6641 19.3424 391.964 372.785 30.2911 20.1478 342.494 98.2827 8.16563 10.943 36.4265 17.6471 7.2538 90.1171 70.6126 16.4365 13.0057 244.211 194.623 70.2871 62.7464 124.336 99.9893
internal_count=2900 2581 415 2166 2095 309 1786 272 108 1676 1617 177 91 1440 491 44 68 148 90 50 447 384 128 111 949 783 317 300 466 329
is_linear=0
shrinkage=0.0170045


Tree=36
num_leaves=31
num_cat=0
split_feature=0 4 3 4 2 0 1 3 1 3 3 3 1 1 0 1 1 0 3 4 0 2 1 2 4 3 4 2 2 2
split_gain=18.1236 13.6025 9.76224 7.89552 6.61728 6.34481 11.6624 9.57217 8.49144 6.19965 7.79508 10.5955 5.76565 12.4223 9.16575 8.98375 10.056 8.57643 9.52931 6.69506 6.52678 6.26044 5.83281 5.23886 5.07361 4.9706 5.47427 4.87704 4.8341 15.7745
threshold=103.44649194340002 44.710446918150005 -0.27223499999999995 49.110028829250005 -0.23557500000000001 83.011521693850014 57.960468834350003 0.10790500000000001 54.884872733100003 0.075065000000000021 0.078505000000000019 0.079785000000000009 66.697957758300021 66.318885161900013 92.031298721500022 65.630639880500027 65.727424373200009 86.530713386650021 0.10500500000000003 38.592454371550012 91.410264893400026 0.68694500000000025 68.961639504150014 -0.068524999999999989 48.919835655300012 -0.21013499999999999 40.742467179200005 -0.083794999999999994 -0.59511499999999995 -0.24103499999999997
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 25 24 5 -5 6 8 -8 -4 -3 -11 -12 13 15 20 17 -17 18 19 -7 22 28 -14 27 -1 26 -2 -19 -16 -30
right_child=1 9 3 4 -6 12 7 -9 -10 10 11 -13 14 -15 21 16 -18 23 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.011110751792301183 -0.0099299521554476293 0.0078254375427736396 -0.014490986147948687 0.009467487150082823 -0.014233114754757829 0.012502788710452798 -0.016779582024394845 0.0074911258465817461 0.0062700079367809585 -0.016546992398666905 0.013768843571518476 -0.0090673708301394953 0.0036379755734097254 0.014716923556793072 0.0076363138806058066 0.00550661392816523 -0.02283800686560148 0.0061930241661930438 -0.007039991722287242 0.001558004543541941 -0.021344471349883824 0.013494412054006642 -0.017071398232619606 0.010139114516293367 0.0073484539346430656 -0.012811367203978652 0.010113952376501699 -0.0038676718731821768 -0.012038600772731408 0.001539259079492869
leaf_weight=15.181587141007187 5.8333103284239751 12.048745945096018 3.8914961628615883 2.4515040069818488 8.8923122398555261 10.287134625017641 12.550585165619848 3.3605472296476355 18.452821169048548 5.5956430397927788 6.125012554228304 7.2228012010455132 6.7056741863489133 15.273191876709459 15.910364069044588 3.6685488373041135 4.6045429334044456 28.427423670887947 19.506037317216396 80.176952108740807 4.7855802923440924 6.6941471844911566 3.3154853880405426 36.345227420330048 2.8915806114673606 32.943447094410658 3.5911091044545174 10.863943725824354 15.407049417495726 148.40214573964477
leaf_count=132 66 54 63 12 91 28 115 11 84 60 26 66 23 33 52 11 32 85 98 318 38 17 41 99 9 407 15 43 113 658
internal_value=0.000143245 -0.00576767 0.00105032 0.00141211 -0.00911119 0.0016782 -0.00329656 -0.0116534 0.00265426 0.000662688 -0.00389309 0.00141166 0.00214195 0.00362687 0.000598496 0.00275323 -0.0102691 0.00333368 0.00105676 0.00280259 -0.00907361 0.00136675 -0.00321369 0.00664416 -0.00815741 -0.0104715 -0.00229236 0.00341127 0.000915018 0.000262195
internal_weight=551.406 73.3601 478.046 459.973 11.3438 448.629 38.2554 15.9111 22.3443 30.9922 18.9435 13.3478 410.373 209.153 201.22 193.88 8.27309 185.607 109.97 90.4641 14.8067 186.414 10.0212 75.6366 18.0732 42.3679 9.42442 39.2914 179.72 163.809
internal_count=2900 694 2206 2065 103 1962 273 126 147 206 152 92 1689 747 942 714 43 671 444 346 102 840 64 227 141 488 81 128 823 771
is_linear=0
shrinkage=0.0127721


Tree=37
num_leaves=31
num_cat=0
split_feature=0 4 0 4 4 4 1 0 0 3 0 1 4 2 1 4 2 4 2 4 0 3 2 1 2 1 3 2 4 1
split_gain=28.0853 14.0896 13.4175 15.5794 7.5874 6.79786 6.64009 13.9649 13.3572 12.7929 9.04952 9.26095 7.53142 10.8146 7.22546 6.74635 6.31897 7.8753 6.01373 6.01174 5.37648 5.59081 5.34301 5.18574 16.3225 5.04977 6.50455 5.54596 7.205 4.99363
threshold=102.84427732220001 44.710446918150005 75.994645973400011 44.421469061800003 49.275256100300005 48.315732392000008 70.182199495350019 86.530713386650021 96.249489528150022 -0.089509999999999992 97.835679825150024 78.220689305400015 41.872669623500009 -0.058529999999999992 62.057679025150001 40.259171735100004 -0.16297999999999999 47.833738492450003 -0.088944999999999996 45.673096293200011 104.3578792496 0.074640000000000026 -0.13820499999999999 81.524804347700012 -0.11911999999999999 88.436830201100022 -0.21013499999999999 -0.086339999999999986 39.995120105550008 71.090898343450007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 25 5 6 18 -1 7 12 9 -8 -10 -12 14 -14 22 -16 17 19 -3 -5 -6 -22 -4 -13 -25 26 -2 -28 -29 -11
right_child=1 4 3 16 20 -7 8 -9 10 29 11 23 13 -15 15 -17 -18 -19 -20 -21 21 -23 -24 24 -26 -27 27 28 -30 -31
leaf_value=-0.0074100183077354439 0.0028000788319883607 -0.0029693920408481607 -0.0030117944165951316 0.0016315096100134366 0.0035703192438307353 0.001661140361884763 0.0049131551797915096 0.0043524883960830568 0.0052748245155326851 -0.003267078341146968 -0.0037879296683035455 0.0044427172056624477 0.00020395048328660073 -0.0089439086595957083 -0.0091075291202093941 0.0017688570000431137 -0.0072357757221730755 0.0038227511115335473 0.0074720351755947316 -0.010179260822996425 0.00068027897563951339 -0.011242560706357334 0.0044315858397909035 0.0066574212716160415 -0.013359659760075969 -0.010108160876740099 -0.011536727004498908 -0.010724909579523371 0.0014350555083720322 -0.010413381726850085
leaf_weight=19.935100354254249 6.436404004693034 6.0552640855312374 7.9422260448336592 5.1515153273940104 4.7941209301352528 8.4704008251428586 8.6936258077621442 147.95892868191004 36.40241364389658 13.996815398335459 27.354704864323139 29.929086670279503 38.35495188087225 12.275289610028265 7.0285367295146015 9.8612471893429738 18.602518960833549 13.262951716780661 11.521023713052271 7.7913328260183334 4.3862744793295843 7.9762924984097481 54.955512374639511 6.6397046819329262 5.2483201846480352 21.933454677462578 10.291078321635728 5.8279555141925767 8.8013607114553434 14.148042283952234
leaf_count=210 34 38 38 25 22 32 30 445 111 84 155 97 170 90 49 36 147 52 48 60 25 81 161 22 40 280 95 63 42 118
internal_value=0.00016833 -0.00424606 0.000954902 0.00130021 -4.22791e-05 -0.00470504 0.00180656 0.00256873 0.000316742 -0.00408118 0.00185133 4.96779e-05 0.000545046 -0.00201395 0.00216889 -0.00275726 -0.00345489 -0.000770986 0.00387483 -0.00547834 -0.00405518 -0.0070123 0.00349169 0.00256005 -0.00217971 -0.00698596 -0.00480205 -0.00676551 -0.00340917 -0.00685943
internal_weight=582.026 88.0232 494.003 465.598 34.733 28.4055 420.789 278.377 142.413 36.8385 105.574 69.1718 130.418 50.6302 79.7875 16.8898 44.8083 26.2058 17.5763 12.9428 17.1567 12.3626 62.8977 41.8171 11.888 53.2903 31.3568 24.9204 14.6293 28.1449
internal_count=2900 728 2172 1930 214 242 1646 989 657 232 425 314 544 260 284 85 284 137 86 85 128 106 199 159 62 514 234 200 105 202
is_linear=0
shrinkage=0.00848275


Tree=38
num_leaves=31
num_cat=0
split_feature=1 3 4 4 0 4 4 0 1 2 4 1 1 3 4 2 0 1 3 0 1 3 1 4 0 2 4 3 4 3
split_gain=15.4753 7.69401 6.67115 6.35916 6.63579 5.59293 5.00765 6.12702 9.63411 7.42203 6.13772 8.86733 11.7632 8.05519 7.46542 6.07835 7.64886 15.0077 5.69617 5.52078 5.49741 5.12847 5.07355 5.51469 6.49681 4.86867 4.81194 5.15605 7.16334 4.76897
threshold=89.912793714750009 -0.27223499999999995 32.785955158400007 42.599563320500003 103.44649194340002 40.742467179200005 35.131296350900008 84.280473931450004 57.960468834350003 -0.065399999999999986 40.259171735100004 82.987325570650015 69.873026810350026 0.094625000000000029 38.238138001450004 -0.092289999999999997 85.807518149550006 75.465019721650009 0.089785000000000018 86.530713386650021 60.474177186300004 -0.22831499999999999 81.188747081400024 41.495754733000005 86.345209775600011 -0.022239999999999999 45.027406014450008 0.07870000000000002 48.988717865950008 0.083905000000000021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 4 6 -6 -4 8 -8 10 11 12 19 14 -14 21 -17 -18 -16 -9 -10 -12 23 -11 -25 -26 -2 28 -28 -21
right_child=26 2 3 -5 5 -7 7 9 20 22 15 -13 13 -15 18 16 17 -19 -20 29 -22 -23 -24 24 25 -27 27 -29 -30 -31
leaf_value=-0.0089793272424186967 -0.017748643958270773 -0.01118579615765539 0.010856271319192028 -0.0012729385305248978 -0.015106260204684035 0.0028858976634721159 0.0056035767937936288 -0.0096618471706976725 -0.031214498668496998 0.0084886999375717361 -0.034314575619369486 0.019003650194207796 -0.021271315628474161 -0.024315378825255467 -0.010519417629321437 0.01083654045095394 -0.013493723503085142 0.011192935350499405 0.010578193540908904 -0.0092126598459981481 -0.0074948392122295955 0.0077582073823951958 -0.007141293639468786 -0.013166953286246091 0.016123236453115076 -0.0010872309375895429 0.022935113710737493 -0.018952657293764746 -0.01036790695619844 0.0094076204696200341
leaf_weight=19.474511422216892 14.721577506512405 10.701529908925293 19.456999950110912 153.43815379217267 9.3845207095146197 7.8661623969674102 9.5151867009699362 7.3665921837091473 3.8579134792089445 95.252124406397343 0.72828623652458091 4.2399783208966246 5.5784822553396287 8.9485737867653352 6.0317597985267621 9.6139359548687917 18.721520721912388 9.0467584580183011 6.6799277737736702 4.1678652539849308 6.4937421381473541 48.899554885923862 6.855912782251834 6.6492954120039967 6.3435149341821733 11.365278050303454 2.9316090382635576 3.5037204697728157 3.5211386568844318 18.657236866652966
leaf_count=154 252 101 70 848 105 46 59 34 27 305 5 12 55 80 33 29 103 25 21 19 51 159 38 41 15 51 16 53 39 54
internal_value=0.000141111 0.00072412 0.00110522 0.00137633 0.00260175 -0.00690199 0.00312309 0.00261306 -0.00582746 0.00322251 0.000838612 -0.00295953 -0.00458103 -0.0120798 -0.00609347 0.00353063 -0.00126214 -0.00545094 0.000567271 0.00218432 -0.0163348 0.00714079 0.00602515 0.00677983 9.73125e-05 0.00507778 -0.0120335 -0.00358308 0.0047623 0.00600756
internal_weight=540.013 515.335 495.861 485.159 331.721 17.2507 314.47 295.013 19.8668 275.147 148.68 61.6704 57.4304 27.2387 18.2902 87.0101 37.3822 27.7683 12.7117 30.1917 10.3517 49.6278 126.466 119.61 24.3581 17.7088 24.678 9.95647 6.45275 22.8251
internal_count=2900 2540 2386 2285 1437 151 1286 1216 137 1079 629 308 296 189 109 321 157 128 54 107 78 164 450 412 107 66 360 108 55 73
is_linear=0
shrinkage=0.0157379


Tree=39
num_leaves=31
num_cat=0
split_feature=1 1 1 1 0 0 4 4 4 4 4 0 1 3 0 3 4 4 2 0 0 1 3 2 4 2 2 2 3 4
split_gain=13.7065 6.89607 6.90277 7.55266 7.20388 7.17608 7.54249 7.0301 6.04577 5.24884 5.23835 4.80159 7.54604 5.9989 5.96876 7.94234 6.39962 4.94938 7.00541 4.28387 4.27534 9.74649 8.28669 4.73127 4.08604 5.66762 8.56771 7.72041 7.12564 5.95996
threshold=90.988176966900014 54.884872733100003 70.343506983200015 70.73871032835001 86.001087134900004 85.872041144650012 40.532725462000009 37.186372654950006 32.483642351600004 44.269496632500008 47.833738492450003 85.716110573100011 61.917879202350001 -0.17732499999999998 85.613949164150014 0.091545000000000029 43.968221017800005 35.818873074050011 -0.23557500000000001 102.11570516885001 95.429509798400019 71.090898343450007 -0.21013499999999999 -0.61225999999999992 43.124157941850008 -0.068524999999999989 -0.054494999999999995 -0.095019999999999993 -0.22831499999999999 41.621607100200002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 -4 5 8 -7 19 -3 24 -11 12 17 -14 16 -16 -15 -10 -19 -5 21 -9 -23 -22 25 27 -27 28 -6 -28
right_child=-2 2 3 7 9 6 -8 20 11 10 -12 -13 13 14 15 -17 -18 18 -20 -21 23 22 -24 -25 -26 26 29 -29 -30 -31
leaf_value=-0.016119439792476188 -0.012036918010061006 -0.017691816627327953 -0.01850643725943819 -0.003883883872345637 -0.016184977963956397 -0.00072420704842545835 -0.027243276094404429 0.011157216462697399 0.013497401052733209 -0.012992100595288759 0.0047768328149637119 0.0071562961975998656 0.0084824461327901862 -0.01987335120015201 -0.01084134810786015 0.014708172164991097 0.0054148524142175643 -0.013298175543933069 0.0031041333062224018 -0.01698834689248379 -0.016560150091275282 0.003829368748220166 -0.018060937004403227 0.0013267255368161019 0.010421978669670914 0.015394044874593768 0.0061965710824264109 -0.0052818344497954951 0.0057119186868611364 -0.0050062953361447579
leaf_weight=5.1040179319679728 18.618113234639168 3.7469356171786776 5.1920333579182616 15.109143082052471 3.3071721196174613 4.7646595835685712 4.1899253278970718 5.3262875005602863 7.5007066354155532 7.4068567007780057 6.4538240432739258 20.736357472836971 4.7167911231517818 11.690318219363691 6.6550604701042158 4.0795474797487259 2.5305323749780646 6.2683059722185126 39.657156713306904 7.8951907642185679 3.1386908739805213 5.2241970822215142 11.525481473654503 149.13648383319378 21.267191030085087 17.263444267213345 47.460180602967739 27.088536262512207 46.883323967456818 12.463828153908251
leaf_count=91 319 48 56 106 19 18 32 20 23 54 27 66 22 113 38 12 11 52 165 114 22 25 137 728 58 40 156 118 151 59
internal_value=0.000115508 0.00055588 0.000723198 -0.0013416 0.00208935 -0.000731694 -0.0131327 -0.000890026 0.000300506 0.00382333 -0.00471851 0.000949769 -0.000599006 -0.00642892 -0.00924729 -0.00113159 -0.0153734 0.00263886 0.000865404 -0.00838139 9.84044e-05 -0.00583119 -0.0112334 0.000958042 0.00449705 0.0036813 0.00644466 0.000921208 0.00426908 0.00386644
internal_weight=532.4 513.782 508.678 202.548 306.131 116.536 8.95458 197.355 107.582 189.594 13.8607 103.835 83.0984 29.6722 24.9555 10.7346 14.2209 53.4262 45.9255 23.0043 174.351 22.076 16.7497 152.275 175.734 154.466 77.1875 77.279 50.1905 59.924
internal_count=2900 2581 2490 1208 1282 600 50 1152 550 682 81 502 436 196 174 50 124 240 217 220 932 182 162 750 601 543 255 288 170 215
is_linear=0
shrinkage=0.0144177


Tree=40
num_leaves=31
num_cat=0
split_feature=1 4 4 0 0 4 1 0 4 4 0 3 4 2 2 3 2 2 4 2 2 1 0 1 1 1 4 3 0 3
split_gain=21.3337 15.9246 13.0812 10.7493 7.95098 7.59003 7.01153 10.031 9.60899 9.1656 8.60154 7.50753 7.2881 6.30186 5.35305 5.22074 6.87131 5.20063 7.99923 5.13173 10.0528 6.19905 5.71789 9.34349 5.48555 11.5874 7.97529 7.83751 5.04911 9.24502
threshold=83.715897724050009 44.710446918150005 49.275256100300005 75.994645973400011 122.45926784190002 48.315732392000008 69.873026810350026 86.530713386650021 38.238138001450004 44.157169339850007 93.776108048200015 0.12064000000000002 47.833738492450003 -0.088944999999999996 -0.23557500000000001 -0.22253999999999999 -0.16717499999999999 -0.033594999999999993 34.823977857500005 0.68694500000000025 0.22542000000000004 80.468240302450013 98.201310130900012 75.645146416450004 71.787208999250012 71.090898343450007 41.395309858300003 0.093480000000000021 104.3578792496 0.074640000000000026
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 15 3 5 13 -1 7 11 17 -9 -10 -5 -11 28 -4 16 -2 18 -8 20 21 22 24 -24 25 26 -12 -26 -3 -30
right_child=1 4 14 6 -6 -7 8 9 10 12 19 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 23 -25 27 -27 -28 -29 29 -31
leaf_value=-0.0081787883990095279 0.0084185323886035966 0.0088066677269761917 0.0037990821610174516 0.0011768184905422026 -0.011340514264543482 0.00412230987537147 0.0013159112458306301 0.0048714042516771628 -0.0085643073898821944 -0.010876389725139036 0.007831814873209518 -0.0071952195792149374 0.0061952837602244877 0.010109145815309918 -0.011392561709038693 -0.011258447454981066 -0.011877744212920923 1.5781760807950169e-05 -0.011615051836795492 0.0097213442792755574 -0.010483074980662926 0.0062283135747574162 -0.014895074062387525 -0.00043760963576422923 0.0065231645418665739 -0.010770126643805217 -0.0049633285226655215 -0.0036638675348154995 0.0068047155666159688 -0.01258099462246343
leaf_weight=18.831133171916012 3.2047998383641243 3.6016176939010665 2.7014059051871291 126.38150075823069 4.3348190672695628 6.2802173048257819 6.4746118821203735 131.45655260980129 8.3268156684935075 6.4715011417865735 12.072621561586862 10.926251895725725 3.6848480179905891 7.6053989678621301 11.235590953379868 28.798745285719633 3.0629837065935126 13.661806397140024 14.666425064206122 6.8971530348062506 6.6294390335679045 23.697771936655045 4.9203855991363517 28.552350081503391 34.615253873169422 8.1673975735902768 7.3636300042271605 8.9178511649370176 3.9071158692240697 5.6497269719839096
leaf_count=210 18 11 13 530 61 21 39 398 71 49 38 58 12 25 106 360 38 69 137 17 44 77 39 122 109 65 48 43 13 59
internal_value=0.000156256 -0.00529675 0.000808592 0.00107242 0.000595684 -0.00510235 0.00140667 0.00237677 -5.62156e-05 0.0041862 0.00100704 0.000510614 -0.00468258 0.00308757 -0.00844797 -0.00951422 -0.00149999 -0.00464375 -0.00765484 0.00156896 0.00115226 0.00175344 0.000739717 -0.00256281 0.00229369 -0.00108542 0.00298424 0.00443633 -0.000970792 -0.00465555
internal_weight=563.098 60.1652 502.933 488.996 25.0987 25.1114 463.884 278.921 184.964 141.613 150.161 137.308 10.1563 20.7639 13.937 35.0665 6.26778 34.8028 21.141 141.834 134.937 128.307 104.609 33.4727 71.1368 27.6036 19.4363 43.5331 13.1585 9.55684
internal_count=2900 585 2315 2196 169 231 1965 1047 918 459 673 588 61 108 119 416 56 245 176 602 585 541 464 161 303 151 86 152 83 72
is_linear=0
shrinkage=0.00968975


Tree=41
num_leaves=31
num_cat=0
split_feature=1 3 4 4 3 1 1 1 0 0 0 1 3 1 1 4 4 4 3 3 2 4 2 4 2 4 1 3 3 1
split_gain=20.2957 11.6408 9.29887 7.34565 7.32674 7.16625 6.98876 6.93892 14.9852 10.8468 7.96643 10.2583 7.77073 6.60555 11.1143 15.2197 6.26582 6.14932 8.03952 5.95344 5.68882 4.75567 4.73031 4.57108 11.2974 7.52431 5.89798 4.94201 4.49682 4.29195
threshold=87.33187390945001 -0.27223499999999995 51.779769178100004 32.785955158400007 0.074640000000000026 90.740838818900016 54.884872733100003 66.697957758300021 86.530713386650021 92.031298721500022 90.603727454250006 67.649671936450019 0.12064000000000002 66.318885161900013 64.434276012450013 38.592454371550012 48.919835655300012 41.322103772800006 0.08079500000000002 0.10133000000000002 0.68694500000000025 43.19689381845 -0.068524999999999989 38.703421923500009 -0.033594999999999993 34.542090938800008 71.429644067900014 0.10236000000000002 0.25847000000000003 86.858705278550005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 16 3 -3 5 -2 -5 8 12 10 11 -9 -8 14 17 -16 -1 -10 -19 21 23 22 -20 24 25 -11 -26 -28 -14 -25
right_child=4 2 -4 6 -6 -7 7 9 13 20 -12 -13 28 -15 15 -17 -18 18 19 -21 -22 -23 -24 29 26 -27 27 -29 -30 -31
leaf_value=-0.0099422985545239567 0.0062040505299138272 -0.007646849009133554 -0.013215615763240825 -0.012306697895616609 -0.010787556557583724 -0.0088122262137731253 0.0012806068193681609 0.011499242312560908 0.010791495434307781 0.0046903568211549814 -0.016467404359478081 -0.012064235860320295 -0.015745530230030926 0.012487142221066656 0.004278112809279414 -0.015704495799611435 0.0070484487464206949 0.011942085898494879 -0.0099937382522564521 0.009197999085167911 0.009289386934346203 0.0066787135177497009 0.0028822645492750164 0.00098181198949555122 0.0083359564925417958 -0.010307420398559218 -0.010816536340790602 0.0059253309496938005 -0.0018767098441771308 0.011076416502559545
leaf_weight=16.566528663039211 7.3798567429184896 10.543402716517447 5.1901185885071746 4.2373513057827941 24.792573075741529 7.215058796107769 134.95936089009047 3.9091683104634267 27.567748464643955 4.7558912374079254 7.4053342640399924 4.6362268887460232 4.900855675339697 15.124741822481154 13.534081630408766 6.4657341092824927 2.932620830833911 10.755628719925879 9.07062019407749 7.3205829858779898 8.7365101873874647 5.1452575623989096 5.1262929663062158 160.5598631799221 11.652306817471983 19.939780876040459 4.6390266902744752 3.5906152427196503 5.9324597716331482 4.9851003587245932
leaf_count=142 33 91 62 63 329 88 582 9 67 25 53 45 33 32 42 43 9 24 44 18 25 14 17 715 31 169 41 14 25 15
internal_value=0.00017329 0.000734771 0.00105107 0.00120051 -0.00724207 -0.00121931 0.00139286 0.00151362 0.0027715 0.000196314 -0.00833358 -0.00128491 0.000579795 0.0059633 0.00480227 -0.00218206 -0.00738693 0.00695173 0.00412281 0.000968555 0.000817983 -0.00214611 -0.00534441 0.000465758 -0.00257955 -0.00741915 0.00343178 -0.00351201 -0.00815079 0.00128579
internal_weight=559.571 520.183 500.684 495.494 39.3875 14.5949 484.951 480.713 245.903 234.81 15.9507 8.5454 145.793 100.111 84.9859 19.9998 19.4991 64.9861 37.4184 26.6628 218.859 19.3422 14.1969 210.123 44.5776 24.6957 19.8819 8.22964 10.8333 165.545
internal_count=2900 2450 2299 2237 450 121 2146 2083 941 1142 107 54 640 301 269 85 151 184 117 93 1035 75 61 1010 280 194 86 55 58 730
is_linear=0
shrinkage=0.0107142


Tree=42
num_leaves=31
num_cat=0
split_feature=1 1 1 0 4 3 3 4 3 0 0 3 4 2 2 3 3 2 2 2 2 0 1 0 1 3 3 1 3 4
split_gain=13.5504 6.67873 6.84009 8.28502 9.22781 6.68664 6.78572 5.49433 5.42749 5.37732 4.74418 4.32577 4.25434 4.01621 4.25555 10.088 6.48572 7.51844 7.27932 5.94532 5.60001 5.78477 6.6217 6.05428 5.08328 6.67897 6.63308 4.64602 5.94141 12.2022
threshold=90.988176966900014 54.884872733100003 69.873026810350026 86.530713386650021 44.015822920550008 0.25847000000000003 0.21240500000000004 38.703421923500009 0.12064000000000002 92.031298721500022 91.625341543800019 0.25847000000000003 33.151194885250007 0.25828500000000004 -0.058529999999999992 0.070195000000000021 -0.21013499999999999 -0.15895000000000001 -0.59511499999999995 -1.0000000180025095e-35 -0.5422499999999999 97.483491810050012 72.953999827850012 97.900202820250016 71.52105164435001 0.090390000000000012 0.09310000000000003 81.524804347700012 0.083795000000000022 42.072181850200003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 8 -5 6 7 -4 12 -9 -6 -10 -3 14 16 19 17 -11 -18 -16 -20 22 24 -23 25 -22 -27 28 -17 -30
right_child=-2 2 5 4 10 -7 -8 9 11 13 -12 -13 -14 -15 15 27 18 -19 20 -21 21 23 -24 -25 -26 26 -28 -29 29 -31
leaf_value=-0.01722589107251736 -0.012843060167237 -0.013700926964206139 -0.0061342387157320198 0.0064186994933354341 0.0032172898579836445 -0.022641298195331287 0.018012828627646839 -0.018856670311286225 -0.02155689602323653 0.015475537292298041 -0.01708937136523038 -0.0018372152582541105 0.0012111268781557112 -0.011482564752357323 0.0015033351093940701 0.020135523783543607 0.0091681713629060153 -0.0071194605480508922 -0.018059970476956497 -0.026405161909784723 -0.022855727315166087 0.01385905530002572 -0.024143934923606898 -0.0019463866439771783 0.0096670843065622142 0.012536466920418585 -0.014731462248239876 -0.0030911449460610915 0.012574787445429253 -0.013059068415987894
leaf_weight=4.9679829105734816 18.527133908122778 4.7322419099509707 44.610611751675606 122.27208895981312 4.8731060773134214 3.441657379269599 4.4393686801195136 3.5530558079481116 4.8183179423212987 10.998402290046217 6.3234523683786392 5.9435995519161224 139.205283138901 6.5624572038650504 3.7651973441243172 10.060769874602554 11.502386525273321 5.1829945743083945 6.2333852797746649 3.5452911630272856 5.3561605885624948 6.6311261877417556 5.4339906834065905 46.116471260786057 4.45653411746025 4.3554081395268422 4.1841792911291122 7.7401553764939299 17.033008754253391 6.0095174461603156
leaf_count=91 319 55 355 395 19 33 11 50 33 30 51 25 632 41 15 23 38 29 46 28 48 17 60 256 18 16 31 45 47 43
internal_value=0.000152174 0.00062027 0.000794324 0.00236464 0.00518805 -0.00125129 -0.000913242 -0.00130709 -7.12898e-05 -3.07644e-05 -0.00825125 -0.0106661 0.000720862 0.000374216 0.000864803 0.00470173 -0.000808005 0.00823823 -0.00236079 -0.0120312 -0.003963 -0.00281486 -0.00914699 4.05831e-05 -0.00470649 -0.00931627 -0.000824121 0.00769672 0.0102191 0.00588945
internal_weight=532.875 514.348 509.38 288.168 133.469 221.212 217.77 213.331 154.699 168.72 11.1966 10.7619 143.938 165.167 158.605 48.1539 110.451 16.1814 94.2696 7.31049 82.7673 76.5339 23.7863 52.7476 18.3523 13.8957 8.53959 40.8435 33.1033 23.0425
internal_count=2900 2581 2490 1210 465 1280 1247 1236 745 881 70 58 687 831 790 201 589 59 530 43 492 446 173 273 113 95 47 158 113 90
is_linear=0
shrinkage=0.0154666


Tree=43
num_leaves=31
num_cat=0
split_feature=1 3 0 4 1 3 3 4 1 1 1 0 4 2 3 4 3 3 3 4 2 0 2 0 2 2 3 4 1 4
split_gain=11.7415 6.13826 5.39543 8.40401 7.23523 7.70565 7.16155 5.74611 8.15937 5.79884 6.72613 5.17602 7.91406 8.68626 6.67668 5.17258 4.71154 10.4852 10.1749 5.85877 4.69161 10.9993 5.531 5.45584 4.80926 6.86994 4.45027 4.35654 4.17646 8.70731
threshold=90.988176966900014 -0.27223499999999995 98.201310130900012 36.735256530150004 78.285212300550015 0.085495000000000029 -0.15684499999999998 42.178283198950005 76.42211081615001 71.52105164435001 70.343506983200015 104.3578792496 42.406961525800007 -0.088944999999999996 0.074640000000000026 42.428475018400007 1.0000000180025095e-35 0.083415000000000031 -0.15684499999999998 47.833738492450003 -0.067574999999999996 84.280473931450004 -0.085734999999999992 86.162394622750014 -0.053019999999999991 -0.040019999999999993 0.085765000000000022 48.919835655300012 63.910026677050006 38.175120519550006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 27 7 -4 5 -5 -6 20 9 10 15 -8 -13 14 -14 -9 18 -18 -17 26 22 -22 -3 -24 -23 -26 -19 -1 -27 -30
right_child=-2 2 3 4 6 -7 11 8 -10 -11 -12 12 13 -15 -16 16 17 19 -20 -21 21 24 23 -25 25 28 -28 -29 29 -31
leaf_value=-0.010836662292542263 -0.011946150616354149 0.0027269629636048481 -0.014619825028824572 -0.020862303479578494 0.012156632194407539 -0.0023153914256253513 0.002873369662115286 -0.012195261684657238 -0.019596228693287889 0.0080072559670130473 -0.015037254304563799 -0.018500990279253348 0.0073473068574308404 0.0089258989368456287 -0.019586257180139531 0.002588407028837063 0.010429139880035757 -0.016090900996215476 -0.018259547518609573 0.014438196583652472 -0.011691897304251147 0.012972594095654729 0.0047002406598232599 -0.010276465234246534 -0.0094632536222580763 0.010133475502466613 -0.0013744295348001245 0.0090633843611218588 0.010769638428223899 -0.0031937612455346293
leaf_weight=16.071944486349825 17.382142946124077 99.568914230912924 10.611868914216755 7.1828554198145893 11.900861009955404 16.49191914126277 42.56280155107379 7.539432279765605 4.9139746427536002 17.58501935377717 7.3542784564197055 7.5314066298306015 3.0344087183475494 10.381980143487453 6.374897226691246 13.57283388823271 24.647599846124649 5.1425424143671981 8.5059816688299161 4.7550475299358359 7.8209827952086917 21.544136352837086 8.1981748305261153 16.108393892645836 6.7016541361808768 34.677839264273643 42.703971825540066 2.9007533416151992 18.067626386880875 22.270825516432524
leaf_count=147 319 433 137 70 39 86 183 47 69 72 68 88 11 40 63 72 77 30 91 12 61 59 29 91 32 104 208 9 53 100
internal_value=0.000131831 0.000546141 0.000870562 -0.00194225 -0.000666584 -0.00794247 0.00143957 0.00174898 -0.000687084 1.78802e-05 -0.00121213 -0.000385444 -0.00546197 -0.000500076 -0.0109004 -0.000260724 0.00064516 0.00238534 -0.00544338 -0.00138375 0.00316651 0.00539671 0.00116663 -0.00522509 0.00669098 0.0050349 -0.00295616 -0.00779413 0.00633011 0.00306046
internal_weight=524.107 506.725 487.752 116.073 105.461 23.6748 81.7864 371.679 136.721 131.807 114.222 69.8855 27.3227 19.7913 9.40931 106.867 99.328 77.2492 22.0788 52.6016 234.959 111.083 123.875 24.3066 103.262 81.7179 47.8465 18.9727 75.0163 40.3385
internal_count=2900 2581 2425 717 580 156 424 1708 746 677 605 385 202 114 74 537 490 327 163 250 962 409 553 120 348 289 238 156 257 153
is_linear=0
shrinkage=0.0149454


Tree=44
num_leaves=31
num_cat=0
split_feature=1 1 4 4 2 2 2 3 4 2 1 2 1 4 2 4 1 2 2 2 2 0 1 4 0 2 1 4 2 2
split_gain=10.2228 5.56366 5.27711 5.05129 5.20657 13.1178 4.4907 19.8021 5.37548 7.54318 7.05776 5.32309 8.95498 8.84134 6.82069 6.41259 9.00541 8.90263 7.86405 7.34613 10.2036 6.52037 5.99155 8.84942 4.94632 4.84127 7.09866 4.83736 6.20988 10.8907
threshold=89.912793714750009 54.884872733100003 29.904643970450003 45.027406014450008 -0.088944999999999996 0.033180000000000008 -0.24103499999999997 0.091705000000000023 49.275256100300005 -0.15726999999999999 86.858705278550005 -0.16187499999999996 81.524804347700012 44.710446918150005 -0.22386500000000001 41.621607100200002 80.468240302450013 -0.11600999999999999 -0.14143499999999998 -0.088099999999999998 -0.08459499999999999 97.738895332450014 68.214248143850014 41.755948821900006 85.613949164150014 -0.26138499999999998 64.071334164850015 43.509905336500005 -0.50001499999999999 -0.59511499999999995
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 -2 -5 -6 7 25 11 10 -10 14 15 -14 22 18 17 -17 -13 -19 -21 24 23 -8 -22 26 -4 28 29 -9
right_child=3 2 6 4 5 -7 8 27 9 -11 -12 12 13 -15 -16 16 -18 19 -20 20 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.012885126597540377 -0.012966407045499256 -0.011064925078621444 0.0071473524471562765 -0.013883396176646244 0.021242026620791728 -0.014039226086194281 -0.016682204565032846 0.0043646953001341016 -0.007704305412406999 -0.014874970618422603 0.011550384908661305 -0.0087376539072391499 -0.010088656328750823 0.005838139043439234 0.012384141894341356 0.0069631966719079881 0.012805712226125341 -0.0076114912138870198 0.0032491196792395218 0.0089853144923760127 -0.0086686346868129188 -0.013081880851615452 0.0091424866263207401 0.0024773013004832237 0.00013947568117182382 -0.015806089793556355 -0.010285959170324984 0.014045719075542973 0.010634335933736246 -0.013571343697910345
leaf_weight=4.299480900168418 11.954052031040193 5.3500597774982444 4.3723387606442037 2.9902583099901676 3.1993628665804845 2.6751205995678902 4.2495765760541024 14.240408584475519 5.8677550330758113 6.8677627444267264 4.7723313346505165 7.8794744387269011 18.303714808076624 6.5404985994100562 13.03592926263809 16.193489670753479 6.6677536964416495 27.808239638805389 190.60812754184008 12.891465745866297 10.420455649495123 7.0751079246401778 11.109964251518248 15.448769316077231 57.179288323968649 10.874090559780596 12.349586453288792 5.2606760822236529 7.9861438423395184 6.9714119359850875
leaf_count=91 252 70 16 48 14 46 48 53 40 92 13 53 173 24 40 52 15 163 752 40 81 52 38 63 271 111 101 16 23 49
internal_value=9.22217e-05 0.000431938 0.00054871 -0.00797893 -0.00125335 0.00517566 0.000676828 -0.00227691 0.00111023 -0.00526864 0.00093188 0.0013857 0.000916533 -0.00589576 0.00525475 0.00141916 -0.000525162 -0.00120076 0.00277327 -0.00234662 -0.000674664 -0.00234231 0.00223809 -0.00165603 -0.00121829 -0.00969899 -0.00572761 0.00366703 0.00179708 -0.00153011
internal_weight=515.443 494.624 490.324 20.8188 8.86474 5.87448 484.974 62.0547 422.92 17.5078 10.6401 405.412 361.568 24.8442 43.8442 336.723 138.236 131.568 198.488 115.375 87.5663 74.6749 30.8083 19.6983 67.5997 27.596 16.7219 34.4586 29.198 21.2118
internal_count=2900 2540 2449 360 108 60 2379 369 2010 145 53 1865 1676 197 189 1479 674 659 805 607 444 404 149 111 352 228 117 141 125 102
is_linear=0
shrinkage=0.011758


Tree=45
num_leaves=31
num_cat=0
split_feature=1 4 1 1 1 4 0 0 1 1 0 4 0 4 3 4 2 2 2 3 4 2 1 4 3 3 3 0 2 2
split_gain=16.4524 8.49267 8.13261 8.24652 13.6799 9.16697 8.65313 9.61986 9.9627 6.61442 7.61531 7.36519 5.90257 7.61699 5.60613 7.0737 5.22531 4.68187 4.47729 10.7383 4.39909 4.44436 4.28222 3.72376 4.51604 3.74844 5.30974 4.21848 7.1983 4.68686
threshold=90.988176966900014 31.796797363700005 54.884872733100003 66.697957758300021 66.318885161900013 41.872669623500009 92.031298721500022 90.603727454250006 68.961639504150014 65.111767461350013 86.20003303655001 43.45354240915001 85.807518149550006 42.773538294100007 1.0000000180025095e-35 48.315732392000008 -0.067574999999999996 0.68694500000000025 -0.14143499999999998 0.092290000000000025 41.169697216150006 -0.26138499999999998 61.950140699950005 51.779769178100004 0.075065000000000021 0.12424000000000003 0.25847000000000003 93.972365491700018 0.25828500000000004 0.06041500000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 4 5 18 7 8 -5 10 11 12 13 16 15 -13 -7 23 19 20 21 -4 -16 25 -25 27 -27 -8 29 -29
right_child=-2 2 3 6 -6 9 17 -9 -10 -11 -12 14 -14 -15 22 -17 -18 -19 -20 -21 -22 -23 -24 24 -26 26 -28 28 -30 -31
leaf_value=-0.0064091818909743177 -0.0068204156519301616 -0.0088573971539532229 0.00091384635637365027 0.0057878647918731419 0.0087648325659944997 0.0033908926010481205 0.0028988846317770586 -0.012122470390506677 -0.010530632595890295 -0.009790179164678026 0.0024262885192498081 -0.010545881128411004 -0.011878765281876449 -0.009348264681257757 0.0077941030261039247 0.00093010288720475826 -0.0066523166645461648 0.0055757793504063432 0.0032520617319969701 0.0057661738226817078 0.0036984258879940654 -0.0096438244267659564 -0.00015186004375848593 0.0044929381415500349 -0.0095186504992205729 0.0012113407714757606 -0.012263867602774559 -0.00050948209820136892 -0.0086765891055307527 0.003097782949463077
leaf_weight=11.053211670368908 20.194402854889631 5.5957211367785922 3.3832444548606864 5.9744198247790354 15.411679297685621 10.180065020918846 29.829005286097527 7.8291285410523406 3.7098406404256821 4.5360414609313002 41.754414983093739 4.8689351454377201 5.7798091471195212 7.6537411734461775 8.2522746399045008 10.105007663369177 4.6015828847885176 8.9349157251417619 105.75245227664709 10.323519967496393 3.1334032341837874 8.7410595566034335 8.3442556113004667 1.9251323789358128 5.2302556224167347 3.5471133962273589 3.6087513230741024 152.16569378972054 6.0295677110552779 25.764850154519081
leaf_count=114 319 91 14 17 34 39 108 58 45 32 140 49 45 59 23 39 34 29 344 28 14 70 38 10 67 17 32 835 50 106
internal_value=0.000107017 0.000373983 0.000520144 0.000623568 0.00162411 0.00116056 -0.000370185 -0.00567544 -0.000463415 -0.000549557 -0.000136756 -0.00192679 -0.00483065 -0.00301492 0.000668454 -0.00280143 0.000264404 2.17948e-05 0.0025418 -0.000394415 -0.00456273 -0.00669774 0.0037991 -0.00019576 -0.00574888 -1.59203e-05 -0.0055843 0.000170462 -0.00027195 1.28602e-05
internal_weight=544.213 524.019 512.966 507.37 252.821 237.41 254.549 17.5134 9.68426 106.076 101.54 59.7857 28.2152 22.4354 31.5705 14.9739 14.7816 237.035 131.334 25.5812 15.2577 12.1243 16.5965 228.1 7.15539 220.945 7.15586 213.789 183.96 177.931
internal_count=2900 2581 2467 2376 1002 968 1374 120 62 498 466 326 177 132 149 88 73 1254 470 126 98 84 61 1225 77 1148 49 1099 991 941
is_linear=0
shrinkage=0.00782139


Tree=46
num_leaves=31
num_cat=0
split_feature=1 1 4 4 2 2 1 1 1 0 0 0 1 2 0 0 3 4 3 3 2 2 4 4 4 3 3 1 4 1
split_gain=9.72284 5.256 4.8317 4.65103 4.59544 10.9549 4.54037 11.8206 13.9128 9.41667 7.57992 8.08466 8.04666 4.47267 4.28804 4.48075 4.80649 3.74147 3.53685 9.73012 8.72472 7.35079 6.09839 5.65601 4.67525 4.09171 3.47723 4.27526 6.6455 9.25099
threshold=89.912793714750009 54.884872733100003 29.904643970450003 45.027406014450008 -0.088944999999999996 0.033180000000000008 66.697957758300021 66.318885161900013 65.727424373200009 87.181320254150009 92.031298721500022 90.603727454250006 68.961639504150014 0.68694500000000025 86.866770652900016 86.530713386650021 0.12064000000000002 41.840895355800008 0.093295000000000031 0.087725000000000011 -0.067574999999999996 -0.23771499999999998 38.592454371550012 37.663157789700008 39.530201452500002 0.091545000000000029 0.082055000000000017 58.549241164900003 42.564639561200003 64.321360770950022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 -2 -5 -6 7 8 9 14 11 12 -8 -12 15 16 18 -18 19 21 25 24 -20 -23 -4 -21 27 -25 -29 -30
right_child=3 2 6 4 5 -7 10 -9 -10 -11 13 -13 -14 -15 -16 -17 17 -19 22 20 -22 23 -24 26 -26 -27 -28 28 29 -31
leaf_value=-0.013460235059671404 -0.013527077342569254 -0.011227224380267648 0.0037554366063785819 -0.014428491013366053 0.019381378847098119 -0.014592056939792552 0.0082025111584574754 0.01295523088011424 -0.020255597652273447 0.0061256966919271336 -0.00025424975093927833 -0.018087730301661831 -0.016293396749665841 0.0090938283824108651 -0.011677062997342513 0.0068339958097059054 -0.0030202445956135841 -0.018648147849424635 0.012275835648067066 -0.0095319470907137323 -0.023151718915644756 -0.0097638361303264316 0.00095266873203431483 0.0062948640815760765 -0.016779110599141212 0.0041148188689845858 0.0069335543419021617 0.0026587469839834633 -0.020455583216250326 0.0067055775279949801
leaf_weight=4.1069731302559367 11.351038813591005 5.2397674024105063 2.4751215800642958 2.8443090431392193 3.3397025093436223 2.5491122901439667 5.651707552373411 13.85381008684635 4.5067656636238089 54.10554213821888 217.11190938949585 7.4665922820568076 3.1984655819833279 8.0861888937652093 4.5013780668377867 15.555863969027994 7.1237714588642103 3.469912014901638 9.3369262740015966 8.0215646438300627 4.8072293102741233 5.3823933415114871 32.330730088055134 14.695399105548857 5.3157814517617226 5.7418793961405745 25.590841263532639 15.345791395753624 5.480587884783743 2.9317018315196037
leaf_count=91 252 70 11 48 14 46 17 34 33 173 1209 58 46 27 22 47 29 29 23 49 41 55 135 55 59 22 87 61 45 12
internal_value=9.89983e-05 0.000442976 0.000560146 -0.00831771 -0.00154674 0.00467518 0.000688262 0.00188832 0.00121207 0.00164746 -0.000507114 -0.00862974 -0.000650346 8.14117e-05 0.000206131 0.00053308 -0.000128969 -0.00813909 0.000488368 -0.000817323 -0.00883813 0.00111166 0.00348997 0.00238725 -0.0102554 -0.00383874 0.00340845 0.00106249 -0.00217397 -0.0109899
internal_weight=511.519 491.435 487.328 20.0842 8.73312 5.88881 482.088 240.573 226.719 222.212 241.515 16.3168 8.85017 225.198 168.107 163.605 148.05 10.5937 137.456 95.7883 18.5707 77.2176 41.6677 69.4267 7.7909 13.7634 64.0443 38.4535 23.7581 8.41229
internal_count=2900 2540 2449 360 108 60 2379 1022 988 955 1357 121 63 1236 782 760 713 58 655 497 112 385 158 315 70 71 260 173 118 57
is_linear=0
shrinkage=0.0123416


Tree=47
num_leaves=31
num_cat=0
split_feature=1 0 1 0 4 4 3 1 1 1 4 0 1 4 2 0 4 3 1 4 2 3 1 3 0 1 1 3 3 3
split_gain=19.0419 10.1421 11.0164 9.55158 8.58114 8.33054 7.25759 6.48455 6.20255 6.08195 5.82733 5.42151 12.1681 6.38253 5.42021 10.1648 5.3538 4.98198 4.75232 4.94558 4.6134 7.15153 4.14249 6.78267 3.64107 5.06869 4.22683 3.55999 3.46545 4.91749
threshold=87.33187390945001 75.994645973400011 70.343506983200015 94.550383989750017 41.919251152600005 38.238138001450004 0.074640000000000026 89.912793714750009 71.787208999250012 71.225321249950014 41.468518788800004 98.201310130900012 75.551050381850018 44.269496632500008 -0.058529999999999992 86.866770652900016 44.921040431000009 0.088990000000000027 86.858705278550005 48.852845034800005 -0.22573999999999997 0.083565000000000014 83.715897724050009 0.076580000000000023 102.11570516885001 77.52437864960001 72.953999827850012 0.10273500000000002 0.079785000000000009 0.093295000000000031
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 16 4 -4 20 9 7 -2 10 -5 -7 13 -13 17 27 -16 -1 -10 19 22 21 -3 -14 -24 25 26 -11 -6 -22 -30
right_child=6 2 3 5 14 8 -8 -9 11 24 -12 12 18 -15 15 -17 -18 -19 -20 -21 28 -23 23 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0064921209530219683 0.0050766542421938786 -0.0047347837115831173 -0.0061852541189179114 0.0049329465978989098 0.0012961389654357735 0.0024530790928266131 -0.0072000920092562294 -0.0047868843852999967 0.0062023047201945312 -0.0012803989358311162 -0.0064721869514231282 -0.010657543816849588 0.0014207113042036391 -0.0027539901282721936 -0.0074183449369499841 0.0014425228187809644 4.2663605269356961e-05 0.00087236255713664976 0.0072352709272541175 -0.0068462819293830341 0.0048776047028538019 0.0028762983034721422 0.0037414748375774192 -0.0081458047516811925 -0.0086427774398523723 0.0016722084331845953 -0.009912365800747289 -0.0048436817918712455 0.0006535995654917186 0.0036366468465312413
leaf_weight=15.485837042331697 5.7957879677414885 10.551690369844438 14.295043669641016 3.8257606402039555 81.787314586341381 5.5729547888040569 23.331146840006113 8.1888257488608343 24.457856871187687 5.4027965590357834 11.231337599456308 5.103026218712329 60.883427180349827 7.9831605702638617 12.524127468466761 13.917065620422362 10.860710576176642 14.064334683120249 5.2994995638728133 4.6963758096098891 39.160655654966831 15.549283310770987 4.0218361467123014 6.2297875061631203 8.2208389453589898 7.3664583861827841 6.2066516950726509 5.1088280975818625 47.403203822672367 69.235053360462189
leaf_count=191 22 61 140 15 331 25 329 99 63 32 90 42 240 51 95 54 51 56 16 39 114 51 16 51 104 39 58 31 181 213
internal_value=0.000158874 0.000514557 0.000746407 -0.000570443 0.00161555 -0.00012593 -0.00476373 -0.000699036 0.000572154 -0.00349104 -0.00351222 0.00108922 3.01925e-05 0.00305295 7.4376e-05 -0.00275451 -0.00379832 0.00425636 0.000702437 0.000245888 0.00257582 -0.00020059 0.000714117 -0.00348228 -0.00467604 -0.00295754 -0.00589523 0.000935164 0.00304095 0.0024243
internal_weight=553.761 516.445 490.098 194.861 295.237 180.566 37.3158 13.9846 149.544 31.0225 16.8043 132.739 86.234 46.5054 113.337 26.4412 26.3465 38.5222 81.1309 75.8314 181.9 26.101 71.1351 10.2516 27.1967 18.9759 11.6094 86.8961 155.799 116.638
internal_count=2900 2450 2208 1077 1131 937 450 121 689 248 115 574 404 170 511 149 242 119 362 346 620 112 307 67 233 129 90 362 508 394
is_linear=0
shrinkage=0.00713567


Tree=48
num_leaves=31
num_cat=0
split_feature=1 4 4 0 0 4 4 0 2 1 1 2 2 1 2 4 4 1 0 0 1 0 2 2 4 0 1 0 0 4
split_gain=16.5449 13.491 10.0773 8.42433 6.30048 6.05537 7.08565 6.84909 6.51876 5.93801 12.3926 6.59875 9.44171 9.29654 6.01445 10.983 10.3356 11.6429 9.96201 7.79259 17.7596 7.24795 11.5958 7.05203 5.4126 5.04972 8.84414 6.69648 5.92095 6.60292
threshold=83.715897724050009 44.710446918150005 50.448116877400004 75.994645973400011 122.45926784190002 44.527357125550004 47.833738492450003 103.44649194340002 0.68694500000000025 82.987325570650015 81.524804347700012 -0.25089499999999998 -0.58350999999999986 67.004441985200017 -0.11600999999999999 41.532441862050007 41.495754733000005 80.288113607700012 97.835679825150024 96.693085119700015 66.697957758300021 87.568458224950021 -0.0023999999999999998 -0.088099999999999998 44.921040431000009 101.83879398140002 71.090898343450007 96.249489528150022 97.900202820250016 40.878805547300004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 24 -3 7 -7 8 9 10 11 12 -5 -14 15 -13 25 18 19 20 21 22 23 -18 -1 26 -16 -28 -29 -30
right_child=1 4 -4 5 -6 6 -8 -9 -10 -11 -12 14 13 -15 16 -17 17 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 28 29 -31
leaf_value=-0.0091632597297625299 -0.0098845514246210381 0.0031599436754364634 -0.012883631579695468 0.002748865450966414 -0.011992704326598241 -0.0063266276672372243 0.0023413954841039093 -0.0064172829756298563 0.01190462142014196 0.012704572033174207 -0.01539823457089228 0.00079235802201593525 -0.0018956707251947171 -0.016936382313389221 0.0042474581443680739 0.0098435812208724095 -0.007133621804625046 0.013586844970950911 -0.013969789032309854 0.0081590871535060366 -0.013329083276355649 0.005320487790684298 -0.016286518502477386 0.0018085240510006843 0.0007351068381653684 0.011072829335775209 -0.0097346838576450878 0.0057610498397432878 -0.0075150341192064957 0.0080035159273033271
leaf_weight=14.410949014127256 30.816402815282345 19.369499690830711 5.8782017454504958 20.474196404218674 3.6120966970920554 23.555546205490828 18.823365267366171 11.213416054844854 7.1377019658684722 5.4137257635593405 4.7026909068226805 29.740173190832138 12.257799938321115 7.2591424211859694 123.49087031558156 29.752993784844875 12.792505629360667 5.9442730844020835 6.7243885174393645 9.8768228441476804 12.571996845304964 21.790360569953918 5.5426581129431787 41.608968749642372 10.664312422275541 8.7731548473238927 8.5700712837278825 14.22036398202181 11.97364864498377 4.0777608603239051
leaf_count=191 416 108 75 80 61 161 87 93 17 13 40 130 59 61 415 77 71 11 48 26 106 66 47 174 51 24 62 45 74 11
internal_value=0.000214747 -0.00532954 0.000824407 0.000991111 0.00077835 0.00131637 -0.00247657 0.00170285 0.00192785 0.00174873 0.00159748 0.00180377 -0.00224799 -0.00748992 0.00227012 0.00531894 0.00164022 -0.00077451 -0.00154423 -0.000742237 -0.00167448 0.000118171 -0.00177293 -0.000294221 -0.00495356 0.00328929 0.00286864 -0.00151508 0.00081192 -0.00357264
internal_weight=543.04 53.798 489.242 483.364 22.9816 458.289 42.3789 415.91 404.696 397.559 392.145 387.442 39.9911 19.5169 347.451 59.4932 287.958 116.852 110.908 104.183 94.3065 81.7345 59.9441 54.4015 25.0753 171.106 162.333 38.8418 30.2718 16.0514
internal_count=2900 585 2315 2240 169 1998 248 1750 1657 1640 1627 1587 200 120 1387 207 1180 549 538 490 464 358 292 245 242 631 607 192 130 85
is_linear=0
shrinkage=0.010533


Tree=49
num_leaves=31
num_cat=0
split_feature=1 4 4 3 3 2 0 2 1 2 3 1 4 3 4 2 2 1 3 4 2 2 0 1 3 0 4 2 2 4
split_gain=10.2167 11.8468 8.22298 6.43132 5.4482 6.56644 5.21187 4.3383 4.58961 4.97199 11.9169 7.03811 10.1919 4.7362 7.76934 5.50387 6.41032 5.91677 8.53269 5.6224 7.25956 5.76745 5.32715 9.37182 8.08915 5.70685 5.26944 6.93545 5.06547 4.87768
threshold=83.715897724050009 44.710446918150005 50.448116877400004 -0.27223499999999995 -0.22253999999999999 -0.16717499999999999 122.45926784190002 0.68694500000000025 82.987325570650015 -0.23955999999999997 0.091705000000000023 71.464594023550021 41.840895355800008 0.088165000000000021 41.495754733000005 0.072320000000000023 0.06041500000000001 70.085415002650009 0.080515000000000017 39.749124837650008 -0.057185 -0.013805 90.837623311600012 80.288113607700012 0.090390000000000012 86.692020874450009 43.673409002000007 -0.117115 -0.13324 40.621691032550004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 -1 5 -2 -3 8 9 10 -5 -12 -13 15 -15 16 19 18 -17 20 -11 26 24 28 -16 -26 27 -21 -24 -23
right_child=1 6 -4 7 -6 -7 -8 -9 -10 13 11 12 -14 14 22 17 -18 -19 -20 21 -22 29 23 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0083870877668074731 0.016572538421832071 0.0049623619217276684 -0.018644860024433312 -0.010865007102743379 -0.01693733528073834 -0.01851422149752455 -0.017278996844453026 0.012385310431399944 0.014966626485305631 -0.0091553476203448652 0.0095696332055639193 -0.019978843392656015 0.010095411368718513 0.0023075735693566333 -0.017921042610877281 0.011575113186869533 0.018848709981386134 -0.012146054306812698 -0.011668775957364664 0.015657600780533174 0.005876470167625325 0.015696119651630272 0.0017286196661391918 0.011344780862291452 -0.003454228173834205 0.0090534159113852455 0.0012175012099468056 0.0055352532431698258 -0.021693523454682305 -0.013517377663332263
leaf_weight=16.674436844885349 2.8724819347262383 18.806546770036224 5.1686021387577048 26.396984539926052 21.73744448274374 2.3533189147710827 2.9568560868501654 8.649704843759535 5.8343600630760184 16.843167975544933 18.064484708011154 5.9758649580180627 5.0355719774961472 110.66790083423257 6.3844327405095092 10.07146037369967 7.1008263006806365 10.774841979146002 6.1804968416690818 21.949052006006241 14.498783364892004 1.7533759772777537 2.7683969810605058 3.4496518224477759 24.82319026812911 13.745709806680678 39.303657352924347 65.11249889805913 11.716125153005123 6.6167581789195538
leaf_count=147 18 108 75 215 360 38 61 29 21 119 58 46 17 470 46 31 15 86 38 58 54 5 12 11 135 42 176 241 98 70
internal_value=0.000178297 -0.00660638 0.000888397 0.00110769 -0.013505 0.000772025 0.00194057 0.00146449 0.00124737 0.00106089 -0.00328967 0.0035877 -0.00622577 0.0017066 -0.000176219 0.00333879 0.00435883 -0.00319728 0.00273564 0.0037393 -0.00220163 0.00512127 -0.00454714 -0.011723 -0.0016843 0.00100342 0.0059505 0.00808719 -0.0172169 -0.00739773
internal_weight=514.287 48.7266 465.56 460.392 26.9632 5.2258 21.7634 443.717 435.068 429.233 55.4729 29.0759 11.0114 373.76 173.555 200.205 173.178 27.0268 16.252 166.077 31.342 134.735 62.8875 17.9342 44.9533 38.5689 126.365 87.0616 14.4845 8.37013
internal_count=2900 585 2315 2240 416 56 169 2093 2064 2043 336 121 63 1707 814 893 738 155 69 723 173 550 344 121 223 177 475 299 110 75
is_linear=0
shrinkage=0.0155729


Tree=50
num_leaves=31
num_cat=0
split_feature=0 0 4 4 1 1 1 0 4 1 0 0 4 3 3 0 1 2 1 1 3 0 3 2 3 4 2 3 1 3
split_gain=17.7158 11.4744 11.5582 9.56248 8.05085 10.2414 7.34715 7.93796 5.42136 5.16687 5.14937 9.10438 5.0981 4.91673 7.80438 7.7022 8.36153 6.81519 6.44055 9.11347 7.86587 5.70776 11.9079 5.26358 4.91218 4.86121 4.84235 4.73911 4.42094 4.41239
threshold=98.615332683000005 85.716110573100011 44.527357125550004 36.735256530150004 77.898074329750017 89.912793714750009 62.00390986255001 75.994645973400011 44.921040431000009 75.18810853425002 95.429509798400019 91.625341543800019 37.572218886150004 0.088165000000000021 0.093295000000000031 97.483491810050012 70.026268923800004 -0.10098 71.225321249950014 75.085947125300024 0.10818500000000002 96.055920542800024 -0.089509999999999992 -1.0000000180025095e-35 0.087725000000000011 42.072181850200003 -0.23280999999999999 0.09117500000000002 68.214248143850014 -0.15684499999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 13 -2 24 -6 7 8 -1 10 11 -4 -9 15 17 16 26 -15 25 -20 -21 22 -18 -23 -5 -16 -3 -19 -28 -8
right_child=3 2 9 4 5 -7 29 12 -10 -11 -12 -13 -14 14 18 -17 21 27 19 20 -22 23 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.0065767120283647378 -0.007671149024879218 -0.0023426721687888619 0.0014935357316849212 -0.010396293288447857 0.00054108085384668334 -0.0053871632094958429 0.0016181184748758795 0.0066391407842537947 0.00039529123444202177 -0.0099090099703999842 0.0035674792665272887 -0.01009295507384134 0.00041824332528672312 0.0034160432117406212 0.0039186396686529835 0.0085688632452029408 0.0028684024753303852 -0.0015348771740158634 -0.0071857546115382262 -0.0038178306352288963 0.0089833922484354022 -0.0016163330223967105 -0.0085883166804506909 0.0076074299677578901 -0.0026499321341658835 -0.00040395843159472659 0.0033807452659308512 -0.0081120435711232817 0.0078651025370076681 -0.0069149605015570055
leaf_weight=14.383899860084059 15.242373395711182 6.9512891620397559 7.9642740488052421 7.8621596992015865 83.184285365045071 20.013293918222189 4.2007365748286274 8.9341163858771306 10.817347921431063 4.8670632801949969 7.5279072225093833 7.102246068418026 39.691925838589668 10.091452591121195 68.987457912415266 12.841656699776648 9.5241448357701302 18.058641493320469 9.0471784323453921 5.014167092740534 5.6529328227043152 6.7677569687366486 10.624920208007097 6.9338413029909116 10.697918854653834 18.202603481709957 75.642349362373352 9.1310545578598958 14.503655940294264 16.655034795403481
leaf_count=185 205 32 39 73 415 289 23 25 51 58 29 67 167 36 216 31 35 86 68 27 13 30 85 16 59 81 242 55 33 129
internal_value=0.000201002 0.000974813 0.00165665 -0.00211546 -0.00141996 -0.000608594 -0.00129673 -0.000195145 -0.00358406 -0.00295541 -0.00145753 -0.00396825 0.00156122 0.00209646 0.0011256 0.00306999 0.00253073 -0.00180564 0.00214783 -0.00169276 0.00296606 -0.000653498 -0.00317291 0.00305145 -0.00593134 0.00301621 0.00364084 -0.00374367 0.00410224 -0.00519624
internal_weight=547.12 410.12 315.437 137 121.758 103.198 94.6831 73.8273 25.2012 27.4615 22.5944 15.0665 48.626 287.975 144.185 143.79 130.948 37.2811 106.904 19.7143 10.6671 33.8507 20.1491 13.7016 18.5601 87.1901 97.0973 27.1897 90.146 20.8558
internal_count=2900 1859 1279 1041 836 704 580 428 236 193 135 106 192 1086 582 504 473 177 405 108 40 166 120 46 132 297 307 141 275 152
is_linear=0
shrinkage=0.00744031


Tree=51
num_leaves=31
num_cat=0
split_feature=1 3 4 3 0 4 4 4 0 1 1 1 0 4 2 0 0 0 1 2 4 4 1 4 4 3 2 2 3 4
split_gain=12.3372 6.52553 6.47969 6.54336 6.27754 5.93508 4.72807 4.673 4.27541 6.35474 5.52099 10.368 7.69873 6.09803 7.43725 6.55777 6.79033 5.42484 5.13372 5.02316 9.91222 7.29285 4.95749 11.5299 5.20872 8.2788 4.73365 9.20139 5.61578 11.004
threshold=87.33187390945001 0.07870000000000002 51.779769178100004 -0.27223499999999995 110.50907145210002 45.027406014450008 48.919835655300012 32.785955158400007 78.626646483100004 57.729261435100007 66.697957758300021 66.318885161900013 92.031298721500022 41.872669623500009 -0.0023999999999999998 85.253695774650012 86.20003303655001 91.410264893400026 67.980352286500008 -0.058529999999999992 38.771633980050005 34.542090938800008 81.524804347700012 42.508878681700004 41.289992964000007 0.088395000000000015 -0.59511499999999995 -0.5422499999999999 0.095845000000000027 41.134354310300004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 6 -2 -6 -1 -5 9 -9 11 13 17 -10 15 -15 -17 18 -12 20 21 -14 24 -24 -21 -26 -22 -28 -29 -30
right_child=1 -3 -4 7 5 -7 -8 8 10 -11 12 -13 19 14 -16 16 -18 -19 -20 22 26 -23 23 -25 25 -27 27 28 29 -31
leaf_value=-0.0080334821770823329 -0.013274852441704985 -0.012053981501676546 -0.012444579591360092 -0.0063946260782213275 -0.0075542540302681142 0.0059650718039888761 0.0069566207610738716 -0.00044339841092181617 0.0035151258493201728 -0.013635139194258778 0.0037813572061101727 0.01141960586005614 0.0045817602191903636 0.0090743864328407808 -0.010840397498051591 -0.004410894539726087 0.0023763687222863685 -0.016751724929842345 -0.011468625367242958 0.0055651967358733966 0.0064236842507689402 -0.010267542718798728 -0.01373484488550809 0.0071335147242938442 0.0031517243442847507 -0.012666834226331107 -0.012204052658974366 0.0017923461841233121 -0.019171540470458617 0.0024807338964071457
leaf_weight=14.626404464244844 4.5145892649889019 12.580573316663502 4.196259416639804 9.4523916691541654 5.7914910428225985 9.5432328917086107 2.7791958302259436 19.539171461015943 114.54403406381607 5.1138894520699969 5.608434356749056 13.684573642909525 4.6728504896163967 9.1458889693021757 6.7401390969753256 27.909331999719143 39.536926917731762 4.5633899793028823 4.3508391864597797 50.758435592055321 14.002458505332468 17.121272958815098 6.051209192723034 5.7129672765731812 14.522077538073065 4.915083870291709 6.531452275812625 74.884285859763622 4.3948493376374227 6.3974419087171555
leaf_count=142 56 245 63 91 93 56 8 145 389 55 19 33 25 32 52 159 139 39 49 167 44 156 65 19 60 42 47 347 34 29
internal_value=0.000175977 -0.00611784 0.000591037 0.00070323 -0.00235549 0.000859205 -0.00563997 0.000938062 0.00108851 -0.00317982 0.00132983 0.00255097 0.000179004 0.00193764 -0.000230682 0.000702977 -0.000432208 -0.0072394 -0.0028808 0.000692114 -0.000611802 -0.00708372 0.00272857 -0.00360067 0.00378929 -0.000848322 0.00071622 -0.0001505 0.000768388 -0.00633653
internal_weight=524.185 32.4299 491.755 487.559 19.8493 15.3347 17.4056 470.153 460.701 24.6531 436.048 211.561 224.487 197.876 83.3323 76.5921 67.4463 14.5227 9.95927 209.964 128.005 21.7941 81.9598 11.7642 70.1956 19.4372 106.21 92.208 85.6766 10.7923
internal_count=2900 450 2450 2387 205 149 150 2237 2146 200 1946 804 1142 771 382 330 298 107 68 1035 682 181 353 84 269 102 501 457 410 63
is_linear=0
shrinkage=0.0105353


Tree=52
num_leaves=31
num_cat=0
split_feature=1 4 4 3 0 0 1 1 3 1 1 4 4 2 0 0 3 1 0 0 1 2 2 2 3 3 2 1 0 3
split_gain=15.5314 14.8475 10.7937 9.03437 6.21642 6.21087 6.33684 7.9107 9.96159 6.79482 5.68703 8.74323 8.44735 7.41577 6.06947 6.64074 7.24081 6.42314 6.34687 6.00753 5.71865 13.8942 9.93844 7.84975 5.90888 5.12589 6.62175 5.11977 5.88663 4.9259
threshold=83.715897724050009 44.710446918150005 49.110028829250005 -0.27223499999999995 122.45926784190002 84.95796538030001 57.960468834350003 59.74022811670001 0.091705000000000023 54.884872733100003 69.873026810350026 38.238138001450004 40.621691032550004 -0.033594999999999993 92.652332549650012 87.181320254150009 0.10500500000000003 68.321786469100019 85.253695774650012 85.613949164150014 74.986474174450009 0.090855000000000033 -0.060760000000000002 -0.096499999999999989 0.092835000000000015 -0.22253999999999999 -0.16717499999999999 66.697957758300021 90.337570099350003 0.085155000000000022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 25 3 -1 -3 6 9 -8 -9 -5 12 13 -7 -12 15 16 18 -16 -14 29 21 22 23 24 -13 26 -2 28 -17 -20
right_child=1 4 -4 5 -6 10 7 8 -10 -11 11 20 14 -15 17 27 -18 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0056078510187515503 0.0083767519234849673 0.0029497589363808316 -0.0068950053262760826 -0.010058073406657372 -0.010164304914218646 0.004644396324331424 -0.015009987513474177 -0.0093521127961012536 0.00374284666351844 0.0036908231861269474 -0.0075529713312629506 0.0034390348596206625 0.010747362826655874 0.0014108353409710223 -0.014454014595319264 0.0031075311026697063 -0.0061757926422211298 0.00035449011185017458 -0.00029975482762892899 0.0014247866897804553 0.0025811038687735552 -0.01843820972664836 0.0059809936377900113 -0.008237797364812758 -0.0087284511537297216 -0.010260934080266291 -0.011017816382348434 -0.0027496036649601657 0.010382437209198214 -0.01460404012988388
leaf_weight=16.574948530644178 3.0185749530792236 19.959462039172653 14.779049303382633 3.4666640758514431 3.4451382122933856 88.288850896060467 5.1964614316821125 8.9621390439569968 9.9797889180481416 18.584386494010687 18.996931605041031 15.268638499081133 5.2517513483762732 12.397252485156057 4.0431195870041829 27.069026663899422 12.695292085409163 5.7903281152248383 4.2092567458748809 60.654901191592216 92.291719038039446 3.5276234112679949 15.706871494650839 12.82505774497986 4.1193003281950942 25.105253618210554 2.7204099968075779 7.1216434463858596 13.574297592043875 3.6566744670271873
leaf_count=143 18 108 128 63 61 272 43 86 40 84 169 72 12 62 33 89 74 26 21 230 369 28 56 91 29 360 38 35 30 30
internal_value=0.000179743 -0.00439516 0.000691427 0.000929852 0.00101938 0.0011687 -0.00196446 -0.00515614 -0.00245287 0.00152935 0.00152385 0.000297062 0.00244853 -0.00401325 0.00110282 0.00160367 0.000113283 -0.00573417 0.00119555 0.000463455 0.00123848 -0.00117005 0.000101143 -0.00276584 0.000853844 -0.00850371 -0.000816717 0.0043017 0.00553725 -0.00694946
internal_weight=539.281 54.2488 485.032 470.253 23.4046 453.678 46.1894 24.1384 18.9419 22.0511 407.489 175.133 232.355 31.3942 144.066 134.233 86.4679 9.83345 73.7726 68.5208 143.739 51.4475 47.9199 32.213 19.3879 30.8442 5.73898 47.765 40.6433 7.86593
internal_count=2900 585 2315 2187 169 2044 316 169 126 147 1728 876 852 231 580 521 367 59 293 281 645 276 248 192 101 416 56 154 119 51
is_linear=0
shrinkage=0.00901559


Tree=53
num_leaves=31
num_cat=0
split_feature=1 3 0 4 3 4 4 4 4 0 1 1 1 0 1 0 4 3 4 0 3 2 4 4 0 1 2 0 1 4
split_gain=10.4796 6.64514 6.39591 6.05897 5.90682 5.69684 4.46552 4.05902 3.97035 3.83799 6.18541 4.46081 9.63187 7.23294 5.5748 6.48927 5.50637 6.29539 5.46422 6.39157 5.3793 4.25625 8.81381 7.05544 4.43209 5.48888 8.7772 4.57963 4.34242 11.1587
threshold=87.33187390945001 0.07870000000000002 110.50907145210002 51.779769178100004 -0.27223499999999995 45.027406014450008 48.919835655300012 32.785955158400007 40.380906245900007 78.626646483100004 57.729261435100007 66.697957758300021 66.318885161900013 92.031298721500022 65.630639880500027 87.181320254150009 39.468990633150007 0.12064000000000002 45.673096293200011 90.259604813550013 0.25847000000000003 -0.058529999999999992 38.771633980050005 34.542090938800008 105.98708487665002 75.403185184700007 -0.096499999999999989 94.30842275800002 81.524804347700012 42.508878681700004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 6 -4 8 -6 -1 10 -9 12 14 18 15 16 -11 -18 19 -13 -19 22 23 -15 25 26 27 -24 -23 -30
right_child=1 -3 5 -5 7 -7 -8 9 -10 11 -12 13 -14 21 -16 -17 17 20 -20 -21 -22 28 24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0034189950097009152 -0.016313553916066342 -0.014854623114533803 -0.0089052627557818925 -0.015285075742064587 -0.0074896467954604111 0.007795765867406719 0.0083924469541346598 -0.00044704164523597431 -0.017210677302437846 0.0068477830617312344 -0.016718147490887927 -0.0023274785143695981 0.013742641976715838 0.0059643979498227575 -0.0087068312220162283 0.0066081687097215109 0.00083477799057326044 -0.022181330300383727 0.0078909942690620939 -0.021832715651594187 -0.0015428596147077315 0.0044324198368031224 0.0081526172302351652 -0.01225195892898002 -0.010175483812628004 0.0044029937634476133 -0.010793549737414154 -0.0019016397695376373 -0.016813364008656941 0.0087955647487109219
leaf_weight=7.8143916241824645 4.3594676516950193 11.792986258864401 5.4959484636783591 4.0136900879442683 9.2230924591422063 9.3902382105588895 2.7733135074377051 19.204317994415764 6.4821167252957821 23.769837789237499 4.9977758899331084 5.3592819161713106 13.019619502127169 4.6099679842591312 7.6848742738366118 50.493364378809929 104.83429100364447 3.8564129173755628 2.7020478509366503 6.0944271236658096 4.8267124742269516 68.922899015247822 12.245775818824759 16.621718443930149 5.7867923602461806 53.208090499043465 13.032728843390947 20.669528722763062 5.8628550469875318 5.6922449171543121
leaf_count=61 56 245 93 63 91 56 8 145 81 79 55 40 33 25 42 160 438 31 12 55 21 269 42 156 47 201 93 118 65 19
internal_value=0.000185003 -0.00715358 -0.00243469 0.000655814 0.000789169 0.00162978 -0.00673728 0.00106682 -0.00967222 0.00124084 -0.00380705 0.00152542 0.00289219 0.000234937 0.00216946 0.00261457 0.00114575 -4.82212e-05 -0.0087745 -0.0127061 -0.010709 0.000852086 -0.000641189 -0.0082967 0.000907648 0.00155446 -0.00174415 0.00183894 0.00319326 -0.00419796
internal_weight=514.841 31.0386 19.2457 483.802 479.788 14.8862 17.0698 462.719 14.2965 453.496 24.2021 429.293 208.485 220.808 195.465 187.781 137.287 113.517 14.1558 11.4537 8.68313 206.653 126.175 21.2317 104.943 99.1561 45.948 32.9153 80.478 11.5551
internal_count=2900 450 205 2450 2387 149 150 2237 142 2146 200 1946 804 1142 771 729 569 490 107 95 52 1035 682 181 501 454 253 160 353 84
is_linear=0
shrinkage=0.0130285


Tree=54
num_leaves=31
num_cat=0
split_feature=1 1 1 0 0 1 4 1 1 2 2 2 2 3 4 3 2 2 4 3 1 3 0 0 0 3 3 0 0 4
split_gain=13.7314 6.72754 7.06981 8.32815 7.64226 7.54738 5.81508 5.60756 12.6879 5.58163 11.4096 7.11926 8.70441 6.06451 5.16019 4.75988 6.97357 4.87969 5.66641 5.28674 8.615 5.56233 6.25883 5.34562 5.2886 7.10699 5.00848 4.61997 4.40598 5.13466
threshold=89.912793714750009 54.884872733100003 70.343506983200015 85.716110573100011 94.550383989750017 61.917879202350001 37.186372654950006 60.474177186300004 58.549241164900003 0.06041500000000001 -0.0039949999999999994 0.072320000000000023 0.13860000000000003 0.087605000000000016 40.421032462050007 -0.22125500000000001 -0.15895000000000001 -0.053019999999999991 38.828362408050005 0.083565000000000014 83.366398167100016 0.075065000000000021 104.3578792496 103.44649194340002 96.055920542800024 0.088670000000000013 0.08708500000000001 102.11570516885001 93.972365491700018 40.621691032550004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 5 -4 7 27 8 -3 10 15 -11 -13 -14 -7 16 -8 18 -17 20 -20 -22 -23 24 -21 -26 -25 -6 29 -5
right_child=-2 2 4 28 6 14 9 -9 -10 11 -12 12 13 -15 -16 17 -18 -19 19 23 21 22 -24 26 25 -27 -28 -29 -30 -31
leaf_value=-0.013858268192023168 -0.0093312698801864893 0.002124413313829448 -0.010196280059177682 0.0060027099195195483 -0.0023237120142499596 -0.017752203058724034 0.012736107881002788 0.0064578703083108084 -0.016611414747662236 0.014678853441386428 -0.018050578613312617 -0.014971658919315909 -0.0025341490605645294 0.010841652473092354 -0.0039449856284822851 -0.012933769565883187 -0.0046962984229429062 0.005962078887891656 -0.011350032225915982 -0.0076780324891725805 0.01357541925016616 0.0071192654603052605 -0.015868672625908267 0.0042712274999857826 0.010763626609964921 0.00026481599039114697 -0.017628395735729909 -0.014703985792732095 -0.0033675040203468903 0.0020360188781093852
leaf_weight=4.8777167461812487 22.091622203588486 28.193268377333879 13.123021483421324 90.376575291156769 13.722296286374332 5.020377021282914 9.9606116339564306 21.617602586746216 7.0044994279742232 8.6688030511140806 5.654154483228921 4.1206056363880661 9.5776888430118579 11.67600081861019 25.763469956815243 6.7419674694538108 5.5451163388788691 13.982607156038283 16.302927192300562 6.7637453973293296 4.4717367589473707 3.7863482981920242 3.5736950561404228 2.6377873569726935 15.953731231391428 26.857421554625034 4.2056012786924839 7.099656030535697 14.322140291333197 115.25122175365686
leaf_count=91 360 147 140 286 94 51 27 74 57 19 51 32 55 37 155 65 31 50 134 51 12 14 38 16 43 111 41 106 72 440
internal_value=0.000284006 0.000703097 0.000844591 0.0020202 -0.00101504 -0.00122851 -0.00035048 0.00146339 -0.00160409 0.000453244 -0.000752425 0.00493115 0.00160097 0.00481403 -0.00619673 5.73427e-05 0.00650198 -0.000891851 -0.00194159 -0.00106511 -0.00547675 0.002616 -0.00404261 0.00113489 0.00255976 0.00417724 -0.00918718 -0.00654501 0.00331406 0.00377944
internal_weight=528.944 506.852 501.975 307.549 194.426 87.5992 181.303 56.8154 35.1978 160.481 126.437 34.0431 25.3743 21.2537 30.7838 120.783 15.5057 105.278 91.295 84.553 28.1347 11.8318 7.36004 56.4183 49.5749 42.8112 6.84339 20.822 219.95 205.628
internal_count=2900 2540 2449 1282 1167 484 1027 278 204 827 684 143 124 92 206 633 58 575 525 460 198 64 52 262 205 154 57 200 798 726
is_linear=0
shrinkage=0.012459


Tree=55
num_leaves=31
num_cat=0
split_feature=1 1 0 4 1 3 4 1 0 4 1 4 1 2 2 1 1 0 3 0 2 4 2 2 3 3 3 2 3 3
split_gain=9.7962 5.36352 5.11937 7.43969 7.02646 6.82475 5.46633 7.60582 4.82353 4.56703 4.40952 5.85201 5.70621 4.08924 8.63317 7.90244 7.21767 9.9809 5.85749 6.97197 9.74516 3.72995 4.27535 9.04293 3.59117 8.17752 7.4548 5.37147 4.85545 4.68446
threshold=89.912793714750009 54.884872733100003 98.201310130900012 36.735256530150004 78.285212300550015 0.085495000000000029 42.178283198950005 76.42211081615001 75.309089150100007 42.34047585750001 71.52105164435001 44.215931556700006 70.343506983200015 -0.15895000000000001 -0.092864999999999989 89.619751778500017 81.524804347700012 104.86330937810001 -0.15148999999999999 102.21786657775002 -0.16080999999999998 45.027406014450008 -0.088944999999999996 0.033180000000000008 1.0000000180025095e-35 -0.15684499999999998 0.083415000000000031 -0.23771499999999998 -0.25095999999999996 0.085765000000000022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 6 -4 5 -5 8 9 -3 -8 12 -12 24 18 15 -15 -16 -18 -6 -20 -21 -2 -23 -24 25 27 -26 -11 -29 -28
right_child=21 2 3 4 13 -7 7 -9 -10 10 11 -13 -14 14 16 -17 17 -19 19 20 -22 22 23 -25 26 -27 29 28 -30 -31
leaf_value=-0.014734860711577188 -0.014669142770560233 -0.0095720157102251839 -0.012954481839485542 -0.018208631540773519 0.017254327780449094 -0.0023956311003916061 -0.012455853056899001 -0.017298083423259506 0.0029849695107363478 -0.012277619388498445 0.012873705441104845 -0.0031406488886376741 -0.012720000351525425 -0.015915234463239555 0.0067298823547029272 0.011305401999669767 -0.019542229092832139 0.0026732381571052725 0.01132065424509562 -0.017958499786448767 0.012040363579376424 -0.015971268112118058 0.017892697603716059 -0.015895139122269621 0.007842171784794327 -0.016493131370172338 -0.013268792742605793 -0.0040492739207174614 0.012126856258154557 0.00013840735633390089
leaf_weight=4.1335246562957755 10.472510471940042 5.7070768140256396 10.00769444182515 7.1402574777603176 6.2055408656597164 16.352793049067259 5.2217282615602008 4.8462713100016108 232.95915250107646 4.4546004906296774 10.783105038106443 6.7602463737130156 6.6282863803207865 10.006609525531529 25.213987089693546 2.4098054692149153 5.5254089981317547 11.042696613818405 7.4111106246709815 5.226292472332716 3.1667423099279386 2.9841099269688129 3.4653797745704633 2.4709459692239761 24.228571340441704 7.1108940765261641 5.2598466128110877 6.1832583695650136 7.4505334496498072 48.539641883224249
leaf_count=91 252 72 136 75 14 86 37 73 929 44 28 45 64 97 82 9 51 67 22 55 9 48 14 46 80 67 31 30 21 225
internal_value=0.000199435 0.000571742 0.00070197 -0.0018629 -0.000749557 -0.00720169 0.00145008 -0.00069344 0.0026847 -8.6667e-05 0.000420311 0.00670265 -0.000582944 0.00123947 -0.000752523 -0.0106322 0.00218343 -0.00473555 0.00614472 0.00178251 -0.00663975 -0.00920715 -0.00279483 0.00382879 0.000196383 -0.00423262 0.00162674 0.000587225 0.00479059 -0.00117238
internal_weight=509.369 489.976 485.842 109.709 99.7012 23.4931 376.133 137.467 238.666 132.621 127.399 17.5434 109.856 76.2082 54.1985 12.4164 41.7821 16.5681 22.0097 15.8041 8.39303 19.3929 8.92044 5.93633 103.227 25.1993 78.0281 18.0884 13.6338 53.7995
internal_count=2900 2540 2449 703 567 161 1746 745 1001 672 635 73 562 406 306 106 200 118 100 86 64 360 108 60 498 162 336 95 51 256
is_linear=0
shrinkage=0.0134944


Tree=56
num_leaves=31
num_cat=0
split_feature=1 1 0 1 4 3 4 4 1 2 3 1 1 0 1 3 3 2 3 0 0 4 3 4 1 4 3 2 2 2
split_gain=8.57936 4.77509 4.29619 7.89046 5.13641 4.65327 4.55686 4.35237 6.74937 4.91114 6.14781 4.86087 7.97398 5.81155 5.93415 4.20037 6.20878 11.5022 10.5847 4.40372 7.8731 10.2011 4.00835 3.76806 3.69839 5.06703 3.63396 6.98523 3.51838 7.23685
threshold=89.912793714750009 54.884872733100003 98.615332683000005 78.220689305400015 36.735256530150004 0.087725000000000011 40.259171735100004 42.178283198950005 76.42211081615001 -0.22573999999999997 -0.112455 75.403185184700007 71.090898343450007 96.249489528150022 72.953999827850012 0.079785000000000009 0.093295000000000031 0.0023400000000000005 0.087605000000000016 88.028184565250015 86.232294534150014 40.712530798250008 0.10661000000000002 42.34047585750001 72.026481772850005 44.611732354850012 0.11906000000000001 -0.0086649999999999991 -0.15895000000000001 -0.092864999999999989
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 7 5 22 -4 -7 9 23 10 -3 12 15 -14 -15 -11 17 19 -19 20 21 -17 -5 -9 -25 -26 -18 -28 -6 -30
right_child=-2 2 3 4 28 6 -8 8 -10 11 -12 -13 13 14 -16 16 26 18 -20 -21 -22 -23 -24 24 25 -27 27 -29 29 -31
leaf_value=-0.016687889936916181 -0.01022678178364566 -0.015777694360613815 -0.020070478878101955 -0.017960309353104668 0.0065631705905686254 -0.015809189492792319 0.003093006634738864 -0.013036884727706147 -0.019347347131696349 0.0083049741204359231 0.00052369518038367958 0.011748192187056685 -0.014821890184348166 0.013257459114583776 -0.0087091356120219468 -0.012460374384034226 0.0072170075431805111 -0.0029564055384700039 -0.035568724426243169 0.0067557384647954875 -0.017393595384197279 0.014106054496804975 0.012021717054814316 -0.0005590952903622913 0.014958958293163561 -0.0028171684918181063 -0.010235907330984131 0.013185213633478606 -0.011477955069145633 0.0021842200268553909
leaf_weight=3.7711539901792994 18.074002949520946 6.7401289008557788 7.7678899280726936 5.7969054356217375 21.184835255146027 5.2338125295937044 7.2025437355041504 5.134333658963441 4.4742214232683173 42.038006361573935 29.847308658063412 16.229508955031633 9.5913161523640174 5.3887196853756887 6.3872649148106575 5.8013635911047485 59.595924969762564 5.7100793905556184 4.0379238352179527 22.685333669185638 6.3332053348422042 8.422433063387869 1.296863406896591 110.09181717038155 9.0294231623411161 6.5944303907454005 8.3539191558957082 4.7457621395587912 11.864888131618498 41.25358609855175
leaf_count=91 360 67 91 97 100 43 33 37 73 147 147 48 75 17 34 36 197 27 33 84 33 22 10 569 22 44 43 13 106 201
internal_value=0.000201229 0.000591768 0.000727857 -0.00208592 5.4526e-05 -0.0107091 -0.00486194 0.0014857 -0.000728315 0.00272423 -0.00247934 0.00365149 0.00295655 -0.00591316 0.00134283 0.00408652 0.00267558 -0.00133772 -0.0164654 0.00207249 -0.00309564 0.00327059 -0.0124791 -9.16652e-05 0.000437028 0.00745611 0.005601 -0.00175089 0.00125111 -0.000867452
internal_weight=500.679 482.605 478.834 101.601 81.3971 20.2042 12.4364 377.232 135.324 241.908 36.5874 205.321 189.091 21.3673 11.776 167.724 125.686 52.9903 9.748 43.2423 20.557 14.2238 7.09377 130.85 125.716 15.6239 72.6956 13.0997 74.3033 53.1185
internal_count=2900 2540 2449 681 514 167 76 1768 745 1023 214 809 761 126 51 635 488 235 60 175 91 58 107 672 635 66 253 56 407 307
is_linear=0
shrinkage=0.0154165


Tree=57
num_leaves=31
num_cat=0
split_feature=1 2 3 2 0 4 2 2 2 0 1 1 1 0 0 1 1 2 2 1 3 1 0 3 2 0 4 0 4 1
split_gain=7.46545 4.17481 15.085 4.36932 5.8792 4.23151 5.78038 9.1376 5.45398 3.72176 5.49239 7.62611 5.30777 4.33482 9.61839 9.23412 9.11365 9.1061 5.7621 7.40112 5.41357 5.07604 6.85106 7.06804 5.58303 5.56959 7.10933 16.6376 5.4686 4.90854
threshold=90.988176966900014 -0.24103499999999997 0.091705000000000023 -0.26138499999999998 98.201310130900012 43.509905336500005 -0.50001499999999999 -0.59511499999999995 -0.61225999999999992 76.591483678350016 57.960468834350003 59.74022811670001 56.229101798300007 91.144107538500023 87.29692395375001 68.214248143850014 68.961639504150014 -0.16030499999999998 -0.14581999999999998 89.619751778500017 -0.15517999999999998 61.944763783650011 85.656964494200011 -0.17732499999999998 -0.095019999999999993 85.807518149550006 39.56957118270001 86.001087134900004 43.279086095950007 72.187789260650007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 6 7 8 -4 12 -11 -12 -3 14 21 -15 -17 20 19 -19 -18 24 23 -23 -13 -24 -27 -28 -29 -22
right_child=-2 9 5 -5 -6 -7 -8 -9 -10 10 11 13 -14 15 -16 16 17 18 -20 -21 29 22 25 -25 -26 26 27 28 -30 -31
leaf_value=-0.0006810514842508521 -0.0094756192135570655 -0.0010054250250106727 -0.0050199136721504828 -0.016391262902928649 -0.017463574608467765 0.01409853541523675 0.010932112890732868 -0.014839374378847437 0.011504887849283151 0.012991678886958876 -0.015664224953609533 -0.0045668696452780084 -0.017279294726818169 -0.010624699060471985 0.0068624340252249633 0.014195852905499694 0.013919245630348416 -0.01415958266507682 -0.00034698696116544929 0.011661649975222068 0.012003709424068851 0.0075313690076418589 0.0070371404675022677 -0.013849823133047568 0.0073879541554512746 0.0098683035639986622 -0.023237055371850036 -0.0025803995403389486 0.010392429328603812 -0.0081899758024285042
leaf_weight=11.987821497023111 13.562689177691935 15.562673117965462 6.5465949624776867 10.933187678456305 5.1798657774925223 5.1984201334416857 7.6898892261087921 6.8751315698027602 7.3424604013562194 6.7042769342660895 4.7150647565722457 8.8610361665487272 4.47027289494872 13.636641249060629 61.916926134377718 8.1650810688734037 11.996995259076359 10.65127085521817 144.61006607487798 2.3473805896937838 3.5761288926005346 3.4371282495558271 17.158367104828358 12.146521437913176 28.671441212296486 8.0417398586869222 6.4051233232021323 33.374357536435127 6.773242659866809 5.0047580152750015
leaf_count=72 319 133 32 131 64 17 24 51 24 19 32 40 63 84 217 19 33 134 826 9 14 17 59 107 90 23 46 144 19 38
internal_value=0.00015548 0.000427624 -0.00276725 -0.00988695 -0.0057447 0.00317792 0.00118278 -0.00242782 0.00371594 0.000899365 0.00117789 0.000975579 -0.00463687 0.00117843 0.00262041 -0.000168354 0.000596809 -2.63428e-05 -0.0011016 -0.00949662 0.00820916 0.000516977 -0.00122288 -0.00913399 0.00456554 0.000495301 -0.00156072 -0.00353502 -0.000391773 0.000225847
internal_weight=493.543 479.98 61.7534 28.1009 17.1677 33.6525 28.4541 20.7642 13.8891 418.226 398.194 391.489 20.0329 386.774 186.786 199.988 186.352 178.187 157.609 12.9987 20.5779 124.869 87.3365 15.5836 37.5325 71.7528 54.5945 46.5527 40.1476 8.58089
internal_count=2900 2581 415 267 136 148 131 107 56 2166 1970 1951 196 1919 762 1157 1073 1054 969 143 85 545 415 124 130 291 232 209 163 52
is_linear=0
shrinkage=0.0131635


Tree=58
num_leaves=31
num_cat=0
split_feature=0 4 0 4 4 2 0 0 2 1 2 1 4 1 1 2 4 3 3 0 2 4 3 2 4 4 2 2 2 4
split_gain=14.4623 9.84792 8.05389 10.2827 5.72222 5.11586 5.20791 9.74981 7.11884 8.94595 8.48146 6.1579 7.74862 5.43907 6.5868 7.07829 7.80982 7.806 6.25856 5.09925 8.6393 4.81718 4.75558 4.60197 6.80572 4.57503 4.50162 4.36745 8.95121 7.8314
threshold=102.84427732220001 44.710446918150005 75.994645973400011 44.527357125550004 44.921040431000009 0.68694500000000025 93.972365491700018 86.530713386650021 0.22542000000000004 70.73871032835001 0.06041500000000001 63.910026677050006 39.56957118270001 71.090898343450007 71.787208999250012 -0.024989999999999998 41.840895355800008 0.094625000000000029 0.11308000000000003 122.45926784190002 -0.088944999999999996 42.131954243650007 0.099780000000000021 -0.16297999999999999 47.833738492450003 45.673096293200011 -0.156745 -0.058529999999999992 -0.01762 41.348489042950007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 4 5 -1 6 7 11 9 -8 13 12 -4 -11 -15 16 17 -16 -19 20 26 -13 -10 24 25 -5 -3 -14 -29 -30
right_child=1 19 3 23 -6 -7 8 -9 22 10 -12 21 27 14 15 -17 -18 18 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 29 -31
leaf_value=-0.0055606005201624294 -0.0044614354316070415 -2.6911184378367216e-05 0.0035939458054994626 0.00074457800928198151 0.00057467591949783169 0.0064979863203605505 -0.0048005710193037366 0.0026914097160183627 -0.010651338651040345 0.0051703797386998852 0.0049306805229089572 -0.0091565172983976914 0.00061293375267181514 -0.0048498789632033679 0.0012538742816172045 -0.0073032980593933745 0.0040115877887667798 -0.0074436774472694135 0.00067799443148177708 -0.0071272317072261218 0.0055273482074003396 0.00025075124647226866 7.798926044342685e-05 -0.0050994032939123499 0.0026147529504664583 -0.0072291193055606081 -0.0081740691010707724 -0.0073691646881566524 0.0047840718403333246 -0.0039709298092008667
leaf_weight=14.135687611997129 41.665811389684677 12.835827697068458 27.052205622196198 4.7890633828938025 10.643678121268747 6.8538536056876174 12.333345860242842 133.94451809301972 4.0868400931358329 7.7668135538697234 17.345222324132919 4.7667021416127664 64.978325039148331 11.283309437334536 30.76849626749754 4.5355986878275862 21.39705953001976 9.5167150124907476 6.2974424697458735 3.3203779608011237 10.886852622032164 3.9973946511745453 2.7671834230422974 14.718310311436651 12.585798688232897 7.1875108443200588 3.4333763420581844 9.4185637086629885 8.0899655073881167 8.2346521839499456
leaf_count=191 514 80 86 25 51 18 81 454 33 28 50 47 262 84 138 32 66 71 30 61 33 25 14 140 52 60 40 59 21 54
internal_value=0.000166248 -0.00246442 0.000579273 0.000779037 -0.00292527 0.00108539 0.000989917 0.001503 -5.341e-05 0.000300821 0.000878517 0.00024502 0.000625338 0.000110917 -0.000358016 0.000340914 0.000850934 -0.000600865 -0.0042095 0.000265787 0.00116973 -0.00486577 -0.00631957 -0.00230493 -0.000630427 -0.00404068 -0.00174625 -0.00025987 -0.00246291 0.000367773
internal_weight=531.637 72.1422 459.494 434.715 24.7794 395.434 388.58 260.482 128.098 121.244 108.911 126.538 117.774 91.5654 83.7986 72.5153 67.9797 46.5827 15.8142 30.4764 27.1561 8.7641 6.85402 39.2807 24.5624 11.9766 16.2692 90.7215 25.7432 16.3246
internal_count=2900 728 2172 1930 242 1653 1635 1008 627 580 499 554 482 449 421 337 305 239 101 214 153 72 47 277 137 85 120 396 134 75
is_linear=0
shrinkage=0.00631991


Tree=59
num_leaves=31
num_cat=0
split_feature=1 4 4 0 4 4 3 2 2 3 0 4 1 0 2 2 4 1 4 4 3 3 3 3 2 3 4 0 4 1
split_gain=6.96425 3.94938 3.69714 5.17673 5.56322 5.04582 4.75549 4.24817 3.81957 14.774 3.72029 3.70908 4.91655 4.70792 3.8442 3.50986 13.0282 5.42079 3.50801 9.21891 3.39198 7.21823 3.61868 3.09608 2.90537 3.20664 6.15045 5.86769 5.06931 5.07738
threshold=90.988176966900014 29.904643970450003 42.599563320500003 103.44649194340002 42.406961525800007 43.19689381845 -0.22125500000000001 0.68694500000000025 -0.23871499999999998 0.091705000000000023 75.309089150100007 49.110028829250005 86.858705278550005 85.57362229215002 -0.082314999999999985 0.22542000000000004 40.08085804200001 69.276189105400007 48.315732392000008 48.988717865950008 0.087725000000000011 0.10236000000000002 0.077470000000000025 -0.22125500000000001 0.20327000000000003 0.088565000000000019 39.852039223600009 87.29692395375001 35.461062230100005 60.474177186300004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 7 6 20 -5 10 9 -7 -3 14 13 -13 -10 24 17 -17 -2 -20 22 -22 23 -4 25 26 -12 -28 -27 -30
right_child=18 2 5 4 -6 8 -8 -9 11 -11 15 12 -14 -15 -16 16 -18 -19 19 -21 21 -23 -24 -25 -26 28 27 -29 29 -31
leaf_value=-0.010787612921432915 -0.013392667708474127 -0.0085143189055853236 0.0018593640998283301 0.003679380847487299 0.013079734534036604 -0.014158910507462119 -0.01263391577743264 0.012425834140981673 0.0041911558720644799 0.011446806133983139 -0.00017761113963259652 0.0012522604622278331 0.0034900995185805661 -0.015673763927090675 -0.0015975507656340528 0.0077040002783993452 -0.023263145569805542 -0.0090644877524633394 0.022684418894604239 -0.013910906554245969 -0.017199456866215893 -0.0002519190082450453 0.001196334018089937 -0.01866695598563848 0.010353084939374629 0.0076977694763640777 0.0010155518417524986 0.0083054682179462824 -0.013162444454548471 0.00026572215635436557
leaf_weight=4.8483314998447886 8.7021713908761722 5.7183465622365466 1.8073782473802564 3.7660644091665771 2.1677703857421866 10.390632122755049 10.554619267582892 5.5711467564105979 53.448134426027536 5.2779717817902556 47.977290701121092 4.0821880996227282 8.0992494933307153 6.8120485097169876 26.731981622055173 9.0211266130208987 4.0853652581572524 4.4824778437614432 1.7357480209320773 2.7846844512969255 8.5944910980761033 7.1522344872355452 15.316536840051411 3.0977443903684643 6.2903671711683264 13.985293377190827 27.479985855519772 45.626146994531155 4.5262451767921439 129.87907091155648
leaf_count=76 249 92 13 27 9 134 153 16 214 18 239 17 43 103 175 29 33 30 11 59 68 42 68 35 17 52 113 150 27 588
internal_value=0.000156148 0.000403579 0.000518548 0.00127449 -0.00552723 -0.00109114 -0.00834383 0.00164263 0.000184674 -0.00553362 0.00144176 0.00108812 -0.00386402 -0.0093314 0.00226121 0.00163583 -0.00376208 0.00213775 -0.00876592 0.000140905 -0.00516463 -0.00950181 -0.00178725 -0.0111037 0.00198013 0.00178467 0.00328974 0.00556525 0.000556577 -0.000186486
internal_weight=490.013 476.79 471.942 321.131 16.4885 150.811 14.3207 304.643 114.842 15.6686 299.072 99.1736 18.9935 10.8942 80.1801 293.353 17.589 13.5036 13.2226 4.52043 35.9684 15.7467 20.2217 4.90512 275.764 269.474 121.083 73.1061 148.391 134.405
internal_count=2900 2581 2505 1575 189 930 180 1386 704 152 1370 552 163 120 389 1278 92 59 319 70 226 110 116 48 1186 1169 502 263 667 615
is_linear=0
shrinkage=0.0124631


Tree=60
num_leaves=31
num_cat=0
split_feature=1 3 3 1 0 4 4 0 1 1 2 1 0 2 4 4 0 4 3 3 0 3 3 4 4 0 2 2 0 4
split_gain=16.6411 9.40884 6.87663 6.65795 12.6016 9.80196 7.48789 7.45836 7.28793 7.0701 6.75754 6.34496 6.12153 7.52734 6.04877 5.9625 5.95911 6.7577 5.92346 8.39194 5.50828 5.75122 5.38682 4.95541 8.01255 6.1338 9.80139 21.6068 6.11643 4.70272
threshold=87.33187390945001 -0.27223499999999995 0.07870000000000002 69.873026810350026 85.716110573100011 38.238138001450004 40.621691032550004 91.625341543800019 62.00390986255001 68.214248143850014 -0.033594999999999993 71.429644067900014 90.337570099350003 -0.0039949999999999994 48.919835655300012 51.779769178100004 110.50907145210002 45.027406014450008 -0.04931 -0.15684499999999998 93.776108048200015 -0.1444 0.10236000000000002 43.162556114600001 42.072181850200003 85.807518149550006 -0.065399999999999986 -0.12350999999999999 86.20003303655001 41.678468725050003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 14 16 4 8 10 -6 12 18 -9 -5 -12 13 23 -1 20 -2 -18 19 -3 21 -7 -13 24 25 -8 27 -27 -26 -29
right_child=2 3 -4 5 6 15 7 9 -10 -11 11 22 -14 -15 -16 -17 17 -19 -20 -21 -22 -23 -24 -25 28 26 -28 29 -30 -31
leaf_value=-0.0048127233959293246 -0.0068930467715488117 0.0017028740924022257 -0.0063659231746251146 -0.0048003940550635426 0.0030630331953260524 0.0036374888486751153 0.00656718809599774 -0.0069472209350719258 -0.0036508850378674353 0.00090735768581984462 0.0053570025405786934 -0.0056324398922132941 0.0045264785009202961 -0.0046223339819012081 0.003785578458409183 -0.0063455053424113506 -0.0042253802247115644 0.002953642738872836 0.0012664872967409022 -0.0055955553386338583 0.00071485060817053385 -0.0069747799993023409 0.0027727230598791996 0.0037209059345514562 -0.0062171521800868613 0.0051175439444529399 0.0042195509118529359 -0.010809762826990482 -0.00015821206607007982 -0.0029876240095749597
leaf_weight=15.409698951989414 4.703294329345229 8.4135361127555388 14.511266093701122 21.074717231094837 83.203356459736824 2.1050212234258652 7.4587746709585181 6.5725158229470235 19.420787312090397 7.1236027777194977 4.5889142155647269 5.9940526187419874 16.066644959151745 6.8819651119410983 2.8998776227235785 3.8958644531667224 6.5138233415782478 9.7896183021366578 44.38269292935729 10.646284788846968 154.85081884637475 5.5128016024827948 3.6654713079333305 19.629401013255119 6.9216076880693462 7.4390064924955324 15.362003959715368 5.2118137851357478 17.626992888748646 4.0934885963797569
leaf_count=142 56 53 245 192 249 9 15 49 139 31 11 61 44 37 9 62 93 56 182 105 704 57 15 56 50 18 42 33 67 18
internal_value=0.000139426 0.000392872 -0.00347446 0.000537048 0.00107227 -0.000223125 0.0018031 0.000932323 -0.000723331 -0.00286191 -0.00283615 6.91318e-05 0.00141939 0.000868546 -0.00345092 0.000331684 -0.00147707 8.53596e-05 0.00017284 -0.00237383 0.000491797 -0.00404231 -0.00244296 0.00131978 0.000584643 0.00210552 0.00106901 -0.00182144 -0.00186656 -0.00736873
internal_weight=541.97 506.452 35.518 488.142 286.454 201.688 203.591 120.388 82.8633 13.6961 35.3232 14.2484 106.692 90.6251 18.3096 166.365 21.0067 16.3034 63.4425 19.0598 162.469 7.61782 9.65952 83.7431 64.1137 39.5651 32.1063 16.7443 24.5486 9.3053
internal_count=2900 2450 450 2299 1188 1111 709 460 479 80 279 87 380 336 151 832 205 149 340 158 770 66 76 299 243 126 111 69 117 51
is_linear=0
shrinkage=0.00546169


Tree=61
num_leaves=31
num_cat=0
split_feature=1 3 0 0 3 0 4 1 4 4 0 3 1 0 1 4 2 4 3 0 4 0 2 1 3 2 2 0 1 2
split_gain=6.88939 6.16242 5.58434 4.92629 4.26278 4.04007 3.96121 3.3835 6.53054 4.1515 4.71884 7.352 8.08912 6.8086 4.92908 5.56509 5.471 5.44625 4.65978 9.08274 5.74693 5.00229 4.53799 4.27794 5.26404 4.04994 4.89456 4.16087 4.49619 6.52203
threshold=87.33187390945001 0.07870000000000002 110.50907145210002 122.45926784190002 -0.27223499999999995 93.063666643600016 45.027406014450008 86.858705278550005 49.110028829250005 48.680511450650009 83.011521693850014 0.10500500000000003 57.960468834350003 78.626646483100004 69.873026810350026 38.238138001450004 -0.033594999999999993 40.621691032550004 -0.15959999999999999 93.679323555450011 42.622319549950006 104.06483731340002 -0.117115 71.429644067900014 0.10236000000000002 -0.0023999999999999998 0.12812000000000004 92.652332549650012 62.197478847950002 -0.088099999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 -2 6 5 -1 -4 8 9 10 11 12 13 -6 17 16 22 -12 -17 -20 21 -21 -16 -18 -25 27 -27 28 29 -19
right_child=1 -3 3 -5 7 -7 -8 -9 -10 -11 14 -13 -14 -15 15 18 23 25 19 20 -22 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.0029677918769325249 -0.016755756261290344 -0.015495457651225964 -0.0060171742748540372 -0.015102879460850933 -0.0052307743097072387 -0.020339185621587413 0.011846076830104392 0.012298663374698798 -0.0097808094644121126 0.010025136606099475 0.0052281649427774112 0.010502536508309514 -0.016759617532130146 0.019995890811850676 -0.0044925565397278822 0.0075204509494222905 0.012110192547648108 -0.0051412090124973346 -0.022203803469296148 0.0027227462018601578 -0.0053988104977729778 -0.010960135633920105 -0.018401369114418059 -0.014030828845211622 0.0079563344711300072 -0.015636847841386747 0.00082713519536830769 -0.0086825931701009513 0.0062310580699195192 0.0031762263444235074
leaf_weight=12.703132815659044 3.6682338360697093 9.5270598679780942 3.3999447487294656 2.487771049141883 11.52872833795846 3.1693198829889289 7.629832424223423 4.8147421032190314 10.988724464550613 9.3727985993027669 85.679073546081781 5.1013158857822409 10.547820199280975 2.4594022631645194 9.7665385939180869 16.116190623492002 4.320045754313468 26.801137886941433 3.5014509800821534 86.126005161553621 26.145138032734394 5.3781578391790381 8.1552452594041842 4.8755646944046003 3.5761194229125977 5.9779475741088373 7.9982225373387337 7.0303190983831874 36.438543759286404 53.548755720257759
leaf_count=119 56 245 60 57 128 32 32 20 127 31 296 16 115 4 97 58 11 132 50 367 163 59 92 59 15 41 37 44 124 213
internal_value=0.000180293 -0.00661619 -0.0016939 0.00239341 0.000573163 -0.00643641 0.0063397 0.000822485 0.000697313 0.000964807 0.00076313 -0.00453237 -0.0076583 -0.000795406 0.00116408 -0.000617565 -0.00591601 0.00250314 0.000567192 -0.000357771 0.000292405 0.00191853 -0.0108217 0.000967854 -0.00472751 0.000808748 -0.00621491 0.00160155 0.00222063 0.000401901
internal_weight=488.833 26.7128 17.1858 13.5175 462.12 15.8725 11.0298 446.248 441.433 430.445 421.072 29.6373 24.536 13.9881 391.434 167.96 30.6935 223.474 137.267 121.151 117.649 91.5042 17.9218 12.7717 8.45168 137.795 13.9762 123.819 116.788 80.3499
internal_count=2900 450 205 149 2450 151 92 2299 2279 2152 2121 263 247 132 1858 971 274 887 697 639 589 426 189 85 74 591 78 513 469 345
is_linear=0
shrinkage=0.0137644


Tree=62
num_leaves=31
num_cat=0
split_feature=1 0 1 4 4 0 3 2 1 4 0 0 3 3 0 2 0 0 4 2 3 1 0 2 3 4 1 0 1 2
split_gain=13.6505 6.9392 9.15233 9.21358 8.05197 6.31721 6.09354 5.51824 7.1383 5.51812 5.35626 5.77123 5.28496 5.57862 5.60162 6.16644 6.10451 6.76072 8.75034 6.61667 6.07179 6.61373 7.1488 5.99605 5.03812 8.80174 4.99382 4.80709 5.49 5.24068
threshold=87.33187390945001 75.994645973400011 69.873026810350026 41.919251152600005 38.238138001450004 92.031298721500022 0.07870000000000002 -0.0023999999999999998 66.447931152150019 44.921040431000009 110.50907145210002 113.28087178455002 -0.26439499999999999 -0.21013499999999999 93.776108048200015 -0.079824999999999993 97.32487278035002 102.21786657775002 47.673928029900004 -0.096499999999999989 0.070195000000000021 81.320481529800006 106.56510337475001 -0.101965 0.090720000000000023 41.261521012900012 72.187789260650007 92.652332549650012 62.197478847950002 -0.088099999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 9 3 -3 -4 -6 10 27 -9 -1 -2 -12 -7 -14 -15 16 19 -18 -19 23 -17 24 -23 26 -22 -26 -16 28 29 -5
right_child=6 2 4 7 5 12 -8 8 -10 -11 11 -13 13 14 15 20 17 18 -20 -21 21 22 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0057285671332215687 -0.0082435324513394758 0.0024478588232495855 -0.0033134742449681992 -0.0029457134860491393 -0.0083240906197212527 -0.0091757029227316871 -0.0076007620248558097 -0.00761745062487066 0.0040287753232889851 0.00063366262832959853 0.0058846894934700359 -0.0027054372632298101 0.0044675776281326036 -0.0091199295771539294 -0.0006018579420131048 -0.0038135368836048965 0.0019099784737904434 -0.007713591708965903 0.0018052921740924139 -0.0096130216833564975 0.0057951828350805657 -0.0079204123078888758 0.0033577413903601409 0.0056043823414854612 0.0040506148967772151 -0.0048727342909888425 -0.0096685144594439946 -0.0048155130121767973 0.0029527326948661273 0.0012365606564459083
leaf_weight=13.884778816252949 4.3188554011285332 163.87150584161282 35.157168339937925 21.919341042637825 3.7597665488719931 2.5100979730486861 12.536443173885344 8.3810506127774698 3.2228237912058821 10.657532550394533 5.1560105979442588 10.511403471231459 14.588400598615406 2.8265000618994227 7.230057068169117 7.4319171980023375 35.560647509992123 8.9612587913870829 8.1613318398594838 6.3977921307086936 23.521633137017488 5.0349646806716901 4.9097867459058762 3.8634157478809366 16.770623818039898 6.9007179439067832 4.2758981697261333 7.0606424137949935 34.806081183254719 33.51156697422266
leaf_count=191 56 561 292 114 51 23 245 63 11 51 25 124 47 23 39 42 145 78 48 57 75 40 22 13 52 48 54 45 123 142
internal_value=0.000207682 0.000481806 0.000661587 0.00145146 -0.000427336 0.0001963 -0.00396602 -4.78853e-05 -0.00438286 -0.00296576 -0.00168611 0.000121499 0.000397845 0.000551459 0.0001487 0.000337146 -0.000967261 0.000256821 -0.0031765 -0.00392992 0.00184116 0.00257667 -0.00235232 -0.00156421 0.00361533 0.00144926 -0.00397125 0.000469111 0.00088261 -0.000417258
internal_weight=527.7 495.177 470.635 272.773 197.862 162.705 32.5227 108.902 11.6039 24.5423 19.9863 15.6674 158.945 156.435 141.847 139.02 74.4504 52.6832 17.1226 21.7672 64.5696 57.1377 9.94475 15.3694 47.193 23.6713 11.506 97.2976 90.237 55.4309
internal_count=2900 2450 2208 1059 1149 857 450 498 74 242 205 149 806 783 736 713 434 271 126 163 279 237 62 106 175 100 93 424 379 256
is_linear=0
shrinkage=0.00665049


Tree=63
num_leaves=31
num_cat=0
split_feature=1 1 0 1 1 3 4 3 0 4 4 0 2 3 3 4 2 3 3 2 2 2 2 2 2 3 3 2 2 4
split_gain=14.1433 8.05598 14.3239 8.25279 7.0373 7.30055 6.54578 5.54841 6.02555 4.54812 4.71909 10.3435 8.07718 4.8101 4.42772 5.33032 4.34356 4.11153 6.28866 3.953 3.89705 4.48782 9.615 11.0804 11.0298 4.60219 6.13728 6.38372 4.34853 6.12032
threshold=89.912793714750009 70.343506983200015 85.716110573100011 70.73871032835001 62.00390986255001 -0.04931 37.186372654950006 -0.11050499999999999 70.623106628750023 42.049402686800001 43.124157941850008 86.20003303655001 -0.23155499999999998 0.080375000000000016 0.083905000000000021 37.572218886150004 0.68694500000000025 -0.13743499999999997 0.10332500000000001 -0.58180999999999994 0.25828500000000004 0.13860000000000003 0.090855000000000033 0.06041500000000001 -0.0039949999999999994 -0.22125500000000001 -0.22831499999999999 -0.15895000000000001 -0.053019999999999991 38.828362408050005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 -3 5 7 19 8 -1 -4 11 -11 13 -12 -7 -16 20 -6 -19 -5 21 22 23 24 25 26 27 -8 29 -27
right_child=-2 3 9 6 17 14 16 -9 -10 10 12 -13 -14 -15 15 -17 -18 18 -20 -21 -22 -23 -24 -25 -26 28 -28 -29 -30 -31
leaf_value=-0.0069317593026541812 -0.0047526741519415177 -0.0081813607137023493 0.0025070438552487534 0.0034776625493723886 0.0011952966728461518 0.0047974024764974275 0.00423818673029034 -0.0071180804041030971 0.00094478089739056885 -0.0076135413656701623 -0.0086898933050832614 0.00069150497476657877 0.0033712433682106819 0.0017293664038708861 0.0045945215758078578 -0.001116037245185897 0.0047940974481717928 -0.0077875055929259957 0.0012706961010850856 -0.0045565613143807799 -0.005911673362752343 0.0040383292280283178 -0.0087651354379845534 0.0065620430783623991 -0.0090690597295562062 -0.0065074353714564756 0.0080459747977891308 -0.0053672983182621965 0.0026436036346095797 -0.00055744608738192035
leaf_weight=4.8649368882179322 20.976067937910557 5.3081239312887183 149.34807036072016 2.6771702617406872 4.2653929218649891 11.327495813369749 6.3096551522612581 7.5215796567499629 15.787953764200209 7.2187318243086329 3.777308724820613 28.074673525989056 32.970653980970383 3.0799682885408401 8.3581937812268716 24.918192941695452 7.1181888207793227 12.341590709984304 3.850334681570529 18.897260263562202 4.3671787939965716 9.9330312013626081 4.9180136360228053 9.3006321713328344 5.4231119826436176 7.1838663481175749 5.8936143741011469 4.566836692392827 14.309498101472867 84.293307650834322
leaf_count=87 360 56 487 20 25 34 21 75 84 51 34 105 109 12 29 119 22 104 18 192 35 38 59 23 48 70 13 31 54 485
internal_value=0.000226741 0.000432266 0.00103555 -0.000573863 -0.00100316 -0.000101827 -0.00035581 -0.00256777 -0.000910595 0.00188235 0.000640401 -0.00100717 0.00210039 -0.00401005 0.00145581 0.000318312 6.66391e-05 -0.0042097 -0.00563352 -0.00355959 -0.000148385 1.70598e-05 -0.000263839 4.07162e-05 -0.000433206 -5.10709e-05 0.00296061 0.000205022 -0.000528506 -0.00102471
internal_weight=529.181 508.205 317.705 190.499 93.2357 72.7784 185.191 28.1745 20.6529 224.469 75.1213 35.2934 39.8279 6.85728 44.6039 33.2764 163.617 20.4573 16.1919 21.5744 156.499 152.132 142.199 137.281 127.98 122.557 16.7701 10.8765 105.787 91.4772
internal_count=2900 2540 1373 1167 575 428 1111 246 171 798 311 156 155 46 182 148 899 147 122 212 877 842 804 745 722 674 65 52 609 555
is_linear=0
shrinkage=0.00618797


Tree=64
num_leaves=31
num_cat=0
split_feature=0 0 4 4 2 1 3 1 0 0 3 4 4 0 1 1 1 1 4 2 4 1 4 1 2 0 1 1 4 4
split_gain=18.2313 10.0161 9.35132 9.18216 6.59257 7.09573 6.11816 6.03075 11.8909 10.4362 10.2673 7.00337 7.24029 6.46268 6.85203 6.09472 10.615 5.96414 5.49137 5.24248 6.33172 5.19691 5.1237 4.91183 12.7741 4.69304 10.9021 8.17503 4.63006 7.63253
threshold=102.84427732220001 75.994645973400011 39.995120105550008 44.527357125550004 -0.24103499999999997 87.33187390945001 0.074640000000000026 70.182199495350019 96.055920542800024 86.530713386650021 -0.089509999999999992 42.178283198950005 43.45354240915001 97.835679825150024 78.220689305400015 71.090898343450007 70.865067860500019 63.910026677050006 44.921040431000009 -0.16297999999999999 47.833738492450003 61.917879202350001 40.712530798250008 81.524804347700012 -0.11911999999999999 90.837623311600012 67.649671936450019 66.697957758300021 42.072181850200003 40.823855932350007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 18 -2 7 -4 -6 -7 9 10 11 -9 17 21 -10 28 16 -12 -3 -1 20 -5 -13 -19 -16 -25 -11 27 -27 29 -15
right_child=2 3 4 19 5 6 -8 8 13 25 15 12 -14 14 23 -17 -18 22 -20 -21 -22 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.0057214842444881352 -0.0066413871345170922 0.001943430293554582 -0.0081292753856282533 -0.0035508393987907665 0.0015108811731556493 0.00083708297542072982 -0.005932659840049489 0.0030476752063441285 0.0033466984401000718 0.0037588426261875359 -0.0060170511119713738 0.0017943844569291284 0.0021935487719061944 -0.0044185636346727687 0.0030621137410635898 -0.0087214448260493644 0.0065950379121440163 -0.0098680208583886795 0.00026701017259677805 -0.0049639819923981109 0.0029218780170518072 -0.0048105598316226595 0.0022399081936889356 0.0040908430177974634 -0.0097362901030067835 0.0011099993655491556 0.0031744737456008143 -0.0091661658771432161 -0.0097490280039185372 0.0032315338472827517
leaf_weight=14.9320858232677 18.736256331205368 80.66418169438839 5.4214233495295039 11.989619150757791 27.51994064450264 8.9653738588094729 14.157403998076914 8.0040787011384946 36.194243900477886 95.812880888581276 9.4338029623031634 6.1808920353651073 13.693372823297976 14.351838588714605 28.554263152182102 11.508680582046507 3.8694947734475127 3.3946693614125243 10.886700935661791 15.317863214761017 12.90044431388378 23.604520626366138 2.492041751742363 6.2841243594884872 4.8812042996287328 6.6996556818485242 34.112431950867176 6.0646993666887283 3.2405456006526938 8.5615350976586324
leaf_count=191 281 276 68 85 129 63 187 30 121 279 70 26 52 99 97 111 12 31 51 140 52 152 12 22 40 24 104 39 27 29
internal_value=0.000222519 0.00068714 -0.00271942 0.000911047 -0.00140873 -0.000689279 -0.00330783 0.00119944 9.03568e-05 0.00174798 -0.00326739 0.000433943 -0.00166571 0.00116991 -2.61235e-05 -0.00530456 -0.00234861 0.0014887 -0.00319639 -0.00201247 -0.00019605 -0.00343994 -0.00474233 0.00165205 -0.00195404 0.00294542 0.00128284 -0.00377249 -0.00257475 -0.00156012
internal_weight=548.43 473.63 74.8004 447.811 56.0641 50.6427 23.1228 407.603 134.884 272.719 32.8161 130.03 43.4788 102.068 65.8735 24.812 13.3033 86.5509 25.8188 40.2079 24.8901 29.7854 5.88671 39.7196 11.1653 142.69 46.8768 12.7644 26.1539 22.9134
internal_count=2900 2172 728 1930 447 379 250 1653 658 995 223 549 230 435 314 193 82 319 242 277 137 178 43 159 62 446 167 63 155 128
is_linear=0
shrinkage=0.00641236


Tree=65
num_leaves=31
num_cat=0
split_feature=1 1 1 1 0 1 4 0 4 2 2 2 2 3 3 0 0 2 3 2 1 1 0 1 1 3 4 0 3 0
split_gain=7.86979 4.6217 4.71629 7.26965 5.52761 6.69106 5.02672 4.65159 4.509 4.15723 4.6967 6.09386 7.1478 6.79769 6.232 5.81767 7.04664 7.8126 11.0841 5.46044 9.04977 6.57058 8.07553 5.43676 5.18284 7.49493 3.96213 3.89071 3.84395 4.70184
threshold=90.988176966900014 54.884872733100003 70.343506983200015 70.73871032835001 85.716110573100011 61.917879202350001 32.785955158400007 84.95796538030001 40.421032462050007 -0.61225999999999992 -0.59511499999999995 -0.24103499999999997 -0.15895000000000001 -0.22831499999999999 -0.15148999999999999 96.055920542800024 98.851916998450022 -0.094344999999999998 0.074640000000000026 -0.085734999999999992 77.52437864960001 81.524804347700012 106.56510337475001 73.365333921800001 71.090898343450007 -0.084259999999999988 39.995120105550008 101.99741301110002 -0.13743499999999997 85.613949164150014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 -4 5 7 -5 -3 -7 -8 -11 23 14 26 -13 24 -17 18 -18 -19 -21 27 -23 -12 -15 -26 -14 -22 -10 -30
right_child=-2 2 3 6 -6 8 9 -9 28 10 11 12 13 15 -16 16 17 19 -20 20 21 22 -24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.015800483089801354 -0.010775964647627858 -0.00066079971893309719 -0.018777056458508065 -0.01723196416316107 0.0031249129423498228 -0.020528987182999527 -0.016792662444022062 0.0095073683181345521 0.0080240182915032009 0.0098394661683847383 0.011171453880344207 0.016275438317762153 -0.0029827236593208246 0.0050130924693164141 -0.00063664048216752721 0.0067189815622203802 0.011991407608422735 0.011348725297340476 -0.018923587925830206 -0.02047593797218078 -0.00060380594518501533 -0.02030109182757809 0.0020565295470979655 -0.013170597302848306 0.014556322683773201 -0.016302220817422747 -0.02277780466083236 0.011066078347047655 -0.014145749143370195 -8.4164198508030857e-05
leaf_weight=3.6555495932698241 13.411647653207181 40.967572018504143 4.8565917797386637 3.82474829442799 210.08457356318831 4.4537088423967388 3.2038192600011817 12.580738730728624 4.3020784333348336 9.8335578739643079 2.3197512030601493 10.464512176811697 4.1110840998589975 5.2689132094383266 8.4057807773351652 34.977594986557961 3.2848792001604954 9.2402202337980182 10.139869723469017 4.5818034447729721 11.067155115306379 5.6120038442313662 8.997523404657839 12.762402929365633 1.956629298627379 12.077834868803615 4.5655762851238251 13.650781128555534 10.288953967392443 10.062629282474516
leaf_count=91 319 241 56 69 798 51 26 37 19 38 14 25 29 26 48 126 12 35 126 48 46 59 62 123 8 144 43 45 90 46
internal_value=0.000275468 0.00058323 0.000708541 -0.00111818 0.00186422 -0.00134006 -0.000642637 0.00172813 -0.00698456 -0.000283191 2.19905e-05 -0.000568529 0.000331719 -0.000893488 0.00874194 4.30958e-06 0.00140344 -0.00138931 -0.011359 0.00112889 -0.00102176 0.00124473 -0.00653177 -0.0094266 -0.00735626 -0.012 -0.0133987 0.00584103 -0.00453774 -0.00719314
internal_weight=495.01 481.599 477.943 185.203 292.74 82.6557 180.346 53.5483 29.1074 176.522 173.318 163.484 148.402 129.532 18.8703 120.855 101.552 66.5742 13.4247 53.1495 43.9093 39.3275 14.6095 15.0822 19.3034 14.0345 8.67666 24.7179 24.6537 20.3516
internal_count=2900 2581 2490 1208 1282 484 1152 278 206 1083 1057 1019 882 809 73 737 559 433 138 295 260 212 121 137 178 152 72 91 155 136
is_linear=0
shrinkage=0.0146266


Tree=66
num_leaves=31
num_cat=0
split_feature=1 3 0 3 0 2 2 4 4 1 0 4 4 0 4 2 0 1 3 1 1 0 3 4 0 2 2 3 3 3
split_gain=9.00312 5.98644 5.37791 5.05108 4.78529 4.3946 5.07029 4.31117 4.03166 3.8846 7.35036 6.36634 5.9636 5.51964 6.34779 5.32157 5.27658 5.46032 7.19651 6.65324 10.7929 5.70856 6.41874 5.41952 4.41553 9.69556 8.44423 6.52287 7.01338 7.445
threshold=87.33187390945001 0.07870000000000002 110.50907145210002 -0.27223499999999995 113.28087178455002 -0.088099999999999998 -0.030145000000000002 48.919835655300012 40.380906245900007 69.873026810350026 86.001087134900004 38.238138001450004 44.269496632500008 85.872041144650012 40.532725462000009 -0.033594999999999993 85.716110573100011 61.917879202350001 -0.17732499999999998 60.474177186300004 57.960468834350003 85.613949164150014 0.091545000000000029 43.968221017800005 95.429509798400019 1.0000000180025095e-35 -0.060760000000000002 -0.21013499999999999 0.090390000000000012 0.092835000000000015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 7 -4 -6 -7 8 -1 10 13 15 -12 16 -15 -11 17 19 -19 20 -5 23 -23 -20 25 26 27 -13 -29 -30
right_child=1 -3 4 9 5 6 -8 -9 -10 11 12 24 -14 14 -16 -17 -18 18 21 -21 -22 22 -24 -25 -26 -27 -28 28 29 -31
leaf_value=-0.0023835183413200059 -0.01277037565324963 -0.011805418774165001 0.0095328733827350076 0.0012681697249080671 -0.0097284300548120765 0.018854057013893408 -0.0048210623291406636 0.0065902656372964913 -0.013736997240397652 -0.0082775323406558896 0.003497877786428699 0.0080900049226860556 -0.0045538203471034606 -0.00028091118026024814 -0.018164429438035003 0.00044950919468924634 0.0048777001616718855 0.0086324951583237122 -0.014228636373620016 0.0056086618326347953 -0.013823791132529592 -0.0074020047640976196 0.0093579856461045684 0.0028273180707886524 0.0013774499633231682 -0.016350768509771137 0.01053839908641193 -0.01363934901454333 0.0092070183834041478 -0.0097929303478567521
leaf_weight=7.5798723511397856 3.8691478446126046 10.429918900132177 4.8797950744628897 22.731564898043874 5.1325911395251751 1.6672043055295942 2.4380973502993566 2.8647998049855223 6.2434250563383102 18.527366787195209 152.69956506043673 4.194675229489806 10.779657267034052 4.7137551233172399 4.0298154912889004 13.02464112639427 20.475938990712166 3.8103566803038147 11.514094926416876 20.305462766438723 6.7200547829270354 6.5828350558876974 4.0339245349168777 2.4780490994453421 123.5219478495419 5.0082923881709567 5.9218241199851063 7.9579083472490337 4.5748014375567418 4.4563063196837902
leaf_count=61 56 245 25 160 80 6 38 9 81 192 524 13 69 18 32 87 66 16 119 69 54 38 12 11 590 60 18 99 16 36
internal_value=0.000220803 -0.00549937 -0.00184272 0.000563191 0.00115215 -0.00327485 0.00479364 -0.00509063 -0.00751143 0.00076917 0.00157009 -0.00038982 0.00296696 -0.000556243 -0.00852323 -0.00467502 0.000149873 -0.00108844 -0.00474705 0.00100121 -0.0021754 -0.00681869 -0.00103391 -0.011208 0.000478917 -0.00297718 -0.000506141 -0.0035936 -0.00647834 -0.000168309
internal_weight=503.168 28.4168 17.9868 474.751 14.1177 9.23789 4.1053 16.6881 13.8233 458.063 270.875 187.188 163.479 107.396 8.74357 31.552 98.6523 78.1763 28.4193 49.7571 29.4516 24.6089 10.6168 13.9921 155.636 32.1138 27.1055 21.1837 16.989 9.03111
internal_count=2900 450 205 2450 149 124 44 151 142 2299 1188 1111 593 595 50 279 545 479 196 283 214 180 50 130 832 242 182 164 151 52
is_linear=0
shrinkage=0.0104622


Tree=67
num_leaves=31
num_cat=0
split_feature=1 3 0 0 3 4 4 4 2 1 1 3 0 1 0 0 1 4 4 2 2 4 2 2 1 0 2 4 4 2
split_gain=7.03909 5.69933 4.68776 4.36428 4.0386 3.71592 3.70455 3.76949 3.13144 3.81192 10.4546 6.99703 6.49765 5.36607 8.33448 5.3595 7.57669 4.50258 6.10918 4.20416 12.0531 6.8061 6.7002 4.35141 4.05057 3.87453 3.34224 6.5558 6.45148 4.08199
threshold=87.33187390945001 0.07870000000000002 110.50907145210002 122.45926784190002 -0.27223499999999995 45.027406014450008 48.919835655300012 40.380906245900007 0.68694500000000025 66.697957758300021 66.318885161900013 0.25847000000000003 92.031298721500022 65.630639880500027 86.530713386650021 90.603727454250006 67.649671936450019 41.495754733000005 43.124157941850008 -0.053019999999999991 -0.01762 41.348489042950007 -0.0023999999999999998 -0.063985 64.434276012450013 70.028957381900014 -0.058529999999999992 38.238138001450004 34.542090938800008 -0.074434999999999987
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 -2 5 6 -4 7 -1 9 10 13 12 15 14 19 16 -11 24 -19 23 -21 -22 -23 -6 -16 -24 27 28 -14 -29
right_child=1 -3 3 -5 8 -7 -8 -9 -10 11 -12 -13 26 -15 17 -17 -18 18 -20 20 21 22 25 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.0030254752920780034 -0.017689017604969506 -0.016615362658391718 -0.0069816363310305695 -0.016254234760621267 0.00024836958328696736 0.011590501184625608 0.0087613346445245231 -0.01908593854837699 0.0098921740693434044 0.014102127830739934 0.015354496901439732 -0.022492010265218604 0.0023751539736734722 -0.011150898223463233 0.01240967131383967 -0.020185816113645259 -0.016578300153130433 -0.0029949921434267914 0.010261834070669881 -0.018570360147153762 0.006669019804200628 0.0087672772175414124 0.0030315835428387215 0.010627824837384954 0.00082921339993902307 -0.021822610322662309 0.0029276585557559691 0.00088919052735738279 -0.016276506123486089 -0.014184227119930297
leaf_weight=7.4578424170613271 3.4057844225317302 9.2598528526723367 3.4641178883612138 2.4203353412449351 92.624624906107783 7.6076690666377544 2.8325693607330313 5.6941498499363661 8.4807268083095533 3.5127236396074277 12.431816838681696 3.1988680846989146 6.4387476705014732 7.3441199585795394 27.533947430551052 6.3900579065084457 3.6021815333515406 20.380585715174675 12.325288765132425 9.9706194959580881 16.225963145494465 3.4797004498541355 1.8050243519246558 9.8755957223474962 8.8082996830344182 5.9669022522866726 70.839334677904844 99.87166203930974 11.267896939069031 4.1337644271552554
leaf_count=61 56 245 60 57 463 32 9 81 32 9 33 31 48 39 80 51 45 81 35 70 60 22 28 30 33 58 349 547 130 25
internal_value=0.000258994 -0.00724259 -0.00210643 0.00182705 0.00068327 0.00577969 -0.00665796 -0.00997885 0.000946079 0.000772872 0.00209904 -0.000676989 -0.000338328 0.00133733 0.00177616 -0.0103051 -0.00143096 0.00600207 0.00200088 -0.000308823 -0.00457113 0.000508686 -0.00837513 0.0012484 0.00960291 -0.0160502 0.000360709 -0.00113332 -0.00949412 0.000290088
internal_weight=488.651 26.1578 16.8979 13.4921 462.493 11.0718 15.9846 13.152 446.508 438.028 228.772 209.255 206.056 216.341 208.997 13.505 7.11491 69.0481 32.7059 139.948 37.4482 27.4776 11.2516 102.5 36.3422 7.77193 192.551 121.712 17.7066 104.005
internal_count=2900 450 205 149 2450 92 151 142 2299 2267 1032 1235 1204 999 960 105 54 229 116 731 238 168 108 493 113 86 1099 750 178 572
is_linear=0
shrinkage=0.0148642


Tree=68
num_leaves=31
num_cat=0
split_feature=1 1 4 0 0 1 1 4 2 0 1 1 3 3 4 2 2 4 4 4 4 4 4 3 4 4 3 1 3 3
split_gain=6.24829 4.11392 3.77823 3.55702 8.11352 5.98609 7.52171 5.39741 5.01996 4.74283 9.26095 4.19128 3.78096 9.14666 4.32373 4.21941 8.96222 3.54228 3.06123 2.95306 6.79445 2.90539 6.24802 4.93939 5.02635 8.10221 3.18516 2.86951 5.50375 5.02264
threshold=90.988176966900014 54.884872733100003 29.904643970450003 90.837623311600012 90.337570099350003 67.649671936450019 64.434276012450013 41.872669623500009 -0.0023999999999999998 87.181320254150009 63.910026677050006 64.434276012450013 0.091975000000000015 0.08784500000000002 41.24714903835001 -0.14581999999999998 -0.26138499999999998 39.852039223600009 39.945535567850008 48.315732392000008 48.988717865950008 43.19689381845 43.061965423550006 0.082325000000000023 48.008184682100008 43.509905336500005 0.083415000000000031 69.873026810350026 0.25847000000000003 0.21240500000000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 4 7 6 -5 9 21 10 12 -11 13 14 15 16 -4 -14 -8 -2 -21 22 -9 24 25 -23 -25 -7 29 -29
right_child=19 2 3 5 -6 27 18 8 -10 11 -12 -13 17 -15 -16 -17 -18 -19 -20 20 -22 23 -24 26 -26 -27 -28 28 -30 -31
leaf_value=-0.015210288636092945 -0.015150441365534747 -0.01208312795502557 0.012673947038151228 0.0095685973416207489 0.012149718080776667 0.0047480750110624036 -0.0051164467039014304 -0.0011823214185249687 -0.012464568189638939 0.012542796234058058 -0.017720634100358474 0.0025075855961428058 0.010519253627692177 -0.015951023082527212 0.0098196483861675878 0.0032125559003188969 -0.019426919150481451 0.0021904897877207652 -0.020616656613303311 0.020139877481632588 -0.015720592709029636 0.0120179897597915 -0.019800997445288647 0.017006952139428377 0.0035901513566207839 -0.017686055528475249 0.004095740722128146 -0.00054101731718501466 -0.019592001350610136 0.015750675166535728
leaf_weight=3.3336515724658957 7.6804082375019771 4.6771920043975106 2.5555926561355555 3.2459206581115714 14.713542273268102 23.416265472769737 4.0262094885110837 40.872862540185452 7.4290354419499627 17.60580488294363 4.7583991177380076 15.935138598084448 17.332604989409447 6.4435043819248667 10.944654397666453 16.548357699066408 5.5307955741882306 25.160515502095222 7.0352142378687859 1.8421729430556295 2.5068184230476618 2.4957547783851641 3.974570106714963 5.2663074657321003 12.985039651393889 7.0833054669201374 14.179268985986708 185.30703921988606 2.9899530671536914 3.8828261718153945
leaf_count=91 249 76 8 10 46 91 19 196 74 53 45 59 49 39 33 64 62 89 55 11 59 10 30 11 49 75 56 1148 32 11
internal_value=0.000223863 0.000482229 0.000594395 0.000722817 0.00196198 -0.000526646 -0.00940661 0.00127153 -0.00127962 0.00323006 0.00152245 0.00777512 0.00260587 -0.000409352 0.00240528 -0.000888759 -0.00928188 0.00558773 -0.0149748 -0.00986492 -0.000530591 -0.000322949 -0.00283239 0.002356 -0.00215668 -0.00994688 0.00759239 6.26442e-05 -0.000508255 -0.000206656
internal_weight=481.759 469.729 466.396 461.718 231.815 229.903 14.3073 217.102 94.2861 122.815 89.2744 33.5409 84.516 42.0229 35.5794 24.6347 8.08639 42.4931 11.0614 12.0294 4.34899 86.8571 44.8474 42.0097 22.5641 9.57906 19.4456 215.596 192.18 189.19
internal_count=2900 2581 2490 2414 1048 1366 84 1002 501 501 389 112 344 206 167 134 70 138 74 319 70 427 226 201 134 85 67 1282 1191 1159
is_linear=0
shrinkage=0.0141766


Tree=69
num_leaves=31
num_cat=0
split_feature=0 4 2 3 4 0 1 0 2 1 0 1 1 4 3 3 3 3 1 0 0 3 2 0 1 0 2 2 4 2
split_gain=13.3226 8.01766 7.66496 7.34524 7.11116 7.03914 8.07139 14.4608 6.45584 5.9317 11.182 6.5191 12.4588 8.15474 6.30598 6.53929 5.53676 13.065 5.51457 6.04366 5.24434 4.93591 5.86711 6.50531 7.24756 7.11233 4.56226 6.05603 4.37594 4.31897
threshold=104.3578792496 42.406961525800007 -0.088944999999999996 0.074640000000000026 42.178283198950005 75.309089150100007 70.182199495350019 94.614906984850009 0.11970500000000002 71.090898343450007 96.249489528150022 72.953999827850012 74.986474174450009 38.238138001450004 0.094165000000000013 0.12064000000000002 1.0000000180025095e-35 -0.15684499999999998 61.917879202350001 85.716110573100011 116.55541378745001 0.088165000000000021 -0.024989999999999998 97.32487278035002 62.837331883000012 86.692020874450009 -0.23955999999999997 -0.22386500000000001 46.177190236600005 0.049235000000000008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 -3 5 -1 -7 -8 16 -9 -11 -12 -13 -14 -15 -16 17 26 -18 -20 -4 29 23 24 25 -23 -6 28 -28 -21
right_child=1 2 20 -5 8 6 7 9 -10 10 11 12 13 14 15 -17 18 -19 19 21 -22 22 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0056415535094334326 -0.0063512257574706039 0.0011982370576337929 0.0047061448146725315 -0.0087945525958009509 -0.0062561758071788161 0.0023192097235731407 -0.0086698025360702098 0.0067186243525263322 -0.0058893077863891152 -0.0082403197658046951 0.0074832806193534732 -0.011552858786086371 -0.0037869234692777705 0.0038826735172461466 -0.0042420245784886117 0.004617912802822189 0.005241985622836458 -0.0090839798019618709 -0.0044341329869782183 0.0013494925686014399 -0.0036405932403520305 -0.004725773325533195 -0.0077752324527856449 0.0050264801865914002 -0.0074980564055112846 0.0057804315685950616 0.008600250406702873 -0.0050145967789585666 0.00095747950008451114 0.0080434053781215965
leaf_weight=7.1997811757028094 22.14216298609972 6.3667478524148455 12.779358301311733 8.7265347801148874 4.6693445146083823 187.3191343434155 9.0669798143208009 7.495575137436389 10.622258998453615 7.2708259597420684 6.9210691377520552 4.1844249293208113 14.147469520568846 37.644982781261206 12.023021250963213 6.3815283589065066 11.382147718220947 10.895246729254721 13.123284712433813 53.136873215436935 5.3416273929178706 5.878207013010984 5.9770231992006293 8.7618737295269948 8.0597666315734369 7.1426135152578354 5.6765320003032746 5.483338892459872 11.040540389716623 5.3050852566957465
leaf_count=100 368 34 50 115 56 664 75 26 93 58 19 35 122 125 66 23 39 118 85 250 71 36 45 27 58 18 12 52 47 13
internal_value=0.000227427 -0.00305388 -0.000855725 -0.00457933 0.00061654 0.00126865 0.00143877 -0.000129903 -0.000552487 0.000676092 0.000164739 0.000916398 0.00030536 0.00101223 0.00222358 -0.00116996 -0.00019033 -0.00254973 0.000559902 6.36287e-05 0.00224573 0.000689817 -0.0013779 -9.66035e-05 -0.00222595 0.00103744 9.98042e-05 0.00143664 0.0035527 0.00195713
internal_weight=522.165 55.3564 33.2143 15.0933 466.809 299.655 292.455 105.136 167.154 96.0689 88.5733 81.3025 74.3814 70.197 56.0495 18.4045 156.532 37.765 118.767 107.385 18.121 94.2614 35.8195 29.8425 21.0806 13.0208 26.8698 22.2004 16.7171 58.442
internal_count=2900 638 270 149 2262 1313 1213 549 949 474 448 390 371 336 214 89 856 285 571 532 121 447 184 139 112 54 167 111 59 263
is_linear=0
shrinkage=0.00707411


Tree=70
num_leaves=31
num_cat=0
split_feature=0 1 0 4 1 4 1 3 3 0 3 3 1 0 0 4 4 0 0 4 4 1 0 3 1 3 3 3 3 0
split_gain=10.081 7.96682 7.66968 7.94995 7.50231 6.68396 6.20502 5.3754 5.80286 5.39785 4.27595 5.76985 4.19028 4.3504 7.45514 3.97175 4.47127 3.85155 6.2783 10.1755 4.70974 4.58765 10.1811 6.5148 7.47932 9.13954 4.57538 5.06325 4.94558 9.06202
threshold=98.851916998450022 77.898074329750017 85.716110573100011 44.527357125550004 89.912793714750009 36.735256530150004 62.00390986255001 -0.04931 -0.11050499999999999 70.623106628750023 -0.17732499999999998 0.10332500000000001 75.18810853425002 95.429509798400019 91.625341543800019 43.812290675100009 37.572218886150004 85.807518149550006 86.001087134900004 40.532725462000009 42.654057868200006 69.873026810350026 96.249489528150022 -0.089509999999999992 71.090898343450007 0.090390000000000012 0.088990000000000027 0.082620000000000013 0.11308000000000003 97.152811460000024
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 6 17 5 -3 7 8 9 -1 -8 -12 13 14 -5 16 -9 -4 19 -19 -21 -20 23 -23 25 -25 27 -24 29 -28
right_child=1 4 3 12 -6 -7 10 15 -10 -11 11 -13 -14 -15 -16 -17 -18 18 21 20 -22 22 26 24 -26 -27 28 -29 -30 -31
leaf_value=-0.010375968938235376 -0.0080022788075776018 -0.0083893850928069696 0.0073061863357323656 0.0015742681244305735 -0.0067066142486374054 0.00089871074020317679 0.0028314204449249999 0.006700501774411529 -0.010871818528321257 0.0018962985558810045 -0.011523614904458836 0.0019779344196974207 -0.012275488717475034 0.0041444434926988637 -0.012305212069370757 0.0087724450557871321 -0.0011338836308588938 0.0033922104515442123 0.0033192121555092845 -0.018403184451191511 -0.0027357056736453684 0.0043136741188998231 0.0013069664562117475 -0.010049273547389749 -0.010642528010106591 0.0027039840779777688 0.0085768168946684514 0.0098284779891348074 0.0075879323453892271 -0.0077271955808033794
leaf_weight=4.0924944430589738 17.502593420445919 7.6119353696703902 12.696886003017424 7.54957870393992 17.667203646153212 77.373563300818205 3.8220133110880878 8.5844782665371877 6.9471003189682952 14.795681711286305 11.95396565645933 3.7097204551100722 3.9417252466082564 7.4965431168675414 6.3926615528762341 6.5392831936478606 27.042908705770969 7.9969644844531995 155.86524916440248 4.2897880934178829 2.8605718687176704 9.5927624963223916 10.462062500417234 7.3842572420835522 11.720903191715477 15.74007512629032 4.4271377027034786 15.442473269999025 5.9959678724408141 9.797587037086485
leaf_count=87 146 110 36 39 360 414 22 32 75 84 110 20 58 31 67 20 130 26 540 33 15 37 44 54 115 67 13 37 22 56
internal_value=0.000288596 -0.00210453 0.00103134 0.00175062 -0.00109895 6.67996e-05 -0.00143226 -8.39958e-05 -0.00348106 -0.000762729 -0.00613751 -0.00832597 -0.00331339 -0.00166563 -0.00478962 0.00199737 0.000753825 0.00221923 0.00197231 -0.0039376 -0.0121353 0.00233558 0.000642689 -0.002588 -0.004488 -0.00136849 0.0037552 0.0063869 0.000383759 -0.00265292
internal_weight=507.296 120.155 387.141 299.653 102.653 84.9855 87.4876 68.0019 25.8353 18.8882 19.4857 15.6637 25.3805 21.4388 13.9422 42.1667 35.6274 274.273 261.576 15.1473 7.15036 246.428 90.5632 44.438 34.8452 23.1243 46.1252 25.9045 20.2207 14.2247
internal_count=2900 1030 1870 1290 884 524 580 428 246 171 152 130 195 137 106 182 162 1095 1059 74 48 985 445 273 236 121 172 81 91 69
is_linear=0
shrinkage=0.0094576


Tree=71
num_leaves=31
num_cat=0
split_feature=1 0 1 1 4 2 4 4 0 1 0 4 3 1 1 2 2 2 2 1 4 1 0 1 4 0 3 2 1 3
split_gain=6.36665 3.20413 4.40131 6.90515 4.1589 4.32962 3.65757 3.59081 3.56365 3.24975 7.36733 6.87419 5.77679 3.04662 8.48727 3.42414 6.03322 5.72787 6.16537 8.61206 5.23402 4.91221 6.22563 4.31658 6.82819 4.99849 4.64876 7.75204 6.46234 5.51096
threshold=89.912793714750009 75.994645973400011 70.343506983200015 70.73871032835001 37.186372654950006 -0.58180999999999994 44.921040431000009 41.941595803500007 94.047642319350018 57.960468834350003 84.95796538030001 39.530201452500002 0.093295000000000031 71.090898343450007 71.52105164435001 -0.24103499999999997 -0.59511499999999995 -0.15895000000000001 -0.14581999999999998 89.619751778500017 40.036761086100007 81.524804347700012 104.86330937810001 80.288113607700012 42.406961525800007 97.900202820250016 0.09254500000000003 0.15973500000000004 75.922057603850007 0.07870000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 7 -4 5 -5 -1 8 9 -3 11 12 -11 -6 -15 16 -16 -17 19 -19 -18 23 -23 24 26 -26 29 28 -28 -20
right_child=-2 2 3 4 13 -7 -8 -9 -10 10 -12 -13 -14 14 15 17 20 18 21 -21 -22 22 -24 -25 25 -27 27 -29 -30 -31
leaf_value=-0.012323851687213642 -0.010161532437737113 0.016626077290325988 -0.020912857379162566 0.012874217457793427 0.010808205233298342 -0.010736476176314376 0.0014755272090026929 -0.00013043811774338142 -0.0090541298453754582 -0.014413102270963127 0.0049823599055754241 -0.027195482990292934 0.0096033664261814013 -0.017075666958631101 0.003447976728175896 0.011246884264621795 -1.2219698899952729e-05 -0.020979872613842127 -0.0032413218079242407 0.018961274607051763 -0.022801238983393982 -0.018286712374755858 0.0014680749709051384 0.011330360006579124 -0.0008327618052408677 -0.02117956794065599 -0.0009082912892284 0.01816798958248509 -0.028070162773563008 0.012838740694253361
leaf_weight=10.832177145406606 15.327357193455098 5.579527035355567 4.6489336192607871 2.419132016599181 7.2536261752247801 16.823085963726044 10.114794712513683 103.25597160309553 5.6741940677165976 4.8458935432136041 138.50578793883324 3.5808175057172766 6.2386313006281853 7.6458726599812499 11.320459730923178 15.546076893806456 4.615030247718094 7.0352500416338426 7.9298188276588943 1.8584271371364591 6.7712519988417625 6.8776193298399475 11.793953150510786 15.742356352508066 8.8131408188492042 5.2445337250828734 7.2005124352872354 3.5652774646878234 3.5669639445841312 21.65069280937314
leaf_count=191 360 13 56 20 33 192 51 505 29 44 490 31 19 71 51 52 34 105 41 5 72 59 76 47 63 44 39 11 31 65
internal_value=0.000303669 0.000647183 0.000943428 -0.00106505 -0.000533758 -0.00776814 -0.00566046 0.00228142 0.00379603 0.00425533 0.00380471 -0.00731756 -0.000896069 0.000367652 -0.00014691 0.000780732 -0.00508292 0.00192043 0.000488833 -0.0126338 -0.0135645 0.00175211 -0.00580854 0.00366723 0.00158626 -0.0084236 0.00479065 -0.00292278 -0.00990626 0.00852807
internal_weight=482.277 466.95 446.003 178.322 173.673 19.2422 20.947 267.681 164.425 158.751 153.171 14.6653 11.0845 154.431 147.177 139.531 22.7067 116.825 101.279 8.89368 11.3863 92.3849 18.6716 73.7133 57.9709 14.0577 43.9133 14.3328 10.7675 29.5805
internal_count=2900 2540 2298 1167 1111 212 242 1131 626 597 584 94 63 899 866 795 157 638 586 110 106 476 135 341 294 107 187 81 70 106
is_linear=0
shrinkage=0.0165021


Tree=72
num_leaves=31
num_cat=0
split_feature=0 4 4 3 0 0 3 2 3 4 3 3 3 2 2 1 0 0 4 2 3 2 2 0 1 1 1 1 0 4
split_gain=5.60441 3.1167 4.74599 3.10445 3.55513 3.15588 2.80672 12.0183 6.6845 9.02598 5.78472 5.6413 5.66231 5.14592 6.19392 4.71376 5.50865 4.51053 6.32528 5.68032 4.13929 6.02658 4.94456 5.65454 3.40996 3.29507 8.0228 4.36965 9.42358 5.47291
threshold=114.06859001680002 48.315732392000008 48.988717865950008 -0.27223499999999995 93.063666643600016 71.249517373150013 -0.15684499999999998 -0.24103499999999997 1.0000000180025095e-35 41.468518788800004 -0.093074999999999991 -0.23472499999999999 -0.24523500000000001 -0.18126999999999999 -0.079824999999999993 62.009286778800011 97.013011637200023 104.3578792496 42.406961525800007 0.20981000000000005 0.079785000000000009 -0.065399999999999986 -0.15818499999999999 92.851278451300018 80.059594666650014 59.74022811670001 57.960468834350003 61.923256118600001 85.613949164150014 43.874475754150005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 5 -1 7 -5 9 10 -8 12 13 -9 -15 -12 -17 20 -19 -20 21 22 -10 -24 -11 26 -22 -27 29 -29
right_child=1 2 -4 6 -6 -7 8 11 17 24 15 -13 -14 14 -16 16 -18 18 19 -21 25 -23 23 -25 -26 27 -28 28 -30 -31
leaf_value=-0.01995955310667008 -0.01549932338474333 0.019700675523623912 -0.011446439380060939 -0.0211755571456601 -0.021773069537618372 0.0010130834944133745 0.0072677447473350199 0.014276126669280631 0.0087953766528314735 -0.018529371126748597 0.008832218334199414 0.014052436486643692 -0.014105585587814213 -0.018702565913824108 0.005294716334204452 -0.024181924355742738 0.00045897129715969726 -0.017869291839089738 -0.0043623986525044732 0.021045369114038995 0.00251481268908327 0.014136135063366331 0.0038492245143120726 -0.021214584755975003 0.0043858667117995546 0.0071627994205775772 -0.025578599545560545 -0.020902052237649654 0.0011888484108539535 0.006947156114880032
leaf_weight=2.1370781548321238 8.4617396201938373 1.8928799480199803 3.2879832312464714 4.149787660688161 2.9770980253815642 10.034988619387148 12.836075749248268 9.6799996271729487 9.0826572366058809 12.61398867331445 3.1133020445704451 16.295366799458861 4.2883979082107571 3.4804046079516437 10.953633980825538 5.1459374614059907 3.9288150053471327 7.2003285735845592 12.820005197077988 2.5987180043011895 6.9554108120501024 14.901812316849826 4.8227230757474917 4.080564035102725 1.8253865689039219 27.57849594950676 3.8934848047792912 7.5256833434104902 253.51445466093719 2.2511470727622509
leaf_count=48 217 11 54 49 37 71 69 32 37 147 14 58 32 26 55 38 32 157 117 6 36 54 18 68 11 91 34 84 1187 10
internal_value=0.000259627 -0.00963862 -6.65308e-05 0.000552751 -0.00642342 -0.00266913 0.000789955 0.00433434 0.000353506 -0.00576665 -7.38796e-05 0.0067027 0.00248593 0.00543653 -0.000491623 -0.00780585 -0.0135139 0.00102961 -0.00574294 -8.0097e-05 0.00148743 0.00676652 0.000660608 -0.00763805 -0.0156325 0.000912002 -0.00756744 0.00122827 0.000606655 -0.0144897
internal_weight=474.328 13.6426 5.18086 460.686 15.1492 12.1721 445.537 48.8476 396.689 39.4635 25.0241 44.6978 28.4024 24.114 14.434 12.1881 9.07475 357.225 22.6191 15.4187 334.606 32.8878 17.9859 8.90329 14.4394 301.719 10.8489 290.87 263.291 9.77683
internal_count=2900 282 65 2618 156 119 2462 252 2210 311 153 203 145 113 81 84 70 1899 280 123 1619 177 123 86 158 1442 70 1372 1281 94
is_linear=0
shrinkage=0.0156704


Tree=73
num_leaves=31
num_cat=0
split_feature=0 4 1 1 0 4 1 3 3 0 1 3 3 4 0 0 3 3 2 0 1 2 2 0 1 2 2 1 0 0
split_gain=10.4658 7.92031 7.04271 7.15786 6.75355 7.41323 5.25938 5.43696 5.24646 5.35638 4.88845 4.78231 4.15176 4.92239 3.92333 7.311 3.88932 9.54728 6.97999 6.8786 6.90679 6.25709 14.5618 6.73982 5.06959 5.06097 4.9642 4.73719 4.49502 4.77144
threshold=98.615332683000005 36.735256530150004 77.898074329750017 90.988176966900014 85.716110573100011 44.527357125550004 62.00390986255001 -0.04931 -0.11050499999999999 70.623106628750023 75.18810853425002 0.087725000000000011 0.083905000000000021 37.572218886150004 95.429509798400019 91.625341543800019 0.088165000000000021 0.093295000000000031 -0.10098 97.483491810050012 70.026268923800004 -0.072569999999999982 -0.083794999999999994 85.968825637350008 69.873026810350026 -0.23280999999999999 -0.11131999999999999 68.214248143850014 91.144107538500023 90.337570099350003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 11 -4 6 16 7 8 9 -1 14 -3 -9 -14 15 -7 19 18 -18 20 25 22 24 -23 -19 -6 -26 28 29 -27
right_child=1 2 3 -5 5 10 -8 12 -10 -11 -12 -13 13 -15 -16 -17 17 21 -20 -21 -22 23 -24 -25 26 27 -28 -29 -30 -31
leaf_value=-0.0065147879615588553 -0.005796515927606047 -0.0080570628034481451 0.00044938403305268683 -0.0043975824575629386 -0.0025222604392157143 0.0011089069179565641 -0.0035736647856383134 0.0044009150430727017 -0.0065734807642347012 0.0010540172368986897 -0.0078993624223767985 -0.0017287935769698672 0.0042104440541219125 -0.0011826803657822035 0.0026469679086433356 -0.0076245910889396716 0.0023017999024143834 0.002624261332883938 -0.0036022569336583068 0.0062833863277366227 -0.00076636857112126705 -0.0031551651833003247 -0.0087464912154981284 0.0036240862206931134 0.00022314414056126878 0.0019985828571850968 -0.0082640767029031736 0.0059721366002286969 -0.0025863029915102718 0.0064734455923130714
leaf_weight=4.1831144951283994 12.637866541743277 7.0710721015930202 80.154669128358364 12.327893469482659 6.6717961654067031 7.6322097666561657 18.985033966600895 10.933176565915344 6.9714943282306185 15.169529400765894 4.1508130505681029 10.270172171294687 7.9170177280902889 23.70456101000309 7.2777830846607676 6.006899006664753 9.6232541874051076 28.375987000763416 25.979340106248856 12.228369407355784 31.501197911798954 5.7435556426644316 5.8764225728809825 49.167437314987183 10.084911804646252 55.391099169850349 3.1784388795495024 14.081249281764029 6.2427377179265013 9.84064172208309
leaf_count=87 205 73 448 256 32 39 152 34 75 84 58 59 29 119 29 67 36 91 141 31 166 30 42 162 50 185 30 33 32 25
internal_value=0.000151846 -0.00135696 -0.00084608 -0.000196715 0.000629391 0.00105347 -0.000813998 -5.33534e-05 -0.00216874 -0.000581996 -0.00202896 -0.00430921 0.00125521 0.000167583 -0.000864023 -0.00273748 0.00133549 0.00063525 -0.00200641 0.0020464 0.00162765 0.00155347 -1.99628e-05 0.00291499 0.00121158 0.00244534 -0.00181074 0.00283273 0.00221423 0.00267365
internal_weight=509.38 122.462 109.824 92.4826 386.918 299.054 87.8639 68.8789 26.3241 19.3526 25.0677 17.3412 42.5548 31.6216 20.9169 13.6391 273.986 138.029 35.6026 135.957 123.729 102.427 47.5158 54.911 41.6393 92.2275 13.2634 85.5557 71.4745 65.2317
internal_count=2900 1041 836 704 1859 1279 580 428 246 171 193 132 182 148 135 106 1086 582 177 504 473 405 213 192 171 307 80 275 242 210
is_linear=0
shrinkage=0.00592185


Tree=74
num_leaves=31
num_cat=0
split_feature=1 4 4 0 4 3 4 2 3 3 1 0 0 2 4 3 2 0 1 0 2 2 1 0 3 3 4 3 4 2
split_gain=5.40589 3.14741 2.73075 4.45819 4.3702 4.11944 3.72088 3.41945 3.18407 6.82798 3.56544 4.37813 2.86399 2.97638 11.3628 2.92064 2.80757 7.10524 6.99537 6.01892 5.57299 7.08241 5.46191 3.82336 2.90894 5.25553 2.68167 3.42192 2.61186 4.97974
threshold=90.988176966900014 29.904643970450003 42.599563320500003 103.44649194340002 42.406961525800007 -0.22125500000000001 43.19689381845 0.68694500000000025 0.087725000000000011 0.094415000000000013 69.873026810350026 86.388225105700016 75.309089150100007 0.22542000000000004 38.938637541200009 -0.25276999999999999 -0.065399999999999986 85.968825637350008 63.910026677050006 93.262612545250008 -0.085734999999999992 -0.079824999999999993 61.82916008405001 86.345209775600011 0.076080000000000023 0.088395000000000015 43.542456167850005 0.08883000000000002 41.811877919650009 -0.081844999999999987
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 7 5 -5 8 12 10 -10 11 -4 15 16 -15 -3 20 22 23 -20 -14 28 -18 -19 -21 -26 27 -8 29 -22
right_child=-2 2 6 4 -6 -7 26 -9 9 -11 -12 -13 13 14 -16 -17 17 18 19 24 21 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.010519962707728162 -0.0088479013263362098 0.0054535324567451266 -0.0058265051475607831 0.0034650311166932344 0.011336783587328175 -0.012860095699392352 0.008146635193037325 0.012261653091682831 -0.020802768031327998 -0.0026670323621382826 -0.010078534660628607 0.0087286434476604585 0.0021570357470333656 0.0052063192624004955 -0.016402342362782717 -0.015121815452599364 0.003860976261272399 0.0031484644737204757 -0.0073649862704122738 -0.0023035994256785965 -0.025990621549492526 0.00050982987875502702 -0.010280986826351167 0.012578127329168057 0.012720108249812732 0.0019748514120287415 -0.00064584083390413168 -0.0055211615677700429 -0.0045137597020340845 -0.0046928359342499381
leaf_weight=4.4083135444670907 10.902997080236672 1.7652304079383609 6.2853593621402997 3.5927261710166922 2.210706114768981 9.6423022858798486 13.216436665505173 4.9818771705031386 5.4343908317387095 9.9553487896919233 5.4840705934911957 7.8956105932593346 126.18161356449127 9.978436008095743 7.0197958536446086 3.4544972795993081 8.6248850747942942 10.48179494589567 9.2972033470869047 9.100958548486231 4.0903043672442436 25.211368799209595 9.9712038934230787 23.846371084451675 12.342660866677759 20.526831664144993 92.808768775314093 4.0531814992427817 5.5159544721245766 3.4080065935850126
leaf_count=76 319 32 52 27 9 153 59 16 51 59 42 22 570 40 52 60 34 40 47 43 32 118 65 69 32 92 620 25 27 17
internal_value=0.000208583 0.000422875 0.000528576 0.00121594 -0.00559959 -0.00842854 -0.000945512 0.00157183 -0.00463779 -0.00907108 -0.00116832 0.00227744 0.00138871 0.00156329 -0.00371746 -0.00816355 0.00189748 0.0035687 0.00515262 0.00210852 0.000838353 -0.00351458 -0.00372193 0.00969887 0.00420707 0.00600975 0.000230304 0.0049388 -0.0113107 -0.0163107
internal_weight=471.689 460.786 456.378 311.245 15.4457 13.235 145.133 295.799 35.0548 15.3897 19.665 14.181 290.817 285.597 16.9982 5.21973 268.599 104.192 85.5958 51.2677 164.407 38.2256 18.5961 34.3282 41.9705 32.8695 110.078 17.2696 13.0143 7.49831
internal_count=2900 2581 2505 1575 189 180 930 1386 226 110 116 74 1370 1278 92 92 1186 422 323 214 764 194 99 109 167 124 704 84 76 49
is_linear=0
shrinkage=0.013013


Tree=75
num_leaves=31
num_cat=0
split_feature=0 4 4 2 0 2 0 3 3 2 4 3 3 1 3 0 3 2 0 0 4 0 1 1 1 0 0 3 4 2
split_gain=9.1916 8.67369 6.51862 6.27851 5.82074 5.21535 4.93927 4.08291 11.4047 5.7944 5.38585 4.90324 5.79825 4.06211 4.51449 4.94464 3.85718 3.72014 3.98712 7.80877 7.63398 6.74049 9.59886 6.54035 12.0529 6.17858 6.37362 7.43531 6.00016 5.59946
threshold=102.84427732220001 39.995120105550008 42.599563320500003 0.11970500000000002 75.309089150100007 -0.24103499999999997 100.13162306855001 1.0000000180025095e-35 -0.15684499999999998 -0.23871499999999998 43.19689381845 0.087725000000000011 0.094415000000000013 87.33187390945001 0.07870000000000002 110.50907145210002 -0.25095999999999996 0.68694500000000025 93.972365491700018 96.249489528150022 41.840895355800008 87.181320254150009 63.910026677050006 71.090898343450007 70.865067860500019 98.201310130900012 99.983757871350008 0.11308000000000003 41.941595803500007 -0.057185
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 4 6 -1 -3 7 8 9 -4 11 -9 -13 -7 15 -15 -11 18 21 23 25 22 28 24 -20 -21 27 -27 -6 -30
right_child=1 5 3 -5 17 13 -8 10 -10 16 -12 12 -14 14 -16 -17 -18 -19 19 20 -22 -23 -24 -25 -26 26 -28 -29 29 -31
leaf_value=-0.0069791365089658481 -0.0092279288530520177 -0.011170161347672861 -0.0087106016096864542 -0.008305143457335554 0.0024072093476565637 0.0022455694497111648 -0.0087033868717700386 0.0016528637395652167 -0.012401366436406696 -0.0020878234981853371 0.0028699229749200453 -0.014404933977684109 -0.0016836632904540598 -0.011009404581300631 -0.010564624657106664 0.0025914699737451677 0.0065301572353423107 0.0092086276795837318 -0.0059165870876200987 0.003451735994319088 0.007397783400484908 0.0041824346141535263 -0.01054718361860277 -0.010917255928235742 0.012607783820382291 -0.014647715239274888 -9.5538682197701411e-06 0.0016166399881231146 -0.00069082925511941833 -0.013350768421253913
leaf_weight=6.8920613303780547 14.951739300042389 4.0795402117073527 4.7250704355537918 9.4857965074479562 85.770239539444447 25.236140117049217 5.9335492588579646 13.924963660538198 8.0220227725803834 7.8565461337566438 52.162452071905136 4.8031729497015467 8.7050345689058286 2.9934358820319202 5.4800623804330817 10.102852106094359 10.460236418992279 5.5354086756706229 11.209131799638273 26.90968357026577 15.108401194214819 89.416306361556053 6.1441992446780196 8.8917215317487699 4.1607041656970969 6.5073344185948354 27.00689958781004 3.8737263791263103 12.812391310930254 3.948299527168273
leaf_count=110 281 68 59 89 305 129 48 57 100 49 239 45 47 47 122 81 36 16 75 100 45 301 58 75 11 59 139 17 56 36
internal_value=0.000277322 -0.00304792 0.000751969 -0.00103339 0.00146841 -0.00111854 -0.000441774 1.2128e-06 -0.00285664 0.000466356 0.00111655 -0.00221738 -0.00620702 -0.000182596 -0.00348128 -0.0005173 0.00283368 0.00165787 0.00151936 4.24904e-05 0.00145254 0.00229226 0.000737049 -0.00457249 -0.000901932 5.55532e-05 -0.00238882 -0.00857862 0.00141326 -0.00367312
internal_weight=503.109 62.8438 440.265 126.079 314.187 47.892 116.593 110.659 31.0639 23.0419 79.5956 27.4332 13.5082 43.8125 18.5764 13.0963 18.3168 307.294 301.759 103.668 79.406 198.091 108.675 24.2616 15.3698 64.2976 37.388 10.3811 102.531 16.7607
internal_count=2900 728 2172 769 1403 447 680 632 244 144 388 149 92 379 250 128 85 1293 1277 521 360 756 455 161 86 315 215 76 397 92
is_linear=0
shrinkage=0.00929464


Tree=76
num_leaves=31
num_cat=0
split_feature=1 1 1 0 4 1 0 0 4 4 3 3 0 2 2 2 1 2 3 3 0 4 4 2 3 0 1 2 1 4
split_gain=4.97657 2.90053 6.0898 4.55743 4.39364 3.91872 3.51892 5.97448 8.28566 3.87969 3.29455 5.62771 3.25388 3.59473 4.33645 4.18999 4.35827 3.47104 3.25045 5.11642 4.29391 3.71302 5.23109 8.356 4.29498 4.15232 5.17758 3.71427 3.3182 3.10199
threshold=90.988176966900014 70.343506983200015 70.73871032835001 85.716110573100011 32.785955158400007 62.00390986255001 85.807518149550006 86.001087134900004 40.532725462000009 42.674081447500008 -0.17732499999999998 0.091705000000000023 94.550383989750017 -0.61225999999999992 -0.59511499999999995 -0.5422499999999999 75.551050381850018 -0.086339999999999986 -0.04931 -0.11050499999999999 71.144667506050013 35.131296350900008 41.322103772800006 -0.01762 0.083415000000000031 85.253695774650012 61.409760615700009 -0.092289999999999997 58.549241164900003 44.269496632500008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 5 -4 18 -5 8 -8 -10 -7 -12 17 -14 -15 16 -16 -6 19 20 -1 -20 23 27 -24 26 -26 -23 -22 -9
right_child=-2 2 4 6 12 10 7 29 9 -11 11 -13 13 14 15 -17 -18 -19 21 -21 28 22 24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.011112774414167024 -0.0086318619481873197 -0.0162392396819835 -0.015241350569410689 0.0086624816808220789 -0.00071679382420060508 0.0041222888610004237 0.0033339157724268944 0.0029950645376404022 -0.024238487408548726 -0.0043646498849001149 -0.0176582099886173 -0.00069307559732685055 -0.014015476180874847 0.0090828111551424801 0.0023773312170968057 0.00043009890418018864 -0.018154810881262452 -0.017648927630104762 0.012358281693824601 -0.014100539206623935 0.0076879483083481925 -0.02661633622951801 0.012017321248100059 0.0060380310111691534 -0.0039110530902711641 -0.0080872687544187201 0.016353177030930238 -0.0067180768231011045 -0.0072482955223854024 -0.0037383734777443754
leaf_weight=4.5508890673518243 10.675026617944239 4.3367663994431487 3.4102695081382981 13.886572204530237 4.7425212785601616 3.6439461745321777 7.539997957646845 160.86676260828972 4.2877179160714149 2.7825283855199814 7.3620269093662483 6.1777157075703144 2.9967624545097342 9.4508892744779569 3.0120970159769049 140.10984579659998 4.3277222067117691 3.7044808547943813 5.5273564383387557 6.0848599206656209 9.5186216682195646 3.1149746663868427 8.2060077264904994 5.171979792416094 4.4181517567485553 6.1063593663275233 4.2492478936910629 3.3389590606093407 3.4927341639995566 12.679854325950144
leaf_count=95 319 56 69 41 55 22 26 601 34 15 84 41 24 34 16 852 48 54 20 75 46 26 22 19 33 37 9 16 30 81
internal_value=0.000214979 0.000420687 -0.000900044 0.00124247 -0.000512733 -0.001385 0.00229536 0.00182544 -0.00622405 -0.016417 -0.00694033 -0.00991761 -0.000214365 0.000204459 0.000476056 -7.55996e-05 -0.00972888 -0.00814248 0.000111722 -0.00374297 -0.000154348 0.00238298 0.000789683 -0.00637473 0.0044143 0.000191238 0.00602361 -0.0163219 0.0036785 0.0025031
internal_weight=469.774 459.099 176.091 283.007 171.755 80.9638 202.043 188.157 14.6102 7.07025 17.1837 13.5397 168.344 159.897 156.901 147.45 7.33982 8.447 63.7801 23.6471 17.5622 40.133 34.6057 11.6259 22.9798 14.7738 8.6674 6.45393 13.0114 173.547
internal_count=2900 2581 1208 1373 1152 575 798 757 75 49 147 125 1083 974 950 916 64 109 428 246 171 182 162 61 101 79 42 42 76 682
is_linear=0
shrinkage=0.0131069


Tree=77
num_leaves=31
num_cat=0
split_feature=0 4 1 3 2 2 2 4 1 1 0 4 2 3 2 1 3 0 3 2 4 3 4 3 3 3 3 3 0 3
split_gain=5.17044 6.78529 5.13163 5.65601 4.38982 6.27693 4.79944 4.11436 5.89677 4.14368 3.9462 3.67286 3.99749 5.8641 5.17989 4.38178 3.51362 6.42952 6.19903 6.86594 3.41573 3.26175 3.2287 3.20626 6.77881 5.2879 6.40246 5.46647 5.14519 4.85537
threshold=98.201310130900012 36.735256530150004 78.285212300550015 0.085495000000000029 -0.61225999999999992 -0.59681499999999998 -0.50001499999999999 42.178283198950005 76.42211081615001 74.784839814650013 75.309089150100007 42.34047585750001 -0.23771499999999998 0.091705000000000023 -0.11600999999999999 62.197478847950002 -0.15684499999999998 116.55541378745001 -0.22831499999999999 -0.15895000000000001 41.24714903835001 0.11467000000000002 40.259171735100004 0.083415000000000031 0.070195000000000021 0.08708500000000001 0.088105000000000017 0.094415000000000013 86.780739992750014 0.085880000000000026
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 21 3 -3 -4 -6 -7 10 9 11 20 -9 13 -13 15 -14 18 -18 19 -8 -1 -2 -5 24 28 29 -27 -28 -16 -25
right_child=1 2 4 22 5 6 16 8 -10 -11 -12 12 14 -15 23 -17 17 -19 -20 -21 -22 -23 -24 25 -26 26 27 -29 -30 -31
leaf_value=-0.012144034409398551 -0.012374815834728823 -0.013756134326847904 -0.016541224481074639 -0.0086645813265022603 0.012237838607489827 -0.013202344048452998 0.01107107323379348 -0.0096186947845747651 -0.013364305659423738 0.007400264081195148 0.0019249095600063189 -0.010361624819087086 -0.00025578900707160212 0.00429222936408511 -0.013710917161201659 0.007513905604470821 0.00029812957195509652 -0.012390350685881582 0.011706305654140945 -0.010743671914290435 0.0063992603452585851 0.0048369792618908284 0.0015345328527457262 -0.0041778235481447325 0.005807521150988885 0.0083439413103667502 -0.0093644894933087187 0.00053727114215529868 0.003403440069363379 -0.01910083339404155
leaf_weight=4.0829712413251391 8.8558411225676519 6.5620137602090862 1.7154292203485955 5.3407488614320746 4.8945125229656687 3.038887742906808 2.6587491184473038 5.0225014705210915 3.9850239753723136 7.4584594555199137 218.29719359986484 9.5463196057826263 15.447104796767233 4.5243958830833426 4.4629519637674111 17.292010296136141 54.794463619589813 4.8894845284521571 7.5619486141949803 4.1579441949725151 1.5368855856359003 1.4386535342782725 10.061836510896681 6.9180470854043943 16.032730888575315 6.7207514382898799 10.131306968629362 16.431093540042639 3.5412834361195564 3.7951352410018444
leaf_count=74 189 75 20 38 18 54 7 39 73 24 929 127 68 17 70 60 378 136 31 51 26 18 48 37 59 24 81 83 15 31
internal_value=0.000190755 -0.00175296 -0.000952544 -0.00551356 0.000244196 0.000595362 -0.000143719 0.000825319 -0.00066468 -0.000267204 0.00169908 -0.0007443 -0.000356191 -0.00564972 0.000382937 0.00384798 0.000392094 -0.000741348 0.00509687 -0.00223516 -0.00707292 -0.00996947 -0.00200195 -0.00128452 0.00182934 -0.00298574 -0.000900426 -0.00323941 -0.00613908 -0.00946429
internal_weight=471.197 115.971 105.676 21.9646 83.7114 81.996 77.1015 355.226 131.309 127.324 223.917 119.866 114.843 14.0707 100.772 32.7391 74.0626 59.6839 14.3786 6.81669 5.61986 10.2945 15.4026 68.0333 24.037 43.9963 33.2832 26.5624 8.00424 10.7132
internal_count=2900 1063 856 161 695 675 657 1837 808 735 1029 711 672 144 528 128 603 514 89 58 100 207 86 400 144 256 188 164 85 68
is_linear=0
shrinkage=0.0106021


Tree=78
num_leaves=31
num_cat=0
split_feature=0 0 4 4 1 1 1 4 1 4 3 0 1 0 3 1 3 4 4 1 3 2 0 3 4 1 4 0 0 3
split_gain=13.929 9.28343 8.11233 8.0446 6.58588 7.95879 5.52779 5.59701 5.30157 5.20197 4.49835 3.71471 7.8544 10.8997 7.86353 8.55255 9.2706 5.68643 6.24243 6.00676 5.625 5.52516 6.26741 4.96116 4.65685 4.14186 3.73625 4.25509 3.62263 3.56486
threshold=98.615332683000005 75.994645973400011 44.527357125550004 36.735256530150004 77.898074329750017 90.988176966900014 75.18810853425002 47.833738492450003 74.188002109750016 44.921040431000009 0.087725000000000011 86.530713386650021 69.873026810350026 96.249489528150022 -0.089509999999999992 71.090898343450007 0.090390000000000012 42.178283198950005 43.45354240915001 63.910026677050006 0.088990000000000027 0.13860000000000003 97.835679825150024 0.082620000000000013 40.712530798250008 61.917879202350001 42.686561923500008 85.613949164150014 91.625341543800019 0.086945000000000022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 9 11 -2 10 -6 7 8 28 -1 -5 17 -13 14 -14 16 -16 19 25 -3 23 22 -22 -15 -21 -19 -27 -28 -4 -9
right_child=3 2 6 4 5 -7 -8 29 -10 -11 -12 12 13 20 15 -17 -18 18 -20 24 21 -23 -24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.0043197144646340245 -0.0049416532922201871 0.0015026317348730501 -0.0016037172654732839 -0.0066171650094409215 0.00026356143613064797 -0.0038777186853740674 -0.0065974543950211859 -0.00019759584660436027 0.0034826081798832878 0.00032074315889907588 -0.0015386657687434982 0.0022937277739687591 0.0026242785537486306 0.00089689954815279035 -0.0052072550795684066 -0.0057180788115290537 0.0014574107214915856 0.0012554485207390918 0.0017129279504153826 -0.0073879722640925495 0.00072812040924065771 0.0049393287279316956 -0.0061684662407126886 0.00529923225560549 0.0016540366704092186 -0.0060263237521244488 -0.0063328700752854888 -9.441030609453653e-05 -0.0067809906674957173 0.0052087040775315998
leaf_weight=13.680234231054785 12.752912994474171 78.064609609544277 7.397989567369228 7.1136851944029358 84.494504075497389 13.138620503246782 4.4533286653459063 8.3061636015772802 2.8791793659329405 10.433077804744242 10.703752685338257 123.73236691951752 9.7201867885887605 10.292562238872053 7.4727642685174969 12.421348452568052 16.200792148709297 5.8463255688548115 13.015780817717312 3.442981779575347 11.025437347590925 4.4916771650314322 4.5656651630997649 16.057578712701797 2.3469567969441414 8.3937199190258998 3.6993824280798426 9.7114064618945104 5.9949747994542122 4.6678865849971762
leaf_count=191 205 276 48 73 448 256 58 44 12 51 59 400 35 40 54 115 67 26 52 36 43 12 31 37 13 66 40 46 55 11
internal_value=0.000208221 0.000664985 0.000856816 -0.00121089 -0.000798786 -0.000293736 -0.00145988 -0.000677583 -0.00261116 -0.00231193 -0.00356628 0.0010861 0.00147867 0.000385435 -0.00132749 -0.00239168 -0.000646349 0.00040519 -0.00111376 0.00114183 0.00207557 0.000102106 -0.00129146 0.00357965 -0.00372279 -0.00244434 -0.00343635 -0.0018153 -0.00392117 0.00174752
internal_weight=526.518 398.314 374.201 128.203 115.451 97.6331 33.6995 29.2462 16.2721 24.1133 17.8174 340.502 215.98 92.248 45.8151 36.0949 23.6736 124.521 40.6666 83.8545 46.4329 20.0828 15.5911 26.3501 5.78994 27.6508 21.8045 13.4108 13.393 12.9741
internal_count=2900 1859 1617 1041 836 704 228 170 115 242 132 1389 834 434 271 236 121 555 230 325 163 86 74 77 49 178 152 86 103 55
is_linear=0
shrinkage=0.00494996


Tree=79
num_leaves=31
num_cat=0
split_feature=0 4 2 3 4 2 3 3 3 1 1 0 4 2 0 1 2 0 4 2 2 3 1 0 4 0 4 2 4 3
split_gain=7.22532 7.61056 8.54495 6.49665 4.67069 5.47186 4.61689 4.41018 10.3579 4.4752 4.71753 4.64167 4.49018 4.25367 9.3755 6.9802 5.72025 4.25264 4.22519 5.41635 6.40841 4.60313 4.17771 6.99561 5.74569 4.55891 11.2057 3.93473 3.89078 3.79287
threshold=104.3578792496 42.406961525800007 -0.088944999999999996 0.074640000000000026 42.178283198950005 0.11970500000000002 -0.52484999999999993 1.0000000180025095e-35 -0.15684499999999998 61.917879202350001 80.468240302450013 100.24991522630002 42.34047585750001 -0.067574999999999996 84.280473931450004 81.320481529800006 -0.085734999999999992 85.716110573100011 40.259171735100004 -0.13820499999999999 -0.23155499999999998 0.10211000000000002 63.910026677050006 86.345209775600011 39.468990633150007 92.313586825200005 38.238138001450004 -0.085734999999999992 38.115457128050004 -0.22253999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 29 3 -3 6 7 -1 8 -6 -9 11 12 -11 16 -15 22 18 -14 19 20 -8 -21 23 24 -16 26 -24 -4 -22 -2
right_child=1 2 27 -5 5 -7 13 9 -10 10 -12 -13 17 14 15 -17 -18 -19 -20 21 28 -23 25 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0073901704327515852 -0.00085234974052693043 0.0011850186809876629 0.0092087178323351591 -0.0091046276726745347 1.6183583696371352e-05 -0.0058684921792558969 -0.00028078352545820196 0.0050539692022721393 -0.0091244767415427832 -0.008095523010904708 0.0051580599866042935 -0.0067449392652018363 -0.0037489048090750105 -0.0060909593009041054 0.0072399524755765695 -0.0055230201728084316 -0.0025312276411067923 0.0010480569417737741 0.0026756447802077023 0.0034650351643918352 -0.0042189790717217799 -0.0037709027803601437 0.0049949126426246625 0.0075744211755983965 -0.00055735829574502058 0.002809514230737806 -0.0087529616979291971 0.0011259179549575895 -0.014659221784470084 -0.0084042091568910689
leaf_weight=3.529895916581153 5.1223453078418997 6.0583056062459963 4.5464053787291077 7.788966603577137 25.154697747901082 9.9489693343639356 27.932045876979828 11.070560187101362 9.47931434586644 3.6438882537186137 9.1922106593847257 6.0589986033737651 11.993235547095535 7.1884218975901595 7.6731570959091213 5.5182867571711531 30.727264750748873 71.172888714820147 51.941801536828279 26.067712921649218 6.481497345492242 6.0077418908476821 6.4070588275790197 24.094479389488697 16.60904124379158 54.996015697717667 6.7737800180912018 12.655283022671936 2.8559145256876945 13.241089185699819
leaf_count=42 64 34 13 115 167 93 157 39 118 29 33 50 83 65 19 46 157 337 198 100 63 35 20 66 65 211 44 108 25 304
internal_value=0.000208118 -0.00249468 -0.000245453 -0.00460282 0.000509917 -0.00051893 0.00107966 -0.000158748 -0.00248561 0.000553595 6.54407e-05 -0.000438629 1.52702e-06 0.00118595 0.00217979 0.00266683 0.000340873 0.000356296 0.0010685 -0.000135305 -0.00206747 0.00210974 0.00305458 0.00472951 0.00190659 0.00186609 -0.00207027 0.0032622 -0.0074122 -0.00629767
internal_weight=491.931 49.4124 31.049 13.8473 442.519 157.715 284.804 147.766 34.634 113.132 102.061 92.869 86.81 281.274 129.26 122.072 152.014 83.1661 121.287 69.3449 37.2695 32.0755 116.554 48.3767 24.2822 68.1769 13.1808 17.2017 9.33741 18.3634
internal_count=2900 638 270 149 2262 949 1313 856 285 571 532 499 449 1271 536 471 735 420 578 380 245 135 425 150 84 275 64 121 88 368
is_linear=0
shrinkage=0.00745228


Tree=80
num_leaves=31
num_cat=0
split_feature=0 4 2 1 2 3 2 4 1 1 0 4 0 3 3 0 2 2 2 2 1 3 4 2 3 2 1 2 3 2
split_gain=4.89986 6.35251 4.46147 4.50895 5.81438 5.67509 4.51248 3.73256 5.44476 3.7699 3.653 3.25645 3.22089 3.9109 5.83228 4.51901 3.83636 3.21668 6.51813 5.86987 4.05052 3.18526 3.0279 3.58725 5.4653 4.90725 4.00716 3.11868 4.14779 3.54443
threshold=98.201310130900012 36.735256530150004 -0.61225999999999992 78.285212300550015 -0.59681499999999998 0.085495000000000029 -0.50001499999999999 42.178283198950005 76.42211081615001 74.784839814650013 75.309089150100007 41.24714903835001 122.45926784190002 -0.15684499999999998 -0.22831499999999999 116.55541378745001 -0.15626499999999999 -0.067574999999999996 -0.053019999999999991 -0.040019999999999993 58.549241164900003 0.11467000000000002 42.34047585750001 -0.23771499999999998 0.091705000000000023 -0.11600999999999999 62.197478847950002 -0.088099999999999998 0.085880000000000026 -0.08459499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 21 -3 5 -5 -4 -6 10 9 22 11 -1 13 14 16 -15 -8 20 -19 -20 -12 -2 -9 24 -24 26 -25 28 -27 -29
right_child=1 2 3 4 6 -7 12 8 -10 -11 17 -13 -14 15 -16 -17 -18 18 19 -21 -22 -23 23 25 -26 27 -28 29 -30 -31
leaf_value=-0.016399945188382382 -0.016706202826705471 -0.022257496658534468 -0.018342941004147052 0.01608793189084496 -0.017832793167514707 -0.0019800283451220048 0.009644533312067903 -0.011963152921594156 -0.017861328761114969 0.0096888023938343521 0.012292417710427328 0.0082139932444917213 -0.015380633955031746 0.00034187797020661425 0.017084713253832946 -0.017597215376719828 -0.013060605236839624 0.011684961266701399 -0.0099157637198889707 0.0037842847886247759 0.00029102908434747724 0.0064302041359577443 -0.013628957593864914 -0.00025750264636062122 0.0056784648936675734 -0.00037436587425115832 0.0098705019366422189 0.0087155849401559116 -0.01428275480470711 -0.0015940451685625297
leaf_weight=3.9294032752513877 8.5052390247583372 2.0683798193931571 6.231723457574847 4.8078354876488438 2.930126952007412 15.1274127215147 2.9924439545720816 4.9750514514744273 3.7967777829617253 7.3740866035222998 6.1767320632934561 1.5649964362382887 2.5897824652492991 54.848260492086418 7.0255947113037021 3.0886728037148705 3.213690098375082 20.483199495822191 7.1469225063920012 73.315212402492762 112.69535370916128 1.450341997668146 9.3654241170734149 15.42160678654909 4.5292131155729285 9.5352950207889098 17.21453807130456 8.3386109396815282 8.3962185420095903 41.512241378426552
leaf_count=74 189 23 75 18 54 83 11 39 73 24 18 26 87 378 21 73 33 60 36 297 518 18 127 68 17 50 60 30 62 258
internal_value=0.000271389 -0.00231966 -0.00127442 -0.000852457 0.000694275 -0.00675406 -0.000270799 0.00110805 -0.000834369 -0.000323976 0.00223273 -0.00938904 0.000426868 0.00100209 0.00808045 -0.000614472 -0.00211275 0.00252322 0.00441748 0.0025674 0.000914635 -0.0133357 -0.00094294 -0.000463326 -0.00733535 0.000487537 0.0050847 -0.00172593 -0.0068868 0.000130459
internal_weight=470.65 114.88 104.924 102.856 81.4964 21.3591 76.6886 355.771 130.459 126.662 225.312 5.4944 73.7584 71.1687 13.2317 57.9369 6.20613 219.817 100.945 80.4621 118.872 9.95558 119.288 114.313 13.8946 100.419 32.6361 67.7824 17.9315 49.8509
internal_count=2900 1063 856 833 675 158 657 1837 808 735 1029 100 603 516 65 451 44 929 393 333 536 207 711 672 144 528 128 400 112 288
is_linear=0
shrinkage=0.0144301


Tree=81
num_leaves=31
num_cat=0
split_feature=1 4 4 3 3 2 0 0 1 1 1 0 0 3 3 3 2 3 3 3 0 4 4 4 0 1 2 4 2 2
split_gain=4.28974 2.85285 5.63661 2.48941 4.42936 3.66407 2.78896 4.43054 2.65394 8.99212 10.5333 6.10455 5.39134 4.09805 5.03715 6.61404 8.1219 3.65054 4.34271 4.07958 3.33916 3.33406 3.21965 4.44969 5.47139 3.18495 2.79725 5.49464 5.94946 4.80253
threshold=90.988176966900014 48.315732392000008 48.988717865950008 -0.25765499999999997 -0.25276999999999999 -0.23557500000000001 95.071944867050021 76.591483678350016 66.697957758300021 66.318885161900013 65.727424373200009 92.031298721500022 87.181320254150009 0.12064000000000002 0.093295000000000031 0.08784500000000002 -0.082314999999999985 0.085765000000000022 0.083795000000000022 0.082055000000000017 91.410264893400026 41.840895355800008 48.008184682100008 43.509905336500005 84.95796538030001 56.981870074850008 -0.058529999999999992 38.771633980050005 -0.10098 -0.11808
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 5 -5 -1 7 -7 9 10 12 20 13 14 15 17 -17 18 19 22 -10 -15 23 24 -6 -25 27 28 29 -13
right_child=1 2 -4 4 8 6 -8 -9 11 -11 -12 26 -14 21 -16 16 -18 -19 -20 -21 -22 -23 -24 25 -26 -27 -28 -29 -30 -31
leaf_value=-0.024520636154602066 -0.020465504077428205 0.025137231599836749 -0.021207296257801399 0.018773933362817279 -0.015842191151911236 -0.016521411018010503 -0.017748473550316744 0.0073054861989213481 -0.0071936931421720295 0.019179017283288642 -0.029077636545240763 -0.011996349680571974 0.0075983383747538829 -0.0046438279541705825 0.0062242575402294258 -0.0022506732930567515 -0.02849809222684296 0.0097067649804912452 -0.01852160602967191 0.011322134340860742 -0.029205816497799714 -0.028277109001393779 0.0082103102707764171 -0.0020516655198612246 0.003873299366598363 -0.032609251772256237 0.0028820921814823046 2.5421395295422151e-05 -0.02668119520293671 0.011460618246810593
leaf_weight=3.3361573666334179 6.1686038337647897 1.8800355792045595 2.105925191193819 5.2059462554752818 7.4865926746279063 3.9755845274776247 3.6387587692588559 11.492261137813328 8.0109528191387636 11.262265458703039 4.2253602035343638 9.8412829209119081 48.487362928688526 8.2908331900835019 46.925243206322193 12.376119308173658 6.9779411107301703 14.81999287381768 4.9658079948276272 10.526949591934679 3.8676774110645047 3.1056621558964244 8.6720640584826452 2.0729192551225415 18.475007869303226 3.4223814494907856 77.880915034562349 103.7418319452554 6.3093344029039136 4.9728631209582099
leaf_count=55 249 11 59 21 105 64 38 48 66 33 32 112 169 35 184 67 58 58 34 33 37 29 31 32 74 31 412 617 79 27
internal_value=0.000329477 -0.0121764 0.000651765 0.000608969 0.000937221 -0.00570843 -0.00242367 0.00118144 0.000719613 0.00226302 0.00131439 -0.000805581 0.00196757 0.000124294 0.00105858 -0.00164088 -0.011714 0.00112672 -0.00115937 0.000542658 -0.0143608 -0.0110841 -0.0022851 -0.00517848 -0.00181209 -0.0210824 -1.13972e-05 -0.00181612 -0.0108603 -0.00412223
internal_weight=464.521 10.1546 3.98596 454.366 431.923 22.4428 19.1066 15.4678 426.717 212.093 200.83 214.625 196.605 148.118 136.721 89.7958 19.3541 70.4417 55.6217 50.6559 11.8786 11.3965 40.129 31.4569 25.9616 5.4953 202.746 124.865 21.1235 14.8141
internal_count=2900 319 70 2581 2376 205 150 112 2355 1005 972 1350 940 771 707 523 125 398 340 306 103 64 273 242 179 63 1247 835 218 139
is_linear=0
shrinkage=0.0194548


Tree=82
num_leaves=31
num_cat=0
split_feature=0 3 2 2 1 4 2 4 2 0 1 1 0 1 1 1 2 2 4 0 4 4 4 0 1 2 2 2 3 2
split_gain=10.0599 6.81954 5.8573 8.75476 5.45179 4.8771 5.0414 4.61078 6.23538 4.10924 5.13123 5.00025 7.38293 9.26991 9.25287 14.2992 7.14388 8.14294 6.69048 4.66564 4.58913 3.7318 4.45015 5.51608 6.8252 3.95223 4.79176 3.96742 6.943 6.27502
threshold=104.3578792496 0.075065000000000021 -0.088944999999999996 -0.085734999999999992 54.884872733100003 45.027406014450008 -0.18126999999999999 42.599563320500003 0.11970500000000002 84.95796538030001 57.960468834350003 69.873026810350026 96.249489528150022 71.090898343450007 72.953999827850012 74.986474174450009 -0.016334999999999999 -0.060760000000000002 38.238138001450004 98.201310130900012 40.621691032550004 43.19689381845 44.527357125550004 85.775256651950016 61.998532946250002 -0.08725999999999999 -0.11911999999999999 -0.082885 0.084795000000000023 -0.019444999999999997
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 5 -3 -4 -1 6 -2 9 21 10 -6 20 13 16 -14 -16 17 -13 -17 -20 -11 25 23 24 -23 26 -9 -27 -29 -30
right_child=1 2 3 -5 7 -7 -8 8 -10 11 -12 12 14 -15 15 18 -18 -19 19 -21 -22 22 -24 -25 -26 27 -28 28 29 -31
leaf_value=-0.0073486871492700074 0.002590842998418056 -0.0079536639249542431 0.0075531732434954242 -0.0045596679650357578 0.0024863018432485489 0.0034507652882187741 -0.0067309050300533649 -0.00054270693016706902 -0.0057932003493400917 0.0031275402168298317 -0.0034148723501230701 -0.0013944346069302287 0.007410096105239814 -0.0071046252401433573 -0.010898270939025182 -0.0030399894560749949 -0.0077957576861441098 0.0074055885366889583 0.0047943654741311788 0.0009058072514037134 0.00084681630750182155 0.0027266873030159238 -0.00071419835272007503 0.00359900943370299 -0.0099810524272291659 0.0045695554987286681 -0.0089356350348372953 0.0040747627743314644 -0.011826297860347395 -0.00032747349800409001
leaf_weight=3.9270747900009146 4.4366625715047121 13.583004459738733 3.4450644999742499 12.49279275909066 10.248354703187944 10.844610366970299 6.4321668986231106 5.8000461831688881 9.227028012275694 86.9036038890481 19.089375797659159 13.435217801481487 10.068157456815241 11.967985171824692 4.6369534730911246 13.463216017931698 4.3074454143643406 7.3686412796378127 20.78680332750082 42.543325655162334 73.860134873539209 4.4658855330198994 47.569438444450498 31.509908959269524 3.3456786870956421 5.7287463210523155 6.5608983412385005 5.1651896536350241 4.091425336897375 4.5209783203899825
leaf_count=91 39 243 16 187 56 53 100 27 89 283 153 76 26 95 39 122 26 17 60 178 293 28 313 110 30 20 51 20 32 27
internal_value=0.000221851 -0.00260282 -0.00470774 -0.0019414 0.000543029 0.000258945 -0.00292576 0.000612413 -0.000466113 0.00104556 -0.00135345 0.00128881 0.000299939 -0.00223233 0.00132613 0.000573899 8.97919e-05 0.0017225 0.00126661 0.00218215 0.0020797 -5.22201e-05 0.000669968 0.00234447 -0.00271601 -0.00202137 -0.00499748 -0.000135452 -0.0020918 -0.00579013
internal_weight=501.826 51.2343 29.5209 15.9379 450.592 21.7134 10.8688 446.664 127.985 318.679 29.3377 289.341 128.578 37.0793 91.4985 81.4303 25.1113 20.8039 76.7933 63.3301 160.764 118.758 86.8909 39.3215 7.81156 31.8673 12.3609 19.5063 13.7776 8.6124
internal_count=2900 638 446 203 2262 192 139 2171 747 1424 209 1215 639 214 425 399 119 93 360 238 576 658 481 168 58 177 78 99 79 59
is_linear=0
shrinkage=0.00672725


Tree=83
num_leaves=31
num_cat=0
split_feature=1 4 4 4 4 0 4 3 4 2 1 1 0 0 2 2 2 4 3 0 2 4 2 0 1 0 2 0 3 2
split_gain=4.12095 2.54517 4.66881 2.4465 2.52121 3.92198 3.50959 4.02611 3.44021 3.3131 2.7198 6.19508 4.51981 6.87715 4.36216 5.43733 2.49825 9.84583 2.98816 2.30367 3.96958 2.23257 2.13134 5.52957 6.4601 4.62801 4.32169 6.17572 4.31533 4.28174
threshold=90.988176966900014 48.315732392000008 48.988717865950008 29.904643970450003 42.599563320500003 103.44649194340002 42.406961525800007 -0.22125500000000001 43.19689381845 0.68694500000000025 62.132955852800002 62.095317438950012 90.437043050150024 94.30842275800002 -0.082885 -0.08725999999999999 0.23643500000000003 38.441102963850007 0.085245000000000029 75.994645973400011 -0.16297999999999999 43.245737185650007 -0.065399999999999986 85.968825637350008 63.910026677050006 93.262612545250008 -0.085734999999999992 101.47316367565001 0.087405000000000024 -0.079824999999999993
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 -1 5 9 7 -7 10 16 11 14 -12 -14 15 -6 19 -18 -19 20 -5 -10 26 28 -25 -26 -21 29 -24 -28
right_child=1 2 -4 4 8 6 -8 -9 21 -11 12 -13 13 -15 -16 -17 17 18 -20 22 -22 -23 23 24 25 -27 27 -29 -30 -31
leaf_value=-0.012972779088668809 -0.017982039720149535 0.018922544082903763 -0.01858378889095702 0.0075935761875171783 -0.010842243810572822 0.0052973468623524174 0.012596289747896578 -0.016476469545408087 0.014160027889531253 0.015955043667573207 -0.023333934214041781 0.021284295876450626 0.013176074110564224 -0.013792058769965105 -0.019298460229246542 0.01738046010949576 0.0078064364066092939 -0.0066110388827780144 -0.028857494615637372 0.0026727233991704043 -0.020226036315399726 -0.00018313825729203266 0.0068674450779436444 0.0120820721123836 -0.0081633331053603368 0.004854913969825814 -0.014838127529513955 0.016142326978913428 -0.01053868249444632 -0.0019559752529596775
leaf_weight=3.9144675042480221 5.7955867405980808 1.928287494927645 1.9779175054281948 2.6473185382783413 4.580641757696867 3.4266825541853896 2.2672882825136176 9.2212605532258731 3.2925171293318263 4.894937075674533 5.6091671660542515 3.0213118866085997 4.1717876046895972 8.3495436720550043 4.6405625417828551 3.5760519914329034 8.3155388385057432 3.0655582621693602 4.2234872691333294 123.77276387065649 3.5090420693159095 105.18313469178975 6.5360435657203224 32.807972609996796 9.9449733495712263 41.802632287144661 11.509780051186679 4.0211566388607016 11.675046948716043 22.291254255920649
leaf_count=76 249 11 59 33 35 27 9 153 11 16 39 9 16 66 49 12 34 18 36 563 67 693 26 110 49 169 70 11 72 112
internal_value=0.000290856 -0.0107697 -6.88894e-05 0.000528119 0.000645991 0.00152357 -0.00705467 -0.0105773 -0.00123907 0.00196322 -0.00600411 -0.000806661 -0.0105388 -0.00480697 -0.00602213 0.00153113 0.00172385 -0.00494925 -0.0195013 0.00210878 -0.00826323 0.000252214 0.00235032 0.00428153 0.00612795 0.00235304 0.00112217 -0.00395202 -0.00429154 -0.00634255
internal_weight=461.974 9.70179 3.90621 452.272 448.357 305.933 14.9152 12.6479 142.425 291.018 33.9491 15.8186 18.1305 12.5213 12.7973 8.15669 286.123 15.6046 7.28905 270.518 6.15636 108.476 264.362 102.767 84.5556 51.7476 161.595 37.8222 18.2111 33.801
internal_count=2900 319 70 2581 2505 1575 189 180 930 1386 226 105 121 82 96 47 1370 88 54 1282 100 704 1182 426 328 218 756 193 98 182
is_linear=0
shrinkage=0.017152


Tree=84
num_leaves=31
num_cat=0
split_feature=0 4 1 4 1 0 1 1 3 2 2 2 2 1 1 0 1 2 3 2 4 0 4 0 0 0 1 1 2 2
split_gain=8.96048 7.0458 6.59286 6.34797 6.47247 6.08358 5.97425 4.30282 4.24059 3.97607 5.31911 5.81314 4.92189 4.21087 9.64365 7.0898 5.69978 3.42666 8.21278 6.92548 4.85821 3.78347 7.53059 5.02007 11.1356 3.56127 4.45107 3.4728 3.24037 8.27664
threshold=98.615332683000005 36.735256530150004 77.898074329750017 42.102795028150005 76.42211081615001 75.994645973400011 89.912793714750009 74.292851976800009 0.087725000000000011 -0.22573999999999997 -0.58350999999999986 -0.5169149999999999 -0.26138499999999998 75.403185184700007 71.090898343450007 96.249489528150022 72.953999827850012 -0.23771499999999998 0.091705000000000023 -0.11600999999999999 48.988717865950008 86.20003303655001 43.812290675100009 91.625341543800019 95.762878606550018 90.337570099350003 62.399113207700005 62.009286778800011 -0.15895000000000001 -0.092864999999999989
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 8 5 7 -1 28 17 -3 10 -7 -12 -13 14 -11 -16 -17 18 -5 20 -19 22 -21 25 -25 26 -23 -24 -4 -30
right_child=1 2 6 4 -6 9 -8 -9 -10 13 11 12 -14 -15 15 16 -18 19 -20 21 -22 23 27 24 -26 -27 -28 -29 29 -31
leaf_value=-0.0045081651412109463 -0.0065758095503523168 -0.0089803468181560674 0.0028574723650841732 -0.00736477856304436 -0.0084486794959143709 0.0032878058596862449 -0.0042127445385417763 0.0044256152506995539 -0.0020267928905323062 0.0022530561590770118 -0.0092486261999460573 0.0033308891122995057 -0.0038988071474403362 0.0052929636137997388 -0.0069504239153197591 0.0060644281157916482 -0.0034728497549867594 0.0037538868182823591 0.0029322266115429573 -0.0053370709474348001 -0.0026430893187367661 0.0021020740451291307 0.0051486821049609895 -0.0083914080211691458 0.0031707030641740671 0.0068090559296015013 -0.00516270881171608 -0.0029997312678957393 -0.0052198460493654026 0.0011386021881645589
leaf_weight=7.7786373607814303 11.052904497832058 6.6855099648237255 21.44943393394351 9.5414154808968288 4.4973573852330437 11.13726147264242 14.094865845516322 8.9229848161339742 10.384541384875773 161.04635879956186 4.6500507481396189 7.8470795750618008 9.8460936918854731 16.32978942245245 9.6228899620473403 5.4108706489205343 6.2769933268427849 27.639164261519909 5.7608337178826323 21.068733058869842 6.8750199116766444 19.137930363416679 5.9519114866852743 8.3791501782834512 7.16694501787424 5.2478254958987227 4.9156116917729369 4.0938810519874096 12.172005116939543 43.141493208706379
leaf_count=106 205 73 106 124 73 40 289 29 59 590 36 30 59 48 75 17 32 95 21 187 37 66 26 75 28 14 25 26 106 203
internal_value=0.000232967 -0.00139745 -0.000867129 0.000744612 -0.000412275 0.00141575 -0.000137599 -0.000143958 -0.00475016 0.00161423 -0.000556733 -0.00247309 -0.000692373 0.00198006 0.00168339 -0.00262161 0.000942412 -0.000468134 -0.00348827 -4.98095e-05 0.00247965 -0.0011991 -0.00302371 6.67953e-05 -0.00306113 0.00172634 0.000617434 0.00182802 0.000610662 -0.000260605
internal_weight=498.126 118.981 107.928 379.145 139.199 239.946 90.8578 134.701 17.0701 232.167 33.4805 22.3432 17.6932 198.687 182.357 21.3108 11.6879 125.778 15.3022 110.476 34.5142 75.962 31.1145 44.8475 15.5461 29.3014 24.0535 10.0458 76.7629 55.3135
internal_count=2900 1041 836 1859 826 1033 704 753 132 927 165 125 89 762 714 124 49 724 145 579 132 447 239 208 103 105 91 52 415 309
is_linear=0
shrinkage=0.00680984


Tree=85
num_leaves=31
num_cat=0
split_feature=1 0 1 4 1 3 1 0 1 3 3 3 3 0 4 0 0 0 3 1 1 3 0 2 4 2 3 0 0 1
split_gain=10.1262 8.91509 7.69775 6.92457 5.54632 6.66604 5.36256 4.95574 8.77197 7.62691 4.83397 4.7883 5.7045 4.43883 4.33905 6.19755 11.8406 4.24568 6.70106 5.8332 5.50555 6.03342 5.03356 4.50692 4.03753 3.98131 3.92822 4.12703 3.87119 7.95277
threshold=70.343506983200015 85.716110573100011 70.73871032835001 37.186372654950006 61.993156030000002 -0.04931 89.912793714750009 95.429509798400019 71.090898343450007 -0.21013499999999999 -0.11050499999999999 -0.17732499999999998 0.10332500000000001 70.623106628750023 40.621691032550004 85.807518149550006 86.001087134900004 98.201310130900012 0.088990000000000027 75.085947125300024 78.285212300550015 0.085495000000000029 97.483491810050012 -0.053019999999999991 42.674081447500008 -0.58180999999999994 0.091705000000000023 99.378854792050006 91.625341543800019 68.214248143850014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 -2 25 5 10 7 8 -5 -10 13 -6 -13 -1 -3 -16 24 18 22 -20 21 -19 23 -9 -17 -4 -23 -28 -18 -30
right_child=2 14 3 6 11 -7 -8 17 9 -11 -12 12 -14 -15 15 16 28 20 19 -21 -22 26 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.007345896989722941 -0.0089214962068381951 0.0028420635435059058 0.0031807211217047856 0.0045598136001822314 0.0022445645195353918 0.001779029295587205 -0.0041996617719546768 -0.001595259472903704 0.0017293597463830064 -0.008624970109360669 -0.0076382290347478824 -0.0080522895138662714 0.0014995501977283687 0.00084401560805435398 0.00538517812207667 -0.012201487236929751 0.0015655279792354017 -0.0088900816122128943 -0.0072432625808008496 0.0015352531343318257 0.00063098483803059968 0.0037335994648558185 0.0082680345175507718 0.0049090764747381933 -0.001795311161799349 -0.0052440663506556984 0.0008159926676403141 -0.0076012111260214 -0.008235800846127227 0.0016362272228356103
leaf_weight=3.7956310734152856 5.3222807608544818 94.508820377290249 2.9147666096687344 5.2281953543424633 4.4192456379532841 41.523570008575916 14.359785119071601 8.1559429243206996 4.6013574227690723 10.834579557180399 6.4832276739180079 11.598415493965147 3.7584378719329825 14.41442885249853 12.499516673386095 4.2517522610723963 81.709084250032902 6.1286788731813457 5.066989339888095 10.680091291666029 73.472534820437431 5.2724847197532645 9.2631828337907773 11.883605085313322 2.8124896958470345 20.164019946008921 5.2979350760579091 5.2805439755320549 5.9408651553094378 9.8431412726640684
leaf_count=87 56 318 30 20 23 175 286 40 25 137 74 113 20 83 35 33 304 66 36 43 395 18 20 35 15 256 26 38 50 43
internal_value=0.000231956 0.0010246 -0.000924619 -0.000710315 -0.000804759 0.000130404 -0.000254102 9.7444e-05 -0.00298348 -0.00553841 -0.00264188 -0.00393599 -0.00571457 -0.000863057 0.00176815 0.000901108 0.00036505 0.000550566 0.00225551 -0.00128944 -0.000254101 -0.00321273 0.00416053 0.00226186 -0.00805847 -0.00418005 -0.00101761 -0.00338569 0.00097541 -0.00207946
internal_weight=501.486 297.559 203.927 198.605 85.993 66.2169 175.526 161.166 20.6641 15.4359 24.6933 19.7761 15.3569 18.2101 211.566 117.057 104.557 140.502 45.0498 15.7471 95.4522 21.9796 29.3027 20.0395 7.06424 23.0788 15.851 10.5785 97.4931 15.784
internal_count=2900 1373 1527 1471 575 419 1185 899 182 162 244 156 133 170 798 480 445 717 174 79 543 148 95 75 48 286 82 64 397 93
is_linear=0
shrinkage=0.00673799


Tree=86
num_leaves=31
num_cat=0
split_feature=0 4 1 3 4 1 1 4 0 1 1 1 4 4 0 3 3 3 0 0 0 1 1 0 1 4 2 0 2 0
split_gain=4.22467 5.79302 3.98607 4.9486 3.96087 3.86518 3.20168 3.14728 3.04646 9.42461 3.48417 3.69543 3.41771 5.34659 4.5673 2.95522 2.88877 2.83069 2.65373 4.34221 4.44306 6.84177 3.55113 3.31073 6.86252 4.20501 3.4415 6.39354 6.30135 4.2241
threshold=98.201310130900012 36.735256530150004 78.285212300550015 0.085495000000000029 49.275256100300005 54.884872733100003 90.988176966900014 40.259171735100004 97.013011637200023 75.645146416450004 75.28220456885002 72.303392960300016 48.852845034800005 45.90502654165001 90.837623311600012 0.095645000000000022 0.11467000000000002 0.088990000000000027 84.95796538030001 85.253695774650012 85.678472159250006 62.00390986255001 57.960468834350003 93.972365491700018 71.787208999250012 42.072181850200003 -0.13978499999999996 94.614906984850009 -0.048664999999999993 94.832672093450014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 16 3 -3 5 -1 -4 -5 9 12 11 -10 13 18 -15 -9 -2 -12 22 -20 21 -21 -7 -22 26 -26 -25 -28 29 -29
right_child=1 2 6 7 -6 8 -8 15 10 -11 17 -13 -14 14 -16 -17 -18 -19 19 20 23 -23 -24 24 25 -27 27 28 -30 -31
leaf_value=-0.01835845013205338 -0.019834533930347828 -0.021482212736692381 0.0014531357832718356 -0.013637472817791364 -0.012666139816934915 0.0045429272260113941 -0.0098883863037883407 0.010244953850518813 0.010252871928944888 -0.024891983773937521 0.016737952998897337 -0.012620647671756562 0.012271633385822043 -0.0016625380257745408 -0.023683140391209553 -0.0086289205064167176 0.006497843857595058 0.0036653883092256979 0.014867074405452041 0.00033166584173312046 0.0034965667805067612 -0.024107015736965463 -0.0071678940655674735 0.0053548252514342958 -0.001443472825873311 0.016504289488033869 -0.02235694269071033 0.0061415015019266692 0.010925771727025205 -0.01815485050764739
leaf_weight=2.8826856780797234 7.7632546052336675 5.8755970280617502 73.767584748566151 5.3523952811956397 5.956182809546589 12.063905365765093 8.1988419815897924 6.1173364594578725 3.8443429470062274 4.0589500144124022 11.170586552470924 4.5983983799815178 8.5163007453083974 7.238265395164488 4.5457593761384487 4.1127331405878067 1.4686812981963155 8.7620294503867608 7.8595514558255664 11.681868076324465 186.57537027075887 4.7877330072224131 21.104522818699479 5.8352749980986109 7.6667038500308973 7.8140487894415855 7.6713763736188474 2.9520085379481369 5.8985262587666467 7.5379995554685593
leaf_count=91 189 75 439 38 63 88 256 22 14 56 31 28 25 41 51 26 18 37 23 56 734 48 186 28 39 24 68 17 22 67
internal_value=0.00032374 -0.00257728 -0.00141078 -0.00801706 0.00125479 0.00149508 0.000318679 -0.00293983 0.00166233 0.00117381 0.00706493 -0.00220535 0.00151538 0.00121128 -0.0101571 0.0026572 -0.0156454 0.0109915 0.00167411 0.0022672 0.00186857 -0.00677269 -0.00290847 0.00248214 -0.00168897 0.00761582 -0.00650731 -0.00938424 -0.0033118 -0.0113176
internal_weight=463.679 112.656 103.424 21.4581 351.022 345.066 81.9664 15.5825 342.184 313.808 28.3754 8.44274 309.749 301.233 11.784 10.2301 9.23194 19.9326 289.449 256.28 248.421 16.4696 33.1684 231.951 45.3759 15.4808 29.8952 24.0599 16.3885 10.49
internal_count=2900 1063 856 161 1837 1774 695 86 1683 1573 110 42 1517 1492 92 48 207 68 1400 1126 1103 104 274 999 265 63 202 174 106 84
is_linear=0
shrinkage=0.0172176


Tree=87
num_leaves=31
num_cat=0
split_feature=1 1 0 4 3 3 4 4 3 3 3 4 0 0 1 0 1 0 2 0 3 2 3 4 4 2 2 2 2 2
split_gain=6.13811 6.11346 5.37135 4.77838 4.79468 5.00386 4.29937 5.06987 4.26717 5.22315 5.17559 4.73932 3.93415 3.86631 3.61835 3.49925 3.47955 6.80424 4.32795 3.35736 3.82751 6.18814 10.2463 7.08705 4.62994 4.61764 6.38898 3.76942 3.35341 3.16956
threshold=70.343506983200015 70.73871032835001 86.530713386650021 32.785955158400007 0.25847000000000003 0.21240500000000004 44.015822920550008 47.833738492450003 -0.04931 -0.101725 0.12064000000000002 39.039757512550004 85.872041144650012 70.623106628750023 90.988176966900014 94.550383989750017 62.041548276350007 85.678472159250006 -0.10098 93.972365491700018 0.080515000000000017 0.090855000000000033 0.11112000000000002 40.742467179200005 43.19689381845 -0.033594999999999993 -0.083794999999999994 -0.090169999999999986 -0.081474999999999992 -0.086339999999999986
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 8 -3 5 14 19 -8 9 13 16 -11 -12 -1 15 29 -10 -18 -19 20 27 23 -23 -22 25 26 -25 -4 -20 -5
right_child=1 3 6 4 -6 -7 7 -9 10 11 12 -13 -14 -15 -16 -17 17 18 28 -21 21 22 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0095475826498017721 -0.011113374437636209 -0.010053344335599297 0.0012421917596489856 -0.0010669386911209026 -0.011979938361856516 0.0096881114239427135 -0.0083252911040579726 0.0032075740401017964 0.0024885478335657987 0.0022119375299121734 -0.000765337734470468 -0.013210949064743299 -0.012035692433603789 0.00014413491220815328 -0.0057081300293387914 4.6545764837756763e-05 -0.0087490058855345838 0.0069085662514413518 -0.0065588828533685341 -0.0023945763763586324 0.0055430749250622588 -0.013455535921965337 0.0045338911079292046 -3.7450303302868832e-05 0.0064150856482736145 0.0041898416603383028 -0.010477822085016618 0.0077312772938750189 0.0016052328514023183 -0.011926921134832243
leaf_weight=3.643028903752568 4.5503713283687821 4.2098134085535994 10.097948059439657 4.85654023475945 2.8115859199315301 3.7935640793293706 6.189258359372614 5.7313226908445358 68.805244341492653 2.129986982792615 6.0556131936609727 5.7666385192424059 4.0251920521259308 27.249806387349963 10.079177912324665 156.22718244604766 6.9872628189623383 7.1701540946960476 6.0508295744657579 9.1308624893426877 40.824125818908215 4.9052282422780973 4.9823697209358215 12.747006356716154 7.2514246404170981 7.9273533597588601 7.1383594125509253 22.694753848016262 11.194062821567053 3.6937541309744102
leaf_count=93 56 104 39 54 30 12 54 24 281 17 29 63 29 157 281 936 71 19 34 45 125 33 16 49 21 27 38 65 44 54
internal_value=0.000237029 -0.000995264 0.00104898 -0.000747293 -0.000531398 -0.000351222 0.00229433 -0.00278038 -0.000117355 -0.00263798 0.000769173 -0.00905087 -0.00526551 -0.000998758 -0.000569028 -0.000254677 0.00137626 -0.00106087 0.00113937 0.00276804 0.00316561 0.00218406 -0.00439065 0.00304068 0.000127225 -0.00151217 -0.00378529 0.00573308 -0.00125936 -0.00575849
internal_weight=478.92 190.222 288.698 185.672 181.462 178.65 139.62 11.9206 149.078 38.7895 110.288 7.89663 10.0808 30.8928 174.857 164.777 100.208 31.4023 24.415 127.699 118.569 85.7759 9.8876 75.8883 35.0641 27.8127 19.8854 32.7927 17.2449 8.55029
internal_count=2900 1527 1373 1471 1367 1337 536 78 837 330 507 80 58 250 1325 1044 449 168 97 458 413 309 49 260 135 114 87 104 78 108
is_linear=0
shrinkage=0.00883561


Tree=88
num_leaves=31
num_cat=0
split_feature=1 0 4 0 1 4 3 3 1 4 1 2 3 1 2 0 1 4 0 1 2 2 2 3 0 4 1 3 2 2
split_gain=11.3247 8.94793 6.98623 6.77848 7.54119 6.44295 6.21207 5.32542 5.24867 4.55785 4.4117 5.86377 4.38564 5.53591 4.17987 6.22441 5.29931 5.07938 4.48276 4.07584 4.06844 10.501 7.70219 4.93839 5.04782 3.93311 3.67818 4.03775 3.65776 3.5856
threshold=70.343506983200015 75.994645973400011 41.919251152600005 95.429509798400019 87.33187390945001 38.238138001450004 0.074640000000000026 -0.089509999999999992 72.953999827850012 44.921040431000009 62.197478847950002 -0.0023999999999999998 0.090390000000000012 71.090898343450007 -0.088099999999999998 85.447264760050004 62.00390986255001 42.686561923500008 86.345209775600011 61.993156030000002 0.06041500000000001 -0.0039949999999999994 0.090855000000000033 0.087605000000000016 105.70748523110002 45.33565396960001 74.986474174450009 0.095290000000000027 -0.101965 -0.096499999999999989
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 9 -3 7 5 8 25 -2 -5 -1 11 14 -9 -14 15 -4 -17 18 -16 -19 21 26 -22 24 -24 -6 27 29 -18 -7
right_child=3 2 10 4 6 20 -8 12 -10 -11 -12 -13 13 -15 17 16 28 19 -20 -21 22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0055782257084507382 0.00079156666442861071 0.0022506090530696569 0.0014062238670843733 0.0027499320138283955 -0.0044605569945222251 0.0023178134405744556 -0.0061548905281199086 -0.0086490203475442645 -0.0046663918295991279 0.00038131484106364099 0.0015387323435512815 -0.0094057990089218609 0.0018558930529500347 -0.0084739626398260132 -0.0059676276858515384 -0.012090913139564379 0.0015536567003523261 0.0058875699499044854 0.0021804096083294033 -0.00011209633905924995 0.0079538617106972038 -0.0098501697744176487 -0.0070519305412369135 0.0036184092546940366 0.0024533741326781579 0.0034687784289705605 0.0011255767209473273 -0.0099232843507542304 -0.0073237568283927084 -0.0049151252538663735
leaf_weight=12.515932122245433 7.5352633446455028 173.53972035646439 8.5674089901149291 5.414629407227042 4.6853149048984069 6.843463495373725 16.785766668617725 10.706864003092052 18.693326033651829 10.28681595250964 49.269202791154385 3.569234959781169 5.489082917571066 3.9074145667254925 6.9795256331562978 4.1214664280414572 4.1024492830038062 10.144386678934099 5.1721834614872932 9.7891161218285543 9.1200625225901621 4.4751213863492003 5.4371794387698191 11.605483725666998 4.4862345308065414 6.6707383096218109 78.34402121976018 2.6336044818162909 4.0658813454210749 5.3908742666244498
leaf_count=191 48 620 39 24 82 39 329 130 200 51 219 36 31 44 49 31 16 28 17 48 20 38 39 44 22 39 342 21 28 35
internal_value=0.000285167 0.00110545 0.00143161 -0.000905027 -0.000436831 0.000145555 -0.00359161 -0.00396414 -0.00300069 -0.00288975 8.79839e-05 -0.00117684 -0.0057467 -0.00243965 -0.000622064 -0.00293368 -0.00595909 0.000880615 -0.00249954 0.0029412 0.000736578 7.50616e-05 0.00284502 0.000680815 -0.00275472 0.000197269 0.000551574 -0.00247304 -0.00286518 -0.000869271
internal_weight=510.348 302.123 279.321 208.224 180.586 152.444 28.1418 27.6386 24.108 22.8027 105.781 56.5117 20.1034 9.3965 52.9424 20.8572 12.2898 32.0852 12.1517 19.9335 128.336 97.6871 30.649 21.5289 9.92341 11.3561 93.212 14.8679 8.16833 12.2343
internal_count=2900 1373 1131 1527 1274 824 450 253 224 242 511 292 205 75 256 114 75 142 66 76 600 475 125 105 61 121 437 95 44 74
is_linear=0
shrinkage=0.00663302


Tree=89
num_leaves=31
num_cat=0
split_feature=0 4 4 0 0 2 2 2 1 0 2 2 0 2 1 1 2 2 3 4 0 1 0 4 2 4 0 1 4 4
split_gain=17.2717 10.6536 10.6402 9.53468 6.74295 6.23121 6.13955 6.09907 5.54423 5.39693 8.00993 5.3259 8.45497 6.90325 5.7484 6.13253 5.09294 4.99881 4.90911 4.63227 5.89148 5.05187 6.6396 5.70213 4.65423 4.52592 6.1117 4.51644 4.43891 7.71183
threshold=102.84427732220001 42.599563320500003 44.710446918150005 75.309089150100007 100.13162306855001 -0.075840000000000005 -0.088099999999999998 -0.096499999999999989 61.993156030000002 122.45926784190002 -0.088944999999999996 -0.065399999999999986 84.280473931450004 -0.085734999999999992 81.188747081400024 81.524804347700012 -0.079824999999999993 -0.156745 -0.22831499999999999 41.495754733000005 86.345209775600011 63.910026677050006 86.280686780500005 39.56957118270001 -0.022239999999999999 44.421469061800003 85.807518149550006 86.858705278550005 47.833738492450003 48.988717865950008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -2 -1 5 6 7 25 -8 10 17 13 -13 18 19 -16 -15 27 -5 21 -21 22 23 -14 -22 26 -3 -4 -27 -30
right_child=2 4 9 11 -6 -7 8 -9 -10 -11 -12 12 14 16 15 -17 -18 -19 -20 20 24 -23 -24 -25 -26 28 -28 -29 29 -31
leaf_value=-0.0044796423771771114 -0.0038096705385731308 -0.0030285414252908213 -0.0046740994927435796 -0.0023430834193596812 -0.0055019442823122638 -0.0025250372527834317 0.0058155873312028339 -0.0042158923513961853 0.00056355645272731885 -0.0059202241765256439 0.0043823782090748487 -0.0037059370523011585 0.0048614133200522471 -0.0039167082150113313 0.0022875378376946928 -0.0074232094955643691 5.0718169403048329e-05 -0.0067335679630940153 0.0014421407953615765 -0.0038074999486181014 0.0055225594078006394 0.0020179747354576835 0.0061985848614901787 -0.00063079797689307251 -9.0962799464235109e-07 -0.0032447018907713859 0.0031582579232660728 0.0021355329151839242 0.0031474539952936809 -0.0027883156112649171
leaf_weight=8.152432117611168 42.736937165260315 5.5419754125177887 3.7157517150044503 10.047521404922007 7.370243288576602 28.26517566666007 8.9745464175939578 10.20905716717243 14.011286899447439 3.4888636171817771 11.158807560801504 6.8133486360311499 10.402172036468984 13.405223853886126 3.7231372594833365 3.3740968555212021 25.669221539050341 3.6416934579610851 129.73388792946935 6.5159740075469044 6.4731689244508805 64.065062575042248 23.615226477384567 10.180230781435965 11.579632550477976 14.823125440627335 20.135242655873299 9.2501260675489885 12.813814632594587 11.133178070187567
leaf_count=110 514 55 29 57 54 210 21 63 59 61 33 44 25 74 12 28 116 40 515 41 15 225 52 38 51 115 65 51 43 84
internal_value=0.000224046 0.000595072 -0.00211782 0.001093 -0.000651824 -0.000367912 0.000256526 -0.000469359 0.00261415 0.000195546 0.000963996 0.00123253 0.00196916 0.000628159 0.00224549 -0.00232905 -0.00131038 -0.00133285 0.00117006 0.00248991 0.000444807 0.00295402 0.00431083 0.00214492 0.00197963 0.000124127 0.00182295 0.000184033 -0.00100099 0.00038786
internal_weight=541.02 467.028 73.9922 333.75 133.278 125.907 97.6422 74.6564 22.9858 31.2552 27.7664 325.598 146.742 178.856 139.929 7.09723 39.0744 16.6076 139.781 132.831 24.5688 108.263 44.1976 20.5824 18.0528 64.4473 25.6772 12.9659 38.7701 23.947
internal_count=2900 2172 728 1403 769 715 505 425 80 214 153 1293 531 762 487 40 190 120 572 447 107 340 115 63 66 362 120 80 242 127
is_linear=0
shrinkage=0.00521701


Tree=90
num_leaves=31
num_cat=0
split_feature=0 4 4 0 2 2 0 1 2 0 2 1 1 3 3 2 2 2 4 4 1 4 0 2 1 0 4 1 2 2
split_gain=14.1346 8.87094 8.49951 8.04494 6.71407 6.03747 5.4504 5.07691 4.91564 8.23422 6.79545 5.23997 5.86755 4.90233 4.90088 4.35171 4.05934 9.86102 5.7937 6.68073 4.61118 4.05449 4.42633 4.54301 4.37416 5.29281 4.98857 3.9707 4.71625 9.873
threshold=102.84427732220001 39.995120105550008 42.599563320500003 75.309089150100007 0.11970500000000002 -0.24103499999999997 100.13162306855001 87.33187390945001 -0.065399999999999986 84.280473931450004 -0.085734999999999992 81.188747081400024 81.524804347700012 0.074640000000000026 -0.22831499999999999 -0.079824999999999993 -0.58180999999999994 -0.23871499999999998 49.275256100300005 43.19689381845 71.273713496300005 41.495754733000005 86.345209775600011 -0.022239999999999999 63.910026677050006 86.280686780500005 39.468990633150007 86.858705278550005 -0.088944999999999996 -0.18126999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 -1 6 -3 16 27 10 -10 14 21 -13 -9 -5 -12 -4 20 19 -19 -18 24 -23 -24 25 26 -11 28 29 -7
right_child=1 5 4 8 -6 7 -8 13 9 11 15 12 -14 -15 -16 -17 17 18 -20 -21 -22 22 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0047020017529385517 -0.005798518547575157 -0.0070955058649609763 0.0048012701285333522 -0.0026719918267282777 -0.005168625971447717 0.0049667220778826775 -0.0053456900439573926 0.00078978433360329318 -0.0042084758390445905 0.0058432790248386466 -0.0041651025426914807 0.0024415247819875052 -0.008034665960832188 -0.004850190109620128 0.0014667888676460699 -0.00014881350128375875 -0.0076377088865784409 -0.0014950990939374817 -0.0045256943208228546 0.0018204289603228712 0.00061788822628049448 -0.0036637025978029335 0.005802451784171595 -0.00024953287311899107 0.0020970556884173804 0.0064705008302007681 9.8819952239906993e-05 0.0059165880349234508 0.0022202729372034057 -0.0078873550277222763
leaf_weight=7.6464038342237464 16.693062987178564 4.8374700769782057 5.4533259943127623 10.001499488949774 9.865444749593733 3.0527259707450893 6.5174802765250197 8.4498969018459338 6.607116885483264 8.192909352481367 13.351247385144232 3.6649383306503287 3.2879670150578022 12.222842693328856 127.65745512396097 25.352102775126696 7.9260869622230512 29.202576387673616 7.321429666131734 60.553478959947824 3.0323770642280579 6.2703951187431839 6.2530146539211335 11.264279358088965 62.738262183964252 21.195291690528393 12.195568092167376 4.7709635645151129 13.944314859807491 5.3003216646611699
leaf_count=110 281 68 17 57 89 8 48 63 44 19 74 12 28 187 515 116 102 171 71 247 24 41 15 51 225 52 44 13 57 51
internal_value=0.000213674 -0.00218249 0.000578037 0.00106915 -0.000653518 -0.00103444 -0.000282342 -0.000420288 0.00120791 0.00199769 0.000573482 0.00230129 -0.00251257 -0.00254487 0.00116609 -0.00153429 8.43626e-06 -0.000233491 0.000344447 0.000741706 -0.00535326 0.00256255 0.000441369 0.0019108 0.00304623 0.00447826 0.00240717 0.00120231 0.000193597 -0.00318967
internal_weight=524.822 69.2716 455.551 325.678 129.872 52.5785 120.007 47.7411 318.032 141.67 176.362 135.063 6.95291 20.6727 137.659 38.7034 113.489 108.036 97.0775 89.7561 10.9585 128.11 23.7877 17.5173 104.322 41.5838 20.3885 27.0683 22.2974 8.35305
internal_count=2900 728 2172 1403 769 447 680 379 1293 531 762 487 40 250 572 190 632 615 489 418 126 447 107 66 340 115 63 129 116 59
is_linear=0
shrinkage=0.00569363


Tree=91
num_leaves=31
num_cat=0
split_feature=0 4 1 0 3 3 3 3 4 0 2 0 2 3 3 3 2 1 3 3 2 0 4 2 3 2 4 1 0 4
split_gain=4.89101 6.92826 4.41544 3.99913 3.87404 6.05564 3.71295 3.8314 3.693 6.36666 4.09745 3.65666 3.46833 3.28732 6.5803 2.92188 4.27019 2.66533 3.19753 5.81841 4.34763 3.04466 3.56366 8.38017 2.74839 2.38746 7.61497 2.0009 5.86611 7.40146
threshold=102.84427732220001 44.710446918150005 80.677940036650014 113.28087178455002 0.090720000000000023 0.089785000000000018 -0.21013499999999999 -0.25765499999999997 44.421469061800003 75.309089150100007 0.11970500000000002 103.44649194340002 0.68694500000000025 0.075065000000000021 0.079095000000000013 0.07870000000000002 -0.088099999999999998 75.18810853425002 1.0000000180025095e-35 -0.15684499999999998 -0.23771499999999998 84.95796538030001 47.833738492450003 -0.098345000000000002 -0.25095999999999996 0.25677000000000011 38.938637541200009 80.288113607700012 98.851916998450022 40.259171735100004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 4 -3 13 5 6 7 -2 9 -1 17 -8 25 -4 -15 16 -5 18 19 20 -10 -20 23 -23 -22 27 -27 28 -11 -30
right_child=1 2 3 15 -6 -7 11 -9 10 12 -12 -13 -14 14 -16 -17 -18 -19 21 -21 24 22 -24 -25 -26 26 -28 -29 29 -31
leaf_value=-0.011890480473996124 -0.016916743573517464 -0.015662668683328686 0.018203841202153074 -0.011741044807409803 -0.018277875477561611 0.014710188447592651 0.0069388640143586856 0.0086686769851345609 -0.013431299767525919 0.0020624857070029039 -0.018987957816471376 -0.015562558176251401 0.013263237991655073 -0.011417163166401591 0.013389791829245254 -0.018070700969446348 0.014332807418372987 -0.014180504476660005 0.015320776369648492 -0.020594446361552946 -0.0028310882323184482 -0.022333320296815739 0.007046362339565574 0.0096833295067631203 0.012587842479957131 0.0048907049853916277 -0.017264205453268705 0.0065246025925669877 -0.017009881402369666 0.00055910464655793018
leaf_weight=7.8970021009445182 1.8650556225329635 2.8639575093984631 5.221486076712611 2.7785277888178825 7.1175633165985337 2.8737325314432374 1.8597232475876815 4.441320875659593 4.2394758742302647 297.36858774535358 3.3720199894160023 12.612963676452635 5.7355902269482604 3.9785062279552204 6.0468948110938072 2.4631105400621891 2.8609890136867744 3.591055165976285 3.9171708896756199 4.2296004425734308 5.405574070289731 3.8542096279561555 8.76942530274391 3.5013154596090308 4.9884108453989011 8.2278621420264226 6.0355422403663388 18.78169234842062 8.376871623098852 15.047257725149391
leaf_count=170 44 29 11 28 149 20 8 38 54 1330 44 255 18 49 18 58 21 49 11 51 27 34 47 13 15 34 47 75 83 70
internal_value=0.000347587 -0.00376679 0.00189255 0.0040458 -0.00858803 -0.00567217 -0.00849104 0.00110201 0.000914805 0.00141508 -0.0030931 -0.0126712 0.0017073 0.00856532 0.00354534 -0.00445867 0.00148651 -0.00183187 -0.000692055 -0.00511891 -0.000645917 0.00347437 0.000596569 -0.00709302 0.00456896 0.00151998 -0.00448412 0.00177217 0.00149393 -0.00572387
internal_weight=470.322 56.9838 26.2135 23.3495 30.7704 23.6528 20.7791 6.30638 413.339 367.47 45.8683 14.4727 359.573 15.2469 10.0254 8.10263 5.63952 42.4962 38.9052 18.8631 14.6335 20.0421 16.125 7.35553 10.394 353.838 14.2634 339.574 320.793 23.4241
internal_count=2900 728 214 185 514 365 345 82 2172 1827 345 263 1657 78 67 107 49 301 252 147 96 105 94 47 42 1639 81 1558 1483 153
is_linear=0
shrinkage=0.0149805


Tree=92
num_leaves=31
num_cat=0
split_feature=1 4 4 3 2 4 1 3 1 2 2 2 4 4 1 0 1 0 4 4 3 0 1 1 1 3 4 2 3 3
split_gain=4.27045 9.26021 5.82637 4.39002 3.9751 3.22238 2.96316 3.34832 2.85118 4.42966 6.94644 6.89752 6.20089 3.93498 3.15503 6.9284 3.64905 4.07499 4.99237 12.7059 4.59242 4.342 6.91996 5.55622 7.16812 4.24779 5.62012 6.89334 7.67969 6.73249
threshold=83.715897724050009 44.710446918150005 49.275256100300005 -0.22253999999999999 -0.23557500000000001 46.177190236600005 87.33187390945001 0.074640000000000026 82.987325570650015 -0.23557500000000001 -0.58350999999999986 -0.5169149999999999 45.673096293200011 39.852039223600009 81.524804347700012 104.62941352080001 80.288113607700012 98.851916998450022 39.995120105550008 41.24714903835001 0.084365000000000009 97.013011637200023 75.18810853425002 75.403185184700007 72.953999827850012 0.084535000000000013 39.420767558750008 -0.117115 0.093295000000000031 0.093295000000000031
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 8 -2 -4 -3 -7 -8 9 10 13 -12 -13 -1 16 -16 17 21 -19 -20 -21 22 25 24 -23 -11 -27 29 -29 -28
right_child=1 5 4 -5 -6 6 7 -9 -10 14 11 12 -14 -15 15 -17 -18 18 19 20 -22 23 -24 -25 -26 26 27 28 -30 -31
leaf_value=-0.0082957273061024343 0.0021953029340756286 0.017432373403240914 0.0067934155082319658 -0.016899801090984323 -0.016725964850217025 0.010886795064562914 0.0051022618262529752 -0.012916148476380505 0.012519384874938616 0.0042153960245191486 -0.022085380803582268 -0.00061201419634709453 -0.020931381640950552 0.0076262704556490785 -0.022567314782703841 0.0057726204539072703 0.0091129652814116828 -0.015141560824052646 0.014253938606251836 -0.0023386509361062028 -0.024743870972542534 0.01185735835882947 -0.019321189253181163 0.014497510936856476 -0.017012561924261989 0.0048264463467744875 0.015444791535423509 -0.0080966860579548498 0.00075089176703847197 -0.0045417488331919087
leaf_weight=5.2841150052845505 3.9399149883538511 3.3432628102600601 2.4304707460105419 14.742124773561953 7.8461550641804916 4.544555388391017 4.9468763917684537 5.7687450256198645 5.5555977746844283 107.91813447140157 6.9653698839247218 22.282882642000917 4.6954569295048705 16.599513899534941 4.2873321175575239 4.6367254666984081 16.918134652078152 8.0640277937054652 8.5676961317658442 5.0914516560733301 4.4072332829236984 4.8010160475969332 4.0922126434743396 15.067685127258299 4.1323411464691162 47.149085948243737 10.832460138946773 47.170387160032988 54.723542302846909 7.2749579213559619
leaf_count=38 56 13 13 360 106 16 36 104 22 538 66 161 63 61 45 28 59 86 23 30 37 16 53 41 28 202 31 281 253 34
internal_value=0.000333984 -0.00488133 0.000789603 -0.0128728 -0.0111635 0.00314388 1.34949e-05 -0.00459793 0.00108452 0.000929937 -0.00327789 -0.00782922 -0.00414851 0.00378168 0.00159141 -0.00784257 0.00183458 0.00146064 -0.00462824 6.44443e-05 -0.0127343 0.00198546 0.00142157 0.0085442 -0.00149712 0.00173016 0.000125601 -0.00172138 -0.00334497 0.00741486
internal_weight=464.079 37.2855 426.794 18.682 10.2766 18.6034 15.2602 10.7156 416.517 410.962 55.8273 33.9437 26.9783 21.8836 355.134 8.92406 346.21 329.292 26.1304 18.0664 9.49868 303.162 279.161 24.001 8.93336 275.069 167.15 120.001 101.894 18.1074
internal_count=2900 585 2315 416 119 169 156 140 2196 2174 389 290 224 99 1785 73 1712 1653 176 90 67 1477 1392 85 44 1339 801 599 534 65
is_linear=0
shrinkage=0.0160694


Tree=93
num_leaves=31
num_cat=0
split_feature=1 1 0 3 3 3 3 3 4 4 0 1 4 3 3 0 1 4 1 1 4 2 1 1 0 2 2 0 4 2
split_gain=3.80794 5.67145 4.37248 3.95429 4.00771 3.92373 4.01815 4.13557 4.52136 3.7292 3.40721 3.2987 5.58254 5.44097 4.87641 4.75647 4.11259 9.7501 6.22142 7.13342 5.29287 3.78537 3.73059 3.11 6.09237 3.54902 3.17091 3.0751 2.92312 2.79442
threshold=70.343506983200015 70.73871032835001 86.530713386650021 0.25847000000000003 0.21240500000000004 0.12064000000000002 -0.04931 -0.101725 39.039757512550004 32.785955158400007 85.872041144650012 64.434276012450013 41.322103772800006 0.08079500000000002 0.089185000000000028 88.232507383150008 66.318885161900013 38.592454371550012 66.697957758300021 68.214248143850014 38.386256906100009 -0.094344999999999998 68.961639504150014 62.041548276350007 85.678472159250006 -0.10098 -0.081474999999999992 70.623106628750023 44.710446918150005 -0.079074999999999993
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 5 4 9 6 7 27 -9 -3 -7 12 -4 -14 15 -15 17 21 -18 20 -20 -13 -21 -8 -25 -26 -27 -1 -22 -19
right_child=1 3 11 -5 -6 10 23 8 -10 -11 -12 16 13 14 -16 -17 18 29 19 22 28 -23 -24 24 25 26 -28 -29 -30 -31
leaf_value=-0.016801386652621132 -0.019559402648930219 -0.017748347621777877 0.012647090428011737 -0.020513086118345666 0.016146692683251054 -0.0024558121610291179 0.0038496220654408047 0.0053425370600417108 -0.022800712232680539 -0.00078021087423047137 -0.021331141286815052 -0.0070533871170234417 0.012912422925292804 -0.020562505725868974 0.0045083326664156547 0.0011340777887835628 0.014377418855312943 -0.01105202992518607 0.0050999391976402015 0.012563402840695691 -0.022928827973420367 0.010638679104040866 0.0014693864996516333 -0.015633123434646925 0.011175856315996503 -0.01167929370024136 0.0026579622412478045 0.00012748297322839099 -0.0027481509067962583 -0.033074281134507097
leaf_weight=2.980501705780628 4.2320446241646996 3.2951461598277083 21.972395196557045 2.5678684655576935 3.4254859033972016 5.9336295016109926 66.332895809784532 1.9683060757815827 5.1511312779039145 166.75730824843049 3.9902580268681049 5.4280557632446298 8.9089896529912931 5.1321682035923022 13.958813950419424 4.954022005200386 10.631461225450037 2.8496917262673378 4.2469769120216361 10.380735587328671 5.6902143359184247 6.7924268320202836 27.84718257188797 6.6356201097369221 6.7490980401635197 5.9293624311685624 10.965402565896506 26.279490079730749 2.6128444075584412 2.9006176590919486
leaf_count=93 56 97 70 34 15 29 281 17 63 1325 29 24 26 28 47 18 33 17 15 33 43 20 116 71 19 34 44 157 20 26
internal_value=0.000296283 -0.00149064 0.00145832 -0.00105628 -0.000768276 -0.00046465 0.000250262 -0.00422382 -0.01502 -0.00110901 -0.0100453 0.00350456 0.00648035 0.00236862 -0.00153799 -0.00990582 0.00144549 -0.00520035 0.00339032 0.00108993 -0.00924229 0.00278027 0.00448195 0.00193498 -0.00225941 0.00149391 -0.00237382 -0.00159694 -0.0165783 -0.0221607
internal_weight=457.5 180.278 277.222 176.046 173.478 142.916 132.992 36.3794 7.11944 170.052 9.92389 134.307 54.9264 32.954 24.045 10.0862 79.3802 17.9708 61.4094 50.778 12.55 12.2205 38.2279 96.6124 30.2795 23.6439 16.8948 29.26 8.30306 5.75031
internal_count=2900 1527 1373 1471 1437 837 779 330 80 1422 58 536 189 119 93 46 347 87 260 227 78 44 149 449 168 97 78 250 63 43
is_linear=0
shrinkage=0.0157948


Tree=94
num_leaves=31
num_cat=0
split_feature=0 3 2 2 3 3 4 2 4 4 0 3 3 3 1 0 3 1 3 1 1 1 1 4 2 3 4 4 1 0
split_gain=3.5983 3.24315 3.07199 3.269 2.72351 2.6944 2.32376 3.90203 4.55322 3.43265 3.26341 4.66044 3.96022 3.00975 2.89512 4.62444 6.30045 6.21265 6.18284 6.17555 12.4436 3.53483 4.76172 4.29911 3.71533 5.42354 3.17888 3.17237 3.6603 3.03046
threshold=113.28087178455002 -0.27223499999999995 -0.065399999999999986 -0.23557500000000001 -0.49570500000000001 -0.15684499999999998 49.110028829250005 -0.15726999999999999 49.842240509300005 48.680511450650009 78.626646483100004 0.10176000000000003 0.075065000000000021 0.079095000000000013 69.873026810350026 96.055920542800024 -0.21013499999999999 71.090898343450007 0.090390000000000012 72.953999827850012 74.986474174450009 60.474177186300004 58.549241164900003 40.621691032550004 -0.071129999999999985 0.083290000000000017 36.735256530150004 33.384956903900012 78.349735295650007 85.253695774650012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 -5 -2 9 8 -8 10 11 12 -3 -10 21 16 -16 18 -18 -17 -21 22 -12 24 25 -23 27 28 -22 -25
right_child=5 6 -4 4 -6 -7 7 -9 13 -11 14 -13 -14 -15 15 19 17 -19 -20 20 26 23 -24 29 -26 -27 -28 -29 -30 -31
leaf_value=-0.020117293127429697 0.00063775808867485412 -0.0040163402628254187 -0.022067891837622727 0.0071140146976715023 -0.010882439659757904 -0.013987762374045542 -0.014130683733041835 -0.016165986118467163 -0.0020652518705573876 0.010825413319681175 0.0063454299434569025 0.012369182019240251 -0.022421537493339451 0.017847503851238043 0.0087569959576253437 0.011164119243469607 -0.014284351178207385 -0.016012779351282681 0.0035102419367150093 -0.024673914690207206 0.0164563074717986 -0.0083113782788304582 -0.019175741544156973 0.010149750475102692 0.0088941551269665423 0.0052834810901839216 0.0017838310145954521 -0.018969022779244882 -0.017575010606284188 0.00020649747116537791
leaf_weight=2.3515588771551839 5.4390554167330265 8.8764284942299145 2.7350143399089566 6.1172915045171958 3.2616874538362026 7.6948715187609178 3.7552598305046576 5.3978845365345469 4.1162138637155294 8.8184043504297716 3.2029400318860999 2.817308895289897 4.4353285469114772 3.5993978194892406 7.060378096997737 13.641261003911493 7.4265621267259148 13.893345007672904 14.751686273142694 5.0094640143215647 1.9187036324292415 9.6373782120645028 4.3768439926207066 8.286963136866687 40.979951106011868 32.320623956620693 94.124866437166929 3.8709343113005161 1.3707906901836393 120.63301690295339
leaf_count=42 73 131 50 34 30 231 28 96 37 31 12 10 56 11 27 53 60 157 68 47 13 53 34 36 144 114 552 70 42 558
internal_value=0.000272364 0.00051791 -0.00688806 -0.00334883 0.000855465 -0.007931 0.000770386 -0.00501443 0.000233187 0.00100988 0.000792746 -0.00621548 -0.0101487 0.00722422 0.00108826 -0.000516946 -0.00498343 -0.00767287 -0.00244842 0.00108931 -0.000203631 0.00228112 -0.00839143 0.00266296 0.00548781 0.00216086 0.00100664 -0.00920961 0.00227485 0.000845649
internal_weight=451.921 438.787 14.4656 11.7305 9.37898 13.1339 424.322 16.8688 11.4709 407.453 398.635 16.1291 13.3118 7.71561 382.506 163.068 43.132 36.0716 22.1782 119.936 106.295 219.438 7.57978 211.858 82.938 41.958 101.285 7.16043 3.28949 128.92
internal_count=2900 2596 156 106 64 304 2440 172 76 2268 2237 197 187 48 2040 1089 312 285 128 777 724 951 46 905 311 167 677 125 55 594
is_linear=0
shrinkage=0.0159054


Tree=95
num_leaves=31
num_cat=0
split_feature=1 4 2 4 2 4 4 2 3 1 4 3 2 1 2 2 3 1 4 3 3 4 1 2 0 3 2 2 3 3
split_gain=3.19215 2.28476 3.39516 2.06882 3.18005 3.10442 2.97168 4.09942 4.06902 3.38698 5.92968 5.24416 3.10781 2.96526 2.72192 3.477 4.62124 3.05616 2.96747 4.19604 3.81718 5.17831 5.08131 4.29625 4.27358 3.80027 3.93743 8.41476 12.6393 5.86274
threshold=93.985807782350022 31.796797363700005 -0.10710499999999999 49.275256100300005 -0.15726999999999999 48.680511450650009 45.90502654165001 -0.23378499999999999 0.075725000000000028 83.715897724050009 44.710446918150005 -0.21013499999999999 0.20981000000000005 86.858705278550005 0.68694500000000025 0.27148500000000009 0.094415000000000013 82.987325570650015 35.461062230100005 -0.27223499999999995 0.088165000000000021 39.788107623550012 60.474177186300004 -0.057185 92.031298721500022 0.08708500000000001 -0.24103499999999997 -0.10282499999999999 0.084535000000000013 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 5 13 6 9 -8 -9 14 11 -11 -13 -5 15 17 -17 18 -3 -20 21 23 -22 24 -21 26 -23 -28 29 -29
right_child=-2 3 -4 4 -6 -7 7 8 -10 10 -12 12 -14 -15 -16 16 -18 -19 19 20 22 25 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.020165448020055703 -0.01148991834313262 0.0064447262782659064 0.0027780784157259157 -0.0067643290727302319 -0.014672001623885166 0.0083009828066009528 -0.017223477160200729 0.0079146372092925871 -0.011191786691896473 0.0078278678145205539 0.016523140458623943 -0.019796167274851072 0.0059681333049315761 0.0099310848803328185 0.011886207327223132 -0.02181068872394935 0.0042855919948468872 0.013319007074245897 -0.012448672912444543 -0.0022212977613318523 -0.016392133683941077 -0.008777629206535938 -0.00037805974966612061 0.00290458448016386 -0.018172654974639945 0.010877821951048444 0.011377819430518391 -0.0027455028860974345 -0.013153774353293077 0.0079763232512269754
leaf_weight=3.3902470823377371 5.8846494536846867 23.837490050122142 3.2510862573981276 6.7683373913168925 5.7257567122578612 13.626718282699583 5.6355495601892498 6.4722428023815137 5.150491077452898 3.0151662062853566 2.4287092313170424 8.7757430737838131 1.3963998816907395 4.5962480753660202 5.9417078644037238 3.924056287854909 3.1459214985370636 5.2423491887748233 6.2369526457041493 11.662921661511065 5.2698988132178775 6.8458470050245515 156.68724032491446 17.788250084966421 6.865995639935135 18.455358237028122 27.252487473189817 20.362959096208229 13.377161411568521 36.908062683418393
leaf_count=70 239 117 50 51 103 51 70 26 39 23 8 171 15 25 23 37 17 20 84 63 42 78 782 79 74 63 93 147 92 148
internal_value=0.000246307 0.000403257 -0.00893406 0.000546341 -0.00492359 0.000770895 0.000516075 -0.00599605 -0.000552172 0.000807674 -0.00650998 -0.010752 -0.0162593 -1.21018e-05 0.00111668 0.000940821 -0.0101987 0.00116155 0.00098026 0.000582781 0.000835604 0.00259686 -0.000899139 -0.00272633 -0.00813216 0.00416602 0.00298346 0.00380588 0.000885004 0.00416413
internal_weight=445.922 440.037 6.64133 433.396 17.0903 416.306 402.679 17.2583 11.6227 385.421 15.616 13.1873 10.1721 11.3646 369.805 363.863 7.06998 356.793 351.551 327.713 321.476 159.519 161.957 36.3172 18.5289 123.202 104.747 97.9007 70.6482 57.271
internal_count=2900 2661 120 2541 179 2362 2311 135 65 2176 217 209 186 76 1959 1936 54 1882 1862 1745 1661 837 824 216 137 621 558 480 387 295
is_linear=0
shrinkage=0.016041


Tree=96
num_leaves=31
num_cat=0
split_feature=1 1 1 3 3 3 4 3 2 4 0 2 2 3 4 4 3 1 2 3 4 2 0 2 2 0 3 3 4 3
split_gain=2.74283 2.74472 2.22512 4.30767 3.37562 3.34809 2.79073 4.05015 4.03692 5.85936 5.38626 3.7186 3.67815 5.03621 2.87963 2.78123 3.4248 5.33495 9.47961 4.12999 4.40188 7.14528 2.73659 4.83444 4.31213 3.94842 4.31818 6.62383 3.5301 3.32095
threshold=93.985807782350022 54.884872733100003 69.873026810350026 0.25847000000000003 0.21240500000000004 0.43162500000000009 41.872669623500009 0.11906000000000001 -0.13820499999999999 39.852039223600009 86.780739992750014 -0.26820499999999997 -0.058529999999999992 0.12424000000000003 42.686561923500008 38.238138001450004 0.084535000000000013 63.910026677050006 -0.053019999999999991 0.097615000000000021 41.532441862050007 -0.026349999999999998 95.429509798400019 0.056285000000000009 -0.24103499999999997 94.047642319350018 -0.084259999999999988 0.090390000000000012 38.175120519550006 -0.25765499999999997
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 5 4 22 6 7 8 9 11 -11 -3 -8 14 -14 -10 -17 19 -19 20 21 -18 23 24 -4 -26 -27 -28 -25 -24
right_child=-2 2 3 -5 -6 -7 12 -9 15 10 -12 -13 13 -15 -16 16 17 18 -20 -21 -22 -23 29 28 25 26 27 -29 -30 -31
leaf_value=-0.016795081457969298 -0.01088727711787928 0.002203953819348777 -0.020918639048161977 -0.021132857471491434 0.016005693928099352 0.013846797963680301 0.00075813374698897287 -0.0078569867570812899 0.0086124104203394777 -0.0054764524252019341 0.016227536441868771 -0.014749007032040157 -0.018415210853056543 0.010955008502294319 -0.0052988682731165649 0.0076350220505911857 -0.023237941249583737 0.0023716153546558027 -0.031677867399334557 0.0082718760188662775 0.0087219177984399869 0.0020825103024825938 -0.014098163525468412 -0.0018951992371290585 0.0072888973212501523 0.009781114924750367 -0.02127848600853461 0.00043404962554937873 -0.028646703364208655 0.00056867082299452156
leaf_weight=2.3510786499828091 5.5650379927828899 4.9849563501775256 2.8841888085007694 2.6223098728805772 3.0594432912766925 5.3939609900116912 82.347806537523866 8.7182336747646314 32.675616247579455 5.3931380771100503 6.2685335204005241 9.5934974383562821 6.4514850042760434 3.522182520478963 12.401066644117234 25.678601175546646 4.7323783785104716 5.3489838279783726 3.3848722483962757 18.6100202947855 5.916981264948844 7.012918230146175 4.0290280543267718 1.9906666576862324 10.509351918473842 3.9696447364986005 6.2789253592491105 8.2333484478294832 3.3641429804265499 137.16933364327997
leaf_count=91 239 21 47 34 12 15 416 40 120 34 16 107 59 15 87 93 28 23 29 60 18 29 56 9 52 16 80 57 52 945
internal_value=0.000220407 0.000362544 0.000455803 -0.000870819 -0.000578055 0.00143894 0.00116356 0.00264819 0.00335487 -0.00222256 0.00619016 -0.00895211 -0.000797354 -0.00652216 -0.00978738 0.00477082 0.00299496 0.000347534 -0.0108245 0.00303761 -0.00247753 -0.00811953 -0.000862409 -0.00470265 -0.00235092 -0.00050371 -0.00493481 -0.00896016 -0.0187018 0.00015016
internal_weight=440.462 434.897 432.546 184.11 181.488 248.435 243.041 138.319 129.6 26.2401 11.6617 14.5785 104.723 22.3747 18.8526 103.36 70.6848 45.0062 8.73386 36.2723 17.6623 11.7453 178.429 37.2303 31.8755 28.9913 18.4819 14.5123 5.35481 141.198
internal_count=2900 2661 2570 1360 1326 1210 1195 618 578 178 50 128 577 161 146 400 280 187 52 135 75 57 1314 313 252 205 153 137 61 1001
is_linear=0
shrinkage=0.0159228


Tree=97
num_leaves=31
num_cat=0
split_feature=0 4 2 2 2 3 0 4 0 2 2 2 1 4 4 0 1 1 0 2 1 4 1 3 3 2 2 0 2 2
split_gain=7.06601 7.15398 5.39421 5.51786 5.35689 4.56204 7.62223 4.11296 5.43522 4.98079 6.72806 5.21615 4.73329 4.38362 6.37556 4.52438 8.57004 4.29751 4.17234 3.05087 4.79654 3.22803 5.10442 3.03138 4.75596 3.02495 2.8874 5.77261 5.33429 3.55883
threshold=102.84427732220001 39.995120105550008 -0.088944999999999996 -0.156745 -0.24103499999999997 0.074640000000000026 104.3578792496 42.599563320500003 100.13162306855001 -0.58180999999999994 -0.23871499999999998 0.11970500000000002 71.273713496300005 43.162556114600001 48.988717865950008 85.716110573100011 61.998532946250002 55.855406118200008 75.994645973400011 -0.0023999999999999998 87.184008712350007 44.710446918150005 82.844837289750004 0.087725000000000011 0.094415000000000013 0.17273000000000005 -0.065399999999999986 84.280473931450004 -0.085734999999999992 -0.25167499999999993
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 -2 3 4 -3 -6 -7 18 9 -9 12 13 -11 23 15 16 -15 -16 -1 21 -21 22 -4 -12 -25 -13 28 -28 29 -20
right_child=1 2 19 -5 5 6 -8 8 -10 10 11 25 -14 14 17 -17 -18 -19 26 20 -22 -23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=-0.0034326866077163793 -0.0055025367965302278 -0.0069148144503909633 0.003997945069318309 -0.0072500339640666853 0.004623254665276611 0.0050882822589769601 -0.0069355557547793661 0.0053047986598621522 -0.0054676619439129404 -0.0075382797488114366 0.00019140904442613177 -0.0078119952420715377 0.0015477599855766365 0.0016580057906590811 0.0020835687873509944 0.0029683237366565844 -0.0083139899410672319 -0.0060843578268763724 -0.00052334805752817523 0.0017849859603113936 -0.006688001858376506 0.0057816073673530215 -0.0067946569995788906 -0.0085279086103810242 -0.0009724646826827579 -0.00071963143858017856 -0.0038510643153914096 0.0018537710995430189 -0.0014682455708453076 0.0015875167351980513
leaf_weight=7.348155550658702 12.454774485900996 3.7568202242255238 4.0136948451399821 6.0910630170255926 5.820726575329898 2.858917623758316 4.3818537872284651 5.2876184284687033 6.6092935912311068 6.7950487546622735 15.016555998474361 4.1251530516892663 2.6018662713468075 12.318657483905552 3.2761621773242933 40.429400332272053 3.6708745285868636 5.9581256993114948 36.546516723930836 6.4757250882685167 3.3147317487746477 7.0657821651548147 2.2409410625696182 4.2613082602620107 7.6280078254640102 3.7832244411110878 6.1111919879913321 122.38911535218358 37.318105783313513 92.668224725872278
leaf_count=119 281 68 13 88 21 9 69 17 54 102 81 56 24 63 13 146 31 71 186 32 77 24 46 43 41 27 43 487 189 379
internal_value=0.000215794 -0.001651 -0.000608628 -0.00257847 -0.000886571 0.000847306 -0.00218811 0.000473162 -0.0004158 -0.000125842 -0.000387211 4.63351e-05 -0.00502249 0.000427871 0.00122594 0.00194815 -0.000631364 -0.00318652 0.000831125 0.00134404 -0.00108369 0.00312841 0.00013112 -0.00151951 -0.00368045 -0.00441914 0.00093732 0.00158246 0.000439515 0.000990489
internal_weight=482.618 58.475 46.0203 22.9094 16.8183 13.0615 7.24077 424.143 121.761 115.152 109.864 100.467 9.39692 92.5591 65.6532 56.4189 15.9895 9.23429 302.381 23.1109 9.79046 13.3204 6.25464 26.9059 11.8893 7.90838 295.033 128.5 166.533 129.215
internal_count=2900 728 447 255 167 99 78 2172 769 715 698 572 126 489 324 240 94 84 1403 192 109 83 59 165 84 83 1284 530 754 565
is_linear=0
shrinkage=0.00572848


Tree=98
num_leaves=31
num_cat=0
split_feature=0 4 2 1 2 3 2 4 1 1 4 0 1 4 2 0 2 2 1 1 0 4 4 3 0 3 2 4 2 1
split_gain=5.07004 5.83679 4.07768 4.15752 5.61181 5.31078 4.52421 4.0447 5.01512 4.19408 3.8536 3.74744 3.59054 4.12485 3.48794 6.1818 4.85798 4.91974 3.79884 3.61929 4.40494 10.247 4.43353 3.46941 5.98088 5.79663 6.97643 3.41938 3.35168 8.1246
threshold=98.201310130900012 36.735256530150004 -0.61225999999999992 78.285212300550015 -0.59681499999999998 0.085495000000000029 -0.50001499999999999 42.178283198950005 76.42211081615001 72.026481772850005 44.611732354850012 75.309089150100007 70.343506983200015 42.428475018400007 -0.067574999999999996 84.280473931450004 -0.053019999999999991 -0.040019999999999993 58.549241164900003 63.910026677050006 94.776214472700005 38.175120519550006 39.749124837650008 -0.15684499999999998 116.55541378745001 -0.22831499999999999 -0.15895000000000001 41.24714903835001 -0.092864999999999989 82.987325570650015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 -2 -3 5 -5 -4 -6 11 9 12 -11 -1 13 -9 18 -16 -17 -18 -13 27 21 -21 -23 25 28 26 -8 -19 29 -25
right_child=1 2 3 4 6 -7 23 8 -10 10 -12 14 -14 -15 15 16 17 19 -20 20 -22 22 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0038149165858042148 -0.0052882037948271746 -0.0087210913259936663 -0.007310958026545398 0.0063399716192888058 -0.0072933891829619893 -0.0007940087467660068 0.0061546684360762023 -0.0045134748762094548 -0.0071160151598881251 0.0051482183185919293 -0.00096968265797558475 0.0049054428603044721 -0.0042737880734600919 0.00010628177195581734 -0.0039248744111396137 0.0047897243120954896 -0.0031722453143336535 0.0047194225435357277 0.00018668653920395181 0.0029569028767324236 0.0034381162595822725 -0.0092907136824218854 -0.0018132589359397845 -0.0080748485481726591 -0.0068097416926205349 0.0062187019917758083 -0.0058142605947970813 0.0003559452461164235 0.0010614348054820745 0.00060343540820553267
leaf_weight=5.4294407460838547 9.502225283533333 2.0233286768198004 5.999944498762491 4.8740838337689629 2.8998581804335108 14.864253137260674 2.7292540110647678 7.0978895146399728 3.5990437977015963 9.1633344665169698 5.7142471261322489 6.145641401410102 8.0270905755460245 95.482975725084543 5.8751994632184497 20.3436642549932 6.8015947490930548 22.449788071215156 114.26132190041244 12.577996179461481 14.011036582291124 4.40229933708906 7.0535842347890139 5.3136568330228284 4.6968203987926236 7.6452232282608659 4.2680155485868454 8.4496526420116407 37.003929086029544 12.051280226558445
leaf_count=100 207 23 75 18 54 83 7 49 73 25 44 18 77 540 40 59 32 68 518 42 47 27 42 57 136 31 51 36 214 107
internal_value=0.000172918 -0.000901252 -0.000501847 -0.000339357 0.000256937 -0.0026681 -0.000130088 0.000515654 -0.0003112 -0.000116032 0.00279843 0.000984195 -0.000508048 -0.000213374 0.00110137 0.00189708 0.00225305 0.00157176 0.000427535 0.00203977 0.000832516 -0.000686471 -0.00468672 0.000151733 -0.000479833 0.00269938 -0.00114583 0.0035262 6.69952e-05 -0.00205211
internal_weight=470.758 113.872 104.37 102.346 81.4821 20.8642 76.608 356.886 129.085 125.486 14.8776 227.801 110.608 102.581 222.372 101.965 96.0896 75.746 120.407 68.9444 38.0449 24.0339 11.4559 73.7082 59.0657 14.6425 6.99727 30.8994 54.3689 17.3649
internal_count=2900 1063 856 833 675 158 657 1837 808 735 69 1029 666 589 929 393 353 294 536 262 158 111 69 603 514 89 58 104 378 164
is_linear=0
shrinkage=0.00584668


Tree=99
num_leaves=31
num_cat=0
split_feature=0 4 3 4 2 2 1 2 2 3 3 3 3 0 1 4 4 4 0 3 3 4 4 1 0 1 0 1 1 3
split_gain=6.90973 7.00891 4.61092 4.63888 4.59182 4.71796 5.08583 4.13676 3.78297 3.77637 6.09107 3.89351 4.06391 3.8985 3.77213 3.28771 4.48573 5.27256 4.49296 5.11843 3.38654 3.15025 3.17346 3.1113 4.44788 3.13705 6.20879 6.58091 14.9532 6.39218
threshold=102.84427732220001 44.710446918150005 -0.27223499999999995 49.110028829250005 -0.088944999999999996 0.033180000000000008 85.804829691400016 -0.23557500000000001 -0.156745 0.090720000000000023 0.089785000000000018 -0.21013499999999999 -0.25765499999999997 103.44649194340002 86.858705278550005 48.852845034800005 45.90502654165001 47.833738492450003 78.626646483100004 0.10176000000000003 0.075065000000000021 48.919835655300012 40.380906245900007 60.474177186300004 81.648473421750012 69.873026810350026 96.055920542800024 72.953999827850012 74.986474174450009 -0.089509999999999992
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 9 21 15 8 -6 -7 -5 14 10 11 12 -2 -13 -3 16 18 -18 19 20 -4 22 -1 24 -20 -25 29 -28 -29 -27
right_child=1 4 3 7 5 6 -8 -9 -10 -11 -12 13 -14 -15 -16 -17 17 -19 23 -21 -22 -23 -24 25 -26 26 27 28 -30 -31
leaf_value=-0.0012885843286049136 -0.0058235982721816957 -0.0045848938624746018 -0.0014982736087089811 0.0027064083329417185 0.0054435748052627702 0.0040484120449433862 -0.0064154302863889011 -0.0051243746446586504 -0.0063725403386438364 -0.0062063154824770726 0.0048124388540780987 0.0023967785009224377 0.0027672628438159177 -0.0053705195758797543 0.0017517632919163289 0.0044671978114052555 -0.0055445284104714467 0.00072246322069920502 0.0014429596833556006 0.0040216022489145374 -0.0070239364522753011 0.0024764150667515774 -0.0066234878567544026 0.00118882064430393 -0.0063534497251004169 0.0022666972114881549 0.004315979828133038 -0.0080680330146315361 0.00096337802975530551 -0.0024340633668134114
leaf_weight=6.7800805121660215 2.0454509723931551 3.4550021141767493 7.9952080454677326 2.3695212751626968 7.164264924824236 2.4698109999299049 2.3728094510734081 6.8056663721799833 3.1714110206812647 7.5867692586034527 2.935346918180584 1.9197820127010352 4.8040326591581151 13.681098531931637 8.3938076049089414 5.5580020174384108 6.8045890182256681 7.1967845261096954 3.777774963527917 2.9081681296229354 4.5252730324864388 2.7640795558691016 5.0827718935906887 215.49140720069408 3.8487754389643669 9.6890813186764699 12.964195959269999 5.0926549769937983 76.879751112312078 33.926117217168212
leaf_count=53 44 29 121 11 24 7 49 84 44 149 20 8 38 255 61 16 68 32 15 10 54 9 78 859 28 42 42 45 347 258
internal_value=0.000153358 -0.00146705 0.000384589 0.000486066 0.000459858 0.00281301 -0.00107871 -0.00310205 -0.0014212 -0.00304651 -0.00210217 -0.00300624 0.000201787 -0.00441471 -9.59467e-05 0.000569064 0.000513667 -0.00232326 0.000618999 -0.00207852 -0.00349541 -0.00243095 -0.00357438 0.000734074 -0.00249154 0.000803558 0.000204354 0.000936728 0.000402288 -0.00138979
internal_weight=480.459 59.9996 420.46 405.833 27.0271 12.0069 4.84262 9.17519 15.0202 32.9725 25.3857 22.4504 6.84948 15.6009 11.8488 396.658 391.1 14.0014 377.098 15.4286 12.5205 14.6269 11.8629 361.67 7.62655 354.043 138.552 94.9366 81.9724 43.6152
internal_count=2900 728 2172 2032 214 80 56 95 134 514 365 345 82 263 90 1937 1921 100 1821 185 175 140 131 1636 43 1593 734 434 392 300
is_linear=0
shrinkage=0.00510427


Tree=100
num_leaves=31
num_cat=0
split_feature=0 3 2 3 3 3 3 0 2 4 4 4 3 4 4 1 4 2 0 1 2 2 0 4 3 3 3 3 2 1
split_gain=3.08136 5.45259 4.50637 3.55441 3.9874 4.65264 6.76926 4.41992 4.31372 6.22637 2.34703 4.86346 5.03028 3.44143 3.97929 3.03478 4.12911 6.61395 2.35541 5.41339 5.19727 4.31685 3.8754 2.39559 4.26978 2.17733 3.52061 2.73451 9.13661 4.18136
threshold=102.84427732220001 0.090720000000000023 -0.24103499999999997 0.089785000000000018 0.079785000000000009 0.078505000000000019 0.075065000000000021 105.98708487665002 -0.15626499999999999 43.45354240915001 48.988717865950008 48.852845034800005 -0.52484999999999993 45.90502654165001 47.833738492450003 55.855406118200008 50.065525775750011 -0.23361999999999997 81.917319234750025 61.409760615700009 -0.013805 -0.13820499999999999 68.456209375600011 35.818873074050011 -0.23472499999999999 -0.093074999999999991 1.0000000180025095e-35 0.084365000000000009 -0.055714999999999994 67.203387886850024
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=10 2 -2 4 5 6 8 -6 -4 -10 11 12 -1 18 -15 -12 -17 -18 19 20 21 23 -22 -14 -25 -20 -27 28 29 -28
right_child=1 -3 3 -5 7 -7 -8 -9 9 -11 15 -13 13 14 -16 16 17 -19 25 -21 22 -23 -24 24 -26 26 27 -29 -30 -31
leaf_value=-0.017087964169876339 -0.019195259434918264 -0.01678148121998289 0.014021473449701678 0.016806158083995805 0.0025595466127129292 0.01498736835934463 -0.019617152502634721 -0.021364883201644379 -0.019704992693219354 0.0062200201983034662 0.0065152503069119457 0.016475622598687973 0.0084566535989864019 -0.017063198822106 0.0011126633057966402 -0.02605136371596551 0.025972836286446425 -0.018876847617346936 0.0051105270443711293 -0.020634177203499839 0.011539915624781962 0.016093462553895637 -0.022852472628921466 0.013858057572527439 -0.0226905827906882 -0.0071796473515908761 0.0032737464364880394 0.00071888242408202113 0.013707484888748856 -0.0097265382214863222
leaf_weight=4.3177167866379014 3.5851831249892703 7.3892244575545183 6.3512674700468805 3.3091323161497703 3.7655683718621713 5.900485184043645 4.5996730811893931 4.9541298123076558 4.0257845921441966 7.0812284126877785 3.2021087259054166 5.546400658786296 2.8762268256396091 6.2080914974212629 7.2163610346615314 3.4721285458654165 1.5184600874781611 2.2770610060542822 43.531558237969875 4.3402688130736342 1.2005281634628779 5.9230081234127283 3.7218815889209509 1.2852282226085696 2.8479362968355382 13.503696374595163 24.035889901220798 226.24813269637525 20.300998946651816 9.5891152471303922
leaf_count=72 88 167 29 20 27 36 88 136 91 46 13 14 25 72 35 33 4 56 194 69 19 21 63 15 46 89 91 1094 80 67
internal_value=0.000290583 -0.00356035 -0.00131825 0.000284572 -0.00120602 0.00185889 -0.00165297 -0.0110332 0.00308 -0.00317661 0.00078974 0.00100246 0.000774903 0.000981772 -0.0072927 -0.00698547 -0.0129339 -0.000934 0.00129084 -0.0039614 9.15267e-05 0.00563193 -0.0144645 -0.00320817 -0.0113256 0.00163654 0.0011216 0.0015217 0.00488993 -0.00043365
internal_weight=444.124 50.9617 43.5725 39.9873 36.6781 27.9584 22.058 8.7197 17.4583 11.107 393.163 382.693 377.147 372.829 13.4245 10.4698 7.26765 3.79552 359.404 22.1951 17.8548 12.9324 4.92241 7.00939 4.13316 337.209 293.678 280.174 53.926 33.625
internal_count=2900 728 561 473 453 290 254 163 166 137 2172 2066 2052 1980 107 106 93 60 1873 258 189 107 82 86 61 1615 1421 1332 238 158
is_linear=0
shrinkage=0.0166449


Tree=101
num_leaves=31
num_cat=0
split_feature=0 4 2 1 2 3 2 3 0 1 3 3 3 3 2 0 2 1 4 1 0 3 1 0 3 4 3 3 0 1
split_gain=2.71136 4.05471 3.68042 3.5508 5.31143 4.33209 3.84743 3.15786 2.66106 7.83392 3.03251 4.43662 2.56581 4.5833 5.68182 4.44346 2.54436 8.02068 4.93923 8.83267 4.4602 5.06607 3.45054 2.47682 3.10633 2.44476 2.22369 2.84127 4.49629 4.53401
threshold=98.201310130900012 36.735256530150004 -0.61225999999999992 78.285212300550015 -0.59681499999999998 0.085495000000000029 -0.50001499999999999 0.11467000000000002 97.013011637200023 75.645146416450004 0.09310000000000003 0.10818500000000002 -0.15684499999999998 -0.22831499999999999 -0.15895000000000001 116.55541378745001 -0.092864999999999989 82.987325570650015 44.710446918150005 81.524804347700012 104.3578792496 0.074640000000000026 80.288113607700012 104.86330937810001 0.086230000000000015 40.259171735100004 0.43162500000000009 0.11906000000000001 86.692020874450009 61.966271448700006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 7 -3 5 -5 -4 -6 -2 9 26 -10 -12 13 14 -8 16 17 -14 19 22 -19 -22 -18 -21 -25 -7 27 -1 29 -29
right_child=1 2 3 4 6 25 12 -9 10 -11 11 -13 15 -15 -16 -17 18 20 -20 23 21 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=0.0010614756551965746 -0.019413002720177878 -0.025470155157357385 -0.020858875749394903 0.018923702099292134 -0.021247630099946326 -0.0125067012127708 0.016596687391481981 0.0096835296589187301 0.010257316898737419 -0.022927314546045532 -0.011611411453265608 0.012595766250972713 -0.023673498691894168 0.016770881713043438 -0.016716685821511694 -0.019930957745940874 -0.0028156745663157831 0.014586887207058079 0.016709147735642759 -0.024280818169990382 0.015164365821216087 -0.019632253624057093 0.011942049031245039 -0.020471904346593184 0.0055821276302522463 0.0025540159273667383 0.011554952465081765 -0.0033856267370665528 0.0047257065700518908 -0.028319231078218394
leaf_weight=283.11283707246184 6.2226816937327376 1.8086184412240971 5.1057371757924583 4.5573050025850526 2.4718472911044946 4.7543578222393981 2.5182535815984011 1.3358128517866132 18.035946264863018 4.1299954913556567 5.5226596072316152 3.7466091848909855 4.939538337290279 7.0833318736404092 3.7681945273652673 3.4583694022148839 7.5710638090968336 5.0042880922555906 6.1513953134417525 3.9529474787414056 1.8679702952504156 3.6324698319658637 12.195486806333063 2.5006233379244804 2.9301357325166464 9.5828688666224462 5.6478970739990464 4.790047310292719 6.022247500717639 3.9017441049218178
leaf_count=1537 189 23 75 18 54 36 7 18 65 84 33 15 57 31 51 136 35 19 17 42 9 79 37 42 41 47 20 22 27 34
internal_value=0.000267464 -0.00216284 -0.00120809 -0.000741501 0.00096177 -0.007277 -0.000206863 -0.0142708 0.00101789 0.000561879 0.00615509 -0.00182695 0.000562805 0.0072998 -0.00337187 -0.00109891 0.000184506 -0.00562838 0.00272761 -0.000222828 0.00285681 -0.00781519 0.00628949 -0.0139409 -0.0064146 -0.00244026 0.000881544 0.000679136 -0.00667745 -0.0145783
internal_weight=438.323 103.413 95.8548 94.0462 74.6032 19.443 70.0459 7.55849 334.91 307.605 27.3052 9.26927 67.5741 13.3698 6.28645 54.2043 50.7459 15.4443 35.3017 29.1503 10.5047 5.50044 19.7666 9.38371 5.43076 14.3372 303.475 297.827 14.714 8.69179
internal_count=2900 1063 856 833 675 158 657 207 1837 1724 113 48 603 89 58 514 378 164 214 197 107 88 72 125 83 83 1640 1620 83 56
is_linear=0
shrinkage=0.0171707


Tree=102
num_leaves=31
num_cat=0
split_feature=1 4 4 3 2 4 2 0 1 1 0 4 4 3 0 0 4 1 2 1 3 2 2 3 4 4 2 3 4 4
split_gain=4.58614 8.66732 5.3584 4.26197 3.25135 3.02054 3.25833 3.01176 8.15383 3.44129 4.3415 3.16118 5.05586 4.38173 3.15875 5.60012 5.81983 10.3927 12.232 4.96901 6.05208 3.77394 8.51455 4.52892 6.9164 5.47344 7.46702 11.7015 4.35652 3.92153
threshold=83.715897724050009 44.710446918150005 49.275256100300005 -0.22253999999999999 -0.23557500000000001 46.177190236600005 -1.0000000180025095e-35 85.678472159250006 62.00390986255001 64.071334164850015 83.011521693850014 32.483642351600004 35.131296350900008 0.11207500000000002 90.837623311600012 90.337570099350003 38.592454371550012 63.910026677050006 -0.14228499999999997 67.649671936450019 0.084795000000000023 -0.59511499999999995 -0.24103499999999997 0.090865000000000015 41.322103772800006 41.134354310300004 -0.060760000000000002 0.094625000000000029 40.036761086100007 39.893178577750007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 7 -2 -4 -3 -7 8 11 -10 -11 -1 -13 -14 15 16 -9 -18 -19 20 -16 -21 28 29 25 26 27 -25 -23 -24
right_child=1 5 4 -5 -6 6 -8 14 9 10 -12 12 13 -15 19 -17 17 18 -20 21 -22 22 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.010149387603638198 0.001325852302966902 0.009091255126603047 0.0029101879375906256 -0.0090655416744062235 -0.0087907260820557723 0.0014619523951693357 -0.010590221807502834 0.0056053528154009196 -0.011715312634798386 -0.010274521074924839 0.004452679109285337 0.0089116322573767198 0.00054725230511410209 -0.010401640974031096 0.0011845398218380859 0.0071409605654036718 0.001413204189493961 0.00018596674300502903 -0.018832951662750522 0.0048032698298423465 -0.010767357107158652 -0.0020506880937809589 -0.00077635803689761202 0.0030771586456105407 -0.0073555168645510855 0.010471024906348016 0.0026290717940877489 -0.011958382786677458 -0.012070976645941627 0.0030053313821883513
leaf_weight=2.0719463471323243 3.7209205031394985 3.252359168604019 2.3613453656435013 14.551524275913833 7.2779233008623105 12.649018928408623 1.942738961428401 20.553782314062119 6.5261686351150257 2.8959034122526646 3.1238897833973169 5.1667959541082373 46.971588335931301 2.9143873490393153 6.122746240347622 13.790515031665562 107.34728819131851 6.1837332528084517 4.3070703987032157 14.562568858265875 6.6196550205349922 7.3885601535439474 29.307454800233245 7.0660149827599481 11.069155268371103 3.6605718359351149 22.019041616469625 8.6346328817307931 5.826027762144804 69.182574601843953
leaf_count=40 56 13 13 360 106 109 47 63 71 44 19 16 328 21 33 46 420 35 46 58 50 61 174 28 84 9 94 85 62 309
internal_value=0.000208743 -0.00275491 0.000461814 -0.00694948 -0.00592434 0.00154035 -0.000142668 0.000610752 -0.00103191 -0.00735698 -0.00263204 0.000357227 0.00075265 -9.23927e-05 0.000943789 0.00187556 0.00135087 0.000608791 -0.00762238 0.000203164 -0.00502445 0.00057589 0.000200868 0.000784756 -0.00127195 0.000355401 -0.000626287 -0.0051917 -0.00646842 0.00188002
internal_weight=459.068 36.1166 422.951 18.2724 9.63927 17.8441 14.5918 413.312 69.6707 12.546 6.01979 57.1247 55.0528 49.886 343.641 152.182 138.392 117.838 10.4908 191.459 12.7424 178.717 164.154 150.939 52.4494 41.3803 37.7197 15.7006 13.2146 98.49
internal_count=2900 585 2315 416 119 169 156 2196 539 134 63 405 365 349 1657 610 564 501 81 1047 83 964 906 783 300 216 207 113 123 483
is_linear=0
shrinkage=0.00866462


Tree=103
num_leaves=31
num_cat=0
split_feature=0 1 4 0 0 4 0 4 1 2 2 2 1 1 0 0 2 4 2 1 0 1 1 0 4 0 4 4 3 3
split_gain=4.98873 6.58771 4.2994 4.08514 4.47216 4.75012 5.8529 9.61773 4.37167 3.82672 5.29519 4.63469 3.64703 3.53713 3.44297 5.81635 3.31645 6.16213 6.13319 4.8224 5.70495 5.62767 4.26592 5.14145 3.50942 3.48407 6.10682 4.54027 3.3999 3.7066
threshold=98.851916998450022 77.898074329750017 36.735256530150004 85.716110573100011 85.807518149550006 44.269496632500008 86.001087134900004 40.532725462000009 62.00390986255001 -0.61225999999999992 -0.59681499999999998 -0.50001499999999999 75.18810853425002 78.349735295650007 95.429509798400019 91.625341543800019 -0.068524999999999989 43.162556114600001 -0.095019999999999993 75.403185184700007 93.063666643600016 64.221887820150016 63.910026677050006 86.280686780500005 42.654057868200006 92.313586825200005 38.238138001450004 41.872669623500009 -0.115385 0.086945000000000022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 13 8 -5 6 7 -6 -1 -4 -11 -12 14 -3 15 -7 17 18 28 20 21 24 23 -18 -20 26 -24 -28 -8 -30
right_child=1 2 9 4 5 12 16 -9 -10 10 11 -13 -14 -15 -16 -17 22 -19 19 -21 -22 -23 25 -25 -26 -27 27 -29 29 -31
leaf_value=9.3330232963951342e-05 -0.0056987036482763157 0.0063844067383364532 -0.011044300257102424 0.00521302052963586 0.0020609522218553037 0.0011852122739611441 -0.0038964441406018615 -0.010523571851460217 -0.0041302523579265695 0.0078980045366568493 -0.0092225579448921811 0.00018276019265364891 -0.0096281064027943231 -0.0082890120137910708 0.0029746122141852366 -0.0093619793286370285 -0.00059361069728906216 0.0044377416382044184 -0.0063907472675993286 0.0047032461241798594 -0.0074671572313428792 0.0040423577300907412 0.0039987542591297344 0.0058848119330904098 0.00072616709324033288 0.0022277540371710533 -0.010280435827734464 0.0012511781371832146 0.004341057045755028 0.00051229132635661166
leaf_weight=63.140634858980775 15.479454416781662 1.0870960950851429 1.7033270560204972 13.972176656126974 7.6010995358228666 6.403748640790587 6.2874495834112158 6.1492627989500761 17.524624533951283 4.8142479062080374 3.0535012744367114 74.09781151637435 3.3559881076216689 5.9662981647998095 7.0473431386053553 5.3898119740188122 8.871548939496277 20.472876381129026 10.101321250200277 4.8334282189607611 12.018356246873735 7.8576771691441527 5.5814503058791152 30.196296826004982 6.2952505871653548 45.878728784620762 5.3024068884551507 2.9881038013845682 22.007805895060301 39.653278652578592
leaf_count=428 146 6 21 41 26 39 32 47 152 18 57 607 60 175 31 69 41 70 51 14 103 25 20 96 23 186 40 23 79 174
internal_value=0.00023673 -0.00118769 -0.000418004 0.000658194 0.00108793 0.000869856 0.00117356 -0.00356694 -0.000824248 5.48822e-05 0.000285534 -0.000189484 -0.0024426 -0.00602749 -0.0011627 -0.00363499 0.00145902 0.000671484 -3.55576e-05 -0.0023167 -0.00325212 -0.00116351 0.0024913 0.00441369 -0.0036583 0.00123435 -0.00205116 -0.00612416 0.00134444 0.00187884
internal_weight=465.132 106.202 90.7223 358.931 278.265 264.293 242.096 13.7504 80.6653 83.6689 81.9656 77.1513 22.1969 7.05339 18.8409 11.7936 228.346 129.527 109.055 41.106 36.2726 24.2542 98.8185 39.0678 16.3966 59.7507 13.872 8.29051 67.9485 61.6611
internal_count=2900 1030 884 1870 1290 1249 1050 73 580 703 682 664 199 181 139 108 977 571 501 216 202 99 406 137 74 269 83 63 285 253
is_linear=0
shrinkage=0.00748158


Tree=104
num_leaves=31
num_cat=0
split_feature=1 4 4 3 3 4 1 4 4 2 1 1 4 2 2 0 3 4 3 1 2 3 0 2 0 4 0 0 2 4
split_gain=5.3343 8.17522 4.8386 3.85688 3.72438 2.87937 2.84234 2.72656 3.3404 2.80332 3.17465 3.55048 7.6512 9.42919 5.34471 4.95195 5.53773 4.34669 5.01514 4.73786 4.39388 3.93497 7.03173 6.04372 6.14603 4.58016 4.22204 3.95937 4.47243 3.66081
threshold=83.715897724050009 44.710446918150005 49.110028829250005 -0.27223499999999995 -0.22253999999999999 46.177190236600005 54.884872733100003 32.785955158400007 34.542090938800008 0.68694500000000025 82.987325570650015 69.873026810350026 38.238138001450004 -0.033594999999999993 0.22542000000000004 86.530713386650021 0.10500500000000003 41.495754733000005 0.11614000000000002 64.434276012450013 -0.01762 0.092290000000000025 95.429509798400019 -0.057185 94.832672093450014 42.428475018400007 96.249489528150022 94.157869102700019 -0.59087999999999996 41.322103772800006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 -1 -2 -3 -5 -8 -9 10 11 15 13 -13 21 16 -10 19 20 -17 -19 22 23 24 -14 -24 -27 -23 -29 -30
right_child=1 5 -4 6 -6 -7 7 8 9 -11 -12 12 14 -15 -16 17 -18 18 -20 -21 -22 27 25 -25 -26 26 -28 28 29 -31
leaf_value=-0.003554874401426867 0.00057397390807000881 0.0076590073596559602 -0.0045002666096610536 -0.0082015299753915253 -0.0079283383120537145 -0.00033546696831517731 -0.0041022484481864361 0.0047140979504910552 0.00079277253586688338 0.0054882326515598165 0.0065787601261919322 -0.0099742891454023819 0.0026564029477275076 0.0012408804038362893 -0.0073445919089790788 0.0061874370701912092 -0.0035988146585498714 0.0006709281135787703 0.0079349099007567578 0.00188722384861081 -0.0068180417616372693 0.0044171533903616363 0.0045850047339881812 -0.011840132310929867 -0.0086224217537385402 0.0061183482900128575 -0.0015174902613792336 0.0036910395905777717 -0.0016655456578677516 -0.0077808644805292693
leaf_weight=12.709163667634128 3.8294191192835596 3.2413315195590284 11.212693665176628 2.0843871086835852 14.649595339782534 14.668367756530641 6.6152158994227639 12.86743041500449 104.40379491075873 7.1844803094863883 5.2443092092871657 10.14189716242254 10.307995898649098 7.8260150551795951 5.1720311865210524 25.622327134013176 20.191758900880814 39.223434872925282 4.950034797191619 36.753739342093468 5.2322007045149794 5.6452071182429782 36.051721047610044 3.406834725290536 3.9331114627420893 5.5559003353118923 18.390507720410824 5.4585443660616901 15.152768861502411 9.3135291002690774
leaf_count=143 56 13 128 63 360 156 66 60 497 27 20 127 55 38 40 78 109 164 12 135 31 23 122 49 42 19 95 19 77 76
internal_value=0.000237784 -0.00258444 0.000476254 0.000609289 -0.0061664 0.00111139 0.000739408 0.000785464 0.000866697 0.000738164 0.000647876 0.000564429 -0.000421986 -0.00508947 0.000286403 0.00113345 8.10788e-05 0.00230646 0.000605615 0.00365363 -0.000210485 0.000635009 0.00160362 -0.00265573 -0.000458585 0.00285647 0.000254131 -0.00147938 -0.00259173 -0.00399345
internal_weight=467.04 36.3887 430.651 419.438 18.479 17.9097 406.729 404.645 398.03 385.162 377.978 372.733 136.356 17.9679 118.388 236.377 124.596 111.782 49.4057 62.3761 44.4556 113.216 77.6461 17.6479 14.2411 59.9981 23.9464 35.57 29.9248 24.4663
internal_count=2900 585 2315 2187 416 169 2044 1981 1915 1855 1828 1808 782 165 617 1026 606 420 207 213 195 577 382 146 97 236 114 195 172 153
is_linear=0
shrinkage=0.00767626


Tree=105
num_leaves=31
num_cat=0
split_feature=1 0 1 4 1 0 1 4 0 4 0 0 1 0 1 3 0 0 4 0 2 2 1 4 4 4 1 3 1 0
split_gain=9.19346 9.74917 7.25648 5.66232 5.51494 5.80365 4.94427 4.92387 4.24543 4.18229 8.14096 4.36687 4.59239 4.14428 5.43006 7.43536 3.95059 4.05115 6.41065 4.80119 6.47785 7.10633 4.40453 3.85502 3.84699 3.70331 3.69814 3.64339 5.44167 3.40471
threshold=70.343506983200015 85.716110573100011 70.73871032835001 38.238138001450004 62.00390986255001 75.994645973400011 87.33187390945001 42.049402686800001 85.807518149550006 43.124157941850008 86.20003303655001 91.625341543800019 69.563854125350005 95.429509798400019 71.090898343450007 -0.21013499999999999 93.972365491700018 87.181320254150009 39.468990633150007 86.001087134900004 -0.065399999999999986 -0.12350999999999999 64.434276012450013 45.027406014450008 37.572218886150004 44.921040431000009 71.225321249950014 0.10332500000000001 64.071334164850015 110.50907145210002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 -2 26 5 25 13 8 -3 10 -9 -11 -13 14 -5 -16 17 18 -10 -20 21 -21 -19 -8 -7 -1 -4 28 -6 -25
right_child=2 7 3 6 27 24 23 9 16 11 -12 12 -14 -15 15 -17 -18 22 19 20 -22 -23 -24 29 -26 -27 -28 -29 -30 -31
leaf_value=-0.0055163783332620505 -0.0087759614095881747 0.0068869053013083945 0.0030351747782295796 0.0035979442449268441 -0.0096061114669820282 0.005572234641515207 -0.007526458272491353 -0.0078605640098960289 0.0057279514699915598 0.0034362027729891234 0.00035615221105136512 -0.0050679290378484463 0.0045537228910559309 0.00083677528450772911 0.0026528369343187981 -0.0084303482194705813 -0.0028129469317665964 0.0059962970226423917 -0.0052418206609535717 0.0023210832050295041 0.0037413520260390232 -0.0074937138609814441 0.0024592383336786046 -0.0080154623140395193 0.00047618776543232038 0.00015821174920143804 -0.0040666484526773582 0.0019108203629915935 -0.0013417578960938687 0.00058360956727249126
leaf_weight=11.308690605685117 5.0930184721946707 9.713648855686186 3.8130563572049168 4.6189636588096645 7.6354107186198252 8.3090992495417577 6.4523500408977297 6.9277249239385119 10.103274777531622 26.20653834939003 26.996695376932621 6.6692498251795751 3.4367923401296139 119.26265862584114 4.0341754853725442 8.8137363567948306 6.6756745576858512 22.395307384431362 7.3485980182886115 6.7272105142474166 16.222190648317341 6.7641552537679663 57.227700307965279 2.6340002566575995 36.628671236336231 9.8275849483907205 27.747762735933065 3.624410666525363 6.9660867638885975 10.485391966998575
leaf_count=185 56 22 17 19 72 25 183 51 27 88 105 55 12 588 23 127 33 64 37 22 49 36 197 39 167 51 366 18 57 109
internal_value=0.000337529 0.00108265 -0.000812137 -0.000596234 -0.000864219 4.41051e-05 -6.8731e-05 0.00185168 0.00257103 0.000385281 -0.00132179 0.00198008 -0.00179586 0.000386266 -0.00268978 -0.00495029 0.00225691 0.00252385 0.000953447 -0.0003481 0.000862189 -0.00259975 0.0034541 -0.00324737 0.00141846 -0.0028779 -0.00320863 -0.00415715 -0.00566335 -0.00114284
internal_weight=490.67 297.715 192.955 187.862 84.3 66.074 156.301 213.415 143.178 70.237 33.9244 36.3126 10.106 136.73 17.4669 12.8479 133.464 126.788 47.1654 37.0622 29.7136 13.4914 79.623 19.5717 44.9378 21.1363 31.5608 18.2259 14.6015 13.1194
internal_count=2900 1373 1527 1471 575 428 1088 798 487 311 156 155 67 757 169 150 465 432 171 144 107 58 261 331 192 236 383 147 129 148
is_linear=0
shrinkage=0.00676168


Tree=106
num_leaves=31
num_cat=0
split_feature=1 4 4 2 2 0 1 4 1 2 3 3 1 0 2 2 3 4 4 2 2 1 2 2 4 2 2 0 1 3
split_gain=12.4961 7.60098 7.12184 9.74366 6.4037 12.2433 5.90699 5.45532 12.1424 9.27386 7.91052 6.15001 4.85365 9.36561 4.93766 7.42168 5.19642 4.8091 4.79103 7.35952 4.68676 7.11155 4.56205 8.01247 4.85656 4.53194 5.00331 6.45983 4.4434 4.36586
threshold=81.524804347700012 42.599563320500003 44.710446918150005 -0.18126999999999999 -0.065399999999999986 84.280473931450004 88.436830201100022 39.788107623550012 69.276189105400007 -0.14581999999999998 0.10500500000000003 0.099010000000000029 80.677940036650014 100.13162306855001 -0.58180999999999994 -0.23871499999999998 0.088165000000000021 46.177190236600005 49.275256100300005 -0.11600999999999999 -0.085734999999999992 77.898074329750017 -0.08725999999999999 -0.083794999999999994 44.015822920550008 -1.0000000180025095e-35 -0.088099999999999998 110.99299391555002 71.273713496300005 0.10211000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 3 6 7 -6 -2 8 9 10 -1 -10 13 14 -3 28 18 -4 19 -17 -9 -22 24 -24 -18 26 27 -19 -16 -25
right_child=2 12 17 -5 5 -7 -8 20 11 -11 -12 -13 -14 -15 15 16 22 25 -20 -21 21 -23 23 29 -26 -27 -28 -29 -30 -31
leaf_value=-0.0029379265969531878 0.001869846292700786 0.0036139129647595881 0.0040804055931744371 -0.0039793135748561279 -0.0032643529860415885 0.0017157424595428332 -0.004501762141978745 0.0013522500694944804 -0.0016579957629466653 0.0022231648659897293 0.0042589794937872667 -0.0061780542336858741 0.0038615786176275069 -0.0045148341281001829 -0.0054065993178217297 0.0023330066040408944 -0.0063752627210452275 0.00082214516843059178 -0.0028756977350525475 -0.00033671313653349028 -0.0018572225436474499 0.0030167928407682531 0.0047885548743229591 -0.0048244945997936804 0.00029751484509838068 -0.0053832793444823787 0.0041978498928088798 -0.0055422117015979291 0.00062162262523901232 3.1852561790722733e-05
leaf_weight=13.922048319131138 9.9202426038682443 5.3032599464058867 4.4487087912857559 26.593198999762535 8.7461376562714559 134.13317631185055 3.2009336967021218 77.550877202302217 21.710237085819248 26.831216380000114 3.107154205441474 6.5072893127799025 4.3080435916781417 9.1501971967518312 7.3467656411230546 28.790281996130936 5.5458824336528796 9.0161290839314514 6.6629238799214354 42.565943296998746 19.848401091992859 6.6463457196950904 3.7206657156348255 5.3351999856531602 2.6960924044251442 2.8372125681489662 3.9573786221444633 3.7583052888512603 2.812217652797699 7.2808399349451065
leaf_count=121 59 17 15 377 88 484 77 294 148 85 7 62 11 81 102 96 48 58 71 247 97 18 9 45 12 48 15 48 24 36
internal_value=0.000190111 0.000429222 -0.00150016 -0.00256036 0.000769357 0.00141089 0.000315481 0.000248914 -0.000613451 0.000729167 -0.00162478 -0.00270037 -0.000395791 -0.000539969 -0.000231899 -0.000412778 -8.35359e-05 0.000252928 0.000431623 0.000740446 0.00084632 -0.00063455 -0.00171878 -0.000470788 -0.00419248 -0.000617189 0.000190997 -0.00105028 -0.00373786 -0.00202185
internal_weight=514.253 450.521 63.7321 39.7144 319.003 142.879 13.1212 176.124 72.0779 43.8604 17.0292 28.2175 131.518 127.21 118.06 112.757 102.598 24.0177 78.0191 71.3562 104.046 26.4947 24.5787 16.3367 8.24197 19.569 16.7318 12.7744 10.159 12.616
internal_count=2900 2203 697 513 1404 572 136 832 423 213 128 210 799 788 707 690 564 184 414 343 409 115 150 90 60 169 121 106 126 81
is_linear=0
shrinkage=0.0040783


Tree=107
num_leaves=31
num_cat=0
split_feature=1 3 3 1 0 4 2 4 0 1 0 2 0 3 1 3 3 1 1 4 0 0 0 0 1 0 1 3 2 4
split_gain=9.12248 5.83815 4.83701 4.54981 7.34386 6.58528 5.74321 5.72268 5.24369 5.61776 5.45009 6.85527 4.87429 5.67558 4.81577 6.59459 5.61726 4.88387 11.1333 4.73203 6.51127 4.697 10.7185 4.53484 4.52971 4.44916 4.44434 4.9038 4.07724 4.77673
threshold=87.33187390945001 -0.27223499999999995 0.07870000000000002 69.873026810350026 85.716110573100011 38.238138001450004 -0.033594999999999993 40.621691032550004 91.625341543800019 68.214248143850014 90.337570099350003 -0.0039949999999999994 93.776108048200015 -0.16319499999999998 61.993156030000002 -0.15684499999999998 0.10332500000000001 60.474177186300004 57.960468834350003 34.542090938800008 97.671683879200017 85.807518149550006 86.001087134900004 110.50907145210002 54.884872733100003 122.45926784190002 71.429644067900014 0.10236000000000002 -0.031989999999999998 43.162556114600001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 23 4 14 6 19 -6 10 -10 11 21 13 -7 17 -16 -17 18 24 20 -5 -9 -23 -2 -3 -25 -8 -28 29 -24
right_child=2 3 -4 5 7 12 26 8 9 -11 -12 -13 -14 -15 15 16 -18 -19 -20 -21 -22 22 28 25 -26 -27 27 -29 -30 -31
leaf_value=-0.0028104585844866484 -0.0065130386892521559 -0.0059317894395463045 -0.0060673400636617018 0.0056525195375515085 0.0026393819426901062 0.0038460864813609288 0.004809192615089412 0.0041922243644414332 -0.0064899063719512373 0.00081631529735393799 0.0042054450650257334 -0.004730161563270786 0.00049992164179317575 -0.0071594604499120706 0.0034973716374453664 -0.0062733840761661375 0.0013290268191373956 0.0018711121141924418 -0.0072940892297908037 -0.0061360484056565264 -0.0063905648403978447 -0.0060240827353258064 -0.0004411288206639199 0.0017796333038045092 0.0015127712635837791 -0.0060655733017559495 -0.0054307867428040248 0.0029066830170062599 0.0041715787743320971 0.0033599072563396028
leaf_weight=16.370415702462196 3.7133204303681913 2.7397779170423808 9.2312043756246549 2.7828064337372842 77.816362150013447 1.8958432115614412 4.336692586541175 11.954140573740004 5.8001618310809118 6.6313433647155762 14.584050878882406 6.5057406574487677 147.73755895346403 5.0397240165621033 3.8844407238066223 11.639090925455092 3.7870449721813193 29.265880085527897 6.8786009177565566 13.070466592907904 2.5106589458882809 6.6642882153391829 37.06342709809541 10.904497686773537 19.541093938052654 2.6397175248712292 4.944998359307645 3.5721952989697456 11.214694052934652 13.175272032618521
leaf_count=151 56 63 245 8 249 8 11 33 49 31 44 37 761 63 16 112 20 117 54 143 41 45 145 92 97 57 61 15 37 39
internal_value=0.000196852 0.000370829 -0.00289932 0.000485279 0.000935867 -0.000167112 -0.00243873 0.00150665 0.00073067 -0.00259255 0.00113905 0.000622516 0.00029137 -0.00415108 -0.000469565 -0.00281701 -0.00440703 0.000306306 -0.00126421 -0.00438445 -5.94433e-05 0.00105741 0.000507279 -0.00120471 0.000597347 0.000250632 0.000341064 -0.00193397 0.00121557 0.000555706
internal_weight=497.896 471.407 26.4887 455.036 269.145 185.891 31.2178 191.409 113.593 12.4315 101.162 86.5776 154.673 6.93557 77.7359 19.3106 15.4261 58.4254 29.1595 18.3639 5.29347 80.0718 68.1177 17.2575 22.2809 13.5442 12.8539 8.51719 61.4534 50.2387
internal_count=2900 2450 450 2299 1188 1111 279 709 460 80 380 336 832 71 479 148 132 331 214 192 49 299 266 205 160 149 87 76 221 184
is_linear=0
shrinkage=0.00542213


Tree=108
num_leaves=31
num_cat=0
split_feature=1 0 0 1 3 1 3 3 1 4 0 1 0 0 1 0 4 0 0 2 1 0 0 2 4 2 2 1 1 4
split_gain=10.2087 10.4073 6.80612 6.5131 5.4521 5.61314 5.29444 5.0607 5.02503 5.0151 4.9457 5.64641 5.99805 4.61823 4.55351 4.42473 4.28683 4.19291 8.88774 6.37505 6.3494 4.46651 11.1811 4.07784 4.36354 4.31567 11.9623 3.95425 10.9493 3.89443
threshold=70.343506983200015 85.716110573100011 95.429509798400019 87.33187390945001 0.099780000000000021 62.00390986255001 -0.089509999999999992 0.07870000000000002 64.071334164850015 38.238138001450004 84.95796538030001 58.549241164900003 76.591483678350016 110.50907145210002 71.225321249950014 122.45926784190002 40.621691032550004 91.144107538500023 90.337570099350003 -0.0039949999999999994 67.649671936450019 85.807518149550006 86.001087134900004 -0.031989999999999998 43.162556114600001 -0.12350999999999999 -0.08725999999999999 71.090898343450007 70.865067860500019 45.027406014450008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 6 9 5 10 -2 13 -7 14 11 12 -1 -5 -4 29 -3 18 19 21 -19 -18 -23 24 25 -24 -27 28 -8 -15
right_child=2 16 3 7 -6 8 27 -9 -10 -11 -12 -13 -14 15 -16 -17 17 20 -20 -21 -22 22 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0020330580557998243 0.0007215781935779299 0.0023601899987644617 0.0050341982581261074 -0.0065353776467267826 0.0018983337897692436 -0.007649390746464247 -0.0071365367937625147 -0.0061470641590041352 -0.0011861331025300669 0.00059515097299181518 0.0017081410946424981 -0.0056036853124901793 0.0039591588173549632 -0.0029860472271726222 -0.0030414069676021841 -0.0060746324574732979 0.0041458395275893768 -0.0054524180275725047 0.0055647402850288559 -0.0044321093718801621 0.0010633151087910046 -0.00613844594089606 0.0026815085024396042 0.0041571966214091838 0.0032324112220679627 -0.0090172863352048997 0.0002286525590355766 -0.0070189504831852621 0.0048776687891515062 0.004177107532113325
leaf_weight=20.360654614865783 7.284289903938773 98.115326315164566 2.3248727023601559 3.6207892056554618 18.587974831461906 7.3168866336345655 5.4420985132455844 9.0022741165012103 7.0634505413472652 118.85096002742648 17.985951147973537 8.8132063969969732 6.6114449352025977 3.2735598776489478 20.311280228197575 2.5227396618574849 12.04753917455673 7.496522597968581 12.542197994887827 6.8100293651223174 11.061616364866493 6.7617371007800093 10.191684290766704 11.782073765993124 13.751332901418207 5.1262357383966366 22.666646033525481 10.545489478856323 3.8838489949703217 7.3795111961662769
leaf_count=203 48 318 7 56 73 70 57 245 56 600 67 83 23 60 217 57 33 51 31 37 56 45 31 37 43 31 85 135 13 32
internal_value=0.000252267 0.000876074 -0.000726531 -0.000314505 -0.00072567 -0.00144135 -0.00326471 -0.00284026 -0.00447472 0.000146043 -0.000630123 -0.00180535 -0.000564236 -0.00106795 -0.00221199 0.00043453 0.00151236 0.000820519 0.00125659 0.000650405 -0.0015687 0.00107083 0.000543698 0.00125504 0.000594116 -0.000361011 -0.00147671 -0.00472597 -0.00213315 0.00197596
internal_weight=499.534 305.093 194.442 167.286 86.7396 68.1516 27.1557 25.7989 14.3803 141.487 53.7713 35.7853 26.9721 16.7966 22.6362 13.1758 218.353 120.238 101.679 89.1373 18.5581 82.3272 70.2797 63.518 51.7359 37.9846 27.7929 19.8714 9.32595 10.6531
internal_count=2900 1373 1527 1274 575 502 253 450 126 824 376 309 226 205 224 149 798 480 373 342 107 305 272 227 190 147 116 205 70 92
is_linear=0
shrinkage=0.00546599


Tree=109
num_leaves=31
num_cat=0
split_feature=1 2 4 3 3 3 2 2 3 1 4 1 3 0 1 4 2 3 0 0 0 0 1 4 4 0 0 0 0 0
split_gain=3.86247 4.41297 3.73316 3.66971 4.09554 5.10307 3.59075 3.35988 6.86981 4.75443 7.9071 3.25428 3.21683 3.15837 5.11613 5.54566 5.50794 4.00641 3.57025 3.2711 2.87119 3.55691 5.89652 2.86548 4.46587 9.40478 3.11215 2.75718 5.60612 2.6361
threshold=81.524804347700012 -0.022239999999999999 49.110028829250005 0.095845000000000027 0.093480000000000021 0.080125000000000016 -0.24103499999999997 -0.23871499999999998 0.091705000000000023 71.464594023550021 41.840895355800008 82.844837289750004 0.093760000000000024 84.95796538030001 58.549241164900003 39.468990633150007 -0.013805 0.093295000000000031 76.591483678350016 67.542133611250009 85.253695774650012 85.613949164150014 61.917879202350001 44.215931556700006 38.828362408050005 86.280686780500005 83.992808911450012 107.15656416340002 108.08677067655002 85.57362229215002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 7 4 5 6 -2 8 23 12 -11 -7 -10 14 15 -9 18 -16 -17 -18 -15 22 -22 24 26 -26 -1 -3 -29 -4
right_child=1 27 29 -5 -6 11 -8 13 9 10 -12 -13 -14 20 17 16 19 -19 -20 -21 21 -23 -24 -25 25 -27 -28 28 -30 -31
leaf_value=-0.00087346704287081633 -0.019086053649269401 -0.023223584665170969 0.0019751102894581289 -0.016483612804413145 0.015839211331951614 0.0024077617102219117 0.0048000027319392517 -0.017209557566371856 0.020897415799994046 -0.019837062029902937 0.010372149083179133 -0.020846252461062909 0.004146043821536485 0.012966279221033453 -0.017901947556000296 0.0036164785846166882 0.014305469253637522 -0.00080347088210546769 0.021722110910173845 -0.019945923377645107 0.0070247096008388965 0.0024480793562408928 -0.01870307709482567 -0.020131991945601238 -0.022935092293346813 0.0078790006123770021 -0.028065155680888999 0.024642399526326058 -0.013307492332297248 -0.015351238274854883
leaf_weight=1.7551593482494414 1.9404116282239545 4.4789837375283224 3.9255819916725141 3.9132282994687548 4.3255961956456295 2.4953269306570283 19.260783630423255 3.2398387268185642 4.4149792715907159 5.3227504789829236 4.4607480093836784 5.195084547623992 11.774565421044825 6.979805886745452 8.4476528801023942 6.3480540737509745 1.0783045627176755 7.0349005647003642 5.8727314621210098 2.832572927698493 4.3841091841459257 291.7511418107897 5.7911884561181068 5.2961253505200139 3.9080874882638446 9.5634011030197126 3.5912248119711876 1.3226827047765253 6.2063362384214997 6.5860673803836107
leaf_count=16 51 64 17 76 24 18 170 37 10 45 16 138 46 22 109 31 12 37 12 68 15 1328 53 90 55 37 43 4 152 104
internal_value=0.000424119 -0.00400659 0.000962547 -0.00115439 0.000651504 -0.00162237 0.00261386 0.00122526 -0.0028244 0.00314785 -0.00606329 -0.013301 0.00871424 0.00181531 -0.00296048 0.00277195 0.00678499 -0.0101328 0.0123172 -0.0105022 0.00235416 0.00210884 -0.00761805 -0.00925708 -0.00619643 -0.00106019 -0.0191384 -0.012826 -0.00664053 -0.0088807
internal_weight=453.497 49.1384 404.359 37.1304 33.2172 28.8916 21.2012 393.847 50.087 25.973 9.7835 7.69041 16.1895 343.76 34.8541 19.3715 16.1317 15.4826 12.2208 3.91088 308.906 301.926 10.1753 24.114 18.8179 13.4715 5.34638 12.008 7.52902 10.5116
internal_count=2900 697 2203 477 401 377 221 2082 358 117 61 156 56 1724 306 160 123 146 43 80 1418 1396 68 241 151 92 59 220 156 121
is_linear=0
shrinkage=0.0167361


Tree=110
num_leaves=31
num_cat=0
split_feature=0 4 4 0 2 2 2 1 2 2 0 2 1 0 4 4 3 3 2 4 0 4 1 2 3 2 3 3 3 3
split_gain=13.7257 8.32803 7.30272 7.39245 6.32863 5.8423 5.80512 6.2273 5.75637 4.931 8.02976 7.28497 5.15311 11.1537 9.30904 4.89924 5.31566 12.1007 5.27355 4.9465 4.85236 6.30925 4.89387 4.82492 4.80287 4.59559 4.35052 6.1604 4.55657 3.7708
threshold=102.84427732220001 39.995120105550008 42.599563320500003 75.309089150100007 -0.088944999999999996 -0.156745 -0.24103499999999997 89.912793714750009 0.11970500000000002 -0.065399999999999986 84.280473931450004 -0.085734999999999992 63.910026677050006 86.280686780500005 39.56957118270001 43.19689381845 1.0000000180025095e-35 -0.15684499999999998 -0.23871499999999998 49.110028829250005 122.45926784190002 44.710446918150005 82.844837289750004 -0.079824999999999993 -0.22831499999999999 0.68694500000000025 0.087725000000000011 0.094415000000000013 0.077470000000000025 0.075065000000000021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 -1 5 6 -3 29 15 11 -11 24 13 14 -12 26 17 18 -17 -18 21 22 -6 -13 -5 -14 28 -28 -4 -8
right_child=1 4 8 9 20 -7 7 -9 -10 10 12 23 25 -15 -16 16 19 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0032553495792133737 -0.0040990056753390635 -0.0049915491349711225 -0.0041781329572915882 -0.0018800992198852531 0.0017654691819735332 -0.0052733706143380339 0.0040710941190225279 -0.004852056209179504 -0.0034235504911338645 -0.0029392432641082268 0.0036743247660131323 -0.0031576748160701655 0.00066375597348739186 0.0042193308958581597 -0.0012911404544708282 -0.003411822974112219 0.0014837936173746175 -0.0056779550001447628 0.0014161344216438135 -0.0029387742862602771 -0.0045391143272293395 0.0035846786773904918 -0.0033553925386516697 -0.00012662760841102613 0.0010536221172095604 0.0043470328631387434 -0.0064305477291008327 -0.001034268743962083 0.00085688656409038254 -0.0005691061479538794
leaf_weight=7.4097656048834315 15.928711701184509 4.535531364381316 3.7168000303208855 9.9553070962429029 6.4528992101550156 7.1559117306023863 5.5158496648073179 3.0971503257751456 9.5592580623924714 6.670008271932601 10.134177960455419 13.210975419729946 71.925038520246744 30.787407740950584 16.238161716610193 4.7066776640713277 50.735139980912209 7.0184155330061904 18.188748072832823 4.5548969767987719 2.6247627586126319 10.6721990481019 5.9083281829953194 25.304426815360785 125.31453270837665 6.0709539130330077 5.6869230493903151 9.0766668021678907 14.793694756925104 6.0899873375892639
leaf_count=110 281 68 37 57 25 88 13 48 89 44 25 74 294 75 77 62 200 83 80 62 54 33 80 116 515 16 50 48 58 38
internal_value=0.000176069 -0.00152681 0.00043272 0.000758388 -0.000739694 -0.00213731 -0.000970822 0.000269479 -0.000388897 0.00085262 0.00141511 0.000393572 0.00163 0.00255727 0.000616954 -0.00014405 0.000372563 -0.00100792 0.000423638 0.00111945 0.00069802 0.00129482 -0.000682162 -0.00116629 0.000837712 0.00095045 -0.00146692 -0.00311291 -0.000154116 0.00163622
internal_weight=519.039 67.9813 451.058 323.021 52.0526 26.3944 19.2385 14.703 128.037 315.611 141.826 173.785 135.156 57.1597 26.3723 118.478 85.2039 29.9138 22.8954 55.29 25.6582 23.0334 12.3612 38.5154 135.27 77.996 33.2741 14.7636 18.5105 11.6058
internal_count=2900 728 2172 1403 447 255 167 99 769 1293 531 762 487 177 102 680 487 225 142 262 192 138 105 190 572 310 193 98 95 51
is_linear=0
shrinkage=0.00406533


Tree=111
num_leaves=31
num_cat=0
split_feature=0 4 4 0 2 2 2 2 2 0 2 3 0 3 0 1 1 4 3 3 2 3 2 4 0 2 1 0 4 2
split_gain=11.99 8.50181 7.59699 7.31135 6.12627 5.68992 5.86693 5.86396 4.77741 6.59785 6.48216 4.72675 4.61343 4.43713 8.99235 4.41014 5.40955 4.27885 4.64495 11.0472 6.66736 4.09576 4.0611 4.02373 5.82648 4.38268 4.01989 5.77656 5.38466 3.58298
threshold=102.84427732220001 39.995120105550008 42.599563320500003 75.309089150100007 0.11970500000000002 -0.088944999999999996 -0.156745 -0.24103499999999997 -0.065399999999999986 84.280473931450004 -0.085734999999999992 -0.22831499999999999 100.13162306855001 0.074640000000000026 104.3578792496 81.188747081400024 81.524804347700012 43.162556114600001 1.0000000180025095e-35 -0.15684499999999998 -0.23871499999999998 -0.25095999999999996 -0.079824999999999993 41.495754733000005 86.345209775600011 -0.022239999999999999 63.910026677050006 86.280686780500005 39.468990633150007 -0.0023999999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 -1 12 6 7 -3 10 -10 11 -5 17 -9 -15 23 -17 -4 19 20 -19 -22 -12 26 -25 -26 27 28 -11 -7
right_child=1 5 4 8 -6 29 -8 13 9 15 22 -13 -14 14 -16 16 -18 18 -20 -21 21 -23 -24 24 25 -27 -28 -29 -30 -31
leaf_value=-0.0046340757885783308 -0.0057571663065837256 -0.0069511702828489487 -0.0018323283287641344 -0.00267683786271096 -0.0050569060958491133 0.0029677489025879311 -0.0073713985503427717 0.0043104813065926928 -0.0036711872418395807 0.0057966073904896238 -0.0040721620904235721 0.0014681871605132547 -0.0050818236708068953 0.005465248717419084 -0.0069582374517401548 0.0024804560316401413 -0.007842771997398407 -0.0053009588192567065 0.0017375840301371852 -0.0077608632002877679 -0.00085888868633565935 0.004683312151619501 -0.00014915139187053511 -0.0042542227404419961 0.005933148360788401 -6.7423391230017154e-05 0.0020801018023125523 0.0064786288237276427 -0.00025171693302634328 -0.0013949343716626861
leaf_weight=7.1389474980533114 15.161332176998256 4.3268915265798595 29.138505324721336 9.6783119663596135 9.2296344935893995 14.046526748687031 6.7010591160506037 6.1303758658468714 6.3775598257780066 8.0617427751421946 13.117425732314585 125.14824598282576 6.042803142219781 3.1047468334436399 4.9131632708013058 3.620877042412757 3.0569984838366508 4.6936170868575635 52.245806280523539 6.3716626688837996 7.5151324793696466 10.352217808365817 25.11412438005209 6.4145641401410129 6.2730465680360856 10.847789376974101 60.863828219473362 21.099775470793247 11.903470039367674 10.930895296856759
leaf_count=110 281 68 173 57 89 83 88 21 44 19 74 515 48 9 69 12 28 59 244 80 43 33 116 41 15 51 225 52 44 109
internal_value=0.000278652 -0.00200742 0.000614715 0.00108377 -0.000575637 -0.000873881 -0.00279101 -0.00112967 0.00121478 0.00200568 0.000581722 0.00117064 -0.000220184 0.000650689 -0.00214754 0.00227966 -0.00224531 4.61208e-05 0.000720379 -0.00111646 0.000760044 0.00235222 -0.00149515 0.00252051 0.000390838 0.00213118 0.00301225 0.00439382 0.00219053 0.0010585
internal_weight=509.621 65.315 444.306 318.717 125.589 50.1537 25.1762 18.4752 311.578 138.52 173.058 134.827 116.36 14.1483 8.01791 132.142 6.67788 110.317 81.1784 28.9326 22.561 17.8674 38.2316 125.464 23.5354 17.1208 101.929 41.065 19.9652 24.9774
internal_count=2900 728 2172 1403 769 447 255 167 1293 531 762 572 680 99 78 487 40 632 459 215 135 76 190 447 107 66 340 115 63 192
is_linear=0
shrinkage=0.00571439


Tree=112
num_leaves=31
num_cat=0
split_feature=1 1 1 0 0 1 3 0 4 1 4 2 3 4 3 4 2 2 3 2 2 0 1 3 4 3 1 0 1 3
split_gain=4.01687 2.69688 5.82818 4.4048 3.49882 7.48258 5.8451 3.97009 5.50963 3.77647 3.22297 3.38747 3.17909 3.2923 3.28787 3.12721 5.27075 3.64222 5.04755 2.97689 4.70701 2.84518 2.6237 3.52198 6.93957 5.47142 3.6242 2.50625 7.25394 5.72724
threshold=90.988176966900014 70.343506983200015 70.73871032835001 86.530713386650021 90.837623311600012 67.649671936450019 0.084795000000000023 90.337570099350003 41.322103772800006 64.434276012450013 37.186372654950006 -0.58180999999999994 0.12064000000000002 32.483642351600004 0.25847000000000003 42.207998345450008 -0.071129999999999985 -0.012769999999999998 0.10211000000000002 -0.08756499999999999 -0.13978499999999996 69.06111245495002 64.221887820150016 0.082055000000000017 48.315732392000008 0.083415000000000031 62.041548276350007 95.429509798400019 71.090898343450007 -0.21013499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 12 7 6 -6 8 9 -5 11 -4 13 -1 -14 -15 22 -18 21 20 -10 -19 23 24 -17 -25 -27 28 -12 -30
right_child=-2 2 10 4 5 -7 -8 -9 19 -11 27 -13 14 15 -16 16 17 18 -20 -21 -22 -23 -24 25 -26 26 -28 -29 29 -31
leaf_value=-0.024052754523651205 -0.013230463308821865 -0.025853784147444974 0.014664382986639629 0.016638315548300798 0.0014915613562328516 0.0052030529729083265 -0.026454587355883272 0.017731171967371551 0.0042428701904082492 0.0031558506005910903 0.014188222929032747 -0.012805885677030941 -0.025900641204963566 0.0037092489782291375 -0.0013978308291556492 -0.024896635366781453 -0.030027818455838601 0.0090503354249512596 0.024035771181230306 0.0029817280372016479 -0.026571385406569316 -0.026785630770253144 0.014882254464894341 0.019903512873684821 0.0022507961372339206 0.0041255790014943184 -0.017208655184289094 0.0013695303531170672 0.0047647852549548269 -0.025699032291835684
leaf_weight=2.3878508117049924 9.1476161833852512 4.1465670205652705 2.2790445797145393 21.340734384953976 6.3379086963832361 39.210018664598465 6.8891542851924896 13.988421231508253 4.274127122014761 16.058212719857693 5.0148753225803402 15.08578109089285 4.2548319697380048 72.867606606334448 5.5869354009628296 6.9060418698936656 4.6208039000630379 1.3488613069057516 1.8221005201339719 21.787693366408348 4.4763886108994502 3.546202015131712 4.8805603031069031 6.7236181348562267 10.418655335903166 11.098690167069437 5.1378271654248229 129.7715699467808 4.0414401423186073 8.3368368800729478
leaf_count=48 319 56 23 68 34 159 51 43 18 59 20 197 33 346 25 91 45 21 7 80 24 53 22 17 43 51 35 750 25 137
internal_value=0.00054538 0.000828792 -0.00126327 0.00210752 0.00483135 0.000595293 -0.0130638 0.00754267 0.00544484 0.0108493 -0.00064353 -0.00920055 -0.000477086 0.000382949 -0.011991 0.000833968 -0.00287404 -0.0156762 -0.00580364 -0.00117375 -0.0115204 -0.0169108 0.000339726 -0.00142212 -0.00857082 0.00397197 -0.00262535 0.000366163 -0.00712004 -0.0157528
internal_weight=453.787 444.639 168.676 275.963 134.363 52.4371 13.2271 81.9256 67.9372 37.3989 164.53 17.3648 141.601 131.759 9.84177 129.371 56.5034 11.338 6.71716 30.5382 8.75052 4.89506 45.1654 40.2848 17.3247 22.9601 16.2365 147.165 17.3932 12.3783
internal_count=2900 2581 1208 1373 536 244 85 292 249 127 1152 220 837 779 58 731 385 126 81 122 42 74 259 237 134 103 86 932 182 162
is_linear=0
shrinkage=0.0210015


Tree=113
num_leaves=31
num_cat=0
split_feature=0 4 0 4 2 2 4 1 0 3 1 3 2 1 0 0 1 1 1 4 3 3 3 3 1 3 0 1 3 4
split_gain=10.3129 7.87227 6.18094 6.73955 5.33155 4.98514 4.33273 4.21886 4.6128 5.50228 3.77086 4.10158 9.9861 3.65712 8.45185 6.10026 6.0784 14.1791 5.71255 7.33815 6.80711 6.51197 5.82616 5.60406 7.6826 6.83363 4.4852 9.78745 6.04812 4.13503
threshold=102.84427732220001 39.995120105550008 75.994645973400011 44.527357125550004 -0.24103499999999997 -0.60414999999999985 44.921040431000009 87.33187390945001 110.50907145210002 0.07870000000000002 86.858705278550005 -0.115385 -0.088944999999999996 69.873026810350026 87.181320254150009 96.249489528150022 72.953999827850012 74.986474174450009 63.910026677050006 39.530201452500002 0.08079500000000002 0.12064000000000002 0.25847000000000003 -0.089509999999999992 71.090898343450007 0.090390000000000012 90.837623311600012 68.214248143850014 0.084795000000000023 38.238138001450004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 6 13 -3 -5 -1 10 -9 -10 11 -6 -13 14 18 23 -17 -18 19 -4 -20 -21 -23 -15 25 -25 -16 28 -28 -19
right_child=1 4 3 5 7 -7 -8 8 9 -11 -12 12 -14 15 26 16 17 29 20 21 -22 22 -24 24 -26 -27 27 -29 -30 -31
leaf_value=-0.0040856648338842864 -0.0049483590710904055 -0.006137391587211237 0.0030564070180356014 0.0054453044814870115 0.0041774810157548612 -0.0019566893636468407 0.00034093295472788492 -0.0059955419663857553 0.001377090862546523 -0.0056812657075378395 0.0052283384444921938 -0.0067585650550532851 0.0016729556946811672 0.0020145686151370754 0.0030220174962530531 0.0042545153582264541 -0.0077711340092857075 -0.0018742152604208193 0.00045627697772743019 0.00044354391579570909 -0.0083611181167438896 -0.0086151036987746933 -0.00024688999086132553 -0.0047593690969358407 -0.0055846271555117901 0.0012355447476583325 0.0011253688193124476 0.0031322131819396877 -0.0055998256780898023 0.0014040962488708036
leaf_weight=12.364724121987821 14.419790087267755 4.2234316598623982 26.121648795902729 2.4743008725345126 5.0557287856936517 33.812142882496119 10.245912745594977 5.311047267168763 10.507380120456217 3.8145477883517733 4.615638092160224 5.2189512103796067 11.194237619638438 9.6618105135858041 69.266157738864422 11.872741036117075 5.0495815090835086 11.397404205054043 4.9617736153304559 99.787358157336712 4.0130060650408268 3.954441521316765 4.5156567692756653 6.9435425773263004 11.964797455817459 15.741336580365894 6.3032925277948362 18.488198682665825 7.3278505802154541 67.426837623119354
leaf_count=191 281 68 84 8 15 269 51 80 81 89 13 53 48 37 208 35 44 90 34 414 37 31 19 55 119 67 25 53 45 256
internal_value=0.000211052 -0.00167202 0.000484203 0.000621879 -0.00072602 -0.00145196 -0.00207977 -0.000226112 -0.00198872 -0.000502854 0.00110054 0.000213101 -0.00100804 0.000817443 0.00118868 0.00016873 0.000883419 0.000406225 0.000401987 0.000661678 -0.00348636 8.3849e-05 -0.00415376 -0.00137554 -0.00232085 -0.000599419 0.00230103 0.000746212 -0.00248997 0.000930077
internal_weight=508.055 64.3608 443.695 421.084 49.941 36.2864 22.6106 45.7175 19.633 14.3219 26.0846 21.4689 16.4132 384.797 244.739 140.058 95.7466 83.8738 143.354 134.379 8.97478 108.257 8.4701 44.3115 34.6497 22.6849 101.385 32.1193 13.6311 78.8242
internal_count=2900 728 2172 1930 447 277 242 379 250 170 129 116 101 1653 950 703 425 390 619 548 71 464 50 278 241 122 331 123 70 346
is_linear=0
shrinkage=0.00503385


Tree=114
num_leaves=31
num_cat=0
split_feature=1 1 0 0 4 3 0 4 2 0 4 2 2 2 2 1 4 2 1 1 1 2 3 1 0 2 3 3 4 1
split_gain=7.32964 4.2512 8.20397 7.33504 7.08474 4.4347 4.27583 3.69505 6.72199 4.04184 3.59214 4.001 7.75973 7.61143 6.55681 4.78118 5.74129 4.35307 4.13469 3.92323 5.5977 5.3218 4.53319 3.55595 3.39009 3.38633 3.28712 8.76013 7.2567 6.61751
threshold=90.988176966900014 70.182199495350019 94.550383989750017 86.530713386650021 44.015822920550008 -0.16319499999999998 93.972365491700018 42.178283198950005 -0.071129999999999985 75.309089150100007 37.186372654950006 0.06041500000000001 -0.0039949999999999994 0.072320000000000023 0.13860000000000003 80.677940036650014 42.508878681700004 -0.053019999999999991 75.085947125300024 75.403185184700007 75.645146416450004 -0.096499999999999989 0.090390000000000012 64.221887820150016 85.737618238150006 -0.58180999999999994 0.087725000000000011 0.082055000000000017 48.315732392000008 61.944763783650011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 5 7 6 -3 -5 9 23 -1 25 12 17 -13 -15 -16 -17 19 -19 21 -21 -12 -23 26 -10 -4 27 28 -9 -28
right_child=-2 2 10 4 -6 -7 -8 8 24 -11 11 13 -14 14 15 16 -18 18 -20 20 -22 22 -24 -25 -26 -27 29 -29 -30 -31
leaf_value=-0.0054497510727268047 -0.0058678417540181192 0.0017881122783281055 0.0055548359073273939 0.003221726145789439 -0.0040357546787088781 -0.0087566450134622335 -0.0029758557177016003 -0.0093420415228993026 -0.0036337243016744277 0.0013479027627689526 -8.7024665951789305e-05 0.009300541774232526 -0.0086367911043909139 -0.0089326089903807027 0.0058107943017495006 -0.0077250864428453359 0.0052313458712689885 0.009530678706318645 0.0009582005490297059 0.0063821171677255891 -0.00023211569841973656 -0.011940067799809859 -0.0021142915747081222 0.0059375729651506819 -0.011957899830320305 -0.0047139773414146963 0.0035634225343460762 0.0048977142686946066 0.00082100484428916122 -0.0091878456783771687
leaf_weight=5.8459186218678942 11.702084140852092 3.2407692372798929 2.3025204036384848 121.06006251275539 9.9932788982987386 10.684778554365035 7.3625300303101531 7.4711352065205601 8.5268991962075216 81.232881058007479 17.861376285552982 8.4477219581603986 6.5351400040090075 3.800805144011977 11.138475067913534 4.837136432528494 3.8132725059986115 5.6229563839733592 9.3255185931920987 9.1659664735198003 61.520366597920656 5.7475208379328233 5.9661270193755627 5.141782831400632 4.7491749450564376 15.348515059798954 3.9123827219009382 14.246884047985075 10.58791062235832 7.2203875780105591
leaf_count=100 319 20 21 405 74 136 34 91 97 328 111 19 56 33 39 43 13 13 42 27 379 53 38 22 39 188 17 45 43 55
internal_value=0.000305281 0.000458098 -0.000474219 0.0010595 0.0023681 -0.00630266 0.00286642 -0.00015667 -0.00163231 0.000891551 -7.74118e-07 0.000386453 -0.000266887 0.00286921 0.000566075 0.00239047 -0.00201363 0.000207885 0.00418279 -0.000384753 0.000625558 -0.00279947 -0.00693549 -0.000271598 -0.00661148 -0.00337444 -0.00100657 0.000268503 -0.00338351 -0.00470668
internal_weight=484.412 472.71 185.359 287.351 138.416 13.9255 128.423 148.935 61.8566 87.0788 171.433 153.782 121.745 32.0374 23.5897 19.7889 8.65041 115.21 14.9485 100.261 70.6863 29.575 11.7136 48.5805 13.2761 17.651 43.4387 32.3059 18.059 11.1328
internal_count=2900 2581 1231 1350 513 156 439 837 409 428 1075 866 719 147 128 95 56 663 55 608 406 202 91 273 136 209 251 179 134 72
is_linear=0
shrinkage=0.00789597


Tree=115
num_leaves=31
num_cat=0
split_feature=0 4 2 2 2 4 0 2 4 0 4 1 4 0 4 3 0 2 3 0 3 0 2 1 2 2 4 0 0 4
split_gain=4.04808 5.3306 4.69538 4.84609 4.26658 3.02355 4.92568 3.99955 3.67581 3.2755 3.35242 3.58299 3.36079 3.77478 4.72559 3.60192 5.72698 3.02679 2.92783 6.555 2.88357 2.8607 2.78014 4.07838 2.63942 2.54329 2.41491 2.33584 6.73397 6.07419
threshold=102.84427732220001 39.995120105550008 -0.088944999999999996 -0.156745 -0.24103499999999997 42.599563320500003 100.13162306855001 0.11970500000000002 43.162556114600001 99.515966156650009 48.988717865950008 55.855406118200008 48.852845034800005 85.716110573100011 44.527357125550004 -0.23472499999999999 85.40693788805001 0.68694500000000025 0.074640000000000026 104.3578792496 0.09117500000000002 75.309089150100007 -0.0023999999999999998 87.184008712350007 -0.23871499999999998 0.17273000000000005 41.24714903835001 93.972365491700018 96.249489528150022 41.840895355800008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 3 4 -3 17 7 8 -7 10 12 -12 13 15 -15 -10 -17 21 -6 -20 22 26 -4 -24 -16 -9 -1 -23 -29 -30
right_child=1 2 20 -5 18 6 -8 25 9 -11 11 -13 -14 14 24 16 -18 -19 19 -21 -22 27 23 -25 -26 -27 -28 28 29 -31
leaf_value=-0.016314946169275105 -0.013148617792529429 -0.017251587674274045 0.010503679194545425 -0.018203183567917378 0.0099769920920483798 -0.004287701978593259 -0.014037962005246835 -0.019655307228044976 -0.020500616592967664 0.016188064657851067 0.004660216490308287 -0.014893736440750255 0.013579751156173351 0.0074980780583634001 -0.012692682378337601 0.0048767297048599861 -0.01595745851547109 0.013335291193872868 0.012928120932176506 -0.017202931265304942 -0.010916966111306169 0.0026557643690447515 0.0059077064330610839 -0.016997157389326174 0.0012038344166915627 -0.0021741885907845715 0.0046819918828950556 -0.0071512740694733117 -4.6674094701095978e-05 0.01069194292226138
leaf_weight=3.4804550856351844 9.892746349796651 3.0937242452055207 10.705652127042416 5.3404538780450848 5.428547974675892 27.018984885886312 6.0226388294249764 3.6122142244130364 2.5532077327370652 3.3469514716416588 3.2896804213523847 5.16904366761446 5.4015929549932471 26.396158620715141 4.2477429248392502 9.2343366164714045 4.0814734064042577 4.697088196873664 2.6535289958119392 3.7208201345056295 2.5710116950795046 182.70122363232076 5.5927180349826822 2.3762656198814511 9.4667258858680778 3.5304080676287413 1.7740573976188896 22.630964210256934 59.798647526651621 13.93268124014139
leaf_count=74 281 68 66 88 21 173 54 56 45 12 13 72 14 96 60 71 31 16 9 69 34 756 27 65 45 27 36 161 315 45
internal_value=0.000384132 -0.00348751 -0.00118355 -0.00623253 -0.00194104 0.000878453 -0.0011487 -0.000425571 0.000329227 0.0020337 0.00135537 -0.00728901 0.00254662 0.00148201 0.00387432 -0.0045648 -0.00150923 0.00167364 0.00207209 -0.00465991 0.00362575 0.00148098 0.00562791 -0.000922279 -0.00310029 -0.0110149 -0.00922584 0.00168258 -0.000162552 0.00198255
internal_weight=453.762 51.3755 41.4827 20.2371 14.8966 402.386 113.371 107.349 100.206 73.1869 69.84 8.45872 61.3812 55.9796 40.1106 15.869 13.3158 289.015 11.8029 6.37435 21.2456 284.318 18.6746 7.96898 13.7145 7.14262 5.25451 279.064 96.3623 73.7313
internal_count=2900 728 447 255 167 2172 769 715 632 459 447 85 362 348 201 147 102 1403 99 78 192 1387 158 92 105 83 110 1277 521 360
is_linear=0
shrinkage=0.0146468


Tree=116
num_leaves=31
num_cat=0
split_feature=0 4 2 2 4 0 0 2 2 0 2 3 2 2 2 3 0 2 0 0 2 2 1 1 0 1 4 1 0 3
split_gain=5.87726 5.39427 4.26424 4.30782 4.11385 4.43659 4.17827 3.9347 3.75389 4.24491 5.01928 5.01361 7.00095 4.63565 3.61551 3.76906 4.19833 3.19574 3.11247 6.3923 6.69628 6.88629 5.89807 9.29644 5.84986 9.19908 6.5431 4.84537 4.78358 4.7372
threshold=102.84427732220001 39.995120105550008 -0.088944999999999996 -0.156745 42.599563320500003 100.13162306855001 75.309089150100007 -0.24103499999999997 -0.075840000000000005 97.32487278035002 -0.23871499999999998 0.087605000000000016 -0.08725999999999999 -0.58180999999999994 -0.031989999999999998 0.10211000000000002 95.502098167950024 0.68694500000000025 93.972365491700018 96.249489528150022 0.22542000000000004 0.06041500000000001 71.090898343450007 70.865067860500019 87.181320254150009 63.910026677050006 39.530201452500002 64.434276012450013 94.776214472700005 0.094625000000000029
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 7 6 8 -1 -3 9 10 13 -12 -13 -6 -10 16 -16 18 24 22 21 29 23 28 25 26 -8 -26 -20 -21
right_child=1 2 -4 -5 5 -7 17 -9 14 -11 11 12 -14 -15 15 -17 -18 -19 19 20 -22 -23 -24 -25 27 -27 -28 -29 -30 -31
leaf_value=-0.0059685897877000309 -0.0077621374873197112 -0.0099795023858530157 0.00163943611271022 -0.010449048924606198 0.0036128275712113489 -0.0078122173731222638 0.0047793607868532482 0.0007903027735626279 -0.010821261240747827 0.0062299278783898016 0.0019109713861932816 -0.0089441666219258181 0.0033878645392009755 -0.0093820314933732961 -0.0070398996956003079 0.0044582061808693648 0.0026560274159753874 0.0080766839377660639 -0.0087258476966585331 0.0024718964083166027 -0.0077505184649040073 0.0077282010624703888 -0.0096958662071471788 0.010428255378821936 0.0066097731113595199 -0.0097782775272969753 -0.00020333319127478964 0.0021791527223843877 0.0037224042617870897 -0.0026780221362926186
leaf_weight=5.8472104277461758 10.787784285843371 3.1418688315898171 21.869595721364021 5.2862745299935368 2.7857083305716515 6.0851547233760348 26.295831736177206 11.854104440659283 3.9072713106870678 8.6031897086650115 53.952087515965104 8.1613123491406423 5.7413038760423651 7.2157619763165695 10.392154235392811 5.190469302237033 4.7703420184552661 5.0606112107634535 7.3216177038848418 37.36905375495553 5.678033895790576 12.281166166067122 8.3717790022492391 3.9994439780712119 25.817674569785595 6.0119746886193743 72.471689499914646 60.226955935359001 3.2692385166883469 20.116572886705399
leaf_count=110 281 68 192 88 13 54 92 99 33 38 252 63 22 117 131 23 23 16 58 164 42 35 75 11 78 58 305 223 17 119
internal_value=0.00032239 -0.00236316 -0.000981421 -0.00380739 0.000663377 -0.000699038 0.00119359 -0.00146612 -0.000308098 0.000526473 -0.000103764 0.000730318 -0.00385146 -0.00576257 -0.00328237 -0.00183508 -0.00398942 0.00133589 0.00121795 -1.8077e-05 0.00118502 0.00191224 -0.003971 -0.000686118 0.00185536 0.000497756 0.00112326 0.00350856 -0.00488326 0.000669729
internal_weight=469.883 52.9396 42.1518 20.2822 416.944 116.805 300.139 14.996 110.72 86.4594 77.8562 67.8547 13.9026 10.0015 24.2602 20.353 15.1625 294.292 289.231 98.4069 75.4448 69.7668 22.9621 14.5903 190.824 104.779 98.7675 86.0446 10.5909 57.4856
internal_count=2900 728 447 255 2172 769 1403 167 715 505 467 337 85 130 210 177 154 1293 1277 521 360 318 161 86 756 455 397 301 75 283
is_linear=0
shrinkage=0.00855644


Tree=117
num_leaves=31
num_cat=0
split_feature=1 1 0 0 1 3 3 3 3 0 4 0 0 4 4 2 2 1 4 0 1 1 4 3 1 4 0 1 2 2
split_gain=8.02775 4.37719 7.34001 6.45575 4.105 5.58787 5.07759 5.34279 4.47451 4.09839 4.0816 3.68304 6.90447 9.45503 3.80397 3.5426 6.87032 4.95063 11.7327 7.07176 5.57091 4.3565 3.81827 4.05518 3.54996 8.35263 4.98474 5.75355 4.94243 4.67352
threshold=89.912793714750009 70.343506983200015 85.716110573100011 94.550383989750017 61.993156030000002 -0.04931 -0.17732499999999998 0.091705000000000023 -0.11050499999999999 70.623106628750023 32.785955158400007 85.807518149550006 86.001087134900004 40.532725462000009 42.718072821900002 -0.068524999999999989 -0.054494999999999995 63.910026677050006 38.175120519550006 86.345209775600011 66.318885161900013 61.993156030000002 41.872669623500009 0.086785000000000015 62.084563606450011 42.852084787850011 91.144107538500023 68.214248143850014 -0.25089499999999998 -0.10518999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 -3 5 8 -6 -8 9 -1 -5 -4 13 -13 -15 24 -17 19 -19 21 -20 -18 23 -22 25 -14 28 -28 -26 -29
right_child=-2 3 11 10 6 -7 7 -9 -10 -11 -12 12 15 14 -16 16 17 18 20 -21 22 -23 -24 -25 26 -27 27 29 -30 -31
leaf_value=-0.0065638157185462223 -0.004050255307384139 -0.0048164338301945834 0.004412542728997498 -0.0070333235003293866 0.0026457836569103118 0.0014072684712890643 -0.008092248329182818 -0.00079052999038165851 -0.0066956461568954051 0.00075812296930393244 5.074714017389788e-05 0.0018550477134938912 -0.0051650856183599993 -0.011155748412245283 -0.0020233590275319136 0.0060191411011967597 0.0026132803581315196 0.0038779773831990319 -0.0094969780566025973 0.0049122914741915602 -0.0005800010893188001 -0.0061750186381475886 0.0027040161415593212 -0.0096688354405111976 -0.0024660292675439954 0.0027876216010440905 -0.0054360065925789939 0.0026848777055990891 0.0030806571255498428 -0.0041928933863198594
leaf_weight=3.5221705101430478 15.605465492233632 11.281480167061089 14.222390927374361 3.0461955685168496 4.3093712478876141 40.62981653958559 8.243233706802128 6.664947595447301 6.2602294255048028 13.930101558566092 165.06727249361575 7.8925827890634519 10.62473449110985 4.5122949630022049 2.6697504296898842 16.243051297962666 4.3581838235259038 14.414389885962011 4.3446857705712345 24.203492678701878 4.5190899074077588 3.9583902657032013 4.816144660115242 3.0061967372894287 6.7414911612868229 8.9461858794093114 7.2082174345850971 14.18940315023065 47.771656751632698 4.8838326409459087
leaf_count=87 360 140 41 61 23 175 90 43 74 83 966 26 54 35 14 41 14 43 32 74 20 26 18 20 30 29 49 54 151 27
internal_value=0.000229096 0.000370438 0.000827094 -0.000375622 -0.000692567 4.20039e-05 -0.00315199 -0.0048279 -0.00229729 -0.000719571 -7.76154e-05 0.00143314 0.00121618 -0.00272635 -0.00776101 0.00154593 0.00249904 0.00160032 -0.000129492 0.00325463 -0.00359137 -0.00156963 -0.00151235 -0.0042108 0.000787519 -0.00152977 0.00134884 -0.000820521 0.00239471 0.000923777
internal_weight=488.086 472.481 293.086 179.395 83.5599 64.3423 19.2176 14.9082 23.7125 17.4523 168.113 209.526 195.304 15.0746 7.18205 180.229 79.8636 63.6206 31.1005 32.5201 16.6861 8.31657 12.3414 7.52529 100.366 19.5709 80.7946 26.2815 54.5131 19.0732
internal_count=2900 2540 1373 1167 575 419 156 133 244 170 1027 798 757 75 49 682 288 247 133 114 90 40 58 40 394 83 311 130 181 81
is_linear=0
shrinkage=0.00606423


Tree=118
num_leaves=31
num_cat=0
split_feature=0 4 2 4 2 0 0 3 2 2 3 2 1 2 4 4 2 3 2 3 0 3 2 1 4 3 1 2 2 3
split_gain=6.36012 6.07086 4.80872 4.20147 5.20605 4.4514 4.06129 4.60955 4.30765 6.46072 5.86263 4.34384 4.14548 5.39482 6.53684 3.93578 3.90253 4.50607 11.0084 7.61298 8.58962 5.24034 3.75235 4.69955 3.64326 5.89949 7.44289 4.66092 7.04288 3.38626
threshold=102.84427732220001 44.710446918150005 -0.088944999999999996 42.599563320500003 0.11970500000000002 100.13162306855001 84.95796538030001 0.099780000000000021 -0.065399999999999986 -0.085734999999999992 -0.22831499999999999 -0.079824999999999993 58.549241164900003 -0.013805 39.468990633150007 43.162556114600001 -0.053019999999999991 0.084795000000000023 -0.033594999999999993 0.093760000000000024 96.249489528150022 0.048965000000000009 0.033180000000000008 85.804829691400016 40.259171735100004 0.10211000000000002 65.848404989100018 -0.13820499999999999 -0.58350999999999986 0.088280000000000011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 6 5 15 7 12 9 10 -8 -11 13 14 -1 -5 -10 21 -19 20 29 -18 -4 -24 25 27 -27 28 -12 -20
right_child=1 2 22 4 -6 -7 8 -9 16 11 24 -13 -14 -15 -16 -17 17 18 19 -21 -22 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0058184540456343659 -0.0056413749723686311 -0.0030717101152463824 0.0098074951680488121 -0.0028588584796288645 -0.00811507861253246 -0.0085744228775063297 -0.0072021564995637267 0.0037890576134859966 0.0068661138429029316 -0.0076259987742780151 0.0060019124873225624 -0.00051255999897160097 -0.0084762716021150823 -0.012468661424727941 0.012753703850951814 0.0013785128811832019 0.0017284088481498675 -0.013057542203770095 -0.002922167985371084 0.0044857640800655936 0.0042963278733937644 0.0088124093922408945 0.0079069808503095737 -0.011516868074612573 0.0039802844639359476 0.0020531663162546461 -0.015482193210672263 0.0051127302537032947 -0.0057813267587217398 -0.013512780501155145
leaf_weight=3.2110836431384087 29.962059032171965 13.87591120414436 6.9763989429920894 27.835495637729764 8.3304657228291017 5.6100239343941203 6.3863773569464675 8.9058603197336179 21.093948885798454 12.112485516816376 7.5445517487823954 23.41115915030241 11.212493699043987 2.3531047049909883 3.9057123549282551 76.127908950671554 22.000212829560041 4.9856886863708487 5.358230724930765 36.824527245014906 8.6779845505952817 17.382001094520092 2.4222878366708755 2.2196433711796999 56.886262632906437 4.5325824022293073 4.4710318185389042 21.216994702816013 12.584398187696932 5.8971111141145229
leaf_count=38 514 134 24 173 89 48 37 33 66 72 28 110 119 46 11 459 90 31 28 143 32 53 7 49 205 16 42 75 86 42
internal_value=0.000370477 -0.00269833 0.00076048 0.000776784 -0.000766213 -0.000207506 0.00138128 -0.00201116 0.00175117 0.000651357 0.00177357 -0.00293803 -0.00450874 0.000188882 0.00437398 0.000243985 0.00309329 0.00230631 0.000680634 0.00188741 -0.00291274 0.00485505 0.00533731 -0.00138097 0.00230811 0.000418847 -0.00665458 0.00195918 -0.00136484 -0.008471
internal_weight=474.314 55.4563 25.4942 418.858 117.904 109.573 300.954 29.5883 271.366 149.146 113.622 35.5236 20.6824 9.4699 7.1168 103.963 122.22 101.126 61.7435 56.7579 19.9333 39.3822 11.6183 4.64193 107.236 50.3496 9.00361 41.3459 20.1289 11.2553
internal_count=2900 728 214 2172 769 680 1403 247 1156 671 489 182 214 95 49 632 485 419 276 245 102 143 80 56 452 247 58 189 114 70
is_linear=0
shrinkage=0.009643


Tree=119
num_leaves=31
num_cat=0
split_feature=1 4 2 3 3 2 1 3 4 0 1 3 2 2 4 0 0 0 1 0 1 3 0 2 2 3 3 0 1 1
split_gain=4.06076 2.7653 3.32734 2.42785 3.64421 2.90942 2.48031 4.86184 4.62211 4.57541 4.94912 4.32401 3.88484 4.33258 3.63331 4.70195 10.6717 3.80677 4.63377 4.37098 3.8748 3.63082 7.53975 5.67674 7.70555 6.04946 4.52235 3.86114 8.97196 5.08786
threshold=89.912793714750009 45.027406014450008 -0.088944999999999996 -0.25765499999999997 -0.25276999999999999 -0.23557500000000001 69.873026810350026 0.25847000000000003 38.238138001450004 85.716110573100011 61.993156030000002 0.11906000000000001 -0.02852 -0.117115 40.621691032550004 85.807518149550006 86.001087134900004 91.625341543800019 68.214248143850014 90.337570099350003 63.431481129800005 -0.21013499999999999 93.679323555450011 0.25828500000000004 -0.060760000000000002 0.070195000000000021 -0.22831499999999999 97.32487278035002 78.677727187550019 81.524804347700012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 5 -5 -1 9 8 12 10 -6 21 13 -8 -11 -16 -17 19 -19 20 -18 26 -23 24 -24 -26 -10 -27 -29 -30
right_child=1 2 -4 4 6 -7 7 -9 11 14 -12 -13 -14 -15 15 16 17 18 -20 -21 -22 22 23 -25 25 27 -28 28 29 -31
leaf_value=-0.02716849984281601 -0.023129051019369035 -0.025482158015161752 0.0078609954398039875 0.019723930283426703 0.00092831420300045267 -0.003127790009637324 -0.0056487589698577352 -0.029594602326815964 -0.0029003956773507649 0.0083272368636935785 -0.013211921367513476 0.017452194276800261 0.00097265296016174532 -0.028902386102066153 0.014882646828886631 -0.026386987604544703 0.0032928396320239198 -0.024798953970670213 0.0031898198793408302 0.015583765702251173 -0.016295105057418557 -0.034374418054899783 -0.0031489963276233597 -0.024119370406925082 -0.014474864983978646 0.019329272904020756 0.025107588984932365 -0.024977013190251692 0.023294545225893845 -0.0025372643661374181
leaf_weight=2.7939959615469006 5.6407037777826172 2.0774843441322446 4.7162190023809671 5.1201762910932294 51.328394969925284 18.407269975170493 8.8016464533284289 2.801898790523409 5.1450950838625431 68.710420690476894 15.538543544709681 7.4158846586942664 11.44298127107322 6.8784841699525741 11.854060411453245 6.7475593201816073 57.834967032074928 5.218688450753687 6.2811404205858707 13.087119936943052 5.3135749548673621 3.1481825821101657 76.438084673136473 4.5153042376041403 4.8046357221901408 17.051622893661261 6.0385349206626397 3.8511981740593937 8.8355362787842733 6.2898618727922431
leaf_count=53 252 48 60 21 314 148 101 32 28 241 141 27 92 88 35 48 220 48 31 44 29 57 509 37 30 57 15 32 21 41
internal_value=0.00060376 -0.0117681 -0.00233519 0.000952046 0.00131749 -0.00629598 0.0010906 -0.000912657 -0.000441748 0.00252699 -0.00235759 0.00112869 -0.00875242 -0.0158495 0.00439287 0.00185065 0.000215621 0.00226157 -0.00951165 0.00403751 0.00164463 0.000239366 -0.000833302 3.37378e-05 0.000963709 0.00866259 0.0122224 0.0117481 0.00493604 0.0125524
internal_weight=454.129 12.4344 6.7937 441.695 420.494 21.2013 415.373 173.459 170.657 241.914 66.8669 143.534 27.1231 15.6801 175.048 106.337 94.4831 87.7355 11.4998 76.2357 63.1485 136.118 124.934 121.786 117.271 40.8329 11.1836 36.0282 18.9766 15.1254
internal_count=2900 360 108 2540 2339 201 2318 1167 1135 1151 455 854 281 189 696 455 420 372 79 293 249 827 784 727 690 181 43 151 94 62
is_linear=0
shrinkage=0.0219518


Tree=120
num_leaves=31
num_cat=0
split_feature=0 4 0 4 2 4 2 0 0 0 2 2 2 4 0 1 1 4 4 4 4 2 0 0 0 3 4 3 4 3
split_gain=8.1802 6.00276 5.12335 6.06763 4.29299 3.91926 3.64762 3.71556 7.09794 5.86634 7.77991 5.71994 7.31581 5.18728 5.10421 10.0572 5.05594 6.13132 4.74707 4.63152 5.32468 6.17647 4.86773 7.71153 5.10856 3.76812 3.64056 3.68569 3.52221 3.65205
threshold=102.84427732220001 44.710446918150005 75.994645973400011 44.527357125550004 -0.16297999999999999 44.921040431000009 0.68694500000000025 93.972365491700018 86.530713386650021 96.055920542800024 -0.13978499999999996 0.22542000000000004 0.06041500000000001 41.395309858300003 94.614906984850009 71.090898343450007 63.910026677050006 39.530201452500002 42.131954243650007 40.166811829450005 41.872669623500009 -0.058529999999999992 85.656964494200011 85.807518149550006 86.001087134900004 0.096845000000000028 47.833738492450003 -0.24523500000000001 46.177190236600005 -0.22125500000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 5 6 26 -1 7 8 16 10 -9 12 -11 14 -12 -16 17 -4 -18 -19 22 -22 -21 -24 -25 -13 27 -5 -3 -30
right_child=1 28 3 4 -6 -7 -8 9 -10 11 13 25 -14 -15 15 -17 18 19 -20 20 21 -23 23 24 -26 -27 -28 -29 29 -31
leaf_value=-0.0048771189760359272 -0.0037534148921998605 0.0055992303213385905 0.0033626988983462298 0.0033273101702949513 -0.0047261390378558537 0.00046365232093190768 0.0057879628434227004 0.0029804829690829779 0.0023288076105221814 0.00030885427820615051 -0.0072765427214811825 -0.0099362886212589797 0.0050761460208536618 -0.0085072724473546999 0.006916637591158385 -0.0056719139008706348 -0.0089354652098906969 -0.0050053201132983539 0.00075514232199934352 -0.0029511671909593909 -1.9450379589322711e-05 -0.0056981340272192647 0.0067415649167887797 -0.0045409711591991794 0.0024661653358207403 0.00034065383826387672 0.002237042238962083 -0.0053192297206523772 -0.0096607700293072536 1.5409609352878571e-05
leaf_weight=11.514296473935248 31.71846835128963 4.0730876959860352 23.82776553183794 2.6330973282456398 12.407502034679053 9.911750599741934 5.932695895433425 7.7007379345595863 127.18307051993906 69.587164968252182 4.9908189587295082 3.0901941880583754 15.205398894846438 7.4750220887362948 4.7911970205605012 5.0568824037909508 4.3677129335701457 7.133908435702323 3.5543135888874531 6.6753215268254271 33.073166985064745 9.5744662098586542 12.407781250774859 5.6203673705458668 14.284190706908701 2.5036235228180885 11.576012857258318 6.9697294309735316 1.6338105276227057 20.297309927642342
leaf_count=191 514 15 79 16 140 51 18 33 454 340 39 28 46 70 14 43 47 36 25 32 157 79 27 27 45 14 52 69 20 179
internal_value=0.000265098 -0.00193542 0.000561148 0.000717136 -0.00181788 -0.00240646 0.000944767 0.000866709 0.00130283 -3.05175e-05 -0.00241546 0.000761452 0.00116375 -0.00427765 -0.002147 0.000452552 0.000220113 0.000558375 -0.00458766 -0.000194372 0.000226045 -0.00129432 0.00188914 0.00288909 0.000487589 -0.00533664 -0.000114096 -0.00294835 0.000282072 -0.00070544
internal_weight=486.771 57.7227 429.048 407.622 33.5863 21.426 374.036 368.103 247.702 120.401 30.0147 90.3864 84.7926 22.3139 14.8389 9.84808 120.519 112.597 7.92203 88.7692 81.6353 42.6476 38.9877 32.3123 19.9046 5.59382 21.1788 9.60283 26.0042 21.9311
internal_count=2900 728 2172 1930 277 242 1653 1635 1008 627 199 428 386 166 96 57 554 482 72 403 367 236 131 99 72 42 137 85 214 199
is_linear=0
shrinkage=0.00622623


Tree=121
num_leaves=31
num_cat=0
split_feature=1 1 1 0 0 1 3 3 3 4 3 1 0 0 2 2 2 3 3 0 1 3 2 4 4 0 4 2 3 3
split_gain=9.82273 6.34341 6.66035 7.48596 7.33709 6.21696 5.7417 5.38533 5.57531 5.14982 4.40885 5.91414 4.25008 4.34213 4.22952 10.5314 6.93535 4.18679 6.79374 5.50742 9.00229 7.3476 4.68449 5.19151 4.49773 4.17395 4.06637 4.19184 8.58554 4.34427
threshold=90.988176966900014 54.884872733100003 70.343506983200015 85.716110573100011 95.429509798400019 61.993156030000002 -0.089509999999999992 -0.17732499999999998 0.10332500000000001 37.186372654950006 0.090390000000000012 71.090898343450007 93.972365491700018 94.776214472700005 0.06041500000000001 -0.0039949999999999994 0.072320000000000023 0.090720000000000023 0.087530000000000011 98.327667663000014 79.535345331150026 0.074640000000000026 -0.59511499999999995 39.211875820650008 42.428475018400007 97.483491810050012 40.621691032550004 -0.0039949999999999994 0.09660500000000001 0.08784500000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 5 6 -3 -4 -7 -9 -6 -8 -12 26 -14 15 17 -16 18 19 25 -21 -22 -19 -24 -25 -11 -5 29 -29 -28
right_child=-2 2 4 12 9 7 10 8 -10 14 11 -13 13 -15 16 -17 -18 22 -20 20 21 -23 23 24 -26 -27 27 28 -30 -31
leaf_value=-0.005489605775461196 -0.0039438131029235386 0.00036471299252835638 0.00091799639737085619 0.0023163398497110903 -0.0024859613563583179 0.001992152967573668 -0.0063943579102006048 -0.0057990490588087865 0.0010477676504533624 0.00068151308597956377 0.0016302461230103843 -0.0063020962016286219 -0.0041368198532436137 0.0013972358936794407 0.0058209415451944621 -0.0069103964231277621 0.00058634399693851722 0.0020319494557056207 0.0040224858126226819 -0.0052464291102578969 0.0030847835020780031 -0.0017857075078294166 0.0013552830166693485 -0.0050628831210013121 0.00033117501548580671 0.0055746642391957821 0.0021897967041586415 -0.0061365762822919003 0.0024675504186647918 0.00013129416471983663
leaf_weight=4.5489994697272769 13.529607962816952 62.729435078799725 7.7160922735929516 89.113354429602623 17.348974298685789 4.5216828100383308 10.187570484355094 12.066443201154469 3.8597542569041243 12.21677088737488 5.509616054594515 3.9810871966183186 6.8126497492194158 7.1397855058312416 8.4345161989331228 5.289722464978694 23.74178621545434 8.5426648408174497 14.111973483115433 8.9143054336309415 13.883592229336502 16.87122593447566 7.3071450553834465 13.685373600572349 5.2626644410192958 6.6035174801945677 53.505148466676474 5.860541068017481 5.5541173964738846 47.666391901671886
leaf_count=91 319 328 48 286 193 23 130 113 20 49 31 44 43 29 19 49 124 34 43 82 54 130 40 93 29 16 184 42 19 195
internal_value=0.000224518 0.000338914 0.000393197 0.000854439 -0.000333735 -0.00040929 -0.00270737 -0.00278375 -0.00413971 6.71191e-05 -0.00412893 -0.00169715 0.00134186 -0.00130491 0.000372874 -7.98758e-05 0.00195851 0.000256547 0.000934363 0.000189279 -0.000858791 0.000412969 -0.00115763 -0.00219543 -0.00356473 0.00239838 0.00152495 0.000898557 -0.00195 0.00121995
internal_weight=506.517 492.987 488.438 298.829 189.609 83.1773 27.3944 20.4479 15.9262 162.214 19.6783 9.4907 215.652 13.9524 144.865 112.689 32.1763 107.399 72.6014 58.4894 39.6691 30.7548 34.7978 26.2552 18.948 18.8203 201.7 112.586 11.4147 101.172
internal_count=2900 2581 2490 1282 1208 484 253 156 133 955 205 75 798 72 762 619 143 570 374 331 266 184 196 162 122 65 726 440 61 379
is_linear=0
shrinkage=0.0049587


Tree=122
num_leaves=31
num_cat=0
split_feature=0 0 4 4 2 2 2 1 0 0 3 1 3 4 2 1 1 1 4 0 1 4 2 4 3 0 3 2 4 3
split_gain=12.19 7.51753 7.51903 7.28989 5.2131 5.30073 5.14074 4.83133 9.12853 8.1769 6.39915 7.63604 7.52061 5.98241 8.19821 6.53489 5.81452 14.5939 5.2394 5.09387 7.39393 4.27605 4.2614 4.02563 3.95217 8.51799 3.69256 3.65499 3.48382 4.10607
threshold=102.84427732220001 75.994645973400011 44.527357125550004 39.995120105550008 -0.088944999999999996 -0.156745 -0.24103499999999997 69.873026810350026 86.530713386650021 96.249489528150022 -0.089509999999999992 71.090898343450007 0.090390000000000012 41.872669623500009 -0.058529999999999992 62.057679025150001 72.953999827850012 74.986474174450009 40.259171735100004 98.615332683000005 77.898074329750017 44.921040431000009 -0.16297999999999999 40.259171735100004 0.074640000000000026 104.3578792496 0.10098000000000003 -0.13820499999999999 47.833738492450003 -0.24523500000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 21 7 -2 5 6 -5 8 13 10 -9 12 -12 15 26 27 -11 -18 -17 -19 23 -1 28 -21 -8 -26 -15 -3 29 -4
right_child=3 2 22 4 -6 -7 24 9 -10 16 11 -13 -14 14 -16 18 17 19 -20 20 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0043270912766086847 -0.0051224379534002013 -0.0013299520236165717 0.0028558442263876428 -0.0062620659338191225 0.00079971355586294006 -0.0065809057832146994 0.0035863906520238343 0.0020896505026345392 0.0023623937402072227 0.0044478095809232718 -0.0052556729722841771 -0.0059588428779255203 0.0010790892410199094 0.00077516653204194282 -0.0050373011502968185 -0.0051402997994188021 -0.007996178971481983 0.00279328540900705 0.00085209127528687329 -0.0070689223194276458 0.0011471665627481005 0.00018432983077735815 -0.0038835794065318874 -0.00066242722794450674 0.0048287262214415632 -0.006307802611518966 -0.0039362534960143804 0.0025487304774505747 0.0017699669481911157 -0.0044356196856537118
leaf_weight=12.701517868787052 14.271036356687544 7.478061579167842 2.9036152921617031 4.0573376845568445 24.275371860712767 6.5771569218486574 5.9238154590129835 9.7641423083841783 125.71803829073906 11.821997955441473 7.3649760447442558 12.328974854201077 16.0676652751863 31.405488636344671 10.835052758455275 6.7561723515391376 5.0489983931183806 29.884192854166031 9.4052643068134767 5.1294219568371755 37.390428327023983 10.214200302958487 13.261298954486845 5.4526134505867958 3.0033941566944122 4.8224259577691555 5.2290039882063857 52.570201493799686 11.758039865642784 7.3475294932723063
leaf_count=191 281 38 16 68 192 88 21 37 402 35 55 119 67 140 91 49 44 100 36 54 165 51 140 27 9 69 33 161 52 69
internal_value=0.000279307 0.000579926 0.000736114 -0.00186001 -0.000903192 -0.0025985 -0.00112757 0.000943868 0.00137734 0.000173071 -0.00163495 -0.00265189 -0.000911953 0.00037605 -0.00107053 0.0012771 0.001042 0.000556343 -0.00165298 0.00111097 6.29862e-05 -0.00231622 -0.00155905 -0.00376784 0.000387557 -0.00203382 0.000102685 0.0020657 -0.000158444 -0.00237033
internal_weight=510.767 447.837 424.921 62.9305 48.6595 24.3841 17.807 389.651 249.397 140.253 45.5258 35.7616 23.4326 123.679 47.4695 76.2097 94.7277 82.9057 16.1614 77.8567 47.9725 22.9157 35.2705 10.582 13.7496 7.82582 36.6345 60.0483 22.0092 10.2511
internal_count=2900 2172 1930 728 447 255 167 1653 950 703 278 241 122 548 264 284 425 390 85 346 246 242 277 81 99 78 173 199 137 85
is_linear=0
shrinkage=0.00519105


Tree=123
num_leaves=31
num_cat=0
split_feature=1 0 1 0 4 2 4 1 4 4 2 2 2 2 3 3 2 1 1 1 2 3 1 0 2 2 4 3 3 1
split_gain=7.97662 4.88563 6.80046 8.38832 5.11755 4.32333 4.1094 3.85113 5.62019 3.82513 4.41389 7.26291 6.62431 6.52534 4.69259 3.82684 3.77272 5.06616 4.50066 6.23459 5.8618 4.49114 3.73947 4.972 8.14918 7.32451 6.58194 3.28982 5.10747 7.06466
threshold=89.912793714750009 75.994645973400011 70.182199495350019 94.550383989750017 41.919251152600005 -0.16030499999999998 44.921040431000009 61.409760615700009 48.852845034800005 37.186372654950006 0.06041500000000001 -0.0039949999999999994 0.072320000000000023 0.13860000000000003 0.087605000000000016 0.075065000000000021 -0.053019999999999991 75.085947125300024 75.403185184700007 75.645146416450004 -0.096499999999999989 0.090390000000000012 61.917879202350001 86.20003303655001 -0.10518999999999999 -0.22386500000000001 43.968221017800005 -0.098985000000000004 0.079095000000000013 89.619751778500017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 4 5 -3 -4 -1 8 -6 -5 11 16 -12 -14 15 -15 18 -18 20 -20 -11 -22 -9 24 -24 -25 -26 -21 29 -29
right_child=-2 2 3 9 7 -7 -8 22 -10 10 12 -13 13 14 -16 -17 17 -19 19 27 21 -23 23 25 26 -27 -28 28 -30 -31
leaf_value=-0.0041908546548451589 -0.0034098745990618329 0.0015635883660169768 0.00054585446951452949 -0.0022579279704657788 -0.0077300090320215143 -0.0060064756263177683 0.00039115646883079269 0.0037414533266743114 0.002120199362573945 -6.0139775088622186e-05 0.0060727915231060577 -0.0056713744985108739 -0.0057353436603720977 0.0016236513934173361 0.004188742588662097 -0.0054182591943625546 0.0064908250679692817 0.00014720530440735769 0.004437512408344578 0.0025104875075402373 -0.0080119112325602315 -0.0015974838301255714 0.0027492868433239685 -0.0043457558903054801 -0.0050547204278534232 0.0016390866796765309 0.0011496543889796633 -0.0067364558627588779 0.00011254456818334105 0.003890786376693546
leaf_weight=11.674560550600292 15.99877875484526 167.35186146944761 3.80548271536827 18.209226083010435 3.9747574627399436 10.116521675139664 9.9611167907714826 8.1341422796249372 2.6518924534320831 18.382359739392999 8.2210171446204203 6.2523901686072341 3.7442765720188644 5.8324667848646659 10.574202302843331 3.328646395355463 5.6726073659956446 8.8518319018185121 9.5175465010106546 10.780770573765031 5.9303288757801038 6.0609154626727104 8.4657404758036154 6.331406667828559 16.303883157670501 49.659573964774609 6.5945376381278029 7.1114333644509369 41.532177306711674 2.2648252993822098
leaf_count=191 360 605 30 201 38 126 51 24 10 111 19 52 32 29 37 26 13 40 27 43 53 38 35 49 134 183 30 85 218 10
internal_value=0.000229802 0.000351803 0.000467332 -0.000302831 0.000999477 -0.00421544 -0.00208129 7.49869e-05 -0.00378809 1.3372e-05 0.000281834 -0.000169652 0.00202447 0.000607009 0.00181031 -0.000934993 0.000126623 0.00262474 -0.000230571 0.000489835 -0.00191946 -0.00476977 0.000343072 2.66294e-05 -0.00164377 0.000962326 -0.00326792 -0.000119222 -0.00067611 -0.00416946
internal_weight=493.291 477.292 455.657 186.189 269.468 13.922 21.6357 102.116 6.62665 172.267 154.058 122.357 31.7006 23.4796 19.7353 9.16111 116.105 14.5244 101.58 71.2068 30.3736 11.9912 95.4893 87.3551 31.3642 55.991 22.8984 61.6892 50.9084 9.37626
internal_count=2900 2540 2298 1190 1108 156 242 503 48 1034 833 690 143 124 92 55 638 53 585 383 202 91 455 431 199 232 164 356 313 95
is_linear=0
shrinkage=0.0052403


Tree=124
num_leaves=31
num_cat=0
split_feature=1 4 2 1 2 0 0 1 3 2 0 3 3 3 2 4 0 0 0 4 4 3 1 4 3 0 2 1 4 2
split_gain=4.39308 2.75946 3.24725 2.64762 4.16992 3.2074 6.84515 4.25081 5.54113 3.98561 3.82022 3.1875 4.19016 5.7511 7.15311 4.79706 3.50398 3.49686 3.0194 4.19832 5.78652 2.88636 2.69719 2.80688 2.63195 4.21888 7.10432 2.25467 4.92767 2.17236
threshold=90.988176966900014 31.796797363700005 -0.10710499999999999 55.583871847050013 0.059160000000000011 90.837623311600012 87.181320254150009 67.649671936450019 0.084795000000000023 -0.22573999999999997 86.866770652900016 0.12064000000000002 0.093295000000000031 0.088105000000000017 -0.071129999999999985 41.24714903835001 85.872041144650012 85.656964494200011 90.337570099350003 42.564639561200003 43.162556114600001 0.25847000000000003 64.654729579150015 36.82350895510001 0.082055000000000017 85.716110573100011 -0.088514999999999996 62.084563606450011 42.852084787850011 -0.59511499999999995
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 -3 6 10 8 -7 -8 11 12 13 24 16 -14 17 -15 19 22 -21 -13 -11 -24 -5 26 -26 28 -17 -9
right_child=-2 3 -4 5 -6 7 9 29 -10 18 -12 21 15 14 -16 27 -18 -19 -20 20 -22 -23 23 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.023673861252834147 -0.011996026304987072 -0.020509024089903627 0.0020414171683538446 -0.00084469717892525097 0.02532796314700312 0.0016912585857129479 -0.0047223467973415735 0.0068363878388169328 -0.022302532899257221 0.014506043874988881 -0.01610191909216345 -0.019316305820390362 0.011822713045633849 -0.0088992055450182322 -0.031692021013334196 -0.012749958467257445 -0.01683401003076989 0.014963716495348408 0.017589036644730816 -0.021167922535798508 0.0078346868020391178 -0.00026911237741303459 0.012756557627884968 -0.0046014292209840468 -0.023363867139199621 0.012399790180161059 0.007636459752107555 0.008541785530038315 0.010408262831103153 -0.00033606158484161304
leaf_weight=3.4316066522151232 9.4432350331917387 4.0170548614114514 3.3691678531467906 47.836697755381465 0.82888431474566449 6.4940502382814866 7.6839485932141534 15.853267287835477 6.8438667692244053 21.002885259687901 4.5829169601202002 4.7965908497571927 25.808310311287642 4.0647022426128405 4.0621302016079417 8.9382885470986384 4.4198009595274916 4.4573203921318054 12.60129248164594 3.8634011000394803 6.2094814460724592 6.4690345451235771 6.183488227427004 6.7412924952805042 3.7417102605104473 16.479078359901905 8.0986955910921079 6.8437057547271243 4.9384842365980139 187.80862181261182
leaf_count=68 319 112 46 267 3 34 43 73 50 66 23 35 81 28 39 49 25 13 40 20 34 28 18 29 31 47 39 29 19 1192
internal_value=0.00056322 0.000827675 -0.0109343 0.00100878 -0.0126687 0.00116052 0.00274461 -0.000444188 -0.0106203 0.00785176 0.000633753 0.00114184 0.00190967 -0.000367759 -0.0101514 0.00646954 -0.00339037 0.00358195 0.00955875 0.00725896 -0.00328911 -0.00837888 0.0103906 0.003703 0.00181672 0.00631232 -0.00216002 -0.000198079 -0.00450838 0.00022225
internal_weight=457.913 448.47 6.80077 441.669 4.84594 436.823 219.823 217 13.3379 64.2858 155.537 150.955 139.689 93.1601 17.004 46.5288 12.9418 8.52202 56.6018 44.0005 10.0729 11.2656 33.9277 12.9248 76.1562 28.3195 11.8404 20.7205 13.8768 203.662
internal_count=2900 2581 114 2467 115 2352 1003 1349 84 250 753 730 667 489 105 178 66 41 207 167 54 63 113 47 384 117 70 97 68 1265
is_linear=0
shrinkage=0.0186065


Tree=125
num_leaves=31
num_cat=0
split_feature=0 4 0 1 1 0 3 3 4 0 0 0 1 0 2 4 3 3 3 1 1 0 0 4 2 2 4 2 2 2
split_gain=8.97862 6.73736 5.44863 7.45832 6.16023 5.47774 5.07894 5.70901 5.03338 5.16103 12.661 5.33792 5.6757 4.96534 4.78932 4.65723 4.61751 4.59477 10.8463 4.54459 5.31896 4.67978 4.30601 3.84479 3.79516 4.69707 3.7832 3.97858 7.23072 8.88237
threshold=102.84427732220001 39.995120105550008 85.716110573100011 69.873026810350026 62.00390986255001 95.429509798400019 -0.04931 -0.11050499999999999 40.621691032550004 85.807518149550006 86.001087134900004 91.625341543800019 68.214248143850014 70.623106628750023 -0.24103499999999997 35.131296350900008 0.083905000000000021 -0.089509999999999992 0.090390000000000012 60.474177186300004 57.960468834350003 85.328972602300013 90.337570099350003 42.718072821900002 -0.0039949999999999994 -0.031989999999999998 43.162556114600001 -0.12350999999999999 -0.079074999999999993 -0.08756499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 4 8 6 17 7 13 -4 -10 23 22 -13 -1 -3 -8 -17 -5 -19 20 -18 -21 24 -11 25 26 27 -12 29 -29
right_child=1 14 3 5 -6 -7 15 -9 9 10 11 12 -14 -15 -16 16 19 18 -20 21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.00576478724617383 -0.0050592352752086324 -0.0064039821315233043 0.0024921397704926415 0.0014161180687619886 -0.0033789974655467174 0.00052520452121370266 0.0054961469590321561 -0.0060135055913420861 0.004000377383649634 -0.0095657592499612271 0.0025706541078832877 -0.0060730718325564545 0.001014585028960369 0.0010844959646646984 -0.0002468454442674981 0.003519584960322925 -0.00035484660962455133 -0.0065727297683600659 -0.00021834808054488954 0.0030659197455955999 -0.0089866528686585751 -0.0025004247406543861 0.0039970675456325929 -0.0015359535897794517 -0.00320161433378905 0.0042676356808757756 0.0029375590334886461 -0.010343985141350992 0.001267569563413248 -0.0011669189421327868
leaf_weight=3.7316684219986263 13.079807221889494 3.870451606810092 80.468537665903568 9.9293131195008737 18.857024572789669 111.32358113303781 6.022919572889804 6.7230506688356391 12.351622618734835 4.3471128419041625 9.6859793290495748 5.9850216656923276 6.7640824764966965 14.664000395685433 42.958915561437607 9.981332026422022 4.7836400270462054 12.443482866510751 19.195203561335802 10.411218602210285 3.4557248428463936 7.1670468449592581 14.491024754941462 2.7272967323660851 6.0272795744240346 11.471545688807963 13.313345581293104 4.3940930217504386 14.175292558968083 9.1086834818124753
leaf_count=87 281 68 260 58 152 551 20 75 35 34 30 50 32 84 379 32 29 150 107 36 27 38 45 14 32 37 41 29 49 38
internal_value=0.000228538 -0.00169531 0.000494105 0.000788961 -0.000702545 -8.79719e-05 5.14054e-05 -0.00183283 0.00147543 0.000763043 0.000372897 0.000880257 -0.00231269 -0.000304921 -0.000755733 0.0011831 0.00045746 -0.00173012 -0.00271752 -0.000726386 -0.00397517 0.000796398 0.00137268 -0.00647014 0.000814859 0.00120438 0.000510971 -0.000353657 -0.00137702 -0.00415333
internal_weight=493.909 59.9092 434 348.202 85.7976 152.892 66.9406 25.1187 195.311 114.842 102.491 95.4163 12.7491 18.3957 46.8294 41.8219 35.799 41.568 31.6387 25.8176 8.23936 17.5783 82.6672 7.07441 68.1762 62.1489 50.6774 37.364 27.6781 13.5028
internal_count=2900 728 2172 1592 580 866 428 246 726 466 431 383 82 171 447 182 162 315 257 130 56 74 301 48 256 224 187 146 116 67
is_linear=0
shrinkage=0.0053014


Tree=126
num_leaves=31
num_cat=0
split_feature=0 4 0 4 2 2 2 2 1 0 2 2 3 0 1 1 1 0 4 2 0 0 2 2 4 3 0 4 3 2
split_gain=8.1115 6.58516 4.88936 5.71844 4.6237 4.97173 4.83369 4.28058 4.29041 7.14654 7.90393 7.21963 7.1593 6.69408 5.30494 8.26563 4.97567 8.0937 5.12748 8.93631 4.51346 4.34368 4.24886 3.76745 3.55706 3.39588 7.32237 3.36364 3.97154 3.29725
threshold=102.84427732220001 39.995120105550008 75.994645973400011 44.527357125550004 -0.088944999999999996 -0.156745 -0.24103499999999997 0.68694500000000025 70.182199495350019 96.055920542800024 0.22542000000000004 0.06041500000000001 -0.089509999999999992 86.530713386650021 71.090898343450007 70.865067860500019 62.041548276350007 85.678472159250006 41.872669623500009 -0.082509999999999986 93.972365491700018 94.776214472700005 -0.16297999999999999 -0.101965 44.921040431000009 0.074640000000000026 104.3578792496 47.833738492450003 -0.24523500000000001 -0.024989999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 24 7 5 6 -3 8 13 12 11 29 -10 16 15 21 18 -18 -4 -20 -15 -14 27 -19 -1 -8 -27 28 -5 -11
right_child=1 4 3 22 -6 -7 25 -9 9 10 -12 -13 14 20 -16 -17 17 23 19 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0045422285423763571 -0.0055754726488864642 -0.0069914871512882937 0.0020827324372464828 0.0033915963098036391 0.001063602716433906 -0.0073322597015437049 0.0040428767687037005 0.0057416169690049984 0.0023565671231618982 0.00068731239086534555 -0.0064002510918951261 0.0047989387048146728 -0.0082107590737034997 0.0024532018136045955 -0.0076108772731414039 0.0055274295037650517 -0.006311435056689416 0.0031766201702264373 0.0014062531805138739 -0.0059031871649964165 -0.0024681326408253655 0.00056963784220265626 -0.0043732190277606768 -0.0014189293798988352 0.00032770218337224927 0.0052044983318719701 -0.0070297683258871892 0.0021230326916225478 -0.004905885576931098 -0.0043688358831423845
leaf_weight=11.038958683609964 12.614101270213721 3.6732159461826113 55.708533897995949 2.8015831708908081 23.595248388126493 5.9001415073871639 5.7832152619957906 6.2504818364977828 7.4671772532165077 65.496424239128828 5.1312912404537192 15.435894086956976 5.3576119467616099 122.02076967060566 9.6487956680357438 3.7605041712522498 9.2626199685037118 9.091812312602995 17.021416403353218 8.8658928461372835 6.8602506518363944 3.0998357981443405 12.476257914677261 19.666475318372253 9.929416108876465 2.872582882642746 4.1950832046568394 11.557884335517882 7.1203238405287284 4.8265132382512084
leaf_count=191 281 68 191 16 192 88 21 18 30 304 40 46 51 412 108 12 95 28 72 69 33 19 140 93 51 9 69 52 69 32
internal_value=0.000263339 -0.0017965 0.000544281 0.00068685 -0.000760676 -0.00268022 -0.00101915 0.000896935 0.000814809 -0.000100751 0.00071696 0.00114281 -0.0026344 0.00125776 -0.00433874 -0.00175466 0.000251978 -0.00151192 0.00107389 -0.00109709 0.00219124 -0.00499256 -0.00163309 3.39344e-05 -0.00223611 0.000687946 -0.00205727 -4.15222e-05 -0.00256298 0.000340291
internal_weight=488.53 58.6336 429.897 408.928 46.0195 22.4242 16.5241 374.972 368.722 120.224 90.8901 85.7588 29.3339 248.498 21.8667 12.218 119.617 38.0209 81.5958 25.8873 128.881 8.45745 33.956 28.7583 20.9684 12.8509 7.06767 21.4798 9.92191 70.3229
internal_count=2900 728 2172 1930 447 255 167 1653 1635 642 422 382 220 993 190 82 548 216 332 141 445 70 277 121 242 99 78 137 85 336
is_linear=0
shrinkage=0.00590365


Tree=127
num_leaves=31
num_cat=0
split_feature=0 4 2 2 2 3 4 2 2 3 0 3 1 3 2 2 3 2 2 4 0 1 0 2 1 3 1 1 1 1
split_gain=4.24292 5.24753 4.00989 4.77059 4.27559 2.86117 3.04911 3.86604 3.00113 2.77232 6.4954 2.72558 2.79026 3.61106 3.42066 2.7211 2.6053 2.66452 2.49099 2.21822 2.1241 8.80235 3.88411 5.03703 5.65061 4.77276 4.7999 4.73699 3.98602 7.09843
threshold=102.84427732220001 39.995120105550008 -0.088944999999999996 -0.156745 -0.24103499999999997 -0.27223499999999995 49.110028829250005 -0.23557500000000001 -0.031989999999999998 0.074640000000000026 104.3578792496 0.09117500000000002 82.844837289750004 0.07870000000000002 0.10692500000000003 -0.030145000000000002 -0.49570500000000001 -0.23361999999999997 0.68694500000000025 48.919835655300012 85.678472159250006 62.00390986255001 93.972365491700018 0.22542000000000004 71.787208999250012 0.094625000000000029 72.953999827850012 78.220689305400015 71.225321249950014 70.865067860500019
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 3 4 -3 8 18 -8 16 -6 -11 12 -4 15 -15 -14 17 19 20 -1 21 -7 -22 24 28 26 -26 -27 29 -24
right_child=1 2 11 -5 9 6 7 -9 -10 10 -12 -13 13 14 -16 -17 -18 -19 -20 -21 22 -23 23 -25 25 27 -28 -29 -30 -31
leaf_value=-0.024699744524611551 -0.018333819726623103 -0.024214980384892174 0.016547042016639604 -0.025372765653915642 0.013974607137546174 0.0018929586645116021 0.012266262740644429 -0.019588732982898437 -0.029194818770194812 0.017951286596567924 -0.024210759858402368 -0.015219882490241138 0.020050503584732735 -0.026867876913787656 0.016394165590752321 -0.0058524678443059447 -0.017171975392576762 0.016086328022039808 0.015194081092519752 0.008566884302002413 0.0042776906805703334 -0.018401088442637416 -0.0089795628131518913 -0.018764348985083782 0.021629459768843003 -0.011700685688715353 0.0041842802188141667 0.0069355828655996172 -0.018153135018995011 0.016542325726357433
leaf_weight=1.8466028980910771 10.126517659984527 3.0694660088047376 7.9652609229087892 5.2429159916937378 5.5145095549523813 50.284592047333717 2.2548911981284618 5.9541344270110113 2.3760126344859591 2.7531006187200546 3.6456900825724006 2.656083131209015 4.1930216364562511 2.9281003326177601 1.071755990386009 2.9770125430077297 3.8933346699923268 3.707262896001339 5.9770089611411086 1.6112367361783979 189.37243117950857 11.222617715597151 17.735204957425598 6.1075725406408301 7.722033165395259 15.01498628780246 54.947523146867752 9.5974623598158342 9.4037780202925187 6.3543475717306128
leaf_count=38 281 68 26 88 21 315 11 84 43 9 69 34 15 59 18 40 38 16 24 5 776 125 123 47 21 101 258 42 81 24
internal_value=0.000617885 -0.00494536 -0.0017186 -0.00836236 -0.00240991 0.00133347 0.00165573 -0.0108387 -0.00806841 0.00320817 -0.0060704 0.00444786 0.00717787 0.000496695 -0.0152759 0.00929554 -0.00352919 0.00388395 0.00192301 -0.00919862 0.00171304 -0.0018099 0.0023982 -0.00040694 0.000521388 0.00329756 0.00633384 -0.0044336 -0.00671318 -0.00224739
internal_weight=457.526 52.1434 42.0169 20.2257 14.9828 405.383 391.949 8.20903 13.4344 11.9133 6.39879 21.7912 19.1352 11.1699 3.99986 7.17003 11.0584 7.1651 383.74 3.45784 377.763 61.5072 316.255 126.883 120.775 87.282 62.6696 24.6124 33.4933 24.0896
internal_count=2900 728 447 255 167 2172 2032 95 140 99 78 192 158 132 77 55 97 59 1937 43 1913 440 1473 697 650 422 279 143 228 147
is_linear=0
shrinkage=0.0207191


Tree=128
num_leaves=31
num_cat=0
split_feature=1 1 1 0 2 1 4 2 4 2 3 1 1 3 2 0 2 2 4 2 2 0 3 0 3 1 1 0 2 4
split_gain=3.74428 2.47443 5.41891 4.28941 3.7075 6.28718 6.68569 9.17056 5.99639 5.32508 6.47209 6.85909 3.52498 3.81713 3.50178 3.18601 3.09253 9.86452 6.23375 5.47175 3.70308 3.38055 8.20416 3.21567 2.54276 5.06396 3.83915 5.28159 3.39686 2.48179
threshold=90.988176966900014 70.343506983200015 70.73871032835001 86.530713386650021 -0.068524999999999989 64.071334164850015 38.175120519550006 -0.036264999999999999 39.945535567850008 -0.083794999999999994 -0.112455 68.214248143850014 68.214248143850014 0.093480000000000021 -0.081169999999999992 94.047642319350018 -0.053019999999999991 -0.01762 41.348489042950007 -0.0023999999999999998 -0.063985 86.232294534150014 0.087530000000000011 68.977770252900015 0.077600000000000016 64.84561010645001 58.549241164900003 71.249517373150013 -0.12350999999999999 38.115457128050004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 16 9 -6 -7 -8 -9 10 11 -5 13 -10 -11 -4 20 -18 -19 -20 21 24 -23 -21 25 26 27 -1 -28 -26
right_child=-2 2 15 4 5 6 7 8 12 14 -12 -13 -14 -15 -16 -17 17 18 19 23 -22 22 -24 -25 29 -27 28 -29 -30 -31
leaf_value=-0.013003296344113251 -0.01072358188363288 -0.021055904803558484 -0.014809988300346964 -0.030331820206339146 0.014287739322864845 0.011428347632882948 0.013390327272868386 -0.029080812542254229 -0.025660723248162647 -0.021423798675846834 0.0055844126375576911 0.005163541082494315 0.009217321960567763 0.0025915174187159705 -0.0025670825572136134 -7.5408723131266137e-05 -0.019761845928343295 0.0076295192781615498 0.0088887391649560086 0.0067020209208830958 0.011609347627347312 0.0040028127939413551 -0.028055468499817843 -0.023370742053082469 0.012262455296803585 0.018122734720663967 -0.023057513426867751 0.0086073291296998901 -0.0045563513540912651 0.0018793222862287669
leaf_weight=5.3899176176637473 8.8465896639972907 3.9591881502419701 4.5564362704753867 3.3007606640458098 23.052587322890759 14.82569584995508 6.2911570444703111 4.252529814839364 3.1271840892732126 4.2269097343087187 54.76448505744338 3.2724901866167784 3.6233050562441349 2.681116446852684 10.018139868974684 159.07984453625977 9.7112483307719213 15.812763085588815 3.3283698149025422 1.3072623070329425 9.2387018874287588 5.7063787728548032 4.1707260385155678 5.9964633863419294 8.1351826824247819 3.1077629365026942 5.245341531932354 9.310109702870248 6.983771260827778 47.639681115746498
leaf_count=73 319 56 75 30 74 46 18 27 30 24 201 21 12 12 41 1077 73 64 23 17 30 20 26 92 33 15 68 50 37 216
internal_value=0.00046792 0.000691858 -0.000971632 0.00170743 0.00394052 0.00725064 0.00258919 -0.00397125 -0.0119531 0.00140684 0.0036292 -0.0126605 -0.00423051 -0.0126195 -0.0081624 -0.000485692 -0.000404629 -0.00478657 0.000712739 -0.00957436 0.00110531 9.11508e-05 -0.00953418 -0.0179881 0.00119905 -0.00287631 -0.00529971 0.000683569 -0.0124919 0.00339378
internal_weight=450.962 442.116 167.595 274.52 133.436 57.8536 34.801 19.9753 13.6841 75.5828 61.3377 6.57325 9.43161 5.8083 14.245 163.636 141.084 36.1561 26.4449 10.6321 104.928 95.6889 9.8771 7.30373 85.8118 30.0369 26.9291 14.7 12.2291 55.7749
internal_count=2900 2581 1208 1373 536 219 145 99 81 317 252 51 54 42 65 1152 837 269 196 132 568 538 46 109 492 243 228 123 105 249
is_linear=0
shrinkage=0.0173738


Tree=129
num_leaves=31
num_cat=0
split_feature=0 4 0 4 4 2 0 2 1 0 3 0 2 2 4 4 1 1 0 1 2 2 1 2 0 2 4 4 3 2
split_gain=9.36701 7.57946 5.72879 7.22175 4.46174 4.32648 4.64393 4.22588 4.13959 7.43915 8.24534 7.20911 6.97147 7.05501 4.88834 5.83714 4.78656 7.15829 4.51479 4.40201 3.98432 3.92292 3.89553 3.87635 3.54119 5.60374 5.39642 3.37683 3.35877 7.26865
threshold=102.84427732220001 44.710446918150005 75.994645973400011 44.527357125550004 44.921040431000009 -0.088944999999999996 117.31624743835 0.68694500000000025 70.182199495350019 96.055920542800024 -0.089509999999999992 86.530713386650021 0.22542000000000004 0.06041500000000001 42.178283198950005 43.45354240915001 71.090898343450007 70.865067860500019 94.776214472700005 62.245871094250013 -0.103615 -0.16297999999999999 61.917879202350001 -0.22984499999999999 97.835679825150024 -0.074434999999999987 38.828362408050005 39.749124837650008 0.089580000000000021 -0.23871499999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 4 7 -1 -3 -7 8 11 10 -10 14 13 24 19 22 17 18 -12 23 -21 28 -16 27 -11 26 -26 -4 29 -5
right_child=1 5 3 21 -6 6 -8 -9 9 12 16 -13 -14 -15 15 -17 -18 -19 -20 20 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0036835160806768254 -0.0028901992556127376 -0.001332704154659421 0.00068943425703093619 -0.005632190253533547 0.00039818963342816362 0.0043359934823020505 -0.001474816090260668 0.0043977704444231507 0.002099073431654335 0.0016808567271238883 -0.0063198069585477003 0.0017571972199263467 -0.0045468080275984507 0.0037074399526267074 0.0010372537804469323 0.0014917957374791038 -0.0057962618707901601 0.0036925228340265576 0.00053306224192700875 0.00056638216279387976 -0.0056762860959153963 -0.0033909957273168833 -0.0031489835041866835 0.0015877078473843795 -0.0037641402714803625 -0.003407434157197793 0.0011830033883480499 -0.0053011977288301149 0.0032046423838455584 0.00076763698037452541
leaf_weight=11.737133463844659 33.043540960177779 14.483870003372433 4.6933657974004737 5.1550958417356059 10.17877024784684 8.0094898119568807 4.30390566214919 6.3901973292231551 7.5029136762022999 25.499319471418858 5.3576291836798209 131.25039573013783 4.9764155782759181 15.439571835100649 5.753329765051606 12.339583486318586 9.46391788497567 3.7240609005093566 3.082981750369072 4.6530275866389275 3.765005946159361 12.690995639190076 21.189347457140684 64.438041687011719 5.2947595976293078 9.9709632731974107 29.464255385100842 3.2358287945389748 4.5661905705928794 12.071144826710224
leaf_count=191 514 134 21 66 51 21 59 18 30 95 51 445 40 46 26 52 108 12 19 29 32 140 152 215 56 71 114 21 17 54
internal_value=0.000229119 -0.00144422 0.000459904 0.000579477 -0.00178778 0.0003388 0.00230494 0.000760021 0.000697379 7.13925e-06 -0.00197624 0.00102634 0.000644555 0.000946116 0.000227421 -0.00107807 -0.00338995 -0.00151789 -0.00381676 0.000862223 -0.00222568 -0.00139691 -0.00225506 0.00122142 0.000339052 -0.000425873 0.000429417 -0.00175529 -0.000235642 -0.00114756
internal_weight=493.725 59.8408 433.884 411.968 21.9159 26.7973 12.3134 377.485 371.095 119.777 29.1315 251.318 90.6453 85.6689 120.068 39.2823 21.6286 12.1647 8.44061 80.7853 8.41803 34.4834 26.9427 72.3672 70.2293 44.73 34.759 7.92919 21.7924 17.2262
internal_count=2900 728 2172 1930 242 214 80 1653 1635 642 220 993 422 382 548 230 190 82 70 318 61 277 178 257 336 241 170 42 137 120
is_linear=0
shrinkage=0.00451168


Tree=130
num_leaves=31
num_cat=0
split_feature=0 4 2 1 3 2 2 0 3 3 2 4 1 1 2 0 2 2 1 0 4 2 3 2 1 3 3 2 3 3
split_gain=3.52031 4.57757 3.46356 3.48734 5.18817 4.76028 3.95118 2.99824 3.16764 5.07073 4.6635 2.93095 4.23663 3.80833 3.2586 7.70799 4.38459 4.07427 3.12458 4.82805 9.92774 4.37576 2.91548 8.93855 7.11063 3.96762 7.98444 6.51373 7.4389 3.85768
threshold=98.201310130900012 36.735256530150004 -0.61225999999999992 78.285212300550015 0.085495000000000029 -0.59681499999999998 -0.50001499999999999 122.45926784190002 -0.15684499999999998 -0.22831499999999999 -0.15818499999999999 42.178283198950005 76.42211081615001 74.292851976800009 -0.067574999999999996 84.280473931450004 -0.053019999999999991 -0.040019999999999993 63.910026677050006 94.776214472700005 38.175120519550006 0.26462000000000008 0.096845000000000028 -0.031989999999999998 61.982402197500001 1.0000000180025095e-35 -0.15684499999999998 -0.11600999999999999 0.083415000000000031 0.08708500000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=11 -2 -3 4 -4 -5 -7 8 9 10 -8 14 13 22 -1 -16 -17 -18 -19 20 -20 -22 25 24 -24 26 -13 -27 -29 -30
right_child=1 2 3 5 -6 6 7 -9 -10 -11 -12 12 -14 -15 15 16 17 18 19 -21 21 -23 23 -25 -26 27 -28 28 29 -31
leaf_value=0.00067286010855279854 -0.016709973281094768 -0.028239219344161594 -0.024222177883785414 0.020492654010606706 -0.0021006985177128897 -0.024241291228669234 0.016838045646155809 -0.021009890388987835 -0.00065372098567115493 0.021764594061632406 -0.018031600522830208 0.00041418012667804088 -0.023494043477270864 0.012495439390412238 -0.014462024503005181 0.015241380319474314 -0.009753995768360238 0.011017123146754066 0.0092879557476125574 0.011684447379588216 -0.0245527221227658 0.0019380152209181589 0.0014891768833607331 0.0071544662587804111 -0.03325902203260786 0.011170199492964291 -0.023665729610612765 0.0090513293130638616 -0.016714836798950489 -0.0021933488280506674
leaf_weight=120.165223127231 8.076044890098272 1.799758968874811 5.5248491112142828 4.4839853532612315 14.934543911367653 2.5140787418931714 2.5713319182395935 2.3471978260204187 53.606408108025796 6.7405668552964837 3.3726258017122746 18.255205502733592 3.0870231781154862 8.1769939921796304 6.872105309739708 19.196746550500393 6.6811735928058615 28.993905030190945 12.030779719352724 13.564837761223314 7.6217120029032213 3.4435674101114273 3.4675991460680979 7.6706584673374882 6.3285045959055424 22.284412804991007 7.3457852210849515 16.148675443604589 10.760163366794588 19.698045812547207
leaf_count=601 207 23 75 18 83 54 7 87 451 21 37 142 73 29 75 59 32 104 42 47 52 17 17 38 53 90 107 64 73 122
internal_value=0.000508877 -0.0025969 -0.00143261 -0.000930558 -0.00807438 0.00100183 -0.000226479 0.000653136 0.00142017 0.0101847 -0.00294713 0.00147181 -0.000933601 -0.000353887 0.0028279 0.00545949 0.00695516 0.00475614 0.00623272 0.0024489 -0.00297534 -0.0163087 -0.00129234 -0.00861273 -0.0209589 6.0818e-05 -0.00649516 0.00249711 -0.0016498 -0.00732345
internal_weight=447.765 105.971 97.8953 96.0956 20.4594 75.6362 71.1522 68.6381 66.2909 12.6845 5.94396 341.793 123.223 120.136 218.57 98.4048 91.5327 72.336 65.6548 36.6609 23.0961 11.0653 111.959 17.4668 9.7961 94.4923 25.601 68.8913 46.6069 30.4582
internal_count=2900 1063 856 833 158 675 657 603 516 65 44 1837 808 735 1029 428 353 294 262 158 111 69 706 108 70 598 249 349 259 195
is_linear=0
shrinkage=0.0195037


Tree=131
num_leaves=31
num_cat=0
split_feature=1 0 1 4 3 1 1 0 1 0 1 4 0 0 4 0 1 3 3 3 2 2 2 3 3 3 3 3 3 2
split_gain=6.91605 6.58353 5.70454 5.44215 4.24419 4.0307 5.54457 4.04381 5.95305 4.90994 3.93187 3.69151 3.69041 10.6957 3.64395 3.58914 7.34055 7.14828 3.70499 4.68909 4.58079 8.44275 7.07326 5.28323 4.39962 3.43996 6.05231 3.86462 4.16933 3.15256
threshold=70.343506983200015 85.716110573100011 70.73871032835001 37.186372654950006 0.099780000000000021 62.00390986255001 64.071334164850015 84.95796538030001 58.549241164900003 76.591483678350016 90.988176966900014 40.621691032550004 85.807518149550006 86.001087134900004 42.718072821900002 95.429509798400019 71.090898343450007 -0.21013499999999999 -0.25765499999999997 -0.17732499999999998 0.06041500000000001 -0.0039949999999999994 0.072320000000000023 0.087605000000000016 -0.22831499999999999 0.078935000000000019 0.070195000000000021 -0.11050499999999999 -0.25445999999999996 -0.58180999999999994
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 -2 29 5 7 -7 8 9 25 15 -3 -13 14 -14 16 -5 -18 -17 24 21 -21 -22 -24 -20 26 27 28 -1 -4
right_child=2 11 3 10 -6 6 -8 -9 -10 -11 -12 12 13 -15 -16 18 17 -19 19 20 22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0068099820614039948 -0.0096412756327413952 0.0029909554798773718 0.0035957976912883455 0.0049934998154890688 0.002582428701412572 -0.010553511417268704 -0.00049767373737501523 0.0023165871635153737 -0.0080858816439305023 0.0055034271118754091 -0.0051039452434464673 0.0049720060765135396 -0.01337905212004269 0.0010916826636008957 -0.0018816220099638998 -0.007234139350825005 0.0022731118915791 -0.0097291271368560184 0.00055860115527519997 4.3231353894792194e-05 0.009766886466088455 -0.010763127560821133 -0.0044039556269540332 0.0040465254849560445 0.0097246543224567931 -0.012209460799181546 0.011487068993192875 -0.010349360068835621 0.0027664743321724086 -0.0055312095083885982
leaf_weight=4.4610249027609834 4.384515903890132 91.344018489122391 2.6348876934498575 5.0889735408127335 17.805030386894941 6.6905005611479265 6.6581744346767664 17.50811992585659 8.2022075913846475 6.3436444997787467 9.2326014172285777 12.022926867008207 4.2826516591012469 94.61275153234601 2.7582187056541443 3.5915412977337828 4.409245591610671 9.5859923493117059 6.1732289083302021 88.344171827659011 7.2275574207305935 4.630811281502246 7.4756539650261429 11.322775166481732 6.5886456221342069 1.9600259549915779 1.9911300651729096 3.368176616728312 7.2862107325345287 18.302842848002911
leaf_count=77 56 318 30 20 73 70 56 67 83 23 253 35 34 397 14 32 25 137 30 507 16 45 55 50 15 19 4 47 56 256
internal_value=0.000312557 0.00107503 -0.000846505 -0.000637626 -0.000789218 -0.0017204 -0.00553777 -0.000723597 -0.00230718 -0.000441857 -0.000158544 0.00182315 0.000884768 0.000401357 -0.008875 0.0001371 -0.00303019 -0.00594778 0.000583671 0.000796765 0.000314816 -0.000495002 0.0032078 0.000685986 0.00529081 -0.00241991 -0.00129825 -0.00298244 -0.000870195 -0.00438263
internal_weight=476.288 287.295 188.993 184.609 82.2742 64.4692 13.3487 51.1205 33.6124 25.4102 163.671 205.021 113.677 101.654 7.04087 154.439 19.0842 13.9952 135.354 131.763 119.001 92.975 26.026 18.7984 12.7619 19.0666 17.1065 15.1154 11.7472 20.9377
internal_count=2900 1373 1527 1471 575 502 126 376 309 226 1185 798 480 445 48 932 182 162 750 718 673 552 121 105 45 203 184 180 133 286
is_linear=0
shrinkage=0.00780139


Tree=132
num_leaves=31
num_cat=0
split_feature=0 4 2 3 3 3 2 0 2 1 1 1 3 4 0 2 2 0 3 3 4 0 0 0 1 4 4 0 2 2
split_gain=3.36215 4.77917 3.48617 3.26355 4.27332 3.08772 3.21298 3.09657 2.89933 3.829 2.69993 2.86651 4.13021 2.32933 5.31699 3.32987 3.01144 2.99735 2.64421 2.44964 1.87684 4.98647 1.6724 4.46563 5.00409 5.94816 5.25782 4.32007 6.4908 4.40605
threshold=102.84427732220001 44.710446918150005 -0.088944999999999996 0.090720000000000023 0.089785000000000018 -0.21013499999999999 -0.16717499999999999 103.44649194340002 0.033180000000000008 85.804829691400016 86.858705278550005 87.33187390945001 0.074640000000000026 44.421469061800003 75.309089150100007 -0.60414999999999985 0.68694500000000025 81.648473421750012 0.080375000000000016 -0.24523500000000001 48.680511450650009 71.144667506050013 93.972365491700018 87.181320254150009 63.910026677050006 39.530201452500002 42.131954243650007 96.055920542800024 -0.13978499999999996 0.22542000000000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=13 3 10 4 5 6 -2 -7 -4 -10 -3 -12 -13 14 -1 -15 22 20 19 -19 21 -17 23 24 25 -16 -26 28 -24 -29
right_child=1 2 8 -5 -6 7 -8 -9 9 -11 11 12 -14 15 16 17 -18 18 -20 -21 -22 -23 27 -25 26 -27 -28 29 -30 -31
leaf_value=-0.014092612635913288 0.015618439900553963 -0.017806210630209058 0.017189911580879253 -0.021703379503496729 0.015324144755466887 0.0086247026527622259 -0.012516632825310401 -0.018082770952151286 0.013801179802369636 -0.021611448648823053 0.017275540629772372 0.0092077467074270225 -0.020724281367819269 0.018947877161380668 0.0092560306984631104 0.013200961071388042 0.015515831122545919 -0.00062959439635846203 -0.0017600642729893403 -0.018098231341090065 0.0074672971970148215 -0.027370309481529621 0.0085019917387346398 0.0055289754865611059 -0.026998211051919248 -0.00079997249174264251 0.0039740081978796261 0.0028903708106397044 -0.011737459960192266 -0.01430711068589415
leaf_weight=7.1863560508936635 2.8495897930115461 3.6638082265853908 6.6037632226943952 5.6832367088645688 2.7317618252709499 1.6906037963926799 2.6116016274318179 10.570157348178325 2.2432137057185173 1.887715123593807 2.5512217879295331 3.0859719887375832 3.1049280017614365 2.1823664419352999 24.692656751722097 1.9926404114812601 5.315576806664466 3.6794588994234774 12.412453116849063 10.073946490883831 9.078364744782446 2.0773569382727146 7.1820448637008694 95.982780488207936 4.4281998183578244 98.616584345698357 3.1485007740557194 80.946377504616976 20.515843549743295 5.331007406115531
leaf_count=170 27 43 24 149 20 8 55 255 7 49 7 17 67 8 92 17 18 31 86 144 33 26 33 380 53 462 25 386 166 42
internal_value=0.000461427 -0.00405132 0.00201306 -0.00942048 -0.00600757 -0.00929576 0.00216394 -0.0144001 0.00965848 -0.00238137 -0.00460242 0.000931259 -0.00580409 0.00102463 0.00150692 -0.00308206 0.00183077 -0.00430496 -0.00789135 -0.0134248 0.00283212 -0.00750692 0.00161734 0.00252706 0.000325659 0.00121374 -0.0141277 -0.00019345 -0.00648938 0.00182775
internal_weight=444.12 49.2776 23.1406 26.137 20.4537 17.722 5.46119 12.2608 10.7347 4.13093 12.4059 8.74212 6.1909 394.843 353.346 41.4966 346.16 39.3142 26.1659 13.7534 13.1484 4.07 340.844 226.869 130.886 123.309 7.5767 113.975 27.6979 86.2774
internal_count=2900 728 214 514 365 345 82 263 80 56 134 91 84 2172 1827 345 1657 337 261 175 76 43 1639 1012 632 554 78 627 199 428
is_linear=0
shrinkage=0.0183229


Tree=133
num_leaves=31
num_cat=0
split_feature=0 4 4 0 2 2 1 2 2 1 0 1 4 4 2 0 2 3 2 2 3 3 0 3 0 2 4 3 2 4
split_gain=9.86916 8.08774 6.48346 10.3629 4.75556 4.80176 5.31282 4.25762 3.95037 4.70362 7.97958 6.50806 6.96334 6.31911 5.25177 6.54251 7.75181 6.12202 7.34006 11.4352 4.49702 5.58981 3.9609 4.98345 3.85308 6.65218 6.71777 3.72364 3.68905 3.8497
threshold=102.84427732220001 44.710446918150005 44.421469061800003 75.309089150100007 -0.088944999999999996 0.033180000000000008 85.804829691400016 0.11970500000000002 0.68694500000000025 69.873026810350026 87.181320254150009 63.910026677050006 39.530201452500002 42.131954243650007 0.22542000000000004 96.249489528150022 0.06041500000000001 -0.089509999999999992 -0.016334999999999999 -0.060760000000000002 0.12064000000000002 0.25847000000000003 83.680947768350009 0.099780000000000021 97.835679825150024 -0.074434999999999987 38.828362408050005 0.099780000000000021 -0.096499999999999989 39.468990633150007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 -1 -3 -6 -7 -4 9 10 11 12 22 -13 15 17 24 -11 19 28 -14 -22 23 -5 -17 26 -26 -16 29 -19
right_child=1 4 7 8 5 6 -8 -9 -10 14 -12 13 20 -15 27 16 -18 18 -20 -21 21 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0034970934497030232 -0.0025772250232823728 -0.0011983562368449011 -0.00066078394953914975 -0.0023450432074533 0.0041647208199599812 0.0032670267433564737 -0.0047532787996099465 -0.0050972290797936179 0.0037099567923909761 0.0016779963046059311 0.0017924484619417631 -0.0061319255476914216 0.0003084448644461664 0.00095194650568434667 -0.0059565344141308801 0.0015327108308598901 0.0033233947813247617 -0.0039439737358615235 -0.0065313878398955277 0.0029739257698904553 -0.0063590805347659724 0.00025775439649760147 0.003414706722253337 0.0034346111285944387 -0.0035502293380369173 -0.0031841824470104697 0.0011348741719475878 0.0001116548256161991 -0.0044787999342566923 0.00087517325818324034
leaf_weight=9.7359602842479926 34.868371721357107 15.22625081241131 43.763380687683821 5.2445479631423968 7.3581430930644256 2.5558138862252235 2.6508406177163124 3.6958771347999564 6.531973920762538 9.694062374532221 99.269633039832115 4.6741700507700426 97.859233520925045 3.4469691589474678 3.8639625385403624 24.216006241738796 15.780293889343737 4.4316705912351626 4.6512879692018059 7.7004518508911124 3.706405542790888 4.3984374180436134 17.931963495910168 4.2591174840927124 5.7296288646757594 10.593066677451132 30.426682107150555 2.7109036184847355 9.682892866432665 6.3586322292685509
leaf_count=170 514 134 301 34 24 7 49 44 18 37 329 46 413 24 33 86 45 36 45 26 31 18 47 11 56 71 114 15 88 34
internal_value=0.000169759 -0.00130413 0.000379481 0.00054687 0.000293183 0.00210066 -0.000816315 -0.00100627 0.000649626 0.00059655 0.000929713 0.000324548 0.000534564 -0.00312522 5.98076e-06 0.000181995 0.000807175 -0.00109347 -0.00191196 -0.00114932 7.31244e-05 -0.00276817 0.00231677 0.000245139 0.000247654 -0.000418001 0.000392434 -0.00345454 -0.00270018 -0.00110409
internal_weight=503.017 62.6594 440.357 392.898 27.791 12.5648 5.20665 47.4593 383.162 376.63 240.79 141.521 133.4 8.12114 135.84 129.265 86.7457 42.519 32.8249 28.1736 105.964 8.10484 27.4356 9.50367 70.9654 46.7494 36.1563 6.57487 20.4732 10.7903
internal_count=2900 728 2172 1827 214 80 56 345 1657 1639 953 624 554 70 686 638 372 266 229 184 462 49 92 45 327 241 170 48 158 70
is_linear=0
shrinkage=0.00396922


Tree=134
num_leaves=31
num_cat=0
split_feature=0 1 3 0 4 4 3 2 3 1 1 0 1 1 0 4 1 0 2 3 2 4 1 4 3 1 4 3 2 2
split_gain=3.30404 3.09847 2.36405 3.05434 2.69721 2.97962 2.84505 6.23954 4.2512 3.01756 9.01642 4.89475 4.80143 6.1678 5.2816 4.91242 6.50854 6.24893 5.24465 4.5216 4.0186 10.5526 4.73925 5.16985 4.31517 7.48197 4.27046 6.65261 3.94012 6.21456
threshold=114.06859001680002 54.884872733100003 -0.27223499999999995 93.063666643600016 32.785955158400007 34.542090938800008 -0.15684499999999998 -0.23955999999999997 -0.23472499999999999 60.474177186300004 57.960468834350003 81.917319234750025 66.697957758300021 66.318885161900013 92.313586825200005 38.592454371550012 64.434276012450013 89.057864029250013 -0.091779999999999987 1.0000000180025095e-35 -0.058529999999999992 38.238138001450004 81.524804347700012 42.508878681700004 0.083565000000000014 83.366398167100016 41.289992964000007 0.088395000000000015 -0.12835499999999997 -0.088099999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 -3 -4 -6 7 -7 -9 10 19 -11 13 15 -14 -13 17 28 -18 -8 21 -16 26 -24 25 -23 -22 -28 -17 -30
right_child=-2 2 4 -5 5 6 9 8 -10 11 -12 12 14 -15 20 16 18 -19 -20 -21 22 24 23 -25 -26 -27 27 -29 29 -31
leaf_value=-0.023392001663357198 -0.011657187497874793 -0.0030608660751722532 -0.012567772608461755 -0.030270058910946598 0.012147929491984771 -0.017371910702455359 -0.017783237629847327 0.0039046194708866346 0.019304144342588692 -0.026901977184328043 -0.035498585780464761 0.013013002831665895 -0.016343300744204523 0.020686073947284341 -0.024446944657954817 0.009883478667282404 -0.0024617959313203816 0.017264814556492734 -0.041013129855209246 0.01096099598448304 0.010451188268618499 -0.019517355065202212 -0.027150066050728405 0.0061325152800202941 0.0021665034705611839 0.0056802028506659271 0.0060706582712934092 -0.026783271987333844 -0.01162508199179741 0.0019900538920090815
leaf_weight=2.5453952010720959 10.529594758525489 10.214624147862194 6.7299064174294463 2.4860100261867037 12.313485239632426 4.6891030631959429 4.0007570721209067 23.619260421022773 13.742800526320933 3.0294261574745169 4.4411000050604335 19.93697564676404 10.681763440370558 9.9879574030637723 10.076477807946501 19.227254785597324 3.8772763088345528 12.413163863122461 3.05990445613861 7.8682126514613628 38.159494817256927 13.460748225450518 4.5621964633464795 4.4857351370155811 66.589647450484335 9.9196318155154568 10.1091016754508 4.2396917007863513 20.9358761459589 72.548850897699594
leaf_count=91 282 91 96 37 71 46 40 115 44 51 38 63 97 32 134 67 19 40 29 32 141 157 75 26 366 93 54 42 112 319
internal_value=0.000526254 0.000824628 0.000968849 -0.00838677 0.00125537 0.0014834 0.0011515 0.00656483 0.00956899 0.000507754 -0.00874035 0.000954943 0.0012074 0.00392838 -0.00135095 0.00282723 0.00128952 0.00244026 -0.0194663 0.00127198 -0.000359969 -0.00308302 0.00406576 -0.0106494 -0.000690296 -0.00882675 0.0066014 -0.00363682 0.000807607 -0.00105905
internal_weight=440.481 429.952 427.406 12.7006 414.706 407.976 395.662 42.0512 37.3621 353.611 16.3101 337.301 334.272 161.987 172.284 151.999 132.062 125.125 6.93718 11.869 161.603 100.047 61.5562 9.04793 89.97 23.3804 52.5083 14.3488 112.712 93.4847
internal_count=2900 2618 2527 128 2399 2303 2232 205 159 2027 110 1917 1866 681 1185 649 586 538 48 72 1088 750 338 101 616 250 237 96 498 431
is_linear=0
shrinkage=0.0220144


Tree=135
num_leaves=31
num_cat=0
split_feature=0 1 0 1 4 3 1 3 3 0 4 1 4 3 1 2 1 4 4 2 4 4 3 1 0 0 1 3 0 1
split_gain=6.20795 6.38125 5.20388 5.54059 5.207 5.14248 4.88328 4.7 5.57469 4.45314 4.07495 3.5949 3.43107 4.61149 5.16347 5.26784 5.03555 3.431 4.422 3.31727 3.15675 7.94923 2.98381 2.93868 9.62261 11.8795 6.84704 4.04856 4.49453 5.58409
threshold=98.851916998450022 77.898074329750017 85.678472159250006 62.00390986255001 44.527357125550004 -0.17732499999999998 89.912793714750009 1.0000000180025095e-35 -0.11050499999999999 70.623106628750023 36.735256530150004 78.349735295650007 35.131296350900008 0.083905000000000021 60.474177186300004 -0.085734999999999992 57.960468834350003 45.027406014450008 48.988717865950008 -0.23871499999999998 40.259171735100004 41.468518788800004 0.089850000000000027 66.697957758300021 92.031298721500022 90.259604813550013 66.318885161900013 0.088500000000000023 97.483491810050012 70.026268923800004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 20 3 7 23 -5 10 8 9 -1 11 -3 -9 -14 16 -16 -15 -6 19 22 -2 -22 -19 26 25 -25 -4 28 29 -26
right_child=1 6 4 5 17 -7 -8 12 -10 -11 -12 -13 13 14 15 -17 -18 18 -20 -21 21 -23 -24 24 27 -27 -28 -29 -30 -31
leaf_value=-0.0057087773505116943 -0.0070590515130511478 0.0045301315696593854 0.001205628428466101 0.0018885199425647463 -0.0074313022105806379 -0.005644120837584421 -0.0032388352617680975 0.0048574600605641683 -0.005928899574336656 0.001010752722889809 0.00051428177031359568 -0.0059923545078457395 0.003719156541103592 -0.000634635626216192 -0.0035056868887256617 0.0030767413652354331 -0.0090369497107368503 -0.0064129045009056968 -0.0067244260349479928 0.0017089252777558869 0.0047057828725808716 -0.0053847473767953654 0.0021991005438524347 0.0016486064094011494 0.0038808921979871982 -0.0093138874642200321 0.0052619042511348399 -0.00018676462046061994 0.0047647887146343654 -0.00017606677563923085
leaf_weight=3.4109592307359007 5.8986405804753295 1.1140070520341385 142.01192604005337 3.3728209063410768 2.4936494380235699 10.122690502554175 13.970397394150494 5.8130329921841613 6.7511041108518866 14.272737219929693 70.37078164331615 4.860795333981514 8.8208129592239839 4.7501856163144129 4.9400708191096756 10.842289693653584 3.4276766143739223 3.2443036474287572 3.03920068219304 11.924018569290636 3.187811151146887 6.8886545468121767 1.7175319120287893 5.1259808652102929 13.866589784622191 5.9764148127287626 12.651198886334894 49.03718937933445 11.961804904043673 29.87287363037467
leaf_count=87 67 6 527 21 32 114 360 20 77 84 414 104 28 29 28 38 27 49 53 54 8 71 9 24 39 53 34 255 35 153
internal_value=0.000213835 -0.000911363 0.000537558 -0.000689246 0.000858053 -0.00376155 -0.000366916 -3.14151e-05 -0.00184462 -0.000285359 0.000158613 -0.00403043 0.00111656 0.000453195 -0.00074915 0.00101636 -0.00415639 -0.00158881 -0.000857614 0.000198324 -0.00398941 -0.00219249 -0.00343187 0.00106084 0.000424542 -0.0042525 0.00153743 0.000920313 0.00189494 0.0011101
internal_weight=475.738 106.291 369.447 76.5244 292.923 13.4955 90.316 63.0289 24.4348 17.6837 76.3456 5.9748 38.5941 32.781 23.9602 15.7824 8.17786 22.4187 19.9251 16.8859 15.9751 10.0765 4.96184 270.504 115.841 11.1024 154.663 104.738 55.7013 43.7395
internal_count=2900 1030 1870 553 1317 135 884 418 248 171 524 110 170 150 122 66 56 197 165 112 146 79 58 1120 559 77 561 482 227 192
is_linear=0
shrinkage=0.00528337


Tree=136
num_leaves=31
num_cat=0
split_feature=0 4 0 4 2 2 4 1 0 0 3 1 3 1 4 3 0 1 3 3 4 4 3 2 4 2 1 0 0 1
split_gain=9.54754 6.46286 6.07859 6.02055 4.55495 4.02583 3.96394 3.83896 7.1833 6.23855 5.98988 6.73811 6.61433 5.78701 7.54849 6.68723 4.97343 5.58827 4.96963 5.71185 4.23549 6.50328 3.86691 5.16419 4.36036 3.7292 4.77294 3.52658 3.52051 12.2603
threshold=102.84427732220001 44.710446918150005 75.994645973400011 44.527357125550004 -0.60414999999999985 -0.088944999999999996 44.921040431000009 69.873026810350026 87.181320254150009 96.249489528150022 -0.089509999999999992 71.090898343450007 0.090390000000000012 63.910026677050006 39.530201452500002 0.08079500000000002 97.835679825150024 78.220689305400015 0.12064000000000002 0.25847000000000003 42.072181850200003 40.823855932350007 0.09660500000000001 -0.0086649999999999991 40.380906245900007 0.033180000000000008 85.804829691400016 98.851916998450022 90.837623311600012 68.214248143850014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 6 7 -5 -3 -1 8 13 10 -9 12 -12 14 -4 -15 -11 20 22 -20 21 27 23 24 -16 -7 -27 -18 -10 -30
right_child=1 5 3 4 -6 25 -8 9 28 16 11 -13 -14 15 18 -17 17 -19 19 -21 -22 -23 -24 -25 -26 26 -28 -29 29 -31
leaf_value=-0.0040484604876005669 -0.0031295038393350555 -0.0015806037257895551 0.0031329338478978037 0.005298787687659531 -0.0018993288263878343 0.0047266581600560621 0.00025464863947925168 0.0020646797389353416 0.0028631768483792738 0.0024501233413420729 -0.004871878372386243 -0.0055589378603375927 0.001005924074439013 0.00063164384761762212 -0.0039443878488417345 -0.008233910056385893 -0.00040613050508125307 0.001249346607234114 -0.0082152818792015428 0.00019348035405325299 -0.007404875716953605 0.0024352596720985335 0.0019121226970730801 -0.0043722427976449632 0.00065526409076016091 0.003967335754826805 -0.0059794938834861044 -0.0056439465382342414 -0.0028074425030050663 0.0034549614881663302
leaf_weight=11.986742908135058 33.449397837743163 14.462014911696317 26.246562011539936 2.3923490718007079 31.985242219641805 7.0005381703376752 9.8941966779530031 9.6211924813687784 67.919014178216457 32.532005049288273 7.0515681877732304 11.53701404109597 15.507795367389916 4.5844276472926122 5.7511480897664944 4.0637568533420563 5.9688066914677673 37.045056387782097 3.7499146237969381 4.4995852783322334 3.0432489961385718 8.2673400044441205 30.955006882548332 6.8581680729985299 56.317420855164528 2.4450453370809555 2.4406965393573046 7.1574852168560028 13.548360690474508 19.03806646168232
leaf_count=191 514 134 84 8 269 24 51 37 208 111 55 119 67 34 29 37 31 159 31 19 27 29 108 47 230 7 49 68 70 53
internal_value=0.000224547 -0.00166132 0.000482297 0.000618379 -0.00139841 0.000202541 -0.00210267 0.000800228 0.00117995 0.000128828 -0.00144161 -0.002431 -0.00083135 0.000455512 0.000712282 -0.00353425 0.000859098 1.72372e-05 0.000124721 -0.00362883 -0.00185058 -0.00106048 0.000434736 -0.000228758 0.00022907 0.00237209 -0.00100165 -0.0032622 0.00221086 0.000851261
internal_weight=497.319 59.7977 437.521 415.641 34.3776 26.3483 21.8809 381.263 243.531 137.732 43.7176 34.0964 22.5594 143.026 134.378 8.64818 94.0139 61.4819 108.131 8.2495 24.4369 21.3936 99.8817 68.9267 62.0686 11.8863 4.88574 13.1263 100.505 32.5864
internal_count=2900 728 2172 1930 277 214 242 1653 950 703 278 241 122 619 548 71 425 314 464 50 155 128 414 306 259 80 56 99 331 123
is_linear=0
shrinkage=0.00503184


Tree=137
num_leaves=31
num_cat=0
split_feature=0 4 4 1 0 1 2 2 2 1 1 1 3 4 0 1 4 0 0 3 2 3 3 3 2 3 3 3 3 2
split_gain=8.87447 6.79393 5.86598 5.94642 5.24597 5.16086 4.91841 5.54698 5.16897 4.62756 5.09702 4.17338 3.7172 3.4169 4.45162 3.4228 4.63284 7.27304 4.29159 4.08123 5.80006 3.29929 8.76202 7.31496 5.60578 11.6167 8.99182 7.48494 5.67175 3.52483
threshold=98.201310130900012 36.735256530150004 42.178283198950005 76.42211081615001 75.309089150100007 74.784839814650013 -0.067574999999999996 -0.053019999999999991 -0.040019999999999993 75.551050381850018 90.988176966900014 58.549241164900003 0.09495000000000002 41.495754733000005 87.735142629050017 63.910026677050006 38.318569170500005 96.249489528150022 86.280686780500005 0.080125000000000016 0.098830000000000015 1.0000000180025095e-35 0.083415000000000031 -0.15684499999999998 -0.096499999999999989 0.096845000000000028 0.08708500000000001 0.088105000000000017 0.12424000000000003 -0.23771499999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 4 5 -1 21 11 -8 -9 12 -11 -6 -3 15 -15 18 -17 19 -10 -18 -21 23 -23 29 25 -24 -26 -28 -29 -4
right_child=1 9 3 -5 6 -7 7 8 13 10 -12 -13 -14 14 -16 16 17 -19 -20 20 -22 22 24 -25 26 -27 27 28 -30 -31
leaf_value=-0.0039702534628371627 -0.0052993866778350525 -0.0074561512957447172 -0.0040025334275812924 -0.006853153532619346 0.0050268274919350146 0.0043472887856029884 0.0047557323955368953 -0.0028316685168497412 0.0017218461775729288 0.00012118646717275427 -0.00398077174859514 0.00036402028927316142 0.00028468300513353865 -0.0051264581796235942 0.002179545208630734 0.0031861674676918837 0.00068561937681315766 0.004307906624425633 0.0058934627022476727 -0.00078814657537448112 -0.011185731197103175 0.0028378367198918448 0.0031781512206591343 -0.0064685294068691414 -0.0071995932858738582 -0.0070637322148923579 0.0045582955959274822 -0.0031396120590677411 0.0043073651302262565 0.0011638197220548889
leaf_weight=5.9134900253266087 10.687239022925494 5.2986572943627817 5.6175641529262093 4.1073139663785687 6.2996232956647864 7.8778686448931685 21.646510750055313 7.5069531723856917 15.024484906345608 90.503821779042482 10.537488190457223 118.19907594099641 3.0429558232426643 4.5135407112538797 6.1246032863855362 19.402153801172972 4.4966647401452082 5.7235732972621909 15.727082826197146 3.2178143039345741 3.4788546152412891 27.565339654684067 18.787933021783832 8.0791075583547336 8.6559667661786062 4.2269020974636069 6.5032975301146498 23.174367081373934 3.6946368366479865 15.380750464275481
leaf_count=100 207 59 65 73 18 24 60 36 53 525 256 518 16 31 24 64 20 17 44 16 28 106 71 109 64 30 21 152 14 79
internal_value=0.000267481 -0.00105152 0.000694425 -0.000240781 0.00122128 -3.11614e-05 0.00135398 0.00223244 0.00159147 -0.000636487 -0.000306602 0.000599958 -0.00463235 0.00201876 -0.000920238 0.00248492 0.00132461 -0.000810433 0.00385531 -0.00342763 -0.00618959 -0.00031462 0.000200406 -0.00195492 -0.00091734 0.00129713 -0.00212999 -0.00081506 -0.00211561 -0.000218306
internal_weight=491.016 120.07 370.945 133.671 237.274 129.564 231.361 106.862 85.2157 109.383 101.041 124.499 8.34161 77.7088 10.6381 67.0706 36.3191 16.9169 30.7516 11.1933 6.69667 121.686 92.6084 29.0774 65.0431 23.0148 42.0283 33.3723 26.869 20.9983
internal_count=2900 1063 1837 808 1029 735 929 393 333 856 781 536 75 297 55 242 145 81 97 64 44 711 458 253 352 101 251 187 166 144
is_linear=0
shrinkage=0.00558194


Tree=138
num_leaves=31
num_cat=0
split_feature=0 4 0 4 2 2 4 2 1 0 2 0 2 3 1 3 4 4 3 1 1 0 4 4 2 2 4 4 3 3
split_gain=5.93275 5.97324 4.11578 4.39656 4.93222 4.04276 3.43452 3.15847 3.07085 4.56877 4.2978 5.17732 5.97222 5.06555 7.59504 5.73105 4.29338 5.70855 3.83584 3.67934 3.58621 3.7501 3.3989 4.929 3.64594 3.17044 5.27375 4.34001 5.38362 4.69121
threshold=102.84427732220001 39.995120105550008 75.994645973400011 44.527357125550004 -0.61225999999999992 -0.24103499999999997 44.921040431000009 0.68694500000000025 69.873026810350026 86.530713386650021 0.22542000000000004 96.055920542800024 0.06041500000000001 -0.089509999999999992 71.090898343450007 0.090390000000000012 42.178283198950005 43.45354240915001 0.099780000000000021 61.917879202350001 57.960468834350003 84.95796538030001 38.771633980050005 40.166811829450005 -0.055714999999999994 -0.069554999999999992 41.348489042950007 41.840895355800008 0.094625000000000029 0.11360500000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 6 7 -5 -3 -1 8 9 16 11 13 25 -10 15 -15 20 19 -12 -18 -4 -22 -23 24 -24 27 -27 28 -13 -30
right_child=1 5 3 4 -6 -7 -8 -9 10 -11 18 12 -14 14 -16 -17 17 -19 -20 -21 21 22 23 -25 -26 26 -28 -29 29 -31
leaf_value=-0.0047401330298624767 -0.0057234010861514839 -0.0072488345408001833 0.0058463483283427882 0.0077720336494624762 -0.0021846232686611958 -0.00010844831457830805 0.00039954252409731206 0.0053629555627587224 0.0023419869794849345 0.0020718061577650534 -0.009254385933185642 0.001557790620178327 0.0047029744057749253 -0.0057684135484692032 -0.0078277826141295598 0.0013189656546488426 0.0014270940461691018 0.0020977075362604162 0.00072078983342614906 -0.0042729885191987926 -0.0019335178701079894 0.0052909508357738772 -0.006851750469357573 0.001903075679817907 0.00064885338080313047 -0.00020639204778155406 -0.0089725335588406625 0.0034517003243214658 -0.0063299957694861707 0.001655333498967368
leaf_weight=10.386181408539416 11.253947366029022 3.3047426696866742 5.7907189279794684 2.0439815893769255 30.603025034070015 40.188519118353724 9.6675480604171735 5.7908762544393531 9.2525481991469842 111.56418301910162 3.5687804110348216 22.54914129152894 14.585919581353663 6.3691819645464482 8.5921563897281867 14.167371112853287 5.5548782907426384 12.232280280441044 2.5420315079391003 20.291794802993536 15.504339341074227 7.885959066450595 4.842670276761055 38.670535668730736 5.1497282162308675 11.802772808820007 3.4055010527372351 18.7228614538908 8.0735741257667524 4.3650369867682448
leaf_count=191 281 68 15 5 272 379 51 18 37 401 33 105 46 53 103 64 26 52 15 151 102 21 27 134 19 56 31 63 60 21
internal_value=0.000226162 -0.00169369 0.000480058 0.00061967 -0.00156125 -0.000650995 -0.00226239 0.000816751 0.000742693 0.00117534 -2.6242e-05 0.000228375 0.00109548 -0.00165815 -0.00292877 -0.000879106 0.000312578 -0.00139498 -0.00510482 -0.00304795 0.00114787 0.000770263 0.00151157 0.000899116 -0.0029862 0.000331991 -0.00216934 0.00104025 -0.000250181 -0.00352773
internal_weight=468.723 54.7472 413.976 393.922 32.647 43.4933 20.0537 361.275 355.484 227.487 127.997 121.886 83.5048 38.3813 29.1287 20.5366 115.923 38.079 6.11081 25.8467 77.844 72.0532 56.5489 48.6629 9.9924 68.9189 15.2083 53.7106 34.9878 12.4386
internal_count=2900 728 2172 1930 277 447 242 1653 1635 948 687 639 382 257 220 117 547 229 48 177 318 303 201 180 46 336 87 249 186 81
is_linear=0
shrinkage=0.00620571


Tree=139
num_leaves=31
num_cat=0
split_feature=1 4 2 1 2 1 3 3 0 0 4 3 0 2 1 4 2 1 4 3 4 4 2 2 3 3 2 2 2 4
split_gain=3.54509 2.68607 2.96378 2.17498 3.30968 2.37883 4.6557 3.75706 3.47684 3.12222 4.51899 3.02057 3.02741 2.90759 4.50317 8.09108 4.31096 3.96099 5.59185 3.3199 2.64386 3.03609 2.67393 3.67091 2.59515 6.0715 2.39427 5.47537 4.86271 7.21358
threshold=89.912793714750009 45.027406014450008 -0.088944999999999996 55.583871847050013 0.11529000000000002 69.873026810350026 0.25847000000000003 0.21240500000000004 92.031298721500022 86.530713386650021 44.015822920550008 0.12064000000000002 85.872041144650012 -0.068524999999999989 64.071334164850015 38.238138001450004 -0.083794999999999994 67.649671936450019 41.872669623500009 0.078935000000000019 38.238138001450004 37.962710038050005 0.25828500000000004 0.68694500000000025 -0.093074999999999991 0.094165000000000013 -0.053019999999999991 -0.01762 -0.011399999999999999 41.169697216150006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 -1 9 7 8 -7 11 13 26 -13 16 -15 -16 19 18 -17 -11 21 24 -22 -24 -10 -26 -5 -28 -29 -30
right_child=1 2 -4 5 -6 6 -8 -9 20 10 -12 12 -14 14 15 17 -18 -19 -20 -21 22 -23 23 -25 25 -27 27 28 29 -31
leaf_value=-0.017794808558477926 -0.017136562360202147 -0.018821251540247708 0.0054763655656836349 0.0020731456230608288 0.019448246076491711 -0.019726947660943281 -0.021877049201310832 0.017050175567600842 0.0046527626086632842 -0.0053905268836338628 -0.0073976326169829963 -0.0012428627678571773 -0.019820061876519877 0.013183878924984203 0.012254605560941262 -0.026424551312717561 -0.006274848376278102 0.006840272829594346 0.0012170026074756447 0.0064580954874641295 0.0010433848077404466 -0.022114482618759423 -0.023095803128183681 0.0023944198170012024 -0.016167160202478364 0.0021839924577344489 -0.014707759806740033 0.016798845011120545 0.0044455065451421555 -0.018253037528358544
leaf_weight=3.4564117267727843 5.2114604003727418 1.8675596555694935 4.6855329349637032 95.770104793831706 0.77745541185140599 2.5031061042100182 2.7054021526128045 3.2515816763043395 7.8984592445194783 7.4620025753974906 8.8343778438866121 5.8926200866699201 3.8630145005881786 21.879095412790775 12.114445053040983 4.1439151093363744 12.189734682440756 3.8111558184027672 3.6714517399668694 40.051848456263542 134.61327535100281 2.4675149004906407 2.9412099458277217 3.0727863050997257 9.0558810355141777 10.193547532893716 8.0523040033876914 4.2016700282692936 11.705177769064905 5.4618712179362765
leaf_count=113 252 48 60 484 2 56 32 11 60 35 70 29 29 73 37 31 53 12 17 137 790 31 31 15 126 87 58 16 49 56
internal_value=0.000435542 -0.00839782 -0.00144819 0.000676076 -0.010956 0.000791195 -0.000644684 -0.000318304 -0.000645229 0.00182127 0.00380646 0.000141893 -0.00859902 0.00474624 0.00784623 0.00292718 0.00237751 -0.00679168 -0.0134393 0.00459728 -0.000364668 -0.00479357 0.000568036 -0.0100718 -0.00321924 -0.0064493 0.000823037 -0.00324627 0.00107273 -0.00277627
internal_weight=443.806 11.7646 6.55309 432.041 4.23387 427.808 178.703 175.997 172.746 249.105 114.158 134.947 9.75563 105.324 45.6201 23.741 59.7036 11.6265 7.81537 47.5139 170.243 29.6154 140.627 6.014 27.1479 19.2494 125.191 29.421 21.3687 17.167
internal_count=2900 360 108 2540 115 2425 1239 1207 1196 1186 465 721 58 395 170 97 225 60 48 172 1140 304 836 46 273 213 663 179 121 105
is_linear=0
shrinkage=0.0163093


Tree=140
num_leaves=31
num_cat=0
split_feature=1 4 2 4 4 4 4 3 3 1 0 1 3 0 1 2 4 4 2 1 3 2 4 4 0 0 4 1 1 1
split_gain=3.1015 2.287 2.89831 1.96826 4.54298 1.96154 3.45448 2.90362 5.77684 2.75087 3.51414 2.58746 4.39985 2.6752 3.23393 2.82566 4.46416 7.44499 4.77987 3.38569 4.30954 2.4992 2.48764 2.43233 2.25518 4.60378 5.03712 5.16821 4.39957 5.17932
threshold=90.988176966900014 31.796797363700005 -0.10710499999999999 48.315732392000008 48.988717865950008 42.599563320500003 43.19689381845 0.087725000000000011 0.094415000000000013 69.873026810350026 86.388225105700016 83.715897724050009 -0.16319499999999998 104.06483731340002 82.987325570650015 -0.25089499999999998 35.818873074050011 38.828362408050005 -0.59511499999999995 64.434276012450013 0.085155000000000022 0.68694500000000025 42.467547400400008 41.134354310300004 101.83879398140002 98.851916998450022 40.878805547300004 80.468240302450013 75.403185184700007 72.953999827850012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -2 -5 11 7 9 -9 10 -7 13 -13 14 15 16 -3 -18 -19 -20 -21 24 -14 -15 25 28 27 -27 29 -17
right_child=3 5 -4 4 -6 6 -8 8 -10 -11 -12 12 22 23 -16 21 17 18 19 20 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.023603300403168534 -0.019576010196120663 0.012741614394431571 0.0019284448443827519 0.0207214498020587 -0.020733438140876526 -0.0077709586248694128 0.00069466851715408449 -0.028870248217051749 -0.0039509034017442242 -0.013049668285099958 0.011743638048084535 0.012540317181340615 -0.022560051525823813 -0.022569367115509314 0.017526138247441158 0.0026930434158889452 -0.029335653349815249 0.008278503524222644 0.00054675293956626221 -0.0012746083777674638 -0.032043975689566767 0.017147100562799521 0.008094842960561191 0.0074331863991735081 0.010385337993215671 -0.027743238402269388 0.005100620720932536 -0.0015196073764443168 0.013609064319255442 -0.013652439011587617
leaf_weight=3.0999334352090955 4.4212792264297587 5.1339925341308144 3.2286508744582525 1.7922702562063935 1.9781441846862433 5.860964613035323 100.10514118522406 5.0774785857647649 9.5007065963000041 5.1708145923912516 7.460430920124054 2.54399798437953 5.0869371518492681 2.909346228465437 4.8477333486080161 187.47757502831519 4.2511823624372509 9.2169215083122307 6.1326338872313446 2.825789425522089 3.7916363850235939 4.1726835221052161 1.1554979830980299 1.435332518070936 12.012158084660767 5.6598530784249323 7.1244756281375876 5.0659802183508873 12.559017281979321 7.1587192453443995
leaf_count=68 249 18 46 11 59 52 704 51 59 42 22 15 103 51 14 893 49 32 28 19 30 15 5 10 54 60 28 29 39 45
internal_value=0.000457139 0.000676108 -0.0105778 -0.0110388 -0.00102782 0.000844187 -0.0010512 -0.00633602 -0.0126301 -0.0013741 0.00315787 0.00171292 -0.00836579 0.0020272 0.00225717 0.00198562 -0.0033408 -0.00649003 -0.00206881 -0.00954881 -0.0189048 0.00267788 -0.0168857 -0.0126576 0.00242319 0.0019982 -0.00719213 -0.0153574 0.00278997 0.00209186
internal_weight=438.257 430.066 6.32858 8.19169 3.77041 423.737 133.176 33.0704 14.5782 18.4922 13.3214 290.561 8.78643 281.775 277.43 272.583 31.3522 26.2182 21.967 12.7501 6.61743 241.23 6.24244 4.34468 237.058 225.046 17.8503 10.7258 207.195 194.636
internal_count=2900 2581 114 319 70 2467 930 226 110 116 74 1537 123 1414 1353 1339 176 158 109 77 49 1163 108 61 1148 1094 117 89 977 938
is_linear=0
shrinkage=0.01886


Tree=141
num_leaves=31
num_cat=0
split_feature=0 3 0 1 1 0 4 4 1 1 1 0 0 4 1 3 1 3 3 3 3 3 2 1 0 3 4 2 1 4
split_gain=2.77446 2.49917 2.66395 3.30466 3.46087 3.66476 2.25478 2.41031 2.18324 2.17118 9.81277 2.47967 5.58896 5.20524 4.28972 7.90437 4.10479 5.15825 2.93385 3.79472 4.00945 4.16073 4.35626 3.40194 4.41605 3.07383 2.78001 7.37098 4.90933 4.62257
threshold=113.28087178455002 -0.27223499999999995 93.063666643600016 68.214248143850014 61.944763783650011 76.591483678350016 32.785955158400007 34.542090938800008 69.276189105400007 60.474177186300004 57.960468834350003 90.837623311600012 90.337570099350003 38.238138001450004 65.111767461350013 -0.16319499999999998 67.649671936450019 0.084795000000000023 0.43162500000000009 0.10500500000000003 0.093295000000000031 0.08784500000000002 -0.082314999999999985 61.966271448700006 86.280686780500005 0.090390000000000012 38.703421923500009 -0.033594999999999993 82.987325570650015 38.238138001450004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 5 -1 8 -8 -3 10 -9 12 13 -11 18 -16 17 -13 19 20 21 -15 25 -21 -25 -23 27 28 29 -18
right_child=-2 6 -4 -5 -6 -7 7 9 -10 11 -12 16 -14 14 15 -17 26 -19 -20 23 -22 22 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.011672162555156518 -0.0068830878660051525 -0.0018132043904186166 -0.020168561542176888 0.015265496969597329 -0.022804125684517559 0.010090751944113246 0.007392323576615777 0.0011936656475208486 -0.019921093831933346 0.0085175193115091877 -0.022758000292986146 0.001532129323165936 0.011783015245868937 0.0019738650777361469 0.015444010753916517 -0.021105638129410322 -0.019669174203030784 -0.017690909161096554 0.012823224022157735 0.0027090643333417567 0.0063745932917778731 -0.0076165672803692082 -0.014788046770823779 -0.01881456310110079 -0.0016778035054030149 0.0069333665865164932 0.001196999283043699 0.0036742412883087549 0.0092108153891571187 -0.0013217192627048393
leaf_weight=3.5594978397712094 11.432308895513414 4.3522174917161456 2.3430994693189851 1.8566772919148196 2.161472924053669 3.2552471347153187 12.05174311250448 18.140977915376428 2.2040739441290498 20.226379577070475 4.7409320399165145 5.870639927685259 12.456992899999021 60.218061439692974 1.7832609973847864 4.799907259643077 9.60494383051992 6.4238602444529533 4.4954032674431792 7.6894213482737568 29.930301416665316 6.5563123151659983 7.4685934875160447 6.2002318724989873 7.0748716369271278 6.2151375412940979 148.03131930157542 15.574800273403524 2.3589378586038938 4.3996758647263041
leaf_count=75 304 39 37 11 20 13 69 153 53 75 43 32 45 273 5 59 129 50 13 31 107 35 52 53 31 23 924 90 32 24
internal_value=0.000322581 0.000517767 -0.00583664 -0.00273671 -0.00646037 -0.00127652 0.000722541 0.000863069 -0.00790066 0.000661437 -0.00376891 0.000937378 0.00221347 0.0014806 0.000481302 -0.011205 -0.000224894 -0.00851188 0.00104762 0.00064461 0.00174262 1.95338e-05 -0.00579498 -0.00513695 -0.00968165 -0.000535943 0.000341226 -0.00362521 -0.0105728 -0.0139052
internal_weight=433.477 422.045 13.176 10.8329 8.97622 6.81474 408.869 402.313 6.55629 390.261 22.8819 367.379 175.115 162.658 142.432 6.58317 192.264 12.2945 135.848 131.353 110.388 80.4581 20.24 20.9645 13.2751 12.7714 179.97 31.9384 16.3636 14.0046
internal_count=2900 2596 156 119 108 88 2440 2348 92 2279 196 2083 802 757 682 64 1281 82 618 605 490 383 110 115 84 58 1199 275 185 153
is_linear=0
shrinkage=0.0148237


Tree=142
num_leaves=31
num_cat=0
split_feature=1 4 3 0 2 1 2 3 3 4 1 4 0 2 2 3 3 3 4 1 0 4 3 2 3 0 4 3 3 2
split_gain=2.45279 1.90188 2.90141 1.94272 2.51438 2.87301 3.28185 4.22955 3.4059 2.47269 1.7591 2.68977 2.66835 3.88516 4.35751 5.95472 4.13922 7.21758 3.67146 2.66782 4.50926 4.87883 4.92972 2.66088 5.11047 2.63935 3.90801 3.83131 4.96586 3.83208
threshold=93.985807782350022 51.779769178100004 0.074640000000000026 75.994645973400011 -0.16297999999999999 56.229101798300007 -0.23361999999999997 -0.084259999999999988 -0.23958499999999999 44.921040431000009 69.873026810350026 41.941595803500007 95.429509798400019 0.056285000000000009 -0.060760000000000002 -0.21013499999999999 0.090390000000000012 0.092835000000000015 37.360990606650006 57.960468834350003 84.95796538030001 39.530201452500002 0.093295000000000031 -0.058529999999999992 0.12424000000000003 98.201310130900012 36.735256530150004 0.088990000000000027 0.076080000000000023 -0.079074999999999993
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 5 6 7 8 -1 -6 11 19 13 14 15 -12 -17 -18 -15 -5 21 22 -21 -13 -25 27 -27 28 29 -14
right_child=-2 2 -4 10 9 -7 -8 -9 -10 -11 12 23 25 18 -16 16 17 -19 -20 20 -22 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.031826958772560442 -0.012266789342478508 0.010153192095708084 -0.020612388235596017 0.016440514362381722 -0.021131573043377861 -0.020136603321315869 0.016773278976067396 0.017969330663226427 7.2352810487652633e-05 0.010876370106712809 0.010667895127329382 0.0011238023900566306 0.0088111417805208439 0.0042015487781381783 0.0085740476020403789 -0.022988294863437668 0.011954916330397171 -0.018582190387533202 -0.029423561091069729 -0.01540043107592326 0.004172648842005449 -0.0274120689014377 0.0100408091307267 -0.011015629693144138 0.013222221330394014 -0.01473214897556459 -0.00011382382401567695 -0.0026737149587153734 0.013120017508987947 -0.013642655098472367
leaf_weight=2.0100871156901117 5.0156319616362444 1.4712549615651358 3.2283182237297297 5.0969949811696997 4.5076662320643655 2.0745939742773762 3.7586733624339121 1.9120478779077528 2.4469907414168124 0.96635153889656056 5.0121805407106903 71.146448604762554 4.9837676957249641 1.5187973827123631 8.5235934052616376 6.67934721708298 4.6986713372170907 5.5853577665984631 3.6282305717468262 4.4492098838090879 118.63874558359385 2.9903095941990605 5.7648729383945465 15.480357035994532 3.5203745439648619 6.4958270154893389 84.005780007690191 17.471719045192003 20.463058821856976 5.040577784180643
leaf_count=28 239 11 80 13 106 54 12 8 28 6 22 349 22 6 42 90 19 58 54 44 460 31 19 128 15 162 597 97 70 30
internal_value=0.000356573 0.00050605 -0.0109809 0.000634929 -0.00525635 -0.000669516 0.00331815 -0.00462225 -0.0143138 -0.0154811 0.000894496 0.00194729 -0.00047866 -0.00490896 -0.00244635 -0.0067208 -0.0118587 -0.00463009 -0.0195014 0.00355067 0.00305235 -0.0070133 -0.00104128 -0.000488359 -0.00652494 0.000661904 -0.00116307 0.00410573 0.00799089 -0.00247938
internal_weight=428.586 423.57 4.69957 418.871 17.6764 12.2024 10.1278 6.36913 4.45708 5.47402 401.194 227.087 174.107 35.6462 30.4992 21.9756 16.9634 10.284 5.14703 136.94 131.843 13.2044 10.2141 90.1472 19.0007 138.461 90.5016 47.9591 30.4874 10.0243
internal_count=2900 2661 91 2570 242 130 76 64 56 112 2328 1059 1269 291 231 189 167 77 60 567 554 94 63 492 143 978 759 219 122 52
is_linear=0
shrinkage=0.0181578


Tree=143
num_leaves=31
num_cat=0
split_feature=1 2 3 2 1 4 2 2 2 4 4 4 1 0 2 3 4 2 2 1 2 1 3 0 0 1 2 4 0 4
split_gain=2.0952 1.69139 10.9989 3.72183 4.31193 3.136 3.90912 6.37603 3.24323 2.28623 3.66775 2.11952 2.85183 2.68222 2.55471 2.54238 3.69416 5.16712 5.02838 4.86215 4.04102 3.46061 3.37481 3.81545 7.32314 3.1132 2.93998 5.21112 4.51462 4.18258
threshold=93.985807782350022 -0.24103499999999997 0.091705000000000023 -0.26138499999999998 64.071334164850015 43.509905336500005 -0.50001499999999999 -0.59511499999999995 -0.61225999999999992 41.061442884200012 38.828362408050005 49.275256100300005 86.858705278550005 85.57362229215002 -0.15818499999999999 0.088165000000000021 41.941595803500007 -0.08725999999999999 -0.08459499999999999 80.288113607700012 -0.13978499999999996 81.188747081400024 0.12424000000000003 87.735142629050017 86.692020874450009 62.084563606450011 -0.11808 37.186372654950006 88.576630023850015 44.527357125550004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 6 7 8 -4 10 -6 15 13 -13 -14 26 21 20 -19 22 -18 -17 23 24 25 -20 27 28 -3 -29
right_child=-2 11 5 -5 9 -7 -8 -9 -10 -11 -12 12 14 -15 -16 16 17 18 19 -21 -22 -23 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=0.008473043925286838 -0.011561029551507392 -0.024179049923935134 -0.0046021244566752766 -0.021884728568675817 -0.025375674316936027 0.018321208157602051 0.013828932822880727 -0.01757341880875616 0.013731423945811293 -0.025242756190003584 0.0028878146648912274 0.0010623187906124215 0.013979068924233949 -0.021403691900169965 -0.0081645744791566457 0.0018920535468601833 0.00039801551197663469 0.018725966293445258 -0.019816245311257395 0.012962973707411377 -0.022114425524737837 -0.012391912114751763 0.008222707157958177 -0.020866463604656955 0.021424982403729847 0.0012060005441288625 0.0011496195613929757 0.01237931569048914 0.0072729598119946528 0.0016629245508187817
leaf_weight=4.3028660789132145 4.7659444622695437 3.2446143850684157 5.9306335188448491 8.1104887416586262 2.2862506806850416 4.5646280124783507 6.7517205858603111 5.9383864346891668 6.6391072357073417 3.3480495419353247 4.2827642289921641 2.6606004983186704 3.2886200957000256 4.9071551896631718 3.4824864622205496 108.60120226442814 3.7724186778068534 3.6476672738790503 5.903537862002862 4.6941765844821921 8.2477952707558853 5.8003283534198991 3.8713851105421773 6.9761025151237837 2.8010315410792819 3.7329961936920881 138.86086826492101 29.008646867237985 2.7266341773793101 19.958262732252479
leaf_count=23 239 62 32 131 47 17 25 52 25 46 32 12 16 100 40 515 22 11 57 22 74 101 21 61 7 24 842 116 20 108
internal_value=0.000317933 0.000453264 -0.00258244 -0.0121448 -0.00658955 0.00457717 0.00209353 -0.00218752 0.00508132 -0.013125 -0.00694888 0.000885631 -0.00590465 -0.0135053 0.00259025 0.00116236 -0.000533635 -0.00499328 -0.00117143 -0.00376546 -0.0150491 0.00116784 -0.00713785 -0.010201 -0.00421882 -0.0116727 0.00254548 0.00607365 -0.00981721 0.00801146
internal_weight=423.107 418.341 52.1549 22.3304 14.2199 29.8245 25.2598 18.5081 12.5697 9.91706 6.56901 366.187 14.3389 7.56776 6.77111 351.848 158.049 43.6471 31.6269 27.9792 12.0202 114.402 23.2851 19.4137 12.4376 9.63653 193.799 54.9382 5.97125 48.9669
internal_count=2900 2661 430 279 148 151 134 109 57 125 79 2231 168 112 56 2063 915 299 203 192 96 616 170 149 88 81 1148 306 82 224
is_linear=0
shrinkage=0.0180177


Tree=144
num_leaves=31
num_cat=0
split_feature=0 4 0 1 3 4 3 3 1 3 1 4 4 0 4 3 3 1 1 0 4 2 2 1 0 1 3 0 2 1
split_gain=5.38673 5.3785 4.68255 5.1762 5.18885 4.58632 4.48949 6.11414 4.17978 5.59928 3.90834 3.83178 4.07302 3.77166 3.22216 3.02169 2.92682 4.27552 5.05517 4.76227 2.88532 2.82117 6.87765 6.89706 8.19198 5.92064 3.91728 5.23273 7.65981 3.40492
threshold=98.201310130900012 36.735256530150004 85.678472159250006 62.00390986255001 -0.17732499999999998 44.527357125550004 1.0000000180025095e-35 -0.11050499999999999 78.285212300550015 0.085495000000000029 89.912793714750009 45.027406014450008 48.988717865950008 70.623106628750023 40.259171735100004 0.11467000000000002 0.083905000000000021 60.474177186300004 57.960468834350003 85.253695774650012 41.395309858300003 -0.15895000000000001 -0.092864999999999989 81.524804347700012 104.86330937810001 89.619751778500017 -0.15148999999999999 102.21786657775002 -0.16080999999999998 80.288113607700012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 15 3 6 -5 -4 7 13 9 -3 21 -7 -13 -1 -11 -2 -8 18 -18 -19 -16 26 25 29 -25 -23 -10 -28 -29 -24
right_child=1 8 5 4 -6 11 16 -9 10 14 -12 12 -14 -15 20 -17 17 19 -20 -21 -22 22 23 24 -26 -27 27 28 -30 -31
leaf_value=-0.0054178570916605818 -0.0057984197081923251 -0.0065609461271037318 0.00098815083770180216 0.0020814055513773844 -0.0054096628818949312 -0.0073196467912554006 0.0035589330350302749 -0.0059413569176494461 0.0058227112827711402 -0.0040034404514568429 -0.0026519551868043802 0.00028569694952278689 -0.0063531519339269232 0.00095762176163666864 0.0035335219691991675 0.0023786021043632971 0.00077673057507468524 0.0035996844433757603 -0.0064928410815859872 -0.0018204175955601309 -0.0019295899108235798 -0.0056521043008901407 0.00014387054243931457 -0.0071800451841268027 0.00076845893594894809 0.003741505312384953 0.0038562252125269175 -0.006698669793378971 0.0041830002012752327 0.0040870816624264152
leaf_weight=2.8878124039620188 7.5976292127743346 6.0844252891838577 257.94913921691477 3.1552914772182694 9.6726683899760229 2.5158460941165712 9.1465239822864515 6.5171087030321386 5.4494981653988388 5.2941838800907126 11.562981762923298 16.596505606547002 2.7754399441182604 13.782160367816685 5.1480465382337552 1.3729169759899376 5.6139871571213025 11.974258959293367 4.3827980160713196 6.4005572423338881 4.813117191195488 8.4326507691293937 9.1172471866011637 4.9115874692797652 10.402047194540499 2.1708710119128218 6.9639544114470464 4.1804486140608796 2.7655672729015341 14.749830842018126
leaf_count=87 189 75 1089 21 114 32 30 77 14 38 289 111 52 84 16 18 32 38 35 35 32 97 39 51 67 9 22 55 9 43
internal_value=0.000193453 -0.000781234 0.000499667 -0.000639427 -0.00356709 0.000798988 -2.07667e-05 -0.00177548 -0.000450203 -0.00244666 7.76831e-05 -0.00143031 -0.000665458 -0.00014683 -0.000805721 -0.00454695 0.00106369 0.00025926 -0.0024104 0.00171168 0.000893811 0.000534164 -0.000104778 0.000876033 -0.00178089 -0.00372894 0.00217725 0.000749067 -0.00236612 0.00258077
internal_weight=464.387 111.017 353.37 73.5332 12.828 279.837 60.7052 23.1871 102.046 21.3398 80.7067 21.8878 19.3719 16.67 15.2553 8.97055 37.5181 28.3716 9.99679 18.3748 9.96116 69.1437 49.7842 39.1807 15.3136 10.6035 19.3595 13.91 6.94602 23.8671
internal_count=2900 1063 1837 553 135 1284 418 248 856 161 695 195 163 171 86 207 170 140 67 73 48 406 306 200 118 106 100 86 64 82
is_linear=0
shrinkage=0.0050725


Tree=145
num_leaves=31
num_cat=0
split_feature=1 4 2 1 0 4 4 2 2 4 0 1 3 4 4 1 0 0 0 0 2 4 0 4 4 1 1 3 1 1
split_gain=2.18004 3.95109 6.94513 3.36432 4.46994 4.28513 9.2613 5.64121 5.62955 2.90978 2.61062 4.9139 5.03704 4.3161 4.09505 2.61304 4.319 3.66671 3.3205 3.31435 2.87786 2.8382 4.80034 3.54009 4.19802 3.33807 2.66328 4.9479 3.85975 4.96477
threshold=81.524804347700012 44.710446918150005 -0.18126999999999999 80.371455809750003 98.851916998450022 39.995120105550008 41.24714903835001 0.11529000000000002 -0.22573999999999997 46.177190236600005 96.588235252600015 71.090898343450007 0.083795000000000022 43.633733172900008 45.90502654165001 70.865067860500019 94.047642319350018 94.776214472700005 87.181320254150009 86.866770652900016 -0.14739999999999998 43.45354240915001 91.410264893400026 43.124157941850008 42.674081447500008 64.434276012450013 66.318885161900013 0.090640000000000012 66.697957758300021 68.214248143850014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 10 7 -7 -6 -8 -3 11 15 13 -13 -15 16 18 20 19 -1 -18 23 -23 24 25 -20 27 -27 -28 -30
right_child=1 9 -4 -5 5 6 8 -9 -10 -11 -12 12 -14 14 -16 -17 17 -19 21 -21 -22 22 -24 -25 -26 26 28 -29 29 -31
leaf_value=0.00030969285137842824 0.005726530015545267 0.021099617465902491 -0.017940550625036439 0.010948202552863006 -0.029527914826696464 0.016016903131126869 0.0045885853519192586 0.010486747558128414 -0.022269897344450167 -0.00076780638754119011 0.0063933147108827318 -0.015848387800114255 -0.021469995529093996 0.019897229030887968 -0.01287470087625766 0.018333487277973643 -0.00035943896594690873 0.0018997786514829509 0.013422033833518345 -0.018653814066327309 -0.03023668825404625 0.0040426736053720876 -0.029187587049279942 0.022728959319693598 -0.015260649586777315 -0.020450319516316776 0.020354747157301588 0.0064454468863128812 -0.013023899609535658 0.0075735963286378731
leaf_weight=146.55514578334987 9.1035039294511098 3.6359477862715748 16.941998801194131 15.313884176313875 6.9490939620882255 8.5522718951106089 5.9671878591179839 2.220194473862648 9.9276514872908574 14.478135326877235 41.471032559871674 5.4257765784859684 9.3883503936231119 5.5902718454599363 2.7007130635902286 4.2690233662724486 2.1928199902176857 5.7958527356386185 22.040466234087944 4.5378928557038298 5.1695420723408443 6.7261342182755453 3.0030706785619259 5.7986700162291518 4.5834861174225798 5.7441084980964643 7.4135061204433432 7.5738720819354057 7.2609735280275371 24.268105544149876
leaf_count=885 136 15 377 68 98 26 35 17 98 169 185 43 111 33 51 15 16 35 81 24 55 35 39 15 24 31 26 27 43 87
internal_value=0.00037675 -0.0042169 -0.00966836 0.000915626 0.000490184 -0.00709878 -0.00232035 -0.019839 -0.0121868 0.00362153 0.00126914 0.00052621 -0.0091364 -0.000694753 0.00922207 0.00137531 0.00109543 -0.0111024 0.00174919 -0.000259853 -0.021338 0.00496436 -0.00621436 0.00624867 0.00503723 0.00628937 0.00328123 -0.00515483 0.00616627 0.00283011
internal_weight=420.599 44.1596 26.0455 376.439 361.125 33.6164 24.4471 9.16929 15.8948 18.1141 327.509 286.038 23.1051 13.7168 8.29098 262.933 258.664 13.1582 245.505 151.093 7.36236 94.4124 9.7292 84.6832 78.8845 74.301 52.2606 13.318 38.9426 31.5291
internal_count=2900 697 513 2203 2135 274 159 115 133 184 1861 1676 238 127 84 1438 1423 106 1317 909 71 408 74 334 319 295 214 58 156 130
is_linear=0
shrinkage=0.0218537


Tree=146
num_leaves=31
num_cat=0
split_feature=1 0 4 2 4 2 2 2 1 1 4 0 2 2 2 2 2 1 0 4 4 2 4 2 2 2 2 0 0 3
split_gain=7.1418 5.55909 5.44443 7.33585 5.26826 4.46531 4.42805 5.84421 7.01923 4.29306 4.04181 4.01182 3.12683 3.02132 4.62501 4.16623 3.33116 3.01003 6.24104 5.05406 12.1204 4.15886 9.64789 6.90776 5.90253 5.3508 5.84845 6.51159 6.40256 6.22585
threshold=81.524804347700012 75.994645973400011 44.710446918150005 -0.18126999999999999 44.527357125550004 -0.61225999999999992 -0.25089499999999998 -0.58350999999999986 67.004441985200017 88.436830201100022 44.921040431000009 122.45926784190002 -0.088944999999999996 -0.23871499999999998 -0.16297999999999999 -0.098345000000000002 -0.082885 80.288113607700012 98.851916998450022 39.995120105550008 41.24714903835001 -0.11600999999999999 41.495754733000005 -0.088099999999999998 -0.08459499999999999 -0.062629999999999991 -0.090694999999999998 93.063666643600016 87.181320254150009 0.097615000000000021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 10 3 9 6 -6 7 -3 -9 -2 -1 12 -4 -7 -15 -16 -17 18 21 -20 -21 -8 25 -24 -25 26 -23 28 29 -28
right_child=2 4 11 -5 5 13 17 8 -10 -11 -12 -13 -14 14 15 16 -18 -19 19 20 -22 22 23 24 -26 -27 27 -29 -30 -31
leaf_value=-0.0029530594506093767 0.0015250773367740022 0.00077238950310224244 -0.00036990908423878503 -0.0032329470704170853 0.004456903704557323 -0.0033495732183855685 0.0017099951702336592 -0.00042931512260319809 -0.0051746931874739116 -0.0039141072686208174 0.00020967670547964609 -0.0040011608277942742 0.0025816233440898047 0.00085251545741883781 -0.0046567048635940125 0.0032387221384704303 -0.0017745599270838678 0.0022908550937858242 -0.0034294221867207995 0.0029927588588413456 -0.0033540921417238335 0.0015962202384462495 -0.0020216104981468372 0.0025158517270541976 -0.00022526271899935655 0.0016997836257713562 -0.0044818624577946577 -0.0033140951362922912 0.0029657948780628263 0.00097085674855078503
leaf_weight=11.249625241383912 8.9115904681384546 18.958377806469798 10.795666918158535 21.38173988647759 1.9645834490656842 6.6143196709454051 50.79834196716547 11.491830121725799 6.3165858127176753 2.4109415095299473 9.9636593461036664 2.4508463293313971 8.3039015643298626 14.05704218149185 5.1841333340853444 2.2249018475413322 7.8426981456577796 14.821879550814627 8.2994248345494288 8.4997008815407735 7.3256877921521655 22.768110692501068 23.369525413960218 12.349252790212629 61.089695094153285 90.530349925160408 4.7825545147061401 9.4554566256701928 7.4562328830361357 6.405926164239645
leaf_count=191 59 84 93 377 5 79 185 59 65 77 51 61 30 63 82 7 72 50 88 23 50 82 141 41 322 322 28 70 20 23
internal_value=0.000178558 0.000336695 -0.00105676 -0.00198665 0.000431761 -0.000851671 0.000565086 -0.000624932 -0.00211248 0.000366895 -0.00146756 0.00035442 0.000913326 -0.00114199 -0.000643788 -0.00202288 -0.000666643 0.000698499 0.000623126 -0.00114387 5.47553e-05 0.000770627 0.000570304 -0.000309233 0.000235674 0.00117248 0.000234031 -0.000869679 0.000369978 -0.00135993
internal_weight=478.075 423.82 54.2547 32.7043 402.607 37.8877 364.719 36.7668 17.8084 11.3225 21.2133 21.5504 19.0996 35.9231 29.3088 15.2517 10.0676 327.952 313.13 24.1248 15.8254 289.005 238.207 96.8085 73.4389 141.399 50.8683 28.1002 18.6447 11.1885
internal_count=2900 2203 697 513 1961 308 1653 208 124 136 242 184 123 303 224 161 79 1445 1395 161 73 1234 1049 504 363 545 223 141 71 51
is_linear=0
shrinkage=0.00361617


Tree=147
num_leaves=31
num_cat=0
split_feature=1 1 1 1 0 3 2 1 4 1 2 3 1 4 3 4 0 1 3 1 1 3 4 0 1 2 2 4 3 3
split_gain=4.7232 3.71101 3.3688 6.06265 4.32009 4.14977 4.0005 6.26651 5.39102 8.25438 5.07019 6.34605 6.39085 4.6702 3.44865 3.40605 3.21793 5.11404 7.03905 3.99827 12.7534 3.12254 3.25734 3.06939 4.6048 3.41274 4.30736 3.01161 2.87843 5.43187
threshold=89.912793714750009 54.884872733100003 70.343506983200015 70.73871032835001 86.530713386650021 0.12064000000000002 -0.068524999999999989 64.071334164850015 38.175120519550006 67.980352286500008 -0.083794999999999994 -0.112455 68.214248143850014 41.872669623500009 0.25847000000000003 32.785955158400007 96.055920542800024 71.090898343450007 0.082775000000000029 72.953999827850012 74.986474174450009 0.084795000000000023 41.261521012900012 98.615332683000005 77.898074329750017 -0.094344999999999998 -0.072569999999999982 42.898324343550009 -0.04931 -0.101725
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 -4 5 28 10 -8 -9 13 11 12 -6 -10 -7 -5 17 -17 -19 27 -21 -12 -23 -22 25 -25 -27 -18 29 -3
right_child=-2 2 3 15 6 14 7 8 9 -11 21 -13 -14 -15 -16 16 19 18 -20 20 23 22 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.0061494536445627036 -0.0033129059802691073 3.6953742191673249e-05 -0.007117891275286674 -0.0066392355860855198 -0.0097466387508361001 -0.0074147547222677569 0.0048737935243523579 0.0037019982087057781 -0.0091908426961266696 0.0025734814913480081 0.00055543629383727827 0.0019346086967127842 0.001671809998142689 -0.0011199419917489084 -0.00059317899638945204 0.0027245778160431807 0.0052053725972054541 -0.00044747004551686062 -0.007241317732261509 -0.0087139552423224041 0.0020490180455917197 -0.0014975353036752938 -0.0088325773635330208 -0.0084626839292810101 0.00036065029010401103 0.0043491367146220707 -0.0052317812773999672 -0.00032893844764451653 0.000800279652752703 -0.0055903279137336026
leaf_weight=2.9336634315550318 12.321031617000697 27.249803073704243 4.2215573918074361 2.6188531033694735 3.2647039443254462 4.3266042992472631 23.694218404591084 14.695669822394846 4.3135150074958819 10.829028047621248 6.2675563730299464 55.500706408172846 3.2191131785511971 5.2640493251383305 5.652147613465786 6.2925708517432239 9.1283420994877797 12.507421333342792 8.4500077813863737 5.3006377965211859 28.319975554943085 4.3732801899313909 3.6922002881765366 3.4310468304902315 71.115946915000677 2.6024376638233662 3.8430747613310796 5.0503269750624886 97.410349223762751 7.1633852496743193
leaf_count=91 360 180 56 63 30 33 74 46 31 37 23 201 21 31 25 30 28 112 110 50 112 19 23 36 479 10 40 41 441 67
internal_value=0.000198949 0.000296682 0.000339681 -0.000316541 0.00072567 2.45651e-05 0.00146148 0.0025888 0.00104641 -0.000865993 0.000592976 0.00130571 -0.00407756 -0.00475489 -0.00355089 -0.000135574 -2.64233e-05 -0.0018217 -0.00318674 0.000353424 -2.94056e-06 -0.00248932 -0.00485536 0.000419463 -0.000150331 -0.00382964 -0.00136339 0.0032341 0.000295219 -0.00113441
internal_weight=455.053 442.732 439.799 162.882 276.916 141.802 135.114 58.7965 35.1023 20.4066 76.3176 61.9845 6.48382 9.57756 9.97875 158.661 156.042 27.25 20.9574 128.792 114.613 14.333 8.06548 109.312 80.9925 9.87656 6.44551 14.1787 131.824 34.4132
internal_count=2900 2540 2449 1167 1282 746 536 219 145 99 317 252 51 62 58 1111 1048 252 222 796 727 65 42 677 565 86 50 69 688 247
is_linear=0
shrinkage=0.00575046


Tree=148
num_leaves=31
num_cat=0
split_feature=1 0 3 0 2 3 1 4 2 1 0 2 1 2 2 0 3 1 0 4 4 4 0 1 0 0 0 2 3 4
split_gain=2.09459 4.32677 4.32558 2.39387 3.26017 2.55013 2.08561 3.03226 2.95209 2.30421 3.69511 1.9925 2.15533 2.60689 5.41874 5.51867 3.66053 4.37203 3.08061 3.00499 4.9927 2.43923 3.23651 2.95126 4.4008 3.76464 4.05011 2.75306 2.617 4.79839
threshold=87.33187390945001 110.50907145210002 0.07870000000000002 113.28087178455002 -0.088099999999999998 -0.25840499999999994 86.858705278550005 49.275256100300005 -0.23557500000000001 83.715897724050009 108.95245419455001 0.68694500000000025 82.987325570650015 -0.23557500000000001 -0.58350999999999986 95.897301513100004 0.10500500000000003 74.292851976800009 98.201310130900012 42.718072821900002 40.660558922250004 47.833738492450003 76.591483678350016 81.524804347700012 104.62941352080001 103.44649194340002 101.99741301110002 -0.0086649999999999991 0.088165000000000021 39.344049039350004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 -2 3 -3 5 -5 7 9 -9 11 -11 12 13 14 18 16 17 19 -1 20 -16 22 -15 25 -25 26 28 -27 -24 -30
right_child=1 2 -4 4 -6 -7 -8 8 -10 10 -12 -13 -14 21 15 -17 -18 -19 -20 -21 -22 -23 23 24 -26 27 -28 -29 29 -31
leaf_value=0.0081055739315925093 -0.0209926170217608 0.016949619435051244 -0.019804994541439313 0.013431473818088804 0.011570025065554908 -0.024739909854958688 0.01378531040170047 0.0072782648695064386 -0.016980714812349654 -0.019014739674722253 0.0063946430330409261 0.011332018355069504 0.012925966327372401 -0.010385224155256934 -0.013369006364022403 -0.024651208147004302 0.015282420326434858 0.018821176983929776 -0.0092945922082497828 -0.020570642026743233 0.010396533890597142 0.0086190822576852153 0.0030817324922365937 -0.025218738832446456 0.0057916082621409229 -0.028297880864122445 0.013226665956382505 1.0233039222095812e-06 0.0046722891129336291 -0.0028248845562362872
leaf_weight=15.281737338751556 4.737457797862592 3.8159444974735361 3.022009457461535 0.80378912854939732 3.1909766988828778 2.3340942682698369 4.0665149837732306 2.3576485849916935 6.273555343039332 4.9520140029489976 3.2306387219578028 6.1886583976447573 4.9080896954983464 8.5061151441186649 8.4100031927228098 5.7196588516235343 2.8328277599066487 2.0135917384177437 4.4992769779637447 6.0612821625545612 4.7116008233278981 14.481818627566097 139.35136564355344 3.4872514680027953 2.8337072022259235 2.4874050244688988 10.079677779227493 2.2248083967715493 42.136794593185186 94.720303617417812
leaf_count=63 127 25 174 12 44 68 20 14 109 82 29 28 21 161 63 73 10 8 36 116 20 53 674 45 23 27 37 20 202 516
internal_value=0.000340328 -0.00584515 -0.000395054 0.00538692 -0.00158473 -0.0149621 0.000615942 0.000481301 -0.0103543 0.00072165 -0.00898272 0.000930104 0.000758324 0.000596849 -0.00334931 -0.00833439 -0.00445052 -0.00708775 0.00414783 -0.00980736 -0.00483547 0.00120705 0.000856069 0.00117767 -0.0113167 0.00144907 0.00171878 -0.0149369 0.00129882 -0.000516587
internal_weight=419.721 17.9043 13.1668 10.1448 6.32886 3.13788 401.816 397.75 8.6312 389.119 8.18265 380.936 374.747 369.839 49.53 29.749 24.0293 21.1965 19.781 19.1829 13.1216 320.309 305.827 297.321 6.32096 291 286.288 4.71221 276.208 136.857
internal_count=2900 450 323 149 124 80 2450 2430 123 2307 111 2196 2168 2147 389 290 217 207 99 199 83 1758 1705 1544 68 1476 1429 47 1392 718
is_linear=0
shrinkage=0.0184828


Tree=149
num_leaves=31
num_cat=0
split_feature=0 1 0 4 3 0 1 1 0 4 4 4 1 1 1 4 0 0 0 1 0 0 4 1 2 1 3 1 3 3
split_gain=1.86975 1.956 2.43537 2.56929 1.94014 2.50591 2.42307 3.24807 2.84956 2.0284 1.84725 2.04907 2.04313 2.02544 4.45536 4.69412 2.90595 5.34719 3.64419 4.59578 2.6287 4.29884 3.57596 5.67161 9.35589 3.3038 4.31845 2.73722 2.44763 5.39336
threshold=114.06859001680002 89.264875305300009 122.45926784190002 46.051945193250006 -0.27223499999999995 93.063666643600016 68.214248143850014 61.944763783650011 76.591483678350016 49.110028829250005 32.785955158400007 34.542090938800008 69.276189105400007 61.614083433650009 57.960468834350003 38.386256906100009 83.011521693850014 85.253695774650012 85.613949164150014 61.917879202350001 90.837623311600012 90.337570099350003 38.771633980050005 63.910026677050006 -0.14228499999999997 67.649671936450019 0.084795000000000023 62.837331883000012 0.091545000000000029 0.08784500000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 -3 5 6 7 8 9 -1 12 -12 -6 14 -13 -16 -15 -18 19 -19 21 22 -20 27 -25 26 -22 28 29 -24
right_child=1 2 -4 -5 10 -7 -8 -9 -10 -11 11 13 -14 16 15 -17 17 18 20 -21 25 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.024663456098129304 -0.026944552215653592 -0.020917029191090099 -0.02097686743827348 0.011603398759579473 -0.0022274324510342374 -0.026614710479245629 0.017676478572618556 -0.029563260451168256 0.012725460677828739 0.010027213565589808 0.0091523544538463057 0.0013663014365973235 -0.026873348276411847 -0.015455771307654799 0.0042097821864606963 -0.025429133348892324 0.016213856955599397 0.0064651861585186161 0.01078957824110764 -0.0219363684081051 0.0020655804418501624 0.014873046246074811 0.0019562467162012646 0.0021814623791181981 -0.037956719053891662 0.00036653401835097711 -0.021916157065627599 0.015347564851080948 0.0049194906598308448 -0.013398663391907513
leaf_weight=2.1617849906906472 1.814449479803441 1.267323514446616 2.2932781889103353 3.8770373025909066 4.1638674139976493 2.1620684182271352 1.8119170274585474 2.0109276827424765 3.1427899971604347 0.95555360615253437 11.589248545467852 17.534849874675277 1.9378204122185705 4.1226874180138102 3.1547725498676282 6.2881605122238398 9.1875886693596822 3.6001905649900419 16.750344932079315 5.9282349906861782 5.6496299840509874 11.516934998333452 41.641881082206964 5.7925287745893002 3.7683925293385965 171.94746902491897 6.182527169585228 5.9751145318150511 45.149364907294512 11.470592334866522
leaf_count=72 33 89 129 31 39 37 11 20 13 3 71 153 57 62 12 56 32 13 56 58 32 45 166 32 42 1215 50 22 185 64
internal_value=0.000327144 -0.00848642 -0.00398347 0.00359193 0.00052819 -0.00724425 -0.00309069 -0.0076401 -0.000597767 -0.0140298 0.000770146 0.000940707 -0.0100547 0.000687375 -0.00454684 -0.0155271 0.00109235 0.00129035 0.000881517 -0.0112052 0.00123496 0.00326053 0.00223608 0.000977056 -0.0136388 -0.000330847 -0.0104653 0.00231767 0.00152534 -0.00135992
internal_weight=414.849 9.25209 7.43764 5.14436 405.597 12.245 10.083 8.27106 6.26013 3.11734 393.352 387.251 6.10169 375.661 26.9778 9.44293 348.683 344.561 335.373 9.52843 325.845 142.065 130.548 113.798 9.56092 183.78 11.8322 104.237 98.2618 53.1125
internal_count=2900 282 249 120 2618 156 119 108 88 75 2462 2366 96 2295 221 68 2074 2012 1980 71 1909 612 567 511 74 1297 82 437 415 230
is_linear=0
shrinkage=0.0198279


Tree=150
num_leaves=31
num_cat=0
split_feature=0 4 0 4 0 3 0 2 2 2 1 1 1 0 0 1 0 2 2 2 4 4 0 4 1 0 3 3 3 3
split_gain=8.21758 7.5903 4.75167 5.08302 4.64113 4.21758 4.03423 6.56831 3.49321 3.27647 3.47799 3.13376 3.23052 3.12575 6.43603 6.32985 5.65625 7.42028 5.39208 7.70644 5.26725 4.98554 4.64411 4.4399 4.79783 9.08268 4.03953 3.90606 5.09293 3.74209
threshold=102.84427732220001 44.710446918150005 76.591483678350016 44.527357125550004 84.280473931450004 0.080375000000000016 122.45926784190002 -0.088944999999999996 0.68694500000000025 -0.156745 86.858705278550005 56.229101798300007 54.884872733100003 93.972365491700018 87.181320254150009 63.910026677050006 96.055920542800024 -0.13978499999999996 0.22542000000000004 0.06041500000000001 42.131954243650007 39.530201452500002 83.680947768350009 41.395309858300003 71.429644067900014 94.614906984850009 0.096845000000000028 0.12064000000000002 0.25847000000000003 0.09660500000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 11 8 -5 -6 7 9 13 10 -3 12 -1 14 15 21 17 -15 19 -18 -17 22 -4 24 25 -19 -20 29 -29 -23
right_child=1 6 3 4 5 -7 -8 -9 -10 -11 -12 -13 -14 16 -16 20 18 23 26 -21 -22 27 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0043885824887106616 -0.0025732248036063011 -0.0036075565912065104 -0.00077856223368114356 0.0028791770078209367 -0.003110021803215833 1.6311808750467932e-05 -0.0045486602898685228 0.0034369998931086426 0.0037201950656628726 -0.0049558221599526851 0.0015699013097234648 -0.0040274493689465103 0.00029980048184101779 0.0019856119926679387 0.001609708061023808 -0.0060024157982413312 0.000210675633888229 -0.0046338340330554402 -0.0064906294797059368 0.0033942637714287315 0.00064888766981323863 -0.00021339026329157129 0.0033121140933694902 -0.0055160101682545136 -0.0058408856115295879 0.0027970980532313122 0.00044344292504349889 -0.0063223174460623165 0.00024400949884160396 0.0015460609475850045
leaf_weight=3.0228223707526984 32.788694409653544 3.0742120705544966 6.452006138861182 4.4105771481990805 15.465940950438382 13.734623208642004 2.5100431870669118 10.051275927573442 6.0324928089976302 2.7429396621882924 7.5813343841582537 5.8897454906254998 13.736993934959171 7.4506806656718281 104.11222336441278 4.81672105938196 71.219443138688803 4.6952234134078044 3.1120639741420737 15.631688952445982 3.4410511367022991 66.748662587255239 17.022449322044849 6.7882474921643725 3.334233943372964 6.7728181481361389 2.5992841199040413 3.5592615082859975 4.5201184675097466 29.334043987095356
leaf_count=91 514 29 33 18 170 84 61 33 18 40 51 80 83 33 382 53 340 37 28 46 25 303 47 70 30 29 14 31 19 108
internal_value=0.000179067 -0.00126004 0.000378512 0.000481792 -0.00104657 -0.00163954 0.000398575 0.000928123 0.00062152 -0.000953986 7.61625e-05 -0.00145116 -0.000545802 0.000569827 0.000841548 0.000253041 3.35372e-05 -0.00154737 0.000529541 0.000783666 -0.00323079 0.000478436 0.00218778 -0.00276656 -0.00150568 -0.00024526 -0.00333487 9.32093e-05 -0.0026487 0.00032377
internal_weight=482.652 58.7485 423.903 401.254 33.6111 29.2006 25.9598 23.4498 367.643 13.3985 10.6555 22.6496 16.7598 361.61 240.007 135.894 121.604 29.0412 92.5625 86.8511 8.25777 127.637 23.4745 21.5905 14.8023 11.468 5.71135 104.162 8.07938 96.0827
internal_count=2900 728 2172 1918 272 254 214 153 1646 120 80 254 174 1628 1001 619 627 199 428 386 78 541 80 166 96 66 42 461 50 411
is_linear=0
shrinkage=0.00410586


Tree=151
num_leaves=31
num_cat=0
split_feature=1 1 1 1 0 1 4 4 2 2 0 4 1 0 0 0 4 4 2 2 1 4 0 1 1 3 0 0 1 3
split_gain=5.77781 4.66681 3.87037 5.5431 4.60117 4.65275 4.61913 3.95478 3.91505 3.68239 3.77975 3.65641 3.48067 7.92921 3.33366 6.21708 7.7551 3.86801 3.68242 6.38713 3.79788 9.90676 6.17356 4.24165 3.83708 3.67115 3.16433 3.07335 5.62598 5.62435
threshold=89.912793714750009 54.884872733100003 70.343506983200015 70.73871032835001 85.716110573100011 61.917879202350001 40.421032462050007 41.792045663550006 -0.14380499999999999 -0.088099999999999998 85.613949164150014 37.186372654950006 60.474177186300004 79.882156430000023 85.807518149550006 86.001087134900004 40.532725462000009 42.674081447500008 -0.068524999999999989 -0.054494999999999995 63.910026677050006 38.175120519550006 86.345209775600011 61.993156030000002 66.318885161900013 0.11906000000000001 76.591483678350016 95.429509798400019 71.090898343450007 -0.21013499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 -4 5 12 -7 -8 -9 -10 -11 -5 13 26 -6 16 -16 -18 25 -20 22 -22 23 -21 -23 -17 -3 28 -13 -30
right_child=-2 2 3 11 14 6 7 8 9 10 -12 27 -14 -15 15 18 17 -19 19 20 21 24 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0054039699892100054 -0.0030380967070966986 -0.00053178926003247468 -0.006051251236788526 -0.0022635106345986174 0.0034200705722939352 -0.0067952988372152528 0.0022486023945748443 0.0022584846944275739 -0.0072373449890388609 -0.0045110487929864197 0.0021343663506248303 0.0026739331385640061 0.0021846694883869747 -0.0061165289665410178 0.0013274302120100054 0.0007694725954073005 -0.0087971175463633141 -0.0013569826828749366 0.0048218294284685546 0.002221778007121443 0.0030842141450265 -0.0068511677573426504 0.0038098728478832122 -0.0048850956670179052 -0.0012500886450373544 -0.0035070980845856143 0.0032315307751735458 0.00040838894224834573 0.0010610705334580502 -0.0059738945603228562
leaf_weight=3.5399404261261216 13.292941698804496 17.755888037383563 4.0053291805088511 17.598105903714895 14.211683318018911 4.197735063731673 6.3163325265049961 3.5712436176836553 4.5771175213158193 5.0571582838892812 3.6656371802091599 4.9712267778813866 19.95307195559144 5.1700594127178183 7.6636409536004049 91.828331746160984 4.3937531821429729 2.8672806471586227 15.793736062943934 4.3412260487675685 13.777851589024069 4.083934746682643 22.987673819065094 4.0127140730619431 11.846299506723879 5.2702136114239684 8.0689314454793912 128.35701869986951 4.27096001058817 8.3166046626865828
leaf_count=91 360 133 56 212 41 51 26 19 41 53 16 20 74 42 26 367 34 15 41 14 43 32 74 26 58 27 29 717 25 137
internal_value=0.000199883 0.000295011 0.000339949 -0.000259726 0.000696924 -0.000328994 -0.00198544 -0.00111469 -0.00237387 -0.00361773 -0.0017184 -0.000117861 0.00056137 -0.000483635 0.00109265 0.000917519 -0.00216891 -0.00585911 0.00118234 0.00199734 0.00126664 -9.92328e-06 0.00247667 -0.00119192 -0.002686 0.000537353 0.000644055 0.000140914 -0.00181436 -0.00358693
internal_weight=465.764 452.471 448.931 167.519 281.412 78.3332 27.3852 23.1875 16.8712 13.2999 8.7228 163.514 50.948 30.9949 203.078 188.867 14.9247 7.26103 173.942 76.8434 61.0497 29.7081 31.3416 8.35394 15.9302 97.0985 25.8248 145.916 17.5588 12.5876
internal_count=2900 2540 2449 1167 1282 484 206 155 129 110 69 1111 278 204 798 757 75 49 682 288 247 133 114 40 90 394 162 899 182 162
is_linear=0
shrinkage=0.004983


Tree=152
num_leaves=31
num_cat=0
split_feature=1 3 0 0 1 0 0 4 2 2 2 2 3 2 2 3 2 4 2 1 2 1 2 1 4 0 1 4 2 0
split_gain=6.30098 4.6078 4.8598 4.07996 4.72994 6.28162 3.57296 3.52163 3.80319 5.01709 5.22331 3.95455 4.35257 3.51262 7.41967 4.48212 4.06885 5.04972 3.9334 6.88916 3.66731 5.54693 6.74428 5.91438 4.62762 3.82634 3.29985 10.1937 4.76243 3.80203
threshold=87.33187390945001 0.07870000000000002 110.50907145210002 76.591483678350016 70.343506983200015 94.550383989750017 122.45926784190002 41.941595803500007 -0.069554999999999992 -0.053019999999999991 -0.036264999999999999 -0.085734999999999992 -0.115385 0.06041500000000001 0.072320000000000023 0.087605000000000016 0.68694500000000025 45.027406014450008 -0.0039949999999999994 71.52105164435001 -0.058529999999999992 75.403185184700007 -0.096499999999999989 75.645146416450004 38.828362408050005 105.98708487665002 63.910026677050006 38.175120519550006 0.26462000000000008 85.939252597950016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 -1 7 -6 -4 8 11 -10 -11 12 -5 18 -15 16 17 -16 20 -20 21 22 -7 -23 -25 -26 29 -28 -29 -12
right_child=1 -3 6 4 5 13 -8 -9 9 10 26 -13 -14 14 15 -17 -18 -19 19 -21 -22 23 -24 24 25 -27 27 28 -30 -31
leaf_value=-0.0014704566251118286 -0.0050817068743846837 -0.0047276338793808218 0.0016775160300078937 -0.0023673491958091518 -0.0034087754608523903 -0.00030831252985789951 -0.0046587459881722824 0.00011523307647534434 0.0038127843212379946 -0.0022549131947612387 0.00052448884830702416 -0.0014256567106652675 0.0013167641001435161 0.0048209791038571126 -0.0051947654063948428 0.0018292820677748567 0.0022541083005801891 0.0022300833390323394 0.0036302734295928906 -0.0058518479108864594 0.001761880801637134 0.0035364890830623264 -0.0044370425715225823 -0.0031884031128806539 0.00068619213850155091 -0.0032494223945681955 0.0028352900336795343 -0.0053558477788062811 0.0010502123534140123 0.0036437795006837208
leaf_weight=22.594098083674908 3.4987560883164432 7.5611759070307007 9.9629767369478923 6.4871291704475871 10.286345034837721 18.255492830649022 1.9399479050189246 98.413767226040363 17.727361291646957 6.9493909962475291 10.879845228046181 15.753976337611673 59.687252316623926 8.0998860225081426 6.5059046410024184 13.404245011508463 3.3398380503058425 2.2490716762840748 1.8961854614317406 5.3216177355498075 16.34891346655786 8.7730145864188653 11.940499376505612 8.2555204723030311 42.996345046907663 5.0352114737033835 13.128105878829958 5.8447631374001485 3.3203240614384413 20.684070810675621
leaf_count=254 56 245 92 44 140 125 57 499 47 35 45 70 221 20 72 67 13 10 8 58 68 26 103 113 203 51 42 37 16 63
internal_value=0.000185127 -0.00199674 -0.000656053 0.000297924 0.000392698 -0.000178004 0.000644827 0.000751394 0.00114156 0.00181323 0.00123029 0.000497715 0.000955607 4.00279e-05 0.00125947 0.000128141 -0.00175717 -0.00328739 -0.000304788 -0.0033608 -0.000107147 -0.00042793 -0.00194095 0.0002743 -0.000234151 0.000273616 0.00168 0.000421894 -0.00303506 0.00256858
internal_weight=467.141 22.9629 15.4017 444.178 421.584 162.708 11.9029 258.876 160.462 78.5339 60.8065 81.9284 66.1744 152.422 33.5989 25.4991 12.0948 8.75498 118.823 7.2178 111.605 95.2561 30.196 65.0601 56.2871 48.0316 53.8571 22.2932 9.16509 31.5639
internal_count=2900 450 205 2450 2196 1077 149 1119 620 285 238 335 265 937 182 162 95 82 755 66 689 621 228 393 367 254 203 95 53 108
is_linear=0
shrinkage=0.00427152


Tree=153
num_leaves=31
num_cat=0
split_feature=1 1 1 1 0 1 4 4 0 3 3 4 4 2 2 2 2 3 3 3 2 2 3 3 2 0 2 2 3 0
split_gain=7.52027 4.91606 5.28763 6.28198 5.08685 4.76097 4.76647 4.62169 3.86832 3.80141 5.18705 3.70977 3.38953 3.46431 9.48618 5.79854 6.70469 4.71932 3.83524 3.62374 5.19993 3.84686 3.33512 5.86815 3.26012 6.04788 3.24608 3.69729 4.56398 7.21471
threshold=90.988176966900014 54.884872733100003 70.343506983200015 70.73871032835001 85.716110573100011 61.917879202350001 40.421032462050007 42.207998345450008 94.047642319350018 1.0000000180025095e-35 -0.11050499999999999 43.968221017800005 37.186372654950006 0.06041500000000001 -0.0039949999999999994 0.072320000000000023 0.13860000000000003 0.087605000000000016 0.075065000000000021 -0.21013499999999999 -0.15895000000000001 -0.094344999999999998 0.090720000000000023 0.087265000000000023 -0.053019999999999991 104.86330937810001 -0.59511499999999995 -0.21094499999999999 0.074640000000000026 98.615332683000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 -4 5 9 -7 -8 -5 10 -3 -9 -10 14 19 -15 -17 18 -18 20 -14 26 23 24 25 -23 -21 -28 -29 -30
right_child=-2 2 3 8 -6 6 7 11 12 -11 -12 -13 13 15 -16 16 17 -19 -20 21 -22 22 -24 -25 -26 -27 27 28 29 -31
leaf_value=-0.0045986929595293437 -0.0031421967694112264 0.00033946065449894487 -0.0052694914366402529 -0.0037496149727306374 0.0010059827557595258 -0.0057319555203421881 0.0016517858007871269 -0.0037807927392052697 -0.0017993921466463523 0.0014107566238208539 -0.0046115476114376884 0.00061041602227517554 0.0040405074776725088 0.0046884086961315871 -0.0057481275403563547 -0.0048429752621508603 0.0012253289723251127 0.0033369484585421567 -0.0045982405932618042 0.0010884530906193901 -0.00099067462594747287 -0.0038072151826411614 -0.00093806956942801378 0.0037097580641216863 0.0023552268495622836 0.002642870181135171 -0.0033337597024908593 0.0037073188732774476 0.0010267298835323301 -0.0035769491444835547
leaf_weight=3.6838430128991595 11.872475311160086 14.42813551425934 4.3872799780219784 5.1638209000229827 206.71982499584556 4.3383749239146736 8.1906052008271235 10.071857102215288 17.397899946197867 31.793706711381674 5.121455490589141 5.2162174358963957 9.1248552761971933 7.4428481981158283 5.1775687970221034 3.6672107838094261 5.5717821680009383 10.294682562351225 3.1687858179211617 10.792959365993729 6.1373784728348246 7.0784838087856787 14.733107961714266 12.64067470282316 6.3272972032427885 4.1009585559368134 13.464602895081034 3.739324804395447 11.990245690569283 12.336829161271451
leaf_count=91 319 101 56 75 798 51 38 90 212 128 49 27 29 19 52 34 30 38 27 47 39 51 85 38 22 22 121 14 70 127
internal_value=0.00017927 0.000264202 0.000303094 -0.0002761 0.000657114 -0.000253923 -0.00166207 -0.000910035 -0.000147499 0.000508988 -0.000957567 -0.00228253 -3.48952e-05 0.000172823 -0.000154727 0.00145111 0.000389783 0.00139789 -0.000885935 0.000102773 0.00201733 -0.000197834 0.000709982 0.00151539 -6.90471e-05 -0.00144113 -0.000976507 -0.00151314 -0.000639719 -0.0013079
internal_weight=476.175 464.303 460.619 174.739 285.88 79.1604 27.8171 23.4787 170.351 51.3433 19.5496 15.2881 165.187 147.79 117.644 30.1453 22.7025 19.0353 8.74057 112.467 15.2622 97.2045 44.8805 30.1474 17.5067 11.1794 52.324 41.531 28.0664 24.3271
internal_count=2900 2581 2490 1208 1282 484 206 155 1152 278 150 117 1077 865 717 148 129 95 57 665 68 597 218 133 95 73 379 332 211 197
is_linear=0
shrinkage=0.00422636


Tree=154
num_leaves=31
num_cat=0
split_feature=1 4 2 4 0 1 3 0 0 4 2 4 1 3 3 0 3 0 4 1 0 0 4 3 1 2 4 4 4 1
split_gain=6.7686 5.09449 7.89642 4.65609 4.60939 5.94646 4.66997 4.57807 4.94597 8.45337 5.31187 6.05749 6.44225 4.66414 10.2922 5.21841 4.47734 4.20979 7.60049 4.06323 3.94485 3.69098 7.78186 6.38484 6.06415 9.47461 5.13962 4.95658 5.39546 4.66537
threshold=81.524804347700012 44.710446918150005 -0.18126999999999999 49.110028829250005 85.716110573100011 61.993156030000002 -0.04931 85.807518149550006 86.001087134900004 40.532725462000009 -0.065399999999999986 41.621607100200002 63.910026677050006 1.0000000180025095e-35 0.083290000000000017 97.152811460000024 0.12424000000000003 92.313586825200005 38.238138001450004 88.436830201100022 95.141844778450022 92.652332549650012 39.788107623550012 0.099010000000000029 75.28220456885002 -0.12350999999999999 34.997818021800008 38.238138001450004 38.938637541200009 69.563854125350005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 19 4 5 6 -1 -6 9 -9 21 12 -12 -13 -15 16 20 18 -14 -2 -16 -10 23 26 25 29 -23 -28 -29 -24
right_child=1 -3 -4 -5 7 -7 -8 8 10 -11 11 13 17 14 15 -17 -18 -19 -20 -21 -22 22 24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.0018482588235858976 0.0022585880690014558 0.00044537027117071848 -0.0045076577756732183 -0.0028074302834059776 0.0035624808759204987 -0.0031171979943554473 0.0011586264519440458 0.0014406115935315313 0.00098202572800483922 -0.0061635818922317195 0.0043521040946716601 -0.004785598506213299 0.002579137005645328 0.0055955545910519044 -0.002804848000160818 -0.0070267098403990888 0.0039892331492009363 0.001968815420636517 -0.0059888786881599739 -0.0053857213718963137 0.0038021976355118222 0.0029202918278151014 -0.0035902235804890345 -0.0075149966818524568 0.001881248583273504 -0.004459565296887338 -0.0066584206360804678 0.0030366295594195288 -0.0044146168954398695 0.0024583045918053943
leaf_weight=19.353849401697516 8.7589485310018045 20.90541099011898 21.358950163237751 10.978620612993835 14.053506068885325 18.089887335896492 39.548913326114416 7.6815074831247312 82.763850703835487 7.056892704218626 26.192695625126362 4.8071379438042632 5.4496048837900144 7.5826967712491777 11.960840316489344 3.2568029686808577 4.8881695196032515 52.97364591434598 4.9896926358342171 2.1859568376094094 2.8071223050355902 5.0138316694647136 4.1131140291690818 5.6514868251979342 34.787754345685244 12.906518887728458 5.6642225682735434 4.795122489333151 4.988186202943325 14.584052562713621
leaf_count=227 59 184 377 121 41 160 174 26 318 49 78 38 19 22 87 31 15 210 35 77 11 26 33 60 131 105 72 18 31 65
internal_value=0.000200762 -0.00148392 -0.00273246 0.000415758 0.000502925 -0.000601853 0.000170646 0.00076149 0.000636492 -0.00220035 0.000775778 0.00156616 0.00225947 -0.00019362 0.000530231 -0.00114606 -0.000171705 0.00139511 -0.00151614 0.000731838 -0.00154897 0.0002125 -0.000475997 -0.0027957 0.000436381 -0.00115406 -0.00149222 -0.0029244 -0.000762515 0.00112771
internal_weight=470.149 53.2093 32.3039 416.94 405.961 76.9927 58.9028 328.968 314.915 14.7384 300.177 124.908 89.6056 35.3028 30.4956 22.9129 19.6561 63.4129 10.4393 10.9449 14.768 175.268 92.5043 26.1128 66.3914 31.6037 20.4614 15.4475 9.78331 18.6972
internal_count=2900 697 513 2203 2082 561 401 1521 1480 75 1405 546 342 204 166 144 113 264 54 136 98 859 541 207 334 203 147 121 49 98
is_linear=0
shrinkage=0.00501583


Tree=155
num_leaves=31
num_cat=0
split_feature=0 4 0 4 2 1 4 0 3 3 3 3 0 3 3 2 0 3 3 2 3 4 3 1 2 0 2 3 1 1
split_gain=4.84117 5.60771 3.65133 4.39289 4.79231 3.33076 3.31749 3.29168 3.20159 4.08429 3.45733 3.20733 3.07892 3.0051 5.71067 2.93061 2.75387 2.61387 2.33051 3.33556 2.3124 1.974 4.55281 1.95111 5.33469 5.84153 5.85909 5.44159 4.59654 5.71606
threshold=102.84427732220001 44.710446918150005 75.994645973400011 44.527357125550004 -0.61225999999999992 80.677940036650014 44.921040431000009 113.28087178455002 0.090720000000000023 0.089785000000000018 -0.21013499999999999 -0.25765499999999997 103.44649194340002 0.075065000000000021 0.079095000000000013 0.68694500000000025 81.648473421750012 0.080375000000000016 0.07870000000000002 -0.088099999999999998 -0.24523500000000001 47.833738492450003 0.083415000000000031 70.182199495350019 0.22542000000000004 96.055920542800024 0.06041500000000001 -0.089509999999999992 71.090898343450007 70.865067860500019
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 8 6 15 -5 -3 -1 13 9 10 11 -2 -12 -7 -15 23 -6 20 19 -9 -18 22 -19 -4 25 27 -27 -25 29 -29
right_child=1 5 3 4 16 7 -8 18 -10 -11 12 -13 -14 14 -16 -17 17 21 -20 -21 -22 -23 -24 24 -26 26 -28 28 -30 -31
leaf_value=-0.0042971093078836156 -0.0062878945080389118 -0.0055193704878776203 0.00098265982579131845 0.0069908339737659525 0.0026912267838247734 0.0066562778408264297 0.00040906644846513989 -0.0044398718699613995 -0.006809594204081542 0.0043754342086247764 0.0025235228887655241 0.0032345180608199338 -0.0057446939481193221 -0.0045717201181227404 0.0047076442333475041 0.0048895210066946032 -0.00045633103608298255 0.0020582506010923458 -0.006561426324760259 0.0044431459844091106 -0.0056100227756937134 0.0016223510822602047 -0.0078041469252588822 0.0022931980564759816 -0.0056260035620775486 0.00037741097977926158 0.0043885208899100752 -0.0041385475125653827 -0.0070271478777845639 0.0045695355213551487
leaf_weight=9.828311927616598 1.5878136632964013 2.5830173119902637 233.33515838906169 2.0525088161230078 3.5716564804315594 4.7832462564110783 9.6568246576935035 2.5523250568658113 6.0902426876127711 2.7414358649402848 1.6791937164962298 4.173799267038711 11.458837271668015 3.5487169548869115 5.4980836622416973 5.4786174595355979 3.834998823702338 2.9822722561657411 2.2297608777880669 2.9791028611361972 10.815921127796171 6.0552855245769024 3.1088795252144337 6.916790213435891 5.1088172420859328 66.655893500894308 14.400876447558401 7.4781313128769415 7.6473560445010653 3.6465582698583603
leaf_count=191 44 29 993 5 15 11 51 28 149 20 8 38 255 49 18 18 30 14 58 21 144 30 39 30 45 336 46 70 103 12
internal_value=0.000232005 -0.00140708 0.000443339 0.000565821 -0.00144246 0.000600451 -0.00196473 0.00133258 -0.00315711 -0.00212923 -0.00307275 0.000610285 -0.00468792 0.00300056 0.0010677 0.000751499 -0.00201243 -0.00263935 -0.00163967 0.000344322 -0.004261 -0.000683335 -0.00297545 0.000685823 6.66038e-05 0.000339051 0.00109004 -0.00203057 -0.00362372 -0.00128413
internal_weight=454.48 51.9056 402.575 383.09 32.4215 24.1743 19.4851 21.5912 27.7313 21.6411 18.8996 5.76161 13.138 13.83 9.0468 350.668 30.369 26.7974 7.76119 5.53143 14.6509 12.1464 6.09115 345.19 111.854 106.746 81.0568 25.6888 18.772 11.1247
internal_count=2900 728 2172 1930 277 214 242 185 514 365 345 82 263 78 67 1653 272 257 107 49 174 83 53 1635 642 597 382 215 185 82
is_linear=0
shrinkage=0.00570254


Tree=156
num_leaves=31
num_cat=0
split_feature=1 4 4 0 0 1 0 4 1 2 1 3 1 3 4 4 0 0 0 2 2 0 4 2 4 2 2 2 4 3
split_gain=8.5519 7.97777 5.5827 6.21518 7.77309 7.51801 5.42561 5.67495 9.80737 11.4947 4.97504 5.76814 4.82467 4.24094 4.01581 5.58857 7.9781 4.2942 10.3565 8.73842 11.8766 3.98896 3.82778 7.21972 6.95778 4.47224 10.1169 3.76535 3.49799 3.4539
threshold=83.715897724050009 44.710446918150005 49.110028829250005 85.716110573100011 90.837623311600012 62.00390986255001 90.337570099350003 38.592454371550012 63.910026677050006 -0.14228499999999997 67.649671936450019 0.084795000000000023 54.884872733100003 0.10332500000000001 41.941595803500007 43.162556114600001 86.20003303655001 85.807518149550006 86.001087134900004 -0.068524999999999989 -0.12350999999999999 122.45926784190002 38.703421923500009 -0.033594999999999993 34.823977857500005 -0.59511499999999995 -0.50001499999999999 0.053395000000000012 38.238138001450004 -0.22253999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 29 3 5 6 12 7 -5 14 -10 11 -6 -1 -7 17 16 -16 -9 -19 20 -20 -3 23 24 -12 -24 -27 -25 -26 -2
right_child=1 21 -4 4 10 13 -8 8 9 -11 22 -13 -14 -15 15 -17 -18 18 19 -21 -22 -23 25 27 28 26 -28 -29 -30 -31
leaf_value=-0.0042397170602201878 -0.00017093634188220601 0.0009133530619786607 -0.0023378578776393237 0.0028537535372643937 0.00044359684161014669 -0.0037626189012119537 0.0034875616151485113 0.0040539591425041146 0.00051997249294919237 -0.0075467026119641623 0.0011577020776697149 -0.0046500415178640439 0.00034592713827427267 0.00092853311572244556 -0.0044394847808197661 0.0020371408143339776 0.00032865281985050468 -0.0027797292074486484 0.002815764302684454 0.0032726662079430096 -0.0035431836950708911 -0.0043271325130716399 0.002815808539178487 0.0030939020390459851 -0.0045093816946541812 -0.0045383123303706389 0.00063942867337390638 -0.0002682087451695731 -0.00054570340830867304 -0.0040705150359112924
leaf_weight=3.7161697745323172 4.401655467227104 17.179061479866508 11.533651148900388 22.2552275583148 6.6186007484793645 14.229857541620733 15.328903662040828 9.8298089578747732 6.5737441405653954 4.5550596341490728 6.9464076757431057 6.9340427964925766 58.65358779579401 3.6981418766081324 7.1786810867488411 15.379041217267511 20.925716020166874 8.248946473002432 9.4807797968387622 29.316055998206146 8.4710318297147662 2.539457330480217 12.750858046114443 7.9035580120980766 12.825179420411589 6.0394351184368125 119.10758017003536 14.170874759554861 4.6104689687490454 16.164107555523515
leaf_count=91 56 108 128 63 33 131 46 22 34 46 43 50 319 20 54 48 79 40 26 83 42 61 38 25 142 43 566 79 24 360
internal_value=0.000187056 -0.00153526 0.000342176 0.000413113 0.00063465 -0.000567554 0.00128151 0.00104373 0.000707927 -0.00278175 0.000119716 -0.0021625 7.27013e-05 -0.00279494 0.00106478 0.000145732 -0.000889268 0.00167633 0.00125535 0.00195953 -0.000184872 0.000238455 0.000287491 -0.000681404 -0.00214534 0.000613903 0.000389558 0.000935566 -0.00346128 -0.00323589
internal_weight=487.566 40.2843 447.281 435.748 355.45 80.2978 157.543 142.214 119.959 11.1288 197.907 13.5526 62.3698 17.928 108.83 43.4834 28.1044 65.3466 55.5168 47.2679 17.9518 19.7185 184.354 46.4565 24.3821 137.898 125.147 22.0744 17.4356 20.5658
internal_count=2900 585 2315 2187 1626 561 583 537 474 80 1043 83 410 151 394 181 133 213 191 151 68 169 960 313 209 647 609 104 166 416
is_linear=0
shrinkage=0.00390278


Tree=157
num_leaves=31
num_cat=0
split_feature=0 4 0 1 1 1 1 0 0 4 3 3 3 3 4 4 0 1 3 1 4 4 2 2 1 1 1 4 0 1
split_gain=10.5785 7.13826 6.59282 9.10733 7.66191 7.61052 6.59539 5.79712 8.40121 6.70466 8.22973 5.4456 5.35721 5.30138 5.16424 4.80984 4.67297 4.54099 5.73111 4.4633 4.60071 5.57351 8.49026 4.45684 4.35977 4.2539 6.99985 4.76392 4.01509 5.44852
threshold=102.84427732220001 39.995120105550008 85.678472159250006 66.697957758300021 66.318885161900013 62.00390986255001 65.630639880500027 92.031298721500022 90.603727454250006 45.90502654165001 0.088005000000000014 1.0000000180025095e-35 -0.11050499999999999 -0.17732499999999998 41.840895355800008 43.124157941850008 70.623106628750023 62.036171360100006 0.10236000000000002 69.873026810350026 38.238138001450004 34.997818021800008 -0.033594999999999993 -0.24103499999999997 68.579878449600017 71.787208999250012 71.090898343450007 41.395309858300003 98.201310130900012 76.919475570250015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 5 4 6 11 14 8 24 19 -11 12 16 -7 -4 17 -1 18 -16 -9 21 -21 -23 -3 -5 26 27 -22 -27 -30
right_child=1 23 3 7 -6 13 -8 9 -10 10 -12 -13 -14 -15 15 -17 -18 -19 -20 20 25 22 -24 -25 -26 28 -28 -29 29 -31
leaf_value=-0.0039612582786735344 -0.0035706947824378586 -0.004334333741258219 0.001732448310840055 0.0025043112159025636 0.0038380950622865346 0.00092599535977921953 -0.0022825289637079475 0.001999587118690535 -0.0050587446201040059 -0.0040046056003404775 0.0022674336780308859 0.00084075585067667092 -0.0040630650591355266 -0.0041520135812837585 -0.00525907475773229 0.0015840957968251944 0.00060784111842854315 0.00025006765700031844 0.00059306485176942433 0.0013906598599237349 0.0016652568969446138 -0.0041778633393520417 0.00072353269893059161 -0.0002242121841846698 -0.0030597798606746126 0.0017849594682821817 -0.0033439887854435661 -0.0023878766214748917 -0.0022179826873212805 0.00085699452216032662
leaf_weight=3.7120080795139101 13.43589893914759 3.8109480794519177 87.112886816263199 5.0052802935242635 13.695501558482645 3.6100503988564023 7.7381761595606795 21.507265083491802 6.9086306188255548 9.7006908077746612 3.8889062777161589 39.085769765079021 6.9055669978261021 11.16655699536204 5.1712810173630697 24.26336682587862 14.863126218318937 25.877291612327099 3.8916797041893005 8.272596303373577 13.995770387351518 11.504008349031212 7.9169688224792472 43.023005317896605 2.9819293692708015 40.18224136158824 8.9673665612936002 5.307192798703908 9.6903932541608793 36.248140674084425
leaf_count=87 281 68 278 15 34 21 43 66 58 127 15 170 77 114 35 82 84 106 18 43 51 114 33 379 40 146 69 41 59 146
internal_value=0.00020095 -0.00123013 0.000397345 0.000606927 0.00122706 -0.000553127 0.000994935 6.53384e-05 -0.00211725 0.000248831 -0.00220975 -1.34123e-05 -0.00132365 -0.00291141 0.00116827 0.000338129 -0.000305236 -0.000527102 -0.00274614 0.000453066 0.00021897 -0.00111324 -0.00217981 -0.000558659 0.000427024 0.000541492 -0.000684574 0.000550881 0.000943965 0.000208351
internal_weight=499.44 60.2699 439.171 359.828 167.75 79.3431 154.055 192.077 14.8958 177.182 13.5896 64.5665 25.4807 14.7766 146.317 59.2036 18.5751 34.9403 9.06296 163.592 142.085 27.6936 19.421 46.834 7.98721 114.391 28.2703 19.303 86.1208 45.9385
internal_count=2900 728 2172 1619 596 553 562 1023 113 910 142 418 248 135 519 241 171 159 53 768 702 190 147 447 55 512 161 92 351 205
is_linear=0
shrinkage=0.00364274


Tree=158
num_leaves=31
num_cat=0
split_feature=1 3 3 0 1 0 4 2 1 3 3 3 3 4 0 4 0 0 1 3 1 0 3 0 4 0 3 3 2 3
split_gain=8.69213 5.37516 4.7103 4.71913 4.46065 7.58521 6.34541 5.99182 4.95867 7.2242 5.2977 5.22883 5.20272 4.91906 4.89286 5.00886 5.35907 16.4073 4.81602 5.06151 4.59329 4.5005 4.6319 4.22546 3.79485 5.64489 3.62059 4.42864 6.1853 3.56945
threshold=87.33187390945001 -0.27223499999999995 0.07870000000000002 110.50907145210002 69.873026810350026 85.716110573100011 38.238138001450004 -0.033594999999999993 61.993156030000002 -0.17732499999999998 0.091705000000000023 -0.04931 -0.11050499999999999 40.621691032550004 91.625341543800019 43.162556114600001 85.807518149550006 86.001087134900004 71.429644067900014 0.10236000000000002 68.214248143850014 93.776108048200015 -0.16319499999999998 113.28087178455002 34.542090938800008 97.671683879200017 0.080515000000000017 0.093295000000000031 -0.097799999999999984 0.083905000000000021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 -2 5 8 7 24 11 -10 -11 12 -3 -7 15 16 -15 -18 -9 -20 -16 22 -8 -5 25 -6 -19 28 -28 -13
right_child=2 4 -4 23 6 13 21 18 9 10 -12 29 -14 14 20 -17 17 26 19 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0017470682106643315 -0.0041083508914266289 0.0001207195671619279 -0.0038197423607694665 0.0029309812895458227 0.0030827229228986785 0.0016600127378397754 0.0019699349590256822 0.0032436177840605503 0.0025781283342877419 -0.0046342502084057938 -0.00055357692535043502 0.0025878304693902586 -0.0038210146461187047 0.0027068488769562914 -0.0038270266743637917 0.002100117809289829 -0.0058111501763260598 0.0022803717714599604 -0.003444954550281043 0.0019454024085477333 0.00039592792937221869 0.00032972725089167076 -0.0043176917429851277 -0.0011710700041690698 -0.0038263179559664641 -0.0040501314643038066 0.0018228454015763488 0.0010075844537146745 -0.0022240246317233618 0.00026611675538190779
leaf_weight=15.160637930035589 3.7626147251576247 10.007659738883378 8.8218702618032676 4.5195119213312855 2.7134184017777505 75.608156681060791 1.9248572513461111 4.2857454791665068 3.5469299778342274 8.5854248106479627 6.6295087188482276 10.431686092168091 6.4912303686141959 9.747581481933592 5.5423967912793142 25.246642760932446 5.2851538695394984 10.883815683424471 4.9602789878845197 3.4890949353575706 6.6773542985320091 145.70278761163354 4.8458616640418759 8.5172601453959924 12.501211592927573 2.5126980133354664 6.2269958332181004 27.556163929402828 15.482642084360121 30.70463203638792
leaf_count=151 56 82 245 25 8 249 8 11 15 90 43 32 74 27 49 79 41 34 61 15 31 761 63 124 143 41 20 101 78 143
internal_value=0.000153354 0.000260998 -0.00179082 -0.000725374 0.000329014 0.00061362 -8.27256e-05 -0.00151152 -0.000297669 -0.00182884 -0.0028562 0.000200771 -0.00143009 0.000983433 0.000529323 0.000778607 0.000334836 -1.85137e-05 0.000282768 -0.00121905 -0.00151944 0.000202731 -0.00253017 0.000251005 -0.00280052 -0.000346728 0.000490467 9.50403e-05 -0.00106326 0.000854876
internal_weight=488.372 462.751 25.6213 16.7994 447.59 264.654 182.936 30.4624 76.3971 18.7619 15.2149 57.6352 16.4989 188.257 112.649 100.429 75.1824 65.4348 12.7351 8.44937 12.2198 152.474 6.77072 13.0368 17.7273 5.22612 60.1496 49.2658 21.7096 41.1363
internal_count=2900 2450 450 205 2299 1188 1111 279 479 148 133 331 156 709 460 380 301 274 87 76 80 832 71 149 192 49 233 199 98 175
is_linear=0
shrinkage=0.00342906


Tree=159
num_leaves=31
num_cat=0
split_feature=1 3 0 0 3 0 1 1 0 4 1 4 4 1 1 1 0 0 0 1 0 1 4 2 2 2 0 0 4 1
split_gain=2.9505 4.10297 4.18286 3.06428 2.35701 2.38406 2.19129 2.96116 2.87245 2.02585 2.02724 1.99158 1.98813 3.51593 3.05654 6.2146 2.68319 4.79783 3.62268 4.47094 3.13229 4.62095 3.4905 7.74066 4.02172 5.64794 3.21735 2.89507 4.002 5.29888
threshold=87.33187390945001 0.07870000000000002 110.50907145210002 122.45926784190002 -0.27223499999999995 93.063666643600016 68.214248143850014 61.944763783650011 76.591483678350016 32.785955158400007 69.276189105400007 49.110028829250005 35.131296350900008 61.86411003975001 61.614083433650009 57.960468834350003 83.011521693850014 85.253695774650012 85.613949164150014 61.917879202350001 91.410264893400026 67.980352286500008 38.703421923500009 -0.033594999999999993 0.053395000000000012 0.28022500000000006 94.776214472700005 90.337570099350003 38.771633980050005 63.910026677050006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 -2 -4 5 6 7 8 11 10 -6 -1 13 -11 15 -14 -16 -18 19 -19 27 -22 23 26 -25 -26 -23 28 -20 -30
right_child=1 -3 3 -5 9 -7 -8 -9 -10 12 -12 -13 14 -15 16 -17 17 18 20 -21 21 22 -24 24 25 -27 -28 -29 29 -31
leaf_value=-0.023769554222727744 -0.022354663808096073 -0.021197496371296549 0.0087328048347765416 -0.021008519669524606 -0.0023257391386002574 -0.025955062423936349 0.015439484199687381 -0.028378813345599229 0.011550511267916147 0.023961470193726544 -0.025833592979344833 0.0094151527003088868 0.0011117071985171255 0.0029966427602153862 -0.013955444232065874 -0.018817088609213193 0.015428157009071993 0.0064676805072591062 0.012008785889572608 -0.020773292652756046 -0.01318072386367572 -0.030259151396312727 0.0019209976250670101 0.01638333999648197 -0.021457222114834081 0.012778923788767615 -0.0097969064630907682 0.011617879500823061 0.0028175804522684346 -0.012129262880947901
leaf_weight=2.359309749677776 2.7946391850709942 5.4677706258371463 9.0252576032653433 1.5340864332392801 4.4454313330352297 2.1698406971991053 1.8860604017972935 2.0112567469477654 3.2653131559491158 3.9235577806830433 2.0191662413999438 0.96429491043090809 18.517323821783069 13.261552540585397 4.1980976946651927 8.7077528052031976 9.3645040672272426 3.6785083189606649 15.768015228211878 6.0001136250793934 9.6418377459049207 4.0048589650541571 140.54262593016028 6.2971038147807104 3.7564563974738121 3.5449948906898499 10.623196146450935 15.787677180021999 107.51988461241126 9.7952328315004689
leaf_count=72 56 245 92 57 39 32 11 20 13 9 52 3 153 82 61 66 32 13 50 58 74 40 807 21 31 16 122 62 437 74
internal_value=0.000531536 -0.00700197 -0.00118963 0.00441191 0.000873988 -0.00739252 -0.00355151 -0.00771633 -0.00140914 0.00113463 -0.00966823 -0.0141415 0.00131146 0.00778315 0.00101704 -0.00526238 0.00150476 0.00169217 0.00131043 -0.0104199 0.00165733 -8.12548e-05 0.000667122 -0.00557603 0.00499065 -0.00483492 -0.015399 0.0037409 0.00280645 0.00156959
internal_weight=432.876 18.8218 13.354 10.5593 414.054 12.6561 10.4862 8.60017 6.58892 401.398 6.4646 3.3236 394.933 17.1851 377.748 27.2251 350.523 346.325 336.961 9.67862 327.282 178.411 168.769 28.2266 13.5986 7.30145 14.6281 148.871 133.083 117.315
internal_count=2900 450 205 149 2450 151 119 108 88 2299 91 75 2208 91 2117 219 1898 1837 1805 71 1734 1111 1037 230 68 47 162 623 561 511
is_linear=0
shrinkage=0.019455


Tree=160
num_leaves=31
num_cat=0
split_feature=0 4 4 1 0 2 2 1 1 1 3 1 2 4 2 2 3 1 2 3 2 3 3 3 3 3 0 3 1 3
split_gain=6.97266 6.30238 6.03436 5.91112 5.8487 5.46937 5.45509 4.82814 4.73257 4.68893 5.78826 4.77439 4.67961 3.61784 3.53279 6.09784 5.32182 5.04868 3.82154 3.76882 3.354 3.42786 7.85287 6.85659 6.6001 5.70942 4.35536 3.17813 3.73462 2.91349
threshold=98.201310130900012 36.735256530150004 42.178283198950005 76.42211081615001 75.994645973400011 -0.067574999999999996 -0.053019999999999991 58.549241164900003 74.784839814650013 78.285212300550015 0.085495000000000029 90.988176966900014 -0.042409999999999996 42.34047585750001 -0.23771499999999998 -0.11600999999999999 0.091705000000000023 62.197478847950002 -0.088099999999999998 0.085880000000000026 -0.08459499999999999 0.083415000000000031 0.08708500000000001 0.088105000000000017 0.070195000000000021 0.12424000000000003 86.780739992750014 0.091705000000000023 75.922057603850007 0.11467000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 29 4 8 -1 7 -7 -6 13 10 -3 -11 -8 -4 16 17 -15 -16 19 -17 -20 24 -23 -24 26 -25 -22 -12 -29 -2
right_child=1 9 3 -5 5 6 12 -9 -10 11 27 -13 -14 14 15 18 -18 -19 20 -21 21 22 23 25 -26 -27 -28 28 -30 -31
leaf_value=-0.0029828266951798478 -0.0052589188357228499 -0.0059101603635410369 -0.0040937010488052636 -0.0056725486467157707 0.00468311251712947 0.0039104879970568935 -0.0027255362887775069 0.00023062764262732466 0.0033725526023195358 0.0004478591503393569 0.0020388301702206108 -0.0029364346166884567 0.0016182388873249979 -0.0043036822179442378 -0.00014835545331851648 -0.00044079708541088723 0.0017782710784289798 0.0034460720016050795 0.0026451685833018134 -0.0045779951570401574 -0.0056579446240167218 -0.0064456568178873951 0.0045547700627810101 -0.0028838483303058556 0.0037683537704429103 0.0039324427483026321 0.002177506415612057 -0.000196854363208031 -0.0058858786543762613 0.0018016287095634961
leaf_weight=7.4649248942732802 8.3687270749360305 6.4544038549065617 4.9730137698352328 4.0175202172249547 5.2435568720102301 21.19053990393877 5.4629360884428015 112.36530689150095 7.6531864255666724 73.696877140551805 5.328789494931697 9.7038867156952602 77.159162469208241 9.0841415878385288 15.033048801124094 9.5637034401297587 4.3895435221493235 17.27558559179306 8.3879294618964177 8.6043467782437784 3.5146540552377692 5.2416160069406059 4.7506582960486439 13.626071758568289 8.7500710859894735 3.1035107970237723 2.4953507147729397 6.4787981361150724 3.7460796348750591 1.4038807321339835
leaf_count=109 189 75 39 73 13 60 28 515 24 439 20 256 304 127 68 50 17 60 30 62 59 39 14 95 30 11 10 34 32 18
internal_value=0.000210746 -0.000760336 0.000522004 -0.000256468 0.000965728 0.00109885 0.00185756 0.00042914 -8.43853e-05 -0.000437301 -0.00229945 5.40881e-05 0.00133103 -0.000307097 -0.000141653 0.000151141 -0.00232226 0.0017736 -0.000619304 -0.00240016 2.94793e-05 -0.000499431 -0.00146841 -0.000253861 0.00125482 -0.00161936 -0.00240467 -0.000801088 -0.00228114 -0.00424464
internal_weight=474.532 115.181 359.35 130.464 228.886 221.422 103.813 117.609 126.446 105.409 22.0081 83.4008 82.6221 118.793 113.82 100.347 13.4737 32.3086 68.0379 18.1681 49.8699 41.4819 26.7219 21.4802 14.7601 16.7296 6.01 15.5537 10.2249 9.77261
internal_count=2900 1063 1837 808 1029 920 392 528 735 856 161 695 332 711 672 528 144 128 400 112 288 258 159 120 99 106 69 86 66 207
is_linear=0
shrinkage=0.00453546


Tree=161
num_leaves=31
num_cat=0
split_feature=1 0 4 2 1 3 2 2 3 0 1 1 1 2 0 2 3 0 2 3 3 3 3 1 3 3 3 1 1 4
split_gain=2.84427 2.98917 3.83166 3.44027 3.50271 4.56954 4.38514 3.65749 2.72347 2.46404 8.43853 3.04164 2.62631 2.55759 7.04824 6.7829 5.47362 4.55067 4.8913 4.38554 10.7003 3.69256 5.71696 3.83297 3.01663 5.36793 3.7539 2.52643 7.37368 4.78163
threshold=54.884872733100003 98.201310130900012 36.735256530150004 -0.61225999999999992 78.285212300550015 0.085495000000000029 -0.59681499999999998 -0.50001499999999999 0.11467000000000002 97.013011637200023 75.645146416450004 75.28220456885002 72.187789260650007 -0.071129999999999985 86.280686780500005 0.090855000000000033 0.10500500000000003 94.30842275800002 -0.096499999999999989 0.081550000000000025 0.09660500000000001 0.093295000000000031 0.087405000000000024 62.020040611300011 0.11906000000000001 0.25847000000000003 0.11207500000000002 62.197478847950002 62.116825104000007 39.468990633150007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 9 8 -4 5 -5 -6 -8 -3 10 13 12 -11 17 16 -16 21 24 -19 -17 -21 22 23 -15 26 -26 27 28 -2 -29
right_child=1 2 3 4 6 -7 7 -9 -10 11 -12 -13 -14 14 15 19 -18 18 -20 20 -22 -23 -24 -25 25 -27 -28 29 -30 -31
leaf_value=-0.020960457960416394 0.00060137252741498427 -0.022442799267334515 -0.028638759531798397 -0.024376595020180674 0.020520105126946818 -0.0025207375031555622 -0.024155188541066505 0.00088218324138837319 0.0094044018747570131 0.0097216287735319776 -0.02688149132847836 0.01164603259348773 -0.012806868007587104 0.0050828677760504518 0.010687339004415054 0.0081332854639273328 -0.020551177445975927 -0.0014181255897208298 -0.020517919929517202 -0.036035771729636949 0.0034349334425143475 0.0076767978545438627 -0.030336909538400056 -0.019150471247661387 -0.026432895777933948 0.0033314789063719936 0.020714362613086127 -0.0035576760765973878 -0.023650064995551074 0.0081809664080886631
leaf_weight=2.401769656687974 78.773071431554854 5.6633728649467221 1.7683410327881564 5.0702983904629972 4.3412308571860185 14.333907358348368 2.3675643075257531 65.031422394327819 1.2910101525485513 3.6485297270119208 4.1814170703291884 18.84182246029377 4.5559946149587631 10.68139129504562 56.580685617402196 8.5799064449965972 6.0576283372938624 14.56690312176943 8.2075463104993087 4.1504355445504171 7.6377585344016552 13.710432507097719 3.1173155773431054 3.3591584637761107 4.185574706643818 5.4762535095214844 4.0171078890562049 20.145557535812259 5.2350231669843188 41.72934128344059
leaf_count=91 417 189 23 75 18 83 54 603 18 16 84 68 29 53 219 37 47 101 82 39 32 55 36 31 30 23 11 109 33 194
internal_value=0.000512167 0.000632859 -0.00236383 -0.00130347 -0.000773119 -0.00823165 0.00124426 2.68059e-06 -0.0165307 0.00154683 0.00103178 0.00726731 -0.00278851 0.00142582 0.00375241 0.00716257 -0.00335391 -2.72145e-05 -0.00830139 -0.00262892 -0.0104621 2.08994e-05 -0.00609674 -0.000714884 0.00115377 -0.00956267 0.0018445 0.00132489 -0.000909873 0.00435904
internal_weight=429.708 427.306 99.8671 92.9128 91.1444 19.4042 71.7402 67.399 6.95438 327.439 300.393 27.0463 8.20452 296.211 113.875 76.9488 36.9259 182.336 22.7744 20.3681 11.7882 30.8683 17.1579 14.0405 159.562 9.66183 149.9 145.883 84.0081 61.8749
internal_count=2900 2809 1063 856 833 158 675 657 207 1746 1633 113 45 1549 549 327 222 1000 183 108 71 175 120 84 817 53 764 753 450 303
is_linear=0
shrinkage=0.0197871


Tree=162
num_leaves=31
num_cat=0
split_feature=1 0 0 1 4 2 2 2 2 3 3 1 1 0 1 0 3 2 2 1 1 4 0 0 0 0 1 3 4 2
split_gain=10.6662 9.03664 6.50574 6.82379 4.85483 4.82524 11.3439 6.86907 6.81304 5.06817 4.45039 4.51001 5.21504 4.49611 5.29669 5.00765 4.35297 5.4554 4.72629 6.13581 5.16246 4.04312 4.41021 10.818 3.82679 4.99408 4.33002 3.79592 3.60584 3.59572
threshold=70.343506983200015 85.716110573100011 94.550383989750017 89.912793714750009 37.186372654950006 0.06041500000000001 -0.0039949999999999994 0.072320000000000023 0.13860000000000003 0.087605000000000016 0.099780000000000021 62.00390986255001 64.071334164850015 84.95796538030001 58.549241164900003 76.591483678350016 -0.22125500000000001 -0.15895000000000001 -0.053019999999999991 75.403185184700007 75.645146416450004 40.621691032550004 85.807518149550006 86.001087134900004 91.144107538500023 90.337570099350003 69.563854125350005 0.075065000000000021 42.718072821900002 -0.0039949999999999994
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 10 -2 4 -4 6 16 -7 -9 27 11 13 -13 14 15 -1 17 -6 19 -18 -21 -3 -23 28 25 29 -26 -10 -24 -25
right_child=2 21 3 -5 5 7 -8 8 9 -11 -12 12 -14 -15 -16 -17 18 -19 -20 20 -22 22 23 24 26 -27 -28 -29 -30 -31
leaf_value=-0.001181458802185076 -0.0030108487010148933 0.0015816850173961177 -0.0017844771948638872 -0.0024477134457477536 0.0035862842466685726 0.004173190530951781 -0.0050703902184460496 -0.003968394366778984 0.0010468116386513247 0.0029269406241496506 0.0012237069882497049 -0.0048099393480086818 -0.00037465545959028531 0.0011496896984342074 -0.0035593788446696669 0.0024212234734817535 -0.0020347045590197142 -0.00093567773608650489 0.0017466937384687986 0.0027712567446484906 -0.00030114505733413511 0.0026097679431751133 -0.0059485277907309958 0.00089563788114519741 -0.0018692652974071607 0.00323392657117563 0.002008774825186516 -0.0036272627839647269 -0.00073875736716484501 -0.0020049934735810633
leaf_weight=19.348812730982903 11.55823823623359 94.589527070522308 18.257111327722669 16.474308652803302 9.0469500161707384 8.2740231901407224 5.6943816095590583 3.7796430476009872 6.0568559654057044 10.604111835360525 17.846558373421431 6.7878554873168451 6.6288279704749584 17.697522930800915 8.1585607565939409 6.5273579135537139 23.811481464654207 5.3834058307111254 13.764770667999981 7.9121079519391051 55.090784035623074 12.273058794438837 4.2753259763121596 62.482564870268099 13.257151786237957 10.929127909243105 5.022068314254283 3.4500701799988747 2.7692714482545853 5.9185334965586724
leaf_count=203 140 318 200 360 27 19 51 32 29 37 73 70 56 67 83 23 176 31 50 23 326 35 34 227 89 31 18 26 14 32
internal_value=0.000214762 0.000644683 -0.000420999 -0.000261436 -5.09626e-05 0.000156071 -0.000170129 0.0013802 0.000412904 0.00123632 -0.000349924 -0.000780996 -0.00261858 -0.000304421 -0.00106054 -0.000272669 7.24938e-05 0.00189932 -0.000189605 -0.000496613 8.46971e-05 0.00103495 0.000592663 0.000356111 0.000663319 0.00100137 -0.000803805 -0.000649413 -0.00390054 0.000644655
internal_weight=493.67 294.512 199.158 187.6 171.126 152.869 120.704 32.1647 23.8907 20.111 82.9955 65.1489 13.4167 51.7323 34.0347 25.8762 115.009 14.4304 100.579 86.8144 63.0029 211.517 116.927 104.654 97.6094 79.3302 18.2792 9.50693 7.0446 68.4011
internal_count=2900 1373 1527 1387 1027 827 684 143 124 92 575 502 126 376 309 226 633 58 575 525 349 798 480 445 397 290 107 55 48 259
is_linear=0
shrinkage=0.00355676


Tree=163
num_leaves=31
num_cat=0
split_feature=1 2 3 2 1 4 2 2 2 4 4 0 1 1 1 2 1 0 4 4 1 2 3 3 0 3 1 0 0 0
split_gain=2.7464 2.05471 9.73942 3.37248 4.01048 2.76834 3.70964 5.6606 2.88599 2.17921 3.46944 2.09707 3.87348 3.58079 3.42495 2.38706 5.16319 6.75651 6.03113 4.34326 5.4271 5.34398 4.26017 5.63483 7.4814 4.09662 3.36859 2.96667 3.3881 4.08953
threshold=90.988176966900014 -0.24103499999999997 0.091705000000000023 -0.26138499999999998 64.071334164850015 43.509905336500005 -0.50001499999999999 -0.59511499999999995 -0.61225999999999992 41.061442884200012 38.828362408050005 76.591483678350016 56.229101798300007 57.960468834350003 60.474177186300004 -0.15895000000000001 81.524804347700012 104.86330937810001 42.406961525800007 41.621607100200002 80.677940036650014 -0.062629999999999991 0.076825000000000018 0.088165000000000021 91.144107538500023 0.090390000000000012 64.84561010645001 86.692020874450009 85.807518149550006 85.678472159250006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 6 7 8 -4 10 -6 12 -3 -13 -15 26 19 -18 -19 21 22 -17 -21 -24 25 -25 -16 28 29 -27
right_child=-2 11 5 -5 9 -7 -8 -9 -10 -11 -12 13 -14 14 15 16 17 18 -20 20 -22 -23 23 24 -26 27 -28 -29 -30 -31
leaf_value=0.0096801099682898017 -0.012582116511991316 -0.0011562682055832887 -0.005629168376946 -0.025703766439864412 -0.031169013676999584 0.020860475772731375 0.01629259557089114 -0.02073499749960676 0.015693204504555393 -0.030667588928146059 0.0032150344461987189 0.019225920208564198 -0.028402160373405073 -0.016854209152221796 -0.0089048128870596564 -0.00011742542561624039 -0.025127745976766598 -0.024778782547057537 0.006799166528181971 -0.014217296021187618 0.022586680930434234 0.0078824784579364406 0.0041002710991454678 -0.020257146654069989 -0.023524869687611784 -0.0088108545044453743 0.010540145004004412 0.010743374249853636 -0.013144568636942314 0.019393252252030403
leaf_weight=4.4064067099243429 7.6488047866150728 13.688954847864808 5.9698711112141671 8.1725508850067836 2.1687836935743672 4.5580495260655871 6.6403225995600215 5.9684446230530765 6.496682744473218 3.2224641218781471 4.2697469089180231 5.6554255299270144 3.1448254920542231 4.9295618254691353 5.1963085886090985 74.303873565047979 8.113809937611224 3.8551616482436684 12.827180374413727 12.875879809260367 4.4899360239505759 91.098526451736689 54.60219169780612 5.0121730361133805 9.8540616445243341 5.0639434792101436 27.338136355392635 10.676344411447642 9.6210589744150621 5.014768660068512
leaf_count=23 319 133 32 131 44 17 24 51 24 42 27 19 63 39 37 371 103 97 77 112 12 385 295 38 98 41 131 38 62 15
internal_value=0.000564122 0.000803971 -0.00332047 -0.0143934 -0.00782249 0.00498977 0.00210489 -0.00300555 0.00548254 -0.0158055 -0.00836704 0.00138636 -0.00624625 0.00175291 0.00146638 0.00173205 0.00112854 -0.00855753 -0.000498256 0.00197838 -0.00128181 0.00428867 -0.00223255 -0.000687006 -0.00646468 -0.00171418 0.00743445 0.00134547 -0.00374774 0.00522239
internal_weight=426.884 419.235 51.8733 22.24 14.0674 29.6334 25.0753 18.435 12.4666 9.66099 6.43853 367.362 16.8338 350.528 344.873 339.943 307.409 24.7962 16.6823 282.613 117.21 165.402 112.72 99.8445 45.2424 35.3883 32.5344 30.3761 19.6998 10.0787
internal_count=2900 2581 415 267 136 148 131 107 56 113 71 2166 196 1970 1951 1912 1744 277 174 1467 711 756 699 587 292 194 168 156 118 56
is_linear=0
shrinkage=0.0221382


Tree=164
num_leaves=31
num_cat=0
split_feature=1 0 0 1 1 0 4 0 0 0 0 1 3 4 2 2 4 2 2 4 3 1 3 2 2 3 2 1 2 2
split_gain=7.27884 8.51538 7.64706 4.98854 4.87686 4.54231 4.42326 4.02221 11.3866 4.3113 5.24413 3.99677 3.95089 3.59387 3.5083 3.7621 3.58678 3.51611 7.16394 3.33316 3.29689 5.04214 2.99031 2.9139 7.19553 3.90411 3.80105 10.1114 3.92991 4.23347
threshold=70.182199495350019 85.716110573100011 94.550383989750017 90.988176966900014 62.00390986255001 93.972365491700018 40.621691032550004 85.807518149550006 86.001087134900004 91.144107538500023 90.337570099350003 54.884872733100003 -0.16319499999999998 32.785955158400007 -0.0039949999999999994 -0.031989999999999998 43.162556114600001 -0.12350999999999999 -0.086894999999999986 42.674081447500008 0.10332500000000001 64.071334164850015 0.086105000000000029 0.06041500000000001 0.072320000000000023 0.087605000000000016 -0.0039949999999999994 71.429644067900014 -0.053019999999999991 -0.069554999999999992
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 12 13 11 6 -3 -8 19 10 14 -1 -2 -4 15 16 17 -10 -19 -9 21 -6 -11 26 -25 -26 28 -28 29 -15
right_child=2 5 3 -5 20 -7 7 8 9 22 -12 -13 -14 23 -16 -17 -18 18 -20 -21 -22 -23 -24 24 25 -27 27 -29 -30 -31
leaf_value=-0.0050390413254810208 0.00071323716914090856 0.0021879429881314244 -0.0052916502666615108 -0.0033250988366878365 -0.0064849272877242018 -0.0018701918254836582 0.0032992325954093191 -0.0080708282190128742 0.0022366594628806975 -0.00018880259448249935 0.0042611026921988149 0.00029987378629729256 -0.005312190745174224 -0.00014379267645657636 -0.0027264668593978999 0.0036402343155978096 0.0026550396258285505 -0.0057226086296610296 0.00018330234013311529 -0.0014205270827969657 0.0012833026898261641 -0.00086330500756931299 -0.0055405121112688006 0.0052605149875477901 -0.0018464445014373507 0.0018461802540298002 0.004752993353171189 -0.0064236292822058725 0.0022106399321136444 -0.0046179279366823671
leaf_weight=3.2342045530676833 3.1113686747848996 84.032992035150528 2.7851454429328433 10.651521176099775 7.2502673082053679 9.8760533779859525 12.054402589797972 4.0809807442128649 9.7283741980790932 6.9167981110513193 10.951490268111227 60.777171632274985 10.183677993714806 100.81322900950907 5.7525879852473798 10.534076139330869 13.255755741149185 5.6707337275147323 21.75149861723186 2.7713888734579086 3.5334176383912554 6.7445357665419579 3.4156979843974113 7.7359538525342932 11.89800611138344 13.257273625582455 2.4803129024803621 6.2136713080108166 14.996601235121487 4.8545717261731758
leaf_count=91 20 279 67 319 72 58 35 33 31 39 31 337 136 661 32 37 42 32 84 15 18 57 27 19 87 67 8 66 59 41
internal_value=0.000230791 0.000706595 -0.000480048 -0.000221085 -0.000568772 0.00122451 0.00138459 0.000752995 0.000429325 0.000881894 0.00125981 3.01226e-05 -0.00390209 -2.07483e-05 0.000766971 0.00109674 0.000565193 -0.000180488 -0.001038 -0.00538116 -0.00275588 -0.00377569 -0.00195796 6.97309e-05 0.00131346 9.96335e-05 -0.000246506 -0.00323504 -3.11789e-05 -0.000349343
internal_weight=471.314 282.332 188.981 175.686 81.5396 200.793 190.917 106.884 94.8294 87.977 77.6445 64.0114 13.295 165.035 66.693 60.9404 50.4064 37.1506 27.4222 6.85237 17.5282 13.9948 10.3325 162.25 32.8912 25.1553 129.358 8.69398 120.664 105.668
internal_count=2900 1350 1550 1394 575 775 717 438 403 355 289 428 156 1075 258 226 189 147 116 48 147 129 66 1008 173 154 835 74 761 702
is_linear=0
shrinkage=0.00467976


Tree=165
num_leaves=31
num_cat=0
split_feature=1 0 1 1 4 4 1 3 3 0 1 1 3 1 1 3 0 1 0 3 0 4 2 3 0 0 4 2 3 3
split_gain=9.34428 8.91936 6.20142 5.7847 5.88565 5.41953 4.975 4.46504 5.04676 4.43235 4.06201 4.92606 9.58197 6.10197 5.96058 3.93637 3.7287 3.63713 3.46148 3.55788 3.3649 3.33385 3.95583 7.47631 3.37185 11.0552 3.60672 3.35281 3.24775 4.80882
threshold=70.343506983200015 85.716110573100011 70.73871032835001 87.33187390945001 38.238138001450004 51.779769178100004 62.00390986255001 -0.04931 -0.11050499999999999 70.623106628750023 74.986474174450009 72.496961945650014 -0.21013499999999999 71.787208999250012 71.090898343450007 0.07870000000000002 110.50907145210002 71.225321249950014 93.972365491700018 0.089580000000000021 113.28087178455002 40.621691032550004 -0.0039949999999999994 0.09660500000000001 85.807518149550006 86.001087134900004 42.674081447500008 -0.13324 0.10332500000000001 -0.17732499999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 -2 4 17 10 7 8 9 -1 11 13 -13 14 -6 16 -5 -4 21 -20 -18 27 24 -24 -23 26 -26 -3 29 -8
right_child=2 18 3 15 5 -7 28 -9 -10 -11 -12 12 -14 -15 -16 -17 20 -19 19 -21 -22 22 23 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0039771023631129422 -0.0046217621684024142 0.00013771789052758723 0.0016950186788432474 -0.0043581935253094971 0.0017815471909826712 -0.0043088043835596643 0.00075502701961790725 0.00080013158000609029 -0.0040110341322176918 0.00069252653026138564 0.00071628167835577079 0.0025064535205023015 -0.0054227691451792922 0.002600766736405042 -0.0028588738510203454 -0.0040801845170657883 0.0025231771560430289 -0.0021816357664846795 -0.0024196870660436929 0.0014237704797374305 -0.0014118314840712027 0.0027757585964079774 -0.0045653098446527679 0.0016469865083343625 -0.0062262151861220902 0.0010695595924847582 -0.00076182927005592684 0.0020240077295746242 0.00096402829609118414 -0.0042187877259780796
leaf_weight=3.4028054997325006 4.6613465696573249 15.599532321095465 3.8162609077990082 3.4482070654630723 5.8289339169859948 3.4823607169091693 3.5333428569138077 41.024378202855587 6.3608915396034709 14.544312326237558 101.65338868461549 2.9918135404586792 6.6927611790597421 8.7559072002768499 10.555716238915918 8.1611480396240932 4.5066083725541821 23.510054748505354 7.722378231585024 5.6640362814068794 8.5249990187585336 11.986648097634314 5.2107145562767965 5.3026555851101875 3.7882284373044959 80.640233408659697 2.8879225850105286 70.822607591748238 3.607778161764144 10.396371118724344
leaf_count=87 56 61 17 56 26 58 22 182 75 84 486 12 65 30 80 245 25 247 50 22 124 33 42 19 30 301 15 225 18 107
internal_value=0.000196946 0.00061433 -0.000424056 -0.000322106 -7.6691e-05 0.00022858 -0.000408642 5.89319e-05 -0.00119198 -0.000192843 0.000344356 -0.000741284 -0.00297323 0.000118499 -0.00120802 -0.00198823 -0.000952246 -0.00164024 0.00101874 -0.00079345 -5.10214e-05 0.00114235 0.000716469 -0.001432 0.00094393 0.00069246 -0.00386247 0.00168353 -0.0021505 -0.00295715
internal_weight=489.084 292.495 196.59 191.928 167.287 139.961 82.8699 65.3324 24.308 17.9471 136.479 34.8251 9.68457 25.1406 16.3847 24.641 16.4798 27.3263 209.625 13.3864 13.0316 196.239 109.816 10.5134 99.303 87.3164 6.67615 86.4221 17.5375 13.9297
internal_count=2900 1373 1527 1471 1021 757 575 428 246 171 699 213 77 136 106 450 205 264 798 72 149 726 440 61 379 346 45 286 147 129
is_linear=0
shrinkage=0.00368326


Tree=166
num_leaves=31
num_cat=0
split_feature=1 3 0 0 2 3 3 2 2 1 4 2 3 1 4 3 4 3 3 2 0 1 0 2 1 2 2 3 0 3
split_gain=2.71189 3.90236 3.86015 2.29299 3.07775 2.29531 2.1497 2.2719 2.38346 1.8906 4.44839 2.66429 2.15864 3.61167 5.56416 3.79256 7.64809 4.34152 3.62408 5.43505 5.16785 3.23544 5.15633 3.12187 3.87546 3.27598 3.88463 2.97256 2.52877 5.61288
threshold=87.33187390945001 0.07870000000000002 110.50907145210002 113.28087178455002 -0.088099999999999998 -0.25840499999999994 -0.27223499999999995 -0.031989999999999998 -0.23361999999999997 86.858705278550005 49.110028829250005 -0.23557500000000001 -0.21013499999999999 83.715897724050009 44.710446918150005 1.0000000180025095e-35 41.468518788800004 -0.093074999999999991 0.079785000000000009 -0.065399999999999986 91.144107538500023 62.014663695050011 97.013011637200023 -0.23871499999999998 70.284360904350009 -0.18126999999999999 -0.081844999999999987 -0.15684499999999998 78.236820054150016 0.10273500000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 2 -2 -4 5 -5 7 8 -1 10 12 -12 23 15 -15 16 17 -14 19 20 -17 -19 -23 24 -8 -25 -27 -18 29 -20
right_child=1 -3 3 4 -6 -7 9 -9 -10 -11 11 -13 13 14 -16 18 27 21 28 -21 -22 22 -24 25 -26 26 -28 -29 -30 -31
leaf_value=-0.011239752475656773 -0.017567858484700324 -0.016712925704965433 0.012602240192838683 0.0096517608636569503 0.0081590139795168284 -0.020282210216420987 -0.019288171322342167 -0.020054774111004543 0.0038956687504212431 0.011167445380975645 0.0036896096932631478 -0.014611000048087555 0.0070823341177194609 -0.018952748055213905 0.012380567993830071 0.0065942739338639136 0.0028638670887659152 0.0070524006568502273 -0.020685212442179742 0.013661645941578598 -0.014883199968357519 -0.02203323813470048 0.0033085567803562087 0.012847500193070257 0.0087826521183225256 -0.01157011758383171 0.0058972927482111711 -0.017384659810280031 0.0011207645681391167 0.01161711781611737
leaf_weight=4.3317023161798707 2.6391135007143047 5.1756716426461926 3.9024563264101726 0.80545665509998743 3.314006914384664 2.4584984462708235 2.6659823805093756 2.151599175296723 5.7157089896500102 4.1671358384191981 2.586413387209177 6.9387207347899658 13.202178781852128 4.9587931325659147 1.8404665887355802 7.9244940485805291 2.0757013913244 3.1867829784750921 3.6260624509304753 13.512476811185477 3.989036500453949 4.5115734152495861 3.2871120115742087 11.627075510099532 2.0687325298786163 3.7428462784737375 15.515408914536236 9.9396548457443696 271.85740499850363 1.9640921801328657
leaf_count=64 56 245 25 12 44 68 39 50 37 20 16 111 69 96 6 31 16 16 49 52 35 36 25 40 12 23 77 141 1381 8
internal_value=0.000399589 -0.00539678 -0.000932545 0.00325646 -0.00228805 -0.0128953 0.000659896 -0.00570297 -0.00262961 0.000856311 0.000746424 -0.00964173 0.00100579 0.000634293 -0.0104712 0.000856985 -0.00385065 0.00113478 0.0014197 0.00698062 -0.000597081 -0.0060129 -0.0113518 0.00461312 -0.00702322 0.00639697 0.0025025 -0.0138866 0.00091008 -0.00933584
internal_weight=425.682 18.2952 13.1195 10.4804 6.57796 3.26396 407.387 12.199 10.0474 395.188 391.021 9.52513 381.496 345.876 6.79926 339.077 36.203 24.1876 302.874 25.426 11.9135 10.9855 7.79869 35.62 4.73471 30.8853 19.2583 12.0154 277.448 5.59015
internal_count=2900 450 205 149 124 80 2450 151 101 2299 2279 127 2152 1961 102 1859 303 146 1556 118 66 77 61 191 51 140 100 157 1438 57
is_linear=0
shrinkage=0.0153896


Tree=167
num_leaves=31
num_cat=0
split_feature=1 1 3 3 0 0 0 4 4 1 2 2 3 2 0 1 4 3 3 2 3 1 4 1 4 0 4 1 4 1
split_gain=2.4927 4.74682 3.5187 3.50076 2.67138 3.14866 4.69219 5.96241 3.1862 3.12501 3.10301 5.95792 3.38529 2.9917 5.82079 5.5192 9.91405 5.31399 4.03871 3.23108 2.90837 4.67723 2.87146 2.80556 6.91781 4.87583 3.61925 3.27736 2.91016 2.87375
threshold=70.343506983200015 70.73871032835001 0.25847000000000003 0.21240500000000004 85.716110573100011 85.807518149550006 86.001087134900004 40.532725462000009 42.674081447500008 62.00390986255001 -0.068524999999999989 -0.054494999999999995 0.11906000000000001 -0.10098 91.821598987350015 62.55235532115001 42.654057868200006 -0.22831499999999999 0.096995000000000012 -0.082885 0.10332500000000001 64.071334164850015 38.238138001450004 63.910026677050006 38.175120519550006 86.345209775600011 39.749124837650008 61.993156030000002 41.495754733000005 67.980352286500008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 -3 9 -6 7 -7 -9 -1 12 -12 13 17 15 16 -15 -8 22 -18 21 -11 -19 25 -25 27 -26 -13 -27 -28
right_child=1 2 -4 -5 5 6 10 8 -10 20 11 23 -14 14 -16 -17 19 18 -20 -21 -22 -23 -24 24 26 28 29 -29 -30 -31
leaf_value=0.00069644118012982599 -0.030189817337450402 -0.0012769960627345379 -0.031887787336974671 0.025501125014747279 0.015383087183405966 0.0047967876364606379 -0.016337906540079775 -0.042319961986821225 -0.0071163888195216038 -0.033173799460744918 0.02261504111853525 0.008780532537628026 -0.019469047584139969 -0.028549851568471642 -0.030170684048476351 0.014560332665222386 -0.006077975172508205 -0.0045170520371329561 -0.010955850401027246 0.019109866757784193 0.008809384648580278 -0.0014505264361475252 0.01510046675986032 0.012542726559965632 -0.033529204390232777 0.02409516338008796 -0.015825352662537796 -0.024204892081680991 0.0040374108122439665 0.010958239730200771
leaf_weight=57.395061170682311 3.6326580867171279 153.85587008949369 2.3153751483187071 3.1334507046267381 13.492918930947779 7.1174575090408307 5.7843818999826828 4.0148245021700859 2.7080111652612686 6.1104762535542232 14.062745153903959 3.9405079931020763 4.8198039531707755 8.2726802825927823 4.4438808299601069 11.324906282126902 6.3298646360635757 5.5042938292026511 5.4206335619091979 6.4862209856510145 3.2529333084821692 5.6051675323396921 31.854190642014146 12.087682306766512 3.9737732633948317 12.208557501435282 6.5196357481181604 3.6495118513703346 7.2533241212368003 4.1073735319077969
leaf_count=428 56 1422 34 15 41 26 47 34 15 72 41 14 27 45 31 37 27 24 25 17 18 57 114 43 24 44 51 26 30 15
internal_value=0.000586519 -0.00184162 -0.00119519 -0.000742514 0.00212153 0.00371682 0.00280102 -0.0112019 -0.0281397 -0.00196521 0.00402729 0.00808155 0.00098109 0.00213497 -0.00325269 0.000437737 -0.00714626 0.00622397 0.00927467 0.00666959 -0.012171 -0.0179963 0.0122101 0.00427843 -0.00149094 0.0099703 -0.0131091 -0.00707986 0.0166198 -0.00547341
internal_weight=420.678 162.937 159.305 156.989 257.741 185.377 171.884 13.8403 6.72284 72.3636 158.044 67.8031 90.2409 85.4211 36.8576 32.4137 21.0888 48.5635 42.7791 12.8161 14.9686 11.7156 37.3585 53.7404 26.6885 27.0519 14.6008 7.59002 19.4619 10.627
internal_count=2900 1527 1471 1437 1373 798 757 75 49 575 682 288 394 367 157 126 89 210 163 44 147 129 138 247 133 114 90 40 74 66
is_linear=0
shrinkage=0.0250803


Tree=168
num_leaves=31
num_cat=0
split_feature=1 0 3 2 3 3 0 3 3 2 4 4 1 4 1 0 4 2 4 0 2 1 4 1 4 4 4 3 3 4
split_gain=2.47735 2.42361 4.43259 3.32215 2.52195 2.83841 3.93026 3.64942 5.48093 2.69319 5.32972 1.82429 2.68808 3.12167 4.147 2.883 2.46352 2.26579 2.11408 2.07666 2.14393 3.90048 1.98162 1.6778 4.46643 1.45513 4.07449 2.44918 3.92313 2.95968
threshold=54.884872733100003 102.84427732220001 0.090720000000000023 -0.24103499999999997 0.089785000000000018 0.079785000000000009 105.98708487665002 0.078505000000000019 0.075065000000000021 -0.15626499999999999 43.45354240915001 44.527357125550004 75.18810853425002 47.833738492450003 74.292851976800009 91.625341543800019 48.988717865950008 0.68694500000000025 45.154229826150008 75.994645973400011 -0.16297999999999999 56.229101798300007 48.852845034800005 55.855406118200008 50.065525775750011 43.19689381845 42.718072821900002 0.08594000000000003 0.10017000000000002 42.988308018450006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 11 3 -3 5 7 -7 8 9 -5 -11 17 13 14 15 18 22 19 -13 20 21 -2 -15 -18 -25 26 -21 29 -29 -28
right_child=1 2 -4 4 -6 6 -8 -9 -10 10 -12 12 -14 16 -16 -17 23 -19 -20 25 -22 -23 -24 24 -26 -27 27 28 -30 -31
leaf_value=-0.01979337031440238 0.021498382956180725 -0.021024204498614706 -0.018421381612393577 0.013248954423150864 0.016649783810874921 0.0032804077281789793 -0.023785774211760421 0.015722129602302872 -0.021640138629428374 -0.022172723194153001 0.0068654451116129675 0.0046848270922324551 -0.017630975304932461 0.0023253178552853429 0.017328645875952179 -0.023551254625023395 0.0064332651121457828 0.014427002550652639 -0.015486076860497 0.0016664563105669957 -0.02284917830963467 -0.020339797841140057 0.017957023363932009 -0.027974355270317566 0.0070294245101774951 0.0050513262395446091 -0.010205321945993851 -0.022892461678846933 -0.00090364346271507468 0.0099000715165848078
leaf_weight=2.130082080140709 1.5553273148834708 2.7810169141739598 6.1540956259705117 5.7964278310537329 3.0361147699877611 3.5150896515697232 4.0941894305869937 5.2536009820178142 3.9589555133134118 3.3452817955985719 6.6729287188500166 3.9161621341481787 3.913023159839212 6.5361051745712775 1.9628232046961773 4.7193122673779726 3.216408893465994 4.6785841286182395 3.4414215590804815 263.49621348641813 2.5319321285933247 1.5871341358870266 5.0816312879323959 2.6276389062404633 2.5150769734755158 35.502963002771139 5.1532345563173312 6.1895485613495094 5.3179394453763962 5.1713871527463198
leaf_count=91 16 88 167 29 20 27 136 36 88 91 46 24 71 33 8 67 13 18 44 1312 35 48 13 27 29 180 35 56 31 21
internal_value=0.000403161 0.000507145 -0.00362666 -0.00125892 0.000281975 -0.00124069 -0.0112826 0.00181246 -0.00188317 0.00306268 -0.00283098 0.00100672 -0.00289368 -0.00119841 -0.00798308 -0.0120969 0.00356986 0.00145342 -0.00474987 0.00126752 -0.00999182 0.000367557 0.00916267 -0.00420319 -0.0108555 0.00146666 0.00102062 -0.0067741 -0.0127308 -0.000134951
internal_weight=415.852 413.722 44.6077 38.4536 35.6726 32.6365 7.60928 25.0272 19.7736 15.8146 10.0182 369.114 37.9296 34.0166 14.0397 12.0769 19.9769 331.184 7.35758 326.506 5.67439 3.14246 11.6177 8.35912 5.14272 320.831 285.328 21.8321 11.5075 10.3246
internal_count=2900 2809 728 561 473 453 163 290 254 166 137 2081 329 258 143 135 115 1752 68 1734 99 64 46 69 56 1635 1455 143 87 56
is_linear=0
shrinkage=0.0187757


Tree=169
num_leaves=31
num_cat=0
split_feature=1 0 1 0 4 3 3 4 3 2 2 2 2 3 1 1 0 2 4 2 4 4 3 4 3 2 2 2 2 1
split_gain=6.85114 4.15186 5.46208 5.47006 4.75289 4.48528 3.83764 3.60774 3.42706 4.75201 4.61392 8.26668 5.91003 4.34137 3.39267 7.94636 3.2656 7.12728 4.95811 4.13727 3.22324 7.14822 4.88345 5.39079 3.27184 5.575 3.13523 4.73348 4.54683 4.53463
threshold=89.912793714750009 75.994645973400011 70.343506983200015 95.429509798400019 41.941595803500007 -0.089509999999999992 -0.25765499999999997 44.921040431000009 -0.21013499999999999 -0.16297999999999999 0.06041500000000001 0.072320000000000023 -0.0039949999999999994 0.087605000000000016 71.090898343450007 70.865067860500019 86.20003303655001 -0.12350999999999999 43.812290675100009 -0.22386500000000001 39.945535567850008 39.344049039350004 0.099010000000000029 38.828362408050005 0.092425000000000021 -0.053019999999999991 -0.094344999999999998 -0.59511499999999995 -0.21094499999999999 75.465019721650009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 4 5 -3 -4 -5 -1 9 -8 12 -12 20 -13 15 -7 17 -6 -19 -18 21 22 23 24 25 -10 27 -22 -29 -28
right_child=-2 2 3 6 16 14 8 -9 10 -11 11 13 -14 -15 -16 -17 19 18 -20 -21 26 -23 -24 -25 -26 -27 29 28 -30 -31
leaf_value=-0.0036161253814816028 -0.0029483772172470483 0.0013124912644363813 0.00083919048082322257 -0.0043765414143427514 0.0019787468466807736 -0.0056904496270680626 0.0053138009426587571 0.0003032812868107238 -0.0059860247457363576 -0.00028207665990436718 0.0058309038012286912 -0.0023697080755648589 -0.0049305294114684629 0.001809772053229453 -0.0055930777798973586 0.0034750504307835988 -0.002456968689470596 -0.0033254822488415371 0.00082617879257714736 0.0012344290051360476 0.002569818100369178 -0.0079186190234728244 -0.0045565079449311988 0.0039003977101694921 0.0015807230123401569 0.0023569970416080252 -0.0020333606159221676 -0.0042725203654992282 -0.00025463004561723156 0.0022919883154698326
leaf_weight=10.478586079552771 14.182001654058693 162.8499366492033 6.9075307324528721 3.9842587653547517 12.6658380292356 4.3491428997367638 6.4079054705798626 9.6039119921624643 5.1218838114291492 6.54563334956765 7.3951112031936672 8.6327569372952002 5.9665324781090012 13.748559052124618 8.6662290319800359 3.7661070376634598 7.445173241198062 21.659693907946352 8.5648229680955392 49.893367614597082 8.001574194058767 3.285410374402999 5.3653343338519326 6.37039816007018 5.060767175629735 2.5647352728992727 6.5016930848360159 8.5433740392327255 20.26405746489764 25.283225849270821
leaf_count=191 360 626 48 45 55 57 17 51 75 37 16 73 57 72 135 13 54 163 41 192 29 27 55 22 35 11 39 70 140 94
internal_value=0.00021339 0.000311747 0.000406375 -0.000231823 0.000825403 -0.00229369 9.58913e-05 -0.00174178 0.000218733 0.00248611 -3.5937e-06 0.00159673 -0.000469267 0.000197694 -0.00358324 -0.00143694 3.39912e-05 -0.000930054 -0.00214901 0.000755116 -0.000193036 -0.00152082 -0.000662296 0.000430599 -0.0013034 -0.00320227 0.000344485 -0.000573202 -0.00144621 0.00140723
internal_weight=470.076 455.894 435.811 172.732 263.079 23.689 149.043 20.0825 145.059 12.9535 132.105 29.7764 102.329 22.3813 16.7815 8.11525 100.229 42.8904 30.2245 57.3385 96.3625 27.7685 24.4831 19.1178 12.7474 7.68662 68.5939 36.809 28.8074 31.7849
internal_count=2900 2540 2298 1167 1131 253 914 242 869 54 815 161 654 145 205 70 505 259 204 246 597 225 198 143 121 86 372 239 210 133
is_linear=0
shrinkage=0.00461923


Tree=170
num_leaves=31
num_cat=0
split_feature=0 4 4 0 0 2 0 2 2 3 3 1 4 4 0 1 1 2 0 0 4 1 1 0 1 4 4 2 2 4
split_gain=8.821 6.82368 6.06496 6.63256 5.42565 4.58377 4.24261 7.10963 4.16658 4.02518 4.10394 3.92334 3.72867 4.70684 6.74527 5.08707 5.32732 3.45448 3.95366 8.08465 7.43316 6.23496 10.3491 5.56421 10.5246 6.16191 5.17604 5.96758 6.8903 5.20132
threshold=102.84427732220001 44.710446918150005 42.599563320500003 75.309089150100007 100.13162306855001 0.11970500000000002 122.45926784190002 -0.088944999999999996 -0.156745 -0.21013499999999999 -0.25765499999999997 86.858705278550005 43.19689381845 44.527357125550004 85.775256651950016 61.998532946250002 61.409760615700009 0.68694500000000025 93.972365491700018 96.249489528150022 41.840895355800008 71.090898343450007 70.865067860500019 87.181320254150009 63.910026677050006 41.941595803500007 41.322103772800006 0.22542000000000004 -0.058529999999999992 40.823855932350007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 9 3 -1 5 12 7 8 11 10 -2 -3 -4 14 15 16 -14 18 23 21 26 22 -20 24 25 -5 27 28 29 -21
right_child=1 6 4 17 -6 -7 -8 -9 -10 -11 -12 -13 13 -15 -16 -17 -18 -19 19 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0029287656349505082 -0.0041712530670015837 -0.0032240500034217356 -0.0010619273293543847 0.0011112614863018513 -0.003563882064005076 -0.0028825202110876014 -0.0041410016698660169 0.0030201575464824 -0.0046590181452859083 -0.0029235643422485021 0.0020492569322260764 0.0014862041647471793 -0.004138866097881012 -0.00039879307496552585 0.0022703868542559742 -0.0051721683269976481 0.0032204294365436219 0.0036462972573265565 -0.0022924631588477386 -0.00096557153715108839 0.0030000705830607504 -0.0043179639117095206 0.0046761499900130777 0.0016839786010037264 -0.0042062537327817243 -0.001429075377625793 -0.003681679581148024 -0.0032416682575690742 0.002610152849587326 0.0025635056280683653
leaf_weight=6.9065341949462882 2.0468636993318796 3.4415021762251881 29.41139486990869 83.548489831387997 6.6666028872132292 7.7419801242649546 2.7517324220389119 10.474378444254398 3.2446606568992147 26.248114299029112 4.9529884811490765 8.0947195999324304 2.0669202506542188 40.479693295434117 29.269430905580521 3.1494043245911598 3.8364831879734993 5.4612489491701117 10.440239265561106 26.450662843883038 14.939884312450884 8.6325308158993703 4.0349990576505652 86.673916608095169 6.3132819123566142 15.450541101396082 4.584812991321086 5.5582015551626673 18.331448897719383 7.2707438245415679
leaf_count=110 44 29 179 305 54 83 61 33 40 432 38 51 45 270 97 30 11 16 75 166 45 75 11 301 58 92 29 41 57 22
internal_value=0.000183888 -0.00112756 0.000371925 0.000651288 -0.000322023 -0.000135639 0.000216276 0.000691031 -0.00095949 -0.00225957 0.000230285 8.10344e-05 6.08826e-05 0.000479951 0.00140817 -0.00137955 0.000643767 0.000734346 0.000679927 8.50824e-05 0.00065948 -0.00183231 -0.00034995 0.000990519 0.000419789 0.000714797 9.72542e-05 0.00039799 0.000786633 -0.00020466
internal_weight=488.474 61.255 427.219 304.598 122.622 115.955 28.007 25.2553 14.7809 33.248 6.99985 11.5362 108.213 78.8019 38.3222 9.05281 5.9034 297.691 292.23 100.244 77.1358 23.1078 14.4752 191.986 105.312 98.999 62.1959 57.6111 52.0529 33.7214
internal_count=2900 728 2172 1403 769 715 214 153 120 514 82 80 632 453 183 86 56 1293 1277 521 360 161 86 756 455 397 315 286 245 188
is_linear=0
shrinkage=0.00369538


Tree=171
num_leaves=31
num_cat=0
split_feature=1 1 1 0 2 0 3 3 0 1 3 4 3 2 2 3 4 1 3 2 2 1 1 1 2 1 4 0 2 2
split_gain=2.33944 2.46948 4.27277 2.49625 2.81584 2.62082 2.07201 2.41251 5.51157 3.97975 2.46396 5.5792 3.82643 7.14754 7.07539 2.92933 2.8011 3.14028 2.29816 2.25338 2.36589 2.1358 4.25737 3.43906 2.66227 2.1163 3.13375 4.50079 2.09273 2.08095
threshold=54.884872733100003 70.343506983200015 70.73871032835001 94.550383989750017 -0.086339999999999986 122.45926784190002 0.43162500000000009 0.12064000000000002 86.692020874450009 61.93938686740001 0.093295000000000031 41.24714903835001 0.087605000000000016 -0.23771499999999998 -0.053019999999999991 0.08708500000000001 39.893178577750007 62.197478847950002 0.090390000000000012 -0.26138499999999998 -0.43448999999999999 62.837331883000012 62.116825104000007 69.64719632740001 -0.081474999999999992 68.214248143850014 39.344049039350004 91.144107538500023 -0.10098 -0.058529999999999992
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 6 -3 4 -4 -5 7 10 9 -9 12 -12 13 19 18 21 -16 -18 -14 20 -2 22 -15 25 -24 26 -23 -28 -20 -13
right_child=1 2 3 5 -6 -7 -8 8 -10 -11 11 29 14 15 16 -17 17 -19 28 -21 -22 23 24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.01754799803670817 -0.012695514260057021 -0.019752052706784762 -0.0015450020508120243 -1.884030141939889e-05 -0.022613861454216105 -0.017721584257962938 0.012131897117297537 -0.0017070086067604055 0.0072588800654916283 -0.025987092194331846 0.0079277587637138543 0.0016813177048298246 -0.0050566738969555387 0.0021917762409555033 -0.032625143980317566 0.013059723232958216 -0.023150800861760974 0.0022248711540208766 0.01156211934770247 -0.016001371457908753 0.0086448846529729763 -0.0051893464741476778 -0.020338692236218366 -0.0092258090585277518 -0.00022474228461425729 0.013597830980835538 0.011960041794054372 -0.0069020200195641611 -0.0011186084210225325 -0.0080016348568189063
leaf_weight=2.0227434020489445 2.8976671546697617 3.3735129293054333 4.2553504575043917 148.82648907322437 3.029162128455936 2.3700039694085708 5.00349187105894 3.4672919549047929 5.3354173824191093 4.1218134164810181 44.059450030326843 17.842262003570799 14.714365489780905 55.216134335845709 2.5274674464017144 7.955100540071725 2.9288630057126284 2.5403307937085629 6.2992197684943667 7.2282327692955715 2.8990543186664581 6.8024907819926765 4.0783925577998161 4.0112319812178603 3.3380888998508444 10.064249813556669 16.277705045416955 4.5057453960180274 8.5689875744283182 9.481243144720791
leaf_count=91 25 56 57 1231 54 129 16 15 19 39 156 76 81 287 21 26 30 18 24 91 15 45 26 25 16 29 70 32 40 60
internal_value=0.000370152 0.000457693 -0.00115235 -0.00075643 -0.0103062 -0.000296331 0.00149112 0.00127571 -0.00574903 -0.0148941 0.00166332 0.00425068 0.000529206 0.0019314 -0.00414514 0.00329037 -0.0180841 -0.0113643 -0.000377207 -0.00978023 -0.00202276 0.00254521 0.000595888 0.00547576 -0.0112856 0.00704206 0.0046503 0.00787084 0.00425384 -0.00167866
internal_weight=416.042 414.019 161.855 158.481 7.28451 151.196 252.164 247.161 12.9245 7.58911 234.236 71.383 162.853 125.274 37.5792 112.249 7.99666 5.46919 29.5826 13.025 5.79672 104.294 62.6326 41.6614 7.41648 37.6502 27.5859 20.7835 14.8682 27.3235
internal_count=2900 2809 1527 1471 111 1360 1282 1266 73 54 1193 292 901 687 214 556 69 48 145 131 40 530 329 201 42 176 147 102 64 136
is_linear=0
shrinkage=0.0167019


Tree=172
num_leaves=31
num_cat=0
split_feature=1 2 2 4 4 4 2 2 1 1 2 0 4 0 3 2 4 4 2 2 3 3 1 2 3 0 4 3 2 0
split_gain=2.10758 2.42248 3.61731 1.57443 1.35309 2.5333 2.45732 3.40156 4.20612 4.8088 3.38913 3.07142 2.04765 2.70537 2.3457 5.43641 3.68815 2.26383 2.17152 5.25897 3.4851 4.19064 2.73942 2.33732 2.02709 1.74471 2.74347 3.32744 1.92942 1.66898
threshold=89.912793714750009 -0.088944999999999996 -0.022239999999999999 29.904643970450003 42.599563320500003 43.19689381845 -0.08725999999999999 -0.082885 62.046925192600007 62.132955852800002 -0.11911999999999999 85.509099297050014 43.509905336500005 86.692020874450009 0.089580000000000021 -0.24103499999999997 43.874475754150005 43.673409002000007 -0.15818499999999999 -0.088944999999999996 0.083415000000000031 0.082325000000000023 72.026481772850005 0.066885000000000014 0.085345000000000018 103.44649194340002 42.406961525800007 -0.22125500000000001 0.68694500000000025 109.62188026900002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 -1 25 6 10 -8 -9 -10 -6 -12 13 -7 15 -14 17 -17 22 29 21 23 -18 -21 -11 28 27 -27 -5 -20
right_child=1 2 -4 4 5 12 7 8 9 24 11 -13 14 -15 -16 16 18 -19 19 20 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.01307192940300193 -0.019594768310485192 0.0095355720606267319 -0.019318457654845647 0.0014638221238382808 -0.001963938304689463 -0.0047424325560822354 0.010624722658915266 -0.025351249166515825 0.014968735791394612 0.001716014652005842 0.0025794381745250566 -0.028630842772862691 -0.021422325218250757 0.012548765308571295 0.0065515953252357336 -0.003994437485728768 3.7895049839669944e-05 -0.026783956938266875 -0.015509032864169674 -0.011383286584712471 -0.012037551254032117 0.021109652283245288 0.011876242590834373 0.0072621524820885575 -0.017769272901864169 0.0070517749882217729 0.013105960575949304 -0.016718138886331734 0.014268417477892502 0.0048647368083500177
leaf_weight=2.7307714549824587 3.6241497863084078 3.8677132944576442 2.2205197839066368 261.38326331414282 5.5838686656206846 4.3071094416081896 5.4300749786198166 2.9354812931269398 3.915151719003914 2.9198742900043726 1.3222941961139456 4.5341399386525154 4.3292562710121265 9.2407263219356519 12.701395295560358 3.1244637649506322 16.575819663703438 2.586944593116641 9.1294947955757326 3.4372885664925139 3.7666292935609809 4.8238084595650426 10.283512253314255 5.9810289423912764 4.2659650109708309 2.7006833720952264 2.0844289623200885 6.5479135205969206 3.8773539885878554 1.523243412375449
leaf_count=70 184 66 110 1369 36 37 21 42 14 19 12 44 102 34 72 23 95 23 131 34 37 15 42 36 36 23 9 140 16 8
internal_value=0.000362922 -0.00793117 -0.000988162 0.000563287 0.000656534 -0.000918164 -0.00538019 -0.00148525 -0.00617005 -0.00109789 -0.0120077 -0.021584 0.000583916 0.00705157 -0.000535679 -0.00190872 -0.000529059 -0.0143168 0.000889281 -0.00256037 0.00337588 0.00745229 0.00457039 0.000457354 -0.00985167 0.00135519 -0.00556832 -0.00977708 0.00165099 -0.0125958
internal_weight=411.754 9.71238 6.08823 402.042 399.311 122.718 30.9069 19.4665 14.0365 11.101 11.4403 5.85643 91.8107 13.5478 78.2629 65.5615 61.2322 5.71141 55.5208 28.6615 18.0088 14.2421 26.8593 9.41832 7.18584 276.594 11.333 9.2486 265.261 10.6527
internal_count=2900 360 176 2540 2470 913 224 132 111 69 92 56 689 71 618 546 444 46 398 261 122 85 137 70 55 1557 172 163 1385 139
is_linear=0
shrinkage=0.0180187


Tree=173
num_leaves=31
num_cat=0
split_feature=1 1 0 0 1 1 4 0 4 0 0 4 2 0 2 4 0 0 2 2 4 2 2 3 3 3 3 3 4 3
split_gain=7.1452 4.27639 6.53954 6.28399 3.99016 4.37122 3.22034 3.05306 3.31093 3.60011 8.8908 3.59026 3.23756 3.19502 3.03066 3.00822 2.80475 4.78023 3.42762 3.77586 3.98242 3.61854 9.68588 2.89285 2.73339 4.65063 2.65878 6.09242 3.37765 4.36148
threshold=90.988176966900014 70.343506983200015 85.716110573100011 94.550383989750017 62.00390986255001 54.884872733100003 32.785955158400007 93.972365491700018 40.621691032550004 85.807518149550006 86.001087134900004 42.718072821900002 -0.13324 94.776214472700005 -0.11808 39.788107623550012 91.144107538500023 90.337570099350003 -0.0039949999999999994 -0.031989999999999998 43.162556114600001 -0.12350999999999999 -0.08725999999999999 0.086105000000000029 0.10332500000000001 -0.17732499999999998 -0.04931 -0.11050499999999999 35.131296350900008 0.083905000000000021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 -3 5 -1 -5 8 12 -10 11 -11 15 -9 -14 -4 17 18 19 20 21 -12 -23 -18 25 -6 27 -7 -28 -30
right_child=-2 3 7 6 24 26 -8 13 9 10 16 -13 14 -15 -16 -17 23 -19 -20 -21 -22 22 -24 -25 -26 -27 28 -29 29 -31
leaf_value=-0.0043591950748924973 -0.0030045978026184954 -0.003184572923135157 -0.0013495590454801016 -0.0044814051036528354 0.00098331759273784279 0.00045519183738417781 2.8633279619334341e-05 -0.0029763803637884671 0.0026862554842943475 -0.0064671616491728942 0.0018029878424845806 -0.00048888230548972027 0.0049098424971018859 0.0009882922776631776 0.0018048730517601236 0.0023234371972904169 0.00020857279549869228 0.0034998471266747765 -0.0024193604064105161 0.003034715640636123 0.0022585628043047833 -0.0060660253839053945 9.9131079854144141e-05 -0.0042654115093456249 0.0010094345442563156 -0.0043782876748399927 0.003769249682958603 -0.0043607206023492774 0.0027046393136756965 -0.00045569911931152594
leaf_weight=3.4287475217133752 11.119421414099632 10.935416564345358 9.6648363694548589 2.594719521701335 3.5495378226041803 15.761476662009956 164.27258527092636 6.3341414630413038 11.929206952452658 4.0779113322496405 9.6699792742729027 2.6898108795285225 5.5235003232955924 6.8002389520406723 62.02410164475441 5.7307985201477996 7.1795036159455758 10.319585412740706 5.6920896880328788 10.466728217899798 13.354607455432413 5.0654388368129579 21.830465435981768 3.4532890953123569 3.5385303422808638 9.8625773377716541 5.7113174982368937 5.796886730939149 9.8160197511315328 24.961873479187489
leaf_count=91 319 140 43 67 22 107 1001 43 35 34 31 14 12 29 213 18 40 31 32 37 43 31 85 27 18 107 20 56 31 123
internal_value=0.000177207 0.000253781 0.000559417 -0.000234805 -0.000393907 5.57512e-05 -4.1496e-05 0.000948798 0.00107915 0.000607863 0.000343537 -0.00409111 0.00167991 -0.000923697 0.00205877 1.76598e-05 0.000688383 0.000957388 0.000560333 0.000841198 0.000381288 -0.000304331 -0.00106198 -0.00124448 -0.00213083 -0.00295933 0.000299721 -0.000839772 0.000906441 0.000436303
internal_weight=473.155 462.036 284.233 177.803 82.427 65.4763 166.867 201.806 188.672 105.729 93.7994 6.76772 82.9432 13.1344 67.5476 15.3956 87.0317 76.3989 66.0793 60.3872 49.9205 36.5659 26.8959 10.6328 16.9506 13.4121 62.0476 21.5584 40.4892 34.7779
internal_count=2900 2581 1373 1208 575 428 1068 798 726 440 405 48 286 72 225 61 357 290 259 227 190 147 116 67 147 129 337 163 174 154
is_linear=0
shrinkage=0.00401672


Tree=174
num_leaves=31
num_cat=0
split_feature=0 1 3 3 2 2 2 3 4 1 0 1 1 3 1 3 0 2 3 1 4 1 4 4 3 3 0 0 2 0
split_gain=2.07073 3.3875 3.77929 3.81664 2.71316 3.78946 3.35821 2.41123 2.41046 3.32715 2.23844 6.99378 2.66183 2.39765 2.0966 2.02186 3.79025 3.48668 5.06385 2.24443 4.10633 2.84918 4.87062 3.43695 2.25196 5.37194 2.03433 2.4374 2.51531 1.71414
threshold=98.201310130900012 78.220689305400015 0.085495000000000029 0.089785000000000018 -0.61225999999999992 -0.59681499999999998 -0.50001499999999999 0.11308000000000003 37.186372654950006 78.433077497700012 97.013011637200023 75.645146416450004 75.28220456885002 0.088990000000000027 72.187789260650007 -0.15684499999999998 116.55541378745001 -0.16187499999999996 -0.22253999999999999 80.288113607700012 41.24714903835001 81.524804347700012 44.710446918150005 39.134693790050008 0.075065000000000021 0.078505000000000019 104.86330937810001 105.48703166445002 0.17273000000000005 85.716110573100011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=10 2 -2 -4 -3 -6 -7 -5 9 -8 11 29 14 -14 -12 17 19 -10 -19 20 -17 -21 23 -23 -24 -26 -25 -28 -29 -1
right_child=1 4 3 7 5 6 8 -9 15 -11 12 -13 13 -15 -16 16 -18 18 -20 21 -22 22 24 26 25 -27 27 28 -30 -31
leaf_value=-0.0016190601941351063 -0.023183793116687765 -0.026468916694458215 0.01191213100657198 -0.017766889218272547 0.018048902681312245 -0.022994590051394793 0.019269057976172663 7.2989522106525252e-05 0.021499534603393967 -0.021550617033667407 0.0085207596755929628 -0.025592554433618804 0.016713331801649006 0.0026784271500152504 -0.011488830716160817 0.0046351008465045336 -0.022207960602402401 -0.018282176178289766 0.01364981020042687 0.0094936724744432988 -0.021256008379153903 0.0080261444823036005 0.023070122988708634 -0.026460974180092182 -0.022207254030368554 0.012490819951783529 0.018670933539688437 -0.022406512480787608 0.012726957710907968 0.001834411151242677
leaf_weight=70.87622442888096 5.2196313990280059 1.4297383232042182 4.0173307135701171 6.3821070287376624 4.2097205491736522 2.4322093161754301 0.92598413676023383 5.0178305618464947 4.5178027953952551 3.6937818229198456 3.4240964893251684 3.7210584413260213 10.263035316020252 8.0558565445244295 4.4844973310828209 4.6800230629742199 2.8551201634109011 3.1975037399679422 4.341839160770169 14.291823398321865 4.4130195081233978 3.0007235398516086 2.714665822684764 3.8132174387574178 2.2909483015537244 5.9543012510985136 1.0235646516084669 3.3141477322205901 0.97868682909756888 214.79352944530547
leaf_count=579 88 28 18 52 26 66 3 31 12 159 16 84 31 37 29 20 134 49 25 62 35 36 7 41 47 28 5 80 11 1061
internal_value=0.000374782 -0.00212225 -0.0090217 -0.00422701 -0.0002002 0.00031677 -0.000773937 -0.00991443 4.4842e-05 -0.0133687 0.00112413 0.000635941 0.00651076 0.0105414 -0.0028255 0.00105429 -0.000673386 0.00812287 0.000107165 0.000649554 -0.00793033 0.00273658 -0.00144576 -0.00985208 0.00785828 0.00284994 -0.0157283 -0.00803022 -0.0143967 0.000977586
internal_weight=410.334 94.7157 20.6369 15.4173 74.0788 72.6491 68.4394 11.3999 66.0072 4.61977 315.618 289.391 26.2275 18.3189 7.90859 61.3874 49.3302 12.0571 7.53934 46.4751 9.09304 37.3821 23.0903 12.1303 10.9599 8.24525 9.12962 5.3164 4.29283 285.67
internal_count=2900 1063 189 101 874 846 820 83 754 162 1837 1724 113 68 45 592 506 86 74 372 55 317 255 173 82 75 137 96 91 1640
is_linear=0
shrinkage=0.0192558


Tree=175
num_leaves=31
num_cat=0
split_feature=0 3 2 4 3 0 1 1 0 4 3 2 3 3 4 3 1 0 3 2 1 1 2 3 2 3 3 3 1 4
split_gain=1.79651 1.6834 1.89238 1.87587 1.52969 2.29751 2.06894 2.7455 2.28763 1.89753 1.57271 4.74506 3.84911 3.09961 7.03815 3.77244 3.63252 4.26339 2.63784 2.48248 6.10549 2.33922 2.31714 6.19191 2.38934 7.70472 6.71877 4.86257 3.83635 3.77145
threshold=113.28087178455002 0.07870000000000002 -0.088099999999999998 46.177190236600005 -0.27223499999999995 93.063666643600016 68.214248143850014 61.944763783650011 76.591483678350016 49.110028829250005 -0.15684499999999998 -0.23955999999999997 -0.23472499999999999 1.0000000180025095e-35 41.468518788800004 -0.093074999999999991 62.009286778800011 97.013011637200023 -0.24637000000000001 -0.18126999999999999 70.96454081135002 73.865387134100004 0.26077000000000011 0.094415000000000013 -0.065399999999999986 0.083795000000000022 0.086520000000000027 0.084795000000000023 60.474177186300004 41.495754733000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 3 -2 5 6 7 8 9 -1 11 21 18 14 15 -12 -17 -18 19 -13 -21 -6 24 -24 -15 -26 27 -27 -28 -30
right_child=1 -3 -4 -5 10 -7 -8 -9 -10 -11 13 12 -14 22 -16 16 17 -19 -20 20 -22 -23 23 -25 25 26 28 -29 29 -31
leaf_value=-0.021068271434224909 0.00025954809130580571 -0.018617168868525776 0.0070251558295960073 -0.024199085648052766 -0.02173867998308664 -0.022688936110820332 0.014086581015398827 -0.024263961968919022 0.009729605571862315 0.0085092118283531352 0.0077654754812419846 0.01237071782760364 0.013070059015934147 -3.7492141180635948e-05 -0.016088980165245157 0.010096011980452098 -0.023113284751444096 0.0023745532207450062 -0.010031614088236326 0.0083438334031704746 -0.018552130755174045 0.0044913366901437905 -0.022440176529538055 0.0050226565051297934 0.012206637074948287 -0.0027781492752081793 -0.017072926227788516 -0.033206482230525025 0.0057891693013737465 -0.0023690444465360302
leaf_weight=1.9585726698860511 2.0212865904904906 2.6696489877067506 3.2349507967010123 1.7030173745006321 2.9599675489589563 1.9422506392002095 1.8529163300991056 1.8672455977648494 3.1343998275697231 0.9491782635450362 11.288724950514736 7.1825218554586199 13.707053352147339 195.53955778060481 10.795966211706398 2.8802003860473615 4.6069531869143248 3.3346066093072295 4.612186778336766 7.5221293289214355 3.7171144783496857 1.515145427547395 4.4228101801127178 5.343600919470191 21.998026006855071 3.4801205135881892 2.9348836429417124 2.7882650173269212 47.889378148596734 25.647692516446114
leaf_count=72 63 168 46 27 46 37 11 20 13 3 69 27 57 1201 155 14 38 32 36 31 39 12 48 37 107 26 28 36 224 177
internal_value=0.00030025 -0.00702698 -0.00258085 -0.0109247 0.000478472 -0.00563572 -0.00224291 -0.00606839 -0.00044529 -0.0114133 0.000664756 0.00383344 0.00586648 0.000283941 -0.00472609 0.000822109 -0.00642087 -0.0124111 0.00157977 0.00448686 -0.000551372 -0.0128579 0.000815679 -0.00741414 0.00108335 0.00317589 0.000774899 -0.0163131 0.0021756 0.00294381
internal_weight=405.5 9.6289 6.95925 3.7243 395.871 11.7046 9.76231 7.9094 6.04215 2.90775 384.167 41.2161 36.741 342.951 32.9065 22.1105 10.8218 7.94156 23.034 18.4218 11.2392 4.47511 310.044 9.76641 300.278 104.738 82.7403 6.26839 76.472 73.5371
internal_count=2900 304 136 90 2596 156 119 108 88 75 2440 248 190 2192 308 153 84 70 133 97 70 58 1884 85 1799 598 491 62 429 401
is_linear=0
shrinkage=0.0171685


Tree=176
num_leaves=31
num_cat=0
split_feature=1 0 1 1 3 4 1 1 0 1 0 0 1 3 4 0 0 0 0 1 2 2 4 2 2 1 3 4 2 2
split_gain=7.3068 6.70823 5.85337 4.70485 4.68227 4.22102 4.08453 4.8511 4.58243 6.46493 4.68307 3.73662 6.9924 6.20423 3.34232 3.50382 8.71482 3.69296 5.80235 4.19015 3.47089 3.89724 3.40392 3.41464 10.59 3.28736 3.26135 3.16125 3.13692 8.67429
threshold=70.343506983200015 85.716110573100011 70.73871032835001 90.988176966900014 0.099780000000000021 37.186372654950006 62.00390986255001 64.071334164850015 84.95796538030001 58.549241164900003 76.591483678350016 95.429509798400019 71.090898343450007 -0.21013499999999999 40.621691032550004 85.807518149550006 86.001087134900004 91.144107538500023 90.337570099350003 67.649671936450019 -0.0039949999999999994 -0.031989999999999998 43.162556114600001 -0.12350999999999999 -0.08725999999999999 65.727424373200009 0.11360500000000003 42.674081447500008 0.06041500000000001 -0.0039949999999999994
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 -2 5 6 -4 8 -8 9 10 -1 12 -7 -14 -3 -16 27 18 20 25 21 22 23 -18 -25 -19 -6 -17 29 -13
right_child=2 14 3 -5 26 11 7 -9 -10 -11 -12 28 13 -15 15 16 17 19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.001185839844516865 -0.0048870659413284626 0.001532635018594184 -0.0019717745665663784 -0.0028447302928266264 0.0026199822278315668 0.0023985685961274567 -0.0052227514539015816 -0.0004437861660061923 0.0012698003111509457 -0.0041722910193578711 0.0027171244057804947 0.00023304790671242005 0.00086614661627431157 -0.0048918671869207404 0.0025353375070209043 -0.0062856126268024991 0.0017418819081341875 -0.0001351912620193525 0.0036151768591144639 0.00051299842470668602 -0.0023744724674892438 0.0029769016465638989 0.0020625372266464296 -0.0061223281503798837 0.00019101389034813259 -0.0057198078432391629 -0.00090251970724492708 -0.00088109429683104544 0.0014606592335112984 -0.0053192508835017147
leaf_weight=18.94632478244603 4.4411813206970683 90.950494609773159 17.550686858594418 10.666921696625648 11.884521029889585 4.9669690802693394 6.5162043366581184 6.6477341838181019 17.700393326580524 8.4991241693496686 6.3619247972965232 95.634265504777431 4.2419623807072648 9.1572297494858468 11.945983126759527 3.962713908404111 9.6229826956987257 2.7392931580543545 10.944750331342219 10.39009404927492 5.845265716314322 10.536534540355204 13.129087138921021 5.0605846643447796 22.054995521903052 4.0430950187146664 6.1943092271685591 2.9064846411347389 28.462060242891312 4.5672959834337226
leaf_count=203 56 318 220 319 40 20 70 56 67 83 23 561 25 137 35 33 31 13 31 56 32 37 43 31 85 38 33 15 142 47
internal_value=0.000197768 0.000587591 -0.000424606 -0.000311517 -0.000357725 -0.000147332 -0.000852749 -0.00280939 -0.000352685 -0.00120216 -0.000204722 7.04481e-05 -0.00159033 -0.00306898 0.0009708 0.000519321 0.000281429 0.000593002 0.000960248 -0.00105785 0.00052164 0.000801895 0.000342338 -0.000272402 -0.000987246 -0.00346427 0.00141308 -0.00399886 0.000307516 -2.00319e-05
internal_weight=466.571 286.883 179.689 175.247 82.7505 164.58 64.6717 13.1639 51.5078 33.8074 25.3082 147.03 18.3662 13.3992 204.132 113.182 101.236 94.3667 77.1942 17.1725 66.2495 60.4042 49.8677 36.7386 27.1156 6.78239 18.0788 6.8692 128.664 100.202
internal_count=2900 1373 1527 1471 575 1152 502 126 376 309 226 932 182 162 798 480 445 397 290 107 259 227 190 147 116 51 73 48 750 608
is_linear=0
shrinkage=0.003936


Tree=177
num_leaves=31
num_cat=0
split_feature=1 3 3 3 0 1 3 3 0 0 4 4 3 3 1 0 3 3 4 4 0 1 4 2 4 4 2 3 3 1
split_gain=1.88628 3.97548 2.87496 2.21081 1.95478 2.76189 3.49351 4.33634 2.73383 4.39896 4.27405 2.82541 2.53934 3.97271 2.62589 3.33708 3.16992 2.57016 3.05704 3.03481 2.4852 3.2305 2.18844 2.11303 2.07839 3.47168 3.0655 3.76245 3.72905 1.98558
threshold=69.873026810350026 0.25847000000000003 0.21240500000000004 0.43162500000000009 85.716110573100011 61.993156030000002 -0.17732499999999998 0.10332500000000001 85.807518149550006 86.001087134900004 40.532725462000009 42.674081447500008 -0.04931 -0.11050499999999999 58.549241164900003 71.249517373150013 -0.23472499999999999 0.083905000000000021 37.572218886150004 41.322103772800006 85.253695774650012 61.409760615700009 44.269496632500008 -0.091779999999999987 43.124157941850008 41.24714903835001 -0.072569999999999982 0.10176000000000003 0.083290000000000017 63.910026677050006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 5 12 -7 -8 23 10 -10 -12 13 14 15 16 -1 -14 -19 -20 21 -21 24 -6 25 26 27 28 -11 -28
right_child=1 -3 -4 -5 8 6 7 -9 9 22 11 -13 17 -15 -16 -17 -18 18 19 20 -22 -23 -24 -25 -26 -27 29 -29 -30 -31
leaf_value=-0.027836614708698658 -0.0012011800316487199 -0.025830384440568066 0.018849765605184459 0.014917040622394302 0.020751329481453553 0.0083973374016085948 -0.021080274466223674 0.0053269885507165275 0.0021770985754564053 -0.007489013361978266 -0.031629787940339778 -0.0050072734978133856 0.012664817151642889 -0.020227347281697509 -0.018548238380898259 0.011802732040030892 0.0067439019158810178 0.012378960748818854 -0.013971048992275347 -0.0037684100597502428 -0.0083012485166420544 0.021780384660580816 -0.0070912233364831935 0.0045842317301590116 0.0098735573047711769 -0.0019633968906114779 0.014256679944640411 -0.014480763522639205 0.0086399287019689273 0.0047544369387509285
leaf_weight=2.0161940832622331 164.75567638734356 2.5051290835253885 2.8145723631605497 4.6516737118363372 5.21559739112854 3.5322698857635269 8.7777577415108627 3.3153001852333555 6.1894284337759 7.9174568355083457 3.7792757693678141 2.6067439690232277 9.1715283133089525 5.0185915110632804 2.4053031112998715 7.5364365866407752 2.0884224595502019 6.3724921271204975 6.7599540948867824 3.7133370377123338 5.1091171465814114 3.9552292376756668 8.2906023580580932 7.8180102556943876 16.400447517633438 43.292758889496326 16.322793945670135 5.2082898616790763 18.53036031126976 17.779309220612049
leaf_count=61 1546 38 15 15 12 23 113 20 24 40 34 15 32 74 32 41 36 29 39 33 31 9 73 29 57 202 62 26 64 75
internal_value=0.000344089 -0.00123213 -0.000864397 0.00149082 0.00121824 -0.00152774 -0.0088136 -0.0138407 0.00242057 0.00165155 -0.00947206 -0.0207626 0.000574766 -0.00520412 0.000163495 0.00402976 -0.0102421 0.00371527 0.00054736 -0.00331169 0.00232757 0.00940893 0.00269748 0.0110537 0.00334437 0.00236243 0.0052104 0.000801963 0.00381155 0.00930264
internal_weight=403.85 170.075 167.57 233.775 229.123 69.7719 15.6253 12.0931 159.351 146.317 12.5754 6.38602 54.1466 19.0649 14.0464 11.6411 4.10462 35.0817 25.9101 19.5376 12.7777 7.66857 133.742 13.0336 125.451 109.051 65.7582 31.6561 26.4478 34.1021
internal_count=2900 1599 1561 1301 1286 573 156 133 713 672 73 49 417 244 170 138 97 173 141 112 73 42 599 41 526 469 267 130 104 137
is_linear=0
shrinkage=0.0196719


Tree=178
num_leaves=31
num_cat=0
split_feature=1 4 4 4 1 1 1 0 0 0 1 0 4 3 3 3 4 1 3 3 3 2 2 1 1 4 1 4 4 4
split_gain=1.63717 1.78064 3.69336 1.32618 1.18745 5.8268 7.89761 4.12676 6.27205 3.21648 3.06988 3.68863 2.83526 2.72635 3.19435 6.69141 3.59195 3.44499 2.45595 3.69526 2.65103 2.02793 3.76895 2.12876 4.88125 1.89731 3.14516 3.41143 2.31663 2.67665
threshold=90.988176966900014 48.315732392000008 48.988717865950008 29.904643970450003 66.697957758300021 66.318885161900013 65.727424373200009 92.031298721500022 90.259604813550013 87.181320254150009 67.649671936450019 89.219171517050015 43.104429861650011 0.12064000000000002 0.091545000000000029 0.088105000000000017 41.468518788800004 61.923256118600001 0.085765000000000022 0.083795000000000022 0.082055000000000017 -0.26138499999999998 -0.23771499999999998 64.654729579150015 62.116825104000007 41.495754733000005 64.434276012450013 36.173488152900006 43.124157941850008 42.564639561200003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 -1 5 6 9 8 10 13 -6 -12 -10 14 15 18 -17 -18 19 20 21 -5 -23 24 -24 26 -11 -28 29 -27
right_child=1 2 -4 4 7 -7 -8 -9 12 25 11 -13 -14 -15 -16 16 17 -19 -20 -21 -22 22 23 -25 -26 28 27 -29 -30 -31
leaf_value=-0.015585017536706684 -0.02330373946426028 0.024527815135458753 -0.024599930452222054 0.01731683780967775 0.021445169383317038 0.019411660062831973 -0.032072473268113258 0.00026262201664348369 -0.03917837570777255 0.019217706933085853 -0.033762476035302684 0.013599525345186251 -0.0078432981954339748 -0.011315814278789237 0.005483106269917183 -0.039879391666623951 0.010050772018457627 -0.023051700853501653 0.008718080585188975 -0.021266149798198596 0.010955940865853674 -0.028908536644987774 -0.00058382241893549362 0.016342013567354308 -0.029992738278087967 0.0035491083043679393 0.014631058482918445 -0.01124840738691019 0.011011670312804213 -0.019143130655594313
leaf_weight=2.5939816627651444 3.1009648847393683 1.6279183104634287 1.5114917750470338 2.5655926894396393 2.7003398612141591 9.2560931071639043 3.6226205322891465 180.03959626238793 4.3177405763417482 12.468937881290914 1.747325078584254 1.6259381957352159 2.2494518868625164 10.078647578135131 48.971571810543537 3.0226701200008375 2.6299529671669006 4.1529516503214836 14.982994765043257 4.4949077032506457 9.4835071191191656 2.7730454425327329 33.078816421330004 3.1151142455637446 3.1674360614269963 7.4467165097594279 5.5163614302873594 4.949691154062748 8.4618622511625272 4.1437621712684631
leaf_count=76 249 11 59 16 8 34 33 1271 40 50 29 16 28 64 218 27 16 38 65 34 33 66 250 13 33 29 18 23 31 22
internal_value=0.000361119 -0.0111399 0.000874905 0.000543437 0.00065042 0.00187945 0.0010214 -0.000614985 -0.0131145 0.00166768 0.00346207 -0.0109336 -0.0284452 3.1007e-05 0.000894506 -0.00179771 -0.0193606 -0.0102168 0.000540209 -0.00154793 8.78314e-05 -0.00221794 -0.00340742 -0.00161084 -0.00315377 0.00709377 0.0115395 0.00239193 0.00200894 -0.00456369
internal_weight=399.898 6.24037 3.13941 393.658 391.064 198.383 189.127 192.68 12.6408 185.505 6.0736 3.37326 6.56719 142.517 132.439 83.467 9.80557 6.7829 73.6614 58.6784 54.1835 44.7 42.1344 39.3614 36.2463 42.9873 22.935 10.4661 20.0523 11.5905
internal_count=2900 319 70 2581 2505 1113 1079 1392 121 1046 53 45 68 873 809 591 81 54 510 445 411 378 362 296 283 173 91 41 82 51
is_linear=0
shrinkage=0.0226314


Tree=179
num_leaves=31
num_cat=0
split_feature=1 0 0 1 1 3 3 0 3 4 2 2 4 0 3 1 4 2 2 2 2 1 4 2 1 2 0 2 2 2
split_gain=5.69482 6.57634 4.81507 3.98326 3.73979 3.24094 5.38764 3.68949 2.87408 3.35953 4.36293 6.01709 3.67469 3.37288 2.77494 4.21409 2.70596 3.24695 9.70526 6.0193 5.54385 4.22585 4.74783 3.9183 4.81192 5.71266 5.34933 4.54444 4.4164 6.24144
threshold=70.343506983200015 85.716110573100011 94.550383989750017 90.988176966900014 62.00390986255001 -0.04931 -0.11050499999999999 70.623106628750023 0.082325000000000023 37.572218886150004 -0.088099999999999998 -0.082314999999999985 41.726652433350004 83.011521693850014 0.10332500000000001 64.071334164850015 37.186372654950006 0.06041500000000001 -0.0039949999999999994 0.072320000000000023 0.13860000000000003 80.677940036650014 42.508878681700004 -0.053019999999999991 75.403185184700007 -0.074434999999999987 102.21786657775002 -0.24103499999999997 -0.15818499999999999 -0.088944999999999996
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 -2 16 5 6 7 -1 -7 -10 13 -12 -13 -11 15 -6 -4 18 23 -19 -21 -22 -23 24 -18 26 -26 -28 -29 -30
right_child=2 -3 3 -5 14 8 -8 -9 9 10 11 12 -14 -15 -16 -17 17 19 -20 20 21 22 -24 -25 25 -27 27 28 29 -31
leaf_value=-0.0039667810464455843 -0.0028132312397093529 0.0008667157704298678 -0.0014857569648647688 -0.0025477616231769692 -0.0049135901047328507 0.0028801375078379519 -0.0040882850891110507 0.00076978062935698685 0.0024710808798300266 0.0003249113569299809 0.0042533505434198858 0.00086829075503935013 -0.0035696279304670009 -0.0042071878218056472 0.00097289727337843796 -0.00065773296346440066 -0.0015560187748009462 0.0041221148022007378 -0.0050596125536361853 -0.0040161086027396429 0.0026633257790156487 -0.0033970618351231658 0.0022438123739041229 0.0018682888749911469 0.0014572509234893009 -0.0045627456166442149 -0.0045609468908820849 0.0020404172752268449 -0.0034938984220205978 0.0011966927567824562
leaf_weight=2.730102524161345 10.324757380411027 198.93232303485274 16.501070954836905 9.4245743239298445 6.4533648155629653 6.7034437805414191 6.1454498413950196 13.921537630259989 7.0910333432257167 3.7615286037325841 4.7966543361544636 7.1855845823884028 4.0486953649669886 5.7832772806286812 3.459661439061164 6.4635736793279648 26.61911273188889 7.382046431303027 5.3836805485188952 3.5673492215573814 10.214399673044683 4.686112027615307 3.7109807431697845 14.494832020252941 37.865316350013018 3.1876242458820334 3.6588990241289094 8.5961460731923545 8.333921808749432 7.4632831364870222
leaf_count=87 140 798 208 319 72 22 75 84 29 21 11 26 36 37 18 57 197 19 55 33 39 43 13 55 150 28 55 36 102 35
internal_value=0.000170752 0.00050633 -0.00034252 -0.000193419 -0.000406438 1.07989e-05 -0.00110705 -6.79747e-06 0.000658083 0.000202103 -0.000426986 0.000760323 -0.00073108 -0.00242113 -0.00199032 -0.00278398 -5.61682e-05 0.000106336 -0.000175416 0.00120818 0.000238297 0.00105376 -0.000904154 6.31533e-05 -0.000210185 0.000308226 0.000543775 -0.000689247 -0.000108509 -0.00127786
internal_weight=458.89 277.476 181.414 171.089 78.5439 62.1673 22.7971 16.6516 39.3702 32.6668 25.5757 16.0309 11.2343 9.54481 16.3766 12.9169 161.665 145.164 115.603 29.5609 22.1788 18.6115 8.39709 110.219 95.7243 69.1052 65.9176 28.0523 24.3934 15.7972
internal_count=2900 1373 1527 1387 575 428 246 171 182 160 131 73 62 58 147 129 1068 860 713 147 128 95 56 658 603 406 378 228 173 137
is_linear=0
shrinkage=0.0037255


Tree=180
num_leaves=31
num_cat=0
split_feature=0 4 0 1 4 4 1 3 4 4 3 3 3 4 1 4 4 4 4 3 3 3 1 1 2 2 1 3 3 0
split_gain=4.39277 4.82786 4.14813 4.35227 4.34537 4.25696 3.54259 4.74525 3.42466 3.98423 3.34583 3.29464 4.08536 3.21928 3.11855 3.05676 3.61581 4.12632 2.84843 2.71836 2.68634 2.55536 3.06179 5.57625 4.06589 2.42184 2.21232 2.0605 4.18116 2.39832
threshold=98.201310130900012 36.735256530150004 85.678472159250006 62.00390986255001 44.758188263300006 44.527357125550004 78.285212300550015 0.085495000000000029 45.027406014450008 48.988717865950008 0.090225000000000014 0.070195000000000021 -0.15684499999999998 48.852845034800005 90.988176966900014 38.994321257850011 41.811877919650009 48.315732392000008 38.052786106700005 -0.17732499999999998 0.11467000000000002 0.082325000000000023 60.474177186300004 57.960468834350003 -0.088099999999999998 -0.23871499999999998 75.922057603850007 -0.15684499999999998 -0.22831499999999999 104.3578792496
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 20 3 11 19 -4 7 -3 -7 13 -9 12 15 25 27 -1 -17 -18 -14 -5 -2 -13 23 -23 -24 -10 -12 28 -8 -29
right_child=1 6 5 4 -6 8 14 10 9 -11 26 21 18 -15 -16 16 17 -19 -20 -21 -22 22 24 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.0073119439091951849 -0.0069544363098500914 -0.0075246897674821414 0.0011392211076322763 5.0175934496931965e-05 0.004266209721106775 -0.0086422391711800609 -0.00079289854980164626 0.0036849044592082813 -0.0050139045257196462 -0.0074896440413015691 -0.000443347928055806 0.0050898490615571322 -4.589708759669552e-06 0.0063849685689846038 -0.0036591339091475625 0.0072894221656238595 -0.0070653638063948926 0.0020132761388961923 -0.0073212770176772661 -0.007459381661114913 0.0025273979774394126 0.0014167774111552823 -0.0017935792618905 -0.0074390549090319067 0.0039167280828156107 0.00079430307074444524 -0.0060054008777261393 0.00097072543870444145 0.0065119057976751153 -0.0016107841618988334
leaf_weight=1.720692267641424 6.6204411545768371 5.489689506590369 246.60860519111156 2.3048262000083914 1.911198541522025 2.3303789375349906 5.7384872362017632 4.1414589472115031 3.7257634215056923 2.7994573675096026 6.4283268600702268 5.0291685014963141 2.8469486031681317 2.6864705905318251 7.2209663093090048 2.835545888170599 2.5550353499129397 6.5158248692750931 6.195642301812768 7.5752714090049258 1.3125790599733589 6.4628739133477229 7.1655229628086117 4.3685971908271313 12.625955644994972 8.9636806361377221 4.4271827973425388 37.23189546726644 5.7519676536321622 20.434471733868122
leaf_count=35 189 75 1089 19 9 32 39 15 56 52 36 16 24 7 256 14 69 23 86 107 18 34 37 36 44 48 35 183 15 202
internal_value=0.000238287 -0.000844469 0.000574766 -0.000735961 -0.00409095 0.00091881 -0.000472559 -0.00270831 -0.00173192 -0.000845906 -0.000945265 -5.76605e-05 -0.00186237 0.000363704 0.000127133 0.000231435 0.00132159 -0.000543951 -0.00501771 -0.00570755 -0.00538559 0.00108988 0.000432967 -0.002155 0.00184931 -0.000911052 -0.00271171 0.000522474 0.00286379 5.59499e-05
internal_weight=442.025 104.797 337.227 70.1131 11.7913 267.114 96.8644 20.4867 20.5058 18.1754 14.997 58.3218 22.6697 15.3759 76.3778 13.6271 11.9064 9.07086 9.04259 9.8801 7.93302 35.6521 30.6229 10.8315 19.7915 12.6894 10.8555 69.1568 11.4905 57.6664
internal_count=2900 1063 1837 553 135 1284 856 161 195 163 86 418 251 111 695 141 106 92 110 126 207 167 151 70 81 104 71 439 54 385
is_linear=0
shrinkage=0.00605478


Tree=181
num_leaves=31
num_cat=0
split_feature=1 0 0 4 3 0 1 1 2 4 1 3 3 3 3 0 1 2 2 4 3 3 3 3 2 0 3 3 2 2
split_gain=4.31434 4.94393 5.47045 5.13486 4.53023 4.13709 3.86017 6.04638 3.22252 3.03829 2.92671 3.34032 4.18906 3.16132 3.31452 2.8243 3.06107 5.1193 3.40738 3.37105 4.59661 6.64773 2.8075 2.56081 2.68788 2.50678 2.3941 4.00374 4.18934 2.50948
threshold=70.343506983200015 96.055920542800024 97.835679825150024 36.735256530150004 -0.089509999999999992 85.716110573100011 71.090898343450007 70.865067860500019 -0.61225999999999992 45.673096293200011 61.993156030000002 -0.17732499999999998 0.091705000000000023 -0.04931 -0.11050499999999999 122.45926784190002 78.285212300550015 -0.59681499999999998 -0.50001499999999999 42.072181850200003 0.089785000000000018 0.11308000000000003 0.076825000000000018 0.089185000000000028 -0.097799999999999984 70.623106628750023 -0.15684499999999998 -0.22831499999999999 -0.15818499999999999 -0.092864999999999989
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 4 22 -4 -2 10 7 -6 -5 -8 13 -12 -13 14 25 16 19 -18 -19 20 -10 -22 -3 -24 -25 -1 27 28 -20 -28
right_child=1 2 3 8 6 -7 9 -9 15 -11 11 12 -14 -15 -16 -17 17 18 26 -21 21 -23 23 24 -26 -27 29 -29 -30 -31
leaf_value=-0.0065783157992316292 0.0011707061063453172 -0.0016266859172100574 -0.005623695695321269 -0.0086511027609535961 -0.0055013809510136326 0.0012397931414768843 -0.0080146303613571196 0.0050168159351432259 0.0032887163014597093 -0.00089867601308312177 0.0022983819108816092 -0.0078097658826547711 -0.0006136489158907317 0.0012386081752184279 -0.0060880628726819571 -0.0067930209787991688 0.0067722604165015394 -0.0074998181247149728 0.0053750982696773994 -0.0059484557040622964 -0.0079707898653781362 0.0021900666621180388 0.0047913664378108249 0.003625513492502965 -0.002185441239213061 0.00071911836710359539 -0.0022121457634570831 0.006375375271533144 -0.005577408459568018 0.00076229076130401147
leaf_weight=2.1443817149847773 8.1452754493802804 6.1800064183771601 7.7210797928273669 1.7855799812823523 5.0454038865864295 191.4028781093657 10.299295266158877 3.6956771202385426 7.1188537627458635 3.0311929285526267 3.8215370494872358 6.5986466165631992 6.0544180795550346 37.509561605751514 5.266329698264598 2.4581658635288468 4.9329888112843028 2.1830831179395309 2.3820919618010521 6.1390175092965356 5.4266121052205545 4.6811052486300468 14.835480343550445 6.7571134641766539 5.7513407617807379 12.831679649651049 15.865354282781473 6.3124550245702178 3.1865449324250221 36.635485343635096
leaf_count=87 57 33 210 24 60 798 131 13 36 40 23 90 43 175 74 94 17 49 7 74 42 24 47 24 33 83 199 21 38 254
internal_value=0.000256369 -0.000519001 -2.54788e-05 -0.000716421 -0.00281133 0.000754258 -0.00428086 -0.00105435 -0.000334113 -0.00639655 -0.000497758 -0.00282045 -0.00436647 0.000164825 -0.00182492 -0.00018152 -1.01986e-05 0.000631357 0.000176268 -0.00197334 -0.000556731 -0.00326507 0.0021763 0.00303581 0.000953658 -0.000325781 0.000436551 0.00296905 -0.000892262 -0.000136561
internal_weight=436.199 170.569 140.352 106.828 30.2168 265.629 22.0716 8.74108 99.1073 13.3305 74.2266 16.4746 12.6531 57.752 20.2424 97.3218 94.8636 71.498 66.565 23.3656 17.2266 10.1077 33.5239 27.3439 12.5085 14.9761 64.3819 11.8811 5.56864 52.5008
internal_count=2900 1527 1226 1089 301 1373 244 73 879 171 575 156 133 419 244 855 761 585 568 176 102 66 137 104 57 170 519 66 45 453
is_linear=0
shrinkage=0.00624749


Tree=182
num_leaves=31
num_cat=0
split_feature=1 1 1 0 1 1 1 3 0 0 1 4 3 4 4 1 4 3 0 3 1 1 0 3 3 0 1 4 2 2
split_gain=2.05547 1.96055 3.98426 2.2275 5.19458 10.6306 4.74579 6.58962 3.2569 4.46331 3.24962 2.89026 2.23388 2.19961 2.88319 2.40609 2.12389 1.77853 3.90806 3.85154 1.73082 3.14912 2.17769 1.7003 1.91995 3.67497 3.17335 2.00792 3.65674 3.14127
threshold=54.884872733100003 70.343506983200015 70.73871032835001 96.055920542800024 72.953999827850012 74.986474174450009 71.090898343450007 0.082775000000000029 98.615332683000005 99.20948192980002 75.779569322950024 36.735256530150004 0.11467000000000002 43.968221017800005 45.90502654165001 74.188002109750016 42.898324343550009 0.088990000000000027 97.483491810050012 0.10611500000000003 76.220476456350013 77.52437864960001 100.53758024625002 0.43162500000000009 0.11906000000000001 86.692020874450009 61.966271448700006 41.872669623500009 -0.058529999999999992 -0.14143499999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 23 -3 6 16 -6 -4 13 17 -10 -11 12 -12 -8 -15 -16 -5 18 -7 -19 -13 -22 -23 24 27 26 -26 29 -29 -2
right_child=1 2 3 4 5 8 7 -9 9 10 11 20 -14 14 15 -17 -18 19 -20 -21 21 22 -24 -25 25 -27 -28 28 -30 -31
leaf_value=-0.018018870432569199 -0.0026219891180728995 -0.020073790744756129 0.0078753585674548321 0.015227963094384785 -0.025185056171095566 -0.0013180181549414464 -0.010000578946997869 -0.021569808837627675 -0.027103228270176079 -0.025208058308134381 -0.018923799641723808 0.018094908859498656 0.0076182311258821949 0.014225346270385896 0.012379762027084008 -0.022324271260943433 0.00088790022360294958 -0.0069109505113460114 0.016324733524799951 0.014240278430076287 -0.015573416445832178 0.0089023681180453486 -0.0002651413579301677 0.011589584930956279 -0.00328305069171292 0.0057494794055976475 -0.025339597953796686 0.0012084789345639679 -0.0076368493778721739 0.0041776235505429603
leaf_weight=1.7920134575106192 24.6198068568483 3.1914335330948225 6.0898438319563892 8.872986897826193 5.10304972808808 6.2153939716517952 4.7868688162416237 7.8964480934664598 1.9612450338900078 1.5885020755231369 4.0136937662027767 1.6072222348302592 1.2195393368601797 4.0704566538333893 0.94802151434123549 1.5573346745222805 4.6395407598465672 7.519255578517912 9.1636111177504045 3.834458164870739 3.6051839534193268 8.7448437474668008 60.668015297967941 4.7172454744577399 4.529078856110571 5.3931751400232315 3.3451937474310398 77.325520591810346 16.777363114058971 107.75258752517402
leaf_count=91 183 56 30 29 54 31 40 110 20 17 176 5 18 24 10 41 41 40 26 15 38 35 671 16 22 20 34 413 143 451
internal_value=0.000334133 0.000415995 -0.00107969 -0.000686333 0.000229856 -0.000951386 -0.00533998 -0.00951875 0.000171408 -0.00150058 -0.000884071 -0.000400231 -0.0127385 -0.00114391 0.00530331 -0.00919234 0.0103043 0.00538816 0.00919445 0.000232395 0.000465013 7.69561e-05 0.000889809 0.00137839 0.00117747 -0.00517259 -0.0126532 0.00154947 -0.000368532 0.00291297
internal_weight=403.549 401.757 157.297 154.106 128.757 115.244 25.349 19.2591 110.141 83.4082 81.447 79.8585 5.23323 11.3627 6.57581 2.50536 13.5125 26.7327 15.379 11.3537 74.6253 73.018 69.4129 244.46 239.743 13.2674 7.87427 226.475 94.1029 132.372
internal_count=2900 2809 1527 1471 1216 1146 255 225 1092 980 960 943 194 115 75 51 70 112 57 55 749 744 706 1282 1266 76 56 1190 556 634
is_linear=0
shrinkage=0.0171747


Tree=183
num_leaves=31
num_cat=0
split_feature=0 4 2 0 4 4 2 2 3 3 3 2 3 3 3 0 3 2 1 1 2 0 2 2 3 4 1 4 0 3
split_gain=5.33479 5.66981 4.22583 3.72715 4.8087 3.81622 3.6369 3.18736 3.13696 3.27912 3.02737 6.50407 2.95618 4.78126 7.63904 4.28704 2.36416 2.24465 3.08409 1.86038 4.4396 4.80027 5.93057 4.7305 4.47699 6.02236 5.7808 6.49399 4.02632 3.95675
threshold=102.84427732220001 39.995120105550008 -0.24103499999999997 75.994645973400011 44.527357125550004 44.921040431000009 -0.16297999999999999 0.68694500000000025 0.09117500000000002 0.089785000000000018 0.089580000000000021 -0.23871499999999998 0.079785000000000009 0.078505000000000019 0.075065000000000021 106.56510337475001 0.080515000000000017 -0.16297999999999999 56.229101798300007 69.873026810350026 0.22542000000000004 96.249489528150022 0.06041500000000001 0.049615000000000013 -0.089509999999999992 38.238138001450004 71.090898343450007 41.395309858300003 86.530713386650021 0.12064000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 5 7 17 10 19 9 12 11 -6 13 14 -4 -14 -8 18 -1 28 21 23 -23 24 -21 -26 27 -27 29 -5
right_child=1 2 8 4 6 -7 16 -9 -10 -11 -12 -13 15 -15 -16 -17 -18 -19 -20 20 -22 22 -24 -25 25 26 -28 -29 -30 -31
leaf_value=0.0026301086871309957 -0.0043682910667075118 -0.0055214696208119828 0.0013103771570571569 0.00049658330131695792 -0.0057600128919497711 0.00051994231304823882 -0.0058081360769036946 0.0042513074297149201 -0.0042007409345536833 0.0051571635306924407 0.0034117789454507345 0.00088849635369647793 0.0011302440692484679 0.0044984781512516754 -0.005549423911818235 -0.0060304638880952673 -0.0015343261934521455 -0.0056113321971958908 -0.0052269596821431083 0.0027724059286504646 -0.0039254678226579107 0.00038346540518115094 0.0037551004641932745 -0.0059229960386392904 -0.0063106733363893219 0.0029679676111352962 -0.0041572199115151292 -0.0039901281616997368 0.0015042328891062286 -0.0026937873012238935
leaf_weight=2.3040207345038652 10.124701597727833 3.3480999907478681 14.592806212604051 103.18841091729701 4.5399375483393678 9.4885040614753944 4.9458802156150323 5.3462188318371764 3.598633997142314 2.9417439997196189 4.3783346265554419 11.447512790560722 3.5135991647839537 5.7732608672231427 4.7550423275679341 3.8943674638867378 6.7786777513101697 5.6119712647050637 2.118553638458252 7.3092981502413741 5.6933341752737752 63.943213837221265 14.059721928089855 3.9444416332989922 4.5394389759749201 11.536779981106521 6.3014535941183558 3.9875213988125315 107.08048326522112 9.3678539954125863
leaf_count=37 281 68 97 489 66 51 83 18 49 11 17 54 19 30 79 94 57 106 48 27 48 327 45 40 55 42 65 38 401 58
internal_value=0.000199702 -0.00120795 -0.000453602 0.000385575 0.000488904 -0.00161711 -0.00125172 0.000650202 -1.93059e-05 0.000404915 -5.11208e-05 -0.000999473 -2.48515e-05 0.000744602 -0.000375528 -0.00263414 -0.00333719 -0.00363787 -0.00113368 0.000593736 0.000126569 0.000326095 0.000991189 -0.00105298 -0.000482532 -0.00138491 -0.000360421 0.00118073 0.000851773 0.000231055
internal_weight=450.454 52.5423 42.4176 397.912 378.389 19.523 32.0903 346.298 39.0695 35.4708 20.3658 15.9875 32.5291 25.1211 19.3478 7.40797 11.7246 10.0345 4.42257 340.952 121.315 115.622 78.0029 37.6189 33.6745 26.3652 21.8258 15.5243 219.637 112.556
internal_count=2900 728 447 2172 1930 242 277 1653 379 330 137 120 319 206 176 113 140 191 85 1635 687 639 372 267 227 200 145 80 948 547
is_linear=0
shrinkage=0.00470027


Tree=184
num_leaves=31
num_cat=0
split_feature=1 4 4 3 3 2 0 0 1 1 1 3 3 1 1 0 1 0 1 4 1 0 1 4 0 0 2 2 4 3
split_gain=1.79479 1.66007 3.39475 1.33132 2.73953 2.40458 2.04504 2.09115 2.15487 1.34509 6.77025 2.29951 3.83834 2.157 5.56505 4.77808 3.8891 3.59765 3.67155 2.80804 2.59874 3.12348 2.19735 6.18679 3.9225 2.05548 2.02259 5.74498 3.91762 8.19131
threshold=90.988176966900014 48.315732392000008 48.988717865950008 -0.25765499999999997 -0.25276999999999999 -0.23557500000000001 95.071944867050021 76.591483678350016 55.788194664950005 60.474177186300004 57.960468834350003 1.0000000180025095e-35 -0.11050499999999999 66.697957758300021 66.318885161900013 92.031298721500022 65.630639880500027 90.603727454250006 67.649671936450019 38.238138001450004 61.82916008405001 85.872041144650012 64.434276012450013 43.45354240915001 89.057864029250013 83.992808911450012 -0.058529999999999992 -0.069554999999999992 39.945535567850008 0.099010000000000029
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 5 -5 -1 7 8 -7 10 11 12 -6 14 16 17 19 18 -15 20 -11 25 24 -24 -21 -22 27 28 29 -17
right_child=1 2 -4 4 9 6 -8 -9 -10 13 -12 -13 -14 15 -16 26 -18 -19 -20 22 21 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.027017218417437486 -0.0225554446390418 0.021860842484350582 -0.02373602132524287 0.017694594114038734 0.0038800330303709867 0.0079716100409316076 -0.019167731761248769 0.0061688702985004378 -0.031480538289355237 0.022190918716501053 -0.026210958775597117 0.0099906375407972162 -0.028225579656868817 0.016861065362153881 0.019602124343428048 -0.0018725243034152155 -0.014907036950911518 -0.0284483581213665 -0.021046271365437685 0.00086796932668528615 -0.027864533276667984 0.01181469402552409 -0.033439002295283529 0.010020395203756307 0.014549746558383593 0.0050678132892966136 0.0032069380775004513 -0.030077785155521314 0.00186935110505784 -0.031421492277801007
leaf_weight=2.1463909847661879 3.116655263118445 1.6358952168375256 1.5047201528213916 4.5916304346173993 5.7678461885079768 1.1211364502087229 2.8140598116442552 9.9181008134037238 1.6318776113912461 6.1429293155670193 5.2859755884855977 8.7697878386825305 2.5901771252974894 2.4559412226080877 8.9661819487810117 23.050826146733019 6.3745575305074444 5.0227208938449621 2.4500016486272216 114.29255248978734 1.9210939547047012 8.8632609248161298 3.0720983184874049 3.2209263667464256 11.029229879379271 1.7281493991613386 66.761975949630141 3.3070238698273888 75.571230168454349 5.5966323753818861
leaf_count=55 249 11 59 21 55 29 38 48 35 17 54 43 48 8 33 201 43 51 44 548 34 31 32 18 42 7 412 33 524 77
internal_value=0.000414771 -0.0112272 1.46398e-05 0.000599444 0.000874764 -0.00528486 -0.00227255 0.00147961 -0.0154141 0.00066729 -0.0045358 0.00215357 -0.0060696 0.00100066 0.00281511 -0.000630546 0.00185424 -0.0154141 -0.00206966 0.00256527 0.0105203 0.00479075 0.0014377 -0.0111954 0.00207207 -0.012269 0.000211633 -0.00164813 -0.000746014 -0.00764528
internal_weight=400.722 6.25727 3.14062 394.464 376.833 17.6316 15.4852 12.6711 2.75301 372.241 22.4138 17.1278 8.35802 349.827 165.611 184.216 156.645 9.92866 4.90594 150.27 18.6554 12.5125 131.615 6.29302 125.322 3.64924 174.288 107.526 104.219 28.6475
internal_count=2900 319 70 2581 2376 205 150 112 64 2355 200 146 103 2155 805 1350 772 103 52 729 89 72 640 50 590 41 1247 835 802 278
is_linear=0
shrinkage=0.0219093


Tree=185
num_leaves=31
num_cat=0
split_feature=1 0 0 4 3 0 3 3 1 1 3 4 0 1 0 4 1 1 4 2 4 1 0 2 2 3 4 2 0 1
split_gain=5.66032 5.63139 5.75431 5.42554 4.56526 4.42 3.90519 3.64756 3.58628 6.90129 3.51049 3.84395 3.39142 6.68906 3.32293 5.10594 3.84106 3.28322 3.66004 3.24755 3.09698 2.92448 5.55853 3.8382 3.85587 2.73939 2.73639 5.68243 2.72845 2.90638
threshold=70.343506983200015 96.055920542800024 97.835679825150024 36.735256530150004 -0.089509999999999992 86.530713386650021 0.12064000000000002 -0.04931 71.090898343450007 70.865067860500019 -0.101725 39.039757512550004 90.837623311600012 68.214248143850014 90.337570099350003 41.322103772800006 64.434276012450013 64.654729579150015 39.852039223600009 -0.61225999999999992 45.673096293200011 62.041548276350007 85.678472159250006 -0.10098 -0.082509999999999986 0.076825000000000018 43.162556114600001 -0.068524999999999989 122.45926784190002 78.285212300550015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 4 25 -4 -2 6 7 10 9 -6 -1 -12 14 17 15 16 -7 -14 -19 -5 -10 -9 -23 -24 -25 -3 27 -17 29 -21
right_child=1 2 3 19 8 12 -8 21 20 -11 11 -13 13 -15 -16 26 -18 18 -20 28 -22 22 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0003178138863629788 0.00069555041327138355 -0.0011797695983796143 -0.0042944821852997249 -0.0065069030239149625 -0.0044285693541454719 0.0038594685783879049 -0.0028557241807434085 0.0012803152503497812 -0.0060874264846945223 0.0038975566307531146 0.001257965879510932 -0.0064230379866115767 0.0018316933988717279 0.0014419284068143362 0.0039348701196999999 -0.00295762420720928 0.00080947846041573579 -0.00019695225989338627 -0.0053260396926230495 -0.0014866275581443497 -0.00081137661099015381 -0.004427005132875781 0.0035205233613060977 -0.0041858687575007537 0.00077543445601883259 0.0022803376779775195 0.0023072245498508195 0.0018286428401083337 -0.0050634460633456127 0.00039993843580219107
leaf_weight=27.631908581592143 8.4122938588261622 6.2131372541189185 8.0910088103264552 1.8276196923106898 5.4569524209946412 21.528359919786453 9.6261029019951803 65.360541155561805 10.621192403137682 3.6903578639030457 2.070381646975874 4.7387406229972839 3.5178058072924641 35.293986352160573 13.772167563438414 12.628877446055414 15.857301458716391 5.0935541912913305 7.7702324464917183 23.859327249228954 3.2021506633609524 6.2805317044258144 6.8386151418089893 4.8687091171741548 12.009367238730187 27.265053883194923 8.1344049870967847 9.6980829834938067 2.4696016870439044 74.281653325073421
leaf_count=250 57 33 210 24 60 68 58 281 131 13 17 63 14 139 43 58 59 22 69 176 40 71 19 29 49 104 30 34 94 585
internal_value=0.000195819 -0.000463239 -6.98708e-05 -0.000587224 -0.0022683 0.00061967 3.4301e-05 0.00024863 -0.00335371 -0.00106951 -0.00106311 -0.00408755 0.00123196 0.000289251 0.00182882 0.00140131 0.0025658 -0.00219418 -0.00329512 -0.000294409 -0.00486524 0.000722399 -0.000493237 0.000548483 -0.00065572 0.00163818 -2.78794e-05 -0.00087863 -0.000181557 -5.87099e-05
internal_weight=448.11 175.39 144.007 110.529 31.3829 272.72 139.425 129.799 22.9707 9.14731 34.441 6.80912 133.295 51.6756 81.6192 67.847 37.3857 16.3816 12.8638 102.438 13.8233 95.3578 29.9972 23.7167 16.8781 33.4782 30.4614 22.327 100.611 98.141
internal_count=2900 1527 1226 1089 301 1373 837 779 244 73 330 80 536 244 292 249 127 105 91 879 171 449 168 97 78 137 122 92 855 761
is_linear=0
shrinkage=0.00470263


Tree=186
num_leaves=31
num_cat=0
split_feature=0 4 0 4 1 3 1 3 1 1 3 0 1 0 3 3 3 2 3 3 1 3 3 0 3 0 4 3 0 1
split_gain=6.26998 5.3772 5.20736 5.6497 4.01357 5.49994 4.17187 3.88859 3.63779 3.59782 4.09985 3.52709 5.62132 4.29596 3.36525 4.99506 3.54284 3.62436 4.45218 3.19241 3.75267 2.80339 2.73416 4.11672 2.7304 2.65764 2.72083 2.58006 4.98303 4.45336
threshold=98.201310130900012 36.735256530150004 85.716110573100011 44.527357125550004 78.285212300550015 0.085495000000000029 90.988176966900014 0.099780000000000021 75.18810853425002 62.00390986255001 -0.17732499999999998 84.95796538030001 58.549241164900003 76.591483678350016 0.078935000000000019 0.070195000000000021 -0.11050499999999999 -0.15009499999999998 -0.25445999999999996 0.091705000000000023 75.922057603850007 0.11360500000000003 0.080375000000000016 95.429509798400019 0.093295000000000031 85.447264760050004 41.966555987550002 0.088165000000000021 97.483491810050012 75.085947125300024
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 7 27 5 -3 -6 9 22 11 -11 12 13 14 15 16 17 18 -1 -7 -21 -9 23 -5 -14 -13 -27 28 29 -4
right_child=1 4 3 8 6 19 -8 21 -10 10 -12 25 24 -15 -16 -17 -18 -19 -20 20 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0029222054728678119 -0.0034128596645787677 -0.004778091119027955 0.0011713200111859317 -0.0036572769574540983 0.00032423414449740738 0.0017609231565794952 -0.0023916568307913513 0.0022542348327319545 -0.0047925976232888103 0.00090806127993543762 -0.0039477201927708792 0.0025883290445256005 -0.0051141536452032708 0.0024727370046987536 -0.0058932116834593011 0.005154469123731251 -0.0048838166308227604 -0.0043203326655898563 0.0027771001615125735 -6.7438862940741732e-05 -0.004819732880917936 -0.00095974586865022089 0.00084208858062481825 0.0021442709912514214 6.6958804927768337e-05 0.0016176060877189703 -0.0025191278700968612 0.00046797063649688678 0.0037925660852299783 -0.0024432516338883654
leaf_weight=2.9698435217142114 8.7508764667436463 6.2099322900176075 108.72741454839706 6.2553760930895859 74.660704456269741 5.3724269643425933 8.981056420132516 11.408606741577389 3.2938754186034194 3.363981992006301 9.217901321128009 7.9226573482155827 6.0360613428056231 6.2197034470736972 1.9010865278542031 1.8895398229360569 3.1502206902951064 2.5308943372219792 5.6175412032753238 6.3439277708530408 3.745805636048317 5.8034745827317229 9.9814733974635583 2.3982846662402153 1.8940781652927396 4.6202967092394811 4.3995039463043213 125.69308985769749 9.9225883930921537 5.0559631045907727
leaf_count=44 207 75 433 75 439 20 256 42 58 22 106 25 75 23 19 4 47 65 24 34 32 34 49 11 8 15 27 565 26 40
internal_value=0.000189504 -0.000577132 0.000439155 0.000686764 -0.000341502 -0.00178537 3.26146e-05 -0.000411854 -0.00114533 -0.000853054 -0.00264944 -0.00039321 -0.00112466 -0.00022578 -0.00115517 -0.000597712 -0.00135946 -0.000360876 0.000806064 -0.000583436 -0.00183172 0.00117056 -0.000500656 -0.00204943 -0.00387667 0.000997338 -0.00040013 0.000847855 0.00123384 0.00101071
internal_weight=464.338 114.065 350.273 271.328 105.314 21.6721 83.6418 78.9454 21.929 61.7333 12.5819 49.1514 32.209 24.2788 18.0591 16.158 14.2685 11.1183 8.58738 15.4622 10.0897 17.2121 18.6351 8.65366 7.93014 16.9425 9.0198 249.399 123.706 113.783
internal_count=2900 1063 1837 1257 856 161 695 580 193 504 128 376 309 226 203 184 180 133 68 86 66 76 135 86 83 67 42 1064 499 473
is_linear=0
shrinkage=0.00376483


Tree=187
num_leaves=31
num_cat=0
split_feature=0 3 2 3 2 4 2 1 2 3 4 3 0 4 2 2 2 1 2 1 0 4 4 2 2 0 1 1 4 2
split_gain=1.78379 3.85632 2.94834 2.27591 2.41987 3.20348 3.92379 3.26012 1.97917 2.43943 3.3114 1.89174 4.41 1.78056 1.72925 4.07844 3.72177 2.93304 7.88391 4.16204 2.28157 4.44256 7.05462 6.31232 3.41305 2.65626 6.04091 4.44924 5.07212 2.06523
threshold=102.84427732220001 0.090720000000000023 -0.24103499999999997 0.089785000000000018 -0.15895000000000001 40.580626202750004 -0.088944999999999996 89.619751778500017 -0.085734999999999992 0.079785000000000009 41.061442884200012 -0.15148999999999999 104.62941352080001 45.027406014450008 -0.59309999999999985 -0.5422499999999999 -0.58180999999999994 81.524804347700012 -0.11911999999999999 80.288113607700012 98.851916998450022 40.259171735100004 41.24714903835001 -0.22573999999999997 0.090855000000000033 97.013011637200023 75.645146416450004 75.403185184700007 38.994321257850011 -0.62958999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=14 2 -2 4 11 -6 7 -7 -8 13 -11 -4 -13 -10 29 16 -16 19 -19 20 25 24 -23 -24 -22 26 -17 28 -27 -1
right_child=1 -3 3 -5 5 6 8 -9 9 10 -12 12 -14 -15 15 17 -18 18 -20 -21 21 22 23 -25 -26 27 -28 -29 -30 -31
leaf_value=-0.003434023156394793 -0.022852669068574846 -0.019333573378184407 0.02099623473088252 0.017633791316863986 -0.022661928606364453 -0.025104321469551674 0.016955090563156437 0.0048832469707587815 -0.0073848887030375952 0.020710738339635888 -0.030077426656301039 0.018754543261630362 -0.024974058806017243 0.014784227802695508 -0.0027450964884047609 0.00097986865568129924 -0.030923469718348449 0.018242572193174194 -0.029118719338021671 0.013202929220571584 -0.0279203614108753 0.01893596505342016 0.017601494676842952 -0.021905972485791205 0.0057924770365194748 0.013103384241940739 -0.027164988427410424 0.015464733540435717 -0.0181422067917399 0.01179160431020857
leaf_weight=5.4271843023598221 2.4629521863535038 5.6965982737019649 3.2081385599449277 2.9748803200200191 3.461660410743213 4.2184165865182921 4.1422589486464902 2.4092841562815011 2.4181077433749945 0.74369672639295492 2.0122830765321851 2.2458479702472682 1.7246042988263068 4.1839258866384625 5.1319299750030041 268.42904837289825 3.2307765614241344 2.2754683457314968 4.2887280993163577 11.748869468457995 5.0912620071321752 5.4955163076519957 2.3676490411162376 6.1643415819853526 1.6924552880227564 4.1779462993145007 3.2649604855105272 13.46470010653138 4.6359736137092113 12.327901931479571
leaf_count=29 88 167 11 20 135 65 18 46 28 5 57 7 50 31 28 1580 37 11 47 39 68 14 14 69 10 17 78 43 37 51
internal_value=0.00041137 -0.00360426 -0.00112943 0.000456174 -0.00120467 -0.00438642 -0.00124335 -0.0142033 0.0051191 -0.000120018 -0.0163723 0.00925088 -0.000239397 0.00666441 0.000879796 0.000554405 -0.0136313 0.00091055 -0.012701 0.00118418 0.000735596 -0.00584517 0.00076287 -0.0109426 -0.0195094 0.00120147 0.000641651 0.00802861 -0.00333127 0.0071376
internal_weight=401.117 41.9027 36.2061 33.7431 30.7682 23.5896 20.128 6.6277 13.5003 9.35801 2.75598 7.17859 3.97045 6.60203 359.215 341.46 8.36271 333.097 6.5642 326.533 314.784 20.8112 14.0275 8.53199 6.78372 293.973 271.694 22.2786 8.81392 17.7551
internal_count=2900 728 561 473 453 385 250 111 139 121 62 68 57 59 2172 2092 65 2027 58 1969 1930 175 97 83 78 1755 1658 97 54 80
is_linear=0
shrinkage=0.0205666


Tree=188
num_leaves=31
num_cat=0
split_feature=1 1 0 1 1 4 3 1 0 0 4 4 2 2 2 3 4 4 3 0 3 4 0 1 4 3 3 4 0 2
split_gain=4.62271 2.85337 5.51266 4.94605 3.49743 3.19365 2.62748 4.39764 2.60867 5.00263 6.96167 3.02313 2.92916 6.10508 3.6076 6.27128 5.97265 5.6153 4.06542 3.78797 3.40361 2.95627 5.25568 4.85295 8.96927 5.01561 3.9775 2.81215 2.55837 2.53849
threshold=89.912793714750009 70.343506983200015 85.716110573100011 70.73871032835001 62.00390986255001 37.186372654950006 0.10332500000000001 64.071334164850015 85.807518149550006 86.001087134900004 40.532725462000009 42.718072821900002 -0.068524999999999989 -0.054494999999999995 -0.093604999999999994 -0.22831499999999999 42.654057868200006 38.512991772500008 0.087605000000000016 87.181320254150009 0.082975000000000021 41.495754733000005 86.866770652900016 63.910026677050006 38.175120519550006 0.086785000000000015 0.10970500000000002 41.678468725050003 86.866770652900016 -0.58180999999999994
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 -3 -1 29 7 -6 -4 10 -10 -12 14 -14 15 -11 17 -16 20 -20 -17 23 -23 -15 -25 -26 -24 -21 -18 -5
right_child=-2 3 8 5 6 -7 -8 -9 9 12 11 -13 13 21 16 18 28 -19 19 27 -22 22 26 24 25 -27 -28 -29 -30 -31
leaf_value=2.3730197596002933e-05 -0.0024372034877141145 -0.004999312928203407 0.002660999501913148 0.0023657091418641711 -0.0055361459531657583 0.00013247035191566841 0.0010604429737196971 -0.00052638335232751173 0.0011767797813560569 -0.0029471452458555447 -0.0068867559032417336 -0.0011346720129947155 0.0039828854500462505 0.0032162758317592043 0.0012321041663137795 0.0010357227700250448 0.0032033155277584528 -0.0038505535647527719 -0.0026508965689682976 0.0019553747344849409 0.0039546302697566239 -0.0046508200875803223 -0.00078901615533069386 0.0024099623010146475 -5.9243865639594322e-05 -0.0066587278649997243 0.0039888587412859689 -0.0016642683587735382 -0.00034279471638688612 -0.0024701229422152702
leaf_weight=59.807155064307153 11.558852296322582 3.6854622084647408 13.767563849687575 2.2192671597003963 6.3769499454647285 143.15391442924738 3.4291309341788283 6.0373658649623394 7.5059473961591703 6.2016830109059731 4.2321606539189816 2.6172939613461494 15.09935089945793 18.199377469718456 5.5735908597707846 12.963503174483778 6.9166689440608007 12.420440331101416 5.816051401197913 17.35215084254742 15.55391453206539 4.0567207932472256 9.3300665691494924 13.145489759743215 4.2789274752140027 3.8923389613628387 4.6063929423689833 4.8637386038899413 7.5114641487598419 14.307441764511166
leaf_count=428 360 56 41 20 72 899 18 57 26 48 35 14 41 62 21 56 19 67 29 57 40 30 52 43 20 27 13 26 31 192
internal_value=0.000188655 0.000258442 0.000522744 -0.000180895 -0.000441848 -6.9685e-05 -0.00219935 -0.00309978 0.000895231 0.000761759 -0.00162188 -0.00468879 0.000965703 0.00160211 0.000480177 0.00106894 -0.000659331 -0.00227622 0.00150938 0.000371635 0.00262775 0.000977032 -0.000436521 0.00162068 0.000258417 -0.00320287 0.000790206 0.00116292 0.00135717 -0.00182075
internal_weight=446.48 434.922 271.555 163.366 75.6506 159.681 15.8434 12.4143 195.905 182.137 14.3554 6.84945 167.782 72.6087 95.1732 62.751 32.4222 17.994 56.5494 28.0319 28.5174 57.5093 17.9932 39.5161 21.3168 8.17127 13.9365 22.2159 14.4281 16.5267
internal_count=2900 2540 1373 1167 575 1111 147 129 798 757 75 49 682 288 394 256 138 88 208 112 96 247 95 152 90 47 65 83 50 212
is_linear=0
shrinkage=0.00420704


Tree=189
num_leaves=31
num_cat=0
split_feature=1 4 4 1 2 1 0 4 4 2 3 2 4 1 3 0 4 3 1 2 2 1 4 4 4 1 2 4 1 0
split_gain=1.78801 1.40528 2.99627 1.2584 2.70806 1.33331 2.80549 2.04558 2.4269 1.98181 4.41737 3.49645 2.39037 4.0798 2.76699 1.91001 3.02726 2.51548 2.56668 2.20595 4.07127 3.37821 5.4773 2.51913 3.62172 2.36616 2.31692 2.18815 2.02879 2.00059
threshold=90.988176966900014 48.315732392000008 48.988717865950008 55.583871847050013 0.11529000000000002 69.873026810350026 92.031298721500022 38.238138001450004 37.962710038050005 -0.033594999999999993 -0.22588499999999997 -0.58180999999999994 37.272044000450002 72.026481772850005 0.11360500000000003 86.530713386650021 44.015822920550008 0.11614000000000002 61.966271448700006 -0.068524999999999989 -0.083794999999999994 64.071334164850015 38.238138001450004 42.297164883650005 40.12915366295001 68.214248143850014 -0.088944999999999996 47.833738492450003 62.116825104000007 90.662873533100012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 -1 15 -7 8 9 10 -8 -12 13 -11 -15 17 19 -5 -19 20 25 -21 -23 24 -24 26 29 -18 -22 -17
right_child=1 2 -4 5 -6 6 7 -9 -10 12 11 -13 -14 14 -16 16 27 18 -20 21 28 22 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.022326512120123199 -0.02101948774288237 0.018324507958692105 -0.02215944970161593 0.00084512220235484286 0.02336060339299104 -0.024639162079562387 0.015670780278848634 0.00057364470563728179 -0.026820761589250293 0.014991094598047356 0.0072900223831927355 -0.02075055865101354 0.016755995492742086 -0.026441147242016912 0.012213706612287129 0.0027768851962311756 -0.017800033155575386 -0.00025729871006686933 -0.020843639271793023 0.014825765008628913 -0.00069171812325811695 0.013235597364498874 -0.0024189633367359595 0.0074729235736852185 -0.031804808786840548 0.014632328336130524 0.015573829761574115 0.0039021205421857466 -0.01779514571229282 -0.011706332351079842
leaf_weight=2.4673614618368442 2.8716828445903948 1.5929025178775194 1.470224482938647 114.53814066573977 0.69552630931138981 2.029712982941418 2.4644989632070091 133.85895668715239 2.0924379844218484 2.809526711702345 2.377694045193496 8.5366395032033306 3.4509765617549419 3.1369514269754291 1.0283188447356222 25.529828242957588 4.4899463951587668 5.4888130053877813 4.7030742447823286 18.482096679508686 6.2625114768743497 10.578105740249159 4.3525823280215246 3.213392585515976 2.937936931848526 8.5516481623053533 4.974854961037642 3.425129409879446 5.4026336744427681 4.7271335050463668
leaf_count=113 249 11 59 655 2 57 24 902 32 9 20 147 12 73 4 103 52 25 41 73 24 37 21 14 25 26 15 18 29 28
internal_value=0.000398936 -0.010742 -0.00110678 0.000567347 -0.0122798 0.000671685 -0.000747732 -0.000444189 -0.00570526 -0.00384919 -0.00905804 -0.0146419 0.00283503 -0.00405275 -0.0168981 0.0016804 0.00374242 -2.11875e-05 -0.00975692 0.00475467 0.00212253 0.00844358 0.00284848 -0.007612 -0.0142609 0.0049828 0.00264061 -0.00840875 -0.00861306 0.00051413
internal_weight=398.541 5.93481 3.06313 392.606 3.16289 389.444 161.786 159.756 25.897 23.8046 13.3788 10.9143 10.4258 6.9748 4.16527 227.658 102.928 124.73 10.1919 95.0127 55.4486 39.5641 21.082 10.5039 7.29052 43.7835 35.2318 7.91508 11.6651 30.257
internal_count=2900 319 70 2581 115 2466 1280 1223 321 289 191 167 98 86 77 1186 465 721 66 395 225 170 97 60 46 172 146 70 53 131
is_linear=0
shrinkage=0.0204501


Tree=190
num_leaves=31
num_cat=0
split_feature=1 1 0 3 3 2 1 2 4 2 3 1 4 2 3 4 0 0 1 3 1 4 4 0 4 4 1 4 2 2
split_gain=4.87827 5.49878 4.07799 4.05443 4.10097 3.07952 4.79028 4.71902 7.29106 4.69624 5.88088 4.95154 4.19692 3.14697 3.05317 3.01231 2.85075 5.95001 4.8868 7.39272 3.79864 4.19929 5.94896 3.49488 4.99355 3.65236 10.0488 3.80887 3.64606 3.39452
threshold=70.343506983200015 70.73871032835001 86.530713386650021 0.25847000000000003 0.21240500000000004 -0.068524999999999989 64.071334164850015 -0.054494999999999995 38.175120519550006 -0.083794999999999994 -0.112455 68.214248143850014 39.749124837650008 -0.081169999999999992 0.12064000000000002 32.785955158400007 96.055920542800024 97.835679825150024 71.090898343450007 0.076580000000000023 78.220689305400015 39.995120105550008 42.072181850200003 102.84427732220001 44.710446918150005 39.468990633150007 81.188747081400024 41.840895355800008 -0.088944999999999996 -0.16717499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 14 4 15 9 -7 -8 -9 10 11 -4 -10 -11 -1 -3 18 -18 -17 29 21 -19 -23 25 -25 -22 27 -27 -26 -20
right_child=1 3 5 -5 -6 6 7 8 12 13 -12 -13 -14 -15 -16 16 17 20 19 -21 23 22 -24 24 28 26 -28 -29 -30 -31
leaf_value=0.00022961050772283138 -0.0058398821038290905 -0.0053036509606908195 -0.0074457010218519238 -0.0062423023506052748 0.0048702944925298735 0.003778749722823921 0.0048625212116339186 0.0027469642276997828 -0.0062916310783868645 -0.0052375854364087801 0.0016571754512070957 0.0010530028523191811 -0.00061109915243920702 -0.00039755650197332144 -0.0025330273049757246 0.0020262998647635087 0.0018386711938616072 -0.0053511336476002357 0.0030830357339311975 -0.0053258323731790016 0.0031619536335628739 0.0013914254483467221 -0.004547732547015986 -0.0023687566339587827 -0.0010502130359204701 -0.00099613596665586038 -0.0052604733379891643 0.0037660263545153476 0.0028400585173022899 -0.0026010317395993836
leaf_weight=127.73750136373565 4.1067481078207484 2.6677512899041167 3.1113534644246092 2.5331534259021273 3.5249889958649865 21.943751975893974 5.6637586951255789 12.657806925475599 4.0281338617205611 4.3344606384634963 54.43080578558147 3.0634844489395618 10.728695116937159 10.011231765151022 9.6909359656274301 6.3293836489319828 32.290088422596455 6.7321227006614235 4.9300166815519333 11.3122824691236 12.619951535016297 9.9007896110415476 6.1602915525436392 23.916576312854886 11.583152404986324 6.1537825390696552 6.0279759317636481 9.8109870590269548 10.20278165489435 4.5482685025781411
leaf_count=779 56 97 30 34 15 74 15 42 24 24 201 21 64 41 58 30 124 68 31 145 54 38 68 415 129 27 44 32 77 43
internal_value=0.000201334 -0.000413747 0.000604678 -0.000283619 -0.000194151 0.00120724 0.00205973 0.000919357 0.000104715 0.000581429 0.00115932 -0.00322929 -0.0021617 -0.00185994 3.47997e-05 -0.000302224 -0.000220125 6.11419e-05 -0.00162437 -0.00273576 -0.000495521 -0.0022052 -0.000886562 -1.03181e-05 -0.000871743 0.0011271 -4.05395e-05 0.0019304 0.000771678 0.000355468
internal_weight=442.753 175.351 267.402 171.244 168.711 129.973 55.0221 33.0784 27.4146 74.9513 60.6056 6.17484 14.7568 14.3457 137.428 165.186 162.518 135.398 27.12 20.7906 103.108 22.7932 16.0611 80.3152 45.7025 34.6127 21.9927 15.9648 21.7859 9.47829
internal_count=2900 1527 1373 1471 1437 536 219 145 130 317 252 51 88 65 837 1422 1325 1076 249 219 952 174 106 778 621 157 103 59 206 74
is_linear=0
shrinkage=0.00474518


Tree=191
num_leaves=31
num_cat=0
split_feature=1 0 1 0 4 3 3 3 2 3 3 3 4 3 1 0 1 0 2 1 2 2 1 3 1 1 1 0 4 0
split_gain=1.86779 1.71827 1.46858 1.73061 1.92589 1.35773 2.03509 1.59996 4.43605 3.59071 2.30448 2.16523 5.8376 3.06314 3.2527 3.6931 2.40222 2.58345 2.07578 2.07559 3.03603 2.06392 3.7847 5.57318 1.9251 6.88834 2.48102 5.44336 5.10929 2.95005
threshold=54.884872733100003 114.06859001680002 89.264875305300009 122.45926784190002 46.051945193250006 -0.27223499999999995 -0.27687999999999996 -0.15684499999999998 -0.23955999999999997 -0.23472499999999999 -0.24637000000000001 1.0000000180025095e-35 41.468518788800004 -0.093074999999999991 62.009286778800011 97.013011637200023 55.895732990150002 78.236820054150016 -0.24237499999999998 62.084563606450011 -0.081474999999999992 -0.18126999999999999 62.057679025150001 -0.25276999999999999 57.960468834350003 59.74022811670001 61.923256118600001 85.613949164150014 43.968221017800005 85.40693788805001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 5 -3 4 -4 6 -2 8 18 10 21 12 13 -9 -15 -16 -13 -18 -7 -14 -21 -10 -23 -24 -19 -26 29 28 -28 -27
right_child=1 2 3 -5 -6 7 -8 11 9 -11 -12 16 19 14 15 -17 17 24 -20 20 -22 22 23 -25 25 26 27 -29 -30 -31
leaf_value=-0.020237449255544698 -0.002452467683052208 -0.025241802369433092 -0.02072750574319079 -0.020468776771903761 0.0090870929774749028 -0.024323920592627887 -0.025367557825410218 0.0084229224732759161 0.01293362864797408 0.014730301573796548 -0.010386826220819117 0.01816156902778639 -0.027077159244476349 0.011670983734246526 -0.024009506698583528 0.0030674258414460794 -0.01446915549299984 0.016633211521156585 0.003778682748388391 0.00048946938799175176 -0.028652297485235168 0.014269282399778885 0.0066049058870007275 -0.029353765272758566 -0.028047791706867459 0.013426516425859309 -0.025550546844942713 0.00099726860951903371 0.01204030779648438 0.00019143601640088826
leaf_weight=1.6431067851372052 8.98780459910631 1.5732717975042749 1.0631816447712479 1.7843785225413737 3.4492974299937487 2.7272908566519618 1.7342721726745356 11.021828433498742 7.4359443522989777 13.223643369972704 4.4967745207250145 2.9932163730263701 4.1407297402620298 2.8130658082664031 4.4998120237141848 3.2571823755279183 4.1398534178733817 2.902246516197919 1.5441035851836193 4.0066216457635164 2.0155868288129568 4.0783634856343252 3.608624399639667 2.9290598630905142 3.0762679837644091 12.782289363443853 5.3831074135377994 259.07526314724237 1.8130737356841562 12.489973261952398
leaf_count=91 99 33 89 129 31 42 29 68 28 48 35 9 53 14 38 32 48 9 12 46 27 12 27 26 30 38 71 1625 9 52
internal_value=0.000369095 0.000454804 -0.00850422 -0.00432232 0.0020625 0.000636914 -0.00615893 0.000830472 0.00449013 0.00671763 0.00201863 0.000394852 -0.00441788 0.00127919 -0.00616987 -0.0126398 0.000896493 0.000725182 -0.0141649 -0.0165217 -0.00926406 0.00510884 -0.000371983 -0.00950555 0.000936603 0.000781978 0.00108618 0.000535755 -0.0160796 0.00688552
internal_weight=396.689 395.046 7.87013 6.29686 4.51248 387.176 10.7221 376.454 40.0438 35.7724 22.5488 336.41 31.7548 21.5919 10.5701 7.75699 304.655 301.662 4.27139 10.1629 6.02221 18.052 10.616 6.53768 297.522 294.62 291.544 266.271 7.19618 25.2723
internal_count=2900 2809 282 249 120 2527 128 2399 230 176 128 2169 278 152 84 70 1891 1882 54 126 73 93 65 53 1834 1825 1795 1705 80 90
is_linear=0
shrinkage=0.0193676


Tree=192
num_leaves=31
num_cat=0
split_feature=1 3 2 1 0 3 0 4 0 3 3 3 2 0 2 2 3 1 1 0 4 3 2 4 3 1 3 4 3 2
split_gain=4.58066 2.81439 2.88644 2.86691 5.19632 4.75768 4.19794 4.1975 3.99275 3.76281 3.43198 6.21241 7.27967 4.74786 3.98979 5.3739 5.35882 9.11803 5.18266 5.55649 6.04131 5.03315 4.06958 3.92861 3.66466 3.6365 3.74904 5.75427 4.02978 3.62024
threshold=89.912793714750009 -0.27223499999999995 -0.065399999999999986 69.873026810350026 86.001087134900004 0.25847000000000003 85.872041144650012 40.532725462000009 85.716110573100011 0.21240500000000004 -0.21013499999999999 -0.22831499999999999 -0.18126999999999999 93.679323555450011 -0.060760000000000002 0.22542000000000004 0.083565000000000014 83.366398167100016 83.715897724050009 96.055920542800024 41.840895355800008 0.094625000000000029 -0.10098 39.995120105550008 0.076080000000000023 82.204984254750016 0.083795000000000022 41.289992964000007 0.090720000000000023 -0.58350999999999986
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 6 9 8 -8 -3 10 11 12 -5 -12 16 24 17 -15 19 22 21 -21 -18 -14 -16 26 -26 -28 -29 -23
right_child=-2 3 -4 5 -6 -7 7 -9 -10 -11 13 -13 23 14 15 -17 18 -19 -20 20 -22 29 -24 -25 25 -27 27 28 -30 -31
leaf_value=-0.00078037679433050735 -0.0027339379688423103 -0.00040110405709020485 -0.0063579264919520137 0.0037976101132496552 0.0012476370449298756 -0.0064348365749367035 -0.00034501337932071229 -0.0072483698045547329 0.0020175717175375143 0.005072535099840389 -0.0053116662723376971 0.0053355053531969274 -2.71796741702412e-05 -0.0046535348894457601 -0.0018508256838299843 -0.0022519326363431378 0.00040757302942016443 0.0011810557342633353 -0.0058060145789833265 0.0012023730115892346 0.003101718863128189 0.0019763538416830038 -0.0047865571511709545 -0.0075790238792281745 0.0054450144102000117 -0.0019905993522671968 0.0031062446574249046 0.00083512536167494622 -0.0066026117905653931 -0.0045411025056974778
leaf_weight=10.972419494763015 11.70627107657492 70.5058817230165 2.6020922400057307 5.2389534022659072 147.95330231636763 2.658374620601534 4.4314608424901945 3.6338965557515621 19.821493439376354 3.2318819761276236 4.2527823066338888 7.0538061894476405 3.1151461079716691 17.365366593003277 6.254510983824729 10.549820481799541 6.3020248897373676 9.3358187898993474 3.38619715347886 17.236535809934143 18.96247910708189 2.5450681373476973 7.4754962064325792 3.1311227157711983 8.0565082132816297 4.401150031015276 18.70725800096989 4.4290136471390715 2.6329597756266594 8.0203827377408725
leaf_count=102 360 479 52 20 593 32 18 32 66 11 67 19 26 195 39 94 38 70 62 85 67 9 76 29 22 47 65 25 26 74
internal_value=0.000205006 0.00028423 -0.00184953 0.000353081 0.000683731 -0.000114128 -0.000164216 -0.00345536 0.000129652 -1.62574e-05 -0.00011389 0.00181863 -0.00034131 -0.000352874 -0.000208095 0.000803127 -0.000822121 -0.00261353 -7.38964e-05 0.000246709 0.00102962 -0.000383666 -0.00241069 -0.00381276 0.00152771 0.00208049 0.00261019 0.0017239 -0.00193793 -0.00297114
internal_weight=445.969 434.263 13.5745 420.689 246.346 174.343 98.3927 8.06536 90.3274 171.684 168.452 18.539 11.4852 149.913 145.661 55.0312 90.6294 26.7012 63.9282 60.542 46.7645 27.802 13.7775 6.24627 44.4814 38.2269 33.8257 25.7692 7.06197 10.5655
internal_count=2900 2540 154 2386 1188 1198 595 50 545 1166 1155 94 75 1061 994 318 676 265 411 349 235 168 114 55 224 185 138 116 51 83
is_linear=0
shrinkage=0.00476116


Tree=193
num_leaves=31
num_cat=0
split_feature=4 2 4 0 1 4 4 3 4 3 2 1 1 0 2 2 3 2 2 2 1 1 2 2 4 4 2 2 3 3
split_gain=1.63001 2.51873 2.24624 2.74198 2.2965 5.53642 3.15748 2.86646 2.55384 2.20352 1.96564 2.02339 2.49224 3.92014 1.7904 2.29991 1.54169 1.73796 1.47116 4.52308 5.295 2.72472 3.4727 2.0808 4.40278 3.63521 5.88652 5.92946 4.26665 6.63864
threshold=49.275256100300005 -0.15726999999999999 48.680511450650009 75.994645973400011 83.715897724050009 44.710446918150005 45.90502654165001 -0.22253999999999999 47.833738492450003 0.079095000000000013 0.68694500000000025 82.987325570650015 81.524804347700012 104.62941352080001 0.20981000000000005 0.22542000000000004 0.077470000000000025 -0.22866 -0.25089499999999998 -0.58350999999999986 66.697957758300021 75.645146416450004 -0.59967499999999996 -0.11600999999999999 41.532441862050007 41.495754733000005 -0.088099999999999998 -0.083330000000000001 0.083415000000000031 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 9 3 -1 6 7 10 -6 16 -2 11 12 18 -14 -9 -16 17 -8 19 21 -21 22 -5 24 -20 -25 -27 -28 29 -29
right_child=1 -3 -4 4 5 -7 8 14 -10 -11 -12 -13 13 -15 15 -17 -18 -19 23 20 -22 -23 -24 25 -26 26 27 28 -30 -31
leaf_value=-0.00907886529450176 -0.0064554112535361247 -0.015517773998255824 0.0079280154488518863 0.0007183866175067635 0.0034333073161061782 0.0085112192028252431 -0.021563314942717585 -0.020304286223190089 0.0021567770216315116 0.010692151483847695 0.012219680282870061 0.012393154454869057 -0.022872912338456692 0.0057003440473565332 0.025085654003500487 -0.019834472918495698 -0.026098356197110574 0.0019277560059998999 -0.00064269445106806178 -0.0019446499065529476 -0.023676487704621798 -0.0068599545240293951 0.020009106973812793 0.0026294125127845971 0.0097687317606470498 -0.0091905123125872058 0.010385713912443393 -0.01094776837433953 -0.0050562577460387861 0.012772206784078503
leaf_weight=9.3568053836934251 6.3978897714987379 5.0046006040647617 12.316027149558066 7.3607130236923703 2.7273097257129875 5.7871427726931861 1.7532179784029724 7.8769457885064167 4.1828464455902576 3.6165842013433576 4.8940415643155566 4.7428479734808198 3.3796891784295431 2.6342628514394164 0.66004730015993096 0.7515560514293611 2.5433507766574621 2.1764459535479528 24.373582949861884 10.033602822571991 5.2735813986510029 5.2815740751102558 4.723479390144349 134.55924732144922 25.755597962997854 24.898516038432717 15.371388759464024 5.263989549130204 39.776496110484004 11.77614141628146
leaf_count=215 64 132 56 39 56 59 37 319 24 23 23 21 48 28 2 39 29 12 136 60 71 37 12 654 104 168 59 52 276 45
internal_value=0.00032759 -0.00534602 0.000551697 0.000304772 0.000549645 -0.00559824 0.000870846 -0.0123937 -0.00853665 -0.000262814 0.00117453 0.00100831 0.000839812 -0.0103571 -0.0170408 0.00116959 -0.0154467 -0.00855278 0.00105396 -0.00247307 -0.00943163 0.0036606 0.00825876 0.00146293 0.00470654 0.000761001 -0.00182857 0.000710658 -0.00190687 0.0054447
internal_weight=395.25 15.0191 380.23 367.914 358.558 17.803 340.755 12.0159 10.6559 10.0145 330.099 325.205 320.462 6.01395 9.28855 1.4116 6.47301 3.92966 314.448 32.673 15.3072 17.3658 12.0842 281.775 50.1292 231.646 97.0865 72.188 56.8166 17.0401
internal_count=2900 219 2681 2625 2410 475 1935 416 102 87 1833 1810 1789 76 360 41 78 49 1713 219 131 88 51 1494 240 1254 600 432 373 97
is_linear=0
shrinkage=0.0175589


Tree=194
num_leaves=31
num_cat=0
split_feature=0 4 2 3 4 0 2 4 3 3 2 2 0 0 2 3 1 4 0 2 3 2 2 3 3 2 2 3 0 1
split_gain=6.8288 6.22328 6.43229 7.31713 4.28517 5.01295 4.63327 3.54915 3.64707 8.93698 4.34355 3.39297 3.5392 6.18443 6.33907 7.30237 5.2283 4.92103 4.39584 4.39442 4.27039 3.78861 3.85729 3.68529 3.64295 3.4358 3.40844 3.38747 3.37011 8.25743
threshold=104.3578792496 41.792045663550006 -0.088944999999999996 0.074640000000000026 42.599563320500003 75.994645973400011 0.11970500000000002 43.19689381845 1.0000000180025095e-35 -0.15684499999999998 -0.23871499999999998 0.68694500000000025 93.972365491700018 96.249489528150022 0.22542000000000004 0.094625000000000029 71.429644067900014 41.840895355800008 94.614906984850009 -0.030985000000000002 0.10017000000000002 -0.25167499999999993 -0.59511499999999995 0.076080000000000023 0.09254500000000003 -0.08756499999999999 -0.081474999999999992 0.11360500000000003 87.181320254150009 63.910026677050006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 -3 5 -1 7 -6 9 10 -9 12 28 16 15 21 18 19 24 25 -16 22 -15 26 -14 27 -23 -17 29 -7
right_child=1 2 -4 -5 6 11 -8 8 -10 -11 -12 -13 13 14 20 17 -18 -19 -20 -21 -22 23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0025087616252135649 -0.0034316312032624846 0.00081973573310990464 0.0013009839539320138 -0.0046762806590793524 -0.0011927794530410124 0.00073589763583210247 -0.0031782848938709867 -0.0032499659258733563 0.00091264766732099105 -0.0050803306327807168 0.001214314974850026 0.0038303529157033343 -0.0057258981981990345 0.0018476019110835061 -0.0058140850769052435 -0.0034977576806544505 -0.0054665054387082208 0.0027630783160180134 0.00094093916478778477 0.0012526153733397139 0.0010962197441507816 0.0025456247546199722 -0.0035013388031852172 0.002686540068834095 -0.0003467586786194026 -0.0062671930500668785 -0.0022590076317284872 0.00098594940107487911 0.0015270279800834396 -0.0040674277175234714
leaf_weight=7.6902421601116648 13.728795099072157 6.667513331398367 17.2744136210531 8.075256956741212 31.355309866368771 95.607223831117153 7.7823389116674653 4.0756885427981677 55.323255306109786 5.8399794101715079 16.953572088852525 5.0246251896023741 3.7705636434257093 4.1395497694611549 3.7879939563572398 6.7843296043574828 4.6224363557994357 4.4161339625716201 9.5427248626947385 5.279853519052268 2.09330964833498 4.0367647670209408 3.9933096002787334 34.458351511508226 3.8222719617187977 3.4506231024861345 4.962624326348303 4.0610005185008049 81.052718430757523 5.7185590602457514
leaf_count=119 330 38 138 132 196 388 89 64 288 83 80 16 36 19 43 53 45 17 55 25 11 18 34 117 25 31 32 19 301 58
internal_value=0.000179955 -0.00124459 -0.000306799 -0.00219067 0.000335246 0.000585475 -0.000279994 -8.1351e-05 0.000342644 -0.000830984 0.000349091 0.000667352 0.000611704 3.71612e-05 0.00052834 0.000830477 -0.00180185 -0.000939314 -0.000813288 -0.00177454 -0.00335453 0.00165351 -0.000778778 0.0021087 -0.00301801 -0.00289255 -0.000103842 -0.00181885 0.000936882 0.000464811
internal_weight=465.391 45.746 32.0172 14.7428 419.645 298.315 121.33 113.548 82.1925 26.8692 21.0293 290.625 285.6 103.222 81.4638 75.5825 21.758 23.9919 17.1356 19.5758 5.8813 51.5906 8.13286 43.4577 7.59284 14.296 8.99939 10.8453 182.379 101.326
internal_count=2900 638 308 170 2262 1462 800 711 515 227 144 1343 1327 580 419 365 161 145 116 128 54 220 53 167 61 103 50 72 747 446
is_linear=0
shrinkage=0.00388283


Tree=195
num_leaves=31
num_cat=0
split_feature=1 3 3 2 3 0 1 1 3 4 4 1 4 1 1 3 1 1 0 0 2 1 0 2 4 1 4 3 4 3
split_gain=1.58854 1.28457 2.34467 2.59982 2.14429 1.67369 2.09337 1.56433 2.58855 2.73063 1.37433 1.85785 1.58093 1.59341 2.88944 4.07184 2.20736 5.40335 3.24491 2.92463 2.89342 2.87567 3.38431 4.07418 3.245 3.15315 2.79947 2.42358 5.23371 2.41648
threshold=90.988176966900014 -0.25765499999999997 -0.26439499999999999 -0.23557500000000001 -0.25276999999999999 76.591483678350016 55.788194664950005 61.944763783650011 -0.27223499999999995 36.072790850000011 32.785955158400007 69.276189105400007 34.542090938800008 61.614083433650009 57.960468834350003 0.093295000000000031 66.697957758300021 66.318885161900013 92.031298721500022 90.259604813550013 -0.15484000000000001 64.434276012450013 87.29692395375001 0.20327000000000003 41.919251152600005 65.727424373200009 43.124157941850008 0.090640000000000012 43.45354240915001 0.12064000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 -3 6 -5 -7 9 -9 11 -6 -12 14 -14 -16 17 21 19 -18 -21 22 23 29 -24 27 -26 28 -23 -15
right_child=-2 4 -4 5 10 7 -8 8 -10 -11 12 -13 13 16 15 -17 18 -19 -20 20 -22 25 24 -25 26 -27 -28 -29 -30 -31
leaf_value=-0.027777061383977897 -0.011800836443154637 0.016574067935643828 -0.029717231364848582 0.0095394780431291102 -0.0024070446921025724 0.019818196218010353 -0.031967038852512411 0.01134099684433258 0.017684127475769279 -0.02244337372353554 0.0096664752925517301 -0.032244126168855788 0.00086423074395783252 0.0013206323444955406 -0.037053352588348687 -0.0042413386121047513 0.0017040673957083876 0.020271035084153493 -2.2722704428711763e-05 0.0018616374217992906 -0.034833359346784123 -0.03187641815888799 0.019986499480056853 0.023021312530994324 -0.0050706519049321472 -0.026899247042945551 0.014201948136220003 0.0071189644530740108 0.0085611761993754885 -0.011962020257273196
leaf_weight=1.864832992199809 5.4439736048225305 4.463128922507166 1.8525717388838536 1.0516139315441244 3.8762676157057276 2.7309609353542319 1.5768602676689623 2.0104317311197493 2.7696086382493386 3.2502292022109032 10.270206647925077 1.5038714208640156 15.422967843711378 90.877598290331662 2.9984881747513992 5.6895158179104328 3.7131956275552493 8.8490544930100423 161.83056982699782 1.5550214499235151 3.9485927196219563 3.3775378428399581 10.777637332677843 4.2676859349012366 8.5377517789602262 3.2880226559936991 7.2243188545107833 7.1679481491446495 3.2712434697896242 7.7149607371538869
leaf_count=53 319 21 18 27 35 8 35 12 15 37 70 60 140 434 36 30 42 33 1136 10 49 30 45 13 36 31 23 31 18 53
internal_value=0.00042221 0.000593828 -0.00551078 -0.00257106 0.000875601 0.000939477 -0.0153609 0.00492091 -0.000145412 -0.00953223 0.000684253 -0.0107472 0.000854724 0.000596534 -0.00505605 -0.0155657 0.00101409 0.00298027 -0.000771702 -0.0139224 -0.0244654 0.00193589 0.00309654 0.00122474 0.0103511 -0.00684459 0.00376267 -0.00207211 -0.0119809 0.000281252
internal_weight=393.177 387.733 17.1071 15.2545 370.626 13.3897 2.62847 10.7612 8.03027 5.26066 366.162 5.38014 360.782 350.512 24.111 8.688 326.401 155.354 171.047 9.21681 5.50361 146.505 129.4 102.86 26.5397 17.1048 15.7621 13.8167 6.64878 98.5926
internal_count=2900 2581 205 187 2376 134 62 72 64 49 2355 95 2260 2190 206 66 1984 747 1237 101 59 714 604 500 104 110 59 79 48 487
is_linear=0
shrinkage=0.0227859


Tree=196
num_leaves=31
num_cat=0
split_feature=1 0 1 1 3 3 3 3 4 3 2 2 3 3 2 2 2 3 0 0 2 2 1 1 1 3 2 0 0 0
split_gain=4.34785 5.30743 4.59448 3.81412 3.60588 3.61764 2.74531 4.5122 2.74382 2.79212 5.0052 6.04855 3.15817 6.16263 4.45276 5.34343 5.29889 6.24864 4.22542 4.10245 4.5116 6.73676 4.21584 3.90531 3.85295 6.03314 3.63681 3.6045 3.83007 4.25327
threshold=70.343506983200015 85.716110573100011 70.73871032835001 61.993156030000002 0.25847000000000003 0.11906000000000001 0.10332500000000001 -0.17732499999999998 32.785955158400007 0.095845000000000027 -0.58350999999999986 -0.030985000000000002 0.087530000000000011 0.088670000000000013 -0.24103499999999997 0.098830000000000015 0.06041500000000001 -0.09182499999999999 95.429509798400019 98.615332683000005 -0.08459499999999999 -0.088944999999999996 86.858705278550005 78.494912034700022 87.33187390945001 0.074640000000000026 0.23643500000000003 97.483491810050012 96.249489528150022 94.73051068445001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -2 -1 5 8 7 -5 -4 12 -11 -12 14 -14 -10 16 17 -16 -19 -20 21 22 -21 27 -24 -26 -17 28 29 -15
right_child=2 -3 4 6 -6 -7 -8 -9 9 10 11 -13 13 23 15 26 -18 18 19 20 -22 -23 24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.00010622608387816214 -0.0055982392366483074 0.0010027592993928419 -0.0052056677581172363 0.00094233543006550045 -0.0060142376409233166 0.0028867107752693572 0.0013145364962915381 -0.0050657139667720291 -0.003739200196247839 0.0026855574736999155 -0.0050215039335490454 0.00013924878460911145 0.0041820260589971719 0.0022490494322138853 0.0018868949980999413 -0.0063517681990840182 0.0045201239640915367 -0.0059261509701724023 0.0014871938155249854 -0.005095748367051906 -0.0054516009706462691 0.0047884336448724852 0.0047520033802876255 0.0018870529118965094 0.0055467473853637135 -0.0053365145731572999 -0.0011147707955248792 -0.0035820306730383437 0.0041436478206086967 -0.0065885367292368175
leaf_weight=57.394180454313755 3.6314133647829285 193.04769284464419 2.509566322900354 3.8528947979211816 2.3696245504543176 8.1548096276819688 3.46888618543744 9.8129209112375975 8.3704334553331119 4.6977761080488589 11.186978039331738 9.1272869426757062 10.645493159070609 2.439870375208562 23.735309132374816 4.4602350080385795 6.2157450988888732 3.727976815775043 12.743594616651533 6.1822833269834438 5.7447995087131956 3.9256238061934736 2.6226173713803274 14.070175688713787 1.587404243648052 3.8897399641573429 8.5814164998009783 8.7273823507130128 3.922546923160553 2.3819038718938828
leaf_count=419 56 798 97 23 34 40 20 113 126 20 128 66 46 19 133 81 20 58 50 69 86 16 8 109 5 102 71 53 11 23
internal_value=0.000213557 0.000591077 -0.000361532 -0.000475279 -0.000250983 -0.000170484 -0.00242308 -0.00337182 -0.000324858 -0.000247816 -0.00169072 -0.00270276 2.15635e-05 0.00108698 -0.000468126 -0.000139891 0.000372681 -2.91226e-05 -0.00115413 -0.000669335 -0.00181669 -0.000669817 -0.0021701 4.23943e-05 6.29602e-05 -0.00218229 -0.00290582 -0.00144313 0.000691624 -0.00211662
internal_weight=443.229 267.577 175.652 74.5289 172.021 169.651 17.1347 13.6658 161.496 158.987 25.012 20.3143 133.975 42.1874 91.7872 83.4167 70.3751 64.1593 40.424 36.6961 23.9525 18.2077 14.282 31.5419 8.09976 5.47714 13.0417 17.4717 8.74432 4.82177
internal_count=2900 1373 1527 575 1471 1437 156 136 1397 1300 214 194 1086 261 825 699 547 527 394 336 286 200 184 215 115 107 152 106 53 42
is_linear=0
shrinkage=0.00470451


Tree=197
num_leaves=31
num_cat=0
split_feature=1 1 0 1 1 1 0 2 2 4 4 4 2 0 1 0 0 3 2 0 4 2 3 0 0 4 4 4 1 2
split_gain=5.83664 3.47669 6.93753 5.43618 3.89738 4.42342 6.25749 4.30478 5.86226 4.20703 4.06221 3.87313 3.67674 3.12865 5.51365 2.87636 2.82261 2.88 2.80881 3.56569 2.79655 3.61513 7.67141 3.38723 9.76242 2.87582 2.69375 2.56241 2.55537 3.94467
threshold=89.912793714750009 70.343506983200015 85.716110573100011 70.73871032835001 61.917879202350001 60.474177186300004 79.882156430000023 -0.013805 -0.13820499999999999 40.421032462050007 41.792045663550006 38.238138001450004 -0.14380499999999999 94.964406541850011 71.464594023550021 67.542133611250009 93.972365491700018 0.089580000000000021 -0.088099999999999998 85.613949164150014 40.621691032550004 -0.0039949999999999994 0.09660500000000001 85.807518149550006 86.001087134900004 42.718072821900002 48.315732392000008 42.102795028150005 62.084563606450011 -0.08725999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 -3 5 6 7 8 26 -6 -11 13 -12 -5 -15 -9 20 -18 -14 -20 -4 23 -23 -22 25 -25 27 -1 29 -26
right_child=-2 3 16 11 9 -7 -8 15 -10 10 12 -13 18 14 -16 -17 17 -19 19 -21 21 22 -24 24 28 -27 -28 -29 -30 -31
leaf_value=-0.00039995453420299656 -0.0021088001709193812 -0.0041279678175025654 0.0013995837745793519 -0.0045428645089990571 -0.0046281119904447408 0.0014565083473302976 -0.0041219882415670138 0.001975009844498291 0.0038630828174553702 0.0014680079394550594 0.0013947921008353511 0.00017742607587661806 -0.0048244022257492259 0.0028562535366049835 -0.0015688000946717784 -0.0043268790789514813 -0.0021520354478145173 0.0011227952870734204 -0.0032902411388656206 0.0011666069842302599 0.0024859065648464521 -0.0044361227658399286 0.0015756892218951905 -0.0054641483196627115 -0.0024718099004462164 -0.00083427151931916952 0.00092578191170957977 -0.0045363556000680826 0.0013116155178478559 0.00071042657001952887
leaf_weight=5.3179128766059938 12.725738801062105 3.9174095392227164 81.176206961274147 2.9874211624264744 4.0989408940076855 19.39787781983614 5.0055434703826895 1.0945098418742443 5.1498575173318377 6.3032878786325481 3.4209763035178247 137.93522745557129 4.3638757318258348 3.95050781965256 19.711474725976586 3.7354777716100216 7.2609175629913789 5.5281624123454094 5.1133194267749662 3.5577607899904251 11.642314240336416 4.9279275797307474 4.9955415092408657 3.7433450259268275 5.8863311037421253 2.6981668248772621 9.6889302954077703 2.6090894341468811 49.890146799385548 20.09370506554842
leaf_count=57 360 56 286 33 51 74 42 12 16 26 19 821 41 14 243 75 50 22 53 16 33 42 19 31 31 14 37 56 192 78
internal_value=0.000174059 0.000239313 0.000475068 -0.000147825 -0.000382356 0.00016386 -0.00060527 3.26205e-05 0.000654556 -0.00143987 -0.000865663 -5.30903e-05 -0.00175955 -0.00124623 -0.000830011 -0.00289883 0.000816826 -0.000736469 -0.0025874 -0.00146159 0.000924174 0.00055266 -0.00140974 0.000759929 0.000515804 -0.00352482 -0.000283428 -0.00176141 0.00085886 -1.05769e-05
internal_weight=457.928 445.202 276.7 168.502 78.8574 51.9992 32.6013 27.5958 22.7658 26.8582 22.7592 164.585 16.4559 26.6494 23.662 4.82999 197.843 12.7891 13.035 8.67108 185.054 103.877 9.92347 93.954 82.3117 6.44151 17.6159 7.927 75.8702 25.98
internal_count=2900 2540 1373 1167 575 369 295 253 166 206 155 1111 129 290 257 87 798 72 110 69 726 440 61 379 346 45 150 113 301 109
is_linear=0
shrinkage=0.00341869


Tree=198
num_leaves=31
num_cat=0
split_feature=1 0 0 4 2 2 3 1 1 4 0 2 2 4 2 2 0 0 3 2 3 1 1 3 2 1 1 1 1 4
split_gain=5.2193 5.51017 5.14883 3.35972 3.26119 5.10749 5.19829 5.30441 4.72281 4.90369 6.6681 3.23699 8.21128 7.92739 4.75198 3.34751 3.01406 2.89133 6.5914 2.85708 2.79611 3.88068 3.03664 3.60413 3.45304 2.78656 3.18236 4.63786 8.29186 4.36724
threshold=70.343506983200015 86.530713386650021 94.550383989750017 37.186372654950006 -0.068524999999999989 -0.083794999999999994 -0.112455 68.214248143850014 64.071334164850015 38.175120519550006 93.679323555450011 -0.053019999999999991 -0.01762 41.348489042950007 -0.0023999999999999998 -0.063985 102.11570516885001 86.232294534150014 0.087530000000000011 -0.081169999999999992 0.077600000000000016 64.84561010645001 58.549241164900003 -0.11050499999999999 -0.12350999999999999 90.988176966900014 71.787208999250012 72.496961945650014 74.784839814650013 41.468518788800004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 11 -2 16 5 6 7 -3 -6 -10 -11 15 -13 -14 -15 17 -4 20 -19 -7 21 22 23 -1 -24 26 29 -28 -29 -5
right_child=2 4 3 25 8 19 -8 -9 9 10 -12 12 13 14 -16 -17 -18 18 -20 -21 -22 -23 24 -25 -26 -27 27 28 -30 -31
leaf_value=0.0012433917575780822 -0.0032637919016352099 -0.0065488147237498674 -0.00080638387597635063 0.0009873427631690631 0.0034515769131943908 -0.0045474228495478589 0.0015439296477949931 0.0013446671953067564 0.0027987897643666853 -0.0022032111372858524 0.0029562197052980725 -0.0043962632010062837 0.0019966442064524759 0.0014752192926802267 -0.0045207345743596694 0.0027821034183547798 -0.0046631524717360472 0.00094673246310005325 -0.0060392819626788148 -0.00042966620411802602 0.00093393667056989227 0.0038440558362902158 -0.0054367616622766511 -0.0038022861712715015 -0.00083459128844466299 -0.0024861822395822941 0.0033517059803337395 -0.0044765823376056967 0.00043102581312992448 -0.0034769435526234996
leaf_weight=11.154651123099031 10.264910731464623 3.0022735074162474 12.202368374913933 6.6749798320233849 22.394742861390114 4.274705506861209 55.173187244683504 3.0488561931997538 14.783779881894587 12.840626787394287 6.812227137386798 9.7969515360891801 16.041699931025509 3.4096426963806152 7.5471727643161994 9.2672327049076539 5.1074450900778166 5.613753139972685 4.1915924102067947 9.9932692721486074 55.532941438257694 3.0273693203926078 5.0052596088498831 3.2478329390287426 6.8770298957824689 7.4944887794554225 8.6769032962620241 6.4796312972903243 109.41287413984537 9.3443299662321788
leaf_count=82 140 30 94 35 74 24 201 21 46 74 25 73 64 23 109 30 180 20 26 41 249 15 68 41 37 253 32 63 640 90
internal_value=0.000199867 0.00056452 -0.000366937 -0.000187147 0.00118203 0.000607866 0.00113716 -0.00257169 0.00194473 0.000964802 -0.000414809 -1.61759e-05 -0.0010906 0.000108924 -0.00265486 0.00036426 -0.00194436 0.000127529 -0.00203965 -0.00166335 0.000377984 -0.000675288 -0.00119581 0.000105566 -0.0027732 1.82581e-05 0.000151765 0.000379191 0.000156638 -0.00161675
internal_weight=448.695 273.037 175.658 165.393 132.324 75.4923 61.2243 6.05113 56.8314 34.4366 19.6529 140.713 36.7955 26.9985 10.9568 103.918 17.3098 94.6504 9.80535 14.268 84.8451 29.3121 26.2848 14.4025 11.8823 148.083 140.589 124.569 115.893 16.0193
internal_count=2900 1373 1527 1387 536 317 252 51 219 145 99 837 269 196 132 568 274 538 46 65 492 243 228 123 105 1113 860 735 703 125
is_linear=0
shrinkage=0.00421527


Tree=199
num_leaves=31
num_cat=0
split_feature=0 3 2 4 2 3 3 0 3 3 4 0 2 0 0 2 1 2 2 3 2 2 4 2 4 1 4 4 2 2
split_gain=3.2652 4.92104 3.80313 3.07451 3.67613 2.76438 2.75369 3.9289 3.49746 7.07334 2.50279 4.69602 3.8701 3.16829 3.16739 2.67343 5.89312 2.35095 7.59202 2.91593 3.84825 4.96227 4.19894 3.23276 3.05601 3.2735 3.23477 2.58968 4.35794 3.96448
threshold=102.84427732220001 0.090720000000000023 -0.24103499999999997 39.995120105550008 -0.21094499999999999 0.089785000000000018 0.079785000000000009 106.56510337475001 0.078505000000000019 0.075065000000000021 42.599563320500003 100.13162306855001 0.11970500000000002 99.515966156650009 75.994645973400011 -0.16297999999999999 56.229101798300007 -0.58180999999999994 -0.24103499999999997 0.088165000000000021 -0.08725999999999999 -0.083794999999999994 44.015822920550008 -0.030145000000000002 48.988717865950008 55.855406118200008 48.852845034800005 45.90502654165001 -0.11600999999999999 -0.088099999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=10 2 -2 4 -4 6 8 -8 9 -5 14 12 13 17 15 16 -1 -12 -19 24 22 -22 -21 -23 26 -26 27 28 -20 -30
right_child=1 -3 3 5 -6 -7 7 -9 -10 -11 11 -13 -14 -15 -16 -17 -18 18 19 20 21 23 -24 -25 25 -27 -28 -29 29 -31
leaf_value=0.0085787252691003311 -0.0056030089352123776 -0.0049556289073547748 0.0064267645198732657 0.0016049290503062116 -0.0054673517513065088 0.0052332291486206278 0.0011145685296049576 -0.0063162179447453443 0.0044821525950057362 -0.005775550712346797 0.0036123983349609719 -0.0046129388950859824 -0.0037337082971261371 0.0048836832284879939 0.00067757556348288419 -0.0058634886494559274 -0.0054122234791115897 -0.0063140411050638711 0.0037172419474733459 -0.0070908225145777624 0.0052956557189429493 -0.0052400327480470309 0.00096866791330640911 0.00089903418086182134 0.0017131023594836087 -0.0048202939846753133 0.0050761739020226716 -0.0017712203480543547 -0.0022758348209742704 0.0014954476130783466
leaf_weight=1.2813730351626875 3.154805749654769 6.7006652760319403 0.75143533665686835 13.901932465843865 4.1059289774857453 2.8572839722037306 3.494436750188469 3.4629388432949781 5.3200885197147718 4.1133651454001656 4.2704542540013781 5.8244383372366419 6.5175520572811356 3.4103762023150912 266.77045074291527 3.3790463404729953 1.728777742013335 4.61802930291742 12.381111849099389 4.7082262188196209 3.3697202876210222 3.7335320618003607 2.3783760517835617 4.7826501224189961 3.1343901976943007 4.6640762556344271 4.6106608957052222 8.3246980104595405 10.202722538262597 20.512924705632049
leaf_count=3 88 167 5 97 138 11 19 94 30 79 16 54 83 13 1284 68 48 105 42 48 9 31 11 28 13 67 12 58 64 115
internal_value=0.000190682 -0.0010264 -0.000386777 4.6196e-05 -0.00362733 0.000584465 0.000145983 -0.002584 0.00095992 -8.02281e-05 0.000343737 -0.000295529 -4.80712e-05 0.000204514 0.000595184 -0.00284496 0.0005435 3.04768e-05 -0.000144497 0.000199586 -0.0015022 0.000217132 -0.00438593 -0.00179236 0.000705412 -0.00219437 0.001109 0.000753285 0.00124093 0.000242752
internal_weight=428.466 47.8629 41.1622 38.0074 4.85736 33.15 30.2928 6.95738 23.3354 18.0153 380.604 107.444 101.62 95.1019 273.16 6.3892 3.01015 91.6916 87.4211 82.8031 18.9725 11.8859 7.0866 8.51618 63.8306 7.79847 56.0321 51.4215 43.0968 30.7156
internal_count=2900 728 561 473 143 330 319 113 206 176 2172 769 715 632 1403 119 51 619 603 498 127 68 59 59 371 80 291 279 221 179
is_linear=0
shrinkage=0.00494411


Tree=200
num_leaves=31
num_cat=0
split_feature=1 0 1 4 3 1 1 0 1 2 0 0 3 0 1 3 3 3 0 4 2 3 2 2 2 3 2 3 3 3
split_gain=5.27893 5.69356 4.69867 4.0102 3.30262 3.65324 4.26109 3.42231 5.40847 3.75414 6.03374 3.06996 2.88349 2.67053 5.54273 4.99223 3.54391 3.18191 4.83257 5.03517 6.20397 3.36127 3.30179 3.10824 5.97642 5.92286 3.43402 3.04342 2.71768 7.46301
threshold=70.343506983200015 85.716110573100011 70.73871032835001 37.186372654950006 0.099780000000000021 62.00390986255001 64.071334164850015 84.95796538030001 58.549241164900003 -0.013805 76.591483678350016 122.45926784190002 0.11360500000000003 95.429509798400019 71.090898343450007 -0.21013499999999999 -0.25765499999999997 -0.15684499999999998 104.3578792496 42.406961525800007 -0.088944999999999996 0.074640000000000026 -0.085734999999999992 0.06041500000000001 0.072320000000000023 0.087605000000000016 -0.016334999999999999 -0.22831499999999999 0.088670000000000013 0.087265000000000023
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 -2 -4 5 7 -7 8 9 10 -1 13 -6 14 -5 -16 -15 27 23 -20 21 -21 -22 26 -25 -26 28 -18 29 -19
right_child=2 -3 3 11 12 6 -8 -9 -10 -11 -12 -13 -14 16 15 -17 17 18 19 20 22 -23 -24 24 25 -27 -28 -29 -30 -31
leaf_value=-0.00074719993284732276 -0.0050970371310982135 0.00097041830933079038 -0.0021311988124420645 0.002240598375120756 0.0025077024310768492 -0.0055007999618799574 -0.000463452913636359 0.0011995380782382193 -0.0043236106558951042 -0.0036092809735745199 0.0047679563796567759 -0.0046190167384056466 -0.0011578583877171966 -0.0039354358210115141 0.0007069258955864421 -0.0050940315850994157 -0.00013612567048923229 8.0308891982376312e-05 -0.0048577616734968862 0.00099628303072673706 0.004982232561087865 -0.004991034729227288 -7.568162652182419e-05 0.0052468063493323015 -0.0040106729453317285 0.0021832928622598502 -0.0038304890974419424 0.0037905982706711123 -0.0004819612624961382 0.004761269106237232
leaf_weight=13.911712247878318 3.7050990350544444 197.61323675885797 18.401661739684641 4.9505733177065876 11.316769883036615 5.9905407316982728 6.1674132086336613 16.983592748641968 7.4909224789589635 4.6090983189642456 4.838163260370492 2.592505892738699 5.9125409722328177 3.5606216602027407 4.0767617039382467 7.8618742562830422 5.958688758313655 24.928686063736677 6.2271796697750714 2.4257065579295194 3.7438109926879406 5.6467476766556501 6.2093326915055478 6.9361011087894466 3.9280369952321044 9.674579566344617 3.7112936004996291 8.9170142561197263 33.408122729510069 8.1881397590041143
leaf_count=130 56 798 286 20 40 70 56 67 83 84 12 92 33 42 25 137 31 144 171 13 10 103 49 16 30 44 31 34 173 20
internal_value=0.00021991 0.000587671 -0.000357479 -0.000254994 -0.000391805 -0.000863267 -0.00294549 -0.000334025 -0.00117829 -0.000169623 0.000675915 -2.92584e-05 0.0012498 4.98818e-05 -0.00154385 -0.00311314 0.000251561 0.000366325 0.000126902 -0.00155999 -0.000420725 -0.00319189 0.00182682 0.000577595 0.00203327 0.000394657 0.000151922 0.00221769 0.000374093 0.00123768
internal_weight=449.887 274.834 175.053 171.347 77.2208 59.9914 12.158 47.8335 30.8499 23.359 18.7499 152.946 17.2293 150.353 16.8892 11.9386 133.464 129.903 115.028 24.2528 18.0256 8.07245 9.95314 90.775 20.5387 13.6026 70.2362 14.8757 66.5249 33.1168
internal_count=2900 1373 1527 1471 575 502 126 376 309 226 142 1185 73 1093 182 162 911 869 804 346 175 116 59 458 90 74 368 65 337 164
is_linear=0
shrinkage=0.00425398


Tree=201
num_leaves=31
num_cat=0
split_feature=1 0 3 4 4 3 3 1 1 2 3 2 2 3 0 1 2 2 0 0 2 3 4 4 3 1 3 0 0 1
split_gain=4.11691 4.66585 3.91368 3.77042 3.75497 4.10214 3.57263 3.67459 3.9855 3.47566 4.73655 3.52201 7.54004 7.11981 5.2359 6.48851 5.72391 3.81849 3.36567 8.33061 3.30535 3.24552 4.40525 4.32079 3.42806 4.94985 3.19903 3.11474 2.93174 4.6025
threshold=69.873026810350026 85.716110573100011 0.25847000000000003 40.621691032550004 38.238138001450004 0.11906000000000001 0.099780000000000021 62.00390986255001 64.071334164850015 0.25828500000000004 -0.079549999999999996 -0.060760000000000002 -0.040019999999999993 0.070195000000000021 94.776214472700005 81.524804347700012 0.20981000000000005 0.049235000000000008 85.807518149550006 86.001087134900004 -0.074434999999999987 0.093675000000000022 41.134354310300004 42.428475018400007 -0.21013499999999999 80.677940036650014 0.099010000000000029 92.652332549650012 84.95796538030001 58.549241164900003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 4 -3 -2 9 7 28 -9 11 -11 20 -13 -14 -15 17 -17 -16 -5 -20 21 23 -23 -6 -25 -26 -24 -21 29 -1
right_child=2 3 -4 18 5 -7 -8 8 -10 10 -12 12 13 14 15 16 -18 -19 19 27 -22 22 26 24 25 -27 -28 -29 -30 -31
leaf_value=-0.0001955954878733307 -0.0019036228624786913 0.0019955573095467088 -0.0065592217210087567 0.0030481226831575166 0.0014333203903299267 0.0038233298575950881 0.0016588982324219426 -0.006524761706443321 -0.00063977199589267337 0.0011621114395704104 -0.007665565940420122 0.004963654615140616 -0.0048108799477679896 -0.0051337402235714091 -0.00019605289008878395 -0.0062547183246803428 0.0039754359225085689 0.004671830507453398 -0.00528065633002903 0.0008889628681944949 -0.0054084917882472978 -0.0053853375705930689 -0.0032503397741708803 0.0019813456145586577 -0.0037656924074676986 0.00021561364972385623 0.0025689215991578423 -0.0024922420788355219 0.0013578683071267612 -0.0048596871697422633
leaf_weight=22.862511277198795 29.471488667652011 71.561553340405226 2.5446685738861552 11.657324597239493 34.477543260902166 7.0651715826243153 16.654603946954012 5.7441085539758188 6.0028095692396164 2.7646921938285232 3.5296875946223727 10.459597181528805 6.2449290249496689 3.0465558497235206 5.7901704981923166 3.9912098525091997 2.144680567085743 14.167284876108168 6.6426158025860778 78.442178696393967 3.3876334410160771 7.0193657232448485 4.4955365974456054 7.8399600442498878 15.705538639798766 16.162190800532699 5.1930439472198486 7.624763010069727 16.445791587233543 7.0640510004013768
leaf_count=226 397 260 38 35 226 29 73 70 56 22 40 34 65 42 29 86 11 47 48 322 29 63 39 46 172 154 30 61 67 83
internal_value=0.00023143 0.000653482 -0.000338967 0.00110267 -0.000252452 6.45985e-05 -0.000403359 -0.000994318 -0.00351746 -0.000116771 -0.00378817 4.81468e-05 0.0011964 8.28121e-05 0.00113157 0.00186308 -0.00267897 0.00325953 0.000490433 0.000168829 -0.000510194 -0.000327632 -0.0023386 0.000125276 -0.00101048 -0.00174651 -0.000131237 0.000589418 -0.000355161 -0.00129654
internal_weight=436.203 250.702 185.501 175.928 182.956 153.485 74.7739 58.1193 11.7469 146.42 6.29438 140.125 45.8444 35.3848 29.1399 26.0933 6.13589 19.9575 104.367 92.7096 94.2808 90.8932 16.7079 74.1852 39.7077 31.8677 9.68858 86.0669 46.3724 29.9266
internal_count=2900 1301 1599 726 1561 1164 575 502 126 1135 62 1073 314 280 215 173 97 76 466 431 759 730 132 598 372 326 69 383 376 309
is_linear=0
shrinkage=0.00505046


Tree=202
num_leaves=31
num_cat=0
split_feature=0 4 0 4 3 4 2 0 0 1 1 0 0 1 4 4 3 0 1 0 3 1 3 1 1 4 2 3 2 3
split_gain=5.8413 5.81897 3.84536 6.66914 4.19925 5.65004 3.71194 3.43754 3.68275 6.34891 3.87858 7.68027 10.1168 7.04571 3.70681 4.99896 3.3667 3.3341 3.30944 3.99568 5.38335 8.55454 5.5212 4.14164 11.8785 3.43133 4.73321 5.1655 3.5974 3.57287
threshold=102.84427732220001 44.710446918150005 84.95796538030001 44.527357125550004 0.099780000000000021 48.680511450650009 -0.088944999999999996 85.253695774650012 85.613949164150014 61.917879202350001 66.697957758300021 92.031298721500022 90.259604813550013 66.318885161900013 41.941595803500007 43.124157941850008 0.080375000000000016 117.31624743835 69.873026810350026 96.055920542800024 -0.089509999999999992 71.090898343450007 0.090390000000000012 72.953999827850012 74.986474174450009 40.823855932350007 0.28022500000000006 0.095845000000000027 -0.030985000000000002 0.087265000000000023
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 4 7 5 -1 -3 -4 9 -9 13 12 -12 14 -10 -16 -5 -8 -13 20 -20 22 -22 -21 -25 26 27 -26 -29 -27
right_child=1 6 3 16 -6 -7 17 8 10 -11 11 18 -14 -15 15 -17 -18 -19 19 23 21 -23 -24 24 25 29 -28 28 -30 -31
leaf_value=-0.0019411672264242233 -0.0020972743748707196 -0.00099550168390452848 0.0030294860999439052 -0.0025933319870495579 0.0015479156069870639 0.0013159422155822748 0.0032899620367541969 0.0017381215676740666 0.0012467032861010745 -0.0039756932490899906 0.0010561235848723202 0.0018280347638846581 -0.0061403062974726696 0.0036797473373571562 -0.00089042813562018389 0.0014445490599675152 1.973211849169385e-05 -0.00088311481515703253 0.0018296708538632842 0.002629119552771602 -0.0032652667331114528 -0.0047110616732284625 0.00093317868015423795 -0.0054245506583355009 0.00034808273395616683 -0.00021356316796245363 0.003414753084333338 -0.0047044422664711521 -0.0001391262775918751 0.0023196667378609158
leaf_weight=29.857464361004531 28.221044675447047 12.977582982741298 7.6678554303944102 13.415288278833033 9.5348183475434762 9.3909292444586736 7.5312051624059659 4.5123730152845365 90.913035854697227 6.1827082633972168 4.8836256545037013 19.713526658713818 5.6541772354394197 12.398597493767737 31.589903116226196 20.140040345489979 13.045459752902387 3.8970197085291147 8.1189197525382024 12.048120781779287 5.9119179695844712 8.192947041243313 14.522665377706288 4.5440342836081973 24.569321170449257 10.928184684365986 4.6057018470019093 5.623965673148632 3.9353650286793691 23.588684540241957
leaf_count=350 514 134 23 168 39 34 21 15 320 59 24 65 53 34 158 74 84 59 29 43 51 91 66 44 127 51 18 51 21 80
internal_value=0.000183238 -0.000964728 0.000332228 0.000464125 -0.000632212 -0.00116184 0.000344863 0.00060588 0.00054827 -0.00156497 0.000620737 0.000214657 -0.0028052 0.00103153 0.000801346 1.86495e-05 -0.00130506 0.00186694 0.000432169 0.000214794 -0.000802643 -0.00154918 -0.000281471 0.000630931 0.000321473 0.000677919 -7.03676e-05 -0.000540689 -0.002825 0.00151764
internal_weight=458.116 52.6269 405.49 356.706 48.7832 39.2484 24.4058 330.246 322.578 10.6951 311.883 156.841 10.5378 155.042 142.643 51.7299 26.4607 11.4282 146.303 126.59 36.7465 28.6275 20.4346 89.8434 77.7953 73.2512 38.7344 34.1287 9.55933 34.5169
internal_count=2900 728 2172 1749 423 384 214 1497 1474 74 1400 814 77 586 552 232 252 80 737 672 237 208 117 435 392 348 217 199 72 131
is_linear=0
shrinkage=0.00366249


Tree=203
num_leaves=31
num_cat=0
split_feature=1 0 1 4 1 1 1 0 1 3 4 0 0 0 4 2 3 1 3 3 2 2 1 1 0 1 2 2 0 0
split_gain=6.2735 6.32512 6.28096 4.1927 4.02537 3.53822 3.11071 3.27349 6.82422 5.98496 2.91504 3.73772 9.85209 3.06529 2.95417 2.82336 2.80793 4.51478 2.68452 5.65067 3.90883 3.7479 4.69884 5.95461 3.58831 6.71926 4.24506 3.96166 2.92311 4.66497
threshold=70.343506983200015 85.716110573100011 70.73871032835001 37.186372654950006 62.00390986255001 54.884872733100003 90.988176966900014 95.429509798400019 71.090898343450007 -0.21013499999999999 40.621691032550004 85.807518149550006 86.001087134900004 93.972365491700018 42.718072821900002 -0.58180999999999994 0.10332500000000001 64.071334164850015 0.09117500000000002 0.087530000000000011 0.13860000000000003 -0.59511499999999995 80.288113607700012 75.922057603850007 98.327667663000014 78.285212300550015 -0.24103499999999997 -0.15895000000000001 98.327667663000014 97.152811460000024
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 -2 15 5 -1 7 8 -5 -10 13 -12 14 -3 -13 -4 17 -6 19 24 21 -20 23 28 -9 -26 -27 -28 29 -23
right_child=2 10 3 6 16 -7 -8 18 9 -11 11 12 -14 -15 -16 -17 -18 -19 20 -21 -22 22 -24 -25 25 26 27 -29 -30 -31
leaf_value=-0.0048769618288019845 -0.0057449809682550207 0.0019254423542184331 0.0022926177230924 0.0028534310926335302 -0.0060480825120236654 0.00032374931675608416 -0.0029198457887339032 0.0017187626976671794 0.0010207963934506321 -0.0056278435818745481 0.0029927045343024926 -0.007398202249741399 0.00068408487651666194 -0.0013671392407721657 -0.0012594041015055151 -0.0030643041356113801 0.0011050468661738266 -0.0006431929774562892 0.0015457620706647713 0.0030786267653319472 0.0025584546631150893 0.00013705229976682058 0.00083092043996626456 -0.0069802138045487886 -0.0056744046196697687 -0.0055891154407847173 0.0032604228188841899 -0.00032222643579861708 0.0012512757782093737 -0.0069803435014631123
leaf_weight=2.8397792000323525 4.5258779637515536 82.207127049565315 2.3358162473887232 4.8386564813554314 6.6631336864084023 58.02056117542088 7.5124580040574065 21.64583333209157 4.1332953646779069 8.6994208954274619 11.890426553785799 4.1340486370027056 91.841857759281993 6.2999898120760909 2.6702176481485367 15.870686739683149 3.5767900049686423 6.1510148216038942 7.8237751722335807 17.850226771086454 6.7518317960202685 3.9965771362185532 8.2270240951329452 6.1062163338065139 4.7137578129768363 2.5719026271253815 8.1467300839722103 29.582878721877936 4.8764383867383003 3.6430222168564796
leaf_count=91 56 286 30 20 72 337 253 84 25 137 35 34 397 32 14 256 18 57 34 67 30 21 59 55 68 37 31 209 24 31
internal_value=0.000221013 0.000647021 -0.000456021 -0.000314654 -0.000457835 8.10811e-05 -6.61841e-05 8.30978e-05 -0.00175046 -0.00348638 0.00107583 0.000583198 0.000292766 0.00169107 -0.00498914 -0.00237703 -0.00245886 -0.00345364 0.000340382 0.000805397 -0.000608301 -0.00122496 -0.00203234 -0.00329728 0.000196682 -0.000535219 6.58719e-05 0.000451354 -0.00150048 -0.00325695
internal_weight=450.147 276.295 173.852 169.327 77.2513 60.8603 151.12 143.608 17.6714 12.8327 199.044 110.537 98.6461 88.5071 6.80427 18.2065 16.3909 12.8141 125.936 84.5113 41.4249 34.6731 26.8493 18.6223 66.6611 45.0153 40.3015 37.7296 12.516 7.6396
internal_count=2900 1373 1527 1471 575 428 1185 932 182 162 798 480 445 318 48 286 147 129 750 496 254 224 190 131 429 345 277 240 76 52
is_linear=0
shrinkage=0.00454921


Tree=204
num_leaves=31
num_cat=0
split_feature=1 1 0 1 3 1 0 0 4 2 2 2 4 3 4 3 0 2 0 3 3 3 3 3 4 4 3 3 0 1
split_gain=2.03721 4.01044 2.54556 2.55252 2.56986 3.72027 2.23225 3.67669 5.07647 2.48217 5.46499 3.62969 4.84414 4.38332 3.90343 3.67049 3.52925 3.03692 2.69203 2.60917 4.88044 6.69051 3.94112 3.03473 2.5132 2.4338 2.39114 2.28818 2.21902 4.23395
threshold=70.343506983200015 70.73871032835001 85.716110573100011 62.00390986255001 0.10332500000000001 64.071334164850015 85.807518149550006 86.001087134900004 40.532725462000009 -0.068524999999999989 -0.054494999999999995 -0.093604999999999994 42.654057868200006 -0.22831499999999999 39.685256516350002 0.087605000000000016 87.181320254150009 -0.22386500000000001 86.866770652900016 0.11308000000000003 0.084365000000000009 0.09495000000000002 0.088105000000000017 0.10236000000000002 41.678468725050003 42.674081447500008 0.092095000000000024 0.048965000000000009 96.055920542800024 72.953999827850012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 -1 5 -5 -4 8 -8 11 -11 13 14 -9 -13 17 -17 -15 -14 20 27 22 -22 -23 -18 -10 -16 -12 -3 -30
right_child=1 28 6 4 -6 -7 7 9 25 10 19 12 18 15 26 16 24 -19 -20 -21 21 23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.00037879188914941638 -0.024542347549898192 -0.0065214863669486069 0.01141953404058537 -0.026636854512363872 0.0067716075628876764 -0.0021769393814183914 0.0041677606230949996 -0.013682918184341678 -0.032589954136509794 0.018356335292999265 0.0030792146399856823 0.00031764354086432538 0.014300927090965131 -0.00017380850292857944 -0.013738146660820278 -0.014410102771040458 0.0083384634465955045 0.016000447511259546 -0.0044343492108747081 0.013789861445097487 -0.0052439422971159028 0.016114783609226271 -0.030463157564156851 -0.0044526107920150751 -0.0094334118520693483 -0.006331984263841569 -0.035813231398030838 0.017888397314979598 0.011378304498395032 -0.0010105922305229471
leaf_weight=55.361878169700503 3.200194187462329 25.099745964631438 13.06425356864929 5.4948427751660329 3.255551438778638 5.449855662882328 7.0513319373130781 5.4783639255911103 3.7267176620662212 13.455326415598391 11.279550967738034 6.7897057011723581 6.5608780905604345 6.9961765427142408 7.5253598392009717 5.5150333642959621 16.137835763394836 18.92728827893734 6.9489481002092361 8.7247420251369459 5.7554917391389626 5.9493404217064363 5.1812496371567249 6.724927119910717 4.4714801982045165 2.663197860121727 3.0277984812855721 7.7420015037059775 13.570977153256534 114.96666352311149
leaf_count=428 56 255 41 72 18 57 26 48 34 41 51 29 19 33 38 29 57 63 31 35 34 21 40 32 26 15 21 34 70 1146
internal_value=0.000572316 -0.00130069 0.00175084 -0.00165627 -0.00959025 -0.0144572 0.00306976 0.00241513 -0.00810406 0.00333809 0.00645611 0.00105149 -0.00475325 0.00416472 -0.0120893 0.0060433 0.000494223 0.0116354 0.0046642 0.00333832 0.00119942 -0.00517089 -0.0171915 0.00520179 0.00448261 -0.0216461 -0.0200717 0.00910673 -0.000816581 0.000297425
internal_weight=406.097 156.838 249.259 69.5621 14.2002 10.9447 179.697 166.633 13.4412 153.191 64.8126 88.3789 30.8527 57.5262 17.3429 52.0478 26.1243 25.9235 13.5098 51.3573 42.6326 23.611 10.9367 12.6743 20.6093 6.38992 10.5532 19.0216 153.637 128.538
internal_count=2900 1527 1373 575 147 129 798 757 75 682 288 394 138 256 88 208 112 96 50 247 212 127 74 53 83 49 59 85 1471 1216
is_linear=0
shrinkage=0.0209766


Tree=205
num_leaves=31
num_cat=0
split_feature=1 0 0 0 4 3 3 1 1 1 1 2 0 1 0 3 3 1 1 2 4 4 3 2 3 3 4 0 0 0
split_gain=6.53144 6.57599 5.25784 6.19649 5.56684 5.10679 4.04936 3.99223 3.95801 5.94341 3.95378 3.59056 3.49966 5.36432 3.9476 3.41556 5.03833 3.35267 4.13681 6.1035 3.82012 4.30301 3.33249 4.00693 4.52301 3.06322 2.89943 3.65863 9.78234 2.90764
threshold=70.343506983200015 85.716110573100011 96.055920542800024 97.835679825150024 36.735256530150004 -0.089509999999999992 0.099780000000000021 62.00390986255001 71.090898343450007 70.865067860500019 64.071334164850015 -0.61225999999999992 84.95796538030001 58.549241164900003 76.591483678350016 0.078935000000000019 0.070195000000000021 90.988176966900014 78.285212300550015 -0.59681499999999998 42.072181850200003 40.823855932350007 -0.11050499999999999 -0.15009499999999998 -0.25445999999999996 0.093295000000000031 40.621691032550004 85.807518149550006 86.001087134900004 91.144107538500023
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 5 -4 -5 -2 7 12 9 -7 -9 -6 13 14 15 16 22 18 20 -20 21 -13 23 24 -1 -15 -3 -28 -29 -30
right_child=2 26 3 4 11 8 -8 10 -10 -11 -12 17 -14 25 -16 -17 -18 -19 19 -21 -22 -23 -24 -25 -26 -27 27 28 29 -31
leaf_value=-0.0028828338844943666 0.00069800277924619587 0.0014524255863841116 0.0013627977555758124 -0.0035299401603543887 -0.0055218734346376011 -0.0034256345282787136 0.0012715446486632836 -0.005046473249863322 -0.0040648158349160038 0.0029446547436185024 -0.00070193465739830678 -0.0021101210830936708 0.0010698584437894916 -0.0052766275119558916 0.0024411620939044048 -0.0060328082389762058 0.0054011630277962354 -0.0025194173836690348 0.0045271294339433036 0.00018611834906648861 -0.0038290612574116058 0.0017432181817509129 -0.0049137314881256434 -0.0044216827572671593 0.0030000154654542025 0.00035468216412983558 0.0025493299024675416 -0.0042182790164299782 0.000924596667122245 -0.000845166049256271
leaf_weight=3.0195554699748763 8.785368889570238 89.198716096580029 34.326299473643303 8.509693291038273 1.9198008785024274 5.288364181295039 17.289074636995792 6.0715451911091787 13.998033870942889 3.7634778469800949 6.523548137396574 9.7746738307178074 17.019522704184055 5.904290009289979 6.2769192941486827 1.9037106484174717 1.8894276283681382 8.4037625128403288 5.2546005956828585 65.150016088038683 6.717910671606659 7.8403490856289855 3.0641075000166955 2.7634825576096764 5.6022932417690763 1.9222972989082334 11.878423467278479 6.7813322730362406 76.314168881624937 17.050827283412218
leaf_count=44 57 318 137 210 24 60 73 70 171 13 56 73 67 75 23 19 4 252 14 413 74 29 47 65 24 8 35 48 290 107
internal_value=0.00018937 0.000558878 -0.000387249 -7.9786e-05 -0.000515801 -0.00181563 -0.000386495 -0.000849142 -0.00277369 -0.000777064 -0.00279625 -0.000271663 -0.00035236 -0.00110069 -0.000209221 -0.00112117 -0.00054889 -0.000173939 3.41182e-05 0.000510107 -0.0013431 -0.000395021 -0.00132693 -0.000361619 0.000939716 -0.00389351 0.000931204 0.000516185 0.000275032 0.000601393
internal_weight=460.206 280.473 179.732 147.897 113.571 31.8352 79.2498 61.9607 23.0499 9.05184 12.5951 105.061 49.3656 32.3461 24.5195 18.2426 16.3389 103.141 94.7376 70.4046 24.3329 17.615 14.4494 11.3853 8.62185 7.82659 201.223 112.025 100.146 93.365
internal_count=2900 1373 1527 1226 1089 301 575 502 244 73 126 879 376 309 226 203 184 855 603 427 176 102 180 133 68 83 798 480 445 397
is_linear=0
shrinkage=0.00387461


Tree=206
num_leaves=31
num_cat=0
split_feature=1 0 0 1 0 4 1 4 2 0 2 2 2 3 2 4 4 2 3 2 1 2 1 2 1 4 0 0 2 3
split_gain=8.15443 8.16697 6.84865 5.0491 4.6493 4.33064 4.21988 3.97256 3.81901 3.79634 3.63515 6.36292 6.14893 4.21057 3.61673 4.51965 3.55416 3.53403 8.02128 3.46408 5.06582 5.4953 5.34836 4.12215 3.99278 3.447 3.20895 10.0828 3.09233 3.0647
threshold=70.182199495350019 85.716110573100011 94.550383989750017 89.912793714750009 93.972365491700018 40.621691032550004 62.00390986255001 37.186372654950006 -0.16030499999999998 75.994645973400011 0.06041500000000001 -0.0039949999999999994 0.072320000000000023 0.087605000000000016 0.68694500000000025 44.611732354850012 44.921040431000009 -0.0039949999999999994 0.09660500000000001 -0.053019999999999991 75.403185184700007 -0.096499999999999989 75.645146416450004 -0.079824999999999993 75.18810853425002 37.572218886150004 85.807518149550006 86.001087134900004 -0.58180999999999994 0.10332500000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 8 7 5 -3 9 28 -2 16 11 19 -12 14 15 -14 -1 26 -19 20 21 -9 -22 -23 -21 -11 -7 -28 -4 -8
right_child=2 4 3 -5 -6 17 29 10 -10 25 12 -13 13 -15 -16 -17 -18 18 -20 24 22 23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0021961704949217033 0.00021313510287088356 0.0013508490134143132 0.0018716266951890974 -0.0017747397919578012 -0.0011226816562191233 0.0020632776219140963 -0.0021835516495259874 -9.5634072335458857e-05 -0.0032124257073848062 0.0021942531191562645 0.0032156213660416177 -0.0029678233521053875 -0.0034493047746528751 0.0014611347065662424 0.0015457622102678561 0.001210128352604517 0.00023877697082692545 -0.0035216927793004144 0.0014108719390484787 0.003030762550007603 0.0023177151929997487 -0.0040635529316054931 -1.1995665836880421e-05 -0.00066447860374915389 -6.4076672732961725e-06 0.00012496931816775148 -0.002926999303613515 0.00075262623257145325 -0.0017451686860469556 0.0007947153856833148
leaf_weight=9.9901285003870743 3.6484182178974143 85.157001584768295 2.195615321397784 14.228372074663637 9.999182026833294 11.686390124261377 13.448386643081905 17.400411125272516 9.5934882629662734 7.9952755868434897 7.7343449816107777 5.8978656269609919 5.4881576523184794 11.890156097710131 3.2755666822195053 2.4435588866472244 9.496659651398657 5.3701534718275052 5.3402365706861019 6.4944944493472558 9.2459782324731332 6.786568820476532 59.538367616012692 5.0566999949514848 7.6638657078146935 35.870550192892551 6.5487342551350585 79.108526550233364 15.289734952151774 3.5460053421556941
leaf_count=185 30 279 18 360 58 33 129 111 126 25 19 52 48 51 12 13 51 42 19 16 27 62 356 29 37 167 45 299 183 18
internal_value=0.000160091 0.000468056 -0.000290339 -0.000145312 0.000772176 0.00087024 -0.00030111 -5.98584e-06 -0.00226861 3.71561e-05 0.000144899 -8.26193e-05 0.00101628 0.000279817 -0.00097348 -0.00201385 -0.00100953 0.000491473 -0.0010623 6.90617e-05 -0.000121255 -0.00111483 0.000301164 -0.00261226 0.00138675 0.000502131 0.000662429 0.000471309 -0.00129101 -0.00156211
internal_weight=477.429 283.557 193.872 180.63 203.21 193.211 80.347 166.401 13.2419 63.3526 148.916 118.084 30.8318 23.0974 11.2073 7.93172 19.4868 108.054 10.7104 112.186 98.028 29.2437 68.7843 11.8433 14.1584 43.8658 97.3437 85.6573 17.4854 16.9944
internal_count=2900 1350 1550 1394 775 717 575 1034 156 428 833 690 143 124 73 61 236 438 61 638 585 202 383 91 53 192 377 344 201 147
is_linear=0
shrinkage=0.00284985


Tree=207
num_leaves=31
num_cat=0
split_feature=0 4 0 4 4 2 2 0 0 2 1 4 3 2 1 4 4 1 2 2 0 2 1 3 2 2 2 2 1 1
split_gain=7.07944 6.42514 4.66283 5.77176 4.49332 4.41711 3.55381 3.85859 5.54667 5.48221 6.81265 5.56139 5.0741 5.10598 5.058 4.71689 5.39473 4.30631 3.90547 5.97902 4.85741 3.66908 3.54654 3.54376 3.50815 3.38158 3.26255 3.58466 4.33837 3.25137
threshold=102.84427732220001 44.710446918150005 75.994645973400011 44.527357125550004 44.921040431000009 -0.60414999999999985 0.68694500000000025 93.972365491700018 86.530713386650021 0.22542000000000004 71.787208999250012 38.238138001450004 0.09254500000000003 -0.59309999999999985 78.677727187550019 42.178283198950005 43.45354240915001 62.245871094250013 -0.13978499999999996 -0.057185 94.964406541850011 -0.103615 61.917879202350001 0.09721500000000001 -0.22984499999999999 -0.13978499999999996 -0.088944999999999996 0.033180000000000008 85.804829691400016 86.858705278550005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 4 6 -1 -5 7 8 15 10 18 -12 -13 -14 25 17 22 24 -9 -20 -21 -19 -17 -11 -4 -15 29 -28 -29 -3
right_child=1 26 3 5 -6 -7 -8 9 -10 23 11 12 13 14 -16 16 -18 21 19 20 -22 -23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.0029169033061717409 -0.0021109979112495722 -0.0034766870681119393 -0.001313567182570149 0.0036625615801199091 0.00046344006299008995 -0.0013427750545880479 0.0033119791899947917 0.0013616521822093341 0.001306842740285931 -0.0055344392317095946 -0.0015915784621043625 0.0017612023810739243 0.0022535939613274321 -0.0054366596631857693 0.0015472981883200621 0.00080458593061004055 0.0011360099558278311 0.00045581563770251946 -0.0033216308990902726 -0.0023875404923333773 0.0029988854762893016 -0.0043386129124610619 -0.0024096397297217473 -0.00013682352524243248 0.0012801539287143914 -0.0013291242288188396 0.0033152931006225853 0.0026813548337019251 -0.004171035344266264 0.00028391157062388536
leaf_weight=10.464080000296237 29.869318762794137 4.1271922029554871 7.2875498905777922 2.3756810426712027 9.2758526597172004 30.61873765103519 5.786252297461032 5.499419346451762 120.98399996757507 3.5738496482372275 11.479270834475754 45.747788991779089 7.3389366418123272 3.5587568432092693 5.5083440691232672 5.4562389813363579 12.168755941092966 4.3871034141629934 14.611497668549422 4.011083554476496 4.3789261877536774 3.6619677226990444 20.126772947609425 2.6478848271071911 61.969232950359583 8.4739008173346502 6.8966305032372457 2.334836982190609 2.2869712226092815 9.4743054360151273
leaf_count=191 514 43 42 8 51 269 18 27 454 32 101 164 23 27 20 26 52 31 125 28 15 36 152 15 215 50 24 7 49 91
internal_value=0.000189142 -0.00100251 0.000348425 0.000432944 -0.00132847 -0.000982378 0.000563145 0.000518071 0.000778218 -7.52897e-06 0.000174146 0.0006912 0.00106222 -0.000223014 -0.0012592 0.000222366 -0.000802199 0.000722705 -0.00131541 -0.00195547 0.000423751 -0.00172544 -0.00172412 -0.00323729 0.00100723 -0.00254396 0.000315556 0.00170039 -0.000709357 -0.000857192
internal_weight=466.381 54.9893 411.392 391.652 19.7399 32.9944 358.658 352.871 236.042 116.83 110.608 82.107 70.6277 24.8799 17.541 115.058 37.7518 77.3059 28.5009 23.0015 8.39001 8.04907 25.583 6.22173 69.2568 12.0327 25.1199 11.5184 4.62181 13.6015
internal_count=2900 728 2172 1930 242 277 1653 1635 1008 627 580 385 284 120 97 554 230 324 195 168 43 67 178 47 257 77 214 80 56 134
is_linear=0
shrinkage=0.00353616


Tree=208
num_leaves=31
num_cat=0
split_feature=1 1 4 0 4 0 3 4 3 3 3 3 4 1 2 2 1 4 1 4 3 1 2 3 2 3 4 1 3 0
split_gain=2.17097 1.49877 2.75116 2.67453 2.85656 2.59836 2.96768 2.21822 2.17465 2.5036 2.32943 3.11104 3.43003 2.17381 2.07868 3.45666 3.2259 5.41921 2.49757 4.53906 2.10857 4.59055 2.05849 3.84695 3.14206 4.54359 2.45962 4.04848 2.24064 2.05828
threshold=90.988176966900014 69.873026810350026 38.238138001450004 86.530713386650021 44.015822920550008 93.776108048200015 -0.16319499999999998 37.962710038050005 0.11614000000000002 0.13635000000000005 -0.04931 -0.101725 39.039757512550004 64.84561010645001 -0.068524999999999989 -0.083794999999999994 64.071334164850015 38.238138001450004 67.649671936450019 41.872669623500009 0.083905000000000021 65.966697146800016 -0.033594999999999993 -0.22588499999999997 -0.117115 0.094165000000000013 37.272044000450002 71.787208999250012 0.11048000000000002 85.807518149550006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 7 8 14 6 -4 22 10 -10 11 13 -13 29 15 20 -16 -18 19 -19 21 -5 23 -3 25 -25 27 -24 -29 -1
right_child=-2 2 5 4 -6 -7 -8 -9 9 -11 -12 12 -14 -15 16 -17 17 18 -20 -21 -22 -23 26 24 -26 -27 -28 28 -30 -31
leaf_value=-0.0001321301675630671 -0.0097826673127590705 0.010159930892438209 0.0065259030142857614 -0.014760185499385721 -0.0065490174044331786 0.00086081121384515562 -0.021266576218996483 -0.023070390570045202 -0.019040627582782285 -0.0011020717344828695 0.0020486614973502927 0.0049465488274855612 -0.023896197220851026 0.013627733245840984 0.013022842647372515 -0.006143511185182928 0.011778706493263671 -0.025495352933957053 0.0061595656690517529 0.0030382079211657368 0.0069654050620921474 0.0077124109436988606 0.012441271112382746 -0.020980075401602266 -0.022985704741180349 0.010207049608600562 0.013856776845555448 -0.022524790054307044 0.0061516772648357023 -0.013923658167177687
leaf_weight=18.224846090655785 6.3794668060727409 2.7387318117544082 1.8471076954156158 4.9839350134134275 7.9263047073036423 135.57060090638697 3.5351748140528789 2.1633597221225491 3.9537854138761741 6.4886299222707748 87.813645996153355 1.8841611677780736 4.2135400921106339 2.9014728218317023 18.73184659332037 11.934996314346789 10.792134650051596 3.7768107987940294 3.4987716004252434 3.2975417524576187 32.495393738150597 6.7683309428393841 2.7831385061144811 2.7619226765818912 5.4844556152820587 3.1660420717671514 3.4763725511729717 3.2456780038774014 1.1707416027784345 4.205603912472724
leaf_count=210 319 25 14 27 70 876 63 33 34 32 441 17 63 15 73 53 37 31 12 17 116 29 9 60 84 26 12 73 5 24
internal_value=0.000502281 0.000665563 -0.000615167 0.00158518 0.00370502 0.000380082 -0.0117287 -0.00581268 -0.000118174 -0.0078941 0.000562782 -0.00358873 -0.0149839 -0.000845769 0.00454919 0.00234338 0.0076399 0.00292043 -0.00612133 -0.0121951 0.00463256 -0.00181783 -0.00430889 -0.00875322 -0.013292 -0.00432347 0.00158215 -0.00434477 -0.014923 -0.00271798
internal_weight=408.215 401.835 167.943 233.892 104.206 140.953 5.38228 26.9904 129.686 10.4424 119.243 31.4296 6.0977 25.3319 96.2798 56.1827 40.0971 21.3653 10.5731 7.07435 44.2477 11.7523 24.8271 14.1512 11.4124 5.92796 10.6759 7.19956 4.41642 22.4305
internal_count=2900 2581 1280 1301 465 953 77 327 836 66 770 329 80 249 395 225 170 97 60 48 172 56 294 195 170 86 99 87 78 234
is_linear=0
shrinkage=0.01777


Tree=209
num_leaves=31
num_cat=0
split_feature=1 0 1 2 3 2 2 4 0 1 3 3 3 3 0 2 3 2 2 0 1 1 0 0 3 1 4 3 2 2
split_gain=2.18275 2.0316 3.35825 2.88788 2.64756 2.62251 4.79963 2.65749 2.10585 6.35235 2.10561 2.52446 1.74155 1.65235 3.52166 3.18135 4.70953 1.70998 6.56634 5.22045 6.0681 4.22293 6.16819 3.50752 4.44536 3.50167 2.98508 1.58276 1.57939 1.57551
threshold=54.884872733100003 98.201310130900012 75.645146416450004 -0.61225999999999992 0.09495000000000002 -0.59681499999999998 -0.50001499999999999 37.186372654950006 97.013011637200023 75.645146416450004 0.09310000000000003 0.10790500000000001 0.11467000000000002 -0.15684499999999998 116.55541378745001 -0.16187499999999996 -0.24637000000000001 -0.094344999999999998 -0.08459499999999999 101.99741301110002 81.320481529800006 82.987325570650015 99.378854792050006 104.3578792496 0.074640000000000026 80.288113607700012 44.710446918150005 0.087265000000000023 0.066885000000000014 -0.0023999999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 8 4 -4 -3 -5 -7 12 9 -2 27 -12 -8 15 17 -9 -17 21 -19 25 -21 22 -15 -23 -25 29 28 -10 -22 -20
right_child=1 2 3 5 -6 6 7 13 10 -11 11 -13 -14 14 -16 16 -18 18 19 20 26 23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.022926585979261234 0.0013474895931791236 -0.02739122914222638 -0.029459553330223074 0.015373904933476925 -0.0019418453652511988 -0.0270980238238679 -0.023986542029984608 0.023104059352514125 0.005158205399533709 -0.028284267244386936 -0.011478534357620961 0.012464841404582046 0.0055074819680826625 0.015807980269037552 -0.025105477063513324 -0.027615826198281325 0.010644857225379036 0.019006357510273051 -0.035523623352865179 0.018107462336644897 -0.026997756922341909 0.018042480274243079 -0.029088241061789668 0.019243363613205423 -0.024526745051992656 -0.0021147871405930957 0.012188783970056776 0.018462341605298995 -0.004335947132331975 -0.012323232058160185
leaf_weight=1.8819875773042429 279.412463568151 4.2931226706132284 1.6586479283869255 4.7903179428540161 3.5841116011142731 3.2979911123402408 3.4863530825823537 4.3957462031394243 8.3650751598179394 3.5003880648873738 4.9502557665109617 3.6599129140377045 1.3184417751617727 1.978679291903968 2.6739471931941798 2.1533682178705931 5.3735111979767591 9.4057660959660918 3.2052922826260328 9.1203485727310198 3.0736807035282236 4.6565894335508329 5.6028358675539494 1.7429895140230653 3.0471635512076318 6.7482607141137123 2.5398141965270042 8.7348999455571157 2.8158915257081389 2.4815513938665621
leaf_count=91 1549 67 31 30 25 74 159 13 40 84 31 17 20 6 134 40 39 37 33 28 57 19 68 9 76 35 9 25 36 18
internal_value=0.000560249 0.000670185 -0.00215373 -0.000896374 -0.0158119 -0.000331756 -0.00128268 -0.000159773 0.00152521 0.000980866 0.00751509 -0.00130096 -0.0158933 0.000904736 -0.000593009 0.0083281 -0.000301158 0.000568749 0.00307092 -0.00192777 0.00575003 -0.0052194 -0.0173709 0.00453282 -0.00860015 -0.0127635 -0.00762034 0.0119541 -0.0161628 -0.0253997
internal_weight=403.949 402.067 93.4444 85.5672 7.87723 83.9085 79.1182 75.8202 308.623 282.913 25.7101 8.61017 4.80479 71.0154 59.0928 11.9226 7.52688 56.4189 39.3906 29.9848 17.5497 17.0283 7.58152 9.44674 4.79015 12.4351 8.42939 17.1 5.88957 5.68684
internal_count=2900 2809 1063 971 92 940 910 836 1746 1633 113 48 179 657 565 92 79 431 253 216 130 178 74 104 85 86 102 65 93 51
is_linear=0
shrinkage=0.0218597


Tree=210
num_leaves=31
num_cat=0
split_feature=1 0 4 3 3 1 3 0 3 4 0 2 2 3 3 2 2 2 2 1 2 1 0 4 4 2 4 4 3 3
split_gain=1.95599 1.85856 3.60496 2.8093 3.1164 2.78257 2.46828 2.57854 1.97006 1.93702 2.33532 3.2595 3.88104 2.50811 4.77569 1.63773 1.6954 3.8468 3.20594 2.14669 6.65132 2.73406 2.39647 4.29151 6.5003 5.58051 2.27025 2.06044 3.29311 3.45106
threshold=54.884872733100003 102.84427732220001 44.710446918150005 0.090720000000000023 0.089785000000000018 80.677940036650014 -0.21013499999999999 103.44649194340002 -0.25765499999999997 46.177190236600005 110.99299391555002 -0.088099999999999998 -1.0000000180025095e-35 0.075065000000000021 0.079095000000000013 0.68694500000000025 -0.59309999999999985 -0.5422499999999999 -0.58180999999999994 81.524804347700012 -0.11911999999999999 80.288113607700012 98.851916998450022 40.259171735100004 41.24714903835001 -0.22573999999999997 34.823977857500005 42.178283198950005 0.088165000000000021 0.087265000000000023
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 15 3 4 6 -4 8 -8 -3 -7 13 -12 -13 -11 -15 16 -2 18 -18 21 -21 22 27 26 -25 -26 -24 -19 29 -29
right_child=1 2 5 -5 -6 9 7 -9 -10 10 11 12 -14 14 -16 -17 17 19 -20 20 -22 -23 23 24 25 -27 -28 28 -30 -31
leaf_value=-0.018975633541212084 0.0062378593702415198 -0.019427296835870411 -0.016830303479687662 -0.021665705671300543 0.013855834903668613 0.017618559235618936 0.0084858366449339761 -0.017252916877257968 0.0099776634796456647 0.020758708987086472 -0.023429169596201449 0.019097912607407761 -0.02063591183814183 -0.020856966725792389 0.014115034534812623 0.011637395489381376 -0.0030325619129356824 0.0022359825042483363 -0.026741801162445764 0.015422485796814302 -0.024687393402133075 0.010129059695587072 0.0010105245270970338 0.015874238084829149 0.014314977621724486 -0.019027554887563781 -0.024509297704991783 -0.00023428859292354243 -0.006099566959306555 0.012803909341215338
leaf_weight=1.7101782714016724 17.851908253505826 0.97681589191779483 2.2143579237163094 4.234927800949662 2.4469553483650079 3.182863691821697 1.5176428109407432 8.4085956397466344 3.2782314163632735 3.1887491270899755 2.3557786522433188 2.1756281005218656 1.295436029322439 2.1176433488726616 3.2989984937012196 4.6502976119518271 5.0170003920793533 187.55804839078337 3.0163545552641136 2.1484869960695505 3.7474329499527803 10.471490083262323 1.5384581424295927 5.3405585661530486 2.2895986083894968 6.0105194421485049 4.5766523033380508 65.432262622285634 29.445166799239814 7.4710671827197066
leaf_count=91 80 44 29 149 20 14 8 255 38 8 49 11 46 45 12 25 28 949 37 11 45 36 16 14 14 68 61 462 208 27
internal_value=0.000419136 0.00050263 -0.00317712 -0.00845079 -0.00508518 0.00237146 -0.00835341 -0.0133177 0.00322727 0.00478528 0.00195505 -0.00692939 0.00426885 0.00797084 0.000442684 0.000922577 0.000780989 0.00048938 -0.0119349 0.000795514 -0.0100713 0.000995647 0.000686793 -0.00543783 0.000233666 -0.00982997 -0.0180889 0.00110416 -0.00096996 0.00110185
internal_weight=398.968 397.258 40.6926 20.8632 16.6282 19.8295 14.1813 9.92624 4.25505 17.6151 14.4322 5.82684 3.47106 8.60539 5.41664 356.565 351.915 334.063 8.03335 326.03 5.89592 320.134 309.662 19.7558 13.6407 8.30012 6.11511 289.907 102.348 72.9033
internal_count=2900 2809 728 514 365 214 345 263 82 185 171 106 57 65 57 2081 2056 1976 65 1911 56 1855 1819 173 96 82 77 1646 697 489
is_linear=0
shrinkage=0.0181742


Tree=211
num_leaves=31
num_cat=0
split_feature=4 4 2 4 0 3 3 1 4 3 3 4 4 4 2 4 3 2 1 1 2 2 0 1 1 1 4 1 3 2
split_gain=1.62179 1.58748 2.2961 2.08482 2.4682 3.07841 3.2712 2.01592 4.51298 2.79913 2.36069 3.38096 2.00699 2.59037 2.9205 1.90469 2.06664 1.85037 1.73408 2.16924 3.38597 1.70875 1.68038 2.62192 2.27961 2.52834 4.99369 4.056 2.10248 3.44133
threshold=29.904643970450003 49.275256100300005 -0.15726999999999999 48.680511450650009 78.626646483100004 0.10176000000000003 0.075065000000000021 83.715897724050009 44.710446918150005 -0.22253999999999999 -0.27223499999999995 36.072790850000011 45.90502654165001 47.001379125850008 -0.23378499999999999 49.842240509300005 0.079095000000000013 0.20981000000000005 58.939067593850005 55.895732990150002 0.11529000000000002 0.68694500000000025 103.44649194340002 82.204984254750016 82.987325570650015 81.188747081400024 39.468990633150007 80.677940036650014 0.088165000000000021 -0.24103499999999997
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 3 15 4 5 6 18 10 9 -9 11 -6 21 -14 -15 -3 -17 -11 19 20 -2 22 24 -24 25 27 -27 28 29 -12
right_child=1 2 -4 -5 7 -7 -8 8 -10 17 12 -13 13 14 -16 16 -18 -19 -20 -21 -22 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0134211686099713 -0.020794358173556179 -0.012066329941924943 -0.015542900914588889 0.0080124507561944325 0.0083988407915981233 0.011796057957872785 -0.023988052805446934 0.0045502303554346823 0.0077644415672874093 -0.020691568841573055 -0.006442007244857142 -0.020777160649663794 -0.020680167358178604 -0.015614992244208814 0.0088672611918436447 -0.0039410331203850301 0.016339574359983067 0.0035335105386987346 -0.020601021226173875 0.0072105042303194453 0.026212901045429657 0.012121866777508438 -0.016482037378198908 0.0068576989410307635 0.014776561594644544 0.0053267846833096677 -0.026917099482153251 0.0189315721079381 -8.9864329890133797e-05 0.0038769883794054385
leaf_weight=2.7694761189632109 2.6716112648136936 3.0839461954310519 4.8570378762669852 12.34560342133045 2.0102197034284464 2.5436208620667449 3.8581205252557984 2.5160890924744317 5.6273835175670675 7.1797910435125232 11.564154328778384 3.6811927193775773 3.0327982716262323 2.5913429856300354 4.1487950049340725 3.6752011217176914 2.9773966977372766 1.2054716590791938 1.7503508506342766 4.6739942356944084 0.61758065223693837 4.909825697541236 4.1441382337361565 2.5421607447788119 4.2138167694210997 3.3166216909885398 2.9897431861609221 4.364148184657096 153.90733992028981 124.2827910091728
leaf_count=96 114 26 132 56 10 10 55 41 59 296 92 50 38 31 19 44 17 24 39 32 1 23 56 27 13 23 30 11 827 608
internal_value=0.000375654 0.000473308 -0.00538175 0.000700143 0.000452369 -0.00647008 -0.00989355 0.000772726 -0.0053942 -0.0121868 0.00108003 -0.0104721 0.0012817 -0.00679367 -0.000545293 -0.000312904 0.00513563 -0.017209 -0.00429535 -0.000711274 -0.0119682 0.00153127 0.00136424 -0.00760817 0.00156117 0.00137581 -0.00995951 0.00161886 0.0013581 0.00299857
internal_weight=394.052 391.282 14.5936 376.689 364.343 16.1153 13.5717 348.228 16.5287 10.9014 331.699 5.69141 326.008 9.77294 6.74014 9.73654 6.6526 8.38526 9.71354 7.96319 3.28919 316.235 311.325 6.6863 304.639 300.425 6.30636 294.118 289.754 135.847
internal_count=2900 2804 219 2585 2529 251 241 2278 420 361 1858 60 1798 88 50 87 61 320 186 147 115 1710 1687 83 1604 1591 53 1538 1527 700
is_linear=0
shrinkage=0.0180931


Tree=212
num_leaves=31
num_cat=0
split_feature=1 3 3 0 3 4 2 3 0 1 0 3 3 2 1 2 3 3 4 2 1 2 2 4 4 2 2 3 2 2
split_gain=1.43569 3.67787 2.61112 2.53567 2.23163 2.00127 2.69941 2.76542 2.48557 5.98776 3.48125 2.57841 2.48241 4.7937 2.60514 3.46556 3.05573 2.50034 4.46998 4.33494 5.51419 7.17608 3.77717 4.13911 2.26953 5.86154 7.97513 2.17818 2.14742 2.0509
threshold=69.873026810350026 0.25847000000000003 0.21240500000000004 92.031298721500022 0.43162500000000009 41.941595803500007 -0.058529999999999992 0.12424000000000003 85.656964494200011 61.86411003975001 85.807518149550006 0.12064000000000002 0.09721500000000001 -0.08725999999999999 62.55235532115001 -0.23771499999999998 0.088670000000000013 0.093295000000000031 42.428475018400007 -0.081474999999999992 61.993156030000002 -0.10282499999999999 -0.089514999999999997 48.315732392000008 40.621691032550004 -0.12350999999999999 -0.077279999999999988 0.088565000000000019 -0.13324 -0.26138499999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 3 -2 5 8 12 -8 9 -1 -10 24 14 -14 17 16 -16 18 -7 20 22 -22 23 27 28 -26 -27 -20 29 -12
right_child=1 -3 -4 -5 -6 6 7 -9 10 -11 11 -13 13 -15 15 -17 -18 -19 19 -21 21 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=0.0022789233128532897 -0.023793778342475168 -0.025839373484836635 0.018943491567517401 -0.00074306642514897106 0.014993883946647657 -0.026041056785081604 -0.010692759979967166 0.011542621340430126 0.013627322041394972 -0.019776946270518164 0.0066659276002882075 -0.011768320839791175 -0.025265701930208304 0.0037449848271906352 -0.023936116038235755 0.011953010246442599 0.011232167267110287 0.013249951862647893 -0.030976221030793581 0.015600627490241541 0.010085095924047154 -0.024464154825572161 0.013337968540718883 0.0030999404698713456 0.015017729439224768 -0.02540035042411963 0.0014310268056493586 0.002661084017918207 0.007635796582323137 -0.011145401404365285
leaf_weight=22.210383662022654 1.8815700751729298 2.2986764940433195 2.5946343792602411 155.34131026943214 4.5951172262430182 2.8532426282763472 16.460331465117637 2.5113427415490142 13.094439484179018 6.1151114273816338 4.9304438680410385 4.5379813686013213 3.9911865442991257 4.9965437240898591 2.2285635117441442 16.001652918756008 1.6940755024552347 4.523756366223096 2.6581966034136673 5.6064600571990075 3.3135246634483337 7.987127158790825 8.0958943516015989 9.5384399779140931 6.7059700973331955 6.0119415894150778 15.291979230940338 1.0446352306753395 45.586193017661572 5.1477343738079053
leaf_count=158 56 38 15 1490 15 19 184 13 38 77 18 25 34 21 39 61 8 15 66 18 12 65 25 43 21 37 70 8 182 29
internal_value=0.000368229 -0.00105137 -0.000694837 -0.00101893 0.0013788 0.00109842 -0.00110243 -0.00774939 0.00268591 -0.00248266 0.00413105 0.0027214 0.000589487 -0.00913781 0.00192331 0.00787746 -0.00874794 -0.00067706 -0.00221006 -0.000432129 -0.0031862 -0.0143338 0.00271781 -0.0037755 0.00350724 -0.00107511 -0.00614076 -0.0214865 0.00581304 -0.00243175
internal_weight=389.848 162.116 159.818 157.223 227.732 223.137 93.505 18.9717 129.632 28.3255 101.307 88.2122 74.5333 8.98773 65.5456 19.9243 3.92264 45.6213 41.0975 38.2443 32.6378 11.3007 21.3372 13.2413 83.6743 28.0099 21.3039 3.70283 55.6644 10.0782
internal_count=2900 1599 1561 1546 1301 1286 631 197 655 235 420 382 434 55 379 108 47 271 256 237 219 77 142 117 357 128 107 74 229 47
is_linear=0
shrinkage=0.0197371


Tree=213
num_leaves=31
num_cat=0
split_feature=1 0 0 3 3 1 1 0 1 0 1 4 4 4 4 0 0 2 4 0 0 2 4 2 2 0 0 3 4 3
split_gain=5.56489 6.66116 5.45131 4.2482 4.19099 4.14649 3.84931 3.71623 3.45055 3.31572 6.20434 3.72608 4.08619 4.75262 3.20851 3.12396 3.9286 4.5736 3.27733 3.09334 8.92609 3.58664 3.06232 3.30339 9.04415 3.02439 2.77459 2.75248 2.70556 2.66102
threshold=70.182199495350019 85.716110573100011 94.550383989750017 0.099780000000000021 -0.16319499999999998 62.00390986255001 64.071334164850015 94.047642319350018 90.988176966900014 84.95796538030001 58.549241164900003 39.468990633150007 41.902916368500009 44.921040431000009 40.621691032550004 91.625341543800019 90.337570099350003 -0.0039949999999999994 43.45354240915001 85.807518149550006 86.001087134900004 -0.031989999999999998 43.162556114600001 -0.12350999999999999 -0.08725999999999999 90.662873533100012 85.447264760050004 0.11360500000000003 42.027086531450003 0.093295000000000031
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 4 5 -2 9 -7 14 -4 10 11 -1 -13 -14 -3 16 17 19 -17 -16 -21 22 23 -22 -25 -18 -11 -5 -28 -12
right_child=2 7 8 27 -6 6 -8 -9 -10 26 29 12 13 -15 15 18 25 -19 -20 20 21 -23 -24 24 -26 -27 28 -29 -30 -31
leaf_value=-0.0035969924401218272 0.0011612331278953534 0.0017169605029627515 -6.9577415949675592e-06 0.002516572212800943 -0.0043815129373065793 -0.0052789208081782755 -0.00076337524305955041 -0.0016786467256548799 -0.0027846394626818006 0.0028070822487901493 -0.0055850742311017096 0.0040038376913495068 -0.0045931127261904974 0.00085315725194371936 0.002713196344168035 0.00033807052334003417 0.004658762069997751 -0.0028442457884699339 -0.0054075535300718326 -0.0041450830292546117 0.0019313450799869794 0.003093215916136283 0.0021666113311278315 -0.0057734675778079621 0.00026430604603212073 0.00075209816635517647 0.0016232314338458539 -0.00090100717917831303 -0.0028234924172219067 -0.00010067248218202628
leaf_weight=4.1315081194043222 2.9817292336374512 81.266611404716969 150.79042983055115 11.457108918577434 8.8615707745775563 6.1117994356900436 6.2393778450787067 8.1230241470038873 7.6869777981191865 7.9643680900335339 5.9705357979983082 4.5125980135053423 3.3949403362348667 11.486343592405317 11.435050554573534 3.943720042705535 7.1507655233144742 6.1775229610502711 2.7598468922078609 6.2940483689308158 9.3531248867511589 10.269780419766908 12.767757538706062 4.9864487946033362 21.778635375201723 5.9272856861352921 4.7500431761145574 5.8078686818480483 4.2310478314757347 1.9096391499042509
leaf_count=43 20 283 1075 40 136 70 56 52 319 25 75 26 101 56 33 19 19 37 35 45 31 37 42 31 85 26 16 33 26 8
internal_value=0.000233025 0.000593898 -0.000339473 -0.000403136 -0.00298604 -0.000906575 -0.00299783 0.000998281 -0.00014169 -0.000372368 -0.00115028 -0.000109965 0.000632881 -0.000389327 0.00111639 0.00064182 0.000827935 0.000503555 -0.00202739 0.000772543 0.000433482 0.000920632 0.000464223 -0.000137569 -0.000860557 0.00288817 0.00106936 0.00136691 -0.000471648 -0.00425601
internal_weight=440.522 270.201 170.321 77.9672 11.8433 60.7022 12.3512 192.234 158.477 48.351 31.4056 23.5254 19.3939 14.8813 184.111 102.844 96.1404 83.0624 6.70357 76.8848 65.4498 59.1557 48.886 36.1182 26.7651 13.0781 16.9455 17.265 8.98109 7.88017
internal_count=2900 1350 1550 575 156 502 126 775 1394 376 309 226 183 157 723 440 386 341 54 304 271 226 189 147 116 45 67 73 42 83
is_linear=0
shrinkage=0.00404408


Tree=214
num_leaves=31
num_cat=0
split_feature=1 4 4 4 2 3 4 3 4 4 0 2 0 3 2 3 3 3 3 2 1 0 3 1 0 4 1 4 0 0
split_gain=1.42621 1.36197 2.55904 1.24614 2.96898 3.27393 1.44924 3.05264 2.33855 3.06845 2.32969 2.67679 2.14786 2.30111 1.91847 1.58928 2.61453 3.20176 2.6351 2.86219 2.41733 4.59478 2.72634 2.38806 6.09952 4.85885 4.44205 9.08853 2.94976 2.79682
threshold=90.988176966900014 48.315732392000008 48.988717865950008 32.785955158400007 -0.10710499999999999 0.088500000000000023 35.461062230100005 0.094415000000000013 37.020641110850008 36.82350895510001 95.141844778450022 -0.56818499999999994 89.219171517050015 -0.25215499999999996 -0.042409999999999996 -0.25765499999999997 -0.21013499999999999 -0.22831499999999999 -0.24637000000000001 -0.16717499999999999 61.409760615700009 82.401241698250018 1.0000000180025095e-35 66.697957758300021 90.337570099350003 38.238138001450004 63.910026677050006 43.45354240915001 88.232507383150008 93.679323555450011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 -1 -6 7 12 9 10 -8 -12 -5 -14 -15 -10 17 18 19 -17 21 22 -18 24 25 -22 -27 28 -28 -25
right_child=1 2 -4 6 5 -7 8 -9 15 -11 11 -13 13 14 -16 16 20 -19 -20 -21 23 -23 -24 29 -26 26 27 -29 -30 -31
leaf_value=-0.024156849172349552 -0.02023283261256819 0.016674667314136648 -0.021151505759679695 -0.019994263056324915 0.015496641373103387 -0.020270619110377548 0.0016397690426575584 0.012906879534101072 -0.0061834818152756458 -0.02516289481419599 0.0091593692731244489 -0.028624563843331882 0.021231961104991579 -0.019170964868697737 0.0060047129665700425 0.016084947146328823 -0.016343150793621409 0.016978351400341578 -0.0083986739383321105 -0.0021303844391576299 0.016881558297061335 -0.031860294543239229 0.0032729162498902026 -0.0086854316724342476 0.015236171183717395 0.0015107912361808739 -0.016951226676827934 0.011360882671686742 -0.046035749700346705 6.1987950239041602e-05
leaf_weight=2.649019768461585 2.527983136707916 1.547027404420078 1.258931520860642 2.1202312577515858 2.708851797040551 1.5681020016781984 10.553172197192909 10.791063099168239 12.417017743922768 2.9146124320104709 1.0486925765872004 2.3769595832563928 1.8817703500390051 2.0077582858502865 2.8310377690941095 6.9143280871212509 3.8921403437852851 8.3507941588759405 6.0483875125646618 6.4900422785431138 7.3675922602415076 2.4479515608400098 9.3676982764154655 15.971586380619554 13.607068426907061 109.81042855605483 3.4971177261322719 3.7235016450285912 2.2075437605381012 126.81412020884454
leaf_count=74 249 11 59 22 31 28 64 48 146 24 10 47 7 25 23 25 78 32 54 39 25 25 55 138 62 522 36 19 16 906
internal_value=0.00037111 -0.00974521 -0.000296558 0.000512226 -0.0077679 0.00238294 0.00066497 0.00587561 0.000377481 -0.00677597 -0.00294226 -0.0170578 -0.00270676 0.00274718 -0.00444141 0.000734036 0.000997106 0.0067752 0.00239513 0.00726556 0.000459283 -0.0070629 -0.00248496 0.0008768 0.00270297 0.00135596 0.000396655 -0.0125798 -0.0282061 -0.000916473
internal_weight=387.713 5.33394 2.80596 382.379 6.92597 4.27695 375.453 19.6319 355.821 16.8934 13.9788 3.42565 8.8408 6.72057 4.8388 338.927 326.51 27.8036 19.4528 13.4044 298.707 15.7078 13.2598 282.999 140.213 126.606 119.239 9.42816 5.70466 142.786
internal_count=2900 319 70 2581 133 59 2448 125 2323 145 121 57 77 55 48 2178 2032 150 118 64 1882 158 133 1724 680 618 593 71 52 1044
is_linear=0
shrinkage=0.0196999


Tree=215
num_leaves=31
num_cat=0
split_feature=4 4 3 1 4 3 2 4 3 0 4 2 2 4 3 2 2 2 3 2 2 2 2 3 1 3 2 4 0 0
split_gain=1.33278 2.49948 1.97204 2.25917 3.30113 2.29788 1.78149 1.81131 1.70505 2.27494 1.976 1.60956 1.69471 1.43837 2.30383 4.2443 4.06347 2.53446 2.11814 2.04021 5.0075 4.5993 5.14652 3.94807 2.22753 1.74699 1.68299 1.68973 3.49461 2.84284
threshold=49.110028829250005 48.852845034800005 -0.52484999999999993 83.715897724050009 44.710446918150005 -0.22253999999999999 -0.15726999999999999 49.49736495185001 0.079095000000000013 85.57362229215002 52.781270016900002 0.20981000000000005 0.23643500000000003 42.599563320500003 0.083415000000000031 -0.24103499999999997 -0.0023999999999999998 -0.58180999999999994 0.082325000000000023 -0.030145000000000002 -0.082314999999999985 -0.08725999999999999 -0.090694999999999998 0.090025000000000022 64.071334164850015 0.08079500000000002 0.17273000000000005 45.673096293200011 86.597924839850023 71.249517373150013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 13 5 -5 7 -2 9 -9 -11 -7 -13 -4 15 -15 17 -16 25 20 21 22 23 -19 -22 26 27 28 -17 -29
right_child=6 -3 3 4 -6 11 -8 8 -10 10 -12 12 -14 14 16 18 -18 19 -20 -21 24 -23 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.01437250058896118 -0.01540387807529859 0.011943613127267791 0.0016161422396372362 0.0033821833357883025 0.0063773189075385884 -0.022922168030615087 -0.015129868186150686 0.015971498269432741 0.016305630335501843 -0.024955442202844392 0.0060313633313346252 0.023210493884078209 -0.022736979349563233 -0.0231428626672554 0.01329947204140099 -0.01023648176582706 -0.021877051623189543 0.0029839601100619118 0.013732860555122945 0.0080665412765062589 -0.034584356790943974 0.0093620978399225167 -0.033190458707369773 -0.019764076696989829 -0.0080014541566234623 -0.01262514958577181 0.01837868803412377 0.011947121758362503 0.010647189898117216 -0.014887686559302348
leaf_weight=3.7051961794495574 2.6121162790805128 7.8187643997371188 254.68949271459132 2.5115611976943901 5.0785107505507758 6.6658434185665092 5.205768226645886 1.7468648329377154 2.9591346178203821 2.0831740135326986 1.4269244540482757 0.7007792107760904 0.62487643607892096 2.5559923872351638 3.8333250433206549 4.4952027564868464 4.9398956699296823 10.88398872502148 7.2370946453884235 4.9919753186404696 3.1851612180471447 9.1826746538281423 2.8679001983255175 4.4123395737260571 2.1883622314780951 3.2127345204353324 2.7043614797294131 2.3673937581479541 12.373285689391194 5.1771361753344536
leaf_count=79 21 33 1445 51 58 319 137 6 18 34 15 3 38 79 15 62 74 58 28 24 27 33 28 43 20 19 11 9 61 52
internal_value=0.00034735 0.000596529 0.000350484 0.00050334 -0.00705039 -0.013543 -0.00537789 -0.000689527 0.00398856 -0.0029447 -0.0123587 -0.0188623 0.00155216 0.000848197 -0.00141009 0.00215107 -0.00448384 -0.00241575 0.00387202 -0.00401314 -0.00585607 -0.00233834 -0.00825333 -0.00357788 -0.0237585 0.00151912 0.00319486 0.00151287 0.005082 -0.00646721
internal_weight=384.438 368.404 360.585 356.88 15.5816 10.5031 16.034 10.8282 8.2161 5.25696 3.5101 7.9915 1.32566 341.298 86.6088 40.1232 46.4856 41.5457 37.5672 37.7124 32.7204 27.3469 18.1642 15.2963 5.37352 30.3301 27.1174 24.413 16.8685 7.54453
internal_count=2900 2669 2636 2557 469 411 231 94 73 55 49 360 41 2088 643 321 322 248 242 233 209 162 129 101 47 214 195 184 123 61
is_linear=0
shrinkage=0.0202855


Tree=216
num_leaves=31
num_cat=0
split_feature=1 3 0 4 4 3 2 3 2 2 3 0 2 2 2 3 4 4 3 3 1 2 2 1 4 4 1 2 4 0
split_gain=3.11013 3.75065 3.59687 3.9043 3.2635 3.54072 2.93269 4.43859 3.18276 7.13283 6.68166 5.12826 4.80864 4.31507 3.91884 3.5299 4.19509 3.88553 3.33913 2.98884 3.72381 2.6685 4.97194 4.35012 6.96825 3.15628 3.64069 2.54235 4.62899 4.83119
threshold=69.873026810350026 0.25847000000000003 86.530713386650021 44.015822920550008 38.238138001450004 0.11906000000000001 0.25828500000000004 -0.079549999999999996 -0.060760000000000002 -0.040019999999999993 0.070195000000000021 94.776214472700005 0.049235000000000008 -0.0039949999999999994 -0.074434999999999987 0.093675000000000022 41.134354310300004 42.428475018400007 0.099010000000000029 -0.21013499999999999 80.677940036650014 -0.068524999999999989 -0.083794999999999994 64.071334164850015 38.238138001450004 42.428475018400007 67.316303128300021 -0.033594999999999993 34.542090938800008 97.671683879200017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 -1 21 27 6 8 -8 14 -10 -11 -12 13 -13 15 17 -17 -6 -18 -19 -21 22 -4 -23 -25 26 -26 28 29 -2
right_child=1 -3 3 -5 5 -7 7 -9 9 10 11 12 -14 -15 -16 16 18 19 -20 20 -22 23 -24 24 25 -27 -28 -29 -30 -31
leaf_value=-1.917964990696376e-05 0.0047367972960345017 -0.0066436632335086293 0.0015424810283128894 -0.002236613390232269 0.0014652804399607232 0.0037528793553909946 0.0014633556428936757 -0.0076821401187921129 0.0049897086023141636 -0.0048296371057291419 -0.0051889794597697889 0.0015552468441829557 0.0034883832253910655 -0.0065781936726479221 -0.0059480190747462913 -0.0055477712558833882 -0.0035462072750763801 0.0019183037760357919 0.0026535981289075917 -0.0035889078127549754 0.00014618884996567632 0.0041346343448841376 -0.0021794804059391531 0.0036819300737582555 -0.0066762164571451772 0.0022269460789948012 0.00037064675936360214 -3.4617799619284073e-05 -0.0049302281333788991 -0.0056278562017213025
leaf_weight=131.69480737065896 3.1921342015266481 2.4296556990593663 45.620488218963146 7.8260200731456271 32.725362645462155 6.4350719032809129 2.4337570080533624 3.1917994124814859 9.8401097133755666 5.9972911551594725 2.9592332411557463 4.4867793275043368 16.121224338654429 2.730025107041004 3.3292792737483969 6.6796072991564861 4.2172395917586964 7.336086792871348 4.8716749870218337 14.04859891347588 13.736677203793077 20.889159634709358 11.742843329906462 11.55867435783148 4.565061789005993 3.2812709659337997 3.2772065326571465 11.800360945519058 11.442489020060746 1.8474626401439307
leaf_count=836 10 38 172 70 226 29 22 40 34 65 42 26 100 47 29 63 39 46 30 172 154 73 53 37 33 13 14 129 180 78
internal_value=0.000173245 -0.000350811 0.000547784 0.0012343 -0.000260566 5.63528e-05 -0.000120236 -0.00372557 3.68919e-05 0.00118752 2.8992e-05 0.00113704 0.00193917 -0.00152153 -0.000520718 -0.000304621 -0.00247865 0.000200654 -0.0002231 -0.000977699 -0.00174232 0.00150342 0.000780559 0.00245509 0.000908324 -0.00197378 -0.0037314 -0.00184211 -0.00313618 0.000937225
internal_weight=412.307 171.852 240.456 108.761 169.422 141.14 134.705 5.62556 129.079 42.1347 32.2946 26.2973 23.338 7.2168 86.9445 83.6152 15.7685 67.8467 9.08891 35.1214 27.7853 100.935 57.3633 43.5714 22.6822 11.1235 7.84227 28.2824 16.4821 5.0396
internal_count=2900 1599 1301 465 1561 1164 1135 62 1073 314 280 215 173 73 759 730 132 598 69 372 326 395 225 170 97 60 47 397 268 88
is_linear=0
shrinkage=0.00510104


Tree=217
num_leaves=31
num_cat=0
split_feature=1 1 0 0 4 0 2 3 1 2 2 2 3 4 4 3 0 1 4 0 1 4 0 3 4 4 4 3 3 1
split_gain=3.92957 4.80159 3.94281 3.95166 3.80532 3.46058 3.14742 5.58128 3.14361 3.00112 6.13026 3.79109 5.3153 5.06919 3.92904 3.92026 3.94282 3.23619 7.4975 5.12354 3.59551 3.48918 3.17201 3.12851 2.90859 2.69662 4.3004 3.57015 2.69471 3.71079
threshold=70.343506983200015 70.73871032835001 86.001087134900004 85.872041144650012 40.532725462000009 85.716110573100011 -0.091779999999999987 0.08784500000000002 62.00390986255001 -0.068524999999999989 -0.054494999999999995 -0.093604999999999994 -0.22831499999999999 42.654057868200006 39.685256516350002 0.087605000000000016 87.181320254150009 63.910026677050006 38.175120519550006 86.345209775600011 61.993156030000002 42.428475018400007 86.866770652900016 0.082975000000000021 37.186372654950006 32.483642351600004 35.131296350900008 0.11207500000000002 0.10332500000000001 64.071334164850015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 5 -5 8 -7 -8 25 11 -11 12 -4 14 -13 23 -17 19 -19 20 -12 -20 -15 -14 -3 -1 -27 -28 29 -10
right_child=1 24 9 4 -6 6 7 -9 28 10 17 13 15 22 -16 16 -18 18 21 -21 -22 -23 -24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.0043971048307417651 -0.0045645198023298783 -0.0017135138901959346 -0.0025439802293212486 -0.00035774194429231531 -0.0056539330041694832 0.0033436488500773833 0.0027285784769423282 -0.0026744424155289879 -0.0048865966811842158 0.0035657535057046293 0.0015778215046427324 0.00016424222951885002 0.00089620806770924295 0.0029037842765352634 -0.0034876135571624898 -0.0025483852690254172 0.0010030991261914153 0.0020512356215493378 -0.0032571318606830252 0.0027057744548372648 -0.0035288938429320882 0.00057154258546660204 -0.00073016145245114383 0.003466523506438216 -2.7392355262165661e-05 0.0036223663007452795 0.00015897666453796894 -0.0042843066158347745 0.0011201449172675063 -0.00057093859353594771
leaf_weight=1.8785818088799704 3.7540190927684298 16.591807072050869 5.8402707651257506 4.4263168573379508 3.5597204342484474 8.0144729167222994 5.9694635644555074 5.2048577964305878 5.8073522038757783 14.998952917754648 4.1759768873453158 7.0750023424625459 12.675136264413597 6.7205435484647733 10.864225447177885 5.7459378987550762 21.773593034595251 12.790492311120035 9.8503834754228574 21.046091392636299 3.8571514710783958 5.3374195247888556 7.2747265696525574 15.081321462988852 144.11301528569311 5.0070463046431533 49.409295938909054 2.7777625098824492 3.4173972830176345 5.7830118630081415
leaf_count=40 56 286 48 18 32 22 17 27 72 41 14 29 56 19 59 29 83 43 59 74 26 31 31 40 1185 16 351 21 18 57
internal_value=0.000162447 -0.000301067 0.000448633 -0.000143845 -0.00271848 7.66047e-05 0.00151993 0.00021192 -0.000297255 0.000811981 0.00139625 0.000359536 0.000915959 -0.000705348 -0.00204737 0.00128152 0.000261567 0.000825944 -9.99747e-05 0.00171681 -0.000874196 -0.00191163 0.00101486 0.00229278 -0.000201474 9.87118e-05 0.00024638 -7.75261e-05 -0.00185584 -0.0027333
internal_weight=430.821 164.459 266.363 101.255 7.98604 93.2692 19.1888 11.1743 74.0804 165.107 72.0565 93.0508 61.1163 31.9345 17.9392 55.276 27.5195 57.0575 27.9783 29.0792 8.03313 15.1878 13.9953 27.7565 160.705 59.0727 57.1941 52.1871 15.0078 11.5904
internal_count=2900 1527 1373 691 50 641 66 44 575 682 288 394 256 138 88 208 112 247 133 114 40 90 50 96 1471 428 388 372 147 129
is_linear=0
shrinkage=0.00381357


Tree=218
num_leaves=31
num_cat=0
split_feature=0 0 2 1 3 0 0 2 2 1 1 0 0 1 0 2 2 2 3 3 2 2 1 0 2 0 4 1 3 0
split_gain=1.3839 3.62621 4.39066 2.96181 3.21507 2.8972 2.69868 1.92334 5.86016 3.37879 6.4932 3.09022 4.74449 3.52926 3.46834 3.45687 4.45247 3.78309 3.28923 3.70225 3.15348 3.01275 4.62235 3.04229 2.73674 2.34422 2.22404 4.79153 4.56897 2.57409
threshold=93.972365491700018 94.550383989750017 -0.14739999999999998 70.182199495350019 -0.16319499999999998 87.181320254150009 86.866770652900016 -0.058529999999999992 -0.069554999999999992 72.496961945650014 74.986474174450009 97.32487278035002 97.671683879200017 75.28220456885002 102.21786657775002 -0.096499999999999989 -0.079824999999999993 -0.101965 -0.21013499999999999 0.094165000000000013 -0.24103499999999997 -0.040019999999999993 81.524804347700012 107.15656416340002 0.06041500000000001 108.08677067655002 40.823855932350007 82.987325570650015 0.092290000000000025 100.13162306855001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 5 -5 6 -1 8 11 -9 -11 15 -13 -14 26 17 -17 18 -3 -20 -16 -12 24 -24 -23 -25 27 28 -15 -28
right_child=1 7 -4 4 -6 -7 -8 9 -10 10 21 12 13 14 20 16 -18 -19 19 -21 -22 22 23 25 -26 -27 29 -29 -30 -31
leaf_value=0.0004024083586210842 0.0046403773987350461 0.010019201687492388 -0.022727152278278762 0.007194426923139925 -0.026235509836030627 0.0044998758286799089 -0.015148289455662066 0.011943386301079837 -0.032101228782042121 -0.028889620985726474 0.015474409156745897 0.014657326390404461 -0.017367127122920906 0.0015994371500151689 -0.022162804261806508 -0.027122943127675613 0.002211403375582495 0.015989550878489463 -0.022326957964252183 0.0084271890861049078 -0.002100170599203879 -0.0060849636733754748 -0.025434107685709192 0.02384536722886672 0.0090124132963614618 -0.0086134729457059602 0.015480989820656092 0.016764812400962142 -0.029636477718130615 -0.0006507553944784584
leaf_weight=137.35306109115481 3.5404959060251713 3.0183611027896395 6.1165347406640631 1.7363275196403263 3.0051906546577802 84.179489785805345 4.4058647230267516 11.71115126647055 2.4107793257571748 2.7700604349374762 5.527047189418222 8.4180534631013852 4.6651875246316186 4.64446660410613 3.4603933161124543 5.7570002283900976 3.016380559653042 3.5725692473351982 5.5949922082945696 2.0445254556834698 22.377825134433813 6.450200389139364 3.7158482023514789 1.0408951882272957 15.951946470886467 4.6688145459629595 10.632803566753866 3.6797672566026449 2.9160255566239357 5.8742080554366103
leaf_count=884 37 17 63 14 73 384 24 54 37 29 24 28 64 37 132 63 20 13 62 10 356 43 73 5 81 158 35 14 35 31
internal_value=0.000347031 -0.0010915 -0.0126936 0.00130474 -0.0139936 0.00162579 -8.0907e-05 -0.000312995 -0.00200939 0.00270055 2.85683e-06 -0.0012004 0.000932342 -0.00105111 0.000369369 -0.0073814 -0.0170375 -0.00142822 -0.00726674 -0.0140964 -0.00478707 0.00214539 -0.00016926 -0.0116602 0.00466546 -0.00269614 0.00517103 -0.00153925 -0.010448 0.00974032
internal_weight=384.256 153.576 9.65703 230.68 4.74152 225.938 141.759 143.919 92.0833 51.836 40.1248 89.6726 66.6687 58.2507 53.5855 23.0038 8.77338 14.2304 10.6579 7.63952 25.8382 37.3548 31.8277 9.42556 22.4021 5.70971 27.7473 11.2403 7.56049 16.507
internal_count=2900 1521 100 1379 87 1292 908 1421 954 467 413 917 732 704 640 185 83 102 89 72 488 384 360 236 124 163 152 86 72 66
is_linear=0
shrinkage=0.0195584


Tree=219
num_leaves=31
num_cat=0
split_feature=1 0 0 3 0 4 1 1 1 2 3 4 0 4 4 3 2 4 3 3 2 2 0 4 4 0 4 3 0 2
split_gain=4.74656 5.53709 6.15631 5.9035 5.45152 5.20689 3.83651 3.74144 6.10199 3.30985 3.21498 3.02618 2.84912 3.35386 3.13749 2.75195 2.72662 2.68523 4.05932 2.60792 2.83005 4.72884 4.35989 2.49831 3.93448 6.74393 3.5465 3.70534 3.52937 3.65979
threshold=70.343506983200015 96.055920542800024 97.835679825150024 -0.089509999999999992 85.716110573100011 36.735256530150004 62.00390986255001 71.090898343450007 70.865067860500019 -0.61225999999999992 0.076825000000000018 45.673096293200011 75.994645973400011 44.921040431000009 37.572218886150004 0.089185000000000028 -0.59511499999999995 44.758188263300006 0.10332500000000001 0.10332500000000001 0.0023400000000000005 -0.093604999999999994 79.882156430000023 42.049402686800001 43.124157941850008 86.20003303655001 43.57842012870001 0.080375000000000016 85.807518149550006 -0.067574999999999996
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 3 10 -2 6 -4 12 8 -5 -7 -3 -9 13 -1 -14 -12 -11 18 -8 20 21 22 -16 28 25 -25 -26 -28 -6 -30
right_child=1 2 5 7 23 9 17 11 -10 16 15 -13 14 -15 19 -17 -18 -19 -20 -21 -22 -23 -24 24 26 -27 27 -29 29 -31
leaf_value=-0.0025237842334304636 0.0008072099971381749 -0.00092224161240631649 -0.0030597735191216805 -0.0030473932117440925 0.0030647157237509268 -0.0046862671115396135 -0.0033774293827600658 -0.0044043920554091964 0.002589731777046841 0.0019347459930381201 0.0027280384821079138 -0.00072335502773697273 0.0025128129805519167 0.00038224460845421947 0.0016564690247664363 0.00058990603137598283 -0.00024787709664649292 0.0017626117947120504 0.0008178385620575769 -0.0023233270698784767 -0.0020440072126960218 0.0021022920371375976 -0.0026210419072054867 -0.0037855543542413216 0.0025574079328658256 0.00012881505282140982 -0.0019030317840836931 0.001128254759037231 0.00027298770650062068 0.0014505668397268722
leaf_weight=8.9958002017810959 8.9054376669228059 6.2779662236571303 7.7435912704095236 5.4041854236274975 9.0137088224291784 1.8327510291710485 10.514455152675511 10.788236005231736 3.7281276807188988 7.0941178100183597 15.310710228979589 3.3666092269122592 7.6739686504006377 9.2591013349592668 4.7816997095942515 12.613774232566355 90.008441030979156 2.1314236633479586 3.542632494121789 4.3891244269907466 4.418431729078292 15.421651922166349 6.4042557738721371 6.3101096339523819 11.345896661281584 25.459135569632053 6.5913288947194841 15.593189403414724 60.178998738527298 61.116779334843159
leaf_count=185 57 33 210 60 22 24 119 131 13 34 47 40 25 51 17 57 821 10 18 26 33 49 42 51 33 105 59 63 238 227
internal_value=0.000167471 -0.000271704 1.81091e-05 -0.00153999 0.00044575 -0.000383095 -0.000314856 -0.0024376 -0.000746123 -0.000173593 0.00126948 -0.00352889 7.24779e-05 -0.00104981 0.000547941 0.00176222 -8.8419e-05 -0.0017826 -0.00232015 0.000122181 0.000468137 0.000885301 -0.000792519 0.000747227 0.000206095 -0.00064867 0.00101596 0.000227617 0.0010184 0.000866329
internal_weight=446.216 173.074 140.881 32.1926 273.142 106.679 77.5325 23.2872 9.13231 98.9353 34.2025 14.1548 61.344 18.2549 43.0891 27.9245 97.1026 16.1885 14.0571 35.4152 31.026 26.6076 11.186 195.609 65.2997 31.7692 33.5304 22.1845 130.309 121.296
internal_count=2900 1527 1226 301 1373 1089 575 244 73 879 137 171 428 236 192 104 855 147 137 167 141 108 59 798 311 156 155 122 487 465
is_linear=0
shrinkage=0.00338955


Tree=220
num_leaves=31
num_cat=0
split_feature=1 1 1 0 0 1 3 3 3 3 4 0 4 1 3 4 4 2 4 3 3 3 4 3 2 2 0 4 1 0
split_gain=3.81734 2.36165 5.18929 3.94349 3.1701 6.14767 5.24592 3.14824 3.56193 3.56334 3.45527 2.96426 4.83907 3.08965 2.87415 2.86191 2.68265 5.14391 2.45192 2.43032 2.85208 2.82022 2.85369 2.76943 3.20282 2.32953 2.3506 3.18753 2.32312 5.0469
threshold=90.988176966900014 70.343506983200015 70.73871032835001 86.530713386650021 90.837623311600012 67.649671936450019 0.084795000000000023 0.12064000000000002 -0.04931 -0.101725 39.039757512550004 90.337570099350003 41.322103772800006 64.434276012450013 0.25847000000000003 37.186372654950006 43.162556114600001 -0.068524999999999989 42.526729949000007 -0.25445999999999996 -0.26996499999999996 -0.24637000000000001 48.315732392000008 -0.115385 0.0043900000000000007 0.11970500000000002 102.11570516885001 34.997818021800008 62.041548276350007 85.678472159250006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 7 11 6 -6 8 9 19 -11 12 13 -5 -9 25 17 18 -14 20 -1 -21 23 24 -23 26 27 -4 -10 -30
right_child=-2 2 15 4 5 -7 -8 14 28 10 -12 -13 16 -15 -16 -17 -18 -19 -20 21 -22 22 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0010566322206874018 -0.0026060132327036705 -0.0048626431430002824 0.0022248626728074306 0.0031702226158355391 0.00047728460487407115 0.00099810648486857575 -0.0047645892554372959 -0.0048476619251419072 0.00098127746101751606 0.00073865554320321598 -0.0055840587158829842 0.0032470222093626501 -0.0042372713513169433 0.00077963658508436941 -0.00033628509836621678 0.00013532530235449419 0.0019265132701571581 0.0014525664524746636 -0.00064846281216624912 0.0026315771625262888 -0.0072896685939725795 -0.0062376335261047824 0.0023687079980002101 0.0010151251577494738 0.00064554461031011479 -0.0052128189517693709 -0.004463792615146546 -0.0022209909561204887 -0.0036993603136222879 0.00045675253183359268
leaf_weight=7.6107697291299701 7.9111158461309961 3.7469034884124985 4.9156019054353219 20.217543661594391 5.9249016381800157 36.882576856762171 6.5779802240431309 4.0367520675063115 64.781595828011632 2.0399798527359954 4.5784729067236185 12.879473552107809 6.4640848413109815 15.667533144354818 5.3768966197967529 138.58678336720914 7.9914376512169829 9.3637523129582405 5.9872907847166061 6.6038875281810787 1.4226632397621886 3.2422450277954358 3.4754226878285408 3.0337171759456361 1.6734278891235588 2.5575646832585326 2.5711524430662385 5.6704321652650833 5.9854746572673347 23.501886751502752
leaf_count=103 319 56 28 68 34 159 51 33 281 17 63 43 34 59 25 932 30 34 24 23 20 40 11 29 24 50 81 61 71 97
internal_value=0.000174974 0.00022694 -0.000164078 0.000459865 0.000970272 0.00016805 -0.00228055 -1.55897e-05 0.000150337 -0.000977575 -0.00363523 0.0014745 0.00112699 0.00212649 -0.00227085 -4.99824e-05 -7.63434e-05 -0.000810041 -0.00251158 -0.000327605 -0.00203826 0.000529536 -0.000685508 -0.00202079 -0.00389441 -0.00168419 -0.000998278 -0.000156568 0.000553319 -0.000386874
internal_weight=431.279 423.368 158.048 265.32 127.957 49.3855 12.5029 137.363 127.95 33.6806 6.61845 78.5711 65.6916 35.8851 9.41365 154.302 29.8066 21.8151 12.4514 27.0621 9.03343 18.0287 11.4248 7.94939 4.91567 15.7148 13.1572 10.586 94.269 29.4874
internal_count=2900 2581 1208 1373 536 244 85 837 779 330 80 292 249 127 58 1152 122 92 58 250 123 127 104 93 64 220 170 89 449 168
is_linear=0
shrinkage=0.00404071


Tree=221
num_leaves=31
num_cat=0
split_feature=1 4 4 4 0 0 1 3 4 2 0 3 3 2 4 0 4 4 4 3 0 0 4 2 4 0 2 1 1 1
split_gain=1.34886 1.22231 2.20381 1.20218 1.1121 4.34188 3.60984 3.77484 2.85911 3.77805 2.61542 2.47367 3.58159 4.16957 3.09769 2.54484 2.90171 2.35339 3.86189 2.51867 3.19551 3.02307 3.15435 4.23532 1.8864 2.61307 3.4471 2.76559 3.82037 5.57127
threshold=90.988176966900014 48.315732392000008 48.988717865950008 29.904643970450003 90.837623311600012 90.337570099350003 67.649671936450019 0.084795000000000023 41.872669623500009 -0.0023999999999999998 67.542133611250009 0.091975000000000015 0.08784500000000002 -0.080319999999999989 40.166811829450005 84.95796538030001 38.386256906100009 43.19689381845 43.061965423550006 0.08708500000000001 86.280686780500005 85.807518149550006 48.008184682100008 -0.088099999999999998 38.703421923500009 94.157869102700019 -0.037524999999999996 71.787208999250012 72.496961945650014 74.784839814650013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 -1 5 8 7 -6 11 17 -11 12 14 -14 15 -5 -17 18 -10 20 21 22 23 -19 -8 26 -26 -27 -29 -30
right_child=1 2 -4 4 6 -7 24 -9 9 10 -12 -13 13 -15 -16 16 -18 19 -20 -21 -22 -23 -24 -25 25 27 -28 28 29 -31
leaf_value=-0.013069423692796664 -0.019781217532845681 0.014641944327699967 -0.02057457742396945 -0.012786673884555216 0.00060863171660779144 0.013579903404172545 -0.0036741047523784795 -0.022101945514068938 -0.0019921227607111514 0.01562026326615454 -0.021528276534964867 0.006019012951559456 -0.0017121602906469849 -0.028977328249217726 0.0076366031716593886 0.0098345514863940556 -0.0066856933967623699 -0.026583567141159923 -0.023294444555494696 0.011960505797216017 -0.017905355715664314 0.015289519691810173 0.0051023712756680297 0.0048027448663396175 0.012320793750430077 -0.0063473006422884179 -0.0079676314705795937 0.016063821940354141 -0.018998664415837661 0.0017039675532120328
leaf_weight=2.4152620248496524 2.3329928577877572 1.5159885827451947 1.1708954134956 6.4941584989428547 5.2054847758263332 10.616353700403122 36.990003769984469 5.7009485587477684 35.728896349668503 0.81444702483713527 5.2240393818356097 51.244219623506069 6.3361640814691782 3.108148059807716 21.462700796313584 7.8817631974816305 7.9295623041689396 3.4485909328796014 3.4713437035679808 8.7578753102570754 3.2431395668536416 5.3016415908932677 10.537902563810347 2.9793153330683761 14.530867851339282 20.024600622244179 3.9624493112787595 6.2853827159851781 5.1287691239267579 83.703876608982682
leaf_count=76 249 11 59 80 34 46 351 50 208 10 105 202 35 24 111 28 38 80 32 36 27 16 44 17 78 172 33 26 60 562
internal_value=0.000358706 -0.00957057 -0.000704778 0.000490384 0.00057746 0.00159016 -0.000508033 -0.0112625 0.00089825 -0.00185697 -0.0165178 0.00299538 8.35907e-05 -0.0106852 0.00240728 -0.00262445 0.00154946 -0.000651971 -0.00387853 0.00303894 -2.38599e-05 0.00258049 -0.00139095 -0.0120361 0.000179395 0.00124603 0.00797372 0.000165482 0.00153658 0.000508697
internal_weight=383.548 5.01988 2.68688 378.528 376.113 194.58 181.532 10.9064 183.964 79.5072 6.03849 104.457 53.2125 9.44431 43.7682 22.3055 15.8113 73.4687 39.2002 34.2685 25.5106 22.2675 16.9658 6.42791 170.626 133.636 18.4933 115.143 95.118 88.8326
internal_count=2900 319 70 2581 2505 1139 1366 84 1093 575 115 518 316 59 257 146 66 460 240 220 184 157 141 97 1282 931 111 820 648 622
is_linear=0
shrinkage=0.0192815


Tree=222
num_leaves=31
num_cat=0
split_feature=1 4 4 4 2 4 1 2 2 4 0 0 2 0 3 3 4 2 2 3 2 2 3 3 1 4 2 1 2 1
split_gain=1.18397 1.12803 1.91616 1.00786 1.14338 0.917806 2.56616 0.927915 1.57324 3.39701 0.847699 2.95292 4.07687 2.08766 2.31014 2.38395 2.11909 1.97285 3.21143 3.65983 1.91378 3.7504 3.3461 3.9983 4.47563 3.01387 3.52157 2.02259 1.78451 7.94128
threshold=90.988176966900014 48.315732392000008 48.988717865950008 29.904643970450003 0.23643500000000003 51.779769178100004 89.619751778500017 0.68694500000000025 0.27148500000000009 38.512991772500008 93.972365491700018 94.550383989750017 -0.14739999999999998 86.530713386650021 0.12064000000000002 0.25847000000000003 44.015822920550008 0.22542000000000004 0.06041500000000001 0.07950500000000002 -0.068524999999999989 -0.01762 0.11308000000000003 0.080125000000000016 66.697957758300021 43.162556114600001 -0.08459499999999999 63.154569942350008 -0.0039949999999999994 71.429644067900014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 -1 7 -7 8 10 -10 13 12 -12 14 -5 -16 20 18 28 -20 25 -22 23 -23 -25 26 -15 -28 -13 -30
right_child=1 2 -4 5 -6 6 -8 -9 9 -11 11 17 -14 16 15 -17 -18 -19 19 -21 21 22 -24 24 -26 -27 27 -29 29 -31
leaf_value=-0.028330022762091442 -0.024858971895842481 0.016882480413767734 -0.025763343637550822 0.00055137007791249387 0.0068686188202195988 -0.026788861868039068 0.018439714861484671 0.010514051363963045 0.0053415956963808976 -0.02917397497712244 0.0072457932850424969 0.00020826927937003242 -0.026659323764973503 0.0036162694279621805 -0.027544764323048677 -0.0016881800601988215 -0.0099660196141730609 -0.015268786261338338 -0.010956401940641474 0.017831644500673937 0.017097632640566521 0.010777799482698611 0.021546834854302553 -0.0024953887226014642 -0.039870373768757746 0.017058549166938733 -0.021132023920752002 0.00044380849952160975 0.025476423597886332 -0.031199091440076779
leaf_weight=1.4747566427104168 2.1157723672222337 1.4919328745454552 1.0654994607903061 112.60610413248651 0.86308123031631101 2.2594795413315292 1.1005581468343733 5.6855923477560273 3.5546041144989422 3.1936334231868386 3.3185188733041286 99.321202858816832 5.6620846921578032 37.963207442313433 3.6087537668645364 5.0438605882227421 5.7468884312547734 4.6327859791927031 3.3552885781973592 11.655266100075094 18.955355877056718 7.0176590997725787 4.1295168660581103 6.3223158866167051 2.696354562882334 7.145722832530736 6.2136343121528608 4.3631269261240959 2.1603138744831076 4.4899148535914719
leaf_count=56 249 11 59 746 20 73 5 35 29 35 20 743 62 162 33 25 80 43 29 53 74 36 15 33 27 24 32 17 7 67
internal_value=0.00041099 -0.0117391 -0.00088499 0.000562589 -0.0153354 0.000662446 -0.0119745 0.000777566 0.000625131 -0.0109931 0.00084511 -0.000675558 -0.0141307 0.00176785 -0.000377949 -0.0124722 0.00435548 0.000286392 0.000882049 0.0113967 0.00522361 0.0093408 0.00204959 -0.00297115 -0.0136696 0.00233113 0.00016306 -0.0122316 -0.000607321 -0.0127882
internal_weight=379.213 4.6732 2.55743 374.54 2.33784 372.202 3.36004 368.842 363.156 6.74824 356.408 134.595 8.9806 221.813 121.259 8.65261 100.554 125.615 120.982 15.0106 94.8069 39.1212 20.1658 16.0363 9.01867 55.6857 48.54 10.5768 105.971 6.65023
internal_count=2900 319 70 2581 76 2505 78 2427 2392 64 2328 1024 82 1304 804 58 500 942 899 82 420 185 111 96 60 235 211 49 817 74
is_linear=0
shrinkage=0.024289


Tree=223
num_leaves=31
num_cat=0
split_feature=1 2 2 0 4 3 3 3 1 4 1 1 0 0 4 4 0 1 0 1 1 0 4 4 2 2 1 0 2 0
split_gain=1.03807 1.0682 1.65673 0.901362 2.30836 1.47515 2.06476 3.52164 1.90536 2.20188 1.28428 4.06779 2.23934 1.99015 2.24289 3.09823 1.97728 4.4126 1.64017 3.25709 3.5178 3.14359 3.05318 2.17683 3.32886 4.53068 2.75644 2.7084 2.45533 2.19749
threshold=90.988176966900014 -0.088099999999999998 -0.037524999999999996 75.994645973400011 41.24714903835001 -0.25445999999999996 -0.15684499999999998 -1.0000000180025095e-35 55.788194664950005 49.110028829250005 57.960468834350003 59.74022811670001 80.828493691950015 85.253695774650012 42.072181850200003 38.318569170500005 85.613949164150014 61.917879202350001 90.837623311600012 67.649671936450019 64.434276012450013 90.337570099350003 41.941595803500007 43.162556114600001 -0.08756499999999999 -0.11600999999999999 62.106071271500007 87.393708446500014 -0.067574999999999996 85.775256651950016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 -1 8 -7 -8 9 -6 -5 -12 -13 14 15 -14 17 -15 21 20 -20 22 -18 24 25 -24 28 -28 -26 -25
right_child=1 2 -4 10 5 6 7 -9 -10 -11 11 12 13 16 -16 -17 18 -19 19 -21 -22 -23 23 29 26 -27 27 -29 -30 -31
leaf_value=-0.019932777955758471 -0.024979877381805696 0.012607169739032312 -0.02326759884348736 0.0097840907706263584 -0.02521423085215687 0.015777616151226626 -0.027921425753888753 0.013409011323065866 -0.035682593376472199 0.03369101008876603 -0.020977452860566289 -0.019792910735908144 0.011763570421835557 0.0076931087494361144 0.01851013467738304 -0.013914016710583484 0.0045025513817817742 -0.023649467365335776 0.01164500873454876 0.00019520530843629278 -0.019576570543930624 0.014886263667284348 -0.0028478924328571311 -0.011926417834067636 -0.00061108903785059656 -0.038134243912295397 0.016307313598278226 -0.0065097491722430033 -0.022317948737693188 0.0071038910325225517
leaf_weight=3.8762871334329239 1.6392395922448484 1.6166951877530666 1.1008650984149415 7.7485069595277301 0.65238596126437121 4.2948198486119491 2.0200786236673576 2.1815530331805366 1.1834566760808227 0.63913983106613159 4.4295488689094773 2.6718609416857353 6.1167173553258198 4.110999681055544 6.7918886933475724 3.9244983298704028 77.924393884837627 5.1457162387669086 2.358016960322856 168.98634074092843 8.2934352736920101 10.005109043791888 3.8859740793704987 3.8830766193568733 6.0057699680328396 3.5354949794709709 5.8497629538178426 4.8336765617132187 4.7462115027010432 15.059109242632983
leaf_count=82 166 45 108 33 44 26 59 14 16 1 41 43 38 16 28 25 324 59 10 1329 75 46 19 27 27 29 21 21 42 86
internal_value=0.000346259 -0.0105996 -0.00192545 0.000474748 -0.0049704 0.000315917 0.00477976 -0.00646201 -0.0150082 0.00393632 0.000701654 0.000499749 0.0007762 0.000937151 0.00849919 0.00172777 0.000545027 -0.00972992 0.00084662 -0.000567313 -0.0126647 0.00271797 0.00174961 -0.00273836 -0.00663821 -0.0196579 -0.00213049 0.00598383 -0.0101931 0.00320275
internal_weight=375.511 4.3568 2.71756 371.154 14.8477 10.9714 8.49645 4.20163 2.47498 1.29153 356.306 348.558 344.128 341.456 16.8331 10.0412 324.623 9.25672 315.366 179.638 10.6515 135.729 125.723 47.7991 28.8569 7.42147 21.4354 10.6834 10.752 18.9422
internal_count=2900 319 153 2581 242 160 99 73 61 45 2339 2306 2265 2222 91 63 2131 75 2056 1414 85 642 596 272 159 48 111 42 69 113
is_linear=0
shrinkage=0.0225556


Tree=224
num_leaves=31
num_cat=0
split_feature=4 3 4 2 3 4 1 0 1 4 2 2 4 2 2 2 3 2 4 2 4 0 3 4 0 3 2 3 4 2
split_gain=0.978175 2.20547 0.923668 2.57115 2.77811 1.02311 2.13239 1.43909 1.69131 2.82585 0.89323 1.25014 5.19816 1.0537 2.88666 5.84973 2.8932 2.70579 4.90849 3.13571 4.17733 3.82569 8.45558 3.3917 2.88534 3.46161 2.68806 2.87476 4.52362 3.06789
threshold=51.779769178100004 0.074640000000000026 32.785955158400007 -0.10710499999999999 0.088500000000000023 34.542090938800008 61.767325547050007 92.031298721500022 73.865387134100004 33.384956903900012 0.68694500000000025 0.27148500000000009 38.938637541200009 0.20327000000000003 0.072320000000000023 0.06041500000000001 0.070195000000000021 1.0000000180025095e-35 41.028010303750008 -0.062629999999999991 40.259171735100004 86.345209775600011 0.10500500000000003 40.496232821400007 85.807518149550006 0.10211000000000002 -0.090694999999999998 0.10211000000000002 36.625813070500008 -0.18126999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 -1 -5 6 -4 -8 -9 -10 11 13 -13 14 15 17 -16 19 -19 20 26 22 24 -22 25 -21 27 -7 -29 -30
right_child=1 -3 5 4 -6 10 7 8 9 -11 -12 12 -14 -15 16 -17 -18 18 -20 21 23 -23 -24 -25 -26 -27 -28 28 29 -31
leaf_value=-0.027613869815685314 0.014087753657002456 -0.025218159206636115 0.026302784085675834 0.016544113850046123 -0.021851863137843586 -0.00038905764057104645 -0.011796144436460217 0.020967991698842708 0.017656430507598759 -0.028162056747334983 0.0095153408399989113 0.0069354789335353689 -0.037202588146084729 0.0065334842540207628 -0.032203778749884865 0.023580143438924974 -0.0051323829013096602 0.0031273536771531979 -0.023579960429813633 0.0011041405209635971 0.018741680961338901 0.0094701945559311669 -0.034811996120412823 0.00076487057723502851 -0.0060741540210347521 0.032029899814568823 -0.014365401230537037 0.0056027972646676711 -0.011592667631969146 -0.049807189368449044
leaf_weight=2.3207888139877468 1.1398910097777837 2.248102315235883 2.4772106558084479 2.7205299045890561 1.5773651162162421 38.035904409829527 2.7133849970996362 2.8882565721869469 1.508873986778781 1.3525281087495384 5.5703758206218472 3.6335189593955866 2.3141744728200138 14.250545787625013 2.3790171411819783 5.8027614294551304 17.322969472035766 7.7702798456884903 6.8698752648197114 4.5754232257604617 5.7603891456965348 40.22739057126455 3.6034988835453978 160.57085979380645 7.2264654040336609 3.3015484660863876 14.407967321109025 3.0531980195082715 2.2174971075728536 2.2349796541966498
leaf_count=86 11 87 7 43 39 293 22 9 15 31 39 27 38 86 39 21 160 56 145 47 26 207 33 1094 37 7 126 21 21 27
internal_value=0.000318271 -0.0119937 0.000431409 -0.00809006 0.00245245 0.000587183 0.00751924 0.00202112 0.00854178 -0.00400106 0.000371199 0.000223796 -0.0102381 0.000407018 0.000138683 0.000689147 -0.00840126 0.000246163 -0.00940502 0.000741561 -0.000490176 0.00547086 -0.00312929 0.00138744 0.00442982 0.0140663 -0.00569967 -0.0029581 -0.015977 -0.030775
internal_weight=372.076 3.38799 368.688 6.61868 4.2979 362.069 10.9403 8.46304 5.74966 2.8614 351.129 345.558 5.94769 339.611 325.36 305.658 19.702 299.855 14.6402 285.215 226.281 58.9343 18.7069 166.331 15.1034 7.87697 59.9495 45.5416 7.50567 4.45248
internal_count=2900 98 2802 168 82 2634 84 77 55 46 2550 2511 65 2446 2360 2161 199 2140 201 1939 1608 331 124 1120 91 54 488 362 69 48
is_linear=0
shrinkage=0.0230185


Tree=225
num_leaves=31
num_cat=0
split_feature=1 0 1 0 2 0 0 3 4 2 2 2 3 3 2 4 3 3 0 0 3 3 1 0 0 2 2 4 3 1
split_gain=0.989608 4.17517 2.65144 4.77447 3.23818 2.56218 2.07331 1.95608 1.60488 3.89304 2.77859 2.14987 2.68727 2.51625 2.46492 5.68723 1.92522 2.03493 1.95119 2.97859 1.88842 2.23096 2.32458 3.51222 2.53518 2.03883 3.21346 2.06427 3.01697 1.67293
threshold=68.961639504150014 92.031298721500022 68.214248143850014 91.625341543800019 -0.053019999999999991 90.337570099350003 90.837623311600012 0.43162500000000009 41.872669623500009 -0.058529999999999992 -0.031989999999999998 -0.14143499999999998 0.11614000000000002 0.10818500000000002 -0.26820499999999997 40.982542372850013 0.10211000000000002 0.087725000000000011 86.866770652900016 67.04476885710001 0.10419000000000002 0.099010000000000029 62.041548276350007 88.576630023850015 86.103248543850015 -0.013805 0.12812000000000004 41.322103772800006 0.085345000000000018 62.245871094250013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 5 -5 7 -7 8 11 -10 -11 14 13 20 -1 29 17 18 19 -12 21 22 25 24 -24 27 -27 28 -13 -16
right_child=1 -3 -4 4 -6 6 -8 -9 9 10 16 12 -14 -15 15 -17 -18 -19 -20 -21 -22 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=0.0058526304138068518 -0.035686760457384316 -0.00068144418161923898 0.015340858771940516 -0.036946687476848011 -0.00373000120749727 0.01926925251574961 -0.00057074547657319117 0.017909036865026262 0.00034374218046477378 -0.041747659788328215 0.032228332715453382 0.015005647656815021 -0.011946966619573103 0.020373465799345635 -0.0336544284618496 0.016478117317908013 0.0036510921628598214 -0.035907401254049245 0.018100035351845477 -0.02961847519696742 -0.011500281735674212 0.015885248052301952 -0.00010250658612818281 0.0091259523142368289 -0.023522783307115172 -0.022762120112917391 0.011186282310674306 0.021243120386407209 -0.0093471310426527753 -0.01014100496822779
leaf_weight=7.7379159107804325 2.2109864032827309 160.65504939854145 8.4734758138656598 3.4393209312111139 4.1397599391639224 9.0935867354273778 5.3580510206520549 4.1899810284376136 61.186153458431356 2.0549940811470142 0.61137112230063051 8.2448170185089129 5.925619199872016 6.8418555259704581 4.715414487756787 3.0765032134950152 4.2726282272487879 2.5575779071077704 1.3286666385829446 2.6985861440189183 4.5367250069975844 10.730625502765177 5.6817822307348269 8.3478794172406179 6.1724382564425468 3.2248837286606458 3.9965892117470503 8.5561914220452291 5.381729904562234 3.2868853416293859
leaf_count=37 62 1584 34 40 34 40 31 15 364 22 3 29 31 23 83 13 31 34 6 82 22 36 37 39 35 34 18 25 29 27
internal_value=0.000316919 -0.00115666 0.00148273 0.000887827 -0.0188034 0.0016741 0.0119134 0.000830252 0.000412184 -0.00237145 -0.0146558 0.0025682 0.00442766 0.00578064 -0.00510422 -0.012757 -0.00980151 -0.0177888 -0.00779878 -0.018195 0.00424162 0.00542525 0.00316258 -0.00344484 -0.0122973 0.0077022 -0.00397401 0.0115033 0.00538765 -0.0239965
internal_weight=368.728 162.866 205.862 197.389 7.57908 189.809 14.4516 175.358 171.168 74.71 13.5238 96.4579 77.6411 71.7155 18.8167 11.0788 11.4688 7.1962 4.63862 3.30996 64.8737 60.3369 49.6063 20.2021 11.8542 29.4042 7.22147 22.1827 13.6265 8.0023
internal_count=2900 1646 1254 1220 74 1146 71 1075 1060 542 178 518 358 327 160 123 156 125 91 85 304 282 246 111 72 135 52 83 58 110
is_linear=0
shrinkage=0.0253001


Tree=226
num_leaves=31
num_cat=0
split_feature=0 4 2 3 4 2 2 0 1 2 0 0 2 4 2 2 3 4 4 1 4 3 3 4 2 2 2 1 0 3
split_gain=2.96872 4.65309 4.51378 5.82405 2.13724 4.18642 2.41884 6.04674 3.6098 3.18151 4.48544 3.85628 4.61171 3.40657 2.85728 5.60859 3.34569 2.95861 2.53622 3.06089 4.49048 4.96296 3.88643 5.63907 2.51585 5.89409 2.35361 4.24921 6.9723 4.85548
threshold=104.3578792496 41.792045663550006 -0.088944999999999996 0.074640000000000026 42.599563320500003 0.11970500000000002 -0.065399999999999986 84.280473931450004 81.320481529800006 -0.085734999999999992 101.47316367565001 86.135510041400025 -0.075174999999999992 40.259171735100004 -0.13820499999999999 -0.23155499999999998 0.10211000000000002 38.115457128050004 39.788107623550012 82.393176323850014 35.818873074050011 0.084365000000000009 0.096085000000000018 35.337501601400007 -0.50001499999999999 -0.59511499999999995 -0.13978499999999996 71.666228383350017 85.939252597950016 0.087605000000000016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 -3 6 -6 9 -8 -9 13 11 -11 -13 14 15 18 -16 -17 19 20 22 -22 23 -1 25 -15 -26 28 -28 -30
right_child=1 2 -4 -5 5 -7 7 8 -10 10 -12 12 -14 24 16 17 -18 -19 -20 -21 21 -23 -24 -25 26 -27 27 -29 29 -31
leaf_value=-0.0060272506409429459 -0.0037222188831497176 0.0011478042558001565 0.0015954404634959179 -0.0051911906650999205 -4.3097917633844705e-06 -0.0036693908716678813 -0.0032169650750644213 0.0014074565267937964 -0.0027319172188142011 0.00090745719123589048 0.003389579162379374 -0.0042738703465186479 -0.0002785970859837015 0.0017259235091901933 0.0015505886779576406 -0.0024690266979180875 -0.0023883708541473482 -0.0082499650121483654 0.0028634169421755734 0.0035941798172583615 -0.0001786574292857646 -0.0063838510667605037 0.0047596138659767116 0.0048536087236475817 0.0031589099045145003 -0.0050390592279333166 0.0024895982396931937 0.0037158760446917606 0.00026880832312810792 -0.0054715662346031205
leaf_weight=2.4270174689591033 9.4937662133015674 5.5634481599554437 14.453364738263188 6.0204124958254397 99.603927039541304 6.6313241124153128 6.4141518129035822 106.23077519237995 4.3760077236220232 9.1081456579267961 4.1182541195303193 13.115276364609597 10.282505979761483 7.4029083773493767 22.861806027591232 5.2936147311702362 5.2989331707358351 2.6503961849957705 4.7073631323873988 2.7664067130535832 5.0116486400365812 5.2808315139263868 3.3473934717476368 1.5615608766674993 15.347142193466423 3.9350281655788404 11.752989320084454 8.6274693682789785 6.4022567570209485 5.4350793287158012
leaf_count=46 330 38 138 132 711 89 88 467 47 40 14 88 55 27 101 68 35 25 19 13 35 50 9 4 56 34 42 26 30 43
internal_value=0.000189185 -0.00104545 -6.94343e-05 -0.00214672 0.000304629 -0.000233088 0.000513299 0.00099919 0.00124369 0.000150523 -0.00100189 -0.00155825 -0.00251809 0.000501918 -0.000235992 -0.00112684 0.000809405 -0.00439775 -9.17066e-05 -0.000773782 -0.00145924 -0.0033624 0.00121092 -0.00176731 0.00126869 -0.000621981 0.00171937 0.00103363 5.26828e-05 -0.00236687
internal_weight=415.521 35.531 26.0372 11.5839 379.99 106.235 273.755 117.021 110.607 156.734 36.6242 32.5059 23.3978 120.11 61.207 33.0462 28.1607 7.94401 25.1022 20.3949 17.6285 10.2925 7.33597 3.98858 58.9029 11.3379 47.5649 32.2178 23.5903 11.8373
internal_count=2900 638 308 170 2262 800 1462 602 514 860 197 183 143 663 405 269 136 93 176 157 144 85 59 50 258 61 197 141 115 73
is_linear=0
shrinkage=0.00446649


Tree=227
num_leaves=31
num_cat=0
split_feature=4 4 0 0 0 3 0 0 1 4 0 2 1 4 4 0 0 0 1 4 3 1 2 3 2 2 2 4 1 1
split_gain=0.916039 2.13558 2.05785 2.59158 2.95704 1.77264 2.76501 1.51593 1.31774 1.39991 1.16325 2.16393 1.96122 2.26208 1.02409 2.90533 1.69207 1.08538 2.60878 2.06718 2.4838 2.4141 1.32399 1.27288 1.1827 1.15256 5.02574 3.31821 2.12672 2.03008
threshold=49.110028829250005 48.680511450650009 71.249517373150013 85.57362229215002 99.983757871350008 0.079095000000000013 110.50907145210002 75.994645973400011 89.786436182600013 48.315732392000008 67.04476885710001 -0.16297999999999999 56.229101798300007 42.508878681700004 45.90502654165001 97.32487278035002 90.837623311600012 103.44649194340002 82.204984254750016 44.710446918150005 -0.16319499999999998 82.844837289750004 0.20981000000000005 0.089785000000000018 0.68694500000000025 0.072320000000000023 0.06041500000000001 42.467547400400008 58.549241164900003 62.116825104000007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 -2 -4 -5 6 -6 10 14 -10 -1 12 13 -12 17 16 -16 24 23 20 -20 -22 -23 -19 25 26 28 29 -9 -27
right_child=2 -3 3 4 5 -7 -8 8 9 -11 11 -13 -14 -15 15 -17 -18 18 19 -21 21 22 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=0.015572978032501988 -0.029668213041572963 0.0094005090714248864 0.016268439096346569 -0.023526129295933909 -0.02211973149863063 0.010159360796747809 0.0059130290582113882 0.012458188306299297 -0.01510674054503631 0.015379211564361953 0.029662180276606748 -0.02217356755921843 -0.020788276578058106 -0.0066967306573985164 -0.0044663156882782913 0.0047507186677677908 -0.025318106087117511 -0.025013098071797336 0.011721406571370649 0.020098733290961519 0.016136944581914087 -0.021909461769768764 0.0026953348541760903 -0.0028590133864776286 0.011558347475960832 0.0082471249057713969 0.019749797459721954 -0.018174893325541217 0.00064466141456677808 -0.0029830646544794959
leaf_weight=0.70899531478062172 1.1330791860818852 9.8310486972331983 2.3468536436557761 2.8153241835534564 2.5870983325876278 3.4954943323973566 2.7510106628760695 5.9101372323930255 3.6246004146523765 0.6774346325546502 1.1256068348884589 3.2979172244668007 1.2580696661025284 1.5293747466057537 2.9981850283220393 5.7159155774861574 2.9019484873861074 2.7784007978625587 2.8792827241122705 1.7567214034497727 1.0613467823714016 3.6642969178501517 1.0708923363126812 1.5205468842759726 3.9633127450942984 8.092409195378421 5.4832675084471694 4.4240707424469283 251.35008876956999 24.767204198054969
leaf_count=12 10 44 7 69 65 44 36 22 292 7 2 109 53 39 22 35 53 45 25 6 11 111 24 21 21 38 20 77 1427 153
internal_value=0.000253927 0.000455292 -0.00443639 -0.00239366 -0.00615343 -0.000616637 -0.00767296 0.000198576 0.00039779 -0.0103062 -0.00821877 -0.010558 -0.000768443 0.008718 0.000537189 -0.00514013 -0.0147222 0.000744103 -0.00441612 0.000842331 -0.0030568 -0.0103975 -0.0163449 -0.0171772 0.000994169 0.000854618 0.0013091 -0.00234821 0.000916058 -0.000217381
internal_weight=367.52 352.391 15.1289 13.9958 11.6489 8.8336 5.33811 342.56 334.64 4.30204 7.91996 7.21097 3.91305 2.65498 330.338 11.616 5.90013 318.722 14.7315 10.4325 8.67582 5.79654 4.73519 4.29895 303.99 300.027 262.743 37.2837 257.26 32.8596
internal_count=2900 2669 231 221 214 145 101 2625 2410 299 215 203 94 41 2111 110 75 2001 243 177 171 146 135 66 1758 1737 1469 268 1449 191
is_linear=0
shrinkage=0.019466


Tree=228
num_leaves=31
num_cat=0
split_feature=0 1 0 4 3 0 1 1 4 2 3 2 3 3 2 1 3 3 3 4 2 3 3 0 2 3 3 3 1 4
split_gain=0.94069 1.42683 1.51586 1.26137 1.03241 2.05833 1.46125 2.50382 1.64053 2.46465 1.17219 5.45985 2.75495 2.32899 1.86383 4.44741 1.82017 1.54062 2.65634 3.59135 1.74768 5.0902 1.70691 1.69396 1.60782 4.93076 4.96743 4.27086 3.0605 3.20222
threshold=114.06859001680002 89.264875305300009 122.45926784190002 46.051945193250006 -0.27223499999999995 93.063666643600016 68.214248143850014 61.944763783650011 39.468990633150007 -0.23361999999999997 -0.15684499999999998 -0.24103499999999997 -0.23472499999999999 -0.24637000000000001 -0.18126999999999999 70.96454081135002 -0.12530999999999998 -0.10778500000000001 1.0000000180025095e-35 42.599563320500003 0.26077000000000011 0.094415000000000013 -0.064204999999999998 85.716110573100011 -0.063985 0.083795000000000022 0.086520000000000027 0.084795000000000023 60.474177186300004 41.24714903835001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 -3 5 6 7 8 -1 -10 11 -6 13 14 -13 -16 -12 -18 19 22 24 -22 23 -19 -20 -26 27 -27 -28 -30
right_child=1 2 -4 -5 10 -7 -8 -9 9 -11 16 12 -14 -15 15 -17 17 18 20 -21 21 -23 -24 -25 25 26 28 -29 29 -31
leaf_value=-0.025844274522894724 -0.026589317785398317 -0.022425500981202297 -0.022148882030329196 0.0098286493217295406 -0.025859590336153888 -0.02785576556500672 0.01606067539856228 -0.029015146964421951 -0.008279459258297546 0.024346346282058742 -0.014359800645351297 0.013026791493960679 0.014392388194316768 -0.01151388874625856 0.0091540345085081645 -0.020699126205885449 0.011032201053488993 -0.015348929035789837 -0.00019874065925898379 -0.026064712322950878 -0.026654415730163396 0.0062080928128908234 -0.014640810742848122 0.0050183771894469773 0.013296345201681563 -0.0019167638642492914 -0.019942937758629951 -0.040232223506912704 0.0069208263931458429 -0.0026782115836557407
leaf_weight=0.83943609520792772 1.395884419325738 0.65110772242769632 1.2995390673168001 3.1133609442040324 2.5152291231788686 1.6444318457506586 1.5980244213715193 1.6360896574333308 2.2765328565146756 1.8755814353935436 3.7889521038159719 7.8772948086261776 12.130546460859476 4.5613388214260366 6.7366493772715312 3.3030097689479589 5.867097405716776 2.2449028897099206 182.40553923044354 3.704965249169617 3.852363308425991 4.5845722910016775 4.1411256906576464 9.4398431866429728 17.465572401881218 2.906099604908376 2.6276211328804484 2.3263038257136941 40.402296460932121 24.976787700783461
leaf_count=29 33 89 129 31 49 37 11 20 30 29 49 32 58 42 31 40 51 38 1220 78 50 37 43 52 105 25 28 37 207 190
internal_value=0.000245747 -0.00772462 -0.00252461 0.00424993 0.000389677 -0.00633149 -0.00202847 -0.00639004 0.00102583 0.00645818 0.000580382 0.0041197 0.00629847 0.00193054 0.00535325 -0.000667542 0.000157533 0.000336736 0.000128314 -0.00738742 0.000649677 -0.00879716 -0.00301491 0.00110536 0.00094151 0.00323453 0.000835059 -0.0189517 0.00235744 0.0032537
internal_weight=364.188 6.45989 5.06401 3.76447 357.728 9.8701 8.22566 6.62764 4.99155 4.15211 347.858 37.1241 34.6088 22.4783 17.917 10.0397 310.734 306.945 301.078 19.5308 281.547 8.43694 15.8259 11.6847 273.11 90.7047 73.2391 5.2324 68.0067 65.3791
internal_count=2900 282 249 120 2618 156 119 108 88 59 2462 252 203 145 103 71 2210 2161 2110 211 1899 87 133 90 1812 592 487 62 425 397
is_linear=0
shrinkage=0.0210743


Tree=229
num_leaves=31
num_cat=0
split_feature=1 3 0 1 0 2 0 3 0 2 2 2 2 1 3 2 3 0 4 4 4 4 3 2 2 3 4 1 0 3
split_gain=0.862479 3.92825 3.81052 2.24581 3.93671 2.93727 2.36609 2.06542 1.83516 1.80896 2.73383 2.68811 2.83746 3.14438 2.58626 3.15432 1.8033 1.80096 1.69949 2.84137 2.10683 1.82453 1.65999 1.63218 2.44614 4.17125 6.124 3.49937 4.0555 2.96099
threshold=68.961639504150014 0.25847000000000003 92.031298721500022 68.214248143850014 91.625341543800019 -0.053019999999999991 90.337570099350003 0.21240500000000004 90.837623311600012 -0.59511499999999995 -0.24103499999999997 -0.16030499999999998 -0.14581999999999998 87.184008712350007 -0.21013499999999999 -0.21094499999999999 0.099010000000000029 98.201310130900012 40.036761086100007 48.919835655300012 39.091773401050006 34.997818021800008 0.43162500000000009 0.22542000000000004 -0.060760000000000002 0.094625000000000029 41.134354310300004 71.52105164435001 94.832672093450014 0.083565000000000014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 6 -6 22 9 -8 16 18 14 13 -13 -12 -16 -4 -17 20 -20 21 -11 -1 24 25 27 -27 28 -14 -29
right_child=1 -3 7 -5 5 -7 8 -9 -10 10 11 12 23 -15 15 17 -18 -19 19 -21 -22 -23 -24 -25 -26 26 -28 29 -30 -31
leaf_value=0.00026102689122214039 -0.027997651527913413 -0.027974510790981087 0.00096685525082863073 0.011417987190441865 -0.028565151407398862 -0.002637014045542094 0.01484054807358616 0.018839850798967772 -0.00015374024584513101 0.01005645311682934 0.016411240460075562 -0.025090917947702674 -0.0014445470417348244 0.00022326342872047071 -0.018026538796442938 0.023688187682041402 0.017145463234267303 -0.00098805451967553842 -0.025808796787488864 0.0099519503786690468 0.011702481931869841 -0.02356664569155997 0.013370285405317556 -0.007663595369690095 0.0038249365189899527 -0.028881094681158001 0.0059454848177531838 -0.0055960050973870865 -0.027226763035233921 0.0075388168178629391
leaf_weight=167.30256254714914 2.0104414997622362 2.1312015186995259 7.3266659576911461 8.1434129383414966 3.1281942175701261 4.0364931672811499 8.6861720085144025 2.271854772232472 5.3023063875734797 0.92721814638934885 7.2029629750177264 4.1091181691735974 7.7718743905424912 3.8186450998764485 2.6580296338070184 2.0197649747133237 4.4771371819078922 2.9145495523698628 4.4105293350294232 1.1247756290249524 2.3305588138755411 2.1851966276299208 3.9891761392354956 11.325561946025116 44.931192924268558 5.2504227275494468 3.3272902683820575 10.14738062140532 3.6013090130873024 21.786380010424182
leaf_count=1060 61 39 73 34 40 34 40 15 31 15 31 102 52 75 31 4 16 54 90 11 12 55 15 146 364 84 23 109 42 142
internal_value=0.000209851 -0.000889645 -0.000524144 0.0010872 0.000650044 -0.0139576 0.00121491 -0.000169895 0.00915699 -0.000450978 -0.00107963 -0.000272044 -0.00129974 -0.0128976 0.00779026 -0.00038858 0.00710334 0.00911268 -0.0107063 -0.0185422 -0.00273746 -0.01355 0.000566326 -0.000449516 0.000394391 -0.0025764 -0.0153719 -4.20277e-05 -0.00960846 0.00336505
internal_weight=360.648 160.06 157.929 200.588 192.445 7.16469 185.28 155.918 13.9885 153.647 141.843 130.864 116.069 7.92776 14.7953 7.59234 11.8038 4.93431 10.9783 5.5353 5.44297 3.11241 171.292 108.141 96.8158 51.8847 8.57771 43.3069 11.3732 31.9338
internal_count=2900 1646 1607 1254 1220 74 1146 1546 71 1531 1442 1259 1139 177 120 89 89 58 183 101 82 70 1075 962 816 452 107 345 94 251
is_linear=0
shrinkage=0.020084


Tree=230
num_leaves=31
num_cat=0
split_feature=0 3 0 1 1 4 1 2 4 1 1 0 4 3 2 2 2 0 1 0 4 2 3 4 2 4 1 1 4 3
split_gain=1.82464 1.89492 2.30859 1.76264 3.02384 1.87449 2.57857 2.19625 1.59092 1.86514 1.5692 1.94147 1.93764 1.40927 4.41758 3.0952 5.3196 2.73888 2.71027 4.16143 3.03216 4.0634 4.84463 2.7144 3.12815 3.15581 2.2707 2.23955 2.19512 2.17499
threshold=114.06859001680002 -0.27223499999999995 93.063666643600016 68.214248143850014 61.944763783650011 39.468990633150007 56.981870074850008 -0.23361999999999997 32.785955158400007 69.276189105400007 89.264875305300009 122.45926784190002 46.051945193250006 -0.15684499999999998 -0.23955999999999997 -0.16717499999999999 -0.087910000000000002 78.626646483100004 69.873026810350026 93.679323555450011 40.621691032550004 -0.0023999999999999998 0.09660500000000001 38.238138001450004 -0.02852 34.542090938800008 71.381251821550009 81.898500027850005 46.377258487500008 0.087530000000000011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 5 -1 7 -7 9 -3 -2 12 -12 14 26 28 -17 -15 20 -20 -19 -22 -23 24 25 -21 -10 -27 -16 -25
right_child=10 8 -4 -5 -6 6 -8 -9 13 -11 11 -13 -14 17 15 16 -18 18 19 23 21 22 -24 29 -26 27 -28 -29 -30 -31
leaf_value=-0.0072874887293195648 -0.0074819292348188016 -0.00052682781298299777 -0.0077890523070413996 0.0043914689316405329 -0.0084035498800564285 -0.0081685636963191414 0.0056632731448438287 0.0036916444596135408 -0.0074671617745073688 -0.0077573502036621077 -0.0061526652745355062 -0.0061498745564061812 0.0029372896617610362 -0.0024488923114285958 0.0058068301907697436 -0.0066303418206991559 0.0017831219365438127 0.0017419125138789611 -0.0064389951215700608 0.0017709369915423518 0.00055617089863293698 -0.0069863103432319315 0.00090386748069291704 -0.00072209583270371573 0.00063009879854286893 -0.0072765769280187633 0.0011958646687517439 0.00056843945460580668 0.001449970667785182 0.00089613060825093353
leaf_weight=0.96295448672026207 1.7029786859638969 3.8803172335028639 1.977141112089156 1.7184378542006014 1.9045659843832252 1.2122935741208478 2.4388915225863457 0.92016395553946662 2.6582050817087284 1.7273591221310196 1.018522765021771 1.8838688395917413 3.4368214542046189 12.324549405835567 9.1119756698608381 2.9628947321325532 16.761477438732985 69.64852637052536 3.58774923486635 2.3061859551817205 103.65151090174913 5.4770142547786218 4.9760075844824314 48.258210167754441 7.6583121400326482 6.8486571526154858 1.6385996360331772 1.4832234871573744 6.740468017756938 65.730158191174269
leaf_count=29 33 39 37 11 20 24 9 26 39 57 89 129 31 155 27 25 99 281 67 23 494 60 26 431 59 106 13 31 32 398
internal_value=0.000180075 0.000236558 -0.00211684 -0.000892166 -0.00211273 5.21854e-05 0.00159829 -0.00305084 0.000305984 -0.00275408 -0.00254891 -0.00122369 0.000859263 0.000352135 0.00138032 0.00204987 0.000519294 0.00022863 0.000331874 -0.000287974 0.000790208 0.000209295 -0.00323031 -0.00012115 -0.00219071 -0.0042214 -0.00416349 -0.00588002 0.00395429 0.000211037
internal_weight=396.608 388.566 11.1344 9.15731 7.43887 5.5343 4.57135 2.13246 377.431 5.60768 8.04219 6.33921 4.45534 371.824 39.8736 35.5768 19.7244 331.95 319.626 135.872 183.753 114.105 10.453 132.285 18.2964 10.6381 4.2968 8.33188 15.8524 113.988
internal_count=2900 2618 156 119 108 88 59 50 2462 96 282 249 120 2366 235 183 124 2131 1976 1115 861 580 86 1048 219 160 52 137 59 829
is_linear=0
shrinkage=0.00578826


Tree=231
num_leaves=31
num_cat=0
split_feature=1 3 2 3 3 3 3 1 0 0 1 3 4 3 1 0 2 3 1 2 3 1 0 0 2 3 3 3 2 2
split_gain=0.857994 0.780641 1.94263 1.46398 1.48163 1.46885 2.3559 4.25389 1.41597 1.4447 1.55367 1.27525 3.47271 2.65648 2.9883 3.30209 2.29948 2.4436 2.9592 1.45925 4.32724 1.52458 1.69474 1.40767 1.39057 3.89537 4.17221 3.9221 2.81097 10.5296
threshold=93.985807782350022 -0.25765499999999997 -0.23557500000000001 -0.25276999999999999 -0.25095999999999996 -0.21013499999999999 -0.22831499999999999 62.057679025150001 95.071944867050021 76.591483678350016 55.788194664950005 1.0000000180025095e-35 41.468518788800004 -0.093074999999999991 62.009286778800011 97.013011637200023 -0.033594999999999993 -0.15684499999999998 62.084563606450011 0.26077000000000011 0.094415000000000013 55.895732990150002 78.236820054150016 76.591483678350016 -0.063985 0.083795000000000022 0.086520000000000027 0.084795000000000023 -0.053019999999999991 -0.036264999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -3 -5 6 7 -6 9 10 -4 12 13 -7 -15 -16 17 -14 -19 21 -21 -13 23 -23 -24 -26 27 -27 -28 -30
right_child=-2 3 8 4 5 11 -8 -9 -10 -11 -12 19 16 14 15 -17 -18 18 -20 20 -22 22 24 -25 25 26 28 -29 29 -31
leaf_value=-0.026349229359369154 -0.012276906167253077 0.01322602071262944 0.0066945513553999247 -0.015591725595892994 0.014067566624051118 0.0085891939899760128 0.015513684417022033 -0.010032356094293518 -0.016644134774066933 0.0053163311552629419 -0.029377174790403165 0.016380784848475955 0.0098509447427684062 0.013321555108408933 -0.025478320641111711 0.0035673617228825717 -0.02909511739547543 -0.029207384332340585 -0.0014295366487997914 -0.025409418562130869 0.0056419326453325805 -0.029057108317194102 -0.00018804815548407704 -0.0014520571690480079 0.012455182958230759 -0.0023596426994726958 0.011555786291914933 -0.04092947411048721 -0.027852242201336176 0.0033977418815365882
leaf_weight=1.6365358452312637 2.4736720353830597 4.0713499514386049 0.94804205512627904 2.6192548628896466 5.9614080581814068 11.232674646191301 7.5140593713149419 7.5202061124145985 2.386268838774412 8.8281558807939273 1.2662058379501102 2.8473848737776271 2.6447395347058746 2.5470364019274694 4.2986782556399703 3.0294614504091442 2.9505642522126427 3.2197200623340914 3.7919338531792164 3.6826928914524597 4.5616449448280036 1.569657996296882 177.53797380742617 1.8010122813284395 16.399221051018685 2.9758959445171049 12.27842031046748 2.0025330663193017 5.4406322166323653 48.857274204492569
leaf_count=57 239 21 29 24 24 76 39 74 43 48 35 16 18 14 38 33 67 57 51 51 37 27 1192 18 104 25 54 33 43 313
internal_value=0.00022885 0.000315644 -0.00443115 0.000525137 0.000371824 0.000496763 0.00595303 0.000624341 -0.00176003 0.00145644 -0.0139329 0.000131544 -0.0037835 0.00150154 -0.00656043 -0.0134708 -0.0126322 -0.00760192 -0.014185 0.000603031 -0.00822851 0.000871002 0.000706745 -0.0143072 0.000897362 0.0030883 0.000941555 -0.017874 0.00234854 0.000266504
internal_weight=358.894 356.421 15.0652 341.355 337.284 334.665 20.9957 13.4816 13.4287 11.0424 2.21425 313.669 33.7148 21.1079 9.87518 7.32814 12.607 9.65639 7.01165 279.954 8.24434 271.71 268.863 3.37067 265.492 87.954 71.5548 4.97843 66.5763 54.2979
internal_count=2900 2661 212 2449 2428 2404 137 98 155 112 64 2267 354 161 85 71 193 126 108 1913 88 1825 1809 45 1764 572 468 58 410 356
is_linear=0
shrinkage=0.0213079


Tree=232
num_leaves=31
num_cat=0
split_feature=0 1 0 2 2 2 3 0 0 1 3 3 4 4 3 3 3 3 0 3 2 2 1 0 4 4 1 1 4 2
split_gain=0.770337 2.59946 3.18777 2.39121 3.19618 3.31041 2.12718 3.28435 1.89725 4.27652 1.85556 1.95317 1.70459 1.52184 1.7758 1.30456 2.64008 1.23405 1.12145 0.970436 0.917432 4.38564 2.91041 5.42441 3.13261 1.63304 1.55915 1.54037 1.80704 1.28539
threshold=98.201310130900012 76.919475570250015 100.13162306855001 -0.61225999999999992 -0.59681499999999998 -0.50001499999999999 0.11308000000000003 99.744485097750015 97.013011637200023 75.18810853425002 0.09310000000000003 0.10790500000000001 37.186372654950006 33.151194885250007 0.11467000000000002 0.10611500000000003 0.13635000000000005 -0.2485 99.515966156650009 0.087265000000000023 -0.094344999999999998 -0.156745 81.524804347700012 104.86330937810001 42.406961525800007 38.994321257850011 82.987325570650015 80.371455809750003 41.093509583400007 -0.0086649999999999991
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 2 6 -3 -5 -6 7 -2 9 -1 19 -12 13 14 -7 18 -17 -11 -14 -10 21 26 27 -24 -25 -23 -20 28 -22 -26
right_child=1 3 -4 4 5 12 -8 -9 10 17 11 -13 15 -15 -16 16 -18 -19 20 -21 22 25 23 24 29 -27 -28 -29 -30 -31
leaf_value=0.00048462147522417888 -0.020752947886602837 -0.026944692631516939 -0.02657165714714891 0.018015064166799627 -0.023706814833144466 -0.020338526431698613 0.011263349419024344 0.011770329688951883 0.0049972122204630246 0.0054665244623819014 -0.010108705727561203 0.010337696464583782 -0.014696373713834506 -0.022468817560130003 0.027129779765046914 -0.029004673972197342 0.0091719179803162951 -0.026817054359917124 -0.00654818041106414 0.014913103827913327 0.011106160698162778 0.00563225961815978 -0.02613931361723007 -0.021581680886491372 0.013520953214622175 -0.023649028499058752 0.0099217603156760772 0.014734238792901101 -0.0060467363813795699 -0.0016316843573493259
leaf_weight=252.24283242085949 3.8575167655944806 1.2753453063778568 3.3460782570764414 3.8606473710387936 2.3512225419981396 0.58814670669380509 2.5988234616816044 1.7918835487216709 7.6386284306645411 0.55509290844202075 4.5799890607595435 3.0785094909369946 1.5513222459703673 2.3214545438531786 0.6579964489210397 1.5836817179806524 1.2995251175016163 2.9259331156499675 3.1634029280394298 7.9233098402619362 5.5676247626543134 0.94124917639418626 3.0273822369053951 1.6379507773090143 6.185890510678278 3.7042316272854805 7.9747094803024083 9.9134169016033393 4.2811285406351089 3.4288484693970647
leaf_count=1635 50 30 53 28 72 71 13 14 40 8 31 17 12 96 8 31 14 81 35 25 24 16 43 87 41 92 104 36 24 69
internal_value=0.00019141 -0.00156753 -0.0102294 -2.9928e-05 0.000506076 -0.00061717 -0.00359985 -0.0104372 0.000676378 0.000183056 0.00610927 -0.0018898 0.00032163 -0.0129698 0.00472599 0.00119554 -0.0117976 -0.021669 0.00192469 0.0100459 0.00244219 -0.00151369 0.00427632 -0.00255174 0.00379417 -0.0177162 0.00524403 0.00921026 0.00365001 0.00811716
internal_weight=355.854 76.9095 11.5943 65.3152 64.0398 60.1792 8.24822 5.6494 278.944 255.724 23.2204 7.6585 57.828 3.5676 1.24614 54.2604 2.88321 3.48103 51.3772 15.5619 49.8258 15.7836 34.0422 14.2801 11.2527 4.64548 11.1381 19.7622 9.84875 9.61474
internal_count=2900 1063 130 933 903 875 77 64 1837 1724 113 48 803 175 79 628 45 89 583 65 571 247 324 240 197 108 139 84 48 110
is_linear=0
shrinkage=0.0198508


Tree=233
num_leaves=31
num_cat=0
split_feature=0 1 3 4 0 1 3 1 0 0 4 4 4 4 4 4 2 2 0 0 4 3 3 2 2 1 2 1 2 0
split_gain=2.35232 3.6666 3.5709 3.32733 2.27887 3.05585 2.50793 2.9332 2.30436 3.02088 4.57148 3.16981 2.88817 3.31326 3.03382 2.85082 2.45862 4.35027 4.60725 6.42509 3.79171 6.31066 3.88152 3.76297 3.62325 5.75345 3.2117 4.64788 2.77903 2.6586
threshold=98.201310130900012 78.220689305400015 0.085495000000000029 40.259171735100004 85.716110573100011 62.00390986255001 0.10332500000000001 64.071334164850015 85.807518149550006 86.001087134900004 40.532725462000009 44.269496632500008 45.027406014450008 48.988717865950008 48.852845034800005 42.718072821900002 -0.065399999999999986 -0.10098 97.483491810050012 93.063666643600016 38.052786106700005 0.093925000000000022 0.094415000000000013 -0.054494999999999995 -0.087910000000000002 64.221887820150016 -0.59087999999999996 64.654729579150015 -0.22089 96.588235252600015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 -2 -4 5 -1 7 -7 -6 10 -10 16 -13 14 -14 -12 17 20 19 24 22 -22 28 -18 25 -19 -23 -28 -11 -25
right_child=1 -3 3 -5 8 6 -8 -9 9 11 15 12 13 -15 -16 -17 23 18 -20 -21 21 26 -24 29 -26 -27 27 -29 -30 -31
leaf_value=0.00012142548482998188 -0.0046770338854840356 2.4935655433555314e-05 -0.0034138169647506826 0.00051632440894686224 0.0021494918442493214 -0.0049456783039035128 0.0012037626340278655 -0.00085999881489640128 0.00078876591780133285 -0.0047719835829800258 -0.0060014027860193341 -0.0051619457234423289 -0.00063752709228826301 -0.0048196731065013858 0.0041830180914484254 -0.00059503306563924992 0.0032096132275362598 -0.0055974885518980692 0.0030933705059220063 -0.0031627497742179682 0.0024057472316407124 0.0021121851544939527 0.0020516812953537285 0.0004704196240243305 0.0007634778284865949 0.00059731612122060351 0.0011494101847672447 -0.0042575958492935134 -0.00012076593719913735 0.0024887005012564373
leaf_weight=54.052122547291219 5.2423890540376332 73.163265754003078 5.2012173682451239 9.399602495133875 12.676070787012575 5.2707885066047293 3.0705807544291011 5.6689593009650707 7.0307531803846341 4.1991928331553927 3.7807209547609091 2.3416092121042338 9.8673822637647373 2.276812049560248 2.5547624304890624 2.530980110168457 12.37488731741905 4.0992277786135585 5.0380540005862704 13.682086910121141 35.451374549418688 4.4385205507278434 4.3928242400288573 54.810780053026974 26.405993435531862 5.4006903618574142 4.3619335889816266 5.7008090987801552 3.8069284483790389 12.449114374816416
leaf_count=428 88 874 53 48 41 72 20 60 26 33 35 37 99 52 7 14 43 25 16 124 127 16 19 293 99 25 17 42 20 47
internal_value=0.00016671 -0.000382739 -0.00188586 -0.000883701 0.00033277 -0.000303888 -0.00194476 -0.00282849 0.000513569 0.000422214 -0.0013978 0.000535873 -0.00109532 -0.000447487 0.000353876 -0.00383346 0.000677249 0.000313486 -0.000498801 -0.000863759 0.00102513 0.00150951 -0.000926333 0.00121159 1.22801e-05 -0.00207575 -0.000681535 -0.0019138 -0.00256032 0.000843983
internal_weight=400.74 93.0065 19.8432 14.6008 307.734 68.0625 14.0103 10.9397 239.672 226.995 13.3425 213.653 17.0406 14.699 12.4221 6.3117 196.612 116.978 54.6261 49.588 62.3516 49.9526 12.3989 79.6348 35.9059 9.49992 14.5013 10.0627 8.00612 67.2599
internal_count=2900 1063 189 101 1837 580 152 132 1257 1216 75 1141 195 158 106 49 946 563 289 273 274 202 72 383 149 50 75 59 53 340
is_linear=0
shrinkage=0.00394257


Tree=234
num_leaves=31
num_cat=0
split_feature=1 0 4 4 3 2 3 1 3 3 3 2 0 3 2 1 4 2 1 4 3 1 1 0 3 0 3 3 4 4
split_gain=3.27756 4.2239 3.98329 3.75904 2.92385 2.68854 4.35923 3.59982 4.17549 2.8978 3.90892 2.78324 2.68786 2.94369 2.5456 4.70601 7.66166 4.34652 3.52006 5.12159 2.91813 3.85591 2.51943 3.41237 3.28618 2.49635 2.36745 2.82283 4.0012 2.33015
threshold=69.873026810350026 86.530713386650021 44.015822920550008 38.238138001450004 0.12064000000000002 -0.033594999999999993 -0.22588499999999997 71.429644067900014 0.10236000000000002 0.094165000000000013 0.094625000000000029 -0.5775499999999999 93.776108048200015 -0.16319499999999998 -0.068524999999999989 64.071334164850015 38.238138001450004 -0.083794999999999994 67.980352286500008 41.872669623500009 0.083905000000000021 65.966697146800016 87.33187390945001 110.50907145210002 0.07870000000000002 85.872041144650012 -0.04931 -0.101725 39.039757512550004 47.833738492450003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 14 5 26 6 -2 -7 -9 -8 -11 -12 13 -5 17 -16 -17 20 19 -18 21 -3 -14 -24 -25 -6 27 -1 -29 -4
right_child=3 2 29 12 25 7 9 8 -10 10 11 -13 22 -15 15 16 18 -19 -20 -21 -22 -23 23 24 -26 -27 -28 28 -30 -31
leaf_value=-0.00019130700836621824 0.0017555767352214749 -0.0027701338526536032 -0.0032422162377786275 0.0013427903360727436 -0.00048170391713616757 0.0026119850204607089 -0.0047571036731756649 -0.0036293583560548736 0.0016487038306829099 0.0031450816205294482 0.0025196574825278617 -0.0044444946732292963 0.00029047486612372519 -0.0044450693043482448 0.003058760798724447 0.0026896640773146799 -0.0059604389269728997 -0.0012832061831222156 0.0014898667923147471 0.00020052259998641511 0.0017274382235076737 0.0014573198696227407 -0.0041117307772131784 0.00089433301337517898 -0.0039390394670457945 -0.0044401619299994817 0.00044851623619664459 0.0016646241829226264 -0.0049729647833069452 0.00078891176199025832
leaf_weight=24.90923252794892 2.8652511313557669 5.0895128250122053 4.4957516584545365 1.745270052924752 5.4650225490331632 4.2439025342464438 7.35930430656299 4.969855922739951 3.3210964337922633 1.8018598388880489 0.94074471294879813 4.0163716357201347 125.95188609976321 3.5232752505689851 21.271493010222912 11.715783827006819 3.7701280042529088 12.030220948159693 3.3540188372135162 3.4158699959516525 33.547940976917744 6.5586120635271072 4.1315874019637695 8.1931082885712367 2.420235065277665 3.4529443066567183 89.356334609910846 1.7111187512055028 4.0881119193509221 3.304430790245533
leaf_count=249 35 27 52 14 29 13 145 100 20 8 7 83 780 63 73 37 31 53 11 18 116 29 106 103 122 29 449 17 63 18
internal_value=0.000165762 0.000444806 0.000974551 -0.000211956 -1.03398e-06 -0.00139808 -0.00234299 -0.000117821 -0.00151513 -0.00317478 -0.00145191 -0.00312286 2.79119e-05 -0.00252777 0.0011688 0.00183302 0.000661486 0.000663578 -0.00159294 -0.00303182 0.00118177 -0.000389817 0.000123612 -0.00130174 -0.000207855 -0.00201438 0.00014851 -0.000724458 -0.00301448 -0.00153449
internal_weight=413.02 237.537 108.554 175.484 128.983 29.5184 16.9835 12.5349 8.29095 14.1183 6.75898 4.95712 145.965 5.26855 100.754 43.5273 22.2558 57.2263 10.54 7.186 45.1961 11.6481 140.697 14.7449 10.6133 8.91797 120.065 30.7085 5.79923 7.80018
internal_count=2900 1301 465 1599 836 411 278 133 120 243 98 90 1188 77 395 170 97 225 60 49 172 56 1111 331 225 58 778 329 80 70
is_linear=0
shrinkage=0.00364444


Tree=235
num_leaves=31
num_cat=0
split_feature=1 1 1 3 4 3 4 0 1 0 2 2 4 2 2 1 4 4 2 1 0 4 2 3 2 4 2 2 0 2
split_gain=3.24551 3.30072 4.06882 2.86617 2.64815 2.61886 2.60911 2.31878 6.6899 2.43522 2.45589 5.47853 6.66997 2.79075 5.62016 4.93446 9.39929 2.72481 2.27568 1.9742 2.07635 2.25047 1.72185 1.69577 5.58291 4.31807 3.35558 4.27485 4.54603 3.66161
threshold=54.884872733100003 70.343506983200015 70.73871032835001 0.25847000000000003 32.785955158400007 0.21240500000000004 41.941595803500007 85.656964494200011 61.86411003975001 85.807518149550006 -0.072569999999999982 -0.10098 38.238138001450004 -0.053019999999999991 -0.036264999999999999 63.910026677050006 38.175120519550006 37.663157789700008 -0.083794999999999994 90.988176966900014 94.550383989750017 40.305698932850007 0.20981000000000005 0.088165000000000021 -0.23955999999999997 43.57842012870001 -0.08725999999999999 -0.08459499999999999 86.345209775600011 -0.13978499999999996
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 6 -3 4 -4 19 7 8 -2 -9 11 17 -13 -12 -15 -16 -17 -11 -14 20 21 -6 -18 24 -8 26 29 -28 -29 -25
right_child=1 2 3 -5 5 -7 23 9 -10 10 13 12 18 14 15 16 22 -19 -20 -21 -22 -23 -24 25 -26 -27 27 28 -30 -31
leaf_value=-0.0038290207575285996 0.00073689717496999664 -0.0041647702427900918 -0.0039409423162799538 -0.0044455674313538408 -0.0052223567712030104 0.0034033956842664031 -0.0043962317928950305 0.0024112460054301434 -0.0033731553532767946 -0.00084625202662331025 0.0026375767785387846 0.0011451238084077236 -0.005348517487540185 -0.0027878661806543608 0.0025649128767162616 0.0021013585786034562 -0.0044192778590832699 0.0015478033023198824 -0.0018756135723766107 -0.002094273012389518 9.7994872376823622e-05 -0.00059301613561852555 -0.00096369842478277734 -0.00054093469920569104 0.00058662858264098327 0.0016401046216561669 0.0034156628893341453 -0.0035157644055901819 0.00033638627044573323 -0.0053616847270904315
leaf_weight=2.565318980254232 23.189382825978104 3.2401792369782916 2.2172279958613208 1.9297788306139398 1.9127375744283188 2.7959519159048787 3.0030062999576321 13.063469357788561 6.4321591453626743 7.727154202759265 14.629861049354075 7.3351380713284042 4.1667244285345086 4.8335142061114302 19.187255386263132 10.994882203638555 4.609783098101615 27.764223493635654 5.6549690216779682 5.9387158923782399 135.02355581801385 4.4220801987685263 3.0441995598375797 3.5906847193837166 59.627116151154041 8.2069411855190975 2.9971021860837963 6.5381160341203275 9.636585667729376 4.5317487902939302
leaf_count=91 139 56 100 34 22 12 60 38 77 36 46 28 28 27 70 38 28 100 29 281 936 86 22 17 302 39 8 66 42 42
internal_value=0.000169204 0.000194328 -0.000210267 -0.000127193 -7.24789e-05 -1.53325e-05 0.000448415 0.000740057 -0.000155579 0.000955729 0.000782792 0.000226821 -0.00142758 0.00129363 0.000832841 0.00129538 -1.08003e-05 0.00102657 -0.00334895 -8.02259e-05 4.38781e-06 -0.0019908 -0.0030449 -5.20326e-06 0.000347709 -0.000627801 -0.00130972 -0.000495925 -0.00122072 -0.00323058
internal_weight=410.81 408.244 157.48 154.24 152.31 150.093 250.764 152.633 29.6215 123.011 109.948 52.6482 17.1568 57.2995 42.6696 37.8361 18.6489 35.4914 9.82169 147.297 141.358 6.33482 7.65398 98.1313 62.6301 35.5012 27.2942 19.1718 16.1747 8.12243
internal_count=2900 2809 1527 1471 1437 1337 1282 706 216 490 452 221 85 231 185 158 88 136 57 1325 1044 108 50 576 362 214 175 116 108 59
is_linear=0
shrinkage=0.0035658


Tree=236
num_leaves=31
num_cat=0
split_feature=1 0 1 1 3 3 4 0 0 0 3 1 1 4 0 4 4 3 4 0 0 4 4 2 2 2 0 1 4 3
split_gain=4.50107 5.53506 4.71968 4.03289 3.32799 3.39984 2.78028 2.54449 2.29801 4.74206 4.37997 6.56692 3.35 3.15332 2.92802 2.87695 5.13579 2.23639 3.00239 2.23166 3.53132 5.82825 2.66824 2.49027 4.65366 2.75499 6.13138 5.18977 8.38393 5.04649
threshold=70.343506983200015 85.716110573100011 62.00390986255001 70.73871032835001 0.25847000000000003 0.21240500000000004 32.785955158400007 76.591483678350016 96.055920542800024 97.835679825150024 -0.089509999999999992 71.090898343450007 78.220689305400015 45.673096293200011 100.67200315280002 39.995120105550008 42.072181850200003 0.10332500000000001 44.758188263300006 85.807518149550006 86.001087134900004 40.532725462000009 42.718072821900002 -0.068524999999999989 -0.054494999999999995 -0.10098 91.821598987350015 62.55235532115001 42.654057868200006 -0.115385
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 7 -2 5 6 -5 -1 10 -10 -8 -12 15 -13 -14 -11 -17 18 -4 -3 21 -21 -23 25 -25 29 27 28 -27 -22
right_child=3 19 17 4 -6 -7 8 -9 9 12 11 13 14 -15 -16 16 -18 -19 -20 20 23 22 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.00063983291407946339 -0.0028124111128914335 0.0014918783971015728 -0.002406700462262676 -0.0026951471614910416 -0.00309608831400221 0.0024373532667987387 0.00075784881822770303 0.0004363876866715478 0.00086575472500897662 -0.0025035638319190431 0.00073022534861608731 -0.0030435441183762385 0.0011475442362495426 -0.0002181143173378317 -0.00018530089574100077 0.00059589713079405394 -0.0023016864025689676 0.00035959320658345169 0.00082716896297809286 0.00074503578542784853 -0.0011564204387916224 -0.0036458739270639547 -0.00048300185057760221 0.0021638537711426843 0.00060834552005714659 -0.0023005119364451266 -0.0028148597134181525 0.0014202853913546304 0.00072719709763811955 0.00096501665194279778
leaf_weight=18.781173500232399 3.2860688967630258 13.500846840441225 10.203412216156719 2.4052620613947502 2.1445369860157362 3.0339686572551718 7.8960087690502432 39.107021467760205 30.664133254438639 5.8443924654275206 5.7972262650728252 9.4928012927994114 11.241803262382744 3.003026930615305 62.126443642191589 9.2157834246754629 5.729069083929061 3.2609362490475169 1.9798377938568581 7.5800421759486181 7.5164149366319171 3.8172760233283043 2.5827251151204109 13.974125169217585 54.160703230649233 9.0253009200096148 4.4702490828931323 12.383390262722967 12.735950902104376 46.794785225763917
leaf_count=247 56 41 119 97 34 15 52 181 124 68 29 128 44 40 734 38 68 18 10 26 58 35 14 41 247 49 32 39 44 172
internal_value=0.0001378 0.000332536 -0.000227693 -0.000177225 -0.000122624 -8.18655e-05 -0.000131686 8.722e-05 -9.08556e-05 4.49388e-05 -0.000738075 -0.00138378 -0.000222375 -0.00236453 1.89235e-05 -0.00107395 -0.000514884 -0.00140806 -0.00188118 0.000550434 0.000477821 -0.000680782 -0.00236949 0.000578387 0.000927373 0.000322505 -0.000168237 0.000178262 -0.00052852 0.00067142
internal_weight=423.755 261.874 73.3324 161.881 158.594 156.45 153.416 57.8882 151.011 124.822 26.1891 18.2931 94.1575 12.4958 73.3682 20.7892 14.9449 15.4442 12.1833 188.542 175.041 13.98 6.4 161.061 68.1348 92.9261 38.6149 34.1446 21.7613 54.3112
internal_count=2900 1373 575 1527 1471 1437 1422 428 1325 1076 249 197 952 168 778 174 106 147 129 798 757 75 49 682 288 394 164 132 93 230
is_linear=0
shrinkage=0.00240323


Tree=237
num_leaves=31
num_cat=0
split_feature=1 1 0 3 1 1 2 1 4 4 1 0 4 2 4 0 0 4 4 2 2 2 2 0 0 1 2 2 4 2
split_gain=3.46664 4.14096 3.67462 3.18668 3.5118 3.45295 3.0582 2.51376 2.32139 2.18308 2.61155 3.21719 4.01931 2.53488 4.18038 2.48514 7.39024 2.68422 2.22513 3.96438 5.04005 2.60423 3.20602 2.17638 4.47178 3.49499 2.44576 2.80673 3.10033 3.29777
threshold=70.343506983200015 70.73871032835001 85.716110573100011 0.099780000000000021 62.00390986255001 64.071334164850015 -0.29600999999999994 90.988176966900014 37.186372654950006 40.621691032550004 63.910026677050006 86.280686780500005 39.56957118270001 -0.12835499999999997 39.646013290900008 85.807518149550006 86.001087134900004 42.674081447500008 36.625813070500008 -0.011399999999999999 0.20327000000000003 -0.060760000000000002 -0.095019999999999993 91.144107538500023 90.337570099350003 69.563854125350005 -0.0039949999999999994 -0.031989999999999998 43.162556114600001 -0.12350999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 4 6 -6 -1 8 -3 10 11 12 -4 14 -12 -11 17 -17 -15 21 -21 22 -20 24 26 -25 27 28 29 -18
right_child=1 7 9 -5 5 -7 -8 -9 -10 15 13 -13 -14 18 -16 16 23 -19 19 20 -22 -23 -24 25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0047628188809028232 -0.0039355544853002262 -0.0013391726499150155 0.0025458137213738995 0.0010711579783478653 -0.0042477973929610328 -0.00050819311189707645 -2.7078087090566296e-05 -0.0021017575069118737 8.6673111532168675e-05 0.0018331912998461918 -0.0027520182052276454 0.0030248465477422672 -0.00088175372876722635 0.0020440218668840082 0.0017963887698536042 -0.0051678724878711588 0.0014509852335593523 -0.00080427619046089091 0.0018784367869588352 -0.0042284743817889558 0.00067849364672077053 0.0031945116352576656 -0.0015561544740565049 -0.001788336602817867 0.0028240053828770379 0.0017642714107427163 -0.0017944134415811533 0.0022774613942041803 0.0016674222379142573 -0.00088910115732500838
leaf_weight=1.5919289700686921 3.3122145226225248 14.223735880572347 7.5881840735673922 16.234356995671988 5.3454848658293468 5.78965631313622 42.889241512864828 7.0475673866458228 133.38418687926605 11.129216574132441 5.7413584105670434 14.082125648856161 7.8197079300880432 14.308832779526709 3.766964890062809 3.7068598568439475 9.1378624662756796 2.7746119201183319 7.5235674679279319 3.9577657207846659 5.8226580321788788 5.8087573051452663 5.1557994596660128 10.622330356389282 9.3330014348030073 4.4117863625288001 5.5390873886644902 8.8458505645394307 12.348874712362884 26.259882673621181
leaf_count=15 56 220 22 73 70 56 361 319 932 35 34 46 34 48 13 33 31 15 26 24 27 17 27 89 31 18 32 37 43 116
internal_value=0.000167611 -0.000223684 0.000407624 -0.000236639 -0.000618384 -0.00230341 -0.000196565 -0.000144188 -5.07237e-05 0.000656922 0.00106789 0.00186569 0.000806278 0.000616195 -0.000950051 0.0003349 0.000155563 -0.00329989 0.000965967 0.000420283 -0.00130717 0.00133412 0.000481832 0.000414485 0.00065858 -0.000745818 0.000333304 0.000541558 0.000219953 -0.000285012
internal_weight=415.503 157.968 257.536 71.8507 55.6163 11.1351 44.4812 154.655 147.608 185.685 81.5757 29.49 15.4079 52.0857 9.50832 104.109 92.9801 6.48147 42.5774 28.2685 9.78042 18.4881 12.6794 86.4987 71.4646 15.0341 62.1316 56.5925 47.7466 35.3977
internal_count=2900 1527 1373 575 502 126 376 1471 1152 798 318 102 56 216 47 480 445 48 169 121 51 70 53 397 290 107 259 227 190 147
is_linear=0
shrinkage=0.00335508


Tree=238
num_leaves=31
num_cat=0
split_feature=1 0 3 1 4 0 0 4 3 0 0 4 0 2 2 2 3 1 2 3 2 3 1 2 4 0 1 1 3 2
split_gain=4.97017 5.52087 4.5324 4.48021 3.98179 3.86183 8.87393 3.76833 4.24806 3.73194 3.65026 2.89853 2.84319 2.76919 4.33251 4.91119 6.55706 4.62717 4.56399 4.22694 2.76802 2.63681 3.30295 2.58972 4.53244 4.67474 3.6061 3.18728 3.83616 2.55779
threshold=69.873026810350026 85.716110573100011 0.25847000000000003 62.00390986255001 40.621691032550004 85.807518149550006 86.001087134900004 38.238138001450004 0.11906000000000001 91.144107538500023 90.337570099350003 42.674081447500008 93.776108048200015 0.25828500000000004 -0.060760000000000002 -0.040019999999999993 0.070195000000000021 81.524804347700012 0.20981000000000005 -0.079549999999999996 0.049235000000000008 0.10332500000000001 64.071334164850015 -0.033594999999999993 34.542090938800008 97.671683879200017 82.987325570650015 71.429644067900014 0.10236000000000002 -0.0039949999999999994
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 7 -1 -3 -6 11 23 12 10 29 -7 -9 14 -14 -16 -17 20 -19 -15 -18 22 -5 24 25 -2 -26 -25 -29 -8
right_child=2 4 -4 21 5 6 9 8 -10 -11 -12 -13 13 19 15 16 17 18 -20 -21 -22 -23 -24 27 26 -27 -28 28 -30 -31
leaf_value=0.00014764233985899139 0.0029984905203130898 0.0014087682285141704 -0.0044622095199284293 -0.0043302462670404395 0.0022007256608391505 -0.0053919205954057756 0.00067638894302774627 -0.0024133981089502427 0.002609219178081885 -0.0011720881169525019 0.0027133932852103399 -0.00091805468051310395 -0.00029466699058067398 0.00094695426209329885 0.0031397109804085378 -0.002987844572894578 7.3290265589962388e-05 -0.0040051952974738507 0.0023931713688241092 -0.0048876901000690833 0.0026985754834082782 0.00078081529715169759 -0.0008438800444528833 0.0022958656679890922 -0.004259484230323532 -0.0036538537669900716 0.00025581608820120873 -0.0032011439864471671 0.0015775440268294956 -0.0016308191435339516
leaf_weight=56.925219058990479 3.1232701763510766 72.363651432096958 2.7548483293503514 6.0361367892473918 11.624193966388701 3.8701845854520789 58.361858367919915 5.5200957553461185 6.8123429398983708 13.206957960501311 9.1121804267168027 2.7211165502667427 87.17489556549117 2.4778256472200155 9.3087870832532627 5.2663656650111106 6.6544043570756974 3.3689447124488643 1.9372905921190975 3.0637762127444139 13.262335166335104 3.2344139590859404 5.9569283183664083 4.0550457239150983 8.9780101124197227 1.8592856801114974 2.493430853355675 4.7475804695859551 3.0403587101027369 5.8310231603682103
leaf_count=428 10 260 38 72 35 33 224 77 29 96 31 15 727 22 32 53 37 86 11 38 52 18 57 13 126 78 54 100 16 32
internal_value=0.00019233 0.000494037 -0.00023518 -0.000280445 0.000809586 0.000395569 0.000170191 -0.000167925 4.86628e-05 0.000453245 0.000746073 -0.00354495 -7.77068e-05 1.959e-05 0.000119902 0.00102799 0.000383249 0.00108711 -0.00166917 -0.00227884 0.00182144 -0.00188077 -0.00259858 -0.0012766 -0.00212911 0.000516108 -0.00327804 -9.21684e-05 -0.00133558 0.000466811
internal_weight=425.143 249.244 175.899 72.1527 177.091 104.728 93.1033 173.144 144.847 86.512 73.3051 6.5913 138.035 132.515 126.973 39.7981 30.4893 25.223 5.30624 5.5416 19.9167 15.2275 11.9931 28.297 16.454 4.98256 11.4714 11.843 7.78794 64.1929
internal_count=2900 1301 1599 575 726 466 431 1561 1164 383 287 48 1135 1058 998 271 239 186 97 60 89 147 129 397 268 88 180 129 116 256
is_linear=0
shrinkage=0.0033216


Tree=239
num_leaves=31
num_cat=0
split_feature=1 1 4 0 1 1 4 2 4 1 0 1 4 3 4 0 0 3 1 0 2 2 1 2 0 3 3 3 1 0
split_gain=1.41172 1.11165 1.89308 2.04882 2.38397 2.03665 1.82833 1.83291 3.30437 4.35796 3.47439 1.83161 3.30583 2.61127 1.54299 2.12296 3.34127 1.48617 1.34609 3.06865 4.21063 3.61001 3.05784 2.76969 1.90713 1.50042 4.82733 2.53279 4.95863 2.4696
threshold=54.884872733100003 69.873026810350026 38.238138001450004 93.776108048200015 70.085415002650009 71.787208999250012 37.962710038050005 -0.033594999999999993 34.542090938800008 82.987325570650015 97.671683879200017 71.464594023550021 37.572218886150004 0.11467000000000002 38.386256906100009 94.157869102700019 94.550383989750017 0.43162500000000009 75.403185184700007 97.013011637200023 -0.5169149999999999 -0.071129999999999985 75.551050381850018 -0.096499999999999989 94.88644125605002 0.092290000000000025 0.087265000000000023 0.11906000000000001 78.285212300550015 100.37896121655002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 17 6 4 -4 -6 7 8 10 -10 -3 -9 13 -13 -5 -16 -17 -2 19 21 -21 23 -20 -18 -25 26 -24 28 -27 -28
right_child=1 2 3 14 5 -7 -8 11 9 -11 -12 12 -14 -15 15 16 18 -19 22 20 -22 -23 25 24 -26 27 29 -29 -30 -31
leaf_value=-0.024600620988829348 0.001334268393635195 0.020550596949379472 -0.042587662373843226 0.016221670348169012 0.0089557630154478794 -0.031902263702993143 -0.029819677543223046 0.016167448023699522 -0.029588369028329252 0.012853965249594895 -0.025584402673633308 -0.029586220840323259 0.016753369673781642 0.018615954982903849 0.013176815903376224 -0.028529636274665177 0.0012641784471474392 0.015873270871940619 0.018530193515100598 0.0088871297014905728 -0.027391174042494977 0.011510786651269374 -0.0021965531324006499 -0.00071665619224441123 -0.030022168809529189 -0.038714047249103371 0.023880636967169001 0.0097171209628192073 -0.0032267181095331191 0.0051663476285237616
leaf_weight=1.2544746831990767 208.53587626107037 2.8208120390772855 1.3016131818294514 3.458606604486703 2.0742565840482716 1.0142369761597363 1.8412948474287976 3.4658569768071175 6.2018232075497508 1.726876313332468 1.3464384726248679 2.9142378561664377 2.3182540941052139 0.7996888756752013 6.6547473371028891 2.3349827248603097 8.3584890048950928 4.0008087605237952 5.6020770668983451 2.5733216442167759 5.8403596463613194 9.5667939260602015 38.639079718617722 1.8612051103264082 3.7140022702515125 2.8084480725228813 6.9090975970029858 4.4590619546361259 10.120958239771424 9.1526099068578315
leaf_count=91 1195 10 9 17 21 47 34 12 111 50 83 92 12 7 42 37 57 15 21 14 81 42 480 15 43 26 18 31 107 80
internal_value=0.000422378 0.000508994 -0.00104939 9.38771e-05 -0.0157656 -0.00446169 -0.00721782 -0.00529058 -0.0113908 -0.0203444 0.00564438 0.00247823 -0.00538706 -0.0192072 0.00066432 0.000210619 -0.000560208 0.00160795 3.56388e-05 -0.00405002 -0.0162955 0.000334108 0.00171395 -0.00733973 -0.0202389 0.000407159 0.00232915 -0.00563906 -0.0109351 0.0132165
internal_weight=363.67 362.416 149.879 126.444 4.39011 3.08849 23.4353 21.594 12.096 7.9287 4.16725 9.49804 6.03218 3.71393 122.054 118.595 111.94 212.537 109.606 31.9142 8.41368 23.5005 77.6913 13.9337 5.57521 72.0893 54.7008 17.3885 12.9294 16.0617
internal_count=2900 2809 1599 1188 77 68 411 377 254 161 93 123 111 99 1111 1094 1052 1210 1015 252 95 157 763 115 58 742 578 164 133 98
is_linear=0
shrinkage=0.0236291


Tree=240
num_leaves=31
num_cat=0
split_feature=1 0 4 3 3 0 3 3 3 3 4 1 0 2 2 2 2 1 4 3 1 3 1 4 4 2 3 2 2 3
split_gain=2.93272 4.40862 3.89262 3.83776 3.34743 2.87925 2.7776 2.65881 2.52073 3.08874 3.31823 2.64836 5.20583 3.7215 3.37633 2.44478 3.62641 3.60714 6.31058 2.49849 3.92549 2.36195 2.33037 4.46999 2.25076 2.18547 3.81877 2.17749 5.99289 6.30464
threshold=69.873026810350026 86.530713386650021 44.015822920550008 0.25847000000000003 0.12064000000000002 92.031298721500022 0.21240500000000004 0.25847000000000003 -0.04931 -0.101725 39.039757512550004 62.041548276350007 85.678472159250006 -0.10098 -0.082509999999999986 -0.068524999999999989 -0.083794999999999994 64.071334164850015 38.238138001450004 0.083905000000000021 65.966697146800016 0.072890000000000024 67.649671936450019 41.872669623500009 38.238138001450004 0.25828500000000004 -0.15959999999999999 -0.060760000000000002 -0.040019999999999993 0.070195000000000021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 15 5 8 -2 24 -6 9 -1 -11 -10 -13 -14 -15 16 19 -17 -19 20 -3 -4 23 -20 -7 27 -27 -26 -29 -30
right_child=3 2 21 -5 7 6 -8 -9 11 10 -12 12 13 14 -16 17 -18 18 22 -21 -22 -23 -24 -25 25 26 -28 28 29 -31
leaf_value=-0.0002078511332349657 -0.0044350616943630624 -0.002730919382042432 -0.0045948522629539849 -0.0048409074522810618 -0.0045226928550845596 -0.0011556153022515344 0.0035486287718163433 -0.00045878587826670607 0.00087295335278115562 0.00092662293865091621 -0.0050260510672088905 -0.0035608892114883692 0.0027014274316120215 -0.0033136246395579711 0.00045061165167850029 0.0029679181631860401 -0.0011142880404295579 0.0027212677217138253 -0.0051789257550074489 0.0016821995529199224 0.0015591297426097292 -0.00020248338717822711 0.0012523498816217383 0.000679186886144327 -0.00018233046779478435 0.0027799148504776415 -0.0038951704937095384 0.0033946714766902083 -0.0035658854191708243 0.00081904155963698894
leaf_weight=25.866602745838467 2.1468980424106112 5.2266581878066045 2.4071560613810998 2.4541663918644181 3.9343722946941835 26.03178745508194 2.881430445238947 5.2184942290186882 63.404572568833828 1.8978736419230688 4.17551114782691 6.0767186358571079 6.5544330328702953 4.6603494137525621 11.545159075409169 20.933812133967876 12.333328925073145 11.644684970378878 3.8864868953824026 34.049257636070251 6.8889935053884983 5.8549763187766075 3.5276350751519203 3.4049604833126068 91.425783838611096 1.6217747032642362 4.5294141611084333 9.8324324116110784 5.520811120979487 26.494037414900959
leaf_count=249 56 27 33 38 33 389 15 25 281 17 63 71 19 29 49 73 53 37 31 116 29 37 12 17 752 9 53 34 55 198
internal_value=0.000165426 0.000429424 0.000982015 -0.000206274 -2.71159e-05 -0.000139557 -8.47746e-05 -0.00220566 0.000133455 -0.000770323 -0.0031659 0.000446403 -0.000491474 0.000328035 -0.0006319 0.00118182 0.000683816 0.00185312 0.000814241 0.00116419 -0.000291585 -0.00148219 -0.00123831 -0.0024433 -0.000148051 4.0071e-05 -0.00213527 0.000140473 0.000845718 6.28814e-05
internal_weight=416.431 243.492 110.158 172.939 133.334 170.484 168.337 9.15287 124.181 31.94 6.07338 92.2412 28.8367 22.7599 16.2055 101.896 58.4982 43.3976 22.4638 46.1649 12.1157 8.26213 10.8191 7.29145 165.456 139.424 6.15119 133.273 41.8473 32.0148
internal_count=2900 1301 465 1599 836 1561 1505 58 778 329 80 449 168 97 78 395 225 170 97 172 56 70 60 48 1490 1101 62 1039 287 253
is_linear=0
shrinkage=0.00373278


Tree=241
num_leaves=31
num_cat=0
split_feature=1 0 1 1 4 3 3 3 3 4 4 2 2 3 0 1 4 0 0 4 4 0 0 1 0 1 0 3 1 1
split_gain=3.98992 4.50514 4.08642 4.06292 3.51252 3.33558 4.16626 2.682 3.42738 3.41612 4.30442 6.91393 3.19055 3.05692 3.43955 4.55611 2.56713 3.68974 9.16631 2.97404 2.50866 2.34848 2.34581 4.79501 2.15394 2.12762 3.40182 3.5345 2.50243 3.55371
threshold=70.343506983200015 85.716110573100011 70.73871032835001 61.993156030000002 38.238138001450004 -0.17732499999999998 0.091705000000000023 -0.04931 -0.11050499999999999 35.131296350900008 41.322103772800006 -0.01762 -0.092289999999999997 0.083290000000000017 85.253695774650012 61.409760615700009 40.621691032550004 85.807518149550006 86.001087134900004 42.718072821900002 40.305698932850007 70.623106628750023 94.964406541850011 71.464594023550021 85.509099297050014 87.33187390945001 110.50907145210002 0.07870000000000002 74.986474174450009 72.496961945650014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -2 7 22 -5 -7 8 21 -9 11 12 -11 -12 15 -15 20 -18 19 -19 -3 -1 -4 -24 -8 28 -27 -28 29 -6
right_child=2 16 4 5 25 6 24 9 -10 10 13 -13 -14 14 -16 -17 17 18 -20 -21 -22 -23 23 -25 -26 26 27 -29 -30 -31
leaf_value=-0.0038284862610545129 -0.0043059640132392905 0.001001266601791831 -0.0047113445508683424 0.0012421302064761139 4.5282251568898618e-05 -0.0046965815704599267 -0.0026053791957354549 0.0035071727094407043 -0.0036488698891273597 -0.0069512621553815927 0.0032666172292274234 0.001710612310589535 -0.0016109143339252013 -0.0011797435974897907 -0.0020306237565960181 0.0042635003483947765 0.0023371863282620688 -0.0059779884940006824 0.00045222977706245329 -0.00093298971363662316 0.0029440511955507167 0.00052363007167649056 0.0028888654710695818 -0.0018155832875843727 0.0018192550648189218 -0.0041056961844126846 0.00095107530093588299 -0.003955305974745609 0.00052179236231936893 -0.0028536591337742861
leaf_weight=1.9203018452972198 3.3038892932236186 72.883113939315081 2.661166530102494 3.5145998094230917 21.641457147896293 6.9830455500632507 3.1311221346259117 5.1268358919769517 4.7613751972094169 2.9148472435772419 6.8323372304439571 4.7419896014034766 3.0884685181081295 3.8421331755816919 5.3247805610299102 4.4467547535896301 11.432749152183531 4.0457291007041922 85.794235890731215 2.5556623190641403 10.149789080023764 12.355023061856626 3.4511049799621132 18.322692035697401 2.7878139987587929 4.0777562614530316 8.4515515780076367 2.5655269878916434 87.543207681272179 7.6795545285567632
leaf_count=87 56 284 33 23 145 90 31 20 74 25 20 19 16 33 32 10 35 34 397 14 34 83 14 336 12 106 103 122 533 79
internal_value=0.000178455 0.000459419 -0.00027657 -0.000320261 -0.000191447 -0.00191982 -0.00278116 0.00015412 -0.000958991 0.000737573 0.000282341 -0.00159376 -0.00420386 0.00126832 0.000265423 0.0017404 0.000758886 0.000375133 0.000132355 -0.00402487 0.00123875 -6.18121e-05 -0.00146652 -0.00106994 -0.00052138 4.46586e-05 -0.00124886 -0.000191465 0.000211737 -0.000713988
internal_weight=418.331 258.633 159.698 71.7714 156.394 16.4166 12.902 55.3548 19.0367 36.3181 31.1913 10.7453 6.00332 20.446 13.6137 8.28889 186.861 103.828 92.3956 6.60139 83.0329 14.2753 24.435 21.7738 5.91894 131.959 15.0948 11.0171 116.864 29.321
internal_count=2900 1373 1527 575 1471 156 133 419 244 175 155 60 41 95 75 43 798 480 445 48 318 170 383 350 43 1088 331 225 757 224
is_linear=0
shrinkage=0.00366117


Tree=242
num_leaves=31
num_cat=0
split_feature=1 0 3 1 4 3 1 4 0 2 2 3 2 2 2 3 4 2 4 0 1 1 3 1 0 1 1 3 1 4
split_gain=4.90444 5.75236 4.08907 3.93101 3.82344 4.40734 3.13782 3.10864 3.06897 3.47399 7.75517 3.26936 4.92904 6.0304 3.54046 5.28366 3.01096 2.82394 4.35388 5.21743 4.29909 2.97309 3.76811 2.74275 2.61515 2.62667 4.16518 4.35709 5.30345 4.61027
threshold=69.873026810350026 85.716110573100011 0.25847000000000003 61.993156030000002 38.238138001450004 0.11906000000000001 54.884872733100003 40.621691032550004 92.652332549650012 -0.093604999999999994 -0.088099999999999998 0.083415000000000031 -0.083794999999999994 -0.077279999999999988 -0.060760000000000002 0.12424000000000003 41.902916368500009 -0.033594999999999993 34.542090938800008 97.671683879200017 82.987325570650015 71.429644067900014 0.10236000000000002 62.197478847950002 93.776108048200015 70.343506983200015 71.787208999250012 0.094625000000000029 72.496961945650014 41.840895355800008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 4 6 17 24 -1 -3 9 23 -11 -12 -13 -14 -15 16 -16 18 19 -2 -20 -19 -23 -9 -6 -26 -27 28 -28 -29
right_child=2 7 -4 -5 5 -7 -8 8 -10 10 11 12 13 14 15 -17 -18 21 20 -21 -22 22 -24 -25 25 26 27 29 -30 -31
leaf_value=-0.003445415484566013 0.0029928323566907541 0.0013174827285877834 -0.0042336468768882198 -0.0016650162754109491 -0.0022315640511652891 0.0025250123285713074 0.00028767568049098185 0.00033588787516658031 -0.0015413365356422592 -0.0034776383684765925 0.0017759290837604238 0.002593252773347873 -0.0031074614268664967 0.0019079903929577308 -0.00020457036944773049 0.0025155550873853729 -0.0030220661952766658 0.0022434041495782023 -0.0041602681698778392 -0.0035546048895670371 0.00053738782632131515 -0.0029677728432832367 0.0016212417574195755 0.0022491160292881052 0.0017147591343295238 -0.0015898393517003084 0.0032404946250563314 -0.002560520345290444 0.0001899752767587764 0.0010117037971175491
leaf_weight=2.4551808806136242 3.1799028292298379 71.77179329097271 2.5999370822682968 16.493295075371861 5.6152589228004208 7.1635840125381938 54.331950161606073 13.25259145721793 7.5315597020089617 5.5645635053515425 15.671866498887537 6.7601568624377242 6.9929809495806614 9.077157340943808 9.5171689651906686 4.6870199404656878 6.7733552902936927 4.0252859964966756 9.3587554004043323 2.113748393021524 2.5962312202900639 4.7697944301180542 3.0670938529074192 19.059808323159814 8.8960455469787103 17.001491544768214 6.369398705661296 11.405482395552101 89.3994758175686 5.6296054860576978
leaf_count=91 10 260 38 156 77 29 328 53 61 32 54 19 39 30 43 18 51 13 126 78 54 100 16 66 32 145 22 93 723 43
internal_value=0.000189672 0.000483923 -0.000211795 -0.000276892 -0.000153893 5.21353e-05 0.000126276 0.000799517 0.000445088 0.000598759 0.000168717 0.000509848 5.69191e-05 -0.00040589 0.000222698 -0.000506542 -0.00137604 -0.00122598 -0.00206024 0.000378449 -0.00314009 -1.28832e-05 -0.00117179 0.00146443 -7.06131e-05 1.68719e-05 -9.94906e-05 0.00012513 0.000392859 -0.00138
internal_weight=433.132 249.94 183.191 73.2804 180.591 151.48 56.7871 176.66 104.888 97.3567 65.0443 59.4797 43.8078 37.0477 30.0547 20.9775 16.2905 29.1108 17.2486 5.29365 11.955 11.8622 7.83689 32.3124 144.317 138.701 129.805 112.804 95.7689 17.0351
internal_count=2900 1301 1599 575 1561 1164 419 726 466 405 286 254 200 181 142 112 94 397 268 88 180 129 116 119 1135 1058 1026 881 745 136
is_linear=0
shrinkage=0.00322997


Tree=243
num_leaves=31
num_cat=0
split_feature=1 2 2 0 1 0 0 4 1 1 4 2 4 2 4 4 3 3 0 2 4 0 0 1 0 0 3 1 2 0
split_gain=1.11812 1.02461 1.4125 0.810455 2.63804 2.53712 2.50193 4.07227 2.52563 3.12042 3.12617 2.93199 5.21928 11.3676 4.27994 3.24595 2.33149 3.53297 3.29757 2.29107 2.21181 2.20134 2.18066 1.78613 4.16637 3.36116 1.89348 4.1801 2.28968 4.00243
threshold=90.988176966900014 -0.088099999999999998 -0.087910000000000002 85.716110573100011 61.993156030000002 85.807518149550006 86.001087134900004 40.532725462000009 63.910026677050006 62.837331883000012 39.749124837650008 -0.068524999999999989 42.541806567400009 -0.12350999999999999 42.297164883650005 41.678468725050003 -0.17732499999999998 0.091705000000000023 85.57362229215002 -0.091779999999999987 42.674081447500008 86.345209775600011 88.576630023850015 61.971648364950006 85.447264760050004 84.95796538030001 0.099780000000000021 58.549241164900003 -0.013805 76.591483678350016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 23 19 7 -7 9 10 -8 12 13 -12 21 -15 -6 -18 -19 -5 -9 -13 -10 24 25 26 27 28 29 -1
right_child=1 2 -4 5 16 6 8 20 22 -11 11 14 -14 15 -16 -17 17 18 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0025629158800945175 -0.022807733571600014 0.027460907609754483 -0.00963311577896875 0.020964824093945355 0.0061824614992615464 0.0027411347303283227 0.016214067543444805 -0.031117324709279498 -0.013365725174405998 0.016322928552809216 0.0090907158605713113 0.00056575831915528431 0.0053247207001779293 -0.038399653659178877 -0.0090122977105411978 -0.014386709588085704 -0.025272535688151066 -0.015516065963350117 0.017242505119056041 0.0028402433062685679 -0.0058528701079741197 0.016333149843318764 0.00017955814743656878 0.016027579073531879 -0.017027678481846137 0.013085507834393013 0.0077066724032287372 -0.019469998395207175 -0.016115614142115927 0.020791052971432751
leaf_weight=11.320613067597153 1.6354082850739358 0.54315662384033236 2.1639881008304647 4.9460247308015823 3.1533099589869389 6.6766316294670087 6.5831353217363349 3.5127872116863728 5.1590990787371984 8.1283825486898404 6.9832301661372176 5.3132664598524633 17.11080826818943 4.3994679450988787 5.5258847028017035 5.189100868999958 5.6192758530378306 3.1330729760229588 2.2209675461053848 7.3085642084479314 2.514843188226223 12.688216924667357 196.17062967293896 3.0099483802914611 5.5565808378159991 8.9551435597240907 7.6955625489354125 5.6610618485137811 2.8810110134072664 4.2761682402342549
leaf_count=130 166 1 152 12 23 26 22 34 41 33 24 22 65 29 37 27 91 38 9 29 15 47 1538 13 36 32 33 79 84 12
internal_value=0.000418398 -0.00995505 -0.00219064 0.000542943 -0.001567 0.000992107 0.000599414 -0.00832209 0.0010142 0.00432225 0.00279315 0.00124881 -0.00264229 -0.0108684 0.00681945 -0.0254044 -0.00940324 -0.013882 -0.00192713 0.0101554 -0.0205765 0.0116793 -0.000167541 0.000675873 -0.000321143 0.00195471 -0.00117642 -0.00400839 0.000728604 0.00384004
internal_weight=366.035 4.34255 2.70714 361.693 63.4827 298.21 285.955 12.7043 273.251 71.9215 63.7931 57.21 33.6826 16.5718 23.5274 9.58857 14.1266 10.9733 5.35404 12.2546 6.02763 18.0015 201.33 49.3561 46.3461 40.7896 31.8344 24.1389 18.4778 15.5968
internal_count=2900 319 153 2581 580 2001 1960 75 1885 306 273 251 145 80 106 56 161 138 47 41 49 69 1579 419 406 370 338 305 226 142
is_linear=0
shrinkage=0.0205657


Tree=244
num_leaves=31
num_cat=0
split_feature=1 2 2 3 2 3 2 2 2 3 1 4 3 4 3 1 0 1 2 1 0 4 2 3 4 2 4 2 1 2
split_gain=0.962588 0.957197 1.36148 0.861696 1.90528 1.46726 2.80491 2.42347 2.04871 2.33723 4.14486 2.83223 1.57306 4.49915 2.55682 2.5815 2.76844 1.96778 2.20359 1.44159 1.30436 2.97195 2.46881 4.19814 1.53211 4.9719 2.90412 2.15354 1.26387 6.14122
threshold=90.988176966900014 -0.088099999999999998 -0.037524999999999996 -0.25765499999999997 -0.23557500000000001 -0.15684499999999998 -0.23871499999999998 -0.24103499999999997 -0.16717499999999999 -0.23472499999999999 62.057679025150001 40.878805547300004 1.0000000180025095e-35 41.468518788800004 -0.093074999999999991 62.009286778800011 97.013011637200023 84.600400448950026 -0.25243499999999996 65.036490633650018 104.3578792496 42.406961525800007 -0.088944999999999996 0.074640000000000026 47.833738492450003 -0.15895000000000001 45.154229826150008 0.049235000000000008 81.524804347700012 -0.25089499999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 -1 6 7 -5 19 10 -10 -12 13 14 -7 -16 -17 18 -15 -8 24 -22 23 -23 26 -26 28 -27 -14 -30
right_child=1 2 -4 5 -6 12 8 -9 9 -11 11 -13 20 17 15 16 -18 -19 -20 -21 21 22 -24 -25 25 27 -28 -29 29 -31
leaf_value=-0.033880225020333714 -0.030345550022844722 0.012697286972155412 -0.02824737170888416 -0.03390365128038806 -0.0023759927722180572 0.011306625630145435 0.007387180753395047 0.0080610595700405449 0.016386746721746958 0.015421304677389617 -0.0040670919009902903 -0.044271159703085337 0.0016706972265965903 0.0092181240329465945 0.015547247214390485 -0.030610979654659556 0.0036677930862592631 0.009994743928323814 -0.032809753328644525 0.025926750743694087 -0.030263385047174692 0.023718391303163805 0.010825210794483175 -0.031450413619654123 0.021873052361038418 -0.032426245739181042 -0.023876084335153688 0.018565983368744321 0.014451113978624497 -0.035364741732584887
leaf_weight=1.6239253585226823 1.4862042677123097 1.6298609382938596 0.98410491622052987 2.2514041811227798 13.575683471746741 10.087411141954364 5.6894182562828064 1.9321048483252514 3.6697621913626772 6.5326572684571156 3.0560264149680734 2.3358589755371213 243.89505760511383 1.0963800791651017 2.5389018915593642 4.3534845262765884 3.0116217089816928 1.2684468161314724 6.7206577579490814 7.1532306782901287 3.2319550681859246 1.4866648912429807 6.4425165485590679 3.4858075473457575 8.6544960513710958 2.2862101173959668 3.501967961434274 0.86161431670188893 3.8413646016269922 3.6430666763335458
leaf_count=55 166 45 108 42 150 67 25 16 16 38 25 25 1385 14 14 38 32 9 139 24 123 5 38 67 32 73 45 6 22 56
internal_value=0.000510992 -0.012732 -0.00271754 0.000662567 -0.0057419 0.000946349 0.00649194 -0.0145227 0.00958352 0.00288806 -0.00614732 -0.0214842 0.000363568 -0.00572309 0.00156613 -0.00835475 -0.0165943 -0.021762 -0.0269151 0.0177135 0.000992654 -0.00699375 -0.000405361 -0.0149561 0.00143129 0.0111134 0.000982957 -0.0184688 0.00132927 -0.00979689
internal_weight=362.328 4.10017 2.61397 358.228 15.1996 343.028 32.6205 4.18351 28.437 15.5943 9.06165 5.39189 310.408 29.0769 19.9914 9.90401 7.36511 9.08548 7.81704 12.8426 281.331 14.6469 11.415 4.97247 266.684 11.8023 254.881 3.14782 251.379 7.48443
internal_count=2900 319 153 2581 205 2376 211 58 153 104 66 50 2165 313 151 84 70 162 153 49 1852 233 110 72 1619 111 1508 79 1463 78
is_linear=0
shrinkage=0.0274876


Tree=245
num_leaves=31
num_cat=0
split_feature=4 3 2 4 0 3 0 1 0 3 1 0 2 1 0 1 3 1 0 2 2 3 3 3 1 1 4 0 3 2
split_gain=0.866143 2.15439 2.13678 1.57456 1.6404 2.79418 2.2119 1.82 2.72014 2.30166 2.61338 2.60559 2.67358 2.863 1.73642 3.81463 1.52098 1.51201 1.81471 2.80853 3.93585 5.7061 3.68009 6.21208 2.79459 7.04094 1.9679 2.86521 3.14252 2.58097
threshold=49.275256100300005 -0.25095999999999996 -0.15726999999999999 48.680511450650009 84.95796538030001 0.099780000000000021 85.253695774650012 58.549241164900003 83.011521693850014 0.08784500000000002 56.981870074850008 73.913779380400015 -0.23361999999999997 54.884872733100003 85.613949164150014 61.917879202350001 -0.17732499999999998 69.873026810350026 96.055920542800024 0.056285000000000009 -0.060760000000000002 -0.21013499999999999 0.090390000000000012 0.092835000000000015 72.953999827850012 74.986474174450009 40.823855932350007 100.13162306855001 0.087265000000000023 0.68694500000000025
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 5 7 -6 9 -9 10 11 12 -1 -14 15 -8 -4 -16 19 20 21 -19 -23 -24 -20 -26 29 28 -28 -27
right_child=1 2 16 -5 6 -7 14 8 -10 -11 -12 -13 13 -15 17 -17 -18 18 24 -21 -22 22 23 -25 25 26 27 -29 -30 -31
leaf_value=-0.035696385641415911 -0.034319028829226536 0.004546692840988683 0.012136418512602108 0.0092107088263729264 0.014495205572048978 0.0068568107308343848 0.0076991170027883886 -0.027852370544039759 -0.003581013381942486 -0.03243497069731005 0.015560497580570726 -0.029159935301626996 -0.023851973536925631 0.028738235538370103 0.0023709332281587024 -0.02325650296666041 -0.025328048814708144 0.01256426312009179 0.011657373081611156 -0.022669309157267021 0.010080572501621532 -0.029226319919121266 0.014196872092441668 -0.02255623525533057 -0.031754770762763569 -0.0049180985302451205 -0.0046747697919511735 -0.00059168783809923089 0.017545808745413935 0.020054995116555362
leaf_weight=0.74616924626752945 1.2688069362193335 7.5902528355363748 0.74153858702629749 11.091680172830818 6.243378408253192 7.8052604347467414 3.8234417140483838 5.3578181867487711 4.6523472862318158 1.2533688321709622 3.9349823035299778 2.1567973271012306 0.77841972373426349 1.9737034589052198 158.1378764975816 4.8955539241433144 2.7574878949671984 5.3105900427326587 11.001744219101964 4.4952345651108763 8.8070952342823166 6.204890786670151 4.4051898010075075 5.6750849662348628 3.781822230666875 34.959415207267739 4.7500181980431107 29.091728850733489 12.372265152633188 2.3839891380630425
leaf_count=40 15 78 9 56 24 39 15 120 36 17 29 35 65 8 769 59 117 28 55 65 47 94 19 67 49 526 29 325 47 18
internal_value=0.000386735 -0.00565426 -0.00237451 0.000602445 0.000317428 -0.0049955 0.000814467 -0.00943168 -0.016572 -0.0028401 0.00102779 -0.00908451 0.00329257 0.0138634 0.000529844 -0.00968189 -0.0173883 0.000835414 -0.000987052 -0.00553653 -0.00300335 -0.00833919 -0.0151558 -0.00649473 0.000627414 -0.000761982 0.000640757 0.00384435 0.0113814 -0.00332383
internal_weight=358.448 12.3581 11.0893 346.09 334.998 28.6589 306.339 20.8536 10.0102 10.8434 9.59007 5.65509 3.49829 2.75212 300.096 8.719 3.49903 291.377 133.239 34.8981 30.4029 21.5958 16.2852 10.0803 98.341 87.3392 83.5574 46.214 17.1223 37.3434
internal_count=2900 219 204 2681 2625 389 2236 350 156 194 177 148 113 73 2212 74 126 2138 1369 320 255 208 180 86 1049 994 945 401 76 544
is_linear=0
shrinkage=0.0232224


Tree=246
num_leaves=31
num_cat=0
split_feature=1 4 4 4 2 4 1 0 1 4 4 4 1 4 1 0 2 0 0 3 3 1 2 1 3 4 0 2 2 3
split_gain=0.821155 0.903049 1.51736 0.709722 0.843908 0.720671 1.99517 4.64745 2.40696 1.56536 1.35112 2.46748 1.84999 2.61847 1.32771 4.92965 2.93974 1.96939 2.79768 1.71754 1.49782 1.4606 1.4566 1.62918 1.4565 1.77459 3.6742 3.41923 2.44542 2.31774
threshold=90.988176966900014 48.315732392000008 48.988717865950008 29.904643970450003 0.23643500000000003 35.461062230100005 61.767325547050007 89.219171517050015 73.365333921800001 33.384956903900012 37.020641110850008 36.82350895510001 69.64719632740001 36.372781240150012 61.614083433650009 82.401241698250018 -0.23557500000000001 76.591483678350016 73.913779380400015 -0.25765499999999997 0.092095000000000024 57.960468834350003 -0.068524999999999989 75.551050381850018 -0.098985000000000004 37.797539186950011 93.972365491700018 -0.02852 0.24816000000000005 0.094415000000000013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 -1 6 -5 -8 -9 -10 11 12 -7 -14 15 16 21 18 -18 22 -17 -12 23 -16 -21 26 -26 -28 -27 -30
right_child=1 2 -4 5 -6 10 7 8 9 -11 14 -13 13 -15 19 20 17 -19 -20 24 -22 -23 -24 -25 25 28 27 -29 29 -31
leaf_value=-0.026213698688468092 -0.023477724944364682 0.014594997737559073 -0.024402606557712991 0.018572386240679646 0.0049030562441101082 0.0047598991200472913 -0.030464584793286231 0.01072728781263981 0.0034785084665631982 -0.027021313829580694 -0.035787013359749542 -0.025681823048086673 -0.029643503397849456 0.0044553305475618209 -0.032421253098955632 -0.039084830647913592 0.0028524777797204822 0.013918082656764634 -0.03037695314952189 0.0058374514545192612 -0.013254488130800051 0.0021568184588217831 0.0019006705325994233 -0.0028198664969940512 0.02274004768354106 0.00073324579060274559 -0.028738006555847344 0.013615177303844688 -0.023649300740240138 0.0025770227878590384
leaf_weight=1.1365439116489131 1.6025484028505155 1.3467317605391147 0.87538970890454937 4.3489168211817768 0.78257330460473884 8.0246902592480165 2.1695026266388622 11.591496009379624 1.9009711246471845 1.6905337255448101 1.6182637861929898 2.8655050089582792 2.5043863733299068 2.2947243275120854 2.2361343717202544 2.2781029269099227 8.7776497714221495 6.530973461456596 1.591557204723357 33.407525708433241 2.507785914465785 0.80919813737273205 3.0060531767085186 1.7722132224589584 5.4970816150307638 229.33789880620316 1.9013089481741188 2.1708713062107563 4.3131460780277839 3.065198814496398
leaf_count=56 249 11 59 31 20 44 30 45 34 42 54 24 48 29 32 27 111 34 23 218 15 6 27 17 18 1472 35 9 53 27
internal_value=0.000343582 -0.0102834 -0.000767844 0.000459665 -0.013525 0.00053674 0.00460588 0.00110557 0.00561664 -0.0108779 0.000266285 -0.00633614 -0.00201331 -0.0133389 0.000599556 -0.00459726 0.000590992 0.00399937 -0.00224787 0.00103663 -0.0255498 -0.0231384 -0.0102335 -0.0193336 0.00131928 0.000706408 0.0104419 -0.00615961 0.000312852 -0.0127541
internal_weight=353.955 3.82467 2.22212 350.131 1.91912 348.212 21.7014 17.3525 15.183 3.5915 326.51 15.6893 12.8238 4.79911 310.821 24.1135 19.3276 16.9002 10.3692 286.707 4.78589 2.42746 7.0144 4.00835 279.693 246.286 9.56926 4.07218 236.716 7.37834
internal_count=2900 319 70 2581 76 2505 182 151 121 76 2323 145 121 77 2178 270 228 168 134 1908 42 60 76 49 1832 1614 62 44 1552 80
is_linear=0
shrinkage=0.0230596


Tree=247
num_leaves=31
num_cat=0
split_feature=1 0 4 2 4 0 2 3 3 1 3 3 2 2 2 3 3 2 0 2 4 1 2 2 2 2 3 2 4 3
split_gain=2.93015 4.72727 3.4626 3.44145 3.36106 2.91869 2.20871 4.43243 2.41331 2.15648 2.07701 3.02246 2.66959 3.76017 2.48361 4.50896 2.81955 2.41496 3.00317 2.32741 2.03493 2.33089 2.62068 2.18926 4.39207 3.81987 3.08498 2.97131 3.14506 2.01228
threshold=70.182199495350019 94.614906984850009 40.305698932850007 -0.16030499999999998 41.919251152600005 75.994645973400011 -0.058529999999999992 0.12424000000000003 0.10273500000000002 89.912793714750009 1.0000000180025095e-35 -0.15684499999999998 -0.11600999999999999 -0.088099999999999998 -0.23361999999999997 -0.23958499999999999 -0.5351999999999999 -0.083794999999999994 86.866770652900016 -0.09715 37.572218886150004 71.429644067900014 -0.117115 0.06041500000000001 -0.0039949999999999994 0.090855000000000033 0.087605000000000016 0.68694500000000025 44.269496632500008 0.11467000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 -2 -4 5 -1 8 -8 10 20 11 14 -12 19 15 16 -6 -15 -19 -14 21 -3 -23 24 -22 -25 27 28 -27 -24
right_child=1 9 3 -5 6 -7 7 -9 -10 -11 12 -13 13 17 -16 -17 -18 18 -20 -21 23 22 29 25 -26 26 -28 -29 -30 -31
leaf_value=-0.0022587643555989564 -0.0057329419876021113 0.0015227844437194333 0.0030212741593914298 -0.0031645381595705913 0.00062234133389003205 0.00094665539627572927 -0.0021396573195119639 0.0028823524048878567 -0.0027113036517595395 -0.0019746329740799114 0.0019726904094809644 -0.0039809367752048318 0.00050154126278562333 0.0028092529048101777 0.0018903308271845782 0.0034271890778784161 -0.0058287970445031912 0.0013195653995191656 -0.0024852856569956413 -0.0029969726234428916 0.00017632451308568001 -6.1329452318471437e-05 -0.0050197066101414127 0.0040665012580279325 -0.0038243117816206627 -0.005403629753910383 0.0019933767713548401 0.0020724974545667471 0.00097419926042673554 0.00079356505398581103
leaf_weight=4.6844458933919659 4.0454696547240001 3.5107045434415332 2.2107346719130874 4.098124235868454 1.6230249358341104 142.80643461085856 16.681000203825537 3.3736727293580762 4.3033046573400489 8.7294499785639328 18.693701330572367 3.8234516857191911 4.9770820327103138 8.2125188261270505 6.2072072252631196 2.0176738910377026 3.243726306129247 10.555442098528149 4.8269962817430487 7.7857299931347352 90.809143086895347 5.042187994811683 5.08541659079492 6.1021821722388294 4.6037456206977359 3.4542699661105898 8.919545451179145 2.6096155643463135 1.9211554341018198 1.1693854602053759
leaf_count=98 50 21 20 96 17 605 192 15 32 360 78 66 24 27 22 12 49 42 24 47 612 80 110 21 50 45 48 12 14 11
internal_value=0.000194076 -0.000240739 -0.0028473 -0.000996921 0.000465704 0.000844848 -0.000114837 -0.00129484 0.000195436 -5.0616e-05 0.000369247 -0.000855405 0.000745532 0.000114577 5.74167e-05 -0.00159519 -0.00367739 0.00105968 0.000125606 -0.00163267 7.54513e-05 -0.0013211 -0.00220488 0.000250082 -1.67093e-05 0.00135651 0.000378266 -0.00142586 -0.00312422 -0.00393287
internal_weight=396.127 152.311 10.3543 6.30886 243.815 147.491 96.3245 20.0547 76.2699 141.957 71.9666 16.9151 55.0515 36.3578 13.0916 6.88443 4.86675 23.595 15.3824 12.7628 133.227 14.8077 11.297 118.42 95.4129 23.0068 16.9046 7.98504 5.37543 6.2548
internal_count=2900 1550 166 116 1350 703 647 207 440 1384 408 166 242 164 100 78 66 93 66 71 1024 222 201 802 662 140 119 71 59 121
is_linear=0
shrinkage=0.00399587


Tree=248
num_leaves=31
num_cat=0
split_feature=0 1 3 0 2 2 4 3 2 3 2 2 3 4 4 2 1 1 2 0 3 2 2 2 2 4 1 2 1 3
split_gain=0.779658 1.24986 1.29948 1.30142 0.95235 1.01959 3.99359 1.05347 0.885571 0.845965 1.79298 1.2377 1.25957 0.861838 1.6481 1.29139 1.15778 6.55112 1.28791 3.1994 2.13612 1.8084 4.14808 3.7994 1.70659 1.35788 1.32329 3.23021 5.18471 3.14633
threshold=114.06859001680002 89.264875305300009 0.07870000000000002 122.45926784190002 0.68694500000000025 0.27148500000000009 38.938637541200009 0.094415000000000013 -0.088099999999999998 -0.27223499999999995 -0.065399999999999986 -0.23361999999999997 -0.5582649999999999 32.785955158400007 34.542090938800008 -0.10710499999999999 60.474177186300004 57.960468834350003 0.20327000000000003 91.625341543800019 0.089850000000000027 0.090855000000000033 0.12812000000000004 0.06041500000000001 0.17273000000000005 38.386256906100009 71.090898343450007 -0.0039949999999999994 71.52105164435001 -0.22125500000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 8 5 9 7 -7 -3 10 11 12 -1 15 -15 -11 17 -16 21 -20 -21 23 25 26 -24 -23 -18 28 -28 -30
right_child=1 2 -4 -5 -6 6 -8 -9 -10 13 -12 -13 -14 14 16 -17 18 -19 19 20 -22 22 24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.00067086195934069426 -0.029578890463758452 -0.0042613234475605078 -0.02522434367858432 -0.025526922956922375 0.011184942981583276 -0.0080017614076253307 -0.037772059310233003 0.015334456509609847 0.022666728079728405 -0.029196487138827582 -0.032691670061141369 0.0055119795280880648 -0.032061609911093025 0.010941268743350187 0.0021282592573406119 0.00021940116274956299 0.0018306303995385327 -0.034007388581556164 0.025304379045116752 -0.011654159751187457 0.012653914764167645 -0.0026043070324665175 0.0095563543498778589 0.019868775566488615 -0.0099498594068522413 -0.034646076442237245 -0.022713632542623426 -0.022017470360564454 0.015115696551149997 -0.0007525568692412502
leaf_weight=1.7094239741563795 1.260351241333409 1.2129171867854895 1.1209452219773082 0.68026696937158693 4.7826162101700893 2.2970149810425928 1.9648452191613612 2.1964569776318967 1.7056960826739671 1.3872908200137319 1.3193441294133643 4.650587516138331 1.3108862533699714 9.1720009073615056 13.943331279093401 2.3063195352442554 174.56680527981371 3.6806452265009275 4.3138263300061217 4.4568237215280515 3.9650825057178736 0.99457001499831577 5.6862180102616531 6.0879324935376635 4.8016214668750763 3.3647603520657867 5.7993664089590302 4.3570295691024503 8.095861451700328 69.622745778877288
leaf_count=25 33 36 140 57 35 36 33 15 16 45 45 42 39 68 151 28 953 42 18 38 21 7 31 27 29 66 76 63 43 642
internal_value=0.00035991 -0.00826499 -0.00257347 0.00448161 0.000508623 0.000359344 -0.00912234 0.00340523 0.011476 0.000541815 -0.00674882 -0.00228682 -0.0142952 0.000742501 0.000874862 -0.010829 0.000580573 -0.00541842 0.00093762 0.00843234 -0.000209777 0.000600787 -0.00758406 0.00105333 0.000625873 -0.0273358 0.000616866 -0.00179432 -0.000739304 0.000900422
internal_weight=352.814 5.98018 4.71983 3.59888 346.833 342.051 6.45832 4.49347 2.91861 335.592 8.99024 7.6709 3.02031 326.602 322.909 3.69361 313.737 17.624 296.113 12.7357 8.42191 283.377 14.8472 268.53 10.4878 4.35933 262.442 87.875 83.518 77.7186
internal_count=2900 282 249 109 2618 2583 84 51 52 2499 151 106 64 2348 2275 73 2207 193 2014 77 59 1937 133 1804 60 73 1777 824 761 685
is_linear=0
shrinkage=0.0240919


Tree=249
num_leaves=31
num_cat=0
split_feature=0 4 1 3 3 3 1 0 4 0 3 3 2 2 2 2 4 2 0 1 0 0 4 4 2 2 2 3 3 4
split_gain=2.83204 5.1055 3.01133 2.77552 3.85969 2.80701 2.70986 2.54743 2.432 2.92731 2.72603 5.6237 2.55971 3.41884 2.3842 1.9654 1.8382 3.36432 2.82383 3.12285 5.87995 3.54905 2.99226 2.94405 2.73485 4.05293 3.22764 3.20871 3.37938 2.52532
threshold=102.84427732220001 44.710446918150005 80.677940036650014 0.090720000000000023 0.089785000000000018 -0.21013499999999999 54.884872733100003 103.44649194340002 46.177190236600005 110.99299391555002 0.075065000000000021 0.079095000000000013 -0.088099999999999998 -1.0000000180025095e-35 0.68694500000000025 -0.16717499999999999 42.178283198950005 0.11970500000000002 75.309089150100007 63.910026677050006 87.181320254150009 87.29692395375001 39.420767558750008 39.530201452500002 0.06041500000000001 -0.072569999999999982 -0.031989999999999998 0.10211000000000002 0.088165000000000021 40.12915366295001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 3 -3 4 5 15 -1 -7 -4 10 -10 -12 -11 -14 16 -2 18 24 22 21 -21 23 -8 -20 25 -18 -27 28 -28 -25
right_child=1 2 8 -5 -6 7 14 -9 9 12 11 -13 13 -15 -16 -17 17 -19 19 20 -22 -23 -24 29 -26 26 27 -29 -30 -31
leaf_value=-0.0037970973444328695 0.0028240809309100631 -0.0034121116211918772 0.0037129941956104461 -0.0043278821503241983 0.0029258794869860432 0.0014442018218468735 -0.0041313252646302647 -0.0035554506954224704 0.0042094112418658344 -0.0044880337135914054 -0.0041383060714485689 0.0029688701647160405 0.0033150668550404774 -0.0040905659173387648 0.0027239829669036381 -0.0020225997643953278 0.00021955700334025532 -0.0027647348778843915 0.0017860714006180008 -0.0037928775572649959 0.00027999747436168712 0.0027006062821130087 0.0025470431147244666 -0.0015114129693574901 0.0027344250368502945 -0.0039330139154919244 -0.00039075085233214446 0.0016349377886141539 -0.0052006749874799214 0.0005880350732585289
leaf_weight=2.0926422951742998 2.2766682552173734 2.1725010592490461 3.5315243396908071 4.7153002610430113 2.4550133380107573 1.5134469941258437 3.2836062014102927 9.4766697245649976 3.3833878338336927 2.3360649021342423 2.3404458072036505 3.647711917757988 2.0241480488330157 1.3181047770194645 5.0682698339223853 2.0238820775412067 96.459915616549551 5.7740473840385667 23.485943054780364 4.7084472551941863 126.20396698545665 13.249064005911348 1.1635625734925268 8.5232100524008256 4.6103632915765038 5.4008210115134743 5.5922569911926967 4.9387320391833773 2.8106016926467419 52.706457082182169
leaf_count=91 27 29 14 149 20 8 63 255 8 49 45 12 11 46 25 55 593 84 92 54 696 49 9 41 22 45 43 27 28 210
internal_value=0.000161137 -0.000705229 0.000574347 -0.00188755 -0.00123912 -0.00190784 0.000263412 -0.00286695 0.00104044 0.000413308 0.0016418 0.000191061 -0.0016142 0.000394462 0.000286757 0.000543184 0.00025234 -9.6728e-05 0.000440226 0.000495102 0.000133511 0.000978304 -0.00238399 0.000708945 3.18493e-05 -7.6307e-05 -0.001599 -0.000654171 -0.00199958 0.000295791
internal_weight=409.287 43.2149 20.7539 22.461 17.7457 15.2907 366.072 10.9901 18.5814 15.0499 9.37155 5.98816 5.67832 3.34225 363.979 4.30055 358.911 125.587 233.324 228.877 130.912 97.9647 4.44717 84.7156 119.813 115.202 18.7424 13.3416 8.40286 61.2297
internal_count=2900 728 214 514 365 345 2172 263 185 171 65 57 106 57 2081 82 2056 842 1214 1142 750 392 72 343 758 736 143 98 71 251
is_linear=0
shrinkage=0.00357848


Tree=250
num_leaves=31
num_cat=0
split_feature=1 2 2 2 2 2 3 4 2 0 0 4 0 0 1 1 3 3 4 3 2 3 3 0 0 4 3 2 4 2
split_gain=0.778045 0.841439 1.08946 0.661775 3.48554 2.67696 2.47767 2.2734 2.2396 0.88653 3.48285 2.43089 1.75722 2.68349 2.38987 2.99514 2.27887 2.4213 1.8818 1.82117 2.70849 3.66386 2.6553 2.60177 4.7134 7.44772 4.4593 2.98356 2.58889 2.07005
threshold=90.988176966900014 -0.088099999999999998 -0.037524999999999996 -0.59309999999999985 -0.5422499999999999 -0.58180999999999994 0.091705000000000023 40.08085804200001 -0.62958999999999998 86.001087134900004 85.872041144650012 40.532725462000009 90.837623311600012 90.437043050150024 68.214248143850014 68.961639504150014 0.085245000000000029 0.077470000000000025 39.852039223600009 0.093295000000000031 -0.117115 0.080125000000000016 0.077470000000000025 86.232294534150014 87.29692395375001 42.737166331000005 0.087265000000000023 -0.078219999999999998 41.495754733000005 -0.072569999999999982
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 6 5 7 -1 -5 -8 10 -6 -12 13 19 16 -16 17 -14 -18 20 22 -22 -11 -23 25 -25 27 -26 29 -21
right_child=1 2 -4 4 9 -7 8 -9 -10 12 11 -13 14 -15 15 -17 18 -19 -20 28 21 23 -24 24 26 -27 -28 -29 -30 -31
leaf_value=-0.015487856139819248 -0.030129236653869011 0.011406826134714228 -0.027757274991005828 0.012772367444740328 -2.4148987373267413e-05 -0.038669960929352605 -0.0040342988309431324 -0.023494699774714068 0.018711989424082323 -0.0023790853832282638 -0.0059728886633204897 -0.038141349694021318 -0.019105484392977438 0.020104456963591606 0.019258195750853697 -0.00019434766502511239 -0.0067156837288883508 0.01545312683461334 -0.038409288944160118 0.0043451575051032965 0.0092917085618732624 0.0080125400612474466 0.021304330029980115 -0.050202947897240967 -0.041749429555523937 -0.0029545044726218559 0.012045893811519409 -0.0016052946989107469 -0.0012707782019878615 0.021570176932886924
leaf_weight=3.2802711185067919 1.2506547360681 1.4743068858515473 0.80832955555524577 2.4863729923963547 73.16554436343722 2.8265030956827095 4.91183039918542 2.5978387603536248 9.0324341654777491 6.5734963994473201 3.955264799296855 3.0644533280283213 2.7725317226722819 7.373671496519818 6.0895522367209187 130.43085132492706 2.4423210695385933 3.2218717783689499 3.1568668037652969 9.2003830820322019 11.24406476318836 5.3042913805693415 7.392957016825676 5.0332004353404063 2.5748852267861349 4.7819380611181259 7.1066216453909874 2.8860330968163908 13.591027899645267 11.586220368742945
leaf_count=44 166 45 108 15 629 42 29 27 38 40 18 32 31 34 24 1131 12 17 39 37 58 22 23 36 16 21 27 26 69 44
internal_value=0.00040299 -0.0122552 -0.00246201 0.000531479 0.000261756 -0.0175179 0.00571247 -0.00575872 0.0106997 0.000697275 -0.00177431 -0.020016 0.00151365 0.0043991 -0.000330236 0.000673342 -0.0121479 -0.000530923 -0.0245848 0.0030722 -8.50052e-05 -0.00375946 0.0101574 -0.00905972 -0.0131055 -0.0271835 -0.00211078 -0.0205337 0.00793024 0.0139462
internal_weight=351.617 3.53329 2.28264 348.083 330.859 7.91071 17.2245 5.08421 13.9443 322.948 80.1853 7.01972 242.763 94.6488 148.114 136.52 11.5936 5.9944 5.59919 87.2751 52.8975 38.931 13.9665 27.687 22.3827 9.81514 12.5675 5.46092 34.3776 20.7866
internal_count=2900 319 153 2581 2470 84 111 42 67 2386 679 50 1707 453 1254 1155 99 48 51 419 269 206 63 148 126 57 69 42 150 81
is_linear=0
shrinkage=0.0271114


Tree=251
num_leaves=31
num_cat=0
split_feature=4 2 3 4 3 2 2 3 1 4 4 1 3 2 3 3 0 1 1 2 4 2 4 2 0 0 3 3 4 3
split_gain=0.695234 1.80711 2.38533 0.882324 2.20143 2.01908 1.76806 3.13505 1.14005 1.16047 2.10304 2.88761 2.67312 2.03273 0.894855 4.45312 3.24526 2.75542 2.44581 2.25726 1.97293 1.72436 3.06125 2.72508 2.28123 4.62412 2.16591 2.64429 2.65531 2.16565
threshold=32.785955158400007 -0.10710499999999999 0.088500000000000023 35.461062230100005 0.094415000000000013 -0.081844999999999987 -0.11420499999999999 -0.23472499999999999 54.884872733100003 37.020641110850008 36.514114975300011 69.64719632740001 0.090640000000000012 -0.026349999999999998 0.10500500000000003 0.10721500000000002 86.530713386650021 61.966271448700006 67.203387886850024 -0.59511499999999995 41.322103772800006 -0.25167499999999993 38.828362408050005 -0.59511499999999995 86.280686780500005 87.393708446500014 0.095845000000000027 0.094625000000000029 40.036761086100007 0.10176000000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 4 6 -6 7 -2 -5 10 11 -10 -12 -13 21 -16 17 -17 -18 -20 -19 22 -11 -24 -25 -26 27 28 -27 -23
right_child=3 2 -4 8 5 -7 -8 -9 9 14 12 13 -14 -15 15 16 18 20 19 -21 -22 29 23 24 25 26 -28 -29 -30 -31
leaf_value=-0.026780044976803422 0.0084568806330785236 0.014463295085683574 -0.022514902189600554 -0.02361161036908441 0.021014147478577393 -0.00064630598509600988 0.0058279601873507557 -0.03645381472733495 0.0092736355279969436 -0.033391748488753578 -0.035892415943455741 -0.029742934645909047 -0.0040325977299960026 0.0085594815772458022 -0.025620774274626359 0.0019371555833470658 0.014055640965664654 -0.0069738573449180229 0.015435562804747414 -0.0062815922717594187 -0.030359044275785459 0.001072471985142138 0.0073071145462777548 -0.028927445387145773 0.020116035169637749 0.0058455686265283932 -0.036143542339987102 0.019264114508416204 -0.028671227482678596 0.010168272629758496
leaf_weight=1.7598264279076827 1.4628488868474963 2.4914609749102961 1.4230925827287135 1.042852502549066 5.8974874045234174 3.5974131037946773 4.3884348538704234 1.8001715104328475 6.5463224537670595 1.7963653565384472 2.2891056591179213 2.1657521901652212 3.3957038400694728 1.0772385071031756 3.9361752588301888 6.6806565932929498 9.4412449821829814 3.9084523017518222 3.2746380204334828 10.305170187959448 3.5971714910119772 229.40990587556735 8.8983720620162821 2.4310817159712288 2.9065276011824599 1.8810090702027062 1.7126128613017497 1.4924139962531624 3.0071812535170466 14.446975817903875
leaf_count=86 10 43 39 91 28 25 46 35 34 36 34 51 26 11 35 31 39 20 16 102 43 1748 55 34 8 12 24 8 68 62
internal_value=0.000309123 -0.00760159 0.00102028 0.000440074 0.00547809 0.0128075 -0.00361714 -0.0163198 0.000174803 0.000251222 -0.00583827 0.000563164 -0.0168616 -0.0170199 0.000556048 -0.00257281 -0.000134556 -0.00870716 0.00514815 -0.00104471 -0.0181815 0.00103642 -0.00477474 -0.00247253 -0.00895187 -0.00453702 -0.0133907 -0.00728363 -0.0153889 0.00161134
internal_weight=348.464 5.67438 3.91455 342.789 17.1464 9.4949 7.65146 3.26302 325.643 324.6 15.4741 9.78931 5.68481 3.24299 309.126 41.1435 37.2073 14.1863 23.0211 13.5798 7.50562 267.982 24.1256 22.3292 13.4308 10.9997 8.09322 6.3806 4.88819 243.857
internal_count=2900 168 82 2732 144 53 91 45 2588 2497 156 96 60 62 2341 286 251 94 157 118 63 2055 245 209 154 120 112 88 80 1810
is_linear=0
shrinkage=0.0227863


Tree=252
num_leaves=31
num_cat=0
split_feature=1 3 0 3 0 1 4 0 2 2 2 3 2 2 3 1 0 1 4 4 4 4 3 2 3 2 2 3 0 2
split_gain=3.02015 3.73831 3.59562 3.11165 3.00711 3.00415 2.78295 2.96877 2.57407 6.87478 2.92146 4.45673 5.78048 3.47264 5.48418 2.55507 3.29834 2.50249 2.49444 2.37218 2.34763 2.12024 3.263 1.99763 3.34218 2.62584 5.31079 5.96559 3.93988 4.55222
threshold=69.873026810350026 0.25847000000000003 85.716110573100011 0.21240500000000004 92.031298721500022 62.00390986255001 40.621691032550004 92.652332549650012 -0.093604999999999994 -0.088099999999999998 -0.083794999999999994 0.083415000000000031 -0.077279999999999988 -0.060760000000000002 0.12424000000000003 62.197478847950002 86.420486603250012 68.321786469100019 38.238138001450004 37.962710038050005 41.902916368500009 44.758188263300006 0.10332500000000001 0.25828500000000004 -0.079549999999999996 -0.060760000000000002 -0.040019999999999993 0.070195000000000021 94.776214472700005 0.06041500000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 5 4 -2 -1 -4 8 15 -10 -11 -12 -13 -14 20 16 -8 -9 19 -6 -15 22 -7 25 -25 -20 -27 -28 -29 -30
right_child=1 -3 6 -5 18 21 7 17 9 10 11 12 13 14 -16 -17 -18 -19 23 -21 -22 -23 -24 24 -26 26 27 28 29 -31
leaf_value=9.2036708628799965e-05 -0.0038193983815616021 -0.0040738717000706592 0.0011082239232561978 0.0031183842960848967 -0.00074044596428668084 -0.003012128934678416 0.0013206357155103087 -0.0040555675783593391 -0.0033326350738307857 0.0020998263260765472 0.0016622978013553062 -0.0030775288190606738 0.0018015082553013296 -0.00044681721816911235 0.0024922392434910058 0.0019635847206106415 -0.0020411569630576511 -0.00027142381118848197 -0.00018434080857762674 -0.0041632548381103276 -0.0029421967948691902 0.0014847831290975841 0.00072528429153592992 0.000973386364910225 -0.0038653301868390565 0.0028033003653938245 -0.0029372291594366613 -0.0030554447918461807 -0.00062804433884020201 0.0022266498020059059
leaf_weight=53.733458126429468 2.227525556460022 2.4161925949156275 67.361325435340405 2.8788134418427935 23.919225218240175 8.9152453290298563 7.9972680583596247 2.6899116560816756 5.3822825327515593 8.4561038464307767 13.116398155689238 6.8839860111474911 8.6683448478579468 9.0718233212828796 4.4524775538593522 17.631622370332479 4.5382610410451889 4.8769916668534279 91.416304552461952 2.1928603909909716 6.3639130368828765 1.9690182991325844 3.1314427033066741 2.4888347666710615 3.2856535557657471 9.7583515886217338 5.2039108211174634 2.4375917743891504 8.8941391203552502 14.701977799646555
leaf_count=428 56 38 260 15 357 119 30 33 32 26 47 39 30 43 18 66 23 28 752 32 51 10 18 22 40 34 55 21 87 90
internal_value=0.000133704 -0.000183741 0.00036557 -0.000128257 -0.000184383 -0.000246699 0.000613229 0.000280225 0.000435291 7.00736e-05 0.000391304 9.37682e-05 -0.000486738 0.000137811 -0.000587317 0.00119068 0.00010356 -0.00161663 -0.0001351 -0.00102789 -0.00147562 -0.00154535 -0.00204062 3.36033e-05 -0.00177982 0.000112686 0.000775023 0.000141408 0.0007568 0.00115062
internal_weight=407.061 171.821 235.24 169.405 166.526 67.7492 167.491 100.129 92.5625 62.3953 57.013 48.5569 35.4405 28.5566 19.8882 30.1672 12.5355 7.5669 164.299 26.1121 15.4357 14.0157 12.0467 138.187 5.77449 132.412 40.996 31.2376 26.0337 23.5961
internal_count=2900 1599 1301 1561 1546 575 726 466 405 286 254 228 181 142 112 119 53 61 1490 389 94 147 137 1101 62 1039 287 253 198 177
is_linear=0
shrinkage=0.00314969


Tree=253
num_leaves=31
num_cat=0
split_feature=4 0 2 4 3 0 1 4 0 4 3 4 2 0 0 1 3 1 4 3 2 4 4 2 2 3 3 3 2 4
split_gain=0.734028 1.85446 2.16274 1.84365 1.62404 1.28463 2.39827 2.89288 2.9488 2.84601 3.75022 2.08255 1.61087 1.05957 0.991968 2.11418 1.1354 0.971886 4.43885 1.98881 2.25229 1.44619 2.15166 2.39205 1.34638 1.33926 1.27431 3.06961 3.23688 6.21456
threshold=49.110028829250005 71.249517373150013 -0.15726999999999999 48.680511450650009 0.076080000000000023 81.917319234750025 61.409760615700009 41.902916368500009 71.144667506050013 39.468990633150007 0.10500500000000003 44.921040431000009 -0.25397999999999998 110.74296730945001 85.57362229215002 86.858705278550005 0.080125000000000016 83.715897724050009 44.710446918150005 -0.22253999999999999 -0.16717499999999999 45.90502654165001 47.001379125850008 -0.23378499999999999 0.20981000000000005 -0.27223499999999995 0.084365000000000009 0.083905000000000021 -0.062629999999999991 37.663157789700008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 14 5 -5 6 7 9 11 10 12 -9 -1 -4 -3 16 -16 21 19 20 -19 25 -23 -24 -21 -7 27 28 29 -27
right_child=1 2 13 4 -6 17 -8 8 -10 -11 -12 -13 -14 -15 15 -17 -18 18 -20 24 -22 22 23 -25 -26 26 -28 -29 -30 -31
leaf_value=0.0025442852273791458 -0.031988977518695498 0.016068638514106889 -0.023516467971324659 0.00018967687778830033 0.018208455480144384 -0.010587757174289818 -0.024384755057117121 -0.022049366932025853 -0.029499068193829824 0.016711709349415058 0.02088459276647852 0.02119519000484078 -0.0277640138081055 -0.0013364307215298224 -0.025079152776760479 0.011021759465964072 0.001016118243788996 0.020727628911503107 0.010644191338209931 -0.024030710991353153 -0.023670612670200972 -0.023995722084789235 -0.017937863962756932 0.0097914415298018514 0.0016295911336480519 -0.024374933386862994 0.00027109647522394572 0.022863519267826132 0.0076428120887366315 0.0015077704900842669
leaf_weight=1.1667836876586077 1.0300938338041294 2.2017654776573163 2.5392639455385497 4.1939973738044483 4.9288630895316601 4.3994326298125079 2.5696954079903653 0.84535959223285262 2.8498310591094196 4.6260568206198514 1.6112368702888487 1.2509787708986548 2.4889771523885451 1.5844676967244593 1.6799010410904887 3.4201038598548621 1.3723270483314989 1.340840634191409 5.2342665598262093 5.6074538887478402 0.84301723446696897 2.5942491954192501 2.2777874609455466 3.6958764679729939 1.1095599808031691 4.6201833246741435 191.57364282454364 3.5100413993932298 33.990865712519735 46.462573054246604
leaf_count=13 10 7 95 24 20 49 71 79 54 32 5 10 54 42 31 36 10 18 59 319 38 41 36 19 41 63 1146 13 203 262
internal_value=0.000289358 -0.00451585 -0.00230454 0.000488422 0.00992479 0.00022327 -0.00540124 -0.00211388 -0.0154043 0.00453085 -0.00616771 0.00375659 -0.0180907 -0.0149942 0.00372821 -0.000469767 -0.0133463 0.000541947 -0.00490909 -0.0140554 0.00358893 0.000804808 -0.00781072 -0.000781879 -0.019792 0.00106422 0.0012472 0.00335814 0.00255337 -0.000833192
internal_weight=347.619 13.8279 12.7978 333.792 9.12286 324.669 17.4089 14.8392 4.94617 9.89305 5.267 2.09634 3.65576 4.12373 8.6741 6.47233 3.05223 307.26 14.1351 8.90087 2.18386 293.125 8.56791 5.97366 6.71701 284.557 280.157 88.5837 85.0736 51.0828
internal_count=2900 231 221 2669 44 2625 318 247 143 104 72 89 67 137 84 77 41 2307 475 416 56 1832 96 55 360 1736 1687 541 528 325
is_linear=0
shrinkage=0.0212838


Tree=254
num_leaves=31
num_cat=0
split_feature=1 2 3 4 4 3 3 0 4 0 1 4 1 0 1 2 4 3 3 2 4 2 4 4 1 4 4 4 1 1
split_gain=1.99475 2.02373 2.80342 1.48076 2.91956 2.48109 5.17518 2.241 2.86105 2.07109 1.92056 1.91921 1.88296 2.42096 1.69295 1.37987 1.36362 2.88525 1.91504 4.99579 3.95767 3.11428 1.71118 2.80346 2.48356 2.16125 1.99902 1.79692 2.1349 2.51135
threshold=89.912793714750009 -0.088944999999999996 0.07870000000000002 42.599563320500003 43.19689381845 0.087725000000000011 0.094415000000000013 103.44649194340002 40.742467179200005 75.309089150100007 88.16529592995002 41.24714903835001 69.873026810350026 86.388225105700016 61.917879202350001 0.56205500000000008 43.542456167850005 0.08883000000000002 0.089580000000000021 -0.23871499999999998 43.874475754150005 -0.094344999999999998 44.157169339850007 44.758188263300006 62.095317438950012 46.177190236600005 47.480720532750006 48.988717865950008 86.858705278550005 55.855406118200008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 7 5 12 -7 9 10 11 -9 -1 13 14 -5 -11 17 -6 19 -18 21 -21 -22 24 -24 -25 -27 -28 29 -29
right_child=1 2 -4 4 16 6 -8 8 -10 15 -12 -13 -14 -15 -16 -17 18 -19 -20 20 22 -23 23 25 -26 26 27 28 -30 -31
leaf_value=-0.0043385862309069604 -0.0043509815817396671 0.0016729480102304955 -0.0042256496750294505 0.0014518467403285518 0.0023257982126724456 -0.0058438509990440639 -0.00067914964626379377 -0.0045405183588240767 0.00061087050791386755 0.00045493439839244446 0.0017705686179102884 0.0014522854553985986 -0.0024264848074737112 0.0021454414454913874 -0.0031189970508632378 0.0028737026692191234 -0.0039720862194953781 -0.0017898464018213413 0.0014681931754068802 -0.00011320789087214481 0.0020034441106106405 -0.0066215468004381097 0.00089352732096799098 0.0022874637380102944 -0.0047638940569355876 -0.0028071849276762027 0.0014502456267580762 0.0013010001581816963 0.0014431729722224444 -0.0031960213946003267
leaf_weight=2.6394441239535804 2.9728523415978998 3.7225308218039554 1.8998788157477973 2.0311319557949954 10.852907994762061 4.6787789352238169 8.5894946251064521 4.397942334879188 5.4761441852897406 249.17244935315102 0.90824579121544946 1.3507155170664189 4.3996981140226117 6.8519317582249641 3.353941461071372 3.7373798526823512 5.2667836192995301 3.5223027952015391 11.432892953045664 2.2339480519294739 8.3818756993859989 2.3607710269279769 1.9236503280699242 7.7399794645607463 3.2717802552506328 3.6228626072406795 11.960092358291151 2.8260951936244947 4.9663528818637124 6.1740992777049541
leaf_count=74 184 57 119 22 57 51 59 132 47 1297 22 36 40 22 30 19 119 25 69 12 43 29 10 43 40 32 48 13 36 113
internal_value=0.00016813 -0.00171437 -0.000320258 0.000210253 -0.0001617 -0.00122599 -0.00250037 0.000372052 -0.00139261 0.000446117 -0.00346027 -0.00237831 -0.000209622 0.000587429 -0.00139497 0.000490678 0.000206093 0.00131736 -1.52823e-05 -0.000294566 5.4662e-05 -0.0034572 0.000371883 4.99912e-05 -0.00266919 0.000428846 -5.79864e-05 0.000326173 -0.000636413 -0.00178394
internal_weight=392.719 8.59526 5.62241 384.124 116.441 29.905 13.2683 267.682 10.7823 256.9 5.30619 3.99016 16.6367 12.237 5.38507 252.91 86.5364 14.3752 72.1612 60.7283 55.4615 4.59472 50.8668 42.4849 5.19543 37.2895 29.5495 25.9266 13.9665 9.00019
internal_count=2900 360 176 2540 913 224 110 1627 201 1426 154 110 114 74 52 1316 689 82 607 538 419 41 378 335 50 285 242 210 162 126
is_linear=0
shrinkage=0.00395117


Tree=255
num_leaves=31
num_cat=0
split_feature=0 3 0 3 3 3 2 3 1 3 4 3 1 0 1 3 1 0 2 2 3 1 1 2 4 1 2 2 1 1
split_gain=2.37527 2.09696 2.16098 2.02287 1.64305 1.48094 4.65334 3.47427 2.56724 2.48999 6.6111 3.82965 3.54315 3.51774 2.28399 2.05319 2.03097 6.49472 3.1709 4.99422 3.04858 2.97805 3.86749 2.81762 4.92119 2.93887 2.76768 5.84639 4.50929 4.37805
threshold=113.28087178455002 -0.27223499999999995 93.063666643600016 -0.15684499999999998 -0.49570500000000001 -0.15684499999999998 -0.23955999999999997 -0.23472499999999999 73.865387134100004 1.0000000180025095e-35 41.468518788800004 -0.093074999999999991 62.009286778800011 97.013011637200023 79.535345331150026 -0.24637000000000001 70.182199495350019 94.614906984850009 0.06041500000000001 0.072320000000000023 0.07950500000000002 60.474177186300004 57.960468834350003 -0.11808 39.420767558750008 62.132955852800002 -0.088099999999999998 -0.083794999999999994 63.910026677050006 62.197478847950002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 -2 -1 6 8 15 -3 10 11 -7 -13 -14 -12 -8 20 -18 -19 -20 -11 22 -22 -23 25 -25 29 -28 -29 -26
right_child=3 5 -4 -5 -6 9 7 -9 -10 16 14 12 13 -15 -16 -17 17 18 19 -21 21 23 -24 24 26 -27 27 28 -30 -31
leaf_value=0.00052409321964710215 0.00023842407144171761 -0.0049126176249460075 -0.0050367664200416671 -0.0033990110864409264 -0.0028669210393219759 0.0019077332151136842 0.0010633695187780073 0.0029414454095262337 0.001366182299828698 0.0023020050923604463 -0.0041094790209180053 0.0024802163872458239 -0.0047675120690154746 0.00044656118833251397 0.0013983117424606994 -0.0018187468796739029 -0.00380777159462689 -0.0002290039520948257 0.004481731071082462 0.00032485756954569691 0.00038030054012825096 0.0014412173515780762 -0.0044732216898157144 0.0033493667462490225 -0.0027837051920234493 0.0008044450219986749 0.002587558544928468 0.0001070646352558698 -0.0028098477297545908 0.0008032764519692279
leaf_weight=6.0478660175576797 4.0207880376838148 2.8355120653286567 1.9748498746193934 4.9732363296207023 3.1653413572348645 11.055998962372543 17.821132158860564 13.346730271354316 1.4217851767316458 13.080982649698852 8.695813416503368 2.6648964174091834 4.559891989454627 3.2035106383264065 1.2525641145184625 4.5025043040514019 6.5454097101464859 84.763009058777243 5.6636756956577328 16.295961425639689 5.7149300649762136 36.987521471455693 4.1004242356866598 9.1844090521335584 13.00052751041949 23.437091159634292 11.986568119376896 51.96643347851932 9.0489272940903884 7.988715134561061
leaf_count=76 73 46 37 231 43 69 97 57 12 55 145 14 38 32 10 36 124 728 16 119 36 154 39 31 81 98 41 252 75 35
internal_value=0.000164154 0.000209723 -0.00141687 -0.00177289 -0.000640943 0.000258759 0.000952544 0.00140229 -0.00281572 0.000175119 -0.000845972 0.000344095 -0.00131366 -0.00261596 -0.00341601 0.000482069 0.000282189 -0.000120577 0.000105562 0.00139697 0.000526807 0.000392902 -0.00164729 0.000515305 0.000244817 0.00152095 -0.000198092 0.000152785 -0.00032553 -0.00141846
internal_weight=391.307 382.313 11.1881 8.99402 9.21321 371.125 39.9277 35.6704 4.2573 331.197 31.4327 21.4843 10.4283 7.7634 9.94838 22.3236 299.765 113.268 106.723 21.9596 186.497 173.416 9.81535 163.6 126.613 32.6215 93.9912 73.0019 61.0154 20.9892
internal_count=2900 2596 156 304 119 2440 248 190 58 2192 308 153 84 70 155 133 1884 987 863 135 897 842 75 767 613 129 484 368 327 116
is_linear=0
shrinkage=0.00381338


Tree=256
num_leaves=31
num_cat=0
split_feature=0 3 0 2 2 4 3 1 3 3 0 3 2 3 4 3 2 1 0 1 3 4 4 3 3 3 1 1 0 0
split_gain=0.798765 1.76796 0.955875 0.88249 0.979358 3.44419 1.04454 0.862445 1.21893 0.6774 2.03421 1.35815 1.06779 1.57734 1.29537 1.16162 1.09402 1.26634 0.829789 3.20673 2.72493 4.09316 2.03039 2.74915 2.27103 3.19069 2.75176 3.04389 1.967 1.88291
threshold=113.28087178455002 -0.15684499999999998 118.45077676945002 0.68694500000000025 0.27148500000000009 38.938637541200009 0.094415000000000013 90.988176966900014 -0.15959999999999999 -0.25765499999999997 95.071944867050021 -0.25276999999999999 -0.073724999999999999 -0.27687999999999996 36.072790850000011 -0.27223499999999995 -0.23361999999999997 56.981870074850008 85.716110573100011 61.993156030000002 0.10332500000000001 44.758188263300006 35.131296350900008 0.10236000000000002 0.10045500000000003 0.093480000000000021 61.960894532450006 61.917879202350001 85.807518149550006 86.001087134900004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 9 6 -6 -4 -9 10 12 -11 13 16 -14 -16 17 -1 19 22 21 -21 -13 24 25 26 27 -24 -20 -30
right_child=1 -3 7 -5 5 -7 -8 8 -10 11 -12 18 14 -15 15 -17 -18 -19 28 20 -22 -23 23 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.032551298520436936 -0.011815945418935738 -0.019109349294060839 0.029303938455148525 0.010149285258008416 -0.008612783497066236 -0.03508994036501871 0.013506252914747403 -0.024263666097286772 0.024614694859386534 0.014185120980627965 -0.029206722026130769 0.016109804574850291 0.027616651330196491 -0.023205591017722588 -0.015891127964029354 0.015052603080714924 0.010400023942662557 0.001211360774899295 0.01016562598961316 -0.027883592280528266 0.0060020292604712798 0.013196639639527823 0.002526693617685768 -0.017527211658024504 0.021510395516688721 -0.023842139123034314 0.020930114591180379 -0.022425368469795554 -0.0083106146220861578 0.0010878990015378959
leaf_weight=0.88223579875193436 1.1838912959210577 3.3663524017902082 0.98890018463134799 4.8688909243792287 2.2729903203435233 1.8160557430237529 2.1823721593245864 0.5430202821735296 0.5216835625469679 3.8665481940843156 1.5446739541366685 4.1094561237841836 1.2519687712192529 2.0711095975711942 1.2955186166800561 1.2364916298538444 2.7193236765451734 1.6873575057834385 11.869191683828829 6.4865056779235584 2.8814843147993079 1.5712548010051248 18.890246727038189 4.4981035217642775 2.7196352817118159 2.7215835191309443 3.5149117968976489 2.9473631642758837 11.656447168439625 239.90398952458054
leaf_count=23 27 231 2 33 36 33 15 40 4 21 39 31 4 28 37 7 24 29 41 112 19 9 182 30 9 20 13 24 72 1705
internal_value=0.000344504 -0.0075219 0.00452674 0.000496638 0.000357012 -0.00858281 0.00222179 0.0139482 -0.000314248 0.00052674 -0.00464735 0.00073343 -0.00124317 -0.00631169 0.00861536 -0.000779947 0.000303864 -0.0103806 0.000567667 -0.00211877 -0.0130573 -0.019873 0.000918169 -0.000850777 0.00158518 -0.000345041 0.00217736 -0.000841019 0.00108104 0.000652404
internal_weight=348.07 6.60385 3.2375 341.466 336.597 6.27142 4.45536 2.0536 1.0647 330.325 12.6887 317.637 11.144 7.36003 3.78398 2.53201 5.28892 2.56959 313.77 50.3405 10.9392 8.05776 39.4013 35.2918 30.7937 28.0741 25.3525 21.8376 263.43 251.56
internal_count=2900 304 73 2596 2563 84 51 46 44 2479 191 2288 152 104 48 44 76 52 2267 449 140 121 309 278 248 239 219 206 1818 1777
is_linear=0
shrinkage=0.0228363


Tree=257
num_leaves=31
num_cat=0
split_feature=1 0 3 0 0 1 4 4 0 2 2 0 0 4 0 4 4 3 0 4 2 1 4 1 4 2 0 1 0 0
split_gain=3.08151 3.31436 3.15066 1.94442 1.86594 2.30952 2.93268 2.66045 2.46107 2.42103 3.66282 3.88905 3.61581 5.64127 3.89178 4.13534 4.25112 2.25087 2.22971 3.26931 4.39875 2.51768 2.0044 1.96403 3.16054 3.00484 1.86836 2.50925 5.15218 4.19302
threshold=87.33187390945001 110.50907145210002 0.07870000000000002 113.28087178455002 75.994645973400011 69.873026810350026 38.238138001450004 41.941595803500007 93.776108048200015 -0.11600999999999999 -0.22386500000000001 87.29692395375001 86.20003303655001 43.812290675100009 85.775256651950016 42.773538294100007 42.541806567400009 -0.16319499999999998 102.11570516885001 34.997818021800008 -0.033594999999999993 77.656113098000006 44.921040431000009 86.858705278550005 49.110028829250005 -0.5169149999999999 93.262612545250008 63.910026677050006 87.568458224950021 87.29692395375001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 -3 22 7 18 26 17 10 11 -9 13 14 15 16 -11 -8 19 -7 21 -21 -1 24 -10 -26 27 29 -29 -6
right_child=1 2 -4 -5 5 6 8 9 23 12 -12 -13 -14 -15 -16 -17 -18 -19 -20 20 -22 -23 -24 -25 25 -27 -28 28 -30 -31
leaf_value=-0.0024781686703874697 -0.0039488719653467353 0.0026916747388364263 -0.0037774910100303138 -0.00069975515348322183 0.00074928208534073728 0.0013565868018820912 0.0011102079887838753 0.00091007389398677855 0.00031877580893688957 -0.0021633007056507591 0.0022946419588777888 -0.0031200198636752129 0.00041317420443110679 0.0012842264114807222 -0.005032027521623109 -0.0037726184236137827 0.0029888880103910776 -0.0039461148904573863 -0.0038980276335255841 -0.0043812070700559808 0.00045528398667946612 0.0010348879796393117 0.0001894158176503953 0.0027936972049152188 0.0030046384466705625 -0.0040264809832791428 0.0023519998695664618 -0.0036199440525942366 0.00044470313220169557 0.0029884316197244009
leaf_weight=6.3073396291583759 4.361084906384348 3.5433258172124606 2.5470066305715582 5.1631091027520597 75.303944516927004 6.3801131797954502 1.641244397498667 9.8423875123262423 113.68573912139982 4.3048271685838753 12.824801601469515 4.2663926240056744 33.924415796995163 7.2942530103027812 5.0053234118968239 5.4022017475217572 3.7027372885495424 3.2838061801157883 3.2123557832092038 6.4296719515696203 6.4980126135051197 1.2790213730186222 7.8691840157844126 3.7474632319062939 0.94392190873622883 3.7845989102497688 9.5178354047238809 4.393179557286202 32.937222350388765 12.059549167752264
leaf_count=191 127 25 174 124 305 40 14 53 666 38 48 45 148 38 48 59 15 63 104 103 32 13 51 16 4 94 31 46 141 44
internal_value=0.00019578 -0.00133966 -0.000328497 0.000680482 0.000257918 0.000305801 -3.03766e-05 0.000535553 0.000182324 5.36649e-05 0.000930972 -0.000308597 -0.000342571 -0.0013398 -0.00237919 -0.00138899 0.000219097 -0.00226112 -0.00116619 -0.000739913 -0.00168143 -0.00348257 -0.000997431 0.000280833 0.000201308 -0.00262291 0.000846373 0.000731449 -3.36396e-05 0.00105837
internal_weight=401.456 15.6145 11.2534 8.70643 385.842 371.665 150.886 220.779 127.087 86.5673 26.9336 14.1088 59.6338 25.7093 18.4151 13.4098 8.00756 4.92505 23.7992 20.5868 14.2067 7.70869 14.1765 122.162 118.414 4.72852 134.212 124.694 37.3304 87.3635
internal_count=2900 450 323 149 2450 2208 1149 1059 857 492 146 98 346 198 160 112 53 77 292 188 148 116 242 780 764 98 567 536 187 349
is_linear=0
shrinkage=0.00352557


Tree=258
num_leaves=31
num_cat=0
split_feature=1 0 0 3 4 3 3 1 0 3 1 1 4 2 3 0 0 4 2 4 3 3 4 3 2 4 1 2 1 1
split_gain=3.10822 4.83735 3.78291 3.75832 3.34634 3.23839 2.82366 2.73228 2.58609 2.47809 3.32992 2.38232 2.38023 3.21507 5.81756 2.61285 6.6234 2.74626 2.47782 2.88502 2.35826 2.56585 3.87979 3.35704 2.16692 2.15704 1.96488 3.53633 4.17831 2.60548
threshold=70.182199495350019 94.550383989750017 85.716110573100011 0.25847000000000003 40.305698932850007 -0.16319499999999998 0.13635000000000005 62.00390986255001 94.047642319350018 0.10332500000000001 64.071334164850015 90.988176966900014 40.621691032550004 -0.0039949999999999994 0.09660500000000001 85.807518149550006 86.001087134900004 42.718072821900002 -0.13324 39.788107623550012 0.11112000000000002 0.09310000000000003 36.173488152900006 0.087605000000000016 -0.16030499999999998 40.166811829450005 62.084563606450011 -0.08725999999999999 62.025417527550012 66.697957758300021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 7 6 -2 -6 11 -1 12 10 -9 -3 18 15 -15 -14 17 -17 19 -4 21 22 -20 25 -7 -24 27 -18 -29 -28
right_child=1 3 8 -5 5 24 -8 9 -10 -11 -12 -13 13 14 -16 16 26 -19 20 -21 -22 -23 23 -25 -26 -27 29 28 -30 -31
leaf_value=7.7815624458354762e-05 -0.0044875542135996262 4.6139304055949736e-05 -0.0011423575527819087 -0.0040834803873024917 0.0023558853784122562 0.0013306128674588694 0.0028770376312030614 -0.0039630538359876335 -0.0011555039264325973 0.00095573474456444002 -0.00046713810077200627 -0.0020636635318917614 0.0020112620030997915 -0.0038976873776968039 0.0011636810363232439 -0.0047187584843841812 -0.0022697039873417631 -0.00036065999022933667 0.0031909814268875759 0.00181965450320698 -0.00025132937942052175 0.0025760935209640443 0.00055443135049524804 -0.0011431494971065736 -0.0037019258516208927 0.0027581019897832473 0.0013498843289522159 0.001548124844019294 -0.0016293842284430952 -0.0006423579090264473
leaf_weight=54.340868353843689 4.0328082870691997 139.98226156597957 8.9365975148975831 2.23167331656441 2.1207064185291529 1.1491350429132579 3.3792536333203307 5.3606097325682622 7.7048949729651204 3.1898780278861514 5.4405305702239275 5.5127013649325809 10.861088298261164 4.5774338375776988 4.4270562902092934 3.3530203700065604 5.6742531806230572 2.5022662803530693 7.1915802359580985 5.1290220245718947 7.4899206832051268 18.682096675038338 13.2574207559228 7.8738674819469443 3.2344481805339456 6.5899403840303412 38.296412531286478 13.187691301107408 5.9520669206976882 7.8366567883640519
leaf_count=428 46 1034 43 33 15 14 19 72 52 18 57 308 33 42 19 31 31 14 20 17 32 57 52 39 81 23 142 46 32 50
internal_value=0.000167295 -0.00017232 0.000388781 -2.85127e-05 -0.00223458 -0.000837677 3.22726e-05 -0.000241595 0.000628721 -0.00148218 -0.00220216 -3.37996e-05 0.000708731 0.000382041 -0.00140927 0.000566038 0.00036166 -0.00285632 0.00112896 -6.22611e-05 0.00140326 0.00163449 0.00113062 0.000596115 -0.00238267 0.00128612 0.000627241 -8.70833e-05 0.000559986 0.00101146
internal_weight=409.498 161.643 247.855 151.106 10.5371 6.50429 148.874 68.3319 179.523 13.991 10.8011 145.495 171.818 96.6679 9.00449 87.6635 76.8024 5.85529 75.1504 14.0656 61.0848 53.5949 34.9128 27.7212 4.38358 19.8474 70.9471 24.814 19.1398 46.1331
internal_count=2900 1550 1350 1394 156 110 1361 575 775 147 129 1342 723 440 61 379 346 45 283 60 223 191 134 114 95 75 301 109 78 192
is_linear=0
shrinkage=0.00314801


Tree=259
num_leaves=31
num_cat=0
split_feature=1 2 3 3 2 2 3 0 0 4 4 2 2 2 3 2 3 4 4 4 4 0 1 2 3 3 3 2 0 1
split_gain=0.772224 1.44227 1.69046 0.873969 0.682473 0.860274 1.68462 1.48567 2.19786 0.690262 2.31566 1.90412 2.57999 2.4944 3.41181 4.8305 2.22242 1.2823 1.27732 3.42636 2.59736 2.19547 2.33875 2.65747 2.55558 2.51695 2.08855 5.15264 3.28414 3.52359
threshold=89.912793714750009 -0.088944999999999996 0.07870000000000002 0.078505000000000019 0.68694500000000025 0.27148500000000009 0.094415000000000013 92.652332549650012 97.900202820250016 42.599563320500003 43.19689381845 -0.08725999999999999 -0.11911999999999999 -0.082885 0.083905000000000021 -0.019444999999999997 0.07933500000000003 43.245737185650007 40.166811829450005 40.036761086100007 40.496232821400007 75.309089150100007 69.873026810350026 0.20981000000000005 -0.12530999999999998 -0.27687999999999996 0.098200000000000023 -0.058529999999999992 94.776214472700005 70.182199495350019
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 -3 5 9 7 -7 -9 18 11 12 -11 -13 16 -16 -15 -12 19 21 -20 -1 23 24 25 -23 28 -28 29 -24
right_child=1 2 -4 -5 -6 6 -8 8 -10 10 17 13 -14 14 15 -17 -18 -19 20 -21 -22 22 26 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.029517746486535046 -0.029521566513150781 8.749754540752976e-05 -0.028489961237607078 0.03198042120647869 0.010621987214694784 -0.046181708317733827 0.0073898245148028043 0.019985781916980413 -0.031998220035318901 -0.0029492318900088185 0.020364095602710807 0.013394971129432935 -0.030373947155361833 -0.010158471104827191 -0.043292887248863612 -0.00018972084301213424 0.028963234537293717 0.00061295506120414938 0.013913368153402338 -0.025649271636704798 0.0018958385849912117 0.0054358180979429726 -0.0033749397123350789 0.022052818265467598 0.0044035700257013038 -0.034327363354212423 -0.03616395476679389 0.0044458177524004513 0.0038511852351732823 -0.039339730914404437
leaf_weight=1.7917197956703592 1.8026500822743399 1.8452649170067159 1.1134765202878041 0.96298692561686028 4.9513643346726885 1.1967761479318135 2.5389764988794923 1.064910061657429 1.3688930561766026 4.8274193108081818 2.5056746425107113 5.1234311982989338 5.2994110006839055 2.0560689629055542 3.5458375485613969 4.1624381304718527 2.2283120676875114 71.384800166124478 15.103709705173967 3.8970388211309901 107.5988223166205 2.1249604998156428 6.2666782811284047 5.6748589463531962 47.102992265950888 2.6149958707392207 4.4893657325301319 4.7201629644259793 27.241120365913957 2.9508035257458687
leaf_count=64 184 54 119 3 36 17 20 4 38 36 11 21 56 34 35 34 6 662 68 31 636 15 32 23 217 28 83 28 266 39
internal_value=0.000455147 -0.00943015 -0.000194995 0.011024 0.000619725 0.000473583 -0.00956725 -0.0214259 -0.00925263 0.000659773 -0.00121066 -0.00797343 -0.0173007 -0.00245491 -0.0092262 -0.0200173 0.0101888 0.00128273 0.00147662 -0.000662981 0.0033751 0.000264573 0.000781713 0.00442216 0.00249226 -0.0165012 -0.00380333 -0.0153502 -0.000886564 -0.0148884
internal_weight=349.556 5.72438 3.92173 2.80825 343.832 338.88 6.16956 3.63058 2.4338 332.711 101.133 27.2429 10.1268 17.1161 11.9927 7.70828 4.28438 73.8905 231.577 108.875 122.703 104.978 103.186 57.5178 51.8429 4.73996 45.6681 9.20953 36.4586 9.21748
internal_count=2900 360 176 57 2540 2504 79 59 42 2425 895 222 92 130 109 69 40 673 1530 826 704 795 731 283 260 43 448 111 337 71
is_linear=0
shrinkage=0.0271374


Tree=260
num_leaves=31
num_cat=0
split_feature=1 1 0 1 3 1 4 4 4 3 0 3 3 2 4 3 0 2 4 2 3 3 4 0 4 2 2 2 2 4
split_gain=2.11246 4.21415 3.09648 3.36054 2.6121 3.22049 2.14121 1.93278 4.06703 3.52022 2.11649 2.73682 3.49019 2.67793 2.74157 2.55387 2.29712 5.41234 2.86528 2.0988 4.19081 1.82342 1.82281 3.20367 3.09809 2.37293 2.17773 4.75976 4.61706 4.4327
threshold=70.343506983200015 70.73871032835001 85.716110573100011 62.00390986255001 0.10332500000000001 64.071334164850015 34.394321486900004 32.483642351600004 35.131296350900008 0.11207500000000002 76.591483678350016 0.078935000000000019 0.070195000000000021 -0.15009499999999998 41.468518788800004 -0.15684499999999998 79.882156430000023 -0.093604999999999994 42.233786329550007 -0.082314999999999985 0.092095000000000024 -0.17732499999999998 42.072181850200003 85.775256651950016 42.428475018400007 -0.067574999999999996 -0.067574999999999996 -0.095019999999999993 -0.054494999999999995 38.512991772500008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 7 5 -5 -3 -1 -9 10 11 12 13 14 -10 -16 -12 18 -18 -19 -21 -7 23 -4 25 -24 27 -25 -28 -29
right_child=1 6 22 4 -6 21 -8 8 9 -11 16 -13 -14 -15 15 -17 17 19 -20 20 -22 -23 24 26 -26 -27 28 29 -30 -31
leaf_value=-0.0038299628595680865 -0.0040496811427347531 -0.0022274025668317611 0.0035913927222090071 -0.0043641422288048454 0.00095782791455066942 0.0015903008812268942 -3.717065591429027e-06 0.0032867265595276757 0.0038656510374705374 -0.0038404538699064327 0.0024532805900697521 -0.0045992799098923719 0.0043641276252392803 -0.0038731839477990837 0.0002409004086680425 -0.0042784940488996628 -0.0045505563242411676 0.0025052409278579647 -6.3430317961947686e-05 -0.0024372261447167783 0.0020195058306552473 -0.0023644720444867479 -0.0044071754510475823 0.00094212599739581973 0.00036773604174426458 -0.00026703630879039935 0.0030296571102740471 0.0011524602596347017 0.0006733521402315873 -0.0022598917698632287
leaf_weight=1.428379907272755 3.2380204256623975 5.3099317424930623 4.7482386529445639 5.6218800367787463 3.2908744178712359 2.3907308243215084 139.8506581815891 4.6732168532907954 1.7094131670892148 2.758314035832881 6.7100035771727589 2.0281010754406443 1.6520773880183686 2.8536261254921618 5.59814371727406 2.0066587030887701 3.5740666911006 7.8425067327916684 3.1744453944265842 4.30781352706253 5.9155176412314177 3.2492498531937599 2.974332720041275 39.790376648306847 52.073708625510335 3.6333499420434228 12.583790779113768 6.7856082692742374 44.797174006700516 13.336104407906531
leaf_count=40 56 151 11 72 18 15 1320 16 9 21 25 26 4 84 45 38 27 25 19 29 20 42 20 154 261 23 38 26 196 69
internal_value=0.00015365 -0.000171566 0.000345539 -0.000263844 -0.00173599 -0.00252316 -8.50588e-05 0.000117142 0.000220018 -6.58631e-05 0.000153917 -0.000870736 -0.000323564 -0.000960031 -6.75191e-05 -0.00095162 0.000669034 0.000186558 -0.00243985 0.00116766 0.000141569 -0.000688084 0.000584221 0.000823583 8.64113e-05 -0.00213065 0.000711537 0.000253197 0.0011901 -0.00110915
internal_weight=399.906 148.399 251.508 70.785 14.5527 11.2619 145.161 56.2323 54.8039 50.1307 47.3724 15.848 13.8199 12.1678 9.31422 7.6048 31.5244 24.8143 6.74851 18.0658 10.2233 5.63998 180.723 122.041 58.6814 6.60768 117.293 59.9121 57.381 20.1217
internal_count=2900 1527 1373 575 147 129 1471 428 388 372 351 206 180 176 92 83 145 120 46 74 49 57 798 494 304 43 483 249 234 95
is_linear=0
shrinkage=0.00343713


Tree=261
num_leaves=31
num_cat=0
split_feature=1 0 3 0 3 0 1 4 2 4 0 3 3 1 1 0 1 3 1 3 3 3 2 1 0 0 1 4 4 2
split_gain=2.2383 3.75706 3.40825 2.06935 1.78541 2.25509 1.68483 3.83635 2.46212 1.88594 2.95863 2.93075 2.62816 1.85751 2.29032 2.282 1.83655 3.40435 2.32274 1.8958 3.6681 3.22399 4.39231 2.69665 6.57571 3.30247 7.02334 2.37375 2.89222 2.36964
threshold=87.33187390945001 110.50907145210002 0.07870000000000002 113.28087178455002 -0.27223499999999995 93.063666643600016 86.858705278550005 49.110028829250005 -0.23557500000000001 48.680511450650009 78.626646483100004 0.10176000000000003 0.075065000000000021 57.129735272050006 55.895732990150002 67.04476885710001 60.474177186300004 0.087405000000000024 61.767325547050007 -0.21013499999999999 -0.22831499999999999 -0.24637000000000001 -0.046474999999999995 70.182199495350019 94.614906984850009 85.678472159250006 61.993156030000002 42.072181850200003 42.428475018400007 -0.59511499999999995
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 -3 5 -1 7 9 -9 10 11 12 13 14 15 -6 17 -12 -18 20 21 -20 -23 25 -25 26 -21 -27 -29 -26
right_child=1 2 -4 -5 6 -7 -8 8 -10 -11 16 -13 -14 -15 -16 -17 18 -19 19 23 -22 22 -24 24 29 27 -28 28 -30 -31
leaf_value=-0.00040699916768150931 -0.0035915939371127981 0.0027121942747596957 -0.0034163683703884854 -0.00042389886892074674 0.0031704721527066495 -0.0042195808928213539 0.0023173326357215102 0.00079911809512527531 -0.0029731219607567736 0.0017933962266897124 0.0010881665924623465 0.0019709623373969335 -0.0041134875430440948 -0.0037095526306821112 0.0020571602800379526 -0.003665358052923087 0.0017933895359499869 -0.0035818166897080652 0.0010805088967415384 0.00064901629596032535 0.0030528732527538923 -0.0047092633191998887 0.0012421181007947646 -0.0031553695050490025 0.0014512667370458964 0.00085609637390187483 -0.0032300879471384818 -0.0019472275012072423 0.00031604184690123261 -0.00014711723638056724
leaf_weight=9.1782234790734929 4.2289650281891218 3.571543295402078 2.4258264554664484 5.2820928050205112 0.65075250063091372 1.8956119874492277 3.9012583475559941 2.4577351734042168 6.1043251529335958 7.9947145693004122 2.9591155629605046 2.3710212633013716 3.702652633190155 1.7228332459926603 2.8613426275551319 2.0604847287759185 10.501911398023365 3.3940171785652637 16.642321653664119 12.937281087040903 7.018443349748849 2.5933290719985962 2.4350927136838427 7.0917220138944677 10.414434764534219 109.18429664894938 7.4479783019050947 6.5682202633470288 44.17203133739531 95.771014583297088
leaf_count=119 127 25 174 124 6 32 20 16 111 31 16 10 56 38 14 73 36 30 81 55 22 32 13 120 49 435 90 43 216 686
internal_value=0.000151739 -0.00103354 -7.44602e-05 0.000841196 0.000199604 -0.00105963 0.000236994 0.000215003 -0.0018903 0.000265005 0.000230341 -0.00123805 -0.00192986 -0.000821601 7.12451e-05 -0.00202462 0.000288228 -0.00140667 0.000320585 0.000272591 0.00105338 0.000405809 -0.00182721 0.000196293 -0.000188497 0.000438032 -0.000768257 0.000591796 2.30663e-05 9.64874e-06
internal_weight=399.541 15.5084 11.2795 8.85364 384.032 11.0738 372.958 369.057 8.56206 360.495 352.5 13.3691 10.9981 7.29541 5.57258 2.71124 339.131 6.35313 332.778 322.276 28.6892 21.6707 5.02842 293.587 113.277 180.31 20.3853 159.925 50.7403 106.185
internal_count=2900 450 323 149 2450 151 2299 2279 127 2152 2121 197 187 131 93 79 1924 46 1878 1842 148 126 45 1694 855 839 145 694 259 735
is_linear=0
shrinkage=0.00318231


Tree=262
num_leaves=31
num_cat=0
split_feature=0 4 4 2 3 0 3 1 0 1 0 3 2 3 3 3 3 2 1 0 3 0 3 0 2 2 2 1 0 0
split_gain=2.55175 3.32942 2.93345 3.26603 4.42069 3.32888 5.47632 6.22147 3.35351 7.34201 2.71165 2.68091 3.37217 4.91627 5.00498 3.28407 3.11244 3.0001 2.64534 3.85211 2.82439 2.58489 2.49178 2.28247 2.26259 4.43263 4.38041 2.95073 4.96773 5.25459
threshold=98.201310130900012 36.735256530150004 42.178283198950005 -0.072569999999999982 0.12424000000000003 97.32487278035002 0.096845000000000028 61.998532946250002 94.30842275800002 71.52105164435001 95.502098167950024 0.077470000000000025 -0.11600999999999999 0.083415000000000031 0.08708500000000001 -0.15684499999999998 -0.25095999999999996 -0.086339999999999986 76.919475570250015 100.13162306855001 0.11308000000000003 75.994645973400011 -0.5582649999999999 99.642323688800005 -0.067574999999999996 -0.053019999999999991 -0.040019999999999993 61.409760615700009 85.656964494200011 85.872041144650012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 21 5 10 6 8 -8 11 -10 -5 15 -13 -14 -15 16 22 -16 19 20 23 -1 -4 -3 27 -26 -27 -23 -29 -30
right_child=1 18 3 4 -6 -7 7 -9 9 -11 -12 12 13 14 17 -17 -18 -19 -20 -21 -22 24 -24 -25 25 26 -28 28 29 -31
leaf_value=-0.0017697307944746564 -0.002692976052988193 -0.0031973436051447629 0.0013487679796883659 -0.0021556269577161476 0.0027245635216237079 0.0028733048325895968 0.00090461774630390228 -0.0052165887408232581 -0.0043187633807054409 0.00075067128900391906 0.00049913100817072949 0.0021712890225822771 0.0020688564135615786 -0.0033050892068666039 -0.0012869817310826276 -0.002499354790385851 0.0019518828955822623 0.0020869463841191572 6.5222750026736431e-05 -0.0043089977005721838 0.0023020111942569517 0.0020339853156486113 -0.0027196235516189415 0.00093750589134665571 0.0023915292365437285 -0.0018353213944649722 0.00086064033250318522 -0.0024161589561193428 0.0023370803825966593 1.424709189998549e-05
leaf_weight=4.9748167255893341 5.7526933569461098 3.6560530094429833 2.5388381220400342 18.319713718257852 2.757380597293376 4.4694967437535515 2.9307692274451247 4.141273595392704 4.8751279562711698 7.4890334084630013 5.0794459134340277 16.489593090489503 10.218905754387384 5.4043135344982174 5.208058323711156 5.5573280537500969 6.8685757685452709 5.7113595753908148 73.302622958552092 3.6623500976711503 2.7689785249531269 8.9136792719364148 4.0195652185939252 2.2163695134222507 17.80459195561707 6.9081713408231726 63.388578114099801 7.4797867098823181 11.53384906798601 79.091425720602274
leaf_count=109 207 39 19 218 12 15 13 37 56 53 29 74 35 33 33 83 34 22 742 48 12 37 42 15 60 36 296 63 33 395
internal_value=0.000147169 -0.000325414 0.000285472 -0.00013094 -0.00112563 0.000171864 2.36298e-05 -0.00267986 0.000280675 -0.00124818 -0.00157934 0.000585481 0.00102946 0.000320101 -0.000774646 -0.000420899 0.000439358 0.000477738 -0.000166315 -0.00154576 -0.000374659 0.000518716 -0.0011447 -0.00163677 0.000577063 0.000958626 0.000595704 0.000262947 0.000102033 0.000309873
internal_weight=403.533 91.3591 312.174 112.079 26.1565 85.9222 81.4527 7.07204 74.3807 12.3642 23.3992 62.0165 43.0322 26.5426 16.3237 18.9843 13.427 10.9194 85.6064 12.3038 8.6414 200.095 6.5584 5.87242 195.12 88.1013 70.2967 107.019 98.1051 90.6253
internal_count=2900 1063 1837 808 259 549 534 50 484 109 247 375 197 123 88 178 95 55 856 114 66 1029 61 54 920 392 332 528 491 428
is_linear=0
shrinkage=0.00321496


Tree=263
num_leaves=31
num_cat=0
split_feature=1 0 1 1 3 3 4 4 0 0 4 4 0 0 1 2 2 2 2 3 1 0 1 4 2 4 0 3 3 3
split_gain=4.48093 5.32532 4.52348 4.26565 3.73685 3.20714 2.55887 2.35245 2.67017 6.59341 3.08059 2.50979 2.45827 3.89808 3.00677 2.46219 3.11744 2.41476 6.6394 2.28896 2.78138 2.23966 2.16767 2.10036 2.03662 2.42678 2.01558 1.9455 3.55298 2.35886
threshold=70.343506983200015 85.716110573100011 70.73871032835001 62.00390986255001 0.25847000000000003 0.21240500000000004 38.238138001450004 40.621691032550004 85.807518149550006 86.001087134900004 42.737166331000005 40.305698932850007 91.144107538500023 90.337570099350003 69.563854125350005 -0.0039949999999999994 -0.031989999999999998 -0.12350999999999999 -0.08756499999999999 0.10332500000000001 64.071334164850015 92.652332549650012 71.225321249950014 42.178283198950005 -0.12835499999999997 39.268993001500007 94.230457472250009 -0.04931 -0.11050499999999999 0.083905000000000021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -2 27 5 6 22 11 -9 10 -10 24 13 15 21 16 17 23 -19 20 -5 -14 -4 -11 25 -3 -23 28 -1 -29
right_child=2 7 4 19 -6 -7 -8 8 9 12 -12 -13 14 -15 -16 -17 -18 18 -20 -21 -22 26 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=9.0942802629203861e-05 -0.0038716061927688678 -0.0015113603393160525 0.0014096160476719348 -0.0041303678508499732 -0.0042627282020632163 0.0032544658879750401 4.1836136143488841e-05 0.0019249209083311602 -0.0048015461181431596 0.0027893609365702123 -0.00010409926448717673 0.0026859505772475326 -0.00014865782147375952 0.0027131563684193922 0.0015367136539985596 -0.0016288768403098454 0.0023620264439906894 -0.002862316051236477 0.00059948785143481892 0.00055044726821650545 -0.00090984409968034702 -0.005144977642969637 -0.0015592454688745665 0.00019170077196179803 0.0012278851164191072 0.0011696601003997854 -0.0011391695837550601 0.0020021933108906056 -0.0031877354971198701 8.3728769109964784e-05
leaf_weight=13.980050502810625 3.4617078108713022 6.9073506183922273 2.9775673244148519 5.6894111847504956 2.2575807054527095 2.9764551920816293 124.84941117931157 11.303047880530356 3.7607966195791951 6.579590216279021 2.3886134773492813 10.054915942251681 5.2178941238671523 9.1206799596548063 4.3991245720535508 5.4445935226976934 9.2949844226241094 7.3404138386249427 27.571101479232322 3.2236200980842105 5.536709439009428 2.6260910183191299 18.954754466889426 6.449539627879858 58.501273691654205 7.2310546077787876 2.6311936229467392 9.00349487736821 4.5951912431046393 26.283008446916938
leaf_count=171 56 36 17 72 34 15 1055 35 35 17 13 34 35 31 18 32 37 39 103 18 57 32 350 31 220 28 22 34 75 148
internal_value=0.000217576 0.000481367 -0.000215296 -0.000291488 -0.000132035 -6.97651e-05 -0.000137174 0.00076396 0.000440484 0.000259728 -0.00297692 0.00117128 0.00048936 0.000737309 -0.000707532 0.000449801 0.000647537 0.000315123 -0.000128383 -0.00185211 -0.00254201 -0.00165002 -0.00115619 0.0015035 0.000961613 -0.000140159 -0.00314013 0.000127187 -0.000720145 0.000573233
internal_weight=410.611 255.134 155.477 68.3115 152.016 149.758 146.782 186.822 104.128 92.8246 6.14941 82.6946 86.6752 71.8009 14.8743 62.6802 57.2356 47.9406 34.9115 14.4497 11.2261 10.4752 21.9323 13.0291 72.6397 14.1384 5.25728 53.8617 18.5752 35.2865
internal_count=2900 1373 1527 575 1471 1437 1422 798 480 445 48 318 397 290 107 259 227 190 142 147 129 89 367 48 284 64 54 428 246 182
is_linear=0
shrinkage=0.00323475


Tree=264
num_leaves=31
num_cat=0
split_feature=0 1 0 2 2 2 3 0 0 1 1 0 3 4 1 0 0 2 3 0 3 3 4 3 2 3 4 4 2 2
split_gain=0.830287 2.41969 3.02247 2.25266 2.78813 3.15876 1.95862 2.77988 1.68595 2.06849 3.13015 3.64955 5.80517 2.22583 2.19948 2.97727 2.44188 2.39817 1.80894 1.78286 2.50469 1.92724 1.62416 2.016 3.02102 4.77777 3.72718 2.50524 3.23981 2.78979
threshold=98.201310130900012 76.919475570250015 100.13162306855001 -0.61225999999999992 -0.59681499999999998 -0.50001499999999999 0.11308000000000003 99.744485097750015 97.013011637200023 71.090898343450007 75.645146416450004 96.055920542800024 0.082975000000000021 43.968221017800005 70.865067860500019 94.047642319350018 94.776214472700005 -0.14739999999999998 0.088990000000000027 86.530713386650021 0.12064000000000002 0.25847000000000003 44.015822920550008 0.080515000000000017 0.090855000000000033 0.11112000000000002 40.742467179200005 43.19689381845 -0.033594999999999993 -0.083794999999999994
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 2 6 -3 -5 -6 7 -2 9 14 11 12 13 -11 15 19 17 -17 -10 20 -1 -22 23 -21 26 -26 -25 28 29 -28
right_child=1 3 -4 4 5 -7 -8 -9 18 10 -12 -13 -14 -15 -16 16 -18 -19 -20 22 21 -23 -24 24 25 -27 27 -29 -30 -31
leaf_value=0.00058962569202962922 -0.02488094155182451 -0.033338076160880761 -0.032751916615592382 0.021377269222714008 -0.029458538665773408 0.00051332447489615745 0.013500466968859655 0.012739200430364323 0.014480331192985436 -0.012750037262471628 -0.031717152030210097 0.0091383334436265003 -0.030043731930034779 0.012631917805492096 0.019713952870223199 0.0018690727236868364 0.00052830241790443255 -0.032077828755164704 0.00040458551800098857 0.011104043260014521 -0.02802677049477444 -0.0035213719448920749 -0.009420844593928843 0.01039074856700665 -0.032016622593405847 0.0074023110668434604 -0.0028750679148483622 0.012961076197703925 0.010560406104123265 -0.023165222682513111
leaf_weight=106.08569505577907 3.7227335399948043 1.2203942293999706 3.2096493211574844 3.7745458437129846 2.2485117146279654 58.049692943808623 2.5886728726327419 1.7908471869304774 11.578560471534731 3.6772332843393141 2.6279217007104299 9.1130037009716016 5.8334157913923255 5.044666598085314 3.9338381085544816 1.8234460093080995 5.7492427192628384 4.3071893546730262 10.922935752198098 23.868580438196659 3.3778924178332073 4.7592974752187729 5.1520871464163056 32.095489077270031 3.7366689443588248 3.8360474370419979 10.690962150692945 5.6392205096781245 5.8287232369184521 6.8408946171402922
leaf_count=780 50 30 53 28 72 803 13 14 51 31 84 41 87 39 15 16 39 55 62 107 33 25 60 128 33 16 49 21 27 38
internal_value=0.000504955 -0.00178083 -0.012375 5.45899e-05 0.00069062 -0.000604322 -0.00430286 -0.0126617 0.00113818 0.000561581 -0.00602714 -0.00317475 -0.0108839 0.00193065 0.0013224 0.000999115 -0.0110876 -0.0219809 0.00764752 0.0016767 -0.000427934 -0.013694 0.00413756 0.00489244 0.00273333 -0.0120485 0.00456553 -0.00188153 -0.00546452 -0.0107922
internal_weight=353.128 76.605 11.3119 65.2931 64.0728 60.2982 8.10225 5.51358 276.523 254.022 26.2962 23.6683 14.5553 8.7219 227.725 223.791 11.8799 6.13064 22.5015 211.912 114.223 8.13719 97.6887 92.5366 68.668 7.57272 61.0953 28.9998 23.3606 17.5319
internal_count=2900 1063 130 933 903 875 77 64 1837 1724 282 198 157 70 1442 1427 110 71 113 1317 838 58 479 419 312 49 263 135 114 87
is_linear=0
shrinkage=0.0248114


Tree=265
num_leaves=31
num_cat=0
split_feature=1 1 4 0 1 0 4 4 1 0 3 1 1 3 1 1 1 3 1 2 2 0 4 0 2 2 4 3 2 2
split_gain=3.21218 3.74909 3.41101 2.90078 2.62727 2.11737 2.65615 2.44243 2.09081 4.28017 3.34227 2.83798 3.70391 5.52748 3.5573 2.92791 2.06345 2.00569 3.08919 1.99729 2.98454 4.61823 1.9868 2.8147 2.94135 5.19403 4.92315 3.90536 3.59184 4.99185
threshold=70.343506983200015 70.73871032835001 38.238138001450004 85.716110573100011 62.00390986255001 75.994645973400011 37.572218886150004 44.921040431000009 87.33187390945001 110.50907145210002 0.07870000000000002 74.986474174450009 72.496961945650014 -0.21013499999999999 71.787208999250012 71.090898343450007 71.429644067900014 0.10332500000000001 64.071334164850015 0.0023400000000000005 -0.093604999999999994 82.401241698250018 42.072181850200003 85.807518149550006 -0.068524999999999989 -0.093604999999999994 38.512991772500008 0.082975000000000021 -0.053019999999999991 -0.036264999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 16 4 5 7 -7 -1 11 -10 -11 12 14 -14 15 -4 -3 18 -6 20 21 -8 23 -5 25 27 -27 -25 -26 -30
right_child=1 2 8 22 17 6 19 -9 9 10 -12 -13 13 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 24 28 26 -28 -29 29 -31
leaf_value=-0.0025040301240426216 -0.0041053390835958806 0.00074775765451820921 0.001055450616604124 0.0029219375691034396 -0.0043696975895157163 0.0026363971196541672 0.0013729959719060156 0.00035870260070281959 -0.0040702146388473604 0.001151950281999095 -0.0038426881343836569 0.00056840660285095192 0.0021348789965949288 -0.0047219133359488775 0.0021521660402533294 -0.0022528499255296151 -0.0019012825978123235 0.00088150521100057583 -0.00047482013104018411 -0.0019256472713247907 0.001590798107015968 -0.0029372423011933364 0.00013945495178734578 -0.0011480890149804298 0.0029926832391578388 0.0012426590071069163 -0.0027899805379077531 0.00150333945875077 -0.002502393571164455 0.0012998322921097601
leaf_weight=6.9969581472687414 3.0461217816919079 4.6096316128969219 5.5029125045985046 8.337742052972315 4.9471013927832228 6.6573647372424594 6.3738493472337705 8.0846163816750032 4.4572059148922554 8.0095984684303385 2.1357492185197762 87.493932627141476 2.0299047343432903 5.4578811842948189 6.802789442241191 8.6729285363107902 18.766913262661546 3.1567196957767001 5.3175540380179882 4.8392357472330323 15.367192935198547 6.1443043313920498 58.97533094137907 8.9921641908586007 13.060188166797159 5.7626835331320789 11.243952468037604 31.421404644846916 4.8983791545033446 38.505561975762248
leaf_count=185 56 31 31 22 72 25 27 51 106 103 122 533 12 67 32 82 352 18 57 37 59 44 304 49 40 22 62 108 27 164
internal_value=0.000189411 -0.00020803 -0.000130911 0.0004399 -0.000185569 0.000160883 0.000593746 -0.000969436 9.25372e-05 -0.00117254 0.000100503 0.000251845 -0.000721133 -0.00286307 4.33764e-05 -0.000968602 -0.00137892 -0.00159146 -0.00235198 0.000178196 0.000543298 -0.000742605 0.00067423 0.000932273 0.000786605 0.000221244 -0.00142352 0.000913387 0.00136154 0.00087073
internal_weight=406.068 156.986 153.939 249.082 67.8849 54.4635 39.3819 15.0816 130.563 14.6026 10.1453 115.96 28.4664 7.48779 20.9786 14.1758 23.3765 13.4214 10.2647 32.7246 27.8853 12.5182 181.197 122.222 113.884 57.4202 17.0066 40.4136 56.4641 43.4039
internal_count=2900 1527 1471 1373 575 428 192 236 1088 331 225 757 224 79 145 113 383 147 129 167 130 71 798 494 472 241 84 157 231 191
is_linear=0
shrinkage=0.00354757


Tree=266
num_leaves=31
num_cat=0
split_feature=0 1 0 3 0 3 0 1 1 0 4 4 1 4 1 1 2 2 3 4 0 2 4 4 1 4 2 3 3 4
split_gain=0.827695 1.15984 1.17209 1.13582 1.62604 0.782342 1.66684 1.09399 2.42062 1.59297 1.3679 1.04765 1.60319 1.03049 1.16022 5.96139 1.1861 1.94965 1.59355 2.20669 1.56563 0.941984 3.49607 3.43642 3.35535 2.92533 2.88663 4.8513 3.49421 6.81427
threshold=114.06859001680002 89.264875305300009 122.45926784190002 -0.15684499999999998 116.55541378745001 -0.27223499999999995 93.063666643600016 68.214248143850014 61.944763783650011 76.591483678350016 49.110028829250005 32.785955158400007 69.276189105400007 34.542090938800008 60.474177186300004 57.960468834350003 -0.013805 -0.11911999999999999 -0.11050499999999999 48.680511450650009 68.456209375600011 -0.062629999999999991 41.24714903835001 40.259171735100004 81.320481529800006 40.496232821400007 -0.075840000000000005 0.094415000000000013 0.098005000000000023 36.514114975300011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 3 -3 -5 6 7 8 9 10 -1 12 -7 -13 15 16 17 18 -15 -20 -18 23 24 26 -23 -25 28 -28 -16 -30
right_child=1 2 -4 4 -6 11 -8 -9 -10 -11 -12 13 -14 14 21 -17 20 -19 19 -21 -22 22 -24 25 -26 -27 27 -29 29 -31
leaf_value=-0.031927995805890279 -0.032566018494750423 0.018239884107686861 -0.027734626324983316 0.026833238170693281 -0.031337128245891056 -0.0017774861676565115 -0.033768713327200356 0.018516252675253458 -0.036045132226917589 0.016425250233218641 0.012332090062908691 0.009914019051445816 -0.037160681612274662 0.0087126756024927948 0.00048548127710781072 -0.036151221453119921 0.015474358603861657 0.025393741744467447 -0.036170409398323312 0.0044699939835029182 -0.032261968308563746 0.0084597721874416793 -0.0029264794351696313 0.021759733916038349 -0.01603364108372804 0.0014628085556207364 -0.049286526013528127 -0.0021995639444233571 0.011913502934521163 -0.034283821067785922
leaf_weight=1.2766336069907978 1.214117114432155 1.8687560767866673 1.0573534081922842 0.50171491771470744 1.0497616335051132 3.1421463428996494 1.3923234008252618 1.4632044397294519 1.5300956638529895 2.5824709814041853 0.80392582714557637 9.0584408883005363 1.270348696503788 5.5181991672143331 34.769161690026522 3.6319428207352749 0.73422798048704985 2.6533968467265376 1.7007189043797546 2.1208398006856441 1.4319621329195795 63.089197515975684 40.908514318987727 5.2016591802239409 4.2150316161569199 140.81720547121949 2.7372186360880724 3.5509571190923452 3.5407827652525139 6.2142505487427115
leaf_count=72 33 24 129 16 80 39 37 11 20 13 3 71 57 35 247 43 16 11 37 13 41 305 345 23 81 948 29 26 24 71
internal_value=0.000528348 -0.00952478 -0.00327705 0.00428392 -0.0125261 0.000694031 -0.00701816 -0.00215351 -0.007037 0.00248153 -0.0148259 0.000901535 -0.0119642 0.00107258 0.000824502 -0.00577322 0.00201889 0.00528822 -0.000423702 -0.0136163 -0.0160818 0.00120931 0.00320129 0.000114166 0.00692583 0.00218585 -0.00583921 -0.0226963 -0.00345846 -0.0175156
internal_weight=351.047 5.6917 4.47759 3.42023 1.55148 345.355 9.04865 7.65633 6.19313 4.66303 2.08056 336.306 4.4125 331.894 322.835 17.7913 14.1593 11.9932 9.33976 3.82156 2.16619 305.044 108.213 196.831 67.3042 146.019 50.8124 6.28818 44.5242 9.75503
internal_count=2900 282 249 120 96 2618 156 119 108 88 75 2462 96 2366 2295 196 153 96 85 50 57 2099 731 1368 386 971 397 55 342 95
is_linear=0
shrinkage=0.0265789


Tree=267
num_leaves=31
num_cat=0
split_feature=4 0 2 0 4 3 1 4 3 4 2 2 4 1 2 0 4 2 0 2 4 1 4 2 4 0 3 0 1 0
split_gain=0.7853 1.73867 2.11869 1.92385 1.63017 1.06938 1.27805 3.20857 2.12137 1.47174 1.37483 1.68893 1.11148 1.11114 1.3728 1.17053 3.27828 3.11257 2.40679 2.17446 2.09581 2.36279 3.2372 3.2912 2.14039 1.52786 2.36377 1.89782 2.40015 2.21849
threshold=49.110028829250005 71.249517373150013 -0.15818499999999999 110.50907145210002 48.852845034800005 -0.52484999999999993 83.715897724050009 44.710446918150005 -0.22253999999999999 45.445415294500002 0.20981000000000005 0.22542000000000004 40.21994457600001 82.987325570650015 0.68694500000000025 98.201310130900012 40.823855932350007 -0.094344999999999998 100.13162306855001 0.19122000000000003 40.922041107600009 80.288113607700012 42.297164883650005 -0.22573999999999997 41.811877919650009 97.013011637200023 0.088990000000000027 93.972365491700018 70.73871032835001 95.071944867050021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 -3 -4 5 12 13 8 -8 -9 -10 -12 -1 14 15 25 17 -17 -19 -20 -18 22 24 -24 -22 27 -27 -7 29 -29
right_child=1 2 3 -5 -6 6 7 9 10 -11 11 -13 -14 -15 -16 16 20 18 19 -21 21 -23 23 -25 -26 26 -28 28 -30 -31
leaf_value=-0.030835241780762506 -0.033601433067312572 0.0050509455617445001 -0.025359882692063865 0.0028174234522332065 0.011507120504489786 0.0014155457419641963 0.0056264030235617449 0.024807499305017539 -0.025611283670462361 -0.0014274159679030791 0.029316051534547211 -0.025634451418076055 -0.0022346647162497252 0.012268587107768186 0.013242272748027245 -0.028006259814366941 0.01911302367016263 -0.023097934546603492 0.0067541750608150295 -0.016161323183362011 -0.0061472288870010128 0.008838833240474497 0.0042991017328843613 -0.031479032974476739 0.016790088426115245 0.014370406831801472 -0.00094872801513638761 -0.008707647395711204 -0.00084449541405815605 -0.036681121282528269
leaf_weight=1.1462932627182447 1.0196822024881829 7.6007553744129828 3.0848146416246882 2.1359533187933266 7.0239367950707665 199.41631666733883 2.0693621393293133 1.8355109589174379 5.4885438358178353 2.8323396183550358 0.57931750640273072 0.58603672822937369 1.849803688470274 4.35217685624957 4.447660941630601 4.1135213833767947 3.2845784872770336 3.0570472963154307 7.2674101889133436 3.0669955993071198 5.4764004610478896 9.0835118591785413 2.0521319620311278 3.8544937595725033 3.4562912732362747 10.846145421266558 10.161331158131359 7.4019663305953127 27.453457714058459 1.8446611464023588
leaf_count=33 10 67 106 48 33 1253 51 7 319 51 2 39 46 22 27 87 10 35 50 43 32 47 15 45 15 45 56 77 209 20
internal_value=0.000407905 -0.00491897 -0.00263788 -0.0138318 0.000628623 0.000394971 0.000520464 -0.00638285 -0.0145548 0.00888878 -0.0208311 0.00168238 -0.0131771 0.000818057 0.000655349 0.000469877 -0.00293829 -0.0106425 -0.00530882 -4.65771e-05 0.00201854 -0.000328515 -0.00594008 -0.0190487 0.00272782 0.00106254 0.00696053 0.000537788 -0.00423166 -0.0142882
internal_weight=347.888 13.8412 12.8215 5.22077 334.047 327.023 324.027 13.3911 8.72326 4.66785 6.6539 1.16535 2.9961 310.636 306.284 301.836 44.7124 17.505 13.3915 10.3344 27.2074 23.9228 14.8393 5.90663 8.93269 257.124 21.0075 236.116 36.7001 9.24663
internal_count=2900 231 221 154 2669 2636 2557 469 411 58 360 41 79 2088 2066 2039 379 215 128 93 164 154 107 60 47 1660 101 1559 306 97
is_linear=0
shrinkage=0.0228222


Tree=268
num_leaves=31
num_cat=0
split_feature=1 2 2 2 2 2 2 2 2 3 4 4 4 3 2 3 4 3 2 4 4 2 0 2 3 1 2 2 3 1
split_gain=0.743538 1.2905 1.53529 0.817743 1.17493 0.716403 3.026 2.32235 1.5809 1.45911 1.20068 1.16164 0.841802 1.80137 3.43847 2.77004 2.73715 2.7178 1.98801 1.7156 2.2443 1.5103 3.4122 3.08019 2.01702 2.00569 1.47291 4.04604 4.60233 3.53889
threshold=89.912793714750009 -0.088944999999999996 -0.022239999999999999 -0.046474999999999995 -0.087910000000000002 -0.59309999999999985 -0.5422499999999999 -0.58180999999999994 -0.62958999999999998 0.093480000000000021 40.21994457600001 40.580626202750004 42.622319549950006 0.083415000000000031 -0.23871499999999998 0.082325000000000023 47.833738492450003 0.080960000000000018 -0.0023999999999999998 43.082598263550004 43.509905336500005 -0.15818499999999999 106.56510337475001 0.066885000000000014 0.080125000000000016 64.84561010645001 -0.08725999999999999 -0.090694999999999998 0.088165000000000021 62.009286778800011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 3 4 -3 8 7 10 11 -10 -7 -1 -8 14 -14 17 18 19 26 -16 -21 25 23 24 -23 -22 27 28 -15 -28
right_child=1 2 -4 -5 -6 6 12 -9 9 -11 -12 -13 13 16 15 -17 -18 -19 -20 20 21 22 -24 -25 -26 -27 29 -29 -30 -31
leaf_value=0.0066082815156925448 -0.026375264935917582 0.015439473763045856 -0.025648644071324753 0.027899634079228245 -0.025863345201953897 0.0062114527074919029 0.0014773259191660172 -0.034221965800571352 -0.0011013749261186937 0.017263816659179414 -0.018593858637763191 -0.017003456926788896 -0.021156228834398143 0.0060603049656596172 -0.015653498225806372 0.017479131233343912 0.012922087185148444 -0.021104026230143187 -0.023914674712071517 0.019262832876633225 -0.0018889677369185074 -0.030307298787864104 0.013502083845639345 0.0059150845607020743 0.0100275025381974 0.013632480106303864 0.014743694521296299 -0.038535213587104558 -0.024344124097294507 -0.0081633370998608779
leaf_weight=2.3499639020301428 1.6801201355410738 1.0598914970178157 1.0442281450377766 0.92235379642806981 0.67146074934862565 2.5361112421378493 219.25592511566356 2.5296327862888566 4.0368996635079366 7.1635402170941234 2.153542535379529 2.6412042668089271 3.6755417697131625 8.0108732804655975 2.8311267918907097 7.089016266167163 4.505293868482112 3.0810720818117252 3.8277429111767551 5.0277471654117099 9.8057692758738941 4.8010626202449256 4.1692341659218064 3.1889253132976592 0.87475395947694767 10.07265463285148 5.992815110832459 2.6233980972319833 4.7231943272054187 12.258512763306497
leaf_count=21 184 8 110 10 48 17 1492 42 33 30 24 20 117 42 35 30 23 21 71 33 57 128 23 32 8 55 22 29 52 83
internal_value=0.000391291 -0.00862122 -0.000554839 0.00931952 -0.00057877 0.000534174 0.000282825 -0.0153559 0.00554877 0.0106446 -0.00517943 -0.00588647 0.000640315 -0.00126029 0.00166378 0.0033103 -0.00506803 0.00101982 -0.00723305 0.00269171 0.00406065 0.00173834 -0.00472454 -0.0132968 -0.0240909 0.00597595 -0.00533316 -0.0109085 -0.005217 -0.000641824
internal_weight=344.604 5.37805 3.69793 2.65371 1.73135 339.226 323.034 7.21929 16.1916 11.2004 4.68965 4.99117 315.815 96.5587 54.6169 50.9414 41.9418 43.8523 37.4365 40.7713 37.9401 32.9124 13.034 8.86474 5.67582 19.8784 33.6088 15.3575 12.7341 18.2513
internal_count=2900 360 176 66 56 2540 2436 83 104 63 41 41 2353 861 539 422 322 392 299 371 336 303 191 168 136 112 228 123 94 105
is_linear=0
shrinkage=0.0244299


Tree=269
num_leaves=31
num_cat=0
split_feature=0 1 3 2 2 3 2 3 2 2 4 1 4 1 1 2 2 0 3 4 2 3 3 2 1 1 1 4 0 2
split_gain=0.720663 1.05279 0.970677 1.13931 1.65903 0.577411 1.48745 1.10043 1.30031 0.920415 0.840385 1.41184 0.838574 0.927782 5.2891 1.05393 1.64021 1.36134 1.32836 1.92331 0.82406 1.77711 4.73844 1.23443 0.965866 4.26344 2.99019 2.91134 2.55804 2.77886
threshold=114.06859001680002 89.264875305300009 -0.5582649999999999 -0.088099999999999998 -0.012769999999999998 -0.27223499999999995 -0.065399999999999986 -0.49570500000000001 -0.13820499999999999 -0.23361999999999997 32.785955158400007 69.276189105400007 34.542090938800008 60.474177186300004 57.960468834350003 -0.013805 -0.11911999999999999 68.456209375600011 -0.11050499999999999 48.680511450650009 0.28022500000000006 0.094415000000000013 -0.21013499999999999 0.26462000000000008 66.697957758300021 66.318885161900013 65.630639880500027 38.115457128050004 92.313586825200005 -0.081169999999999992
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 -3 -4 -5 6 7 9 -9 -1 11 -7 -12 14 15 16 18 -17 -14 -20 23 22 -22 24 25 26 27 -15 29 -26
right_child=1 2 3 4 -6 10 -8 8 -10 -11 12 -13 13 20 -16 17 -18 -19 19 -21 21 -23 -24 -25 28 -27 -28 -29 -30 -31
leaf_value=-0.0063134456277320842 -0.028911078698332364 0.029185269622552541 -0.028063540089537667 0.016054645520257621 -0.025478577602786462 -0.0017020009783852473 -0.029889442881616695 -0.03011698725455135 0.0042156309300779701 0.014758347097162587 0.0079911601985025362 -0.032862033085779882 0.0072710230694353062 0.012882913299919847 -0.031501859306109256 0.012172244730383216 0.021623757824727152 -0.028511912571804608 -0.031317127966190655 0.0037251500475826769 0.024740443029887867 0.022283977969019219 -0.022713554710703975 -0.015029742636318554 -0.0041234385617383053 0.019785766489835606 -0.017037911727293471 0.00078809990665741332 0.00026155255789977295 -0.032665962889166997
leaf_weight=2.1471074628643687 1.1213149807881553 0.47298288298770819 1.0329378914320844 1.5847351041156801 0.82892660028301168 3.1392679573036721 1.2259073541499654 1.3534002411179247 1.1587263913825161 2.585701100993901 8.8572322265245003 1.1151519204722715 5.4461853476241222 12.407347722444682 3.3736474569886914 0.72262195963412645 2.4969205064699063 1.3076495127752421 1.5536195272579783 2.0636158473789692 2.2209007991477847 3.1590176406316459 2.5671574636362484 2.8065371848642817 6.3921837611123919 7.3863435536622992 4.8874067775905123 122.03527313005179 131.25459747179411 2.7652902544941735
leaf_count=44 33 2 126 32 89 39 50 38 8 16 71 57 35 56 43 16 11 41 37 13 9 21 35 28 50 33 35 644 1135 53
internal_value=0.000342177 -0.00858571 -0.00277103 -0.00715645 0.00179084 0.000475949 -0.00565614 -0.00155564 -0.014281 0.00519882 0.000634335 -0.00986955 0.000772387 0.000569309 -0.0048419 0.001776 0.00455216 -0.0140315 -0.000150968 -0.0113257 0.000877475 0.00843484 -0.000702415 0.000670329 0.000823789 0.00217353 0.00123984 0.0019043 -0.00058655 -0.0127424
internal_weight=341.47 5.0409 3.91958 3.4466 2.41366 336.429 8.47084 7.24494 2.51213 4.73281 327.958 4.25442 323.704 314.846 16.9643 13.5906 11.5603 2.03027 9.06342 3.61724 297.882 7.94708 4.78806 289.935 287.128 146.716 139.33 134.443 140.412 9.15747
internal_count=2900 282 249 247 121 2618 156 106 46 60 2462 96 2366 2295 196 153 96 57 85 50 2099 65 44 2034 2006 768 735 700 1238 103
is_linear=0
shrinkage=0.0237885


Tree=270
num_leaves=31
num_cat=0
split_feature=1 1 3 0 3 1 4 3 1 4 1 1 4 3 0 4 3 3 3 0 3 3 4 1 0 2 2 3 3 4
split_gain=2.81643 4.06068 3.29677 3.21578 3.0008 2.63718 4.50875 4.42691 3.27297 5.44636 5.0102 4.94157 5.29774 2.76811 2.97383 2.35537 2.3281 2.32541 2.29678 2.21974 1.87308 2.73984 3.39112 2.19422 4.52824 2.99686 3.3614 1.76758 2.52808 4.27748
threshold=70.343506983200015 70.73871032835001 0.25847000000000003 86.530713386650021 0.21240500000000004 64.434276012450013 41.322103772800006 0.08079500000000002 66.318885161900013 38.592454371550012 66.697957758300021 68.214248143850014 37.797539186950011 0.089185000000000028 88.232507383150008 44.710446918150005 0.12064000000000002 0.25847000000000003 0.093295000000000031 94.047642319350018 -0.04931 -0.101725 39.039757512550004 62.041548276350007 85.678472159250006 -0.10098 -0.082509999999999986 0.083795000000000022 0.091975000000000015 40.712530798250008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 4 16 19 6 -5 -8 9 18 -10 12 -12 14 -9 -14 20 -18 -7 -3 21 -1 -23 27 -25 -26 -27 -22 29 -29
right_child=1 2 -4 5 -6 8 7 13 10 -11 11 -13 15 -15 -16 -17 17 -19 -20 -21 23 22 -24 24 25 26 -28 28 -30 -31
leaf_value=-0.00010773141868778066 -0.0043376960841093205 -0.0030407358236339901 -0.004764902108952607 0.0029031523734650241 0.0036963080937092363 -0.0014016539678571162 0.002977982265063316 -0.0035934782068550537 0.0032838342169058082 -0.0041994014641516548 0.0022013942396754064 0.0010090285141374697 -0.0048569792682201709 0.00092883088016195217 0.00046121571792516252 -0.00028897925450127669 -0.0041019145579901384 -0.00020861865415366129 0.0019936646144830513 -5.5813566510608629e-05 0.0019981064629377133 0.0013955266653771481 -0.0049030406025324129 -0.0033888595906409373 0.0024599788130206949 -0.0032037970332981511 0.0005392089057925498 -0.0043940047826324857 0.0011660234805235851 0.00026564850906283816
leaf_weight=23.925016043707732 3.188341272994875 3.491382146254181 2.0590220736339679 19.480859622359276 2.8582035079598418 5.0953833311796206 8.1048337072134036 5.2140917479991931 9.4410533756017667 5.1441286262124768 3.085328705608843 33.871819749474525 5.3848343789577484 12.848761104047297 4.700593426823616 2.161970404908061 3.6001169830560666 5.0202892459928989 5.84738390147686 137.26047813496552 13.658868096768854 1.6760020609945048 3.8555176085792482 5.6259950604289797 6.3958344385027912 4.5947988182306352 11.449498809874052 3.3295029532164362 28.18683367036283 14.069459758698939
leaf_count=250 56 74 34 70 15 25 26 28 33 43 11 149 47 47 18 20 33 25 19 1348 52 17 63 71 19 29 49 31 121 77
internal_value=0.000190664 -0.000210629 -0.000120297 0.000433719 -5.37049e-05 0.000865292 0.0015106 0.00063177 0.000401349 -0.00106214 0.000837774 0.000318867 -0.00187985 -0.00020359 -0.00167113 -0.00354836 1.93784e-05 -0.00183457 0.000412671 -0.000129855 0.000156247 -0.00064985 -0.00299463 0.000428204 -0.000423258 0.000320252 -0.000532721 0.00083157 0.00048204 -0.000626033
internal_weight=394.626 148.857 145.669 245.769 143.61 120.381 50.3491 30.8683 70.0319 16.0869 53.945 44.504 10.6321 22.7634 9.91469 7.5468 125.388 8.62041 10.9428 140.752 116.767 29.4565 5.53152 87.3108 28.0661 22.4401 16.0443 59.2447 45.5858 17.399
internal_count=2900 1527 1471 1373 1437 536 189 119 347 87 260 227 78 93 46 67 837 58 44 1422 779 330 80 449 168 97 78 281 229 108
is_linear=0
shrinkage=0.0036968


Tree=271
num_leaves=31
num_cat=0
split_feature=1 1 0 1 4 3 1 4 1 0 0 3 3 0 3 4 0 1 3 2 2 4 2 2 0 3 4 4 3 2
split_gain=2.95136 4.05981 4.00659 3.43641 4.20405 3.95325 3.39615 5.28738 4.14202 4.05615 5.42807 3.03566 3.03533 3.10299 2.66367 2.22815 2.21839 4.29635 2.18403 2.08482 5.62564 4.0537 3.34063 3.17113 2.75277 2.33013 3.07656 4.74226 3.98985 7.2385
threshold=70.343506983200015 70.73871032835001 86.530713386650021 64.434276012450013 41.322103772800006 0.08079500000000002 66.318885161900013 38.592454371550012 66.697957758300021 92.031298721500022 90.337570099350003 0.12064000000000002 0.089185000000000028 88.232507383150008 0.25847000000000003 38.238138001450004 94.964406541850011 71.464594023550021 0.093295000000000031 -0.053019999999999991 -0.036264999999999999 41.169697216150006 -0.063985 -0.0023999999999999998 85.737618238150006 0.10790500000000001 41.348489042950007 42.102795028150005 0.087725000000000011 -0.09715
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 11 4 -4 -6 7 18 -8 10 -10 19 13 -7 -13 16 -3 -18 -5 22 -21 -22 25 24 -23 26 -1 -28 -29 -30
right_child=1 15 3 6 5 12 8 -9 9 -11 -12 14 -14 -15 -16 -17 17 -19 -20 20 21 23 -24 -25 -26 -27 27 28 29 -31
leaf_value=-0.0010630987246807817 -0.0039764810560083165 -0.0042766278994260552 0.0026987840875411892 -0.0013032273255404916 0.0027301620434841312 -0.0031844561998431286 0.002879712344696782 -0.0038919197055505908 0.001510790254471531 0.00086628759739244138 -0.0037431081126517254 -0.0041252828945148598 0.0010766773514014098 0.00057966832229061919 -0.00033638279199144528 5.6233887099980633e-05 0.0028065200965973021 -0.0014715592936407548 0.0017440727862956264 -0.0052049584847220628 0.0010370339965595583 0.0018827248773868658 0.0023709985454581782 -0.003576588284254811 -0.0025800213564719184 0.002368388303848592 0.0023403875047186221 0.00044326758713112015 0.0012102043175965412 -0.0050883677866586504
leaf_weight=21.649309821426868 3.1926422258839002 2.2859341427683857 20.364279076457024 5.0993750356137735 8.3153976276516932 5.2613379061222094 8.790154963731764 5.0361420400440684 3.7564308382570726 35.032023906707764 5.6248943768441677 3.7014123201370221 13.236834138631819 4.7939717322587967 4.990552794188261 123.69687386229634 3.2347364313900497 15.928724445635451 5.710538737475872 2.822274915874007 14.286810668185355 3.6583859045058515 8.7102681621909124 5.3288975269533649 2.7907442934811115 5.1353579536080352 11.82023039460182 32.6113117095083 3.8920951504260302 4.5130330361425859
leaf_count=181 56 33 70 25 26 28 33 43 17 163 47 33 47 18 25 1088 14 336 19 22 67 31 29 106 21 17 39 204 20 42
internal_value=0.000175896 -0.000201413 0.000402555 0.000842269 0.00149961 0.000726997 0.000347507 -0.00102778 0.000757122 0.000337025 -0.00163936 -2.00843e-05 1.18586e-05 -0.00138987 -0.00194986 -0.000118376 -0.00112534 -0.000749432 0.000306566 0.000123012 -0.000666236 -0.000174788 0.00038112 -0.00164473 -4.84477e-05 0.000163435 1.14164e-05 0.000451688 -9.2602e-05 -0.00217174
internal_weight=395.271 148.339 246.932 121.021 51.9718 31.6075 69.0496 15.8461 53.2035 44.4133 9.38133 125.911 23.2921 10.0553 8.69197 145.146 21.4494 19.1635 10.8099 117.219 28.8871 26.0648 88.3316 11.778 6.44913 79.6213 74.486 52.8367 41.0164 8.40513
internal_count=2900 1527 1373 536 189 119 347 87 260 227 64 837 93 46 58 1471 383 350 44 779 247 225 532 158 52 503 486 305 266 62
is_linear=0
shrinkage=0.00338432


Tree=272
num_leaves=31
num_cat=0
split_feature=1 0 1 4 0 2 2 0 4 0 4 4 0 4 4 3 3 4 4 2 3 3 2 2 0 1 0 2 2 4
split_gain=2.94712 2.15688 2.70582 3.07596 2.58226 2.55125 4.61627 3.68132 5.85149 4.04873 4.04925 4.31651 3.67061 2.48105 2.44535 2.3587 2.99238 2.13428 1.91475 2.14612 1.87232 3.70289 2.24544 2.42736 1.79294 6.99709 2.2073 3.42905 3.72706 10.1334
threshold=89.912793714750009 75.994645973400011 69.873026810350026 41.941595803500007 92.031298721500022 -0.11600999999999999 -0.22386500000000001 86.20003303655001 43.812290675100009 85.775256651950016 42.773538294100007 42.541806567400009 87.29692395375001 38.238138001450004 44.921040431000009 0.081815000000000013 0.093295000000000031 37.962710038050005 45.027406014450008 -0.088944999999999996 -0.093074999999999991 0.094165000000000013 -0.58180999999999994 0.11529000000000002 85.656964494200011 61.86411003975001 85.807518149550006 -0.040019999999999993 -0.10282499999999999 39.749124837650008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 14 3 24 -4 6 12 8 9 10 11 -7 -5 17 -1 -9 -17 20 -2 -20 -6 -22 -23 -24 25 -3 -26 28 -28 -30
right_child=18 2 4 5 13 7 -8 15 -10 -11 -12 -13 -14 -15 -16 16 -18 -19 19 -21 21 22 23 -25 26 -27 27 -29 29 -31
leaf_value=-0.0023075299990309357 -0.0033304270494927961 0.00095342651225423377 -0.0036964217163002106 0.00067274913459756014 0.00079210683484351398 -0.0019725370235723501 0.0021514605173637135 0.002054215934027076 0.0011269526474900352 -0.0045840002670941085 -0.0033756074496145011 0.0026532871323036366 -0.002740505830022672 0.0001523171432239678 0.00021758718175770171 -0.00093783555227930869 0.001168175171150461 -0.0040658609523463026 -0.0035507622518075287 0.00086175624275874744 -0.0029203863748086993 0.0036302380008301971 -0.0017919438524202278 0.0020312058647000094 0.0021705603012945368 -0.0032010570353293213 0.0010811158818464369 0.0015489073054546299 0.0015240326357542674 -0.0021906452160805638
leaf_weight=7.1615091278217724 3.7878968054428679 17.030689340084795 1.9275328465737391 9.7698717210441846 6.3889588303864064 4.4225493017584139 13.372521515935658 6.4918790832161894 7.4865130623802534 5.0972630865871897 5.5023981528356662 3.7063989639282227 4.647725783288478 136.25318420585245 8.2500568795949203 16.228644691407684 11.53992275521159 2.0006564315408459 1.5422698766924439 3.8583215558901429 7.218009312637153 1.5095546022057531 5.268333812709896 2.4238313063979149 12.999641761183737 5.3178501641377798 31.543729681521651 36.612266801297665 13.596793748438364 15.954975627362726
leaf_count=191 252 77 57 53 60 38 48 25 38 48 59 15 45 870 51 79 44 32 48 60 126 4 76 14 38 59 117 147 47 82
internal_value=0.000163274 0.00020397 0.000250478 0.000478142 -5.86632e-05 2.05089e-05 0.000813455 -0.000343871 -0.00123564 -0.00218005 -0.00128112 0.00013661 -0.000427564 -1.5128e-05 -0.000955795 0.000338483 -6.26301e-05 -0.000934738 -0.00160708 -0.000398345 -0.000660093 -0.00122515 0.000104631 -0.000587254 0.000781724 -3.51357e-05 0.000946623 0.000783783 0.000325273 -0.000481519
internal_weight=408.912 399.723 384.312 221.322 162.99 88.2657 27.7901 60.4756 26.2151 18.7286 13.6313 8.12895 14.4176 161.063 15.4116 34.2604 27.7686 24.8093 9.18849 5.40059 22.8087 16.4197 9.20172 7.69217 133.056 22.3485 110.707 97.7078 61.0955 29.5518
internal_count=2900 2540 2298 1059 1239 492 146 346 198 160 112 53 98 1182 242 148 123 312 360 108 280 220 94 90 567 136 431 393 246 129
is_linear=0
shrinkage=0.00316168


Tree=273
num_leaves=31
num_cat=0
split_feature=1 2 4 2 2 3 1 2 0 2 4 2 3 3 3 2 2 2 2 0 3 2 1 4 4 1 0 4 4 2
split_gain=0.711292 0.638721 0.873842 0.575902 2.70271 2.16867 2.01521 2.85398 2.46201 1.55442 0.891097 3.1612 2.44435 2.42212 2.3628 1.72102 3.40223 2.44814 2.3955 3.15766 2.9595 3.38991 1.7057 1.41074 1.81483 2.0318 1.88541 1.88813 1.6828 1.51643
threshold=90.988176966900014 -0.088099999999999998 48.315732392000008 -0.59309999999999985 -0.50001499999999999 0.091705000000000023 75.551050381850018 -0.58180999999999994 91.410264893400026 -0.62958999999999998 42.622319549950006 -0.24103499999999997 0.083415000000000031 0.082325000000000023 0.080960000000000018 -0.082314999999999985 -0.046474999999999995 -0.0023999999999999998 -0.08725999999999999 85.775256651950016 0.090025000000000022 -0.10282499999999999 71.343613407700005 43.082598263550004 44.215931556700006 84.600400448950026 81.648473421750012 48.988717865950008 45.027406014450008 -0.14143499999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 5 6 -1 7 -5 -9 -7 -6 -12 13 14 23 18 -17 -18 19 -14 21 -21 -23 -13 29 26 -26 28 -28 -25
right_child=1 2 -4 4 10 9 -8 8 -10 -11 11 12 15 -15 -16 16 17 -19 -20 20 -22 22 -24 24 25 -27 27 -29 -30 -31
leaf_value=-0.013106626707076288 -0.026498456988980294 -0.024560292660832834 0.008798564143033507 0.013409317392229714 0.0015354800073412553 -0.0019525106891035747 -0.030206954381317774 -0.039271447373079686 -0.0017186389086005865 0.015372271721584873 -0.028551507465585671 -0.01404926440426685 -0.031529321877676104 0.016102842653898195 -0.019245502846949578 -0.030105043899055991 0.0057238088263163664 -0.017230260543563285 0.0089654340722027173 0.018353076682003987 -0.020972084800099017 -0.022007007005982879 0.0045139798403083338 0.024666996091620704 0.0050697899038147478 0.011009245076938099 -0.02242547046153593 -0.027319096655037556 0.00088298260125124989 0.0050719095690257765
leaf_weight=3.1309042454231557 1.0442543887184004 0.71370724297594179 1.272738305153325 2.7842576950788498 218.98566962103359 4.6701868157833824 2.6545655396766961 1.8123735208064298 2.3156262170523405 8.5134495096281135 2.4078924637287846 2.8528739358298472 2.5041958298534182 6.9921668861061326 3.1696428246796122 4.134850123897194 6.1229889327660194 4.8481684094294897 8.8694927301257867 5.1416310612112284 3.6458527203649274 2.8205206952989084 2.8282619528472424 3.7289594206959009 9.3925337744876796 8.0290331616997701 2.338648943230508 2.6459567211568347 7.8862857911735773 6.0010284311138076
leaf_count=44 166 118 35 12 1485 29 53 30 21 38 95 35 34 30 22 42 35 82 35 19 35 21 19 13 52 59 27 91 63 60
internal_value=0.000419969 -0.0112191 -0.00318689 0.000523345 0.000301197 0.00494754 -0.0123349 -0.00547133 -0.018206 0.00923512 0.000684544 -0.00124926 -0.000549536 0.00286922 0.000859628 -0.00498108 -0.0114503 -0.00441962 -0.0011948 -0.00651437 -0.00217514 0.00417595 -0.00872834 0.00234594 0.00351462 0.000602288 -0.00315085 -0.00914987 -0.00444813 0.0125816
internal_weight=344.259 3.0307 1.98645 341.228 324.913 16.3145 9.56682 6.91226 4.128 13.1836 315.347 96.361 93.9531 53.0371 46.045 40.916 15.106 10.9712 25.81 16.9405 14.4363 10.7904 5.64878 42.8753 40.0224 30.2925 22.2634 12.8709 10.2249 9.72999
internal_count=2900 319 153 2581 2470 111 116 63 51 67 2354 869 774 452 422 322 159 117 163 128 94 59 40 400 365 292 233 181 90 73
is_linear=0
shrinkage=0.0241316


Tree=274
num_leaves=31
num_cat=0
split_feature=0 1 0 3 0 0 4 3 1 4 3 3 1 1 3 4 1 0 3 2 3 2 1 1 4 2 3 3 2 1
split_gain=0.707521 0.967382 0.917446 0.797235 1.259 0.60558 1.49567 0.996103 1.22783 1.45665 1.12723 2.70065 0.861021 2.30823 1.48337 1.70029 1.17065 1.86055 1.08597 2.43378 2.3806 3.36853 1.84063 1.64251 2.15904 1.24088 1.18593 2.59509 2.92898 3.23384
threshold=114.06859001680002 89.264875305300009 122.45926784190002 -0.15684499999999998 116.55541378745001 75.994645973400011 41.24714903835001 -0.25445999999999996 55.788194664950005 49.110028829250005 -0.15684499999999998 -1.0000000180025095e-35 57.960468834350003 60.474177186300004 -0.27223499999999995 36.072790850000011 61.767325547050007 83.011521693850014 -0.093074999999999991 -0.24103499999999997 1.0000000180025095e-35 -0.26138499999999998 61.998532946250002 68.961639504150014 38.386256906100009 -0.25167499999999993 -0.23472499999999999 -0.24637000000000001 -0.18126999999999999 70.96454081135002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 3 -3 -5 6 -1 8 9 -8 -9 -12 -7 -14 15 -15 -16 -18 19 25 21 -20 -23 -24 -25 -19 27 28 -21 -30
right_child=1 2 -4 4 -6 12 7 10 -10 -11 11 -13 13 14 16 -17 17 18 20 26 -22 22 23 24 -26 -27 -28 -29 29 -31
leaf_value=-0.024237562842892087 -0.034440976744523427 0.017319311711706434 -0.029781225850293351 0.027472405865227506 -0.033136259357028942 0.011234225885931438 -0.032092925003478365 0.015188454928334859 -0.041225698359661472 0.037284415538160892 -0.034424381086944691 0.016962400019721151 -0.020116600309878711 0.007418914333118639 0.011216110061944628 -0.028304641986494378 -0.02223067375168683 -0.034795526197350664 0.028629995319881116 0.025705998206738533 0.00098096137779554683 0.0039651924241332539 -0.046704666719954498 0.0021768595680714139 -0.034640582128634557 0.0040354154274170988 0.012600865159515187 -0.020260004403828229 0.010209385666829249 -0.026996358327878771
leaf_weight=2.7452276339754453 1.0680437125265587 1.6253624630626293 0.84518803469836701 0.41979136189911537 0.84175654029240832 6.3795186560600987 0.47453290002886095 3.8827845221385351 0.96577737107872963 0.51658397912979126 1.5917999963276079 1.760032751597465 4.3244380448013535 1.7289953310973931 9.1700888983905298 2.9410319398157299 2.8281875718384972 1.7504809279926123 1.4116162434220303 4.7788937911391267 247.8552518861834 2.24880802631378 2.1361340936273336 2.5067536542192101 2.7078460992779583 1.0922201750800002 18.543081289390102 3.3832084126770505 5.7154605165123922 2.8669302719645202
leaf_count=82 33 24 129 16 80 33 44 26 16 1 59 14 51 15 38 58 57 35 8 16 1745 12 22 28 36 17 106 36 23 40
internal_value=0.000447234 -0.0104507 -0.00358526 0.00408401 -0.0129682 0.000602783 -0.00572099 -0.000190645 -0.0182858 0.00406752 0.00470393 -0.00744141 0.000835497 0.000626877 0.000912863 -0.0150786 0.00115455 0.000846821 0.00106658 0.00557076 0.000403127 -0.0126036 -0.018667 -0.0255909 -0.0169418 -0.0198759 0.0076207 0.00210559 0.00776878 -0.00221912
internal_weight=341.106 4.80014 3.7321 2.88691 1.26155 336.306 11.9367 9.19151 1.95689 0.991117 7.23462 3.35183 324.369 317.989 313.665 4.67003 308.995 299.825 296.997 38.1303 258.866 11.0112 9.59954 7.35073 5.2146 2.8427 35.2876 16.7445 13.3613 8.58239
internal_count=2900 282 249 120 96 2618 242 160 61 45 99 73 2376 2343 2292 73 2219 2181 2124 273 1851 106 98 86 64 52 221 115 79 63
is_linear=0
shrinkage=0.0285878


Tree=275
num_leaves=31
num_cat=0
split_feature=1 1 0 3 1 3 4 0 1 3 3 3 2 4 0 0 4 2 2 2 3 1 4 0 0 0 1 2 2 4
split_gain=3.05929 4.08872 3.33136 3.10346 2.75857 2.57751 2.16795 2.09664 3.98666 2.38191 3.01536 2.56533 2.20495 2.0787 2.49172 6.65924 2.65127 2.35754 2.4784 2.42599 3.68934 2.22885 4.94783 2.51804 2.12129 3.90761 3.17579 3.04646 2.76477 2.52694
threshold=70.343506983200015 70.73871032835001 85.716110573100011 0.25847000000000003 62.00390986255001 0.21240500000000004 38.238138001450004 94.964406541850011 71.464594023550021 0.094165000000000013 -0.22253999999999999 0.094625000000000029 -0.026349999999999998 40.621691032550004 85.807518149550006 86.001087134900004 42.718072821900002 -0.072569999999999982 -0.054494999999999995 -0.08459499999999999 0.078935000000000019 63.910026677050006 38.175120519550006 86.345209775600011 91.144107538500023 90.337570099350003 69.563854125350005 -0.0039949999999999994 -0.031989999999999998 43.162556114600001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 4 5 -1 6 7 -3 -9 10 -10 -11 -13 17 -15 16 -16 19 -19 20 -4 23 -23 -20 25 27 -26 28 29 -17
right_child=1 3 13 -5 -6 -7 -8 8 9 11 -12 12 -14 14 15 24 -18 18 21 -21 -22 22 -24 -25 26 -27 -28 -29 -30 -31
leaf_value=0.00011200228624380931 -0.0039500355303027802 -0.0041891901478686797 -0.0015059341747317195 -0.0042704282685919349 -0.001576411513624218 0.0031721806323082354 5.0378419600234669e-05 0.0026375158403655046 4.0595787886502968e-05 0.0041141864266750197 -0.0040154149137624781 -0.0038671615802212257 0.0005834312883730478 0.0018402949400665978 -0.0050325510708335514 -0.00021130870930203204 -0.00058094750092830367 0.0030483247459663679 0.00064636972678333137 -0.0016452127229179619 0.0013523820947513295 0.0017042601719999102 -0.0019037482078892469 0.0035604610477829889 -0.0017541048061517528 0.0027418958940026083 0.0016347870204018416 -0.002075547607702807 0.0022954014193203188 0.0015750372121912019
leaf_weight=54.45011006295681 3.2183985644951454 2.239837750792506 6.3695215694606295 2.0096148913726202 13.721983725205062 2.7428058302029958 123.81621657381766 3.268968157470229 3.2178269969299462 1.4000652646645892 5.8503328810911581 1.9477201914414761 3.5749215576797724 10.997484393417833 3.6909171268343917 35.041765771806233 2.5707515850663185 10.137265041470526 6.3786348626017553 5.4125242494046679 25.959491595625877 11.746344998478891 6.7952789217233649 7.0930524840950966 10.621321918442844 8.745065435767172 4.4417436718940726 5.4048597700893941 8.8570741750299913 12.054409587755798
leaf_count=428 56 31 37 34 147 15 1055 14 58 6 171 56 31 35 34 147 14 29 24 27 92 43 40 26 89 31 18 32 37 43
internal_value=0.00017769 -0.000196786 0.00040685 -0.000116293 -0.000227849 -5.99086e-05 -0.000120914 -0.00110738 -0.00074898 -0.00144127 -0.00257614 4.53149e-05 -0.0009862 0.000644177 0.000326803 0.000144751 -0.00320493 0.00105107 0.00159812 0.000440107 0.000789231 0.0011389 0.000381969 0.00218068 0.000391029 0.000637233 -0.0007548 0.000337266 0.000570334 0.000245912
internal_weight=403.776 153.287 250.49 150.068 68.1721 148.059 145.316 21.4997 19.2598 15.9909 9.06816 6.92271 5.52264 182.318 102.425 91.4279 6.26167 79.8921 42.1506 37.7415 32.329 32.0133 18.5416 13.4717 85.1662 70.1032 15.0631 61.3581 55.9532 47.0962
internal_count=2900 1527 1373 1471 575 1437 1422 367 336 322 229 93 87 798 480 445 48 318 162 156 129 133 83 50 397 290 107 259 227 190
is_linear=0
shrinkage=0.00336544


Tree=276
num_leaves=31
num_cat=0
split_feature=1 1 0 0 3 1 1 4 1 4 1 0 0 3 4 3 2 2 2 3 3 2 0 3 0 0 4 0 0 1
split_gain=0.72058 2.95865 1.30755 1.30251 2.05397 2.0545 1.99246 3.66854 2.72655 3.78737 3.15733 2.99291 4.34023 2.6581 2.44554 2.09885 1.56149 1.53945 4.58649 2.60113 4.28139 2.06361 2.33236 4.33293 2.1839 2.21896 1.91596 2.04289 1.90332 2.74651
threshold=70.343506983200015 70.73871032835001 94.047642319350018 86.530713386650021 0.12064000000000002 61.93938686740001 64.434276012450013 41.322103772800006 66.318885161900013 38.592454371550012 66.697957758300021 92.031298721500022 90.337570099350003 0.082055000000000017 42.131954243650007 0.093295000000000031 -0.083794999999999994 -0.053019999999999991 -0.036264999999999999 0.093295000000000031 0.087405000000000024 -0.063985 86.232294534150014 0.087530000000000011 86.036037090600004 85.872041144650012 41.811877919650009 67.04476885710001 85.716110573100011 61.993156030000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 17 -6 7 -5 9 15 -10 12 -12 -9 -15 -8 -16 21 -19 20 26 22 24 -24 25 28 -20 -28 29 -1
right_child=1 2 -4 6 5 -7 8 13 10 -11 11 -13 -14 14 16 -17 -18 18 19 -21 -22 -23 23 -25 -26 -27 27 -29 -30 -31
leaf_value=0.0029027852595516226 -0.027515946091108048 -0.017545671846503422 -0.0001880567592986027 0.01624896764985934 0.0008967405261491873 -0.023917380279597354 -0.012527082830814029 0.014505802053770795 0.018155112419011722 -0.027518221297793129 0.0095842667972053756 0.003947188701515743 -0.026614608206926158 -0.01609867561584712 0.011219213217577708 0.010031910775557401 -0.0044925692651957396 -0.035067064341328821 0.0066715221324405837 0.0074282663606179957 -0.035460277047282281 0.01410941615620312 0.0028601414230568114 -0.032901310203403193 0.01586828677306763 -0.014835714764157491 0.026940440809974778 -0.027654469230573697 0.011096788413783955 -0.013198238159253573
leaf_weight=32.315226017148234 2.4347055344842365 2.6006917394697657 120.6387389722513 16.208608515560627 3.6216269396245471 4.2591325230896473 4.5448156706988794 7.1400179043412235 6.9932128936052314 4.4401640724390736 3.1786034023389202 30.682660633698106 4.9983386043459177 5.7239290252327946 6.6908450573682812 5.1729888319969177 8.3302485346794075 2.6496737319976118 6.0258173448964971 10.431917620822786 2.7778536030091336 7.4447621386498204 4.9979951307177526 3.2995385974645615 6.2669050469994536 4.8666658736765376 0.49045857973396811 2.2306670430116355 11.213337384164332 7.6944978213869026
leaf_count=268 56 75 1396 70 17 41 25 28 33 43 17 163 47 31 23 19 37 22 46 51 40 29 20 20 21 35 3 85 41 98
internal_value=0.000379872 -0.00107668 -0.00055435 0.0012325 -0.000597884 -0.012514 0.00317685 0.0070858 0.000304693 -0.00898602 0.00317338 0.000477257 -0.0125431 0.00175957 -0.00262742 -0.000518463 0.00250593 0.000316459 -0.00496627 -0.0013338 -0.00926496 0.00198087 0.0007029 -0.0113605 0.00230813 0.000793049 -0.000945858 -0.0178142 0.00227793 -0.000193694
internal_weight=340.365 125.674 123.239 214.691 110.586 7.88076 104.104 44.0936 60.0108 14.158 45.8528 38.8596 8.17694 27.885 20.745 9.7178 15.0211 102.705 24.6064 21.9567 11.5248 78.0989 70.6542 8.29753 62.3566 56.0897 8.74694 2.72113 51.2231 40.0097
internal_count=2900 1527 1471 1373 837 58 536 189 347 87 260 227 64 119 91 44 60 779 247 225 174 532 503 40 463 442 134 88 407 366
is_linear=0
shrinkage=0.02422


Tree=277
num_leaves=31
num_cat=0
split_feature=1 0 3 0 1 4 2 4 3 2 3 2 4 4 0 0 4 1 0 3 3 1 3 2 3 2 0 2 3 2
split_gain=0.639376 3.10187 1.82123 1.39012 1.36075 1.64667 1.62466 1.54833 1.85653 0.89357 0.791722 1.80136 0.782127 3.31311 1.77179 1.12013 2.63775 1.79675 1.01951 1.03046 2.50415 3.11974 2.38936 8.68008 3.27817 3.07197 2.44806 2.21156 2.7233 2.70971
threshold=87.33187390945001 110.50907145210002 0.07870000000000002 113.28087178455002 86.858705278550005 49.110028829250005 -0.21094499999999999 48.852845034800005 -0.52484999999999993 0.68694500000000025 -0.5582649999999999 -0.088099999999999998 45.90502654165001 47.480720532750006 97.32487278035002 103.44649194340002 40.742467179200005 82.204984254750016 75.994645973400011 0.088165000000000021 0.08708500000000001 75.28220456885002 0.084365000000000009 -0.09715 0.083905000000000021 0.049235000000000008 86.162394622750014 -0.24103499999999997 0.076825000000000018 -0.26138499999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 -3 5 7 -7 8 -1 12 -5 -12 15 -14 -15 18 -17 -18 -10 20 22 -22 24 -24 27 26 -25 28 29 -20
right_child=1 2 -4 10 -6 6 -8 -9 9 -11 11 -13 13 14 -16 16 17 -19 19 -21 21 -23 23 25 -26 -27 -28 -29 -30 -31
leaf_value=-0.018751011620073175 -0.02340765673969249 0.018236888012591001 -0.022421538097409644 0.02513614677984485 0.014559333837703 -0.0024797464352198321 -0.023535159059633621 0.011102942640648317 -0.0088164367418951152 0.010093700225598757 -0.026039721034289549 0.0077979758202293206 -0.021767330181949793 -0.0056882671741439175 0.014732312658880751 -0.02394462534704931 -0.014501576379167571 0.0081281079797425361 0.010621585196095112 -0.00022322974115090044 0.0035392959274180864 0.022224480496974702 0.010210017773551346 -0.0082190116189975841 0.023886191301731342 6.9309365912021261e-05 -0.030414994262081357 0.0031095491237810575 -0.033033477078572522 -0.017148196887653559
leaf_weight=2.2869009347632518 2.9359260378405434 2.7723309411667287 1.1220192926120942 0.42276383703574572 3.0760364150628439 4.9335964601486921 2.5027723265811792 6.1965561732649794 4.8834987906739107 4.3359475638717404 1.2042367699323226 1.7468631744850422 3.6750619709491712 4.7059523491188884 3.2579308031126857 2.8026444178540242 2.4064347501844168 4.6840664679184556 3.4109991434961553 147.33925908897072 12.368335775099697 6.0189104340970507 10.012031846679749 3.546957631595431 3.2165521869901559 3.89433814655058 6.1642031297087669 76.39887323230505 1.6469923239201305 2.9856278700754033
leaf_count=74 127 25 174 2 20 37 95 26 162 29 78 44 64 33 18 115 22 42 32 906 66 19 44 25 13 40 50 459 18 41
internal_value=0.000304718 -0.00494223 0.00251671 0.00706931 0.000468576 0.000334665 -0.00956612 0.000567483 0.000356919 0.000498908 -0.00210718 -0.00600996 0.000361796 -0.00504927 0.00266555 0.00057764 -0.00646233 0.000447853 0.000824716 0.000994688 0.00237863 0.00965573 0.00117617 -0.00483301 0.00279519 -0.0159029 -0.022308 0.0019918 -0.0086247 -0.00233997
internal_weight=336.955 10.2041 7.26821 6.14619 326.75 323.674 7.43637 316.238 310.042 307.755 3.37386 2.9511 303.419 11.6389 7.96388 291.78 9.89315 7.0905 281.887 277.003 129.664 18.3872 111.277 23.6175 87.659 13.6055 9.71116 84.4425 8.04362 6.39663
internal_count=2900 450 323 149 2450 2430 132 2298 2272 2198 124 122 2169 115 51 2054 179 64 1875 1713 807 85 722 159 563 115 75 550 91 73
is_linear=0
shrinkage=0.021286


Tree=278
num_leaves=31
num_cat=0
split_feature=0 1 4 4 4 4 4 0 4 4 3 1 1 0 1 3 1 1 0 0 1 3 3 0 0 4 4 4 3 2
split_gain=3.062 5.10722 2.96763 2.69666 5.96253 2.48732 3.35445 2.54322 3.30781 3.18153 2.8623 2.42041 3.89812 4.46451 7.02129 6.48244 5.42532 2.83998 4.04156 3.6612 2.79684 2.74923 3.81137 2.68021 3.36587 3.29547 4.83828 3.08131 4.09236 2.49039
threshold=98.851916998450022 77.898074329750017 36.735256530150004 40.259171735100004 41.468518788800004 48.988717865950008 48.852845034800005 84.95796538030001 44.527357125550004 45.027406014450008 0.099780000000000021 75.403185184700007 71.090898343450007 96.055920542800024 72.953999827850012 -0.059734999999999996 74.986474174450009 70.865067860500019 94.047642319350018 94.776214472700005 75.645146416450004 0.083905000000000021 0.092425000000000021 87.181320254150009 86.866770652900016 39.468990633150007 40.12915366295001 40.621691032550004 0.10500500000000003 -0.10710499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 3 -3 -2 -5 6 7 10 11 -10 -1 12 17 15 -15 -14 -16 18 23 29 -13 -22 -23 24 25 -9 -27 -28 -29 -20
right_child=1 2 -4 4 -6 -7 -8 8 9 -11 -12 20 13 14 16 -17 -18 -19 19 -21 21 22 -24 -25 -26 26 27 28 -30 -31
leaf_value=-0.0010768152700514834 -0.0040430500805718429 -0.0023863355098430886 0.00013607895106754067 0.0024681406122573643 -0.0029877446238811851 -0.0015386510288447018 0.002902616780314061 0.0019399594926003936 -0.0044518598519793836 -0.00040958022331460199 0.0010618870134893549 0.0028215592961106247 0.00087318673186542804 0.002146258569423787 -0.0046365085298659941 -0.0039346826211848086 0.00030184852363742684 0.0030149457197174139 0.0001075659992131737 0.00054527010753491071 -0.0017998284804689954 0.0028441318738622562 -0.001119423669798458 0.0010172392848830287 -0.0024343477646907303 -0.0023792219916306677 0.0020767399045556341 0.00048799244373071995 -0.0016482184206834136 -0.0041971553067873309
leaf_weight=23.766484228894114 4.7126656267791978 4.9158441468607625 70.250769003294408 3.0204757899045926 5.6900643585249782 6.9846527716144911 5.0096439793705931 11.773422278463839 2.3069476764649144 11.373241036199031 8.3224798180162889 9.0626526251435298 4.3863482922315615 9.8024804741144198 3.6599137224256975 7.461074585095048 5.461093682795763 4.5201786793768397 1.8882093131542204 5.7860310152173042 3.5564875397831193 6.5589536884799582 3.7596053890883923 86.54786691442132 4.3603404611349097 6.7596639171242705 9.3709599003195745 56.797340847551823 10.46035618521273 4.4287834893912059
leaf_count=355 67 181 703 8 71 77 14 40 36 107 39 27 20 36 34 90 25 14 12 32 34 23 23 355 24 36 30 265 73 49
internal_value=0.000168005 -0.000347334 -2.88852e-05 -0.00213057 -0.00109586 0.000313322 0.000355432 0.000313203 0.00041245 -0.00109125 -0.000522129 0.000492679 0.000397098 -0.000643757 0.000302157 -0.00215463 -0.00167973 0.000555111 0.000499004 -0.00125838 0.00146552 0.000579809 0.0014 0.000613314 0.000262046 0.000385596 0.000166139 0.000390673 0.000155755 -0.00291043
internal_weight=402.755 88.5898 75.1666 13.4232 8.71054 314.165 307.181 302.171 270.082 13.6802 32.089 256.402 233.464 30.7709 18.9235 11.8474 9.12101 202.693 198.173 12.103 22.9377 13.875 10.3186 186.07 99.5221 95.1617 83.3883 76.6287 67.2577 6.31699
internal_count=2900 1030 884 146 79 1870 1793 1779 1385 143 394 1242 1135 205 95 110 59 930 916 93 107 80 46 823 468 444 404 368 338 61
is_linear=0
shrinkage=0.00313851


Tree=279
num_leaves=31
num_cat=0
split_feature=1 0 3 1 1 4 1 0 0 0 1 0 3 4 2 4 4 1 1 1 3 2 2 0 1 0 1 4 2 2
split_gain=0.667001 3.38462 4.64741 2.90319 7.10083 1.7815 1.88522 2.45421 1.65036 2.062 1.97776 1.75941 1.93618 3.3627 1.64692 1.63137 1.85212 1.81933 1.59231 1.9137 3.04953 1.54954 3.29741 3.04944 2.56673 2.37441 4.66186 1.56049 1.55075 2.63718
threshold=71.090898343450007 96.055920542800024 0.082775000000000029 72.953999827850012 74.986474174450009 38.238138001450004 77.52437864960001 101.23657936015002 98.615332683000005 99.515966156650009 77.172190634500012 100.37896121655002 0.09660500000000001 42.027086531450003 -0.096499999999999989 43.968221017800005 45.90502654165001 74.188002109750016 70.865067860500019 70.343506983200015 0.08494500000000002 -0.078219999999999998 -0.08459499999999999 101.99741301110002 81.320481529800006 102.21786657775002 80.677940036650014 42.508878681700004 -0.088944999999999996 -0.156745
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=18 2 15 14 -5 6 -6 -8 -7 -10 -11 -12 21 -14 -3 -2 -17 -18 19 -1 -21 22 25 -23 -25 -13 -27 -26 29 -28
right_child=1 3 -4 4 5 8 7 -9 9 10 11 12 13 -15 -16 16 17 -19 -20 20 -22 23 -24 24 27 26 28 -29 -30 -31
leaf_value=0.0011398098988285046 -0.01243007983228093 0.024678443270761057 -0.028030882696476193 -0.031794941132234432 -0.029199072423553581 0.007352442823227414 0.014552256106380746 -0.013678994220080499 -0.018634381404855106 -0.020333622874375016 0.01386490925764069 0.015793400419082056 -0.028420133480868894 0.012099858568872952 0.0047850325053783224 0.018586212099478742 0.01866211891011587 -0.02983898016852813 0.015003529392204116 0.012389843842238813 -0.027703521825204948 -0.012350780614804721 -0.027399970393447572 0.022549328682778008 -0.016119487197960095 -0.031653020274776844 0.003835910911133061 0.0088907014737925633 0.016478849507851119 -0.026585166330005773
leaf_weight=211.34599960211199 3.8796341237612051 3.834492139518261 5.8004451342858365 3.9286973618436596 2.028984457254408 20.906534677371383 2.6462663044221699 4.7796062913257629 3.227610961534082 2.3581361519172779 5.8228404875844708 4.6243356689810708 3.1416215435019685 1.7717411087360231 5.7590834628790599 3.2138702953234315 0.69540599454194296 1.1116404705680905 4.462589672766625 1.5899297846481193 3.0861687660217285 3.5345187671482696 2.5486727934330693 6.7153477724641544 1.878767605521716 2.6768255252391091 7.8884180724271493 5.1970860143192112 3.25545466621407 1.9698163394350547
leaf_count=1373 40 18 110 54 44 97 20 240 30 24 25 20 46 29 37 24 10 41 23 22 56 27 38 22 65 42 151 79 22 71
internal_value=0.00034003 -0.00111036 -0.0116505 0.000431525 -0.000867101 0.000529961 -0.00910807 -0.00361857 0.00170551 -0.000379898 0.000723781 0.00169695 0.000129513 -0.0138088 0.0127363 -0.000975553 0.0078753 -0.0111743 0.00109781 0.000810544 -0.0140713 0.00182932 -0.002177 0.0071393 0.0121344 0.000971934 -0.00336861 0.00225004 0.00240493 -0.00224266
internal_weight=335.681 115.196 14.701 100.495 90.9013 86.9726 9.45486 7.42587 77.5177 56.6112 53.3836 51.0254 45.2026 4.91336 9.59358 8.90055 5.02092 1.80705 220.485 216.022 4.6761 40.2892 22.9635 17.3257 13.7912 20.4149 15.7905 7.07585 13.1137 9.85823
internal_count=2900 1426 225 1201 1146 1092 304 260 788 691 661 637 612 75 55 115 75 51 1474 1451 78 537 344 193 166 306 286 144 244 222
is_linear=0
shrinkage=0.0235187


Tree=280
num_leaves=31
num_cat=0
split_feature=1 1 0 1 4 0 1 3 3 3 2 4 3 3 1 0 4 0 1 1 3 1 1 4 3 3 3 4 0 3
split_gain=2.67902 3.42824 2.71473 2.59599 2.31328 2.08955 3.57556 1.80879 2.80494 2.5427 1.80205 1.78335 1.87977 3.91301 1.78281 3.23592 2.28525 2.06409 1.95545 3.39996 4.82455 3.70701 2.97932 1.78324 1.64306 2.78213 2.05532 3.18607 1.68341 2.10668
threshold=70.343506983200015 70.73871032835001 85.716110573100011 62.00390986255001 38.238138001450004 94.964406541850011 71.464594023550021 0.094165000000000013 -0.22253999999999999 0.094625000000000029 -0.026349999999999998 40.421032462050007 0.091705000000000023 -0.17732499999999998 87.33187390945001 110.50907145210002 45.027406014450008 113.28087178455002 74.986474174450009 72.496961945650014 -0.21013499999999999 71.787208999250012 71.090898343450007 43.633733172900008 -0.04931 -0.11050499999999999 0.083905000000000021 35.131296350900008 71.144667506050013 -0.15959999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 24 5 -3 -7 8 -8 -9 -11 -5 13 -13 18 -16 -17 -18 19 21 -21 22 -6 -24 25 28 -26 -28 29 -1
right_child=1 4 -4 11 14 6 7 9 -10 10 -12 12 -14 -15 15 16 17 -19 -20 20 -22 -23 23 -25 26 -27 27 -29 -30 -31
leaf_value=-0.0044935700707926197 -0.0040396290282959588 -0.0044514209924998811 0.00065263337116928087 -0.0043475120752142554 0.0011396308163762426 0.0026889794932414136 0.00015976714543462602 0.0041517496425468332 -0.004178795890461209 -0.0039952698316267458 0.00017633276512575802 0.0015743861901486714 0.0008101192464427129 -0.0042972118235708318 -0.0039585666590021412 -0.0038621520268044859 0.0035374715601940616 -0.00054525233619868356 0.00048918759835864223 0.002094596219772542 -0.0045504879114581153 0.0022591389847723201 -0.0035099644487977142 -0.0001879474842714519 0.0021029848456189369 -0.0032733469484951022 0.0030022985228019571 -0.00044114064886188666 0.00070945576167575188 0.0021532159726777504
leaf_weight=1.8718672986142322 2.7994941594079128 2.1909900214523104 174.62257301062346 2.4004535693675271 5.3068381585180822 3.0168703906238106 2.8563797813840237 1.3431333173066367 5.2290058175567493 1.9359292881563304 3.8102556392550468 2.1733311684802166 4.2812839262187481 3.9904437614604822 3.6821732302196315 1.537464032182468 2.3727448172867298 4.3481768975034356 82.543035885319114 1.8595332168042658 4.9863551622256628 6.7416343428194514 5.1847670273855311 3.2642724346369505 8.5633184872567636 4.055556571576747 3.9578419383615282 21.031162531115115 10.397390757687388 0.86394922714680511
leaf_count=76 56 33 798 39 31 14 58 6 171 65 36 12 32 64 106 116 10 99 533 12 67 32 55 27 34 75 18 130 76 19
internal_value=0.000196135 -0.000181175 0.00042582 -0.000197057 -0.000105219 -0.00120307 -0.000811839 -0.00150783 -0.00264608 -0.000209658 -0.00122911 -0.00161097 -0.000982069 -0.0022269 7.84599e-05 -0.00121363 1.02616e-05 0.000896107 0.000218862 -0.000597187 -0.0027455 0.00012032 -0.000927896 -0.00222651 0.000160887 -0.000724302 0.000614367 0.000104243 6.28476e-05 -0.00239457
internal_weight=383.218 145.009 238.209 63.5866 142.21 20.3826 18.1916 15.1747 8.08539 7.08932 5.74618 12.8455 10.4451 6.16377 121.827 11.9406 8.25839 6.72092 109.886 27.3434 6.84589 20.4975 13.7559 8.44904 50.7411 17.1888 33.5523 24.989 13.1332 2.73582
internal_count=2900 1527 1373 575 1471 383 350 336 229 107 101 147 108 76 1088 331 225 109 757 224 79 145 113 82 428 246 182 148 171 95
is_linear=0
shrinkage=0.00352088


Tree=281
num_leaves=31
num_cat=0
split_feature=0 3 2 2 4 2 2 3 2 2 0 2 0 1 2 0 0 3 2 3 3 3 1 4 3 2 2 4 4 0
split_gain=2.47075 4.16485 4.0013 4.09182 2.31239 3.3813 3.84649 3.04463 3.12496 4.37845 2.66421 2.50744 3.27438 3.01501 2.90784 2.81624 3.84971 7.05692 6.31482 2.80839 2.50054 4.4708 2.78492 2.45031 2.83109 2.23032 3.39757 2.2016 2.14825 5.53343
threshold=104.3578792496 0.075065000000000021 -0.088944999999999996 -0.085734999999999992 42.178283198950005 -0.072569999999999982 -0.031989999999999998 0.12424000000000003 0.11970500000000002 0.06041500000000001 75.309089150100007 -0.067574999999999996 84.280473931450004 81.320481529800006 -0.085734999999999992 86.162394622750014 87.181320254150009 0.09117500000000002 -0.073724999999999999 -0.22831499999999999 -0.082159999999999997 0.083290000000000017 62.068432857650002 42.686561923500008 0.10211000000000002 -0.053019999999999991 -0.042409999999999996 41.24714903835001 35.337501601400007 85.678472159250006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 -3 -4 10 -6 -7 8 9 23 27 14 -13 25 19 -16 -17 -18 -19 -12 -21 22 -22 -8 -25 -14 -27 -1 -23 -30
right_child=1 2 3 -5 5 6 7 -9 -10 -11 11 12 13 -15 15 16 17 18 -20 20 21 28 -24 24 -26 26 -28 -29 29 -31
leaf_value=-0.0040272408400839465 0.00064917436814774143 -0.0040963071942854553 0.0034359165758693494 -0.001910657666169098 0.0002221056803040395 -0.0039635080588369493 -0.0037982185278700549 0.0030826192465917895 -0.0033644471682034529 0.0027512871639168886 -0.0015755523925635318 -0.002050393932403746 0.0023599105953441227 -0.0019427403592902947 0.0010880774729669833 -0.0047717949106671738 0.0012431038156988819 -0.0059032740196054033 0.001171188525033146 0.0026351659891840499 0.00080055308012295272 0.0023784006181574993 -0.0034403880138964811 -0.0016065679186784677 0.0031575009937558373 -0.0019858173640174091 0.0011563925104383676 0.0018417331000644666 -0.0032423742094912292 0.00083771308152696586
leaf_weight=2.9652421195060006 14.336951139150189 6.9496677930001196 2.5355525026097894 7.0705965375527722 96.826637825462967 5.2810770757496384 3.7539964891038933 2.6580051779747 5.5029746224172404 4.638711240142583 7.8221611455082884 4.490325901657342 18.426571168005466 4.0683197700418523 7.5103764869272736 3.8103642165660885 9.7928089890629071 4.750400339253253 2.5165907442569662 7.7914720028638831 3.1291167736053449 9.5868336055427772 5.6897702179849148 5.7748455749824625 2.2639147266745567 4.7826113626360884 72.475849682465196 1.1591045628301797 4.6637620739638797 61.257104637101293
leaf_count=74 192 243 16 187 650 46 48 13 87 23 55 40 70 47 30 24 47 45 12 35 15 49 54 73 9 25 333 26 36 296
internal_value=0.000204805 -0.000775532 -0.00200929 -0.000499424 0.000288146 -0.000105542 -0.00116752 -0.000567096 -0.00100937 -0.00022064 0.000498888 0.000549905 0.000965887 0.00110166 0.000211974 -0.000808034 -0.00149037 -0.000757455 -0.00345336 0.000501631 0.000678014 0.000497181 -0.00193562 -0.00138966 -0.000264888 0.0012311 0.000961877 -0.00237783 0.000781318 0.000549056
internal_weight=394.282 30.8928 16.5558 9.60615 363.389 126.7 29.8735 24.5924 21.9344 16.4315 236.689 232.564 104.244 99.7534 128.321 28.3805 20.8702 17.0598 7.26699 99.9402 92.1181 84.3266 8.81889 11.7928 8.03876 95.685 77.2585 4.12435 75.5077 65.9209
internal_count=2900 638 446 203 2262 949 299 253 240 153 1313 1213 515 475 698 158 128 104 57 540 485 450 69 130 82 428 358 100 381 332
is_linear=0
shrinkage=0.00361083


Tree=282
num_leaves=31
num_cat=0
split_feature=0 1 2 2 3 0 2 2 3 2 1 2 4 4 4 1 0 1 2 0 2 0 4 0 0 0 1 2 1 2
split_gain=0.706397 0.83072 0.882383 1.10348 1.02313 1.07404 0.619547 2.83212 1.94862 1.83161 1.92506 1.31313 0.978505 0.677751 1.35553 1.88652 2.89934 2.75416 3.10803 2.27136 1.74261 1.26246 1.22506 1.17625 0.971329 3.19424 2.53523 1.95529 2.73538 1.90682
threshold=114.06859001680002 89.264875305300009 -0.012769999999999998 -0.046474999999999995 -0.397505 116.55541378745001 -0.59309999999999985 -0.5422499999999999 0.091705000000000023 -0.58180999999999994 75.18810853425002 -0.62958999999999998 40.21994457600001 42.599563320500003 43.19689381845 62.197478847950002 89.057864029250013 62.106071271500007 -0.082885 94.30842275800002 -0.08725999999999999 97.550703263350016 43.245737185650007 108.95245419455001 91.144107538500023 93.910530954700008 62.197478847950002 -0.15895000000000001 82.570614560500005 -0.09715
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 -2 3 4 -3 -6 8 9 -1 10 -8 -10 -12 -9 15 17 -17 18 20 -18 -15 -21 -16 24 26 -26 -24 -27 29 -29
right_child=1 2 -4 -5 5 -7 7 13 11 -11 12 -13 -14 14 22 16 19 -19 -20 21 -22 -23 23 -25 25 27 -28 28 -30 -31
leaf_value=-0.013029348643601155 -0.030150032781936897 0.029283682087349841 -0.027270209846620146 0.028988075329383703 0.018196175971039417 -0.028683874810725592 0.015429933279738874 0.0014402548568048588 -0.0011378823859810013 -0.034202447229821832 -0.0030126627332972191 0.01571439703499743 -0.033078039861417566 -0.0094670167049709774 0.018548409687502508 -0.040921477535108455 0.005817506061519935 0.018061953019759887 -0.027230015819222495 -0.036095060084838961 0.016819001000759021 -0.0096799416311818091 -0.0025941646676245788 0.011867697985431297 -0.033923303885565609 0.0067816347590138821 0.012918761397774666 -0.02146420090853355 -0.031749860253448663 0.0022918247773857331
leaf_weight=2.986772784497588 0.9830301629845043 0.4011462498456243 0.79927982209483195 0.76022647391073395 0.43050153926014889 1.1635494978399945 1.6394373327493665 216.26179009873886 4.626098812557756 2.3178069177083662 1.2952474181074651 8.3203660687431675 1.5046344553120432 3.398161243647337 2.3904426330700508 2.0758060328662387 4.2707704855129105 3.9335157927125683 3.270392254926267 1.8349448195658622 3.1020442564040414 3.1788366897962987 22.556915333960205 5.0089613175950936 2.1733224033378091 10.079103580676021 9.6813623516354692 2.7723535331897429 2.519543536938726 10.04236201290041
leaf_count=48 33 2 89 5 17 136 7 1523 28 42 14 39 27 34 11 22 23 17 50 24 12 40 197 44 48 85 77 78 45 83
internal_value=0.000418645 -0.00951841 -0.00381287 0.00299152 -0.0069139 -0.0160231 0.000554774 0.000308251 0.00543329 -0.0159314 -0.00639199 0.00969265 -0.0191696 0.000663894 -0.00115536 -0.00618829 -0.0138291 0.000145721 -0.00706712 -0.00777185 0.00307726 -0.0193474 0.000721152 6.38562e-05 -0.000924443 -0.00441734 0.00206447 -0.00189402 -0.00759647 -0.00284759
internal_weight=335.779 4.53773 3.5547 2.75542 1.9952 1.59405 331.241 315.308 15.9332 6.75713 4.43932 12.9465 2.79988 308.551 92.2888 25.0645 11.3604 13.7041 9.7706 9.28455 6.50021 5.01378 67.2244 64.8339 59.825 27.5867 32.2383 25.4134 15.3343 12.8147
internal_count=2900 282 249 160 155 153 2618 2503 115 90 48 67 41 2413 890 222 109 113 96 87 46 64 668 657 613 339 274 291 206 161
is_linear=0
shrinkage=0.0253575


Tree=283
num_leaves=31
num_cat=0
split_feature=1 4 0 2 2 0 2 2 4 2 2 3 0 0 3 2 4 1 1 4 3 4 1 0 1 0 4 2 4 4
split_gain=2.97915 1.72922 4.63468 3.61256 3.56191 4.92243 3.27154 3.06162 3.29672 3.11129 5.38273 3.2647 3.02972 4.34569 6.63199 4.57421 2.8443 2.79888 3.62917 2.78465 3.28074 2.77697 2.63499 4.46559 4.94269 3.80586 4.10012 2.59589 2.58357 2.37153
threshold=89.912793714750009 42.178283198950005 104.06483731340002 -0.16297999999999999 -0.067574999999999996 84.280473931450004 -0.054494999999999995 -0.085734999999999992 40.259171735100004 -0.13820499999999999 -0.23155499999999998 0.10211000000000002 86.162394622750014 87.181320254150009 0.09117500000000002 -0.074434999999999987 39.788107623550012 82.393176323850014 62.305017173150013 35.461062230100005 0.084365000000000009 38.115457128050004 61.93938686740001 86.20003303655001 63.910026677050006 92.313586825200005 38.238138001450004 -0.26820499999999997 40.496232821400007 42.233786329550007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 -4 7 -6 -7 8 9 10 16 -11 -9 -14 -15 -16 17 18 27 -20 -21 -12 -8 -24 -25 26 -26 -1 -10 -3
right_child=-2 29 3 -5 5 6 22 12 28 11 21 -13 13 14 15 -17 -18 -19 19 20 -22 -23 23 24 25 -27 -28 -29 -30 -31
leaf_value=0.0023165923455246585 -0.0014168970412448121 -0.0024780067176567817 0.00098760745899328949 -0.0029501061457409545 -0.0016363481603757588 0.0018666385993440133 0.0018814866265357874 0.00073748625397744149 0.0025244255266364257 0.00093487979668586756 -0.0014329998334210562 -0.001339182856746198 -0.0035834629547807605 0.00079060111093710037 -0.0042220126980267881 -0.00014961742912606278 0.0017612830985317728 0.0020170021577588619 1.8670748814659265e-05 -0.00030130533010047151 -0.0041097231666642683 -0.0047419389449273345 -0.0013006447487657734 0.002039338300207463 0.00076708875262034904 0.00065026024137296258 -0.0026646935450517504 -0.0010359978810390632 0.00059820950893247336 7.0383390955112658e-06
leaf_weight=3.0523836128413677 7.6520588970743111 2.5355113632977 2.1962483120150864 4.837673627305775 5.4670390002429476 16.915244482457638 9.8370095789432508 7.5130574544891742 5.0990338325500479 22.32786978408695 4.7576961489394298 5.011572139337658 3.8693785443902042 9.6514172926545161 4.066065385937697 3.1919144876301218 4.4658430702984324 2.4729289626702657 3.4394413866102678 2.2242358215153217 4.304560337215662 2.5127733387053013 8.1436170525848848 14.054473370313643 4.036649249494074 44.644482617266476 5.1198932565748692 2.9390938589349451 39.376178581267595 137.90537978941575
leaf_count=11 360 20 39 127 75 61 31 30 17 101 68 35 24 47 39 18 19 12 23 23 48 25 42 51 17 225 40 39 181 1052
internal_value=0.000156329 0.000187519 0.000316416 -0.00172061 0.000376494 0.000717907 0.000843169 9.28857e-05 0.000298478 -0.000104115 -0.000667904 0.000518023 -0.000648213 -0.00114924 -0.000592222 -0.00243105 -6.18713e-05 -0.000503583 -0.000894143 -0.00183548 -0.00281227 -0.00257661 0.00064148 0.000480978 0.000694798 0.000343563 -0.0011518 0.000671993 0.000819048 -3.78265e-05
internal_weight=393.621 385.969 245.528 7.03392 238.494 108.218 102.751 130.275 101.984 57.5084 30.169 27.3394 28.2918 20.7788 16.9094 7.25798 22.8985 18.4326 15.9597 9.96824 6.5288 7.27047 85.8361 75.9991 67.8555 53.801 9.15654 5.99148 44.4752 140.441
internal_count=2900 2540 1468 166 1302 542 467 760 602 404 268 136 158 128 104 57 175 156 144 94 71 93 406 375 333 282 57 50 198 1072
is_linear=0
shrinkage=0.00254622


Tree=284
num_leaves=31
num_cat=0
split_feature=1 2 2 2 2 2 2 4 3 2 2 1 2 0 4 1 4 4 4 2 3 3 3 2 3 4 4 3 3 4
split_gain=0.722106 0.945646 1.13089 0.592093 0.954722 0.557775 0.680821 3.03601 0.818902 0.550187 2.46214 1.59011 2.06378 2.05238 1.17982 2.73212 1.49016 1.93392 0.806487 2.84195 1.63614 2.20259 1.7398 1.42384 1.30457 1.37436 1.91595 3.02973 2.36146 1.55791
threshold=89.912793714750009 -0.088944999999999996 -0.022239999999999999 -0.046474999999999995 -0.087910000000000002 0.68694500000000025 0.27148500000000009 38.938637541200009 0.094415000000000013 -0.59309999999999985 -0.50001499999999999 75.551050381850018 -0.58180999999999994 91.410264893400026 39.945535567850008 77.656113098000006 41.061442884200012 42.871500973550006 42.622319549950006 -0.24103499999999997 0.083415000000000031 0.082055000000000017 0.08079500000000002 -0.14739999999999998 0.094415000000000013 42.988308018450006 43.673409002000007 0.085715000000000027 0.08594000000000003 43.368902217050007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 3 4 -3 6 9 8 -8 14 11 12 -11 -14 15 -1 -16 -18 -12 -20 21 22 -21 -22 25 -25 28 -28 -27 -30
right_child=1 2 -4 -5 -6 -7 7 -9 -10 10 18 -13 13 -15 16 -17 17 -19 19 20 23 -23 -24 24 -26 26 27 -29 29 -31
leaf_value=-0.025173663131114271 -0.024530030463985403 0.013547137877945075 -0.024009896645109625 0.023847153109633572 -0.024337201653240242 0.0085275144872751091 -0.0072164612532751252 -0.033423035370186559 0.013288691943616168 0.010046102385507957 0.0014562246282473173 -0.028055066847998671 -0.035629075829227405 -0.0017563617713130062 0.019965854295977144 0.013225095953496281 -0.0090640980036609097 0.013898242290668024 -0.0271430101750736 0.0012888919315512059 0.010836314233279487 0.013533963532216765 -0.020272749010376838 -0.018326556889062429 0.001170928330148922 0.014883873027839558 -0.035675516344154987 -0.0044549044758384069 -0.01567399303454553 0.00672107093051899
leaf_weight=1.9865653607994311 1.3969198412378316 0.89478173875249933 0.86580527079058711 0.73992224689573083 0.5826528222532944 4.5281608463264993 2.0305214230902484 1.69012677622959 2.1033989442512393 2.5967875607311726 207.1612204745179 2.3215103261172771 1.6811410025693461 2.1785470247268677 3.9307352975010854 1.9456199882552025 3.8405601000413299 3.9434629278257489 2.1800146581372237 37.546990636503324 3.1393986269831649 7.8056854568421832 2.095982624217867 5.6178416777402189 11.172864646185188 4.0210814611054975 2.3926203208975485 5.3041730616241693 4.3807571157813072 2.6412595007568598
leaf_count=20 184 8 110 10 48 36 36 30 13 12 1372 52 30 21 13 21 25 25 95 378 16 34 19 55 79 19 36 44 43 16
internal_value=0.000375031 -0.0088096 -0.00168699 0.00702937 -0.00139323 0.000499632 0.000388025 -0.00741596 0.00321686 0.000530109 0.00031349 -0.0117073 -0.00582922 -0.0165101 0.00474204 -0.0061742 0.00840619 0.00256885 0.000670622 -0.00117251 -0.000515094 0.00235085 0.000148896 -0.00403165 -0.00534534 -0.00833435 -0.00533889 -0.0141601 0.00080932 -0.00725032
internal_weight=334.717 4.48008 3.08316 2.21736 1.47743 330.237 325.709 5.82405 4.13392 319.885 304.238 8.77799 6.45648 3.85969 15.6469 3.93219 11.7148 7.78402 295.46 88.2987 86.1187 47.4487 39.643 38.67 35.5306 24.3577 18.7399 7.69679 11.0431 7.02202
internal_count=2900 360 176 66 56 2540 2504 79 49 2425 2321 115 63 51 104 41 63 50 2206 834 739 431 397 308 292 213 158 80 78 59
is_linear=0
shrinkage=0.0230319


Tree=285
num_leaves=31
num_cat=0
split_feature=1 0 4 0 0 2 2 2 3 2 3 2 0 1 0 4 1 3 0 4 0 1 1 2 1 3 3 2 1 2
split_gain=2.41752 1.78416 2.22294 1.90678 3.24515 4.76628 2.23076 3.11082 3.57338 2.51127 5.77323 2.44178 2.21512 2.92929 2.59209 2.47394 2.22345 2.97731 2.5497 2.31425 4.24102 6.44107 4.80192 2.61143 2.1804 2.15436 2.21865 2.1119 8.08879 2.0917
threshold=89.912793714750009 75.994645973400011 44.921040431000009 93.972365491700018 94.614906984850009 -0.14739999999999998 0.68694500000000025 0.25828500000000004 0.10236000000000002 0.06041500000000001 0.076825000000000018 0.072320000000000023 87.181320254150009 64.434276012450013 86.866770652900016 41.495754733000005 70.182199495350019 -0.16319499999999998 93.867515624600017 37.797539186950011 90.337570099350003 66.697957758300021 67.649671936450019 -0.081169999999999992 68.961639504150014 0.12064000000000002 0.25847000000000003 -0.0039949999999999994 71.429644067900014 -0.053019999999999991
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 12 5 -5 7 9 -9 27 -11 -12 14 15 25 -14 18 -18 19 23 -21 -22 -23 -15 -24 -3 -27 29 -29 -6
right_child=-2 3 -4 4 6 -7 -8 8 -10 10 11 -13 13 16 -16 -17 17 -19 -20 20 21 22 24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.0022421475920442052 -0.0016352626522213455 0.00038554364197917855 0.00025168479500862454 0.00099294315460827045 -0.00012957783421059933 -0.0036085358828142522 0.0022196795327191362 -0.0044250414935239043 0.0014190774007988597 -0.0025859472769529913 0.0038067800718532109 0.0010841738535323398 0.0027323648189363555 -0.00011104223422625723 -0.0022990599170726613 0.00088664132345197373 0.0014925856034679677 -0.0041810628961800851 0.0027310056260031793 -0.0032504076006165724 0.0025089760606648534 -0.0038987681458150466 0.00155347399948809 0.0022232282127482607 -0.0012537862133384463 -0.0030548562265770396 9.4352867211511756e-05 0.0033831658707004662 -0.0042443577723302083 0.0012669065871487527
leaf_weight=6.902469494380056 7.6378321482334277 113.85220982600003 8.3264681324362737 3.8920694841071963 88.893973413389176 6.1047976501286012 5.0520968949422231 3.3461783644743255 1.6491457037627695 3.3944254610687521 5.5898540616035453 9.2065007630735618 12.848158948123457 9.1023336574435252 4.3252778835594645 19.016091801226139 1.6283000390976665 2.4398629902862004 5.2582615073770276 4.2212468124926117 8.7804644182324427 4.2834246587008229 5.7325858641415817 11.395577006042002 5.9568513333797455 4.0243913270533067 5.7183032892644405 2.1499587818980208 4.6278271749615669 12.978194335475562
leaf_count=191 360 586 51 40 717 71 27 63 8 29 16 56 51 39 24 71 14 66 17 28 41 42 29 38 28 35 28 8 64 62
internal_value=0.000174778 0.000211092 -0.000878637 0.000256501 -2.98157e-05 -0.00181705 0.000100705 1.95035e-05 -0.00249568 0.000118558 0.00123596 0.00211274 0.000448902 0.000837451 0.000173519 0.00163087 0.000407485 -0.00191016 0.000579756 0.000351107 -0.000240006 0.000273365 -0.000955575 0.00118667 0.000122915 0.000260048 -0.00120648 -6.8523e-05 -0.00182486 4.83299e-05
internal_weight=388.335 380.697 15.2289 365.468 146.885 9.99687 136.888 131.836 4.99532 126.841 18.1908 14.7964 218.583 90.6632 127.92 31.8643 58.7989 4.06816 54.7307 49.4725 28.9746 24.7533 15.9729 20.4979 11.6894 123.595 9.74269 108.65 6.77779 101.872
internal_count=2900 2540 242 2298 1161 111 1050 1023 71 952 101 72 1137 464 673 122 342 80 262 245 168 140 99 77 57 649 63 851 72 779
is_linear=0
shrinkage=0.00324939


Tree=286
num_leaves=31
num_cat=0
split_feature=1 2 2 2 2 0 2 0 3 1 3 3 1 1 2 3 3 4 4 0 0 1 4 4 4 1 1 1 4 4
split_gain=0.659551 0.875654 1.0365 0.528393 0.863385 0.514777 1.4485 1.61533 1.04824 1.54632 1.24713 2.92089 0.714256 2.14286 1.33368 0.927507 1.54059 1.07066 2.93076 0.996361 1.66079 3.41472 1.4792 3.98923 0.957743 0.950768 1.11941 4.88431 2.59349 5.44207
threshold=89.912793714750009 -0.088944999999999996 -0.022239999999999999 -0.046474999999999995 -0.087910000000000002 75.994645973400011 -0.16297999999999999 67.542133611250009 -0.25445999999999996 55.788194664950005 -0.1444 -1.0000000180025095e-35 57.960468834350003 59.74022811670001 -0.10001 -0.27223499999999995 -0.49570500000000001 32.785955158400007 30.509590007400003 85.253695774650012 85.613949164150014 61.917879202350001 42.072181850200003 38.175120519550006 43.19689381845 61.86411003975001 63.910026677050006 62.837331883000012 39.530201452500002 40.12915366295001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 3 4 -3 6 8 -8 9 -1 -10 -12 -7 14 -14 16 -15 18 -17 22 21 -21 23 -19 -23 -22 27 28 -27 -30
right_child=1 2 -4 -5 -6 12 7 -9 10 -11 11 -13 13 15 -16 17 -18 19 -20 20 25 24 -24 -25 -26 26 -28 -29 29 -31
leaf_value=0.013528244101271871 -0.027581432000507038 0.014345305055810808 -0.027047538767663172 0.02602411199614638 -0.027386591662093777 0.0094095961114972031 0.018322015395046791 -0.029061586126524899 0.015758045795617522 -0.034728002448667014 -0.031146908640349556 0.020115051379854299 -0.0015507001728058522 -0.0008296565608062915 -0.034326994822989572 0.0032443213113514512 -0.032156273935478714 0.015604035538963187 -0.048433180479212842 0.0075966110242423031 -0.012742886693433732 -0.034802880610720656 0.017050240230860846 -0.018869693955011667 -0.0094678612243578163 0.020229393684432995 8.4482414158402989e-05 0.022664438325827631 -0.025315052161657338 0.0023967339821753522
leaf_weight=0.72761742933653195 1.2989419123623518 0.88343571056611847 0.80654175573727016 0.70529963634908233 0.54190746950916957 6.3218541592359534 0.60357700241729562 2.5331414183601737 3.672928479500114 1.178647893015295 1.5869509500917038 1.4331680368632087 1.4996880320832136 3.5339832240715623 1.9152625491842616 2.285462864558212 1.5214963001199056 5.3152082869783026 1.1020289578009395 3.7487891390919668 3.3029611557722083 2.9349606949836016 6.4888810473494223 3.9748929338529706 1.5420844480395315 4.8633637204766265 177.34443536447361 8.2969189360737783 5.1209840625524512 76.879038080573082
leaf_count=18 184 8 110 10 48 33 12 100 16 39 45 12 16 39 25 56 32 30 26 16 19 44 44 37 14 17 1422 34 29 365
internal_value=0.000419263 -0.00978599 -0.00191613 0.00759722 -0.00152093 0.000550373 -0.00480309 -0.0199439 0.000719721 -0.0163087 0.00556963 -0.00682105 0.000747952 0.000572261 -0.0199332 0.000799426 -0.0102577 0.00098379 -0.0135676 0.0011482 0.000794535 -0.0107305 0.00751447 0.000853993 -0.0260764 0.00113826 0.00130651 0.00358394 0.00176143 0.000666105
internal_weight=333.964 4.23613 2.93718 2.13064 1.42534 329.728 11.736 3.13672 8.59931 1.90627 6.69305 3.02012 317.992 311.67 3.41495 308.255 5.05548 303.2 3.38749 299.813 284.034 8.22583 15.779 9.2901 4.47705 275.808 272.505 95.1603 86.8634 82
internal_count=2900 360 176 66 56 2540 242 112 130 57 73 57 2298 2265 41 2224 71 2153 82 2071 1960 74 111 67 58 1886 1867 445 411 394
is_linear=0
shrinkage=0.0260289


Tree=287
num_leaves=31
num_cat=0
split_feature=1 1 0 3 1 4 3 4 1 4 1 0 0 3 1 3 2 4 3 3 4 1 0 2 2 4 0 1 3 3
split_gain=2.49999 3.69499 3.15448 2.9518 2.72607 3.71365 3.94643 2.74652 2.53128 5.03918 4.25891 3.35672 4.96798 2.46693 2.70842 2.21238 2.17775 2.13506 2.12029 2.70877 3.45559 2.48522 4.98627 2.82864 3.19664 1.8331 2.2293 3.30995 1.95654 3.13381
threshold=70.343506983200015 70.73871032835001 86.530713386650021 0.25847000000000003 64.434276012450013 41.322103772800006 0.08079500000000002 42.131954243650007 66.318885161900013 38.592454371550012 66.697957758300021 92.031298721500022 90.337570099350003 0.12064000000000002 61.93938686740001 0.21240500000000004 -0.094344999999999998 42.207998345450008 -0.04931 -0.101725 39.039757512550004 62.041548276350007 85.678472159250006 -0.10098 -0.082509999999999986 38.238138001450004 94.964406541850011 71.464594023550021 0.094165000000000013 -0.22253999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 13 15 5 -4 -7 -8 9 16 -10 12 -12 18 -15 25 -6 -14 19 -1 -21 -20 -23 -24 -25 26 -3 -28 29 -29
right_child=1 3 4 -5 8 6 7 -9 10 -11 11 -13 17 14 -16 -17 -18 -19 21 20 -22 22 23 24 -26 -27 27 28 -30 -31
leaf_value=-0.00014704650696105488 -0.0039040429303155298 -0.0042572999922487701 0.00256535720750604 -0.0042290322806242016 -0.0011428916166981826 0.0027111607450397718 -0.0018983137749687151 0.00069250673415366458 0.002874418825729857 -0.0036388147019941006 0.0015010137090773791 0.00076021684438157191 -0.005407196477036344 0.00037880095171132899 -0.0034002219566949946 0.0030814829846808173 0.0018532266937476098 -0.0011684609137207328 0.00080083975911820647 0.0013647764217238464 -0.0044926850321880775 -0.0032200306319479471 0.002231413621525727 -0.0028300938789802481 0.00051298249799059 6.5353831172548481e-05 0.0025183885717593025 0.00032411816077840315 5.9503122558393416e-05 -0.003997685910099402
leaf_weight=24.222352015785876 2.9667296400293699 2.1887695565819767 18.923423320055008 1.9452982773073006 5.2350246459245691 7.9652715325355556 6.5644241794943836 16.25921542942524 8.6570708900690061 5.0104843508452168 3.6957432944327575 34.914655631408095 3.1207121126353741 3.9137204289436323 4.8579470235854387 2.5545518090948454 5.8946449160575876 2.4046046398580074 59.461501711979508 1.6316745243966568 3.9080942762084305 5.7729236632585552 6.2647185996174857 4.5908326208591506 11.352636575698844 120.02769323880784 3.1257229186594513 3.033524184953424 6.6241446763742706 5.2123964200727597
leaf_count=250 56 31 70 34 24 26 33 60 33 43 17 163 31 17 41 15 20 16 281 17 63 71 19 29 49 1055 14 58 93 171
internal_value=0.000178053 -0.000169283 0.000387741 -9.27169e-05 0.000783324 0.00138675 0.000662362 -5.26525e-05 0.000348149 -0.000823485 0.000706349 0.000281089 -0.00153308 1.51789e-05 -0.00171411 -3.63567e-05 0.000443953 -0.00356251 0.0001446 -0.000634793 -0.00276744 0.000409875 -0.000420948 0.000306661 -0.000449638 -9.31612e-05 -0.00103577 -0.000643949 -0.00130868 -0.00240777
internal_weight=392.301 147.679 244.622 144.712 118.645 49.7123 30.7889 22.8236 68.9329 16.1402 52.7928 44.1357 9.22106 125.976 8.77167 142.767 11.1297 5.52532 117.205 29.7621 5.53977 87.4426 27.9811 22.2082 15.9435 140.212 20.1846 17.9958 14.8701 8.24592
internal_count=2900 1527 1373 1471 536 189 119 93 347 87 260 227 64 837 58 1437 44 47 779 330 80 449 168 97 78 1422 367 336 322 229
is_linear=0
shrinkage=0.00338066


Tree=288
num_leaves=31
num_cat=0
split_feature=1 1 0 2 2 2 3 3 4 1 4 4 3 3 3 1 4 4 2 2 3 1 0 4 3 0 1 1 0 2
split_gain=1.92288 3.21772 2.76588 2.34671 3.92511 3.13137 4.40899 3.91819 2.93418 4.14781 2.77109 2.61313 2.36955 2.24257 2.02498 2.29239 1.94284 1.71603 3.72411 2.77005 3.64558 2.7149 2.34284 1.97188 1.94689 1.89319 1.66798 3.05263 4.29215 3.33785
threshold=70.343506983200015 70.73871032835001 86.530713386650021 -0.068524999999999989 -0.01762 -0.083794999999999994 0.083185000000000023 0.078935000000000019 38.175120519550006 64.071334164850015 40.982542372850013 42.428475018400007 -0.22831499999999999 0.086785000000000015 0.12064000000000002 61.93938686740001 37.186372654950006 42.207998345450008 -0.071129999999999985 -0.012769999999999998 0.10211000000000002 63.910026677050006 75.309089150100007 41.24714903835001 0.086230000000000015 67.875502419400007 64.221887820150016 61.993156030000002 85.737618238150006 -0.089514999999999997
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 14 5 -5 7 -7 12 -6 -10 -8 13 -4 -11 17 -16 -3 21 26 -20 25 22 23 -1 -23 -21 27 29 -29 -19
right_child=1 16 3 4 8 6 10 -9 9 11 -12 -13 -14 -15 15 -17 -18 18 19 20 -22 24 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.004224131378386578 -0.0043804467623210766 -0.0015291051505262566 -0.0039115047994655577 0.0027497769413346298 0.0023119725127366802 0.001533022921867813 -0.00076960967568081575 0.001265464602321707 0.0018015602933324608 -0.0013995911570001459 -0.0051843690029984438 0.00073743301352540336 6.8568569555897723e-05 -0.0058404055955643816 0.00036923413084409963 -0.0036624266240037917 6.1106133516102221e-05 -0.00048819434481806522 -0.0052051707747310279 0.0022603052595903195 0.0039766884427154493 0.00010564076421393563 0.00090937676620674675 0.0020403178727171488 -0.0056003859835247229 -0.0046148861524567637 0.0023659035096893948 -0.0051799583897420877 -0.0002569396530363531 0.0026625723804340673
leaf_weight=2.4489248972386117 2.627838226966559 12.505990750738418 3.6205894881859422 20.610910348594189 8.9453990310430544 5.1143270358443251 4.1716667562723142 44.229421507567167 7.4332253411412266 3.8280471898615342 4.2395668253302574 3.4969738740473986 5.6867523584514839 2.999415235593915 3.8374901674687845 4.569031773135066 124.22956248745322 13.147439384134483 3.7229478545486927 0.7637997809797511 1.593740180134773 1.7739701671525829 58.255067085847259 1.0668213739991186 1.7633285056799648 2.6383875505998731 4.2392038851976386 3.6828710008412591 9.0671836510300619 7.9969025775790259
leaf_count=74 56 286 41 77 32 18 19 179 35 25 28 25 32 25 17 41 1185 122 45 11 7 20 254 26 20 63 22 45 44 26
internal_value=0.000192535 -0.000165344 0.000404822 0.000833221 0.00148902 0.000370537 -0.00128273 0.00078822 0.000515903 -0.000388864 -0.00299481 -0.00196589 -0.00147969 -0.00335051 -1.58021e-06 -0.00182202 -8.43364e-05 0.000134863 -0.000426737 -0.00269418 -0.000822996 0.000537758 0.000725389 -0.00232324 -0.00273879 -0.00307139 9.16917e-05 -0.000192746 -0.00167896 0.000703442
internal_weight=374.307 139.363 234.943 114.376 47.314 67.0623 13.5256 53.5368 26.7031 17.7577 8.41123 10.3244 9.30734 6.82746 120.567 8.40652 136.736 112.161 46.8525 8.71888 4.99593 65.3081 61.7708 3.51575 3.5373 3.40219 38.1336 33.8944 12.7501 21.1443
internal_count=2900 1527 1373 536 219 317 65 252 142 110 47 75 73 50 837 58 1471 779 385 126 81 394 354 100 40 74 259 237 89 148
is_linear=0
shrinkage=0.00384563


Tree=289
num_leaves=31
num_cat=0
split_feature=0 1 2 2 3 0 2 0 0 2 2 3 0 0 1 4 0 4 0 1 1 2 4 4 3 3 3 2 2 4
split_gain=0.652927 0.778212 0.7456 0.825267 0.933637 0.942047 0.567942 0.65264 2.15735 3.58709 1.96477 1.71615 1.67218 2.19274 1.8454 2.57416 1.727 1.75769 4.25718 6.07834 3.86616 2.31432 2.01085 2.5493 2.55814 1.66456 1.99934 3.10314 3.27001 3.248
threshold=114.06859001680002 89.264875305300009 -0.012769999999999998 -0.046474999999999995 -0.397505 116.55541378745001 0.68694500000000025 93.972365491700018 94.614906984850009 -0.14739999999999998 0.26077000000000011 0.10236000000000002 87.181320254150009 86.866770652900016 64.434276012450013 41.468518788800004 93.867515624600017 37.797539186950011 90.337570099350003 66.697957758300021 67.316303128300021 -0.081169999999999992 39.749124837650008 40.742467179200005 0.085155000000000022 0.12064000000000002 0.093295000000000031 -0.016334999999999999 0.11529000000000002 41.24714903835001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 -2 3 4 -3 -6 7 12 9 -9 -10 -12 13 25 15 -14 17 21 -19 -20 -21 -16 -22 -24 -25 26 27 29 -29 -1
right_child=1 2 -4 -5 5 -7 -8 8 10 -11 11 -13 14 -15 16 -17 -18 18 19 20 22 -23 23 24 -26 -27 -28 28 -30 -31
leaf_value=-0.0078737581226075697 -0.026837020098746302 0.026078013449176873 -0.02444859722563213 0.024639487907190727 0.015584634778667453 -0.025738357032189733 0.0085211801572820309 0.0069983313017876417 0.00042239029090191467 -0.023703616654832158 -0.028469546116167387 0.0075083721268581647 0.017803386501925336 -0.016851184375025762 -0.0035106846525804584 0.0032975975762792142 0.014105163205489263 -0.024340392802656291 0.01760074123833372 -0.032591826691954012 -0.013762318088218366 0.012533126494636247 0.019373374508910406 -0.026030147635245922 0.007916280959848046 -0.0094598527622736187 0.0051592134657979152 -0.028877833713975905 0.00046502210026351455 0.0033897738839303746
leaf_weight=18.362520584370941 0.94395237241405894 0.38650237536057863 0.67368385655572671 0.65190712036564935 0.40172461816109706 1.0065177796641362 4.5455485242418936 3.1898439051583409 110.41871332249139 5.2244903706014139 2.2715992655139412 0.99108248529955734 9.9847655743360537 4.1031951755285254 8.5766824353486317 17.572543695569038 4.9090495896525672 4.408889296930286 7.1553969020023969 2.6977974753826883 5.1832741796970359 10.29792311042547 3.4327133074402791 2.0030571771785617 2.7300724112428725 8.7802132740616781 37.43163620820269 4.1206217505969098 3.7989976149983704 48.564788202056661
leaf_count=178 33 2 89 5 17 136 35 40 1034 71 61 7 48 24 44 74 23 58 37 32 31 40 11 40 18 63 184 113 34 318
internal_value=0.000401106 -0.00868713 -0.00319649 0.00265526 -0.0053301 -0.0139503 0.000512781 0.000401189 -0.000918181 -0.0120646 -9.31568e-05 -0.0175408 0.0011904 -0.000449592 0.00379026 0.00855344 0.0012363 -0.000122689 -0.00379043 0.000114457 -0.00768276 0.00524277 -0.00264875 0.00440559 -0.00644982 0.000106327 0.000854405 -0.00129847 -0.0148022 0.000299453
internal_weight=334.82 4.06429 3.12034 2.44665 1.79474 1.40824 330.755 326.21 122.096 8.41433 113.681 3.26268 204.114 125.162 78.9522 27.5573 51.3949 46.4858 27.6112 23.2023 16.0469 18.8746 13.3491 8.16584 4.73313 121.059 112.279 74.8469 7.91962 66.9273
internal_count=2900 282 249 160 155 153 2618 2583 1213 111 1102 68 1370 914 456 122 334 311 227 169 132 84 100 69 58 890 827 643 147 496
is_linear=0
shrinkage=0.0228135


Tree=290
num_leaves=31
num_cat=0
split_feature=1 4 2 0 3 2 0 4 1 1 2 2 0 0 0 3 0 0 1 2 2 3 3 1 2 1 4 4 3 0
split_gain=0.599372 0.826877 0.83144 0.495652 0.806635 0.476059 2.76208 1.90535 2.81312 2.49609 2.40344 2.54633 2.16653 3.91329 1.95573 2.98796 2.62636 2.62177 3.22157 1.53015 2.5245 2.37975 3.36024 3.35881 6.26404 2.87441 2.31779 2.14696 3.49776 2.71436
threshold=89.912793714750009 45.027406014450008 -0.088944999999999996 117.31624743835 -0.15684499999999998 -0.065399999999999986 84.280473931450004 41.322103772800006 81.320481529800006 81.524804347700012 -0.060760000000000002 -0.046474999999999995 101.99741301110002 97.152811460000024 86.866770652900016 0.12424000000000003 86.036037090600004 95.502098167950024 64.321360770950022 -0.08459499999999999 -0.088099999999999998 0.090720000000000023 0.089185000000000028 62.030794443850006 -0.072569999999999982 78.080889482600014 41.558544840500012 42.428475018400007 -0.085699999999999998 86.866770652900016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 -3 -4 -5 19 -7 8 -8 -10 -9 -12 13 14 16 17 -13 18 -16 20 -1 22 27 -23 25 -25 -22 28 -21 -29
right_child=1 2 3 4 -6 6 7 10 9 -11 11 12 -14 -15 15 -17 -18 -19 -20 21 26 23 -24 24 -26 -27 -28 29 -30 -31
leaf_value=-7.8635150701790628e-05 -0.025281315394658242 -0.026340539730979436 0.022813285176169058 0.012104434076881079 -0.027816845406558936 -0.014085773144881285 0.0062159485769126815 0.018324182994224954 0.011539603557468839 -0.027853039564075838 -0.029175584874009123 -0.00025959492366129207 0.011071899463821764 -0.029053043759677055 0.0042401059099571887 0.026246213792203786 -0.029742425766521627 0.013990104962890611 -0.026234111218376138 0.0080643824374267738 -0.0050586648539450345 0.0038457231080518133 0.019830250015027438 -0.040281257342497261 0.0096293046285550431 -0.0079714892420209797 0.016188974724046772 0.014119051212878759 -0.020994386438136725 -0.009695094404411627
leaf_weight=151.18990058114287 1.2805388969136395 0.60901275009382549 0.70819435268640551 0.82193330675363585 0.48137596459127896 6.246992793865501 67.850592222530395 3.27675871644169 1.4722449034452427 2.7991410428658128 2.1904391366988412 4.7917047133669319 6.2538520377129307 3.5077568078413597 4.64930362254381 2.8694940730929366 2.9145814701914787 4.3664742335677138 3.7661510100588202 3.7408320065587786 4.2528386693447819 5.699295490980151 4.4011556841433039 5.6616447810083637 3.2138619367033217 2.3317026428412646 11.159851865842937 6.6191949658095819 7.3979276726022389 5.0694788470864296
leaf_count=1269 252 48 3 15 42 150 353 13 7 93 21 39 39 48 22 10 29 23 81 17 33 25 15 57 21 13 44 29 57 32
internal_value=0.000391611 -0.0091515 -0.00126952 0.0063211 -0.00264045 0.000505218 0.00175824 0.00265228 0.00500236 -0.0142753 -0.00174025 -0.00360224 -0.00191088 -0.00493306 -0.00131083 0.00366182 -0.0114102 -0.00140829 -0.00939796 -0.000190188 0.000883924 -0.00424478 0.000236378 -0.0114619 -0.0192464 -0.0308563 0.0103261 -0.00354134 -0.0112353 0.00379065
internal_weight=331.594 3.90106 2.62052 2.0115 1.30331 327.693 116.955 110.708 72.122 4.27139 38.5865 35.3098 33.1193 26.8655 23.3577 15.6514 7.70629 12.7819 8.41545 210.738 166.603 44.1351 27.2286 16.9065 11.2072 7.99335 15.4127 22.8274 11.1388 11.6887
internal_count=2900 360 108 60 57 2540 928 778 453 100 325 312 291 252 204 136 68 126 103 1612 1346 266 150 116 91 70 77 135 74 61
is_linear=0
shrinkage=0.0244908


Tree=291
num_leaves=31
num_cat=0
split_feature=1 1 0 3 2 2 2 3 3 4 3 3 2 4 3 3 4 0 1 3 4 0 4 0 2 1 1 0 2 3
split_gain=2.88846 3.88261 3.17907 3.01092 2.56929 4.02347 3.34203 4.17166 3.8275 3.25356 2.7705 3.54133 3.77437 2.54405 2.66752 2.47236 2.24315 2.24089 3.93787 2.14309 2.90715 5.09849 3.15806 3.1338 2.65262 3.15025 2.58604 5.22982 2.91961 2.94324
threshold=70.343506983200015 70.73871032835001 86.530713386650021 0.25847000000000003 -0.068524999999999989 -0.01762 -0.083794999999999994 0.078935000000000019 0.083185000000000023 40.982542372850013 0.11308000000000003 0.083415000000000031 0.098830000000000015 38.238138001450004 0.11906000000000001 -0.22831499999999999 39.134693790050008 94.964406541850011 71.464594023550021 0.095845000000000027 42.428475018400007 105.98708487665002 41.941595803500007 96.249489528150022 -0.59511499999999995 71.273713496300005 80.468240302450013 100.13162306855001 -0.16717499999999999 -0.21013499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 -1 13 6 -6 7 15 -8 -10 11 -7 -13 17 19 -4 -14 -3 -19 20 21 22 23 -15 -21 -26 27 28 29 -22
right_child=1 3 4 -5 5 10 8 -9 9 -11 -12 12 16 14 -16 -17 -18 18 -20 24 26 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=3.5423545871115185e-05 -0.0038167981790423132 -0.004162992684695355 -0.0032723215919146969 -0.0040973789450120352 0.0024135712268478562 0.0013385649439368076 0.0011540130028936211 0.0011476598382888518 -0.00038481320472429548 -0.0044523807469207212 0.0027428589185931143 0.00042673302830669243 -0.0008606247849541679 -0.0015791848156895196 0.0022387900071074063 0.00010213817705674308 -0.0053004243881362078 0.0025867066290725048 -0.0014087319289668907 0.0015382875703352473 0.0033309436175831026 -0.0028096274334530593 0.0028367007992517925 0.0010131268045700974 0.0022274849817580052 -0.0025049538910398429 0.00034236826862907353 -0.0039198790162695606 -0.0013805961088219651 -0.00085320552707437221
leaf_weight=123.30483305593953 3.0447720168158403 2.2577894069254425 3.7566221188753843 1.9719580269884307 21.394546162337065 11.098529677838092 5.0605347678065291 45.370051916688681 4.1352204456925374 4.203880000859499 4.8944641537964335 6.2134764492511732 2.1172257363796234 5.7804550463333717 6.0580476876348248 5.9428296312689763 2.8039941620081663 3.1531719937920597 15.321624209289437 3.1539117507636538 3.6924039497971535 3.9916105067823073 8.3765971437096578 34.143828047439456 1.7447293251752842 10.258872494101523 25.266737496014684 5.5507325716316691 10.634039006195962 3.4449088051915213
leaf_count=837 56 31 41 34 77 52 18 179 19 28 17 30 11 43 29 32 32 14 325 14 15 149 29 155 8 113 270 71 137 34
internal_value=0.000179893 -0.000178184 0.000400206 -0.000101674 0.000784674 0.00135783 0.00037849 0.000733319 -0.00107978 -0.00243534 0.000525217 3.70213e-05 -0.00126029 -4.65075e-05 0.000132553 -0.0012048 -0.00339032 -0.00110102 -0.000726813 2.2592e-05 0.000194105 0.000726884 0.00101914 0.000637798 -0.00111892 -0.00181709 -0.000379285 -0.00116111 -0.000299434 0.00131141
internal_weight=388.142 147.846 240.296 144.801 116.991 48.5222 68.4691 55.0695 13.3996 8.3391 27.1277 22.2332 11.1347 142.829 122.097 9.69945 4.92122 20.7326 18.4748 116.039 100.881 52.2925 48.3009 39.9243 15.1575 12.0036 48.5888 23.3221 17.7714 7.13731
internal_count=2900 1527 1373 1471 536 219 317 252 65 47 142 125 73 1437 1067 73 43 370 339 1038 903 376 227 198 135 121 527 257 186 49
is_linear=0
shrinkage=0.0032559


Tree=292
num_leaves=31
num_cat=0
split_feature=0 1 2 2 3 0 4 3 2 2 4 0 2 1 4 2 2 2 2 4 4 2 3 3 4 4 3 2 4 1
split_gain=0.576895 0.717084 0.666542 0.699718 0.83721 0.793127 0.538618 0.672504 0.488433 0.593016 2.72686 3.38631 2.51005 2.49443 1.23595 0.812639 4.27222 2.21622 1.95805 4.48844 1.96048 1.63771 2.15809 2.41912 2.56204 2.08462 2.0895 2.83773 1.94393 1.533
threshold=114.06859001680002 89.264875305300009 -0.012769999999999998 -0.046474999999999995 -0.397505 116.55541378745001 29.904643970450003 -0.22588499999999997 0.68694500000000025 0.22542000000000004 40.08085804200001 101.33605231100002 0.20981000000000005 69.276189105400007 37.797539186950011 0.072320000000000023 0.06041500000000001 0.11529000000000002 -0.0023999999999999998 41.028010303750008 48.680511450650009 -0.031989999999999998 0.12424000000000003 0.23821500000000004 40.259171735100004 41.872669623500009 0.10211000000000002 -0.01762 40.259171735100004 62.057679025150001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 -2 3 4 -3 -6 7 -1 9 12 13 -12 15 -11 -15 16 18 -17 21 -20 -21 22 -8 -24 -25 28 27 -27 -23 -19
right_child=1 2 -4 -5 5 -7 8 -9 -10 10 11 -13 -14 14 -16 17 -18 29 19 20 -22 25 23 24 -26 26 -28 -29 -30 -31
leaf_value=0.0049485187440873723 -0.029951637163478609 0.028896932086093625 -0.027553964160990679 0.027138009210757326 0.01625303600209458 -0.028644993579522049 0.00083967087867371326 -0.029666938505208993 0.0091157212637310789 0.013150267378888851 -0.038646731984179179 0.0082332520459000736 0.026082262892319609 -0.00070255192911751149 -0.032207328299395023 -0.022663243392354974 0.024824094270713436 0.010836416175964075 0.0034559416973454068 -0.032569939368875853 0.0079035620912009524 0.0032791486664475889 -0.030679984358045254 -0.021185711394140952 0.008289003088518803 0.0038007200962598062 0.011425401829123419 -0.035686886931633639 0.022042741443079196 -0.0058804834629318896
leaf_weight=0.65254585514776409 0.88204348087310736 0.36226795241236764 0.59397351159714107 0.59066362283192608 0.36849320435430832 0.89053295244229957 230.49820533057209 0.86419342691078671 4.4006437491625539 5.9432228216901404 2.7844001655466846 1.6114628526847807 2.5626291967928401 1.8649563025683167 1.4791763869579879 3.6411907973233637 4.8433042000979176 5.3611038466915515 8.1267556576058251 4.934655334101989 0.94458916224539269 6.812824537977578 2.9654169268906108 3.260420779231934 4.8743067039176822 2.7163573503494263 3.9646083824336529 2.1677041472867113 7.897866478189826 11.280402197386136
leaf_count=26 33 2 89 5 17 136 1724 41 33 31 40 15 11 27 27 43 21 32 65 122 7 38 28 28 28 26 23 32 40 110
internal_value=0.000413425 -0.0097092 -0.003346 0.00315453 -0.00558304 -0.0155042 0.000527781 -0.0147744 0.000599209 0.000482285 -0.00476028 -0.0214612 0.000716063 0.00314454 -0.0146377 0.000502437 0.000857889 -0.00447476 0.000442092 -0.0089369 -0.0260673 0.000937503 0.000305849 -0.0107792 -0.00352454 0.00741504 -0.00245656 -0.0137252 0.0133529 -0.000495091
internal_weight=330.141 3.68797 2.80593 2.21196 1.62129 1.25903 326.453 1.51674 324.936 320.536 13.6832 4.39586 306.852 9.28736 3.34413 304.29 284.007 20.2827 279.164 14.006 5.87924 265.158 241.598 11.1001 8.13473 23.5594 8.84867 4.88406 14.7107 16.6415
internal_count=2900 282 249 160 155 153 2618 67 2551 2518 140 55 2378 85 54 2367 2182 185 2161 194 129 1967 1808 84 56 159 81 58 78 142
is_linear=0
shrinkage=0.0257382


Tree=293
num_leaves=31
num_cat=0
split_feature=1 3 0 4 0 3 3 4 4 2 3 2 3 2 1 1 3 1 3 1 0 1 4 3 0 3 2 0 3 1
split_gain=1.8012 3.34808 2.86974 2.48664 2.31112 2.26613 2.19272 1.93358 1.89177 1.97956 3.01882 2.23552 3.00793 1.86645 1.78246 2.73494 3.18431 1.72415 2.40855 2.26742 5.01727 2.82793 2.75417 2.41973 1.95842 1.87768 2.25441 1.69197 2.16814 1.7938
threshold=69.873026810350026 0.25847000000000003 87.181320254150009 44.157169339850007 86.866770652900016 0.080515000000000017 0.21240500000000004 38.238138001450004 37.962710038050005 -0.033594999999999993 -0.22588499999999997 -0.117115 0.094165000000000013 -0.024989999999999998 71.464594023550021 78.220689305400015 0.10236000000000002 64.434276012450013 0.082055000000000017 68.214248143850014 90.837623311600012 65.966697146800016 39.852039223600009 0.099010000000000029 93.262612545250008 0.10818500000000002 -0.083794999999999994 93.776108048200015 -0.16319499999999998 70.343506983200015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 6 4 17 -1 -5 7 8 9 10 -2 12 -12 -11 -15 -16 -17 18 -4 20 21 23 -22 -19 -21 26 -20 28 -9 -29
right_child=1 -3 3 5 -6 -7 -8 27 -10 13 11 -13 -14 14 15 16 -18 19 25 24 22 -23 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=0.00015277414500203116 0.0022479028007631515 -0.0051951052463498132 0.0039038931036150478 -0.0048618874065543176 -0.002878485714197453 0.00029925152213145905 0.0037654586193171277 0.0015629249052666757 -0.0051988437128863193 0.0046341020601748505 -0.0046564027367302944 -0.0051256496789356832 0.0018196005903293399 0.002529652007248672 -0.0058288745162502348 -0.0026954758348790723 0.0052672331680455086 -0.0018821590903020449 0.0020238307725863182 0.0004192322973670423 -0.00032416352644295887 0.0026960794369154566 -0.0050035092769660627 0.0018798034675651901 0.0032746130866366991 0.0034745648188853106 -0.0010089101002536342 0.0020263843530898221 -0.004408977171549526 1.1190926372118919e-05
leaf_weight=131.74334250530228 2.2424882838968214 2.1865223639179012 8.1232817173004168 2.1473401021212331 4.3667766898870459 4.2771576754748821 2.4439903697930268 1.5409545712172983 1.8679253375157703 1.5395739981904624 2.2063338372390726 4.5100506759481496 2.6562945279292762 2.5276500433683395 1.7608552891761062 2.1556218877667566 1.3869603730272499 6.6631481647491508 8.8897861018776947 7.4224302396178272 4.3355708383023721 10.150488100945948 4.1245012860745192 5.0512804090976715 8.8483355119824392 5.0474172681570044 7.6750300228595725 7.9482151269912711 3.0312068089842787 112.27227172441781
leaf_count=883 33 38 31 38 24 29 15 14 33 7 86 94 30 9 20 75 7 33 30 29 22 42 40 17 28 18 37 32 63 1043
internal_value=0.000183333 -0.000159036 0.000421537 0.00102353 5.55232e-05 -0.00142582 -8.56701e-05 -0.000149418 -0.00124564 -0.000893765 -0.00202461 -0.00304685 -0.00111877 0.00050795 -0.000303242 -0.00165342 0.000422013 0.00122968 0.00200091 0.000737514 7.51333e-05 0.00111232 -0.00260546 -0.000259995 0.00197204 0.00128564 0.000618661 5.13367e-05 -0.00239627 0.000144423
internal_weight=371.143 152.277 218.866 82.7558 136.11 6.4245 150.09 147.646 22.8538 20.9858 11.6152 9.37268 4.86263 9.37066 7.83109 5.30344 3.54258 76.3313 29.7355 46.5958 30.325 21.8649 8.46007 11.7144 16.2708 21.6122 16.5648 124.793 4.57216 120.22
internal_count=2900 1599 1301 394 907 67 1561 1546 394 361 243 210 116 118 111 102 82 327 116 211 154 92 62 50 57 85 67 1152 77 1075
is_linear=0
shrinkage=0.00409931


Tree=294
num_leaves=31
num_cat=0
split_feature=1 1 3 3 0 1 3 1 0 4 0 0 4 4 0 2 4 0 3 3 3 3 4 2 2 0 3 4 0 1
split_gain=2.23137 3.5858 3.00765 3.00019 2.79203 3.32181 2.22278 2.91249 1.83678 1.789 2.52926 6.13231 2.6834 2.30697 1.77348 1.65119 2.1429 2.71796 1.55805 1.50696 2.83212 2.04603 2.55352 3.04492 4.31063 2.45329 2.09805 1.47527 1.55742 3.72305
threshold=70.343506983200015 70.73871032835001 0.25847000000000003 0.21240500000000004 85.716110573100011 62.00390986255001 0.10332500000000001 64.071334164850015 94.047642319350018 40.621691032550004 85.807518149550006 86.001087134900004 42.737166331000005 40.305698932850007 86.103248543850015 -0.12835499999999997 39.749124837650008 89.738043936200015 -0.17732499999999998 -0.04931 -0.11050499999999999 0.082325000000000023 37.572218886150004 -0.088099999999999998 -0.082314999999999985 83.011521693850014 0.092095000000000024 38.238138001450004 94.964406541850011 71.464594023550021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 8 5 19 7 -7 -3 13 -11 12 -12 15 -13 16 17 -6 -9 20 -1 -21 -23 25 -25 -24 -26 28 -10 -30
right_child=1 2 -4 -5 9 6 -8 18 27 10 11 14 -14 -15 -16 -17 -18 -19 -20 21 -22 22 23 24 26 -27 -28 -29 29 -31
leaf_value=0.00012179681369711552 -0.0038061561951207449 -0.0025380872085635753 -0.0041680299153211506 0.0033819825780944742 0.00026127016305852152 -0.0041420284509497939 0.0008324863790865496 0.0014438218306884552 -0.0040978547934479069 0.0017941695365885153 -0.0048778315912248703 0.002180246373460554 -0.00037337492294148332 0.0025378975184859247 0.00021280927833369805 0.0010172287993974326 0.0016587732026895441 -0.0033998092053761112 -0.0021857565269196217 0.0023573362825332405 -0.0030239560556016209 0.0021715512291677762 0.00034535677025725962 0.0033819954531971843 -0.0025998909591383786 -0.0033310539559213807 0.00057890751713501149 0.00011046370345743213 0.0026821611648967466 -0.0012766328749531963
leaf_weight=13.062657168135045 2.8730061538517466 3.2674929946660987 1.9374248757958401 2.7766198324970892 5.699834391474722 5.2270190482959134 3.0069200266152611 2.2239935556426644 1.5048107188195015 10.874879747629164 3.6740447692573062 5.3612962923943988 2.3830646872520447 8.9983998090028745 75.929514626041055 53.399579230695963 4.2996952831745139 3.6265022270381451 3.0868220496922731 5.8046409785747519 4.1129912268370417 5.7300821933895376 3.2660713233053702 4.3262564688921001 3.5721176117658562 5.0534358844161034 6.2225320357829332 117.64323677145876 3.1327390708029297 15.168672181898726
leaf_count=171 56 74 34 15 24 72 18 15 21 35 35 19 13 34 378 220 15 25 42 22 75 29 21 11 31 37 31 991 14 322
internal_value=0.000169886 -0.000148658 -7.64036e-05 -2.11592e-05 0.000367597 -0.0002189 -0.00167469 -0.0023901 -8.83098e-05 0.000585355 0.000290642 0.000103452 -0.00310563 0.000966124 0.000342566 0.000755108 -0.000272126 -0.00116232 -0.000665809 0.000166593 -0.000631505 0.000570061 0.000201785 -0.000301188 0.000633567 -0.00188777 -0.000580403 -3.00729e-05 -0.00086482 -0.000598987
internal_weight=387.246 148.304 145.431 143.494 238.942 64.6955 13.5448 10.5378 140.717 174.247 98.2228 87.3479 6.05711 76.024 81.2908 67.0256 13.626 9.32634 5.31082 51.1508 17.1756 33.9751 28.1705 22.4404 14.1209 8.31951 9.79465 137.449 19.8062 18.3014
internal_count=2900 1527 1471 1437 1373 575 147 129 1422 798 480 445 48 318 397 284 64 49 57 428 246 182 160 131 73 58 62 1348 357 336
is_linear=0
shrinkage=0.00330603


Tree=295
num_leaves=31
num_cat=0
split_feature=0 3 4 0 2 4 3 0 3 3 3 0 2 2 3 3 1 0 4 2 0 2 2 0 1 0 2 3 4 2
split_gain=3.49904 4.50141 3.05135 4.46762 3.03739 2.91448 2.89193 2.55199 2.53799 3.13126 3.51427 2.91531 2.74433 2.16116 2.00941 1.85714 1.72353 1.73142 1.67622 2.91637 1.60397 3.78511 5.74026 3.68719 3.08233 5.30377 3.18936 2.96299 2.53427 6.29313
threshold=102.84427732220001 0.090720000000000023 44.527357125550004 75.309089150100007 -0.61225999999999992 39.995120105550008 0.089785000000000018 81.648473421750012 0.079785000000000009 0.079095000000000013 0.075065000000000021 106.56510337475001 -0.088944999999999996 0.68694500000000025 0.080375000000000016 -0.24523500000000001 80.677940036650014 114.06859001680002 47.833738492450003 -0.098345000000000002 93.972365491700018 0.22542000000000004 0.06041500000000001 86.530713386650021 62.041548276350007 85.678472159250006 -0.101965 0.10017000000000002 41.872669623500009 -0.082509999999999986
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 3 -1 -4 -2 8 -6 9 10 16 -10 -12 20 15 -9 -7 -18 19 -16 23 22 -22 24 28 -26 -27 -23 -5 -30
right_child=1 -3 4 13 7 6 -8 14 11 -11 12 -13 -14 -15 18 -17 17 -19 -20 -21 21 27 -24 -25 25 26 -28 -29 29 -31
leaf_value=-0.0019899641964564595 -0.002057065717106444 -0.0026461925268395957 0.0029135324342252958 0.00077291882029901886 0.00038912316596434297 -0.0018871093435746072 0.0026910358691035526 -0.00010420233565480845 0.00013923665987911532 0.0025621534452619226 -0.0029997118956287807 -0.0032598711296430265 0.0014114645244249734 0.002193600009828199 -0.0038356276688123908 -0.002473179283785619 0.0017048439409445202 -0.00057417357718366911 0.000719460268250099 0.0001716802923339713 -5.2894537762694867e-05 -0.0037948163757758101 0.0017393483974856639 0.00083347636205216027 -0.0025918995291669958 0.0013627494903893855 -0.00059360453112141667 0.00021995365835637704 0.00066218238063546421 -0.0023131047557184937
leaf_weight=5.4172795554622999 4.8213059906847766 5.8255908235441884 1.7151779644191254 49.86791393533349 11.056019228417425 1.5982949770987165 2.6852527628652743 2.9914347166195485 3.5123922610655418 3.490945639088749 3.9169619488529861 3.304923283169046 1.257236992008983 4.4169785380363455 1.9824186898767946 8.8097780458629167 7.3460521483793837 3.2425532974302769 5.2896548919379711 3.2100488459691388 82.110145460814238 2.922835902310907 14.135760454460977 106.33999412786216 6.6081341290846458 8.1391616761684435 18.194033000618219 2.1552727930247784 15.09478851594031 7.0324141159653655
leaf_count=173 186 167 5 199 73 13 11 30 23 23 91 103 11 18 22 144 42 58 30 31 525 34 55 454 102 28 94 13 72 70
internal_value=0.000187656 -0.000531122 0.000270095 0.000349229 -0.000457787 -0.000180838 0.000117168 -0.000631228 -0.00013262 0.000317238 -0.000134167 -0.0015086 -0.00192788 0.000389202 -0.00113748 -0.00187268 0.000627389 0.00100694 -0.000309768 -0.00135826 0.000363706 9.50048e-05 0.000210334 0.00049257 0.000147104 -0.000511092 1.10726e-05 -0.00209085 0.000448262 -0.000283416
internal_weight=398.491 41.0015 357.489 322.435 35.0545 35.1759 30.3546 33.3394 27.6694 20.852 17.3611 6.81732 5.1742 317.017 22.2833 11.8012 12.1869 10.5886 10.4821 5.19247 312.6 101.324 96.2459 211.276 104.936 32.9413 26.3332 5.07811 71.9951 22.1272
internal_count=2900 728 2172 1837 335 561 375 330 364 238 215 126 102 1664 257 174 113 100 83 53 1646 627 580 1019 565 224 122 47 341 142
is_linear=0
shrinkage=0.00259775


Tree=296
num_leaves=31
num_cat=0
split_feature=0 3 2 4 1 1 2 3 3 3 2 2 2 2 4 0 0 4 1 0 3 2 2 4 4 2 4 4 3 0
split_gain=0.616069 2.13293 1.83585 2.10647 1.17513 1.27099 0.941634 0.92759 0.870351 1.17285 0.748221 0.713256 2.36097 1.6552 1.10812 0.841088 2.79134 2.39306 2.21547 1.90329 2.24747 2.87422 3.19899 2.31545 2.70092 2.22167 5.10292 4.10237 2.48375 2.21438
threshold=105.98708487665002 0.075065000000000021 -0.088944999999999996 42.508878681700004 84.600400448950026 89.912793714750009 -0.046474999999999995 0.089850000000000027 0.07870000000000002 0.082055000000000017 0.68694500000000025 -0.59309999999999985 -0.5422499999999999 -0.58180999999999994 39.945535567850008 86.001087134900004 85.872041144650012 40.532725462000009 61.885617704800005 90.837623311600012 0.095290000000000027 0.090855000000000033 0.048530000000000011 34.394321486900004 38.828362408050005 -0.058529999999999992 41.134354310300004 40.21994457600001 0.096995000000000012 90.337570099350003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=10 4 -3 -4 -2 -6 -7 8 -5 -10 11 14 13 -13 -1 16 -14 -18 -17 29 21 22 -21 -23 -25 26 28 -27 -22 -20
right_child=1 2 3 7 5 6 -8 -9 9 -11 -12 12 15 -15 -16 18 17 -19 19 20 25 23 -24 24 -26 27 -28 -29 -30 -31
leaf_value=-0.0068116877882605474 -0.015971657487183093 -0.033738484714940245 -0.035290358243985395 0.019670997414765856 0.020121796564168071 -0.033526492443876579 0.012099864375897574 0.024689475630033816 0.011576626523475617 -0.045409714586419292 0.015052318243459883 -0.006831372622605577 -0.00014406370732984202 -0.039593854710261944 0.011900792362996572 -0.028472099886513089 -0.0050953650785293828 -0.041657510847118905 0.003898242285555689 0.0019949201203816073 8.4883610759625431e-05 0.020317367895158797 0.022969952152998758 -0.049658719962257902 -0.0099401308792172304 0.0098966697675524611 0.0052674826843554243 -0.026958194256572754 -0.043297052630980555 0.020135663392418231
leaf_weight=3.910477331839501 1.7555392798967675 3.2315826275735162 1.481442280462941 0.78380451351404268 4.6913183452561498 0.83183600020129189 0.83104227157309674 1.6207990365801377 0.58974641934037186 0.75929101323708892 3.3813669532537451 4.1806353633292019 68.994395668618381 2.1441124440170816 11.351664926856754 2.2061475627124301 3.8829902708530417 2.8549876920878887 79.794848945690319 77.748446450568736 1.5425641965121046 1.8022964524570841 7.3112268075346938 1.8978945789858688 9.206732258666305 10.391727803274987 5.2437959536910057 3.7875866098329416 5.6763355978764594 8.5458225377369654
leaf_count=36 31 202 105 6 33 66 39 23 17 27 25 33 628 38 55 17 18 32 392 618 13 24 37 23 98 56 34 45 84 45
internal_value=0.000569084 -0.0051278 -0.0157708 -0.00467951 0.00598365 0.0120495 -0.0107242 0.00740161 -0.00573587 -0.0204975 0.000868062 0.00071457 0.000386351 -0.017938 0.00710627 0.000784775 -0.00196292 -0.0205873 0.00175193 0.00206505 -0.000348161 0.00177505 0.00379781 -0.0115554 -0.0167284 -0.00815551 -0.0174935 5.19773e-05 -0.034027 0.005469
internal_weight=332.432 16.5764 8.46667 5.23508 8.10974 6.3542 1.66288 3.75364 2.13284 1.34904 315.856 312.475 297.213 6.32475 15.2621 290.888 75.7324 6.73798 215.155 212.949 124.609 97.9666 85.0597 12.9069 11.1046 26.642 12.4627 14.1793 7.2189 88.3407
internal_count=2900 549 380 178 169 138 105 73 50 44 2351 2326 2235 71 91 2164 678 50 1486 1469 1032 800 655 145 121 232 131 101 97 437
is_linear=0
shrinkage=0.0303162


Tree=297
num_leaves=31
num_cat=0
split_feature=1 0 0 0 4 3 1 1 1 4 3 3 3 3 2 1 2 2 4 2 3 3 4 1 0 4 4 4 4 3
split_gain=2.53929 3.31245 3.28155 3.77619 3.51439 3.21994 4.60798 8.22389 3.1711 2.62248 3.80396 4.47121 2.51643 2.24319 2.87316 2.19855 2.18917 4.12022 3.71185 3.25402 4.69396 4.02091 3.88463 3.77315 2.1886 2.15247 2.07768 2.01689 3.80758 2.88263
threshold=70.343506983200015 86.530713386650021 96.249489528150022 97.835679825150024 36.735256530150004 0.083795000000000022 71.090898343450007 70.865067860500019 78.285212300550015 42.072181850200003 0.089785000000000018 0.11308000000000003 0.12064000000000002 0.07870000000000002 -0.083330000000000001 61.93938686740001 -0.068524999999999989 0.090855000000000033 38.175120519550006 -0.083794999999999994 0.083185000000000023 -0.112455 40.982542372850013 68.214248143850014 100.67200315280002 41.872669623500009 49.700765821350011 42.207998345450008 43.45354240915001 0.082325000000000023
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 12 5 13 -5 -2 7 -7 9 10 -6 -12 27 -4 -15 -14 19 -18 -19 21 -21 23 -22 -3 -10 -20 -11 -1 -29 -30
right_child=2 16 3 4 8 6 -8 -9 24 26 11 -13 15 14 -16 -17 17 18 25 20 22 -23 -24 -25 -26 -27 -28 28 29 -31
leaf_value=0.00052438732737031723 -6.0767710060928942e-05 -0.0048952337358297892 -0.00067315183850324251 -0.0027707668607371825 0.0014663877235119203 -0.0039550362832545512 -0.0041189377859339911 0.0035695398953645508 0.0015982194442596635 -0.0042939169087578303 -0.0039607960991299516 0.00059088722053531745 0.00018749912707313941 0.00046148687998881754 0.0028219518462322584 -0.0031415609487473956 0.0020199963559790171 0.0019261131980889956 -0.0024828999636518803 0.0014458798437113332 -0.00030611606101610628 0.0010626074173150993 -0.0047686777403883988 0.00073168233814221398 9.3388187631923271e-06 0.00069335660377430942 0.00017799677431408738 -0.001412930301215238 -0.00040656371395284002 0.0018477969775684553
leaf_weight=65.405239133164287 13.76469489047304 2.4905173126608124 5.8491160562261966 5.5616399403661481 6.4369645603001144 3.198744233697651 7.1835846710018814 3.0790639892220497 11.398612428456543 4.1411079019308081 4.9473344013094884 4.4080790895968676 3.8147272020578367 11.411367624998096 10.880578994750973 4.8887681066989899 31.887435961514711 6.4364833831787136 6.113481152802704 5.1670413874089709 4.2230327725410444 49.653589319437742 4.2048715054988861 2.6640583705157042 52.46001135208644 3.6988407745957375 1.5393366310745475 20.881585047580302 15.6456809299998 10.069715131074188
leaf_count=394 147 30 34 210 36 51 106 8 45 53 42 27 17 55 37 41 127 24 41 18 19 201 28 21 654 27 22 195 146 44
internal_value=0.000191455 0.000401433 -0.000149145 8.62905e-05 -0.000239422 -0.00117848 -0.00232138 -0.000264473 -7.44368e-05 -0.00116702 -0.000478181 -0.00181614 1.98514e-05 0.00113831 0.00161362 -0.00168244 0.000796655 0.00133362 -1.33641e-05 0.000418787 -0.00102049 0.000775794 -0.00253259 -0.00198705 0.00029295 -0.00128558 -0.00308208 0.000152133 -0.000370376 0.000476206
internal_weight=383.505 237.245 146.26 119.034 90.8931 27.2261 13.4614 6.27781 85.3314 21.4728 15.7924 9.35541 120.706 28.1411 22.2919 8.7035 116.539 48.1362 16.2488 68.4031 13.5949 54.8082 8.4279 5.15458 63.8586 9.81232 5.68044 112.002 46.597 25.7154
internal_count=2900 1373 1527 1215 1089 312 165 59 879 180 105 69 837 126 92 58 536 219 92 317 65 252 47 51 699 68 75 779 385 190
is_linear=0
shrinkage=0.00328654


Tree=298
num_leaves=31
num_cat=0
split_feature=4 0 2 4 3 2 2 2 0 0 3 2 0 1 0 1 0 4 1 0 2 2 4 4 4 3 3 4 4 2
split_gain=0.60211 3.08039 2.6438 1.79755 1.65626 1.30444 3.0211 2.21107 2.26039 3.40582 5.28154 3.39423 1.78898 2.02872 2.54479 3.11545 4.28975 1.73312 2.2812 2.82562 2.14539 3.47926 2.83965 2.53332 2.57926 3.77272 2.12187 3.89973 2.08447 1.72407
threshold=42.178283198950005 104.06483731340002 -0.18126999999999999 42.233786329550007 -0.22125500000000001 -0.067574999999999996 -0.054494999999999995 -0.085734999999999992 86.162394622750014 87.181320254150009 0.09117500000000002 -0.074434999999999987 84.280473931450004 61.907125369850007 86.20003303655001 63.910026677050006 92.313586825200005 40.259171735100004 82.987325570650015 98.201310130900012 -0.13820499999999999 -0.23155499999999998 38.175120519550006 39.788107623550012 35.818873074050011 0.084365000000000009 0.096085000000000018 35.337501601400007 40.496232821400007 0.24816000000000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 4 -2 -3 7 -7 17 -9 -10 -11 -12 -8 -14 -15 -16 29 18 19 20 21 23 -23 24 26 -26 27 -1 -19 -17
right_child=3 2 -4 -5 -6 6 12 8 9 10 11 -13 13 14 15 16 -18 28 -20 -21 -22 22 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.032017626026945419 -0.0224650370344864 0.021711332587712198 -0.027358824946100938 -0.00050054052665361541 -0.026209316411736284 0.014355219234695352 -0.013354767292220265 0.0057177752080023736 -0.031103885827578347 0.0068036597095305447 -0.038274315778178608 -0.0027298060936568557 0.01819456956806494 -0.010130798848582305 0.014992340578689605 -0.026167962940973871 0.0041181446979747707 0.021667636116319729 0.019499691129722201 -0.021803812280350977 0.0048256752148705924 -0.011492769721679105 -0.050402253443071587 0.017303879576327431 0.0020602152143496541 -0.033337700813678775 0.022980564340463368 0.024207149937834287 0.0037163225846307641 -0.0014934441788295584
leaf_weight=1.6448630471713861 2.23168924183119 1.37254978925921 3.9740140561480066 120.33069708483526 0.61379947647219513 13.883327918127177 4.1957417041994622 6.869628201704475 3.7829816788435009 8.7899372242391092 3.4903942798264351 2.8861851133406127 4.7806239277124396 9.0107676777988654 11.515201345086096 4.2824360094964495 37.024042198434472 4.2657196335494509 2.9602712229825547 4.0523871574550858 21.348601627163593 3.6636239946819833 1.5780871491879223 3.6498835422098628 3.6071277596056461 3.4775308175012469 2.5563317090272903 1.297782953828573 35.127079227939248 2.7247330071404576
leaf_count=42 22 25 270 1210 69 62 74 30 24 47 39 18 18 49 57 32 226 17 19 69 110 57 18 17 23 37 8 4 182 25
internal_value=0.000448281 0.00124141 -0.0159406 -0.000900483 0.00690343 0.00174723 0.00398022 5.05387e-05 -0.00619904 -0.0105192 -0.00538472 -0.0221861 0.00202139 0.00295183 0.00182307 0.00376223 0.00082529 0.0018589 -0.00114581 -0.00244959 -0.000618119 -0.00602981 -0.023207 -0.000483402 -0.0056426 -0.015315 0.0068189 -0.00722105 0.00566021 -0.0165733
internal_weight=330.988 208.426 5.96036 122.562 1.98635 202.465 87.4169 115.048 25.8191 18.9495 15.1665 6.37658 73.5335 69.3378 64.5572 55.5464 44.0312 89.2293 49.8365 46.8762 42.8238 21.4752 5.24171 16.2335 12.5836 7.08466 5.49898 2.94265 39.3928 7.00717
internal_count=2900 1668 364 1232 94 1304 543 761 158 128 104 57 481 407 389 340 283 603 404 385 316 206 75 131 114 60 54 46 199 57
is_linear=0
shrinkage=0.0242498


Tree=299
num_leaves=31
num_cat=0
split_feature=4 4 3 3 1 0 3 1 0 4 1 4 4 3 3 0 0 1 4 4 2 4 4 4 1 4 3 1 2 3
split_gain=0.566317 1.93159 1.56141 1.29743 1.15194 1.97059 1.01655 1.07739 2.69673 1.9139 1.07948 0.989978 2.58018 1.21708 0.92956 1.18821 0.877087 1.74343 2.6417 2.91817 2.8155 2.36855 1.55469 2.72047 4.53199 2.70472 3.90709 2.27972 2.43651 2.26066
threshold=48.988717865950008 48.852845034800005 0.079095000000000013 0.079785000000000009 55.855406118200008 110.50907145210002 -0.52484999999999993 83.715897724050009 107.15656416340002 44.710446918150005 88.436830201100022 45.90502654165001 47.833738492450003 0.077470000000000025 -0.15517999999999998 107.54101367610001 86.530713386650021 64.434276012450013 41.322103772800006 43.124157941850008 -0.068524999999999989 42.526729949000007 42.178283198950005 41.532441862050007 62.057679025150001 43.45354240915001 0.082325000000000023 61.917879202350001 -0.085734999999999992 0.093760000000000024
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 4 -4 -2 -6 -1 11 -9 10 14 16 13 -13 -10 -16 22 18 -18 20 21 -20 23 24 -8 27 -27 28 -24 -25
right_child=2 -3 3 -5 5 -7 7 8 9 -11 -12 12 -14 -15 15 -17 17 -19 19 -21 -22 -23 25 29 -26 26 -28 -29 -30 -31
leaf_value=-0.013742691402564866 0.0038797214381768048 0.014308381774310951 0.021595888334476468 -0.0032594417394825916 -0.021652556907066703 0.004229442154136372 0.0018954605682335584 -0.021848051215334171 0.017635633030878662 0.014773935078802172 -0.023607199173312311 -0.0086364053433437074 0.0037980340788005651 -0.030970740952404752 0.013821355226525353 -0.025039262175099487 0.013643539561740848 0.00073220433533411342 -0.019638047248256872 0.013303262866775214 0.0076222631247626557 0.0010322576114925621 0.016335766091870176 0.016264030457953448 -0.015887454212735443 -0.016878218245708412 0.011034518235487605 -0.01404512190750145 -0.016568190342502103 -0.001091592981048371
leaf_weight=2.5547775587765491 2.5152086280286294 5.0677751451730719 1.8088558637537051 2.5405768795171753 4.8871870529837906 2.1228714165044948 39.409516245126724 3.7573370453901571 0.97141323983669314 3.1349758214782923 1.5056775086850391 3.0543985636904818 6.3567280769348145 2.0523462127894163 0.64665844663977612 1.0206492468714712 14.551570415496824 145.77696752292104 6.0765491276979464 7.7654875516891471 7.4644747376441982 5.1550690904259682 2.9454736842308193 9.5098457457497698 8.8246417762711626 3.474145940039306 9.2148416871204955 15.345857479609547 1.8392056806478674 6.2622894681990138
leaf_count=79 13 22 17 47 125 40 238 104 6 51 259 49 37 30 4 45 69 1058 33 27 33 22 18 54 77 70 45 152 41 35
internal_value=0.000376807 0.00057292 -0.00405776 0.00707747 -0.00914234 -0.0138147 0.00034741 0.000465003 -0.00641554 0.00155013 -0.00845284 0.000722353 -0.00573985 -0.0176123 0.000194367 -0.00996733 0.000983549 0.00188161 0.00596704 0.00174564 -0.00305486 -0.0101508 -0.000748928 0.00128629 -0.001358 -0.00471811 0.00339223 -0.00983035 0.00368766 0.00937302
internal_weight=327.613 313.739 13.8747 4.34943 9.52527 7.01006 308.671 306.116 11.0367 7.27937 4.1444 295.079 11.4635 5.10674 2.63872 1.66731 283.616 186.79 41.0132 26.4616 18.6961 11.2316 96.8258 64.0063 48.2342 32.8195 12.689 20.1305 4.78468 15.7721
internal_count=2900 2658 242 64 178 165 2636 2557 469 365 314 2088 116 79 55 49 1972 1242 184 115 88 55 730 404 315 326 115 211 59 89
is_linear=0
shrinkage=0.0224301


Tree=300
num_leaves=31
num_cat=0
split_feature=0 1 3 2 2 2 0 4 0 0 4 0 1 1 4 4 4 1 3 3 3 1 3 2 3 3 0 0 0 2
split_gain=0.540534 0.880185 0.658034 0.834764 1.09059 0.470476 0.507223 2.06072 3.05127 2.64893 2.61524 2.20082 2.70464 1.98757 1.93798 2.7059 3.80718 2.16582 2.69168 4.52759 3.33021 2.63433 2.52904 3.67487 2.89395 2.3853 3.26593 3.28103 5.29244 2.38521
threshold=114.06859001680002 54.884872733100003 -0.5582649999999999 -0.088099999999999998 -0.012769999999999998 0.68694500000000025 93.972365491700018 38.238138001450004 94.964406541850011 95.071944867050021 38.386256906100009 96.588235252600015 72.953999827850012 77.52437864960001 38.828362408050005 39.211875820650008 39.893178577750007 71.787208999250012 0.090720000000000023 0.087265000000000023 0.10461500000000003 72.496961945650014 0.077775000000000025 -0.12350999999999999 0.08494500000000002 -0.21013499999999999 101.47316367565001 98.851916998450022 97.550703263350016 -0.054494999999999995
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -2 -4 -5 6 -3 8 -8 -10 -9 -11 -13 -14 -12 -16 -17 22 19 21 29 -19 -18 -24 -25 -23 27 28 -27 -20
right_child=2 5 3 4 -6 -7 7 10 9 11 14 12 13 -15 15 16 17 18 20 -21 -22 25 23 24 -26 26 -28 -29 -30 -31
leaf_value=-0.030060544091715019 0.024375562896464625 0.0014223017783200449 -0.033732930690562088 0.015842465319969194 -0.031086571784305655 0.010134612172640117 -0.037895404808728904 0.027820977140025294 0.033165490420698364 -0.04234346345631481 -0.02671155252498383 0.01630964913862519 -0.035725348760827377 -0.0048486016519196321 0.019324799304525877 -0.023445647647699033 -0.037102479425874288 0.027725859758048484 -0.026797505450551165 0.02149078213241544 0.0089812412707467124 0.01378231643257404 0.015754053788700328 0.016171851133711685 -0.023697621570981754 -0.025532749608441471 0.0032199287981798845 -0.043224716578427538 0.028768159735769693 0.00063123348872891046
leaf_weight=0.79820882226340373 0.39509334508329663 197.04763569729403 1.2717135203129151 1.0686951452516948 0.69835442554904026 4.3950569077860555 2.8319205134175744 2.9313819874078026 1.415252063423394 1.4874784685671318 2.29211381683126 3.6668233424425116 2.476043373346327 6.3082784375874326 6.0743067279690868 5.9222545626107594 2.2965806582942632 2.9534248327836385 6.9710978366201752 13.031272921012713 7.4242218411527565 7.1459647375158886 5.1157009508460769 1.9782133623957596 7.2204408356919885 4.48966321395711 15.055737173417581 3.1086000436916947 2.3229798078536987 4.4176607783883819
leaf_count=91 3 1279 150 34 95 35 41 15 5 19 33 16 58 168 36 60 41 16 70 61 55 54 28 12 91 67 195 36 6 30
internal_value=0.000445697 0.000568922 -0.0110799 -0.0156897 -0.00270433 0.000645234 0.000513245 -0.000992819 -0.010041 -0.00490343 0.000640388 -0.00876874 -0.00475773 -0.0135519 -0.000174134 0.000462608 -0.000818217 0.000786032 0.00312893 0.00679166 -0.00623722 0.00133077 -0.00865284 -0.0040884 -0.0151235 -0.00109603 -0.00535275 -0.018362 -0.00701719 -0.016158
internal_weight=324.612 321.178 3.43386 3.03876 1.76705 320.38 315.985 118.937 18.1858 15.3539 100.752 13.9386 12.4511 8.78432 97.8202 95.5281 89.4538 83.5316 66.9206 48.1076 18.813 35.0764 16.6109 14.3144 9.19865 32.1229 24.977 9.92124 6.81264 11.3888
internal_count=2900 2618 282 279 129 2527 2492 1213 307 266 906 261 242 226 891 858 822 762 590 435 155 374 172 131 103 358 304 109 73 100
is_linear=0
shrinkage=0.0292046


Tree=301
num_leaves=31
num_cat=0
split_feature=0 0 1 0 4 2 1 3 1 1 1 0 4 4 2 3 1 0 2 2 0 3 2 0 1 0 3 1 3 0
split_gain=0.483522 1.80567 1.75612 1.72256 3.2365 5.66458 1.99052 1.67962 2.66681 1.63204 4.54724 3.47235 2.93199 1.85745 3.16921 1.32035 1.30551 4.32583 2.53441 3.28422 4.59228 1.2349 1.22223 1.19753 5.019 1.92827 1.30259 2.90141 1.85332 1.5493
threshold=85.716110573100011 85.807518149550006 62.00390986255001 86.001087134900004 39.749124837650008 -0.11420499999999999 61.885617704800005 0.10332500000000001 64.071334164850015 62.057679025150001 62.084563606450011 86.103248543850015 40.532725462000009 42.852084787850011 -0.072569999999999982 0.094415000000000013 63.910026677050006 87.181320254150009 -0.13978499999999996 -0.081474999999999992 88.76213363490001 -0.17732499999999998 -0.011399999999999999 85.447264760050004 61.960894532450006 84.95796538030001 0.099780000000000021 58.549241164900003 0.093295000000000031 76.591483678350016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 23 4 -3 -6 -5 8 -4 12 -11 -12 -8 14 -14 -7 18 -18 -13 20 -20 -10 -21 25 -25 26 27 29 -29 -1
right_child=1 3 7 6 5 15 9 -9 21 10 11 16 13 -15 -16 -17 17 -19 19 22 -22 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.0035149552269912805 0.0099088378269303751 0.011632353193205052 -0.028600867033425348 -0.021702328361692527 0.014198502643212558 -0.017730957009224592 0.019191531966571113 0.0058889859083610715 0.012290995085506457 -0.023336605735985356 0.028645881298939673 0.015593551545482687 -0.018458160136049839 0.012447738795970106 0.0059433797544173094 -0.039729488254591543 -0.034802561909600675 6.7362718912945406e-05 -0.027321114248815077 0.01158591604678617 0.0076609293389777421 -0.013375175886363798 -0.00452509964133098 -0.025382852767712884 0.012193741964256734 0.011834678373954223 0.0081706318806478561 -0.030095999701774203 0.0016976651288986076 0.013133231269968142
leaf_weight=11.189849809277808 11.341975487768648 3.2009992077946654 4.1616331087425333 2.1609905920922747 2.4284940510988227 3.1354002114385358 7.2698184363544014 2.7535663903690866 1.8513753637671468 4.4069529417902222 2.4405201002955428 8.7772458419203776 4.8395474627614057 5.8406206741929045 7.4826449640095216 2.8996387887746096 1.9865280054509629 176.12260720311315 4.4408626854419726 10.587587289512159 3.8844131529331207 2.3474674192257226 3.4462145417928651 4.2050931677222243 3.6803443469107151 8.7774264831095916 6.6374598443508139 3.2004622695967546 1.4806937947869299 4.2620068415999404
leaf_count=203 41 12 72 17 10 25 27 20 15 26 6 31 30 20 41 28 19 1877 27 48 13 45 22 33 15 38 33 75 8 23
internal_value=0.000322406 0.000734696 -0.00169336 0.000327206 -0.00849401 -0.016106 0.000749451 -0.0100281 -0.0152705 0.000950333 0.000287678 0.000779496 0.0065807 0.00153311 -0.00364034 -0.0283005 0.000454479 -0.000321557 0.00489363 0.00069329 -0.0109992 -0.00205832 0.00762961 0.000439406 -0.00784485 0.00227707 -0.000856655 -0.00383277 -0.0200394 0.00107703
internal_weight=321.24 266.693 54.5474 255.351 11.6645 8.46353 243.687 11.114 8.36048 241.526 216.093 211.686 25.4326 18.1628 12.3222 6.03504 209.245 178.109 31.1363 22.3591 8.32528 4.19884 14.0338 43.4333 7.88544 35.5479 26.7705 20.133 4.68116 15.4519
internal_count=2900 2320 580 2279 75 63 2204 152 132 2187 2069 2043 118 91 71 53 2037 1896 141 110 40 60 70 428 48 380 342 309 83 226
is_linear=0
shrinkage=0.0234978


Tree=302
num_leaves=31
num_cat=0
split_feature=1 0 0 3 0 1 4 2 4 0 1 4 0 4 4 3 3 3 2 1 1 0 4 1 0 1 0 1 1 2
split_gain=1.62006 3.20708 2.26801 1.91884 1.9228 1.40279 3.69409 2.57155 1.9649 2.17167 4.01619 2.86519 3.28272 2.55336 1.81238 1.78095 4.02602 3.19117 3.47244 2.60499 4.59199 4.02212 3.27699 3.95906 3.62568 3.71819 3.01886 2.83833 2.83017 2.78509
threshold=87.33187390945001 110.50907145210002 113.28087178455002 -0.27223499999999995 93.063666643600016 86.858705278550005 49.110028829250005 -0.23557500000000001 48.680511450650009 81.917319234750025 57.960468834350003 41.919251152600005 71.144667506050013 44.921040431000009 40.742467179200005 -0.21013499999999999 -0.22831499999999999 -0.24637000000000001 -0.046474999999999995 66.697957758300021 66.318885161900013 92.031298721500022 38.592454371550012 64.434276012450013 89.057864029250013 61.614083433650009 90.603727454250006 64.654729579150015 67.316303128300021 -0.091779999999999987
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 -1 6 8 -8 9 10 11 14 13 -13 -5 16 17 -11 -19 20 22 26 27 24 25 -24 28 -17 -21 -25
right_child=1 2 -4 5 -6 -7 7 -9 -10 15 -12 12 -14 -15 -16 19 -18 18 -20 21 -22 -23 23 29 -26 -27 -28 -29 -30 -31
leaf_value=-0.00068812058260397501 -0.0043721484124991192 0.0025479682384855909 -0.0016290273341775618 3.3104153731090568e-05 -0.005225395904256149 0.0027128519834210265 0.0012829188478284737 -0.0037327723119294034 0.0022791385502778879 0.0012655040981894355 -0.0036963107685133996 -0.0040754119220566525 -0.005814765074075935 0.0046481605678948519 0.0040956529641805817 0.0030812160000565445 0.0038718509458422665 -0.0055587483294708487 0.0011600227199941937 0.0027545863515392836 0.0034487571015024785 1.2851882991826593e-05 -0.0037830297494024613 -0.00034488635647145839 0.002633075741818103 0.00026342010688091953 -0.005787793733881893 0.00023679952529670335 -0.0038705142563642651 -0.0059100616150076285
leaf_weight=8.628451179713009 3.5352472201921037 3.3739487901329976 4.8527713720686734 3.7225721944123524 1.7140463218092907 3.5629070028662673 2.1387383993715048 5.8340810742229214 7.5652496740221968 15.699934425298128 5.9355760570615521 0.86031222576275501 2.0313874301500618 1.2750320853665469 3.0660096909850836 12.206294734030964 6.9104614183306685 2.5061165001243353 2.2218393627554187 1.8949609324336045 8.2105606868863088 128.33603584812954 3.6047123596072188 2.8213979080319405 9.6204173043370229 97.912333418615162 3.2472969722002745 9.5916447993367893 2.0608723582699895 2.6889281067997208
leaf_count=119 127 47 276 30 32 20 16 111 31 82 102 57 27 6 17 44 22 32 13 7 32 918 30 17 40 488 43 41 42 31
internal_value=0.000173416 -0.00125533 8.40453e-05 0.000220639 -0.00144008 0.000270348 0.0002449 -0.00238729 0.000307734 0.000262044 -0.00110419 0.000300213 -0.00225395 0.00113351 0.00186792 0.000336598 0.00129017 0.000416824 -0.00240135 0.000244219 0.000605631 -0.000146837 0.000437019 0.000176787 0.0003373 0.000119737 -0.00299196 0.0018296 -0.000696895 -0.00306058
internal_weight=367.63 11.762 8.22672 355.868 10.3425 345.526 341.963 7.97282 333.99 326.425 16.8909 10.9553 4.16673 2.13534 6.78858 309.534 27.3384 20.4279 4.72796 282.195 146.656 135.539 138.446 116.648 111.137 101.517 7.20313 21.7979 3.95583 5.51033
internal_count=2900 450 323 2450 151 2299 2279 127 2152 2121 239 137 90 63 47 1882 149 127 45 1733 723 1010 691 606 558 518 92 85 49 48
is_linear=0
shrinkage=0.00391285


Tree=303
num_leaves=31
num_cat=0
split_feature=2 2 0 3 4 3 2 4 4 3 2 3 2 3 0 2 4 3 0 4 1 1 1 0 3 2 3 3 3 1
split_gain=0.51245 2.24511 1.79521 1.73826 1.6574 1.46487 1.39928 0.732917 2.13394 1.63627 1.98589 1.60358 2.26662 1.3539 1.21696 1.89619 1.49083 1.1971 3.51771 1.97319 1.38385 1.97007 1.03559 0.901095 0.873601 2.17286 2.16878 2.63434 1.36833 1.12813
threshold=-0.59309999999999985 -0.5422499999999999 87.393708446500014 0.091705000000000023 41.061442884200012 0.082775000000000029 -0.62958999999999998 42.773538294100007 42.988308018450006 0.096845000000000028 -0.030145000000000002 0.094625000000000029 -0.24103499999999997 0.10098000000000003 105.70748523110002 -0.18126999999999999 42.508878681700004 0.08594000000000003 86.420486603250012 43.509905336500005 70.402653062050021 76.220476456350013 62.175971182900007 93.910530954700008 0.083415000000000031 -0.096499999999999989 0.082325000000000023 0.08079500000000002 0.084535000000000013 72.026481772850005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 -1 -4 -5 14 13 11 -11 12 -10 22 -3 -16 -17 19 -19 23 -20 -22 -9 -14 26 -26 27 29 -27 -21
right_child=1 7 5 6 -6 -7 -8 8 9 10 -12 -13 17 -15 15 16 -18 18 20 24 21 -23 -24 -25 25 28 -28 -29 -30 -31
leaf_value=0.0028912510663561325 0.014845824354954169 0.0014371856428303954 0.0065388036187021227 -0.0022011608427044086 -0.034721190363803209 -0.027181329850478012 0.015027331935976548 -0.035354185841565682 -0.026451331663385955 -0.02613726507655938 0.0045957593481570228 0.018695663803510981 0.017229467341958508 0.0041305680025694926 0.019585562552578598 -0.027473940071358817 0.015529178529408747 -0.034062817145239351 0.0073704340489774709 -0.0038317101687857049 -0.032721224211223303 0.0016113827455554199 -0.012218474689168642 0.00041232814532007498 0.0087290784949228886 -0.042918992767677966 0.017476706693759857 -0.028006356784952134 -0.0052191373030351243 0.0052198011939526921
leaf_weight=1.7561030408833169 1.0299225784838189 211.98251251480542 0.96001935470849264 4.4547012178227297 1.1810464854352174 4.0623274762765504 7.8461083015426984 1.9643592685461033 1.9214425950194698 3.1110150447348133 2.1383285003248593 2.82988935150206 6.7138496551197004 1.6510077982093205 0.92064794528414484 2.8358322697167746 0.58638474438339461 2.2442787792533627 6.0949581461027247 16.204546534921974 1.5724042160436509 2.8034929567947984 2.8697662824415602 2.6897878452436998 1.9437379729934035 1.3195204981602722 4.3724041432142249 2.0298255928792051 1.0357813128503037 17.012402765802108
leaf_count=38 7 1453 20 29 25 70 41 25 98 35 21 14 46 14 36 240 11 33 31 154 22 36 36 21 12 21 23 24 23 241
internal_value=0.000342475 0.000122889 -0.0146808 0.00473623 -0.012233 -0.0207357 0.00878809 0.000422692 -0.0015458 -0.000392838 -0.0136181 0.00058789 -0.000166145 -0.0150641 0.00117362 -0.0116914 -0.0201055 0.000598661 -0.0061704 0.00221281 -0.000192057 -0.0107255 -0.0216197 0.0124191 2.74625e-05 -0.010484 0.00116806 -0.000855051 -0.0263399 0.000804115
internal_weight=320.138 304.9 6.05227 15.238 2.93715 5.02235 12.3008 298.848 82.5228 76.0377 5.24934 70.7883 67.9584 6.48513 216.325 4.34286 3.42222 66.037 12.7151 53.3219 10.4709 4.3759 4.83413 9.40364 43.9182 4.29904 39.6192 35.2468 2.3553 33.2169
internal_count=2900 2767 97 133 63 90 70 2670 930 855 56 799 785 75 1740 287 251 687 122 565 89 58 61 67 498 56 442 419 44 395
is_linear=0
shrinkage=0.0245507


Tree=304
num_leaves=31
num_cat=0
split_feature=0 3 2 3 3 0 3 0 3 0 2 3 3 4 3 3 3 3 3 4 1 3 4 2 1 2 0 0 1 1
split_gain=0.518458 0.741429 0.731323 0.888989 0.469725 1.94577 1.32774 1.29035 1.7378 1.53727 2.59189 1.26457 0.869531 2.12978 1.45701 1.44078 2.56095 1.11086 1.82111 2.8709 1.36554 1.35666 1.63991 1.62144 2.26498 1.24588 1.21628 0.885552 0.839827 3.72627
threshold=113.28087178455002 -0.15684499999999998 -0.16187499999999996 -0.22125500000000001 -0.25765499999999997 95.071944867050021 -0.25276999999999999 89.219171517050015 -0.54481999999999997 85.968825637350008 -0.13820499999999999 -0.25095999999999996 -0.15684499999999998 40.305698932850007 -0.12530999999999998 -0.23472499999999999 -0.24637000000000001 -0.11050499999999999 1.0000000180025095e-35 42.599563320500003 55.895732990150002 -0.093074999999999991 38.938637541200009 -0.26138499999999998 61.998532946250002 -0.053019999999999991 78.236820054150016 76.591483678350016 57.960468834350003 59.74022811670001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 -2 -4 5 7 -6 8 -1 10 -10 -8 13 -13 -14 16 -15 -16 19 21 -20 22 -19 -23 -25 -26 27 -22 -28 -30
right_child=1 -3 3 -5 6 -7 11 -9 9 -11 -12 12 14 15 17 -17 -18 18 20 -21 26 23 -24 24 25 -27 28 -29 29 -31
leaf_value=0.0097805445671302286 0.024646699570870768 -0.021701833813761041 -0.031685371466964318 0.011515564962143704 0.016932974040817894 -0.03394446980330821 -0.019839458535523477 0.011928423106444213 -0.036494886203628382 -0.042241922987178569 0.016274494472312016 -0.011915921575444638 -0.017996382220206317 0.014598149424844244 0.01578788320983306 0.017302215485284971 -0.016440899489252838 -0.0077232891215240967 0.020879652536571348 -0.032652336555821844 -0.033896582974032911 0.017669708970014127 0.023031122773964512 0.0074877147508862025 -0.0385772699011801 -0.01310730099411535 0.018559632935159671 -0.0035103922868530957 -0.034782110399913017 0.0010230544565650028
leaf_weight=2.558711251243948 0.69238180830143425 1.9015745213255275 0.68652619724161934 0.72517929633613643 3.6732142884284249 1.4872233705827955 2.2519170613959423 3.820776286534965 1.2373826544499014 1.3762866491451857 1.5553343531209978 4.0335172158665982 3.214325323700904 4.705646513029933 3.4432320224586865 9.344406134448942 3.382838885299865 2.500465182121844 2.4924946790561071 2.9481568888295433 1.2727821823209517 1.4380708085373051 2.6378779178485274 2.6453678328543884 2.2795050754211834 3.7793739908374855 1.9656024854630221 1.6061599496752021 2.171424970496445 239.88134319748497
leaf_count=44 20 231 39 14 21 47 20 29 42 14 25 39 48 21 40 62 40 27 17 78 27 10 15 22 35 33 9 21 30 1780
internal_value=0.00033933 -0.00938789 0.00174087 -0.00949347 0.000463536 -0.00480773 0.000673845 -0.000699761 -0.00787151 -0.0187054 -0.00710629 0.000473428 0.000628099 0.0059019 0.000215341 0.0100245 0.00161672 0.000431301 0.00023372 -0.0080685 0.00084056 -0.00332544 0.00806514 -0.00909619 -0.0135183 -0.0226898 0.00063826 -0.0169441 0.000845698 0.000701851
internal_weight=317.709 4.00566 2.10409 1.41171 313.703 12.0357 301.668 10.5485 6.72771 4.169 2.79272 297.995 295.743 21.4664 274.276 17.4329 8.08849 271.062 267.619 18.2288 249.39 15.2807 5.13834 10.1423 8.70425 6.05888 246.897 2.87894 244.018 242.053
internal_count=2900 304 73 53 2596 201 2395 154 125 81 67 2374 2354 162 2192 123 61 2144 2104 220 1884 142 42 100 90 68 1867 48 1819 1810
is_linear=0
shrinkage=0.0272097


Tree=305
num_leaves=31
num_cat=0
split_feature=0 4 3 1 3 3 0 4 4 3 4 4 4 0 1 3 3 2 3 2 2 4 3 3 0 3 2 3 0 3
split_gain=2.44246 4.12683 2.9697 2.84557 2.7486 2.61037 2.43782 1.78591 3.59698 2.96423 2.20214 2.95583 1.98228 1.97763 3.21183 2.51189 2.19014 1.84952 1.78572 1.71986 1.70852 1.70773 1.68731 5.23529 1.99655 2.21302 1.58117 1.57572 1.48055 1.33232
threshold=102.84427732220001 44.710446918150005 0.090720000000000023 80.677940036650014 0.089785000000000018 -0.21013499999999999 103.44649194340002 48.988717865950008 48.852845034800005 -0.27223499999999995 45.90502654165001 47.833738492450003 40.380906245900007 78.626646483100004 57.729261435100007 0.10176000000000003 0.075065000000000021 -0.15009499999999998 -0.24266999999999997 -0.16717499999999999 -0.21094499999999999 43.411469133450005 0.075065000000000021 0.078505000000000019 109.62188026900002 0.07870000000000002 0.68694500000000025 -0.52484999999999993 112.49853046860001 0.088165000000000021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 2 4 -3 5 19 -7 8 9 12 13 18 27 14 15 16 17 -11 -12 -2 -9 -19 28 -24 -25 -26 29 -1 -5 -15
right_child=1 3 -4 22 -6 6 -8 20 -10 10 11 -13 -14 26 -16 -17 -18 21 -20 -21 -22 -23 23 24 25 -27 -28 -29 -30 -31
leaf_value=-0.002502787605292827 0.0022529776397420993 -0.0026908162918288822 -0.0034430994126787347 0.0031423843278593588 0.0020270798746500418 0.0011908956460810378 -0.0027171831152957167 -0.00029907125906601033 0.0026422791837597899 0.0023001020763777926 0.00017307612464170921 0.00031182085046567578 -0.0034009729675638012 0.00051756153523252295 -0.0032292862635952039 0.0028102873050518135 -0.0036998268776164494 -0.0031817795712230168 -0.0037851371726183342 -0.0016327206382063103 -0.0031588626186588513 0.0018445233153351484 -0.0033403078637550539 0.002472215022630184 0.0022926903313119015 -0.0032961580626021244 0.0020400677722218416 0.00076966226993321961 0.00038427393403173235 0.00013652800329865588
leaf_weight=1.8789691012352703 2.2461903574876492 2.0546037387102869 4.522436158033087 3.7048054635524741 2.3002083741594097 1.5213382355868823 8.1870372716803086 6.2495821453630924 4.9565210044383994 1.8983173086307941 1.255534568801522 5.8716482892632484 2.8415263802744448 137.27783664315939 3.2907347762957215 2.0438518412411213 1.5741974133998153 1.5716652199625953 3.3886244138702732 1.5455239163711674 2.2960143284872156 0.8303710538893937 2.5907647188287211 4.5735983327031136 1.0403078626841309 1.2582334189210085 4.322029832750558 3.1914777569472781 2.7076149405911565 159.40757332602516
leaf_count=30 27 29 149 10 20 8 255 37 14 32 17 32 78 745 69 6 22 45 51 55 69 11 53 16 6 62 21 23 38 870
internal_value=0.000136889 -0.000542724 -0.00141739 0.000448667 -0.00083758 -0.00132567 -0.00210477 0.000212429 0.000245019 0.000209083 0.000251113 -0.00102495 -0.00150535 0.000294093 -0.00087517 0.000103155 -0.0008387 0.00020865 -0.00271505 0.000669145 -0.00106743 -0.00144421 0.000854982 9.41291e-05 0.0013889 -0.000766674 0.000337635 -0.000443018 0.00197778 0.000312834
internal_weight=382.399 38.2527 20.3227 17.9299 15.8003 13.5001 9.70838 344.146 335.601 330.644 322.732 10.5158 7.91197 312.217 11.2091 7.9184 5.87455 4.30035 4.64416 3.79171 8.5456 2.40204 15.8753 9.4629 6.87214 2.29854 301.007 5.07045 6.41242 296.685
internal_count=2900 728 514 214 365 345 263 2172 2066 2052 1921 100 131 1821 185 116 110 88 68 82 106 56 185 137 84 68 1636 53 48 1615
is_linear=0
shrinkage=0.00283508


Tree=306
num_leaves=31
num_cat=0
split_feature=4 3 1 0 1 2 1 0 1 0 4 4 2 2 0 3 3 3 1 1 0 3 4 1 0 0 2 0 3 3
split_gain=0.51332 1.86325 0.607188 1.90974 1.34128 1.12992 0.755105 2.19993 0.944502 1.94823 3.59059 5.66876 3.95669 2.53852 1.36801 2.30346 2.26167 1.62461 1.57171 2.47126 2.93984 4.47067 1.67327 1.65211 1.7668 2.06308 1.5978 1.3864 1.60252 2.23836
threshold=51.779769178100004 0.074640000000000026 87.33187390945001 110.74296730945001 86.858705278550005 -0.012769999999999998 83.715897724050009 108.95245419455001 80.288113607700012 98.851916998450022 39.995120105550008 41.24714903835001 -0.22573999999999997 0.11529000000000002 97.013011637200023 0.088990000000000027 0.10818500000000002 0.087265000000000023 71.090898343450007 75.645146416450004 96.055920542800024 0.082975000000000021 43.968221017800005 70.865067860500019 94.047642319350018 94.776214472700005 -0.14739999999999998 87.29692395375001 0.12064000000000002 0.091545000000000029
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 4 -4 6 -5 8 -8 9 14 13 -12 -13 -11 18 17 -17 -16 23 20 21 22 -20 24 27 26 -26 28 29 -1
right_child=1 -3 3 5 -6 -7 7 -9 -10 10 11 12 -14 -15 15 16 -18 -19 19 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0023613848763335906 0.017326618823913786 -0.026018212389491632 -0.026066467634420804 0.0067600745319878154 0.017488650317378594 -0.025889424777900953 -0.021912356778392837 0.010185208271666614 0.0053311490268315069 -0.030387552054138678 0.015783493525913052 0.0059839604661797207 -0.023561756104924902 0.0058980853393851094 0.0072392240938072968 -0.0081470945195562493 0.013198726025960937 0.026071785595572015 -0.011638444453422724 -0.031128200852814539 0.0077253626508826424 -0.028340277628605578 0.01069548269539806 0.016768529624361931 -0.0002997822982712726 0.0014679769494009144 -0.029418464946841145 0.0037532837759093542 -0.010408923387426067 0.0045582070218964958
leaf_weight=69.536657360149547 0.88508428074419443 1.5959593297448007 2.0425619698362416 3.9407086954452097 2.6577349640429011 0.71963257886818599 2.9952177186496547 2.0751544659724459 21.970058923587203 4.7896771559026119 7.0843462347984341 4.3298645811155474 6.5207670740783161 1.4394897874444721 7.2855313643813151 8.297941477969287 4.3399158623069516 4.1149656251072884 3.4667875263840013 2.004233718616887 8.3894700892269594 4.952623950317502 4.3324689618311822 3.6912548579275599 1.587247611954808 5.1593831181526184 3.3973009944893402 71.53806036664173 8.6177016487345082 43.705714827403426
leaf_count=627 11 87 111 202 19 102 82 31 173 97 26 35 79 16 43 56 26 13 31 56 41 87 38 14 16 39 55 393 64 230
internal_value=0.000300329 -0.0105554 0.000385838 -0.00674838 0.000540957 0.00171846 0.000393577 -0.00877577 0.000548266 0.000171068 -0.00633052 -0.000887386 -0.0117718 -0.0220024 0.000788579 0.00622769 -0.000816812 0.0140368 0.000221048 -0.00570067 -0.0032901 -0.0105372 0.000768 0.000882436 0.00059434 -0.0091528 -0.0201461 0.00110559 -0.000448745 0.000309221
internal_weight=317.464 2.48104 314.982 6.7029 308.28 4.66034 305.622 5.07037 300.551 278.581 24.1641 17.935 10.8506 6.22917 254.417 24.0384 12.6379 11.4005 230.379 23.1456 21.1414 12.7519 7.79926 207.233 203.542 10.1439 4.98455 193.398 121.86 113.242
internal_count=2900 98 2802 415 2387 304 2368 113 2255 2082 253 140 114 113 1829 138 82 56 1691 253 197 156 69 1438 1424 110 71 1314 921 857
is_linear=0
shrinkage=0.02396


Tree=307
num_leaves=31
num_cat=0
split_feature=1 1 3 3 0 1 4 4 2 2 0 3 3 4 3 4 4 0 1 3 3 2 4 0 0 4 4 2 2 2
split_gain=1.6026 2.94185 2.8619 2.31166 1.9588 2.36244 3.12677 2.2418 2.12761 2.54689 2.7682 1.8973 2.67434 2.22914 1.96403 2.34692 1.6671 1.81386 3.15044 1.80736 3.09336 1.65667 2.52643 1.54638 2.36036 3.87039 2.52033 2.27848 4.21755 2.51991
threshold=70.343506983200015 70.73871032835001 0.25847000000000003 0.21240500000000004 85.716110573100011 61.917879202350001 40.421032462050007 41.792045663550006 -0.14380499999999999 -0.088099999999999998 85.613949164150014 1.0000000180025095e-35 -0.15684499999999998 38.052786106700005 0.082325000000000023 37.572218886150004 38.238138001450004 94.964406541850011 71.464594023550021 0.094165000000000013 -0.22253999999999999 -0.23361999999999997 48.680511450650009 85.807518149550006 86.001087134900004 40.532725462000009 42.737166331000005 -0.068524999999999989 -0.054494999999999995 -0.075840000000000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 16 5 11 -7 -8 -9 -10 -11 12 21 -14 -13 -16 17 -3 -19 20 -20 22 -1 -6 25 -25 -27 29 -29 -26
right_child=1 2 -4 -5 23 6 7 8 9 10 -12 14 13 -15 15 -17 -18 18 19 -21 -22 -23 -24 24 27 26 -28 28 -30 -31
leaf_value=-0.0042029525009460948 -0.0035466338474393739 -0.0037983800197157638 -0.0039202295046926201 0.0029921785030241044 0.0015465187416426412 -0.0039703285327105766 0.0012134545966849849 0.0012278377946502033 -0.0040619948081350356 -0.0026453004388684994 0.0013517212745371887 0.0026171582236382282 2.7823205026519607e-05 -0.0040317119492579287 0.0021178905313178928 -0.00027101246541999454 7.7644873476902398e-05 0.0023253831063745779 0.00046148511352675254 -1.3947544565589961e-06 -0.0036893099452381837 0.0015426494919967778 0.00056310603317852152 0.00067104045926365979 0.00029877062076304011 -0.0044779880109771563 -0.00020285099097382174 0.0026015554320972995 0.00054738108209220434 -0.0021117721211065602
leaf_weight=1.5862958303187014 2.4101763330399981 1.9196960786357546 1.851566107594407 2.4442339038942 12.162450633943079 3.0055819889530566 5.1239813314750817 2.7189654167741564 3.4451261460781124 3.5891805710270921 3.1827399954199791 4.6974109746515778 2.2427384424954644 3.189886812120676 5.4961739871650961 14.743883722461758 109.23869583371561 2.9642142578959492 2.6894516404718196 6.5069648928474635 4.9930593314347735 5.4042771011590967 3.411428228020668 6.8294641971588117 77.01383283175528 3.4600675851106644 2.1936462223529816 12.246002178639172 47.375606527552009 4.466841183602809
leaf_count=53 56 31 34 15 41 51 26 19 41 53 16 18 21 75 27 91 1055 14 58 93 171 70 14 26 370 36 13 41 247 24
internal_value=0.000138966 -0.000130344 -6.82526e-05 -1.37069e-05 0.000298738 -0.000175176 -0.00102363 -0.000533234 -0.0012251 -0.00187788 -0.000766737 0.000263191 -0.000581481 -0.00235582 0.000799535 0.000377693 -7.09665e-05 -0.000922106 -0.000600217 -0.00121138 -0.00223622 0.0003452 -0.000949658 0.000475547 0.000390736 -0.000909726 -0.00281923 0.000505787 0.000969299 0.000166623
internal_weight=362.604 135.018 132.608 130.756 227.586 61.8377 21.0656 18.06 12.936 10.217 6.77192 40.7721 15.8346 5.43263 24.9375 20.2401 128.312 19.0734 17.1537 14.1895 7.68251 10.402 4.99772 165.748 153.585 12.4832 5.65371 141.102 59.6216 81.4807
internal_count=2900 1527 1471 1437 1373 575 206 155 129 110 69 369 233 96 136 118 1422 367 336 322 229 137 67 798 757 75 49 682 288 394
is_linear=0
shrinkage=0.00312018


Tree=308
num_leaves=31
num_cat=0
split_feature=0 3 2 3 2 2 4 3 2 0 2 4 1 0 1 4 2 0 2 1 4 2 3 4 3 2 3 3 3 2
split_gain=0.479518 0.623511 0.612224 0.818931 0.474391 0.511549 2.66583 0.576458 0.471083 1.71989 1.53499 1.282 3.44209 0.702207 2.86248 3.13649 1.73682 2.01532 1.60423 3.36307 1.50899 2.1725 1.35549 2.12873 1.2989 1.13581 1.04459 2.71461 2.01744 1.53403
threshold=113.28087178455002 -0.15684499999999998 -0.16187499999999996 -0.22125500000000001 0.68694500000000025 0.27148500000000009 38.938637541200009 0.094415000000000013 0.20327000000000003 89.99344745865001 0.18145000000000003 41.061442884200012 70.026268923800004 85.678472159250006 62.00390986255001 44.758188263300006 1.0000000180025095e-35 67.542133611250009 -0.093604999999999994 61.767325547050007 35.818873074050011 -0.23557500000000001 -0.15148999999999999 41.532441862050007 -0.25276999999999999 -0.08725999999999999 -0.22831499999999999 -0.22125500000000001 -0.24637000000000001 0.048530000000000011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 -2 -4 5 8 7 -7 10 -10 13 12 -11 14 16 24 18 -18 19 20 -1 -22 -23 -24 -16 -20 28 -28 -15 -29
right_child=1 -3 3 -5 -6 6 -8 -9 9 11 -12 -13 -14 26 15 -17 17 -19 25 -21 21 22 23 -25 -26 -27 27 29 -30 -31
leaf_value=0.016343426242453107 0.022026801006049271 -0.01996593943531564 -0.030403563171193106 0.010466581100494549 0.009117898052627714 -0.0067517062514239785 -0.037575141049862253 0.013645965942624754 0.020668112163679392 0.0074009932919967616 -0.017929865769235484 0.01226945371023588 -0.033959396845597518 -0.00081529464663585309 0.003459499841604487 0.017429713935632113 0.023687769999758024 -0.032194751402136131 0.022161069547229212 -0.028788364828157848 -0.025175723068386929 0.01024751678015625 -0.028631963189351007 0.0036717693845084829 -0.031252158466322753 0.0044848527825391577 0.022153872665190498 0.00040151375390500059 -0.023619744942746247 0.0082116446699468087
leaf_weight=3.8809773391112712 0.65885446150787208 1.8408929860743217 0.64429912134073686 0.717443019791972 4.3028080556541672 1.847136958735063 1.4944904340663923 1.9957888980861751 3.6546711307018986 3.7498224154114705 3.1830662611173457 3.4050248423591256 2.2167177307419479 13.803767323377544 0.87674671364948142 1.4232485722750423 0.56911870371550266 2.0793782137334347 3.5346032585948697 2.8827591296285382 2.3736000718781716 6.9224552726373068 2.0559388902038327 4.5123380851000547 5.0203613615594795 8.7419657139107603 4.3159174136817446 200.13728504651226 3.3349290313199154 19.071868483093567
leaf_count=48 20 231 39 14 33 36 33 15 21 19 21 22 33 125 13 8 11 79 16 33 70 30 23 35 106 55 17 1480 45 169
internal_value=0.000327138 -0.00888841 0.00120392 -0.00887085 0.00044142 0.000319847 -0.00775517 0.00384164 0.000462681 0.00535742 0.000241844 -0.000613365 -0.00796542 0.000444416 -0.00257751 -0.0176299 0.000356701 -0.0201865 0.00191548 -0.0022396 0.00163644 -0.00196141 0.00212299 -0.00643963 -0.0260914 0.00957409 0.00100788 0.0014879 -0.00525269 0.00108102
internal_weight=315.248 3.86149 2.0206 1.36174 311.387 307.084 5.33742 3.84293 301.747 13.0262 288.72 9.37156 5.96654 285.537 44.8735 7.32036 37.5531 2.6485 34.9046 22.6281 19.7453 15.8643 13.4907 6.56828 5.89711 12.2766 240.664 223.525 17.1387 219.209
internal_count=2900 304 73 53 2596 2563 84 51 2479 95 2384 74 52 2363 527 127 400 90 310 239 206 158 88 58 119 71 1836 1666 170 1649
is_linear=0
shrinkage=0.0263131


Tree=309
num_leaves=31
num_cat=0
split_feature=4 0 2 4 0 4 2 3 4 3 1 4 3 2 2 0 1 1 1 4 0 4 4 2 2 1 4 1 2 2
split_gain=0.476324 1.59633 1.89036 1.35142 1.25309 0.84961 2.46532 1.93805 2.48067 1.25862 1.17619 2.76808 1.87621 0.867587 0.862677 0.833383 2.64955 1.24912 2.52297 5.54754 1.09372 3.46708 3.63849 2.68521 2.5267 1.57442 2.48115 2.39332 3.22703 1.82568
threshold=49.110028829250005 71.249517373150013 -0.15818499999999999 48.680511450650009 110.50907145210002 45.90502654165001 -0.23378499999999999 0.074640000000000026 47.833738492450003 -0.52484999999999993 83.715897724050009 44.710446918150005 -0.22253999999999999 0.20981000000000005 -0.5775499999999999 103.44649194340002 82.204984254750016 80.288113607700012 81.188747081400024 39.468990633150007 98.851916998450022 39.995120105550008 41.24714903835001 0.11529000000000002 -0.22573999999999997 74.986474174450009 41.590548329450009 72.953999827850012 -0.22386500000000001 -0.13978499999999996
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 5 -4 9 14 -8 -9 -1 15 12 -12 -14 -7 17 -17 20 -19 -20 25 23 -23 -22 -24 27 29 -11 -29 -27
right_child=1 2 4 -5 -6 6 7 8 -10 10 11 -13 13 -15 -16 16 -18 18 19 -21 21 22 24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.02145738907749338 -0.038007851924501797 0.0064800983136182599 -0.028691254782419458 0.011023705571760481 0.0021540029192603661 -0.0032243589406110999 0.012188204551045995 -0.035393216649597214 0.0081519467906999987 0.00090528697926225185 0.0081254371064243998 0.024000246743770309 -0.02942732134337454 0.00028089413790622974 -0.035147738481246173 -0.023342606143357141 0.012476714229510348 0.020847421244542311 0.016859810052949072 -0.025723354273384225 -0.033037939625182512 0.016798990032624004 0.0072118281677787111 0.011199899756707411 -0.024604637010465464 -0.010588255154354645 0.020758792282435358 0.0085764126401333581 -0.036172375545797893 0.008658312824963578
leaf_weight=1.8095571974990878 0.93646594509482284 6.6520469430834046 2.3656771907117213 8.258957142941652 1.4985057741287162 0.79267101688310537 4.5406261482276005 1.8250370755558836 1.819986598100513 205.26766758214217 1.6227213686797766 1.427645271643996 4.1673221702512802 0.81933678078348737 2.3019389221444717 3.5513186308089635 2.4176850412040949 6.5495855137705794 5.1392665272578579 3.6404304481111467 4.2509101333562311 6.1120602153241617 3.0409942138940096 1.2329463213682172 4.0595202688127756 5.3323984937742361 7.0860605933703473 1.875912996008992 2.7949579935520878 9.637439722660929
leaf_count=67 10 67 106 44 48 10 30 43 19 1410 51 10 319 41 63 65 31 24 35 36 81 23 19 8 41 45 55 18 35 46
internal_value=0.000294251 -0.00498866 -0.00204831 0.000495009 -0.0167297 0.000198348 -0.00690403 0.00068224 -0.0136508 0.000482616 0.000624394 -0.00932606 -0.0165246 -0.0245461 -0.0269707 0.000918421 -0.00883435 0.00113726 0.00845082 -0.000796955 0.000690044 -0.00545066 0.00187129 -0.0230919 -0.0109783 0.00118492 0.00789273 0.000480209 -0.0182004 0.0018025
internal_weight=312.828 11.4527 10.5162 301.375 3.86418 293.116 11.2803 8.18565 3.64502 281.836 280.026 8.03703 6.60938 4.98666 3.09461 271.989 5.969 266.02 15.3293 8.7797 250.691 18.6964 13.2126 5.48386 7.10051 231.994 22.0559 209.939 4.67087 14.9698
internal_count=2900 231 221 2669 154 2625 165 92 62 2460 2393 421 411 360 73 1972 96 1876 95 71 1781 172 83 89 60 1609 146 1463 53 91
is_linear=0
shrinkage=0.0263922


Tree=310
num_leaves=31
num_cat=0
split_feature=2 2 0 3 4 3 2 1 1 4 4 3 3 4 4 3 0 2 4 3 2 3 1 4 4 4 0 4 4 3
split_gain=0.451055 1.84143 1.61436 1.49112 1.51854 1.37053 1.21365 0.589944 1.0921 0.557787 1.73484 2.02275 4.40125 1.5848 1.12868 1.00595 1.00499 1.4586 1.22952 0.997437 1.80387 1.27265 2.59314 1.99779 2.25228 2.01687 1.61139 2.19577 3.64056 1.38044
threshold=-0.59309999999999985 -0.5422499999999999 87.393708446500014 0.091705000000000023 41.061442884200012 0.081550000000000025 -0.62958999999999998 68.961639504150014 75.18810853425002 42.773538294100007 43.19689381845 0.08594000000000003 0.10236000000000002 42.988308018450006 43.245737185650007 0.10273500000000002 105.70748523110002 -0.18126999999999999 42.508878681700004 0.094625000000000029 -0.24103499999999997 0.083415000000000031 62.197478847950002 44.215931556700006 44.758188263300006 45.90502654165001 89.219171517050015 47.833738492450003 43.673409002000007 0.079785000000000009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 -1 -4 -5 -7 -9 16 11 13 -13 -11 -12 19 -3 -18 -19 20 -16 23 -23 -22 -25 -26 -24 28 -28 -27
right_child=1 9 5 6 -6 7 -8 8 -10 10 14 12 -14 -15 15 -17 17 18 -20 -21 21 22 26 24 25 29 27 -29 -30 -31
leaf_value=0.0031926845380759097 0.017273531685249994 0.0013970316637310267 0.0093050774979031026 -0.0024516900975173907 -0.039943102401665868 -0.052185168887835275 0.016609289407358563 0.0035445257933852435 -0.034993191456934497 -0.015753035959944341 0.020479536560793845 -0.040622963847958493 0.0050567034338964969 0.011582573384675728 -0.03065777182486442 -0.021018457287900784 0.020460784465278329 -0.031622518754741431 0.016178483604180557 0.014804375807613524 0.013407225048474197 -0.028717052198552723 0.025954102364376671 -0.028044850652117412 0.017557521026514217 -0.00014468638826294254 0.008278234464138572 0.013286063101823616 -0.039809773830396473 -0.024303115711095474
leaf_weight=1.7358637924480711 0.99231881834566493 206.90534792677499 0.88301648676861066 4.334766478277742 1.0980681950459255 0.80584995448589358 7.5445219054236068 0.83009143918752704 2.2452217899553943 3.0262041478417796 2.208065594546496 4.1631585439026821 2.9845385652733967 4.1379800361464731 1.609136408078476 1.8920501177199174 0.81589981092838604 2.424770624726079 0.54273461207048956 3.640834219811949 10.647040296404162 3.5011361744254819 1.6442896693479259 2.3491592064965543 5.0950005641207126 20.790666013490412 2.4972451135399734 3.2818748726276681 2.7006051689386368 2.151001466321758
leaf_count=38 7 1453 18 29 25 9 41 10 53 32 11 65 27 33 95 24 36 240 11 24 82 28 11 30 35 285 21 28 62 37
internal_value=0.0002846 3.97401e-05 -0.0160377 0.00519013 -0.0135212 -0.0229761 0.00965392 -0.0303204 -0.0245911 0.000359973 -0.00170857 -0.0107443 -0.0215493 3.58107e-05 0.000311774 -0.000408804 0.00112892 -0.0135335 -0.0228801 0.000242102 -0.000700167 0.000181787 -0.00742016 0.00270605 -0.00104359 0.00121881 -5.51601e-05 -0.00509857 -0.0167065 -0.00240977
internal_weight=309.478 294.765 5.7565 14.7132 2.83393 4.76418 11.8793 3.88116 3.07531 289.009 78.32 14.3119 7.1477 7.16418 64.0081 61.8 210.689 3.78341 2.96751 59.908 56.2672 54.658 13.6252 41.0329 30.3858 28.0367 10.124 8.47973 5.19785 22.9417
internal_count=2900 2767 97 133 63 90 70 72 63 2670 930 157 92 65 773 762 1740 287 251 738 714 619 150 469 387 357 122 111 83 322
is_linear=0
shrinkage=0.0287079


Tree=311
num_leaves=31
num_cat=0
split_feature=1 1 0 3 3 1 4 3 3 1 4 1 1 4 0 2 2 0 1 3 3 4 3 4 2 3 4 3 4 3
split_gain=1.78324 3.53442 2.18865 2.49221 2.84593 2.11232 4.25055 4.19803 2.87625 2.40664 5.01191 3.51806 3.84609 5.0939 2.38476 1.94812 1.79886 1.79424 1.58285 1.47476 2.59997 2.81289 1.90113 2.45427 4.17198 2.4539 6.93655 5.35386 2.39036 2.47167
threshold=70.343506983200015 70.73871032835001 86.530713386650021 0.12064000000000002 0.25847000000000003 64.434276012450013 41.322103772800006 0.08079500000000002 0.089185000000000028 66.318885161900013 38.592454371550012 66.697957758300021 68.214248143850014 37.797539186950011 88.232507383150008 -0.15484000000000001 -0.081169999999999992 94.047642319350018 68.961639504150014 -0.04931 -0.101725 39.039757512550004 0.083795000000000022 42.131954243650007 -0.12350999999999999 0.091975000000000015 41.468518788800004 0.087405000000000024 42.686561923500008 0.09660500000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 19 -5 6 -4 -8 14 10 16 -11 13 -13 -9 -15 -7 -3 -14 20 -1 -22 -21 25 -25 26 27 -24 -26 -30
right_child=1 17 5 4 -6 9 7 8 -10 11 -12 12 18 15 -16 -17 -18 -19 -20 22 21 -23 23 24 28 -27 -28 -29 29 -31
leaf_value=-2.167054864058643e-05 -0.0030060801823901186 -0.0019583208389805378 0.0019177284459858713 -0.0030518358819432603 -4.1345305330075511e-05 -0.00059703597604762444 0.001991268966227326 -0.0025293442557372341 0.00057754277509643008 0.0020804912028836685 -0.0028643337604795549 0.0015808253574696135 0.0016036416541026031 -0.00027944332935032082 6.2797109311231523e-05 -0.0033101953462357815 0.0015471478060007171 -3.4189636569705838e-06 0.00029377876933430873 0.0009926120427695116 0.00080429443141230746 -0.0033767947682478978 -7.087565191293977e-05 0.0019312542037550672 -0.0026134934892191588 0.0008486607092120696 0.0018047580161769752 -0.0043712849397179645 -0.0013622015049653603 0.0010514405286199027
leaf_weight=22.770620591472838 2.7884858381003133 3.2476392425596705 18.347748346626759 3.6919887941330654 4.9757013507187366 6.2155994959175578 7.6088882051408318 5.1074647232890147 12.458391591906546 7.9561376646161071 4.8522232342511407 3.0708886720240098 8.4019583836197835 2.0125163085758686 4.5113046616315842 4.957850955426693 4.5916151180863372 130.50602508150041 24.048692396841943 20.009876359254122 1.5751591837033618 3.4972187071107328 4.2568999752402288 3.5596676915884045 5.2944090552628067 29.739347007125616 5.2787068700417876 3.6117182346060872 8.3664867570623738 4.3536686412990084
leaf_count=250 56 75 70 33 25 28 26 28 47 33 43 11 33 22 18 45 16 1396 116 91 17 63 28 14 50 122 19 36 66 23
internal_value=0.000124905 -0.000111237 0.000262039 1.85762e-05 -0.00132366 0.000520093 0.000934703 0.000327135 -0.000246408 0.000218836 -0.000670868 0.000495006 0.000198142 -0.00120695 -0.0013136 -0.00243514 0.000313954 -5.08854e-05 0.000632922 0.000122162 -0.000396364 -0.00207841 0.000293076 7.59274e-05 -0.000638794 0.00043547 -0.000499172 -0.00204478 -0.00114663 -0.000536095
internal_weight=371.665 136.542 235.123 120.981 8.66769 114.141 48.0338 29.686 22.0772 66.1075 15.6594 50.448 42.4919 10.0413 9.61877 6.97037 10.8072 133.754 32.4507 112.314 27.843 5.07238 84.4708 64.4609 21.5742 42.8867 13.1473 7.86862 18.0146 12.7202
internal_count=2900 1527 1373 837 58 536 189 119 93 347 87 260 227 78 46 67 44 1471 149 779 330 80 449 358 153 205 83 64 139 89
is_linear=0
shrinkage=0.00259795


Tree=312
num_leaves=31
num_cat=0
split_feature=1 0 4 3 4 2 3 4 4 0 1 0 2 2 4 4 2 4 0 2 3 4 2 3 4 1 2 0 1 1
split_gain=2.40135 4.08851 3.29342 3.36605 2.69708 2.92595 6.03954 2.09755 2.41364 2.07956 4.61955 2.16165 2.31819 3.27013 4.14456 2.77834 2.36997 6.90521 3.58801 2.73197 2.36085 2.24121 1.85549 1.81669 1.67266 1.62554 3.20843 2.78739 1.52913 2.32502
threshold=70.182199495350019 94.614906984850009 40.305698932850007 -0.16319499999999998 41.872669623500009 -0.058529999999999992 0.12424000000000003 42.686561923500008 42.773538294100007 85.656964494200011 61.86411003975001 85.807518149550006 -0.072569999999999982 -0.10282499999999999 38.238138001450004 41.468518788800004 0.15675000000000003 39.344049039350004 86.280686780500005 -0.031989999999999998 0.082975000000000021 39.268993001500007 -0.16030499999999998 0.10273500000000002 32.785955158400007 63.910026677050006 -0.053019999999999991 93.262612545250008 62.197478847950002 62.132955852800002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 -2 -4 9 23 7 -7 -9 10 -1 -11 13 20 -15 -16 18 -18 19 -14 -13 -22 -5 28 -3 -20 -27 -28 29 -6
right_child=1 24 3 22 5 6 -8 8 -10 11 -12 12 16 14 15 -17 17 -19 25 -21 21 -23 -24 -25 -26 26 27 -29 -30 -31
leaf_value=0.00051661764745064771 -0.004303688724185341 -0.0033321109588772 0.0025865371992211061 0.0013785304616657345 0.00023399620444556528 -0.0033759091560387582 0.0023734286280284287 0.0020489015649662848 -0.0017806494213519093 0.0020608637002229049 -0.0027263653546674943 -0.00081057287502042479 -0.0015918920797656508 0.00086135959710781319 -0.0037284696567411808 -0.0002300907602590122 0.0016028050272647136 -0.0031603610623403976 0.0026948232412752318 0.0016087639123888553 -6.2546904169285064e-05 0.0018981188976360385 -0.0035111694587097396 -0.0017206428944484767 4.0510351189532929e-05 0.0030416683251908248 -0.0015392020141623407 0.0018742166133332442 0.00097724338211640691 -0.002382982444930824
leaf_weight=20.067163422238085 3.7587045617401582 1.3959235827205692 2.0102276243269444 0.97006432805210385 39.289661031682044 5.802215773612267 3.8427371047437182 1.8986526075750578 8.3108016522601229 11.854586832225321 5.1922645047307006 7.0233773738145855 5.4047707766294479 6.6469715386629096 5.3595027774572355 3.5399697050452232 8.2665469050407392 4.3687236532568923 15.533055976033213 4.6669478341937047 8.4407536834478396 15.582349047064779 2.9301790040917695 4.1294165514409533 128.86626078886911 5.8574633821845046 4.6022453308105451 4.3892374038696289 24.872830606065691 3.4696608968079081
leaf_count=154 50 102 16 14 249 81 18 9 107 35 74 41 27 25 36 17 32 32 60 15 35 51 86 33 1282 17 24 16 140 22
internal_value=0.000177779 -0.000138345 -0.00206097 -0.000634732 0.000371445 -3.54601e-05 -0.00107663 -0.00190462 -0.00106847 0.00064396 -0.000150002 0.000823767 0.000676647 0.000177804 -0.000969471 -0.00233691 0.00111445 -4.40894e-05 0.00147631 -0.000108799 0.000752299 0.00120922 -0.00229501 0.000252601 4.36846e-06 0.00200177 0.00127679 0.000127075 0.000373081 2.16442e-05
internal_weight=368.343 139.931 9.66918 5.91047 228.412 91.616 19.8544 16.0117 10.2095 136.796 25.2594 111.537 99.6819 46.5929 15.5464 8.89947 53.089 12.6353 40.4537 10.0717 31.0465 24.0231 3.90024 71.7616 130.262 30.382 14.8489 8.99148 67.6322 42.7593
internal_count=2900 1550 166 116 1350 659 215 197 116 691 228 463 428 205 78 53 223 64 159 42 127 86 100 444 1384 117 57 40 411 271
is_linear=0
shrinkage=0.00306446


Tree=313
num_leaves=31
num_cat=0
split_feature=4 2 3 4 3 2 0 0 4 4 4 0 2 2 0 4 1 3 3 3 3 0 1 1 4 2 2 2 3 3
split_gain=0.457609 1.50567 2.2219 0.703398 1.74482 1.71044 1.25268 1.48368 1.12979 1.01078 2.08941 1.93678 1.81446 1.38349 3.18172 0.805147 2.93722 2.60037 1.13448 1.10317 3.4807 2.2532 3.15847 3.09025 2.72718 2.10142 1.65694 1.4955 1.26857 1.17922
threshold=32.785955158400007 -0.10710499999999999 0.088500000000000023 35.461062230100005 0.094415000000000013 -0.081844999999999987 89.219171517050015 90.337570099350003 34.176526048000007 37.020641110850008 36.82350895510001 95.141844778450022 -0.58180999999999994 -0.033594999999999993 89.665455566700004 37.858673296900008 67.649671936450019 0.099780000000000021 -0.087385000000000004 0.10500500000000003 0.10661000000000002 86.345209775600011 63.431481129800005 61.966271448700006 40.305698932850007 -0.021344999999999999 -0.058529999999999992 -0.59511499999999995 0.12191500000000002 0.10176000000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 4 6 -6 -2 -8 -9 10 11 13 -13 14 -5 16 -11 18 -18 29 -21 23 -23 -22 25 -24 -25 -26 -29 -17
right_child=3 2 -4 9 5 -7 7 8 -10 15 -12 12 -14 -15 -16 19 17 -19 -20 20 21 22 24 26 27 -27 -28 28 -30 -31
leaf_value=-0.032098631612389891 -0.025704024719506672 0.019543888273913155 -0.028015241269908953 0.015375276771895102 0.024652892258874508 -0.00089441066668480697 0.023146460793262564 0.0087854360225749131 -0.022625283500574602 0.021345955471371744 -0.029421186991593622 0.015083885394441622 -0.037701719195304441 0.018402434889123541 -0.026638468158487486 0.00042417194279013875 -0.0025766216806907783 0.021404776921399735 -0.031570278468227637 -0.036131831683505339 0.0023679791728097375 0.018864373097204203 -0.042576645628467885 -0.014040140995084436 0.023444814386912465 -0.0054147392603682981 -0.044231178199436089 -0.016095772797942168 0.0087694761820356834 0.0090767822402236936
leaf_weight=1.4384843174484556 1.6099696061573912 2.088277253817068 1.2073235049028879 3.0006688442081213 5.2279782452969812 3.3480520378798229 1.7852574586868284 1.6695545881811997 1.9143374490377025 6.041240116581319 2.6563277542591086 0.69631146080791806 1.8668454576691154 3.331738065928219 2.6378122260794044 215.44054286082974 1.9495727220783008 1.857343330979347 2.2803771998733282 2.4987099709105669 6.0962138008326274 6.9980515055358437 2.0363893774338067 3.5959048420190811 2.4752472369000289 2.8346591313311356 2.3349711606279016 2.827494648285211 3.6744436188600957 13.007085162156725
leaf_count=86 22 43 39 20 28 25 7 25 37 33 24 8 60 17 27 1971 21 17 49 23 30 32 30 30 11 21 30 35 28 71
internal_value=0.000333045 -0.00827695 0.00212089 0.000466383 0.00624779 0.0146793 -0.00411298 0.00236122 -0.00799261 0.000156425 -0.00710738 -0.00196814 -0.0233619 0.00414493 -0.00427973 0.000529941 0.0075604 -0.00612085 -0.0182072 0.000206731 -0.00437935 -0.00196583 0.00358367 -0.0115847 -0.00413826 -0.0209506 -0.0259263 0.00498418 -0.00204366 0.000916824
internal_weight=310.427 4.73409 3.2956 305.693 15.5551 8.57603 6.97912 5.36915 3.58389 290.138 14.1897 11.5334 2.56316 8.97022 5.63848 275.948 12.1285 6.08729 4.22995 263.82 35.3721 32.8734 20.8463 12.0271 13.8482 4.87105 5.93088 8.97719 6.50194 228.448
internal_count=2900 168 82 2732 144 53 91 69 62 2588 156 132 68 64 47 2432 120 87 70 2312 270 247 157 90 125 51 60 74 63 2042
is_linear=0
shrinkage=0.0279068


Tree=314
num_leaves=31
num_cat=0
split_feature=0 3 2 0 2 2 4 1 4 2 2 0 2 2 4 2 2 4 4 2 4 4 2 4 3 3 3 0 4 4
split_gain=0.432931 0.489968 0.513232 0.747637 0.444771 0.574025 2.22734 1.64724 0.962293 0.95916 1.3069 1.27613 1.07161 1.51822 3.07594 2.41863 1.68956 3.79177 1.59944 1.43213 1.7227 1.92105 2.64501 1.6621 1.53138 2.3469 1.75886 1.29993 1.23776 3.42923
threshold=113.28087178455002 -0.15684499999999998 -0.16187499999999996 119.78425200215001 0.68694500000000025 0.25677000000000011 40.08085804200001 69.276189105400007 37.962710038050005 0.20327000000000003 0.15675000000000003 88.232507383150008 0.12812000000000004 0.090855000000000033 38.175120519550006 0.06041500000000001 -0.0023999999999999998 41.028010303750008 48.680511450650009 -0.031989999999999998 41.872669623500009 42.686561923500008 -0.022239999999999999 40.259171735100004 0.12424000000000003 0.23821500000000004 0.4172550000000001 86.388225105700016 40.12915366295001 36.514114975300011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 -2 -4 5 9 7 -7 -9 10 12 -12 13 15 -15 16 19 28 -19 24 23 22 -22 -21 -1 -26 -27 -16 29 -18
right_child=1 -3 3 -5 -6 6 -8 8 -10 -11 11 -13 -14 14 27 -17 17 18 -20 20 21 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=0.00063661895818318593 0.020888044867688117 -0.019372654737785967 -0.032214555022632707 0.0086702516433469715 0.0092156830531774942 0.011176542211956214 -0.029901119076371219 -0.0018713384372290966 -0.033408992531593261 0.0097678927374031475 -0.024946209117544842 -0.0017813643887125102 0.01738600780556181 0.013707406042823002 0.00055010879524100336 0.018586834846682262 0.018032375595754577 -0.033432341176505169 0.0064552308412878096 0.0034128331980088286 0.0058076226900521145 0.0079078353155983532 -0.043719528352279227 0.022227333687243986 -0.03149834914717254 0.011171908888763902 -0.014668366642702576 -0.036996182427881871 0.018817108734413751 -0.026049722340565573
leaf_weight=216.45162160543259 0.6120835079345851 1.7348656967806153 0.57645185780711494 0.75556860701180995 4.1308338176459065 4.4999443423002941 2.2298345420276746 1.7108412350062283 1.2058270208071915 7.9374772496521464 2.9111516745761028 4.3163681884179823 2.7317825725767753 1.9843413578346361 0.88619947433471713 5.3916194271296254 2.5212288318434712 4.4200070211663842 0.88151723891496647 6.5798843011725712 1.5747648170217874 5.0544802993535995 1.5785043630748967 7.1766618955880404 2.731836586724965 3.6833508424460888 4.0356436087749898 2.8171151545830071 2.448407631367445 2.6420873035676777
leaf_count=1752 20 231 19 34 33 24 39 39 24 53 26 27 20 13 11 31 22 121 7 40 13 36 32 40 28 20 35 66 12 32
internal_value=0.000292533 -0.0089272 0.000394041 -0.00902326 0.000403914 0.000282743 -0.0062062 0.000917776 -0.0149098 0.000498027 0.000237863 -0.0111119 0.000535515 0.000366814 -0.0134563 0.000661086 0.000291887 -0.00924405 -0.0268 0.00078669 0.00737917 -0.00242403 -0.0189853 0.0132282 0.000148534 -0.00996041 -0.0023379 -0.0280114 0.00298356 -0.00452459
internal_weight=308.212 3.67897 1.9441 1.33202 304.533 300.402 9.64645 7.41661 2.91667 290.756 282.819 7.22752 275.591 272.859 5.68766 267.172 261.78 12.9132 5.30152 248.867 21.9643 8.20775 3.15327 13.7565 226.902 10.4508 7.71899 3.70331 7.61172 5.16332
internal_count=2900 304 73 53 2596 2563 126 87 63 2437 2384 53 2331 2311 90 2221 2190 194 128 1996 161 81 45 80 1835 83 55 77 66 54
is_linear=0
shrinkage=0.0270383


Tree=315
num_leaves=31
num_cat=0
split_feature=3 2 3 3 3 0 1 3 4 1 3 2 2 2 3 4 3 1 0 2 1 1 0 1 0 1 1 1 0 4
split_gain=0.435413 1.36377 1.33687 1.20866 1.15188 0.828959 1.61904 1.3108 1.54772 1.28185 0.647892 2.38338 1.51758 1.97529 1.47876 3.80933 1.7063 2.47744 2.16689 1.44443 1.73418 1.22998 1.46211 1.09813 1.79749 0.850646 1.87118 0.989387 3.79529 3.20344
threshold=-0.25765499999999997 -0.23557500000000001 -0.26439499999999999 -0.25276999999999999 -0.25095999999999996 76.591483678350016 61.917879202350001 -0.27223499999999995 36.072790850000011 55.788194664950005 -0.15684499999999998 -0.23871499999999998 -0.16717499999999999 -0.079824999999999993 1.0000000180025095e-35 41.468518788800004 -0.093074999999999991 62.009286778800011 97.013011637200023 -0.25716999999999995 84.600400448950026 64.434276012450013 100.37896121655002 55.895732990150002 76.591483678350016 57.729261435100007 59.74022811670001 61.923256118600001 85.613949164150014 43.968221017800005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 5 -2 -5 9 -7 8 -8 -3 11 -6 -13 -14 15 16 -12 -18 -19 -17 -21 -15 -23 -16 -25 -26 -27 -28 29 -29
right_child=3 2 -4 4 10 6 7 -9 -10 -11 14 12 13 21 23 19 17 18 -20 20 -22 22 -24 24 25 26 27 28 -30 -31
leaf_value=-0.025751477823319904 0.012790894133524886 0.0096140861311125279 -0.021775568279557303 -0.01519724152001933 -0.016900746144426257 0.021564528300701036 0.0079066502159662252 0.01135462005678365 -0.021160356955258169 -0.02775287769028608 0.0076056044315745749 0.013939884283402157 -0.014655116216287503 0.014899793988907206 0.015243602782654166 0.0095102062834686515 0.013246212519208952 -0.02356788550641668 0.002475182007377656 -0.025638495659468803 0.0051287890784806073 -0.012706031358851575 0.010978858663726394 -0.026209156657201308 0.014921177124758926 -0.016269208995697171 0.0050836065016340764 -0.026542400491997447 0.00068495132428325514 0.010625339043252687
leaf_weight=1.1870173501083616 3.6004240277688941 0.73761383187956919 1.3168848151108239 2.2356174718588582 2.2829688081983504 1.9261186271905897 1.4241935620084381 2.3270083055831519 2.1187263467581943 1.0130156017839906 8.3453074687859061 7.5506142247468278 2.6948941503651485 4.2097049788571805 2.3444171119481316 0.80531869549304502 2.2480832599103469 3.7237011399120092 2.4711441437830217 5.7117023988394031 1.0010093658929688 2.458380788564682 2.3897450638469309 1.1732587283477176 1.8984748274087895 3.0791202692780635 21.272218558937311 4.2626818805001667 206.72166479195585 1.4431476630270479
leaf_count=63 24 27 19 24 53 6 14 22 42 35 72 33 35 27 17 13 14 38 37 141 15 23 30 27 9 38 90 83 1819 10
internal_value=0.000209834 -0.00380731 -0.00140956 0.000374533 0.000220552 0.00139977 0.00441066 -0.00121809 -0.00947591 -0.0120086 0.000340197 0.00393309 0.00639707 0.00155114 4.91764e-05 -0.00502094 0.000691345 -0.00614297 -0.0131792 -0.0177768 -0.0210504 0.00637284 -0.00103124 0.000558004 0.00041446 0.000545333 0.000430069 0.000650091 0.000206124 -0.0171417
internal_weight=305.974 12.0506 10.8636 293.924 290.323 9.54668 7.79605 5.86993 3.54292 1.75063 288.088 21.5863 19.3033 11.7527 266.501 24.3063 16.7882 8.44293 6.19485 7.51803 6.71271 9.05783 4.84813 242.195 239.851 238.677 236.779 233.7 212.427 5.70583
internal_count=2900 228 165 2672 2648 146 84 78 56 62 2624 201 148 115 2423 330 161 89 75 169 156 80 53 2093 2076 2049 2040 2002 1912 93
is_linear=0
shrinkage=0.0215623


Tree=316
num_leaves=31
num_cat=0
split_feature=1 1 3 3 0 2 2 2 3 3 4 3 3 2 4 3 4 0 1 3 3 4 4 1 1 2 3 4 3 4
split_gain=1.61311 3.06971 2.63927 2.25497 2.05633 1.65375 4.16196 2.6417 3.4158 3.25154 2.95749 2.33669 3.54737 3.51981 1.84651 2.33096 1.5235 1.97574 2.94605 1.71124 2.65299 1.48985 3.83224 2.56585 2.43904 2.68599 2.33031 3.30678 2.0828 2.0787
threshold=70.343506983200015 70.73871032835001 0.25847000000000003 0.21240500000000004 86.530713386650021 -0.068524999999999989 -0.022239999999999999 -0.083794999999999994 0.078935000000000019 0.083185000000000023 40.982542372850013 0.11308000000000003 0.084365000000000009 0.098830000000000015 38.938637541200009 -0.112455 38.238138001450004 94.964406541850011 71.464594023550021 0.094165000000000013 -0.22253999999999999 42.178283198950005 43.45354240915001 63.910026677050006 61.917879202350001 -0.085734999999999992 0.082325000000000023 44.921040431000009 0.086230000000000015 42.686561923500008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 16 21 7 -7 8 14 -9 -11 12 -8 -14 -6 -16 17 -3 -19 20 -20 23 24 -1 25 -23 27 -24 -25 -26
right_child=1 2 -4 -5 5 6 11 9 -10 10 -12 -13 13 -15 15 -17 -18 18 19 -21 -22 22 26 28 29 -27 -28 -29 -30 -31
leaf_value=0.00045479976581396512 -0.0034229907053699511 -0.0036952155697439482 -0.0037361446181636226 0.0028911662076030326 -0.0031071067014345755 0.0022170526877547357 0.0011686601215442289 0.0010340744916711231 0.00095849924671138984 -0.00028162102513790962 -0.0039300318583036092 0.0023302669079628387 0.00010440532766645243 -0.0032697991141496323 -0.0019846946212600889 0.0017359509320175276 9.122834355282806e-05 0.002233541427781554 0.00027353763734804231 6.2433200890086308e-05 -0.003543017573236155 0.0022298117436332539 -0.0031641725352897217 0.0003121904167868372 -0.0032462588613580865 -0.0022052096075450816 0.0015670666751370214 0.00036959756178690139 -0.0041933915011211614 -0.0010303689974952342
leaf_weight=65.053617250639945 2.4643706060014656 1.9665585365146423 1.7181397296953935 2.402950555086135 2.7962367609143239 17.143325421959162 10.913576973602181 4.8250251412391654 42.950774164870381 4.0506013706326467 3.9623804092407227 4.3907996900379649 7.1534581594169122 4.5659638717770576 3.0928487554192543 2.9810953047126532 106.08346268977039 2.8965743482112876 2.6175697729922831 6.006086315785069 4.4052586212637816 3.1129530877806246 2.9609976722858873 1.7212515799328678 6.2803625371307161 2.0363692664541331 9.6900186976417881 12.319539632182567 1.9992629978805778 9.7280047833919507
leaf_count=385 56 31 34 15 20 66 59 18 179 19 28 17 36 41 39 14 1055 14 58 93 171 18 66 20 66 45 47 80 23 87
internal_value=0.000161475 -0.000103735 -3.9878e-05 1.03735e-05 0.000316243 0.000612021 0.00105985 0.000306116 0.000608186 -0.000913193 -0.00208574 0.000325753 -6.3123e-05 -0.00121021 -0.00108809 -0.0001586 -4.54634e-05 -0.00085592 -0.00050531 -0.00111421 -0.0021205 3.6106e-05 -0.000381358 0.000316108 -0.00132153 0.000475922 0.000415252 -0.000315161 -0.00210894 -0.0018997
internal_weight=354.289 130.561 128.097 126.378 223.728 108.826 44.1671 64.659 51.821 12.838 8.01298 27.0238 22.633 11.7194 8.87018 6.07394 123.976 17.892 15.9255 13.0289 7.02283 114.902 46.1282 68.7741 21.1577 5.14932 24.9706 15.2805 3.72051 16.0084
internal_count=2900 1527 1471 1437 1373 536 219 317 252 65 47 153 136 77 73 53 1422 367 336 322 229 837 409 428 216 63 193 146 43 153
is_linear=0
shrinkage=0.0030025


Tree=317
num_leaves=31
num_cat=0
split_feature=4 3 2 4 0 4 2 1 0 3 0 3 1 2 0 2 1 1 1 4 1 1 4 4 4 0 0 4 1 1
split_gain=0.423888 1.71383 1.90906 0.868731 0.847396 0.825575 1.7661 1.1105 1.38361 0.770466 0.703448 1.51199 0.618717 3.08838 3.33219 1.86468 1.5301 1.49909 1.56523 1.48951 1.40401 1.55046 1.80633 1.32872 1.1561 1.33792 3.52258 3.03545 1.76593 2.41408
threshold=49.275256100300005 -0.25095999999999996 -0.15726999999999999 48.680511450650009 75.994645973400011 41.24714903835001 -0.23361999999999997 55.895732990150002 67.04476885710001 0.076080000000000023 104.62941352080001 0.075065000000000021 81.524804347700012 -0.085734999999999992 107.15656416340002 -0.61225999999999992 80.288113607700012 78.962703749400006 79.535345331150026 44.527357125550004 63.565904036300005 65.004229136100022 45.33565396960001 42.508878681700004 43.874475754150005 101.47316367565001 98.851916998450022 40.878805547300004 75.403185184700007 72.953999827850012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 10 4 5 -1 -7 8 -8 -5 -3 -12 16 15 -15 -14 17 19 -19 24 -21 -22 -23 -16 25 26 28 -28 29 -6
right_child=1 2 -4 9 12 6 7 -9 -10 -11 11 -13 13 14 23 -17 -18 18 -20 20 21 22 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.021033132604298829 -0.035912560291725404 0.010778155513501957 -0.021310463355926113 0.0009143186155635241 0.00085142609521430548 -0.036331851404262296 0.027141298837615332 0.024810305178920296 -0.02739502478808754 0.015241090950655047 0.017429703443280389 -0.0275902687494381 -0.032518504365125947 -0.031939156738586931 -0.026191523101808875 0.0075833843499958035 0.0098751730421053011 -0.031028458897577806 -0.0019916275088815234 -0.027046028223769076 0.023443522455961607 -0.030997112225731822 -0.0020902474217138556 0.0095097986209261524 0.0093973111757302153 0.012214624644828932 -0.032618344475877498 -0.0024547401987371638 0.0091506223773575261 -0.013853046094994633
leaf_weight=2.2928249977994701 1.0027607395313669 4.6332895141094914 2.236125794122926 4.8277697004377824 187.08141386881471 0.71200411883182857 0.45077713485807203 1.2786177839152513 0.83013808634132147 4.606470282189548 0.85108180809766043 1.0421008475823326 0.78596906692837443 4.0217063820455214 0.85519918956561047 9.8997452661860734 10.903150354512034 1.9282292146235693 2.9485053385142237 2.0418254723772398 1.1274891383945931 1.6933544168714414 6.8449932702351362 2.7917921224143356 9.8502395958639664 6.0861067895311853 3.686086865840478 4.8541102418676019 15.270580668700857 7.2843895452097049
leaf_count=82 15 35 126 32 1169 50 3 10 70 24 6 37 25 95 123 275 64 21 30 25 5 36 100 59 69 47 71 38 88 70
internal_value=0.000257818 -0.00487888 -0.00132749 0.000427884 0.000180668 -0.00950294 -0.00142212 0.00828898 -0.00820271 0.00790967 0.00551915 -0.0073515 0.000373138 -0.00407447 -0.0162087 0.00463376 0.000685191 0.000285507 -0.0134726 0.000558449 -0.00816455 -0.004176 -0.00782316 0.00113804 0.000994674 0.000625607 0.000302327 -0.0154738 0.000945019 0.000300336
internal_weight=304.719 9.76536 8.7626 294.953 285.519 5.56436 3.27154 2.55953 1.28092 9.43424 6.52647 1.89318 279.955 18.3544 7.6687 10.6857 261.6 250.697 4.87673 245.821 11.7077 9.66584 8.53835 3.64699 234.113 224.263 218.177 8.5402 209.636 194.366
internal_count=2900 219 204 2681 2625 215 133 83 73 56 78 43 2410 577 277 300 1833 1769 51 1718 166 141 136 182 1552 1483 1436 109 1327 1239
is_linear=0
shrinkage=0.0250597


Tree=318
num_leaves=31
num_cat=0
split_feature=1 1 3 3 0 1 4 4 2 2 0 1 0 2 2 4 4 0 4 0 4 4 0 4 4 4 2 4 1 0
split_gain=1.98301 3.65255 2.90772 2.63235 2.42649 3.0639 3.01162 2.5729 2.22357 2.43369 2.81837 2.12013 4.40792 2.48656 3.50818 2.20522 1.93744 1.71373 2.41447 5.23569 2.5496 2.37724 1.66742 1.62941 1.55839 4.80926 1.55728 2.05505 1.47819 2.76543
threshold=70.343506983200015 70.73871032835001 0.25847000000000003 0.21240500000000004 85.716110573100011 61.917879202350001 40.421032462050007 41.792045663550006 -0.14380499999999999 -0.088099999999999998 85.613949164150014 60.474177186300004 79.882156430000023 -0.013805 -0.13820499999999999 44.921040431000009 48.315732392000008 85.807518149550006 40.621691032550004 86.001087134900004 40.305698932850007 42.718072821900002 94.047642319350018 42.102795028150005 38.115457128050004 42.072181850200003 -0.12835499999999997 39.268993001500007 71.090898343450007 96.055920542800024
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 22 5 11 -7 -8 -9 -10 -11 12 13 14 16 -15 23 -6 20 21 26 -20 -3 -1 -13 -26 27 -19 -24 -30
right_child=1 2 -4 -5 17 6 7 8 9 10 -12 24 -14 15 -16 -17 -18 18 19 -21 -22 -23 28 -25 25 -27 -28 -29 29 -31
leaf_value=-0.00037471902737902518 -0.0035400886997407348 -0.0022940716217988992 -0.0038335550022651254 0.0029900178542724069 0.0016204396983848508 -0.0038972427538566381 0.001157448311882727 0.0010712036984023606 -0.0040393857798712062 -0.0027591469307695973 0.0011382037971732631 0.0023687167124902364 -0.0033052837574831231 -0.0036981693922058354 0.0031419146116823788 0.0020643378652707607 0.00090293648808125403 -0.0015053392540026983 -0.0044075486582911055 0.00028657384924509648 0.0024432310083519109 -0.00037299472404171393 0.0013476648078496207 -0.0040111496287372197 -0.0018533695189069152 0.0022513295726107152 0.00087651572312170186 0.00092591247654311647 -0.0013838357619044416 7.0149216164315921e-05
leaf_weight=4.0296607511118117 2.8621420031413427 3.0555026871152213 1.8719251349102695 2.6692406530491999 12.212386600673197 3.0893522808328298 5.2655790876597193 2.7665448915213373 3.5864398609846857 3.7066693594679156 3.2254916690289974 6.1043450348079231 3.7555362461134782 2.3748014713637526 4.2343812994658974 0.83408035337924946 8.403745770454405 6.559594336897133 3.3248318247497073 78.189176899380982 8.200757119804619 2.2941491231322289 6.9943331191316238 1.6001282311044631 4.7481914311647397 6.0132735427469015 51.233934413641691 6.3695199973881245 13.702596408315001 107.92959337623324
leaf_count=57 56 74 34 15 41 51 26 19 41 53 16 26 42 83 16 4 37 36 34 397 32 14 41 56 25 23 217 27 152 1155
internal_value=0.000156284 -0.000131587 -5.99717e-05 -7.39416e-06 0.000328773 -0.000177877 -0.0011102 -0.000646057 -0.00136088 -0.00200055 -0.000945734 0.000301373 -0.000258 0.000274863 0.000709647 -0.00220033 -2.42487e-05 0.000520555 0.000434545 8.2294e-05 0.000842505 -0.0027603 -6.81527e-05 -0.00140828 0.00113823 0.000440247 0.000637915 -0.000307585 -1.52764e-05 -9.36509e-05
internal_weight=371.208 139.085 136.223 134.351 232.123 63.7382 21.6401 18.5507 13.2851 10.5186 6.93216 42.0981 25.2323 21.4768 18.2679 3.20888 14.0335 168.384 156.172 83.8082 72.3638 5.61898 131.682 5.62979 16.8658 10.7615 64.163 12.9291 128.627 121.632
internal_count=2900 1527 1471 1437 1373 575 206 155 129 110 69 369 295 253 166 87 150 798 757 445 312 48 1422 113 74 48 280 63 1348 1307
is_linear=0
shrinkage=0.00304878


Tree=319
num_leaves=31
num_cat=0
split_feature=1 1 0 0 0 1 3 4 4 4 1 0 3 3 2 4 3 3 4 2 2 2 3 4 1 4 3 3 3 4
split_gain=1.99447 3.91202 2.35133 1.86653 3.17368 3.03532 5.21927 2.56283 2.5352 3.13836 2.23559 2.18224 2.01531 1.96774 2.15321 1.95599 3.07973 3.44126 2.10589 1.68226 4.27999 2.9875 3.6339 2.48298 4.58363 2.4214 2.73463 2.24636 1.84462 3.29178
threshold=70.343506983200015 70.73871032835001 86.530713386650021 96.249489528150022 97.835679825150024 71.090898343450007 0.083795000000000022 36.735256530150004 43.633733172900008 45.90502654165001 78.285212300550015 100.67200315280002 0.11467000000000002 0.07870000000000002 -0.083330000000000001 42.072181850200003 0.089785000000000018 0.11308000000000003 49.842240509300005 -0.068524999999999989 -0.022239999999999999 -0.083794999999999994 0.078935000000000019 38.175120519550006 64.071334164850015 42.428475018400007 0.086785000000000015 -0.22831499999999999 0.083565000000000014 41.261521012900012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 -1 5 13 -3 8 12 -7 -10 15 -12 -6 -5 -15 16 -9 -18 -17 21 -21 22 27 -22 -25 26 -26 -4 -23 -30
right_child=1 3 19 4 7 6 -8 10 9 -11 11 -13 -14 14 -16 18 17 -19 -20 20 23 28 -24 24 25 -27 -28 -29 29 -31
leaf_value=3.1966586470700046e-05 -0.0038336291560032349 0.0012121343266017067 -0.0032561170335368532 -0.00063625489360113661 -0.0037050111418025574 -0.0021573896595343017 -0.003989633046593893 0.0014641127920583682 0.0026020834071193849 -0.0021308024313810262 0.0016040824140341615 -3.4955230793119404e-05 0.0014751869897930662 0.00053726089756858382 0.002667230903754929 -0.0041475112673867885 -0.0036848503447114195 0.00052274504506387063 0.00063865950574864899 0.0024410836243243476 0.0018061196964788888 0.00045353200641412372 0.0010977813623248359 0.0014448264220553353 -0.00099019648428982964 0.00049559920009389642 -0.0051252082791127295 0.00010186168748272665 -3.1458621987675932e-05 -0.0042964598912361976
leaf_weight=113.18757737358101 2.9656782718375316 5.4254595953971174 3.4029507488012314 5.2966707572340992 3.5659022759646168 4.4033427359536308 6.0980432047508648 5.5552013088017729 4.4290529703721404 2.2211485477164388 10.539911516010759 46.049538975465111 1.0197226912714539 10.133182035759095 9.9140733629465068 3.4730232544243327 4.2808747086673957 3.9424792900681496 1.3471594797447322 17.450475491583347 8.8786792904138583 5.2115816920995695 43.365836817771196 8.7706942483782786 3.704542472958563 3.3612511903047562 3.1032997015863657 5.5080608306452614 4.0328650996088982 3.6310469433665276
leaf_count=837 56 30 41 32 192 44 106 36 32 52 45 654 18 53 36 52 42 27 20 66 34 21 179 43 25 26 25 32 19 25
internal_value=0.000174707 -0.000144242 0.000361076 -5.85566e-05 0.000123509 -0.000906246 -0.00157634 -0.000194729 -0.00024497 0.00102131 -5.08969e-05 0.000270319 -0.00255307 0.00112521 0.00159061 -0.00102824 -0.000404979 -0.00166763 -0.00280986 0.000698431 0.00117959 0.000364115 0.000709432 0.000388254 -0.000276419 -0.00176097 -0.00287511 -0.00118049 -0.00103793 -0.00205215
internal_weight=354.269 130.66 223.609 127.695 105.118 22.577 17.1516 79.7738 11.0535 6.6502 75.1882 56.5895 4.58562 25.3439 20.0473 18.5987 13.7786 8.22335 4.82018 110.421 45.2689 65.1523 52.2768 27.8185 18.9398 10.1691 6.80784 8.91101 12.8755 7.66391
internal_count=2900 1527 1373 1471 1207 264 234 1086 128 84 876 699 210 121 89 177 105 69 72 536 219 317 252 153 119 76 50 73 65 44
is_linear=0
shrinkage=0.00324939


Tree=320
num_leaves=31
num_cat=0
split_feature=1 1 3 3 0 1 3 3 3 3 3 4 4 0 0 4 4 2 2 4 1 0 1 0 1 3 4 3 0 3
split_gain=2.4239 4.05861 3.56817 2.95838 2.64942 2.32227 2.53122 4.11773 2.01442 2.82533 2.12425 2.59767 1.86655 2.72452 7.04082 2.88198 2.56805 2.26989 2.56099 2.17537 4.16967 1.85559 1.80392 3.01487 2.21554 1.72028 2.47203 2.35111 1.60942 1.82589
threshold=70.343506983200015 70.73871032835001 0.25847000000000003 0.21240500000000004 85.716110573100011 61.993156030000002 0.10332500000000001 -0.17732499999999998 -0.04931 -0.11050499999999999 0.083905000000000021 35.131296350900008 40.621691032550004 85.807518149550006 86.001087134900004 42.718072821900002 40.305698932850007 -0.072569999999999982 -0.054494999999999995 38.175120519550006 64.071334164850015 94.047642319350018 60.474177186300004 85.328972602300013 57.960468834350003 0.083290000000000017 37.663157789700008 0.10236000000000002 71.144667506050013 -0.15959999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 21 5 8 7 -7 9 28 -10 -12 16 -14 15 -15 17 25 -19 -20 -21 -3 24 -24 -13 26 -6 -27 29 -1
right_child=1 2 -4 -5 12 6 -8 -9 10 -11 11 22 13 14 -16 -17 -18 18 19 20 -22 -23 23 -25 -26 27 -28 -29 -30 -31
leaf_value=-0.0031649602047621318 -0.0029107686496636373 -0.0019287930817710886 -0.0032281906334722548 0.0025253726169872197 -0.0023456770595194219 0.00079870377023038457 0.00096906964750051612 -0.0025862365074153511 0.0015640149071355161 -0.0023983692080738156 0.0020012914466377863 -0.00021805978365157033 0.0014010240119070739 -0.0038133525062907063 0.00027894510792535264 -0.00039639006415950512 0.0019681915036180455 0.002158702036125336 0.0013971274006456627 0.0010869183938524033 -0.001633345197679575 -6.008431513543753e-06 0.0011545908812353517 -0.0011630714959655717 -0.0033152070598851213 0.00085724356866372889 0.00039343083314077334 -0.00097664257256122023 0.00046587317366107158 0.001463129752783133
leaf_weight=1.7541812798008307 3.1339798532426348 3.1807185639627269 2.1499598831869653 2.8144337967969468 3.822872828692196 3.1316414047032586 3.026443423703312 7.6698071779683223 8.2085734698921424 4.0667106457985964 3.7620073612779406 3.8011515922844437 10.916132159531115 3.7977020349353543 82.190205123275518 2.5547586530447006 9.3203505277633649 8.9819081127643567 12.15332552790642 8.4766212776303274 5.9226388521492472 131.41066072729882 8.7131678629666549 5.7743867654353371 2.2901915786787868 18.699852861464027 4.3682434894144535 5.6272971928119651 9.5370819410309178 0.75425624940544445
leaf_count=76 56 74 34 15 25 23 20 113 32 74 18 29 35 34 397 14 34 26 45 35 36 1348 36 33 27 71 20 26 75 19
internal_value=0.00014532 -0.000111289 -4.84215e-05 1.33163e-06 0.000298318 -0.000141953 -0.00104151 -0.00160485 0.000113667 -0.000605673 0.000469746 0.000100722 0.000453902 0.000228493 8.39358e-05 -0.00243916 0.000743653 0.000575943 0.00101053 0.00062214 -3.19682e-05 -5.14485e-05 -0.00024672 0.000230827 -0.00138251 0.000101046 -0.000884937 0.000433033 -4.37387e-07 -0.00177335
internal_weight=382.011 142.69 139.556 137.406 239.322 62.4896 13.8279 10.8014 48.6617 16.1122 32.5495 24.3409 176.832 99.4588 88.5427 6.35246 77.3731 68.0528 35.5345 26.5526 14.3993 134.591 20.5789 14.4876 6.09134 32.5183 8.19112 24.3272 12.0455 2.50844
internal_count=2900 1527 1471 1437 1373 575 156 136 419 244 175 143 798 480 445 48 318 284 142 116 71 1422 125 69 56 142 45 97 170 95
is_linear=0
shrinkage=0.00248748


Tree=321
num_leaves=31
num_cat=0
split_feature=1 1 3 0 1 3 3 3 3 3 3 4 4 0 4 0 4 1 2 0 2 2 2 2 2 3 0 1 3 0
split_gain=2.68616 3.33961 2.90217 2.82212 2.77602 2.56176 3.92366 2.45786 2.40925 2.51701 2.28413 2.45829 1.88853 1.80406 1.74697 3.03399 2.9083 1.86649 1.73983 4.30262 2.23746 2.61005 2.93964 4.28876 1.88178 2.27507 1.59729 2.6765 4.5068 1.78742
threshold=70.343506983200015 70.73871032835001 0.25847000000000003 85.716110573100011 61.993156030000002 -0.17732499999999998 0.091705000000000023 0.21240500000000004 -0.04931 -0.11050499999999999 0.083905000000000021 37.572218886150004 32.785955158400007 85.509099297050014 42.049402686800001 85.775256651950016 42.428475018400007 62.116825104000007 -0.067574999999999996 90.337570099350003 -0.081474999999999992 -0.083794999999999994 -0.08725999999999999 -0.093604999999999994 -0.23378499999999999 0.091705000000000023 95.429509798400019 71.090898343450007 -0.084259999999999988 97.835679825150024
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 7 4 8 -6 -7 12 9 -1 -10 -12 -3 -8 15 -5 17 -16 20 -20 21 22 23 24 25 -18 27 -14 -29 -28
right_child=1 2 -4 14 5 6 13 -9 10 -11 11 -13 26 -15 16 -17 18 -19 19 -21 -22 -23 -24 -25 -26 -27 29 28 -30 -31
leaf_value=-7.8392496825858954e-05 -0.0028720906959244564 -0.0027586177852111922 -0.0031616229794416543 0.0026326004526429094 0.00085659965361314905 -0.0031023202149753734 -0.0015941735826570703 0.0024327142954043918 0.0016419432796558533 -0.0023151360317332217 0.0015799899562069072 -0.0002883201633462855 0.00072237689729396553 0.0013410938021426444 -0.0024998582547709498 0.0005679508549287579 -0.0020674474523843705 -9.7935253595760646e-05 -0.0019842934155283442 0.0011793835637173094 0.0021252269194696168 -0.0014570646586248447 0.0026030395968412723 -0.0020750457694470809 0.0011541070497521645 0.0013500332858383381 0.00055148335721190564 0.00031101618921486839 -0.0029575848345057745 -0.00014369329376241055
leaf_weight=12.741391610354183 2.731824461836367 1.6279891646699969 1.8834298495203246 4.6460034996271125 3.2068087337538609 5.8100132439285481 2.606398519128561 2.4885977678932241 8.5677706524729711 4.1904485514387515 5.739128980785611 19.121281849220395 4.982323393225669 2.6435885429382324 3.96435405500233 112.08512143045664 2.8434586171060827 4.1511743143200874 5.9102197699248773 4.9520581755787134 5.1679487377405229 4.3364747986197463 4.0546045824885359 3.99283593147993 16.612303752452135 2.1397725790739059 32.776578340679407 4.7744115237146607 5.9254869595170012 79.197116065304726
leaf_count=170 56 97 34 11 23 90 31 15 32 74 29 114 29 12 31 476 41 19 44 27 15 24 11 23 68 8 168 44 132 952
internal_value=0.000148598 -0.000131853 -7.58447e-05 0.000308317 -0.000138721 -0.00111359 -0.00168483 -3.17396e-05 0.000137455 -0.000631962 0.000527175 0.000142987 -7.91781e-05 -0.000116143 0.000473542 0.000650126 0.000118913 -0.00127125 0.000344508 -0.000541989 0.000590485 0.000357066 0.000622455 0.000308622 0.000749342 -0.0006 -4.50073e-05 -0.000793325 -0.0014991 5.97966e-05
internal_weight=375.871 136.388 133.656 239.483 64.6268 14.2668 11.06 131.773 50.36 16.9318 33.4282 24.8604 129.284 5.24999 174.856 116.731 58.1252 8.11553 50.0097 10.8623 39.1474 33.9795 29.643 25.5884 21.5955 4.98323 127.656 15.6822 10.6999 111.974
internal_count=2900 1527 1471 1373 575 156 133 1437 419 244 175 143 1422 43 798 487 311 50 261 71 190 175 151 140 117 49 1325 205 176 1120
is_linear=0
shrinkage=0.00250357


Tree=322
num_leaves=31
num_cat=0
split_feature=1 1 3 0 1 4 4 1 0 3 2 0 2 2 0 4 4 0 0 4 2 4 4 4 0 0 1 3 0 4
split_gain=2.79396 3.53185 2.78364 2.75055 2.71017 2.95277 2.71513 2.43978 3.37547 2.39841 2.38523 3.30534 2.06287 2.28153 2.5167 1.93965 2.53988 2.16793 5.2134 2.80377 2.07016 2.32086 1.74868 4.10456 1.70454 1.65675 2.7692 5.23026 2.7084 2.75888
threshold=70.343506983200015 70.73871032835001 0.25847000000000003 85.716110573100011 61.917879202350001 40.421032462050007 41.792045663550006 60.474177186300004 79.882156430000023 0.21240500000000004 -0.013805 76.591483678350016 -0.14380499999999999 -0.088099999999999998 85.613949164150014 40.621691032550004 40.305698932850007 85.807518149550006 86.001087134900004 42.737166331000005 -0.12835499999999997 39.268993001500007 38.115457128050004 42.072181850200003 67.542133611250009 96.249489528150022 71.090898343450007 0.083795000000000022 97.835679825150024 36.735256530150004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 9 4 7 -6 -7 8 10 25 11 -1 -8 -14 -15 16 20 -17 19 -19 21 -5 -9 -24 -12 26 -3 -28 -27 -30
right_child=1 2 -4 15 5 6 12 22 -10 -11 24 -13 13 14 -16 17 -18 18 -20 -21 -22 -23 23 -25 -26 28 27 -29 29 -31
leaf_value=-0.00020554149016364381 -0.0028103783615570747 0.00085133223498881747 -0.0030559418089527481 -0.001265020074010145 -0.0030730222674548889 0.0010333641479736769 0.0008568948906892452 0.0019895796802866482 -0.0024603195330151558 0.0023663321686824956 0.0014338904293235435 0.0021004727427713131 -0.0031562839933379121 -0.0021052268743572975 0.00086121910384053468 0.001284350245800935 0.0019565742853355646 -0.0034505820308763395 0.00028614835030672277 6.1584345488028303e-06 0.00081677966664252613 0.00074832874145561634 -0.0013186091291116327 0.0017077693703081908 -0.0028993973665349818 0.00076619010905683825 -0.00015784600441158439 -0.0029618242162103912 -0.001936121417440351 -3.4873451697284254e-05
leaf_weight=12.664816768374303 2.8093143599107853 5.501365831121805 1.8021880399901409 6.6794276945292932 2.9610756412148502 5.1762232957407859 2.6597504569217589 6.1751252505928305 3.4789315331727257 2.4550801070872685 0.70082952268421594 5.1744557730853549 3.4493047446012524 3.6424803407862703 3.1536994427442551 10.736856110393999 9.3595907054841501 3.5392731316387644 80.917061854153872 2.2801930084824562 54.687483735382557 6.8581723123788834 4.7586974985897523 5.9730535671114922 2.2879908494651318 25.099481364712119 11.366143767721953 6.0107168490067115 4.8043000476900479 73.824708634754643
leaf_count=149 56 30 34 36 51 26 19 26 42 15 12 17 41 53 16 35 34 35 397 13 220 28 25 23 75 117 128 102 198 847
internal_value=0.000167756 -0.000113348 -5.54499e-05 0.000326095 -0.000112783 -0.000822648 -0.00045412 0.000249652 -0.000243654 -1.35518e-05 0.000126597 0.000463341 -0.00105074 -0.00154597 -0.000728677 0.000482175 0.000769004 0.000253871 0.000126311 -0.00209616 0.000606085 -0.000245054 0.000958878 0.000365806 -0.00188331 -5.9701e-05 -0.000651855 -0.00112775 7.09038e-05 -0.000151041
internal_weight=370.988 133.673 130.864 237.314 62.2564 21.0425 18.0815 41.2139 24.307 129.062 20.8281 17.8393 12.9052 10.2455 6.79618 175.058 77.5847 97.4734 86.7365 5.81947 68.2251 13.5376 16.9069 10.7318 2.98882 126.607 22.8782 17.3769 103.728 78.629
internal_count=2900 1527 1471 1373 575 206 155 369 295 1437 253 166 129 110 69 798 318 480 445 48 284 64 74 48 87 1422 260 230 1162 1045
is_linear=0
shrinkage=0.00243107


Tree=323
num_leaves=31
num_cat=0
split_feature=1 1 0 3 0 3 0 4 3 3 1 3 0 1 0 2 2 3 0 3 3 4 4 1 0 0 0 3 3 2
split_gain=2.12593 3.23228 3.05906 2.53782 2.01262 2.5784 1.9675 1.95629 1.8718 2.35182 2.69646 2.16426 2.1505 1.96285 5.15839 2.79771 3.21331 1.84889 1.64035 1.59867 2.75907 4.87735 2.5906 2.59001 3.13461 2.36057 3.96624 1.59494 3.43741 5.55311
threshold=70.343506983200015 70.73871032835001 86.530713386650021 0.25847000000000003 93.972365491700018 0.089580000000000021 94.047642319350018 44.015822920550008 0.12064000000000002 -0.04931 65.036490633650018 -0.082159999999999997 85.872041144650012 62.041548276350007 85.678472159250006 -0.10098 -0.082509999999999986 0.21240500000000004 86.103248543850015 0.083795000000000022 0.091975000000000015 40.712530798250008 40.580626202750004 61.966271448700006 85.328972602300013 86.001087134900004 85.253695774650012 0.080515000000000017 0.093295000000000031 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 8 6 7 -6 -3 27 9 10 11 -1 -10 19 -15 -16 -17 -8 -18 -11 21 -21 -22 24 -23 26 -24 -4 29 -29
right_child=1 3 4 -5 5 -7 17 -9 12 13 -12 -13 -14 14 15 16 18 -19 -20 20 22 23 25 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.00064927286269334536 -0.003496702855906684 -0.002330054049281975 0.0015849393705669361 -0.0037696556116498308 -0.0019395057900731061 0.0011299467770045386 -7.2763841375639757e-08 -0.00092617460625220402 -0.00016543360229508741 0.0016177268526772284 0.0028633116092973377 -0.0042103241719078184 -0.0033452621051621506 -0.0029260034403269983 0.0020982606355046743 -0.0024851367602232418 0.0020121398309980998 0.0028061538688284402 -0.00040494843315509358 -0.0038678490073180177 0.0019711791613279904 0.00087284244609024751 0.0014921572718654622 0.0014673077137880965 -0.0034406518590602295 0.0017681156664497448 -0.0025643352316464855 0.00043371170723460365 0.0013282440197797452 -0.003486973096698391
leaf_weight=25.948158061131839 2.6202094024047247 3.3474810565821818 26.189002566039562 1.7088342842180271 5.7803993057459575 4.6234150752425194 124.65656506561209 5.59709090553224 5.2701429650187475 13.51418863981962 1.9445529952645291 1.7073699552565837 3.21365911886096 5.5888767782598761 6.2814518883824393 4.5630673393607184 4.4349644258618266 2.2434294722042969 6.495008111000061 3.3466866333037641 13.568752661347391 3.3058550823479873 3.9661379465833289 7.5319146141409874 3.0313904546201229 5.143313340842723 5.2668602168560028 31.18878972530365 39.229758817702532 3.8045097459107629
leaf_count=301 56 74 104 34 50 22 1348 51 29 52 8 21 29 71 19 29 19 15 30 31 46 23 22 31 23 18 35 129 148 32
internal_value=0.00018116 -0.000127194 0.000353679 -6.02866e-05 0.000710442 -0.000575453 -1.162e-05 0.00083664 1.9076e-05 0.000120982 -0.000623922 -0.000869122 -0.00136995 0.000377253 -0.000300371 0.000373552 -0.000325709 4.95377e-05 0.000575813 0.000693266 0.000416626 -0.000548176 0.001011 0.000252875 -0.0011905 0.000104761 -0.000821823 0.000934902 0.000705541 7.45057e-06
internal_weight=375.112 134.577 240.535 131.956 116.413 10.4038 130.247 106.009 124.122 115.639 29.6001 27.6555 8.4838 86.0385 27.3634 21.7745 15.493 126.9 10.93 58.6751 45.1609 17.2158 27.9451 13.8692 6.33725 14.3763 9.233 100.412 74.2231 34.9933
internal_count=2900 1527 1373 1471 536 72 1437 464 837 779 330 322 58 449 168 97 78 1363 49 281 229 108 121 77 46 75 57 413 309 161
is_linear=0
shrinkage=0.00306373


Tree=324
num_leaves=31
num_cat=0
split_feature=1 1 3 3 2 1 2 2 1 4 2 4 1 2 2 3 3 2 3 3 1 1 3 2 4 0 0 4 0 3
split_gain=0.493505 2.38507 1.25662 1.14183 1.69373 2.50766 1.12456 1.34852 2.28247 1.40355 2.6604 2.83751 2.596 2.40554 2.18681 4.1595 3.03236 2.5453 2.64064 1.80931 1.64866 2.94252 1.99882 1.85247 2.45904 1.7729 1.58927 1.46542 1.59906 1.37632
threshold=70.343506983200015 70.73871032835001 0.43162500000000009 0.11906000000000001 -0.055714999999999994 61.944763783650011 -0.60414999999999985 -0.25089499999999998 64.434276012450013 41.872669623500009 -0.10282499999999999 42.027086531450003 62.00390986255001 -0.22984499999999999 -0.088099999999999998 0.082620000000000013 0.087265000000000023 -0.083794999999999994 0.10575500000000003 -0.082159999999999997 62.154463517850012 62.106071271500007 0.093480000000000021 -0.067574999999999996 42.280042771400005 69.165962322050021 89.665455566700004 44.710446918150005 89.872466842800023 0.093295000000000031
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 6 5 -5 -1 8 -8 29 12 -12 13 19 15 -13 -17 -16 20 -11 21 22 23 -19 -25 -26 -22 -14 -29 -9
right_child=1 -3 -4 4 -6 -7 7 9 -10 10 11 14 27 -15 17 16 -18 18 -20 -21 26 -23 -24 24 25 -27 -28 28 -30 -31
leaf_value=0.018148353775742001 -0.033826604436295732 -0.0004679564884861581 0.018775970062938754 0.0034747325976520948 0.0062611372072621059 -0.03406046011218624 0.0026096690567988948 0.0015552982302535544 -0.02615268552000178 -0.0040811244430709144 -0.038014060807552923 0.012030395420579054 0.020911267748694895 -0.031309578429941136 0.014517039842623879 -0.056693985720213842 -0.013967911484238458 0.0111326451359676 -0.035228196649519962 0.030738042841718258 -0.027112948425563835 0.027111832076402005 -0.029906450972677478 0.024655515034947287 0.014256676465890437 -0.044330933556961723 -0.00019001739385840914 0.019428716908312129 -0.015912146066083963 0.0089307785954295567
leaf_weight=3.7208574656397095 1.9994728970341373 109.29222350375494 3.7611529901623717 2.8549910932779312 4.3865684913471323 3.8021883275359869 6.1437951931729895 61.442411223426461 4.2944022258743644 6.8680295665981239 2.3365722615271869 3.1098879147320897 10.515241289511321 2.4220274891704276 8.1419044099748046 2.4961064327508211 3.8986106552183628 7.0457543171942181 2.3806078732013694 1.7070198785513628 3.8578351624309999 3.7690843362361184 2.1534230066463342 1.0159060107544351 0.61636322352569584 2.0369590730406344 4.1906256377696991 2.2014044160023323 2.5105552123859525 37.220411105081439
leaf_count=15 56 1471 16 12 31 33 48 408 49 87 30 20 41 24 36 22 28 33 25 8 38 15 19 10 29 49 34 11 36 166
internal_value=0.000549581 -0.00106728 0.00144526 0.00111462 -0.00834128 -0.0179632 0.00167577 0.00133969 -0.00922352 0.00198098 -0.00119231 -0.00549808 0.00653279 -0.0046732 -0.00379889 -0.0166821 -0.0306456 -0.000321049 -0.0047845 0.00285027 -0.00184864 0.00359177 -0.00329712 0.00205064 -0.0153889 -0.0307211 -0.0130949 0.0146257 0.000598932 0.00433769
internal_weight=312.192 111.292 200.901 197.14 11.0437 6.65718 186.096 182.375 10.4382 171.937 73.2739 47.0496 26.2243 10.9971 44.7131 9.50461 6.39472 35.2085 27.0666 8.57505 24.686 16.6375 12.8684 10.715 3.66923 2.65332 8.04846 15.2272 4.71196 98.6628
internal_count=2900 1527 1373 1357 76 45 1281 1266 97 1169 595 388 207 119 358 70 50 288 252 95 227 155 140 121 88 78 72 88 47 574
is_linear=0
shrinkage=0.0302676


Tree=325
num_leaves=31
num_cat=0
split_feature=4 2 4 3 1 0 1 2 4 4 3 4 2 3 3 3 1 0 1 0 3 3 2 4 4 3 4 2 3 2
split_gain=0.48546 0.555606 0.464946 1.68036 0.531401 1.75432 1.22147 1.06574 0.691398 0.958804 0.999496 1.60695 0.78244 1.77545 0.64312 0.839108 0.760448 2.77603 0.76121 2.97727 2.2901 2.97771 1.48394 1.3749 1.64884 1.34347 1.42211 1.25285 1.67401 1.58833
threshold=29.904643970450003 0.23643500000000003 51.779769178100004 0.074640000000000026 87.33187390945001 110.74296730945001 86.858705278550005 -0.012769999999999998 49.110028829250005 48.852845034800005 -0.27223499999999995 40.380906245900007 -0.23557500000000001 -0.24266999999999997 -0.25276999999999999 -0.25765499999999997 83.715897724050009 108.95245419455001 77.898074329750017 99.378854792050006 0.091705000000000023 0.087725000000000011 -0.59681499999999998 37.572218886150004 33.384956903900012 -0.15684499999999998 42.674081447500008 0.17273000000000005 0.09254500000000003 -0.078219999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 -4 6 -6 8 -7 9 10 11 -2 -10 -14 15 -12 18 -18 19 -16 21 -21 -20 24 -24 -25 27 28 29 -27
right_child=2 -3 3 -5 5 7 -8 -9 12 -11 14 -13 13 -15 16 -17 17 -19 22 20 -22 -23 23 25 -26 26 -28 -29 -30 -31
leaf_value=-0.027636800603657981 -0.00047802391516830106 0.0036035037922687923 0.017211898962786156 -0.027073816702092121 -0.027086101614493294 0.0069577436731505377 0.017921158049524561 -0.027293274212751059 0.0055709700046955805 0.010976179899730465 4.2181320777924746e-05 -0.029009314649661964 0.0027211562614330915 -0.030655847249251789 0.00065544943179368122 0.017592085499552948 -0.028721381757870909 0.013182566309297778 0.019313234147196361 -0.030342587940641094 -0.034792371937036395 0.018488477803384241 0.013778734801212307 0.018809121206980469 -0.028717206325376148 0.0034101844200120066 -0.0095561561183917804 -0.0082409950684634407 -0.0042892618606723701 0.021838011691492593
leaf_weight=0.82624515227507689 3.7578987111337474 0.63751627219608054 0.85875358013436143 1.4663825836032627 1.8702697040280316 3.8558369903184935 2.5873204451054326 0.67473530181450803 1.8503510151058433 5.6755304895341387 3.64845623052679 1.8681447484996168 1.9897332713007925 2.0405519334599367 227.26054386119358 3.2616524961777023 2.2668673763982943 1.7871928896056486 3.6591854691505423 1.4195248759351664 2.6507135480642319 1.7782077817246316 0.85294060129672589 3.4100469686090973 1.7848235543351618 5.6389691838994729 5.3263904070481649 3.6921059489250174 4.9877654239535323 6.2152893655002099
leaf_count=68 48 28 11 87 110 182 19 89 16 26 35 81 11 43 1591 17 61 25 14 37 42 9 9 16 48 33 46 39 34 25
internal_value=0.000414108 -0.0140306 0.000482726 -0.0107176 0.000567884 -0.00660009 0.000721122 0.00185676 0.000571194 0.000743707 0.000540126 -0.00995193 -0.0079638 -0.0141778 0.000751214 0.00832594 0.000559295 -0.0102484 0.000722373 0.000199638 -0.0175124 -0.00318842 0.00414837 0.00240929 -0.0149758 0.00397598 0.00202004 0.00502281 0.0079305 0.0130721
internal_weight=309.6 1.46376 308.136 2.32514 305.811 6.40084 299.41 4.53057 296.823 290.942 285.267 5.62604 5.88064 4.03029 279.641 6.91011 272.731 4.05406 268.677 233.109 5.84845 3.19773 35.5675 31.9083 2.63776 29.2706 25.8605 20.5341 16.842 11.8543
internal_count=2900 96 2804 98 2706 381 2325 271 2306 2236 2210 129 70 54 2081 52 2029 86 1943 1679 88 46 264 250 57 193 177 131 92 58
is_linear=0
shrinkage=0.0251418


Tree=326
num_leaves=31
num_cat=0
split_feature=1 0 3 0 4 1 4 0 0 1 3 0 4 0 4 3 2 1 3 2 2 1 0 4 3 3 4 4 3 1
split_gain=2.05191 3.12076 2.92555 2.87733 2.86512 2.70412 6.22534 2.58236 2.19374 4.55308 3.57882 2.39613 3.17341 2.15082 2.69872 2.20207 2.41319 2.1193 2.02608 1.87534 2.97617 1.78975 1.83287 1.79293 2.99233 4.01879 1.81013 1.68009 1.56633 2.41549
threshold=70.343506983200015 96.249489528150022 -0.089509999999999992 86.530713386650021 39.268993001500007 71.090898343450007 41.395309858300003 95.502098167950024 90.837623311600012 67.649671936450019 0.084795000000000023 90.337570099350003 41.322103772800006 97.835679825150024 36.735256530150004 0.07870000000000002 -0.083330000000000001 64.434276012450013 0.11467000000000002 -0.08756499999999999 -0.13978499999999996 78.285212300550015 100.67200315280002 42.072181850200003 0.089785000000000018 0.11308000000000003 50.065525775750011 37.663157789700008 0.11614000000000002 61.966271448700006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 28 -4 6 -6 -7 11 10 -10 12 17 15 18 -3 -17 -5 -15 20 -14 23 -23 24 -16 -26 -25 -19 -1 -30
right_child=1 13 4 8 5 7 -8 -9 9 -11 -12 -13 19 14 21 16 -18 27 -20 -21 -22 22 -24 26 25 -27 -28 -29 29 -31
leaf_value=0.00011063229904488886 0.00058381590299790432 -0.0008021825898232365 -0.0036892801103717053 0.0020543542979168171 0.0036878112538943674 -0.0034746297567019679 -0.0022924686907090305 -0.0002786303401583264 0.00020362949318219732 0.0006861908667256222 -0.0031354350997172624 0.0022011396519946449 0.00077724973877265138 -0.0032695476977341654 0.0013754109570373334 0.00030885279445381331 0.002296889477340133 0.0011933160284360136 0.0013734331335840848 0.0005123033979746673 -0.0027373033117204797 0.0013355581273834963 2.1137625342443343e-07 -0.0035187673953266082 -0.0032943384192538664 0.0007055333564222262 0.00061987244854779064 -0.00093220668842824755 0.00021252650782103679 -0.0027264599127053632
leaf_weight=107.77835466712713 6.9055992951616672 5.5453952606767443 4.3342542625032392 17.114062033593655 2.7546653337776652 4.7292498378083092 3.1169995656237006 3.8552052639424801 5.3278413657098991 32.568215355277061 5.4601389039307833 11.240610748529432 3.6913537047803402 3.6792666390538207 5.5323839019984034 10.767960438504819 9.7956564202904666 10.491112791001795 1.0053005437366662 18.857610370963812 4.4816415458917636 10.559980824589728 47.372233833535574 3.2539965696632853 4.3782874811440688 4.073577999137342 1.2209139275364576 4.4489383250474921 5.1887753792107087 4.292966790497303
leaf_count=771 58 34 67 68 9 110 43 25 34 159 51 43 18 192 36 55 37 38 18 80 24 45 654 56 42 27 19 21 25 41
internal_value=0.000164711 -0.000122246 -0.00102943 0.000329822 -0.00162231 -0.00100259 0.000513153 -0.00203933 0.000658398 0.000145608 -0.00148638 0.000974538 0.000741182 9.52375e-05 -0.000137757 0.000818753 0.00125587 0.00135802 -0.00227317 9.70416e-06 -0.00114995 -6.80677e-06 0.000243621 -0.000792748 -0.000281761 -0.0013665 -0.0023896 0.000560365 1.12734e-05 -0.00111813
internal_weight=363.823 132.881 25.696 230.942 18.7904 14.4561 5.87166 8.58446 113.682 43.3562 10.788 70.3253 59.0847 107.185 81.0759 26.109 20.5636 32.0541 4.68457 27.0306 8.173 76.3914 57.9322 18.4592 13.9842 8.45187 4.47491 14.9401 117.26 9.48174
internal_count=2900 1527 312 1373 254 187 52 135 536 244 85 292 249 1215 1089 126 92 127 210 122 42 879 699 180 105 69 75 59 837 66
is_linear=0
shrinkage=0.00289842


Tree=327
num_leaves=31
num_cat=0
split_feature=0 3 2 3 2 2 4 1 4 2 2 1 0 2 2 1 2 2 2 1 2 0 0 4 4 2 1 4 1 0
split_gain=0.456154 0.504879 0.472266 0.744898 0.446333 0.490155 2.01838 1.39238 1.01463 0.925201 1.14449 0.884354 0.737996 2.31873 4.03468 2.43339 2.00125 2.3377 3.22799 1.903 2.06915 1.59274 1.84978 2.5849 1.85902 1.54706 3.43093 2.39075 3.46809 3.11293
threshold=113.28087178455002 -0.15684499999999998 -0.16187499999999996 -0.22125500000000001 0.68694500000000025 0.25677000000000011 40.08085804200001 69.276189105400007 37.064694648750013 0.20327000000000003 0.18145000000000003 67.203387886850024 85.716110573100011 1.0000000180025095e-35 -0.01762 61.993156030000002 -0.074434999999999987 -0.093604999999999994 -0.10965999999999999 61.767325547050007 -0.14143499999999998 85.807518149550006 86.001087134900004 40.532725462000009 42.674081447500008 -0.068524999999999989 61.885617704800005 42.280042771400005 63.910026677050006 86.866770652900016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 -2 -4 5 9 7 -7 -9 10 12 -11 13 14 15 16 17 18 19 20 -1 -14 23 -23 -25 26 -24 28 -27 -29
right_child=1 -3 3 -5 -6 6 -8 8 -10 11 -12 -13 21 -15 -16 -17 -18 -19 -20 -21 -22 22 25 24 -26 27 -28 29 -30 -31
leaf_value=-0.001082536913010354 0.020804139024975403 -0.019656796461217298 -0.031588684035115853 0.0099717512003102103 0.0096114122456458957 0.010792827825121556 -0.029223041009567251 -0.039333336213321808 -0.0031780426411044992 0.021861297053796851 -0.016242619232818514 0.0027990679486821278 0.011655414624362434 -0.026095805891479262 0.030070578183946178 -0.016200620775794528 -0.022079443552148723 0.014938429230299232 -0.03477921328739491 -0.02410737022745512 0.021697250848548698 0.0020323288444997747 -0.051491268085901681 -0.039304273749946855 -0.0051633778997517057 0.017090508641936959 -5.636454699535248e-06 -0.038743644628091982 0.0022359662419227815 -0.00028214533952828686
leaf_weight=13.555113803828139 0.61520373704843212 1.8229777478263702 0.60051704663783301 0.7456869707675654 4.1514505874365559 4.5166441053152067 2.1802576179616153 0.85365813667885992 2.0044002713402733 3.0057890778407437 3.1583266473608083 4.9996552346274257 10.750514410436152 3.0282278149388722 3.0096239452250293 8.7959666340611857 2.8294263882562545 8.2533481549471599 2.1436757743358639 2.063995069358497 3.9782054405659446 5.9326141029596311 1.0054672546684731 2.9356976952403784 2.1174952015280724 18.922509994357824 140.63012600992806 1.8298871554434324 33.736585084348917 14.364912144374101
leaf_count=178 20 231 39 14 33 24 39 37 26 18 21 35 39 102 25 131 23 35 18 24 17 25 10 33 15 88 1168 24 250 158
internal_value=0.000448257 -0.0091346 0.000644968 -0.0085676 0.000567256 0.000442352 -0.00574714 0.00119328 -0.0139771 0.00064555 0.000382208 0.00995633 0.00056981 -0.00257826 -0.000982531 -0.00322806 0.000248273 0.00235449 -0.00242264 0.00111672 0.00408606 0.00121586 0.000709119 -0.0104009 -0.0249978 0.00128897 -0.000371132 0.00470387 0.00757379 -0.004628
internal_weight=308.538 3.78439 1.96141 1.3462 304.754 300.602 9.55496 7.3747 2.85806 291.047 283.042 8.00544 279.883 47.6576 44.6294 41.6197 32.8238 29.9943 21.741 19.5973 17.5333 232.226 221.475 10.9858 5.05319 210.489 141.636 68.8539 52.6591 16.1948
internal_count=2900 304 73 53 2596 2563 126 87 63 2437 2384 53 2363 553 451 426 295 272 237 219 195 1810 1771 73 48 1698 1178 520 338 182
is_linear=0
shrinkage=0.0277726


Tree=328
num_leaves=31
num_cat=0
split_feature=1 0 0 4 3 4 3 3 3 4 0 2 3 3 3 4 2 2 2 2 2 1 1 1 2 0 2 3 2 3
split_gain=3.24664 4.99354 3.36094 3.58793 2.94023 2.76529 3.0171 2.72043 2.84066 3.3876 2.27487 2.1542 2.00583 1.89481 2.6681 1.88893 2.04439 4.69686 3.74622 4.22156 3.13157 2.90219 3.71387 2.80374 4.53271 4.19814 3.22936 3.61277 3.13592 2.75394
threshold=70.182199495350019 94.550383989750017 86.530713386650021 44.015822920550008 0.12064000000000002 40.305698932850007 -0.16319499999999998 -0.04931 -0.101725 39.039757512550004 94.047642319350018 -0.091399999999999995 0.072890000000000024 -0.25445999999999996 -0.5582649999999999 37.186372654950006 0.06041500000000001 -0.0039949999999999994 0.072320000000000023 0.13860000000000003 -0.053019999999999991 75.085947125300024 79.900975636950008 75.403185184700007 -0.074434999999999987 102.21786657775002 -0.096499999999999989 0.090390000000000012 -0.24103499999999997 0.087605000000000016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 4 10 7 -2 -7 8 13 -10 -4 -6 -5 14 -1 -3 17 20 -18 -20 23 -22 -23 26 25 -25 -17 -28 -27 -21
right_child=1 15 3 12 11 6 -8 -9 9 -11 -12 -13 -14 -15 -16 16 18 -19 19 29 21 22 -24 24 -26 28 27 -29 -30 -31
leaf_value=0.00080174539512052319 -0.003083517009790046 -0.00081329591318597932 0.00073788418566152116 -0.0026505037002285022 -0.00016169616270971435 0.0015344489648976406 -0.0017278470699643596 0.0003401954127733776 0.00077226640980559286 -0.0029517332823277317 -0.00076069112937365737 -0.0023841658541439814 -0.00017375259087699734 0.00032857066058840378 -0.0018900240614636464 -6.8989996860388493e-05 0.0021992245072006708 -0.0021196572518525796 -0.0021526807823439207 -0.00036540747307885701 0.0023716331633703283 -0.0016009173245216826 0.0014394109012688683 0.00082325359903588841 -0.0026261486741326117 -0.0024759365625988215 -0.0030385013535951804 -0.00040508199627210448 -9.3312140706373382e-05 0.0015261040653912919
leaf_weight=2.6353993909433484 3.716556831263004 12.312758321408181 103.88290514424443 2.1631183791905633 4.4246900752186775 1.9506164398044346 4.3221494099125266 84.297285689041018 1.6527407318353642 3.8694160212762654 5.0352924093604079 3.8815414756536466 5.4714817050844431 15.888156877830625 5.1719145765528127 14.55688131414354 5.6790338873397586 4.9626455693505696 3.074094783980402 6.7757565556094033 4.8948637247085554 3.142488494515419 4.8364508436061442 30.931909774430089 2.6439223205670777 2.9901066722813949 4.7928480189293605 5.0957961454987526 21.097027955343954 7.9087273525074124
leaf_count=35 46 275 410 36 25 15 95 449 17 63 29 33 38 127 88 111 20 82 63 71 13 20 33 150 36 95 53 38 290 44
internal_value=0.000146632 -0.000109448 0.000303138 0.000567461 5.02457e-05 -0.0015952 -0.000713384 0.000141749 -0.000430797 -0.00183717 0.000668605 -0.00120027 -0.000875493 -0.000103047 -0.000981403 -7.28996e-08 8.10813e-05 -5.46454e-05 0.00065986 0.000167586 5.32476e-05 0.00105172 0.000241984 -0.000103303 0.000158673 0.000292497 -0.00072126 -0.00168145 -0.000389084 0.000653317
internal_weight=384.059 145.685 238.374 116.553 121.821 9.98932 6.27277 113.515 29.2176 5.52216 108.918 8.30623 7.6346 23.6955 7.80731 135.695 123.383 99.9449 23.4376 17.7586 94.9823 12.8738 7.97894 82.1085 57.663 55.019 24.4455 9.88864 24.0871 14.6845
internal_count=2900 1550 1350 513 837 156 110 779 330 80 439 58 74 250 123 1394 1119 921 198 178 839 66 53 773 571 535 202 91 385 115
is_linear=0
shrinkage=0.00217738


Tree=329
num_leaves=31
num_cat=0
split_feature=1 3 0 4 3 2 4 1 0 0 4 3 2 1 1 3 0 3 2 2 1 3 3 4 3 2 1 2 0 2
split_gain=1.80481 3.40199 2.78129 2.58746 2.73812 2.51903 3.76101 3.11999 3.11624 2.04692 2.0441 2.10951 2.02755 1.92591 2.79876 3.30749 1.91832 2.44215 1.80887 5.06226 2.66239 3.81973 2.00404 2.72223 2.51885 1.88666 1.94803 5.05839 3.11574 2.73237
threshold=69.873026810350026 0.25847000000000003 87.181320254150009 38.238138001450004 0.11906000000000001 -0.033594999999999993 34.542090938800008 82.987325570650015 97.671683879200017 86.866770652900016 44.157169339850007 0.080515000000000017 -0.024989999999999998 71.429644067900014 78.220689305400015 0.10236000000000002 93.776108048200015 -0.16319499999999998 -0.060760000000000002 -0.040019999999999993 81.320481529800006 0.070195000000000021 0.083795000000000022 41.289992964000007 0.088395000000000015 -0.074434999999999987 75.28220456885002 -0.096499999999999989 102.21786657775002 -0.079074999999999993
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 9 5 16 6 8 -8 -2 -1 -4 -12 -7 -14 -15 -16 17 -5 25 -20 21 -21 -23 -24 -25 26 27 -18 -28 -30
right_child=1 -3 10 4 -6 12 7 -9 -10 -11 11 -13 13 14 15 -17 18 -19 19 20 -22 22 23 24 -26 -27 28 -29 29 -31
leaf_value=0.00013435557742088404 0.0025806387927790461 -0.0038836440588458851 0.00093391684347089677 0.0012751278665774919 0.0022001975672853815 0.0035169735917685231 -0.00386259313429045 0.00060476035247791825 -0.0033834710428261496 -0.0020745903088997329 -0.003567973638552875 0.00031295537878027685 0.0017424931178241611 -0.0042301704958281096 -0.00208858048514967 0.0040350006129346791 0.00015635633649611162 -0.0034670155062777931 0.0027909249543167239 -0.001883897521053898 -0.0014999308962972994 0.0030114571088802958 0.001670377847860501 0.00070490815827388062 -0.0038705877936160058 -0.002707201236036445 0.00097528205729514189 -0.0029633300904135834 -0.00092740510012850614 0.0028560704770610084
leaf_weight=124.20785215124488 2.6069098748266728 2.2182306855684137 74.560606233775616 1.5364568275399504 5.8001855239272109 1.4706491772085417 7.2998718181624991 1.8603743304265661 1.2194176979828624 4.109835695475339 1.9424208309501398 4.2004280276596546 2.6861852183938009 2.1122463308274746 2.1922564326087017 1.3525057340739293 15.898803587071599 3.1234925300814202 8.2646315293386561 4.6453435439616504 7.642719888710416 4.5638295244425562 8.6338968724012357 2.6710121743381015 1.9918615054339168 2.6724985644686958 27.027118625119328 7.14342819713056 20.021987849730067 1.9900614372454608
leaf_count=883 10 38 327 14 29 7 126 54 78 24 38 29 10 24 80 8 122 63 32 39 163 20 32 18 27 25 148 81 343 8
internal_value=0.000160846 -9.85556e-05 0.00034532 -4.12153e-05 0.000134584 -0.000994426 -0.00188423 -0.00295531 0.000679928 6.36061e-05 0.000793243 -0.000914227 0.000183046 -0.000404623 -0.00142416 0.000247875 3.29017e-05 -0.00190346 0.000112636 0.000655759 7.04472e-05 0.000603727 0.00125073 0.000646399 -0.00124963 -0.000166454 -7.22535e-05 -0.000810792 0.000274767 -0.000585349
internal_weight=357.667 148.646 209.021 146.428 123.627 22.8004 12.9866 9.16025 3.82633 128.318 80.7035 6.14285 9.81384 8.34319 5.65701 3.54476 117.827 4.65995 113.167 38.4133 30.1487 22.5059 17.8606 13.2968 4.66287 74.7539 72.0814 23.0422 49.0392 22.012
internal_count=2900 1599 1301 1561 1164 397 268 180 88 907 394 67 129 122 112 88 1135 77 1058 331 299 136 97 77 45 727 702 203 499 351
is_linear=0
shrinkage=0.00307948


Tree=330
num_leaves=31
num_cat=0
split_feature=1 1 3 3 0 0 0 1 3 0 4 4 1 3 4 4 0 1 3 1 1 4 1 0 2 4 0 1 3 3
split_gain=1.20781 2.71679 2.62589 2.19964 1.72359 2.43996 2.05271 3.94333 3.87789 1.8662 2.67254 2.85391 2.05877 1.5832 1.56781 3.15088 1.47704 3.65159 4.86857 2.35941 6.53136 1.86733 1.80369 2.20155 1.73402 1.72498 1.54893 3.24962 1.4516 6.27558
threshold=70.343506983200015 70.73871032835001 0.25847000000000003 0.21240500000000004 87.181320254150009 86.866770652900016 90.837623311600012 67.649671936450019 0.084795000000000023 90.437043050150024 42.541806567400009 43.162556114600001 64.654729579150015 0.099010000000000029 38.771633980050005 36.625813070500008 96.055920542800024 71.090898343450007 0.076580000000000023 72.953999827850012 74.986474174450009 38.238138001450004 77.52437864960001 102.11570516885001 -0.16717499999999999 42.898324343550009 98.201310130900012 75.779569322950024 0.091545000000000029 0.088165000000000021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 16 5 28 9 8 -8 10 12 -12 -6 -14 15 -9 17 -3 24 25 -21 22 -22 -24 -19 -18 -23 -28 29 -1
right_child=1 2 -4 -5 6 -7 7 14 -10 -11 11 -13 13 -15 -16 -17 19 18 -20 20 21 26 23 -25 -26 -27 27 -29 -30 -31
leaf_value=0.0001803267157002541 -0.0037699103430660378 0.0014692764139940856 -0.0041383006576394881 0.0032272168076397999 0.0020373028119692557 -0.0024912456629699845 0.00042811068886358645 0.0013221801846198165 -0.0037209227209872475 0.0025612620411101547 -0.0027895704431132266 0.00091124133356827437 -0.00060231427358379088 0.0016394859835870813 0.0012757775219248029 -0.002095726477219687 0.0025014717209932251 0.0018395334902401384 -0.0034795078107325095 -0.0044624284637662078 -0.0040455621809945969 0.0011453933125256878 0.0010817965198941437 -0.0024947541976239615 -0.0013749584912997894 -0.00022698399644301365 -0.0045372830790264196 0.00016765402821455324 0.00055263752700666956 -0.0029075824184229874
leaf_weight=64.096121477661654 2.2421782761812201 5.6167912315577295 1.7394139312673349 2.3493480205070219 17.930273845791817 4.1185275800526133 4.8987171594053489 6.5644430220127123 5.2535597262904048 8.2853494063019735 4.2503417208790761 5.2303994139656425 8.4419648274779302 6.1111974045634261 19.431224421598017 5.6454018652439117 7.4833475425839406 3.838191163726151 8.1555148698389512 3.6448396770283571 2.0571140260435623 18.456314420327544 4.3349564610980451 3.5008010497549549 3.7174496203660956 4.0018873298540711 1.7016534004360426 56.548408305970952 53.346515220589936 8.3737777378410083
leaf_count=526 56 30 34 15 74 24 34 27 51 34 24 28 40 21 99 33 28 33 145 49 43 78 38 209 44 40 20 665 281 77
internal_value=0.000148131 -0.000109479 -4.49283e-05 1.18476e-05 0.000298288 4.95003e-05 0.000649497 0.000100188 -0.00171891 0.00110637 0.000819114 -0.000747882 0.00127646 0.000339068 0.000683861 -0.000258139 -4.95386e-05 -0.000852188 -0.00168212 0.00011874 -6.35132e-05 0.000121631 -0.00125002 -0.000516108 0.000257972 0.00155078 0.000298534 3.02092e-05 0.00013267 -0.000176476
internal_weight=351.366 129.388 127.146 125.407 221.978 129.935 92.0429 41.7933 10.1523 50.2495 41.9642 9.48074 32.4834 14.5532 31.6411 12.2098 123.057 21.3279 15.7112 101.729 90.2441 86.5992 9.89287 7.83576 7.55564 11.4852 76.7064 58.2501 125.816 72.4699
internal_count=2900 1527 1471 1437 1373 908 465 244 85 221 187 52 135 61 159 60 1422 252 222 1170 1102 1053 290 247 77 68 763 685 884 603
is_linear=0
shrinkage=0.00335456


Tree=331
num_leaves=31
num_cat=0
split_feature=1 0 3 1 1 2 2 4 2 2 2 3 1 1 3 4 3 3 3 3 1 4 2 0 0 0 2 3 1 3
split_gain=0.46143 3.13962 3.79525 1.86421 5.68208 1.42075 1.36913 1.30349 1.48205 1.78932 1.55233 1.36886 1.21826 1.45193 2.66231 1.21764 1.08448 2.06261 2.61286 2.07561 2.07111 2.45468 1.9145 1.85473 2.61855 2.71032 2.2116 1.47168 2.67271 1.16205
threshold=71.090898343450007 96.055920542800024 0.076580000000000023 72.953999827850012 74.986474174450009 -0.096499999999999989 -0.16717499999999999 38.238138001450004 0.11529000000000002 -0.21094499999999999 -0.22089 0.10236000000000002 70.865067860500019 70.343506983200015 0.08494500000000002 38.386256906100009 0.11906000000000001 0.092290000000000025 0.087265000000000023 0.088670000000000013 80.677940036650014 41.840895355800008 -0.078219999999999998 97.550703263350016 98.327667663000014 99.378854792050006 -0.24103499999999997 0.095845000000000027 81.188747081400024 0.079785000000000009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=12 2 6 5 -5 -3 -2 8 9 10 -6 -10 13 -1 -15 -9 17 18 23 -20 21 -19 -21 -17 -25 -26 -27 -22 -29 -28
right_child=1 3 -4 4 7 -7 -8 15 11 -11 -12 -13 -14 14 -16 16 -18 20 19 22 27 -23 -24 24 25 26 29 28 -30 -31
leaf_value=0.0013238800222833186 0.014776412279920399 0.026758901770203059 -0.028520191732131685 -0.036752929876438745 -0.014628828493754058 0.0037475875244131949 -0.011332355712144766 0.02406374320318775 -0.013834454088318191 -0.032750940978979862 0.033723818513714185 0.029141132946528068 0.016312210642849923 0.014811974899270875 -0.032897835905927326 -0.022581101976626064 0.014773660538031769 -0.029817242567644182 0.024203024991892561 -0.016631799957774768 0.02114376121581657 0.0042525560140677793 0.012928301060523083 0.024235366458799763 -0.048305077506241759 -0.032052500302392831 0.0057577931384657629 0.025883170614947451 -0.026307093842333856 -0.0083512853450480283
leaf_weight=198.87951633660123 3.2601744108833373 3.6858891919255257 6.9317309611942619 3.3533535888418546 1.8421283203933856 5.298637514933942 3.2487335335463268 2.032362299738451 1.1350724319054282 3.0052541113400348 0.75978624820709217 1.2749233158829154 4.285877368412911 1.4790206884499628 2.6372074303217232 2.9504827745258799 4.7740032384172073 5.247132105752824 7.2638379544951013 2.6438553405459961 2.3494994707871228 2.5439368840306997 5.4019117357092901 3.4941314458847073 0.98486381396651523 1.6522844624705566 17.691319609992217 1.2246595472097399 2.2657025752414484 6.4549355632043435
leaf_count=1373 33 18 148 54 76 37 44 11 53 164 2 9 23 22 56 21 37 46 41 29 27 17 37 12 11 59 258 3 58 121
internal_value=0.000521459 -0.00103798 -0.0138637 0.000891778 -0.000483226 0.0131879 0.00174497 0.00109648 -0.00976662 -0.0177898 -0.00050935 0.00890027 0.00129463 0.000977564 -0.015755 0.00235914 0.00170019 0.000696259 0.00344374 0.0131729 -0.00908709 -0.0186928 0.00321479 -0.00103892 0.00106032 -0.00196307 -0.000193961 0.00372805 -0.00799515 0.00198606
internal_weight=310.052 102.771 13.4406 89.33 80.3454 8.98453 6.50891 76.9921 8.01716 5.60717 2.60191 2.41 207.282 202.996 4.11623 68.9749 66.9426 62.1686 48.5376 15.3096 13.6309 7.79107 8.04577 33.228 30.2775 26.7834 25.7985 5.83986 3.49036 24.1463
internal_count=2900 1426 225 1201 1146 55 77 1092 304 242 78 62 1474 1451 78 788 777 740 589 107 151 63 66 482 461 449 438 88 61 379
is_linear=0
shrinkage=0.0284635


Tree=332
num_leaves=31
num_cat=0
split_feature=1 0 4 3 4 3 0 3 4 3 3 1 1 2 1 3 0 2 2 3 3 0 2 3 0 0 4 3 3 3
split_gain=2.90343 3.84989 3.27628 3.13129 2.96686 3.08326 2.16807 2.75706 2.17423 2.74387 4.7064 4.1094 3.60069 4.97032 3.09998 3.52322 3.69608 3.23135 3.18167 3.40847 2.71641 3.36986 2.67835 2.67057 2.53155 5.88352 2.32135 2.12063 2.11463 2.75602
threshold=69.873026810350026 86.530713386650021 44.015822920550008 0.25847000000000003 38.238138001450004 0.11906000000000001 93.776108048200015 -0.16319499999999998 39.211875820650008 0.092290000000000025 0.087265000000000023 71.52105164435001 71.343613407700005 -0.59511499999999995 72.496961945650014 -0.21013499999999999 101.47316367565001 -0.21094499999999999 -0.15895000000000001 -0.22831499999999999 0.091885000000000022 96.943111725850017 -0.079074999999999993 0.088165000000000021 98.615332683000005 97.550703263350016 41.495754733000005 0.12064000000000002 -0.04931 -0.101725
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 27 -3 4 -2 6 7 -6 20 10 11 -10 -11 -14 -13 18 24 -18 -16 -20 21 -8 -15 -12 25 -17 -25 28 29 -1
right_child=3 2 -4 -5 5 -7 8 -9 9 12 23 14 13 22 15 16 17 -19 19 -21 -22 -23 -24 26 -26 -27 -28 -29 -30 -31
leaf_value=-8.6079387970627725e-05 -0.00077919020841680478 0.00073227060458254454 -0.00082621979474273278 -0.0028312733099363943 0.00091817814605259901 0.0016866295376652774 -0.002345065745197215 -0.0026069065701383176 -0.0022328222938187382 0.00074321488440260266 0.0019083625491469716 0.0015169602847450562 0.00095247202829436555 -0.0030251278342454876 0.0019808744999226359 -0.0021448239775646669 -0.0027389362141024077 0.00023354792660361292 -0.0020140046077962367 0.0017492399766504193 0.0018980241339730218 0.00093640832240916231 -0.00098972431446668575 0.0010603401448721311 -0.0029675112689803648 0.0019836402239427936 -0.00069218821628280541 -0.0010835160292635639 0.00028869234162076017 -0.0018962854449734131
leaf_weight=22.839216633699838 25.189904520986602 98.047390088438988 7.5607855860143891 2.1520805056206873 1.7254855148494241 5.8995305122807613 2.3354915045201761 3.4899303698912254 4.8424274222925296 6.3244171291589764 9.5210731620900351 5.9295828510075799 4.0531882289797112 6.2359872176311946 6.1640772437676787 5.6361790820956283 2.0950292667839596 20.781793059781204 3.0092917424626648 2.1453794511034996 7.1054771216586232 5.3804071922786534 7.305860404158004 10.350561128230767 4.419651770964264 2.6367385610938072 6.3437890056520692 8.3719415515661222 83.794656751677394 5.4144201073795548
leaf_count=249 397 395 70 38 14 29 18 63 55 35 37 27 18 83 30 74 50 269 47 12 34 48 61 46 43 7 64 58 449 80
internal_value=0.000136001 0.00030278 0.000620694 -9.80329e-05 -6.10199e-05 7.42561e-05 -1.56116e-07 -0.00144066 6.11147e-05 -5.15245e-05 0.000142836 -0.000221527 -0.000733064 -0.0012637 -3.71274e-05 -0.000233661 -0.00058641 -3.86683e-05 0.00087486 -0.000447738 0.000880333 -5.68467e-05 -0.00192702 0.000944241 -0.00157365 -0.000829003 0.000394386 2.397e-05 0.000106718 -0.00043298
internal_weight=387.102 226.028 105.608 161.073 158.921 133.731 127.832 5.21542 122.616 107.795 83.8756 57.6602 23.9195 17.595 52.8177 46.8881 35.5694 22.8768 11.3187 5.15467 14.8214 7.7159 13.5418 26.2154 12.6926 8.27292 16.6944 120.42 112.048 28.2536
internal_count=2900 1301 465 1599 1561 1164 1135 77 1058 958 761 614 197 162 559 532 443 319 89 59 100 66 144 147 124 81 110 836 778 329
is_linear=0
shrinkage=0.00228122


Tree=333
num_leaves=31
num_cat=0
split_feature=0 4 3 3 1 3 4 4 4 0 0 2 3 3 3 2 1 0 0 2 2 1 2 3 3 0 2 0 2 2
split_gain=2.23373 3.57213 2.48541 2.66935 2.2885 1.76604 1.65119 2.95036 2.70992 3.80203 2.80419 1.75857 2.25477 2.89678 1.64957 1.64624 1.63621 2.39162 1.62314 1.55501 1.35946 2.40626 1.33666 1.32623 1.31475 1.23594 1.09284 0.969506 3.03329 3.73996
threshold=102.84427732220001 44.710446918150005 0.090720000000000023 0.089785000000000018 80.677940036650014 -0.21013499999999999 48.988717865950008 48.852845034800005 44.527357125550004 75.994645973400011 71.144667506050013 -0.030985000000000002 0.080375000000000016 -0.22253999999999999 0.086230000000000015 -0.21094499999999999 87.33187390945001 110.50907145210002 113.28087178455002 0.68694500000000025 -0.16297999999999999 56.229101798300007 -0.23771499999999998 -0.22831499999999999 0.087205000000000019 103.63199555440001 -0.16717499999999999 93.972365491700018 0.22542000000000004 0.06041500000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 2 3 5 -3 23 7 8 9 20 -10 12 13 22 -7 -8 -6 -18 -19 27 21 -1 -12 26 -16 -26 -2 -11 29 -29
right_child=1 4 -4 -5 16 14 15 -9 10 19 11 -13 -14 -15 24 -17 17 18 -20 -21 -22 -23 -24 -25 25 -27 -28 28 -30 -31
leaf_value=0.0020110134111528837 0.0011211155401108417 -0.0024571444868326099 -0.0034037730441485083 0.0021432945504027906 0.0017956646300148185 -0.0029638846102961565 -0.00024993378188280674 0.0025225414667208639 0.0026497189503877851 0.00045065818416250723 -0.0021368240644012025 -0.0033846406732281741 0.00044633945338320888 -0.003806684882916351 0.0023975312865843531 -0.0031624219875646012 -0.0031704877016764401 0.0027042827064967224 -0.00050026302390168969 0.0021423827766439631 -0.0032049810273177817 -0.0030970142710227896 0.00099114601225366015 0.0027906417287074624 0.0010465472836047433 -0.0035383783435844903 -0.0031278626653964358 -2.2430716893073198e-05 -0.0021891214400667756 0.0016907531064225536
leaf_weight=1.5094700241461398 0.98628543596714735 1.9345987346023346 3.9243879311252376 2.0801490249577901 7.250511793419717 5.5126381760928798 6.0002535209059715 4.717019408941268 1.7387333838269139 199.49731555022299 1.9126712242141395 2.4515904849395129 6.6679391339421272 3.370432480238378 0.96956804953515563 2.1393956923857314 1.6221850905567405 2.1397038903087378 3.2134526870213449 3.9391150325536719 3.1590197682380667 1.488372000865638 2.6459337100386624 1.2141071322839696 0.81056328769773234 1.1637115720659492 0.98133482481353007 74.988191093783826 4.4879433754831544 12.014009145088492
leaf_count=32 24 29 149 20 36 202 37 14 15 1008 42 51 42 52 15 69 38 11 100 18 104 48 13 12 5 41 46 525 47 55
internal_value=0.000181756 -0.00051643 -0.00140333 -0.000831065 0.000451817 -0.00136269 0.000252688 0.000284488 0.000251485 0.000317027 -0.000798898 -0.00115061 -0.000775403 -0.00180283 -0.00204383 -0.00101544 0.000847412 -0.000138248 0.000780622 0.000363312 -0.00190008 -0.000525026 -0.000321268 0.000447681 -0.000320937 -0.00165598 -0.000998028 0.000339228 9.62511e-05 0.00021414
internal_weight=366.531 33.8032 17.6427 13.7184 16.1605 11.6382 332.727 324.588 319.871 301.083 18.7873 17.0486 14.597 7.92904 8.45648 8.13965 14.2259 6.97534 5.35316 294.927 6.15686 2.99784 4.5586 3.18173 2.94384 1.97427 1.96762 290.987 91.4901 87.0022
internal_count=2900 728 514 365 214 345 2172 2066 2052 1837 215 200 149 107 263 106 185 149 111 1653 184 80 55 82 61 46 70 1635 627 580
is_linear=0
shrinkage=0.00285066


Tree=334
num_leaves=31
num_cat=0
split_feature=1 0 3 2 3 1 2 4 2 1 1 2 2 3 0 3 4 4 4 4 4 3 1 4 2 0 1 3 0 3
split_gain=0.86959 0.533817 2.79777 1.6475 1.3323 1.42479 1.67493 2.04295 1.59226 2.20211 1.37934 1.12772 0.929397 1.28775 0.890762 1.96155 0.868247 0.769385 1.96801 1.44995 2.0191 1.35557 0.98728 2.20791 2.57687 0.756058 2.06178 2.76693 1.87804 1.77905
threshold=54.884872733100003 102.84427732220001 0.090720000000000023 -0.24103499999999997 0.089785000000000018 80.677940036650014 -0.15895000000000001 42.406961525800007 -0.088944999999999996 89.619751778500017 82.844837289750004 -0.083330000000000001 -0.08756499999999999 0.075725000000000028 106.56510337475001 -0.21013499999999999 44.710446918150005 48.988717865950008 48.852845034800005 45.90502654165001 47.833738492450003 -0.24299499999999999 55.855406118200008 50.065525775750011 -0.23361999999999997 87.181320254150009 64.434276012450013 0.082055000000000017 86.866770652900016 0.10818500000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 17 3 -3 5 11 14 -8 9 -9 -10 -5 -12 -14 -7 -16 -4 18 19 25 21 -21 -19 -24 -25 28 27 -27 -2 -29
right_child=1 2 16 4 -6 6 7 8 10 -11 12 -13 13 -15 15 -17 -18 22 -20 20 -22 -23 23 24 -26 26 -28 29 -30 -31
leaf_value=-0.031599088845779791 0.00020339864425546105 -0.032937049373505459 -0.036803997252848476 -0.039058794103258333 0.026205830329036447 0.031835457199701697 -0.027715261655181098 -0.03558806442100837 0.032951195419946198 0.014627870193275253 0.022088527430593224 -0.00054459626780059133 0.0081455894053441662 -0.035863376361912412 0.033904311315859047 -0.033629778804117383 0.0010108379475859894 0.0064349717669085352 0.022630388247081776 0.0067731990578015072 0.0006899366800861103 -0.038662825811788287 -0.039801507258929086 0.035831164210089063 -0.032677534937531318 0.027586398736526335 0.0012141005938543841 -0.00025152752787308593 -0.021337862535148081 0.022931555897706828
leaf_weight=0.78241949225775798 102.80750602227636 1.3010535750654586 2.7644396272953595 1.4317868025973441 2.0049960433971128 2.4912760183215275 2.3627228133845959 1.8289324240759017 2.1414056718349439 1.473140313697513 1.4922497551888225 1.4096897016279459 1.6907312981784346 0.98206941748503584 0.86968349781818666 0.746986482758075 0.71378917666152109 2.3914113007485858 3.9812833704054347 0.78392417961731586 5.4574181502684951 2.8222249844111484 2.1540290052071214 1.119050730019808 0.94716742844320823 6.6996735036373165 131.92600249848329 14.590519193559887 3.9258859027177087 3.92467938363552
leaf_count=91 732 88 149 29 20 9 176 42 6 39 7 13 29 49 5 49 18 13 14 20 38 60 33 4 56 32 968 69 24 18
internal_value=0.00058481 0.000666241 -0.00355163 0.000437604 0.00251267 1.94374e-06 0.00352806 -0.00225102 0.00401059 -0.0131854 0.0130145 -0.0199515 0.00276426 -0.00802466 0.0203693 0.00270001 -0.0290438 0.00104863 0.00129467 0.000983451 -0.0110376 -0.0287857 -0.00925625 -0.0181477 0.00442634 0.00139635 0.0027448 0.0107535 -0.000588936 0.00466261
internal_weight=310.018 309.236 25.705 22.2267 20.9257 18.9207 16.0792 11.9713 9.60853 3.30207 6.30646 2.84148 4.16505 2.6728 4.10795 1.61667 3.47823 283.531 276.919 272.938 9.06357 3.60615 6.61166 4.22025 2.06622 263.874 157.141 25.2149 106.733 18.5152
internal_count=2900 2809 728 561 473 453 411 348 172 81 91 42 85 78 63 54 167 2081 1975 1961 118 80 106 93 60 1843 1087 119 756 87
is_linear=0
shrinkage=0.0305668


Tree=335
num_leaves=31
num_cat=0
split_feature=0 4 3 3 2 2 1 4 0 2 0 3 3 2 0 0 2 0 0 3 2 1 0 3 0 1 2 2 2 4
split_gain=2.39864 4.0605 2.729 3.13484 2.4587 2.47581 2.34933 2.28371 3.5037 2.31766 2.20375 2.3232 2.10844 2.08692 1.9173 1.67157 1.73722 1.59044 2.81153 1.55412 1.4459 1.8093 1.44436 3.75404 1.37647 3.29212 4.58078 3.37668 4.11658 4.37605
threshold=102.84427732220001 44.710446918150005 0.090720000000000023 0.089785000000000018 -0.088944999999999996 -0.156745 86.858705278550005 44.527357125550004 75.994645973400011 -0.60414999999999985 81.648473421750012 0.080375000000000016 -0.21013499999999999 0.68694500000000025 103.44649194340002 113.28087178455002 0.033180000000000008 95.429509798400019 96.055920542800024 -0.22831499999999999 -0.16297999999999999 56.229101798300007 104.3578792496 0.075065000000000021 93.972365491700018 71.787208999250012 0.22542000000000004 0.06041500000000001 -0.024989999999999998 41.840895355800008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 2 3 12 5 6 -3 8 20 -9 -11 17 19 24 -14 -6 -17 -12 -19 -2 21 -1 -8 -24 -10 -26 27 28 29 -27
right_child=1 4 -4 -5 15 -7 22 9 13 10 11 -13 14 -15 -16 16 -18 18 -20 -21 -22 -23 23 -25 25 26 -28 -29 -30 -31
leaf_value=0.0017823532554074649 -0.00097674675526693744 -0.0021256871774735491 -0.0033404510299999521 0.0022142793558710787 0.0023817405252853628 -0.0032178720844722865 0.0028795342297187223 0.0025500298288248431 0.00045128420671525585 0.00041515408660329034 -0.0029504880164236292 -0.00018697053454859688 0.0009385632017287497 0.0023046312446823127 -0.0025731422151816603 0.001313961839740791 -0.0030126453975981697 0.001962668560543114 -0.0024691872896789387 0.0027994104717122036 -0.0030749618193268245 -0.0029418044648588052 0.0024051691808351207 -0.0031355213918276836 -0.0008206381453111642 -0.0001125923705760112 -0.0025701255854819493 0.0019076616242650257 -0.0027688376845191247 0.0016132691477013582
leaf_weight=1.4311148701235654 2.1999437352642421 2.456834275275467 4.2940960362320757 2.2087786723859599 5.6655059009790403 2.0730860019102719 2.1999213546514511 1.8548796176910389 200.70317505626008 10.235936680343004 6.2559930998832005 9.9863654808141273 1.4046318866312519 4.1305419206619254 7.9736107352655381 2.1513288095593457 1.0661167940124867 1.7529193311929701 2.9499434223398566 1.3515086800325651 3.2049126978963605 1.1024562669917939 2.2233778033405547 1.6264505032449958 24.848723073489964 35.822225736454129 3.8936791662126771 11.242016479372976 3.281883616000413 16.475683692842722
leaf_count=32 70 29 149 20 18 44 6 8 1008 73 119 81 8 18 255 15 47 7 47 12 104 48 12 43 200 239 42 48 32 66
internal_value=0.000157758 -0.000494142 -0.00139033 -0.000837165 0.00040066 -0.000501982 0.00015989 0.000232516 0.000307224 -0.000459785 -0.00063883 -0.00115391 -0.00135844 0.000348204 -0.00204717 0.00147571 -0.000119681 -0.00203505 -0.000817282 0.000460274 -0.00183802 -0.000273313 0.00108807 6.43741e-05 0.000320928 4.71548e-05 0.000352089 0.000522365 0.000242164 0.000431115
internal_weight=378.068 38.8952 19.4326 15.1385 19.4626 10.5797 8.50658 339.172 306.136 33.036 31.1812 20.9452 12.9297 300.398 9.37824 8.88295 3.21745 10.9589 4.70286 3.55145 5.73848 2.53357 6.04975 3.84983 296.267 95.5642 70.7155 66.8218 55.5798 52.2979
internal_count=2900 728 514 365 214 134 90 2172 1837 335 327 254 345 1653 263 80 62 173 54 82 184 80 61 55 1635 627 427 385 337 305
is_linear=0
shrinkage=0.00277154


Tree=336
num_leaves=31
num_cat=0
split_feature=4 2 3 1 4 3 0 1 3 1 0 0 0 4 1 2 1 3 1 4 2 4 0 4 2 3 4 4 3 3
split_gain=1.29932 2.55339 1.96194 1.45705 4.86384 2.00375 1.29327 2.44851 2.19214 1.74851 2.03596 1.54216 4.11723 3.62992 4.58708 8.39537 3.35627 4.73525 2.08868 1.94395 3.58376 3.52822 2.66892 2.35568 2.37296 6.0991 2.61016 2.19528 2.15032 2.11019
threshold=49.275256100300005 -0.15726999999999999 0.079095000000000013 83.715897724050009 44.710446918150005 -0.22253999999999999 85.716110573100011 62.00390986255001 0.10332500000000001 64.071334164850015 83.011521693850014 90.837623311600012 90.337570099350003 38.592454371550012 63.910026677050006 -0.14228499999999997 67.649671936450019 0.084795000000000023 62.837331883000012 38.703421923500009 -0.033594999999999993 34.823977857500005 94.776214472700005 39.211875820650008 -0.59511499999999995 0.090865000000000015 42.599563320500003 38.238138001450004 0.10176000000000003 0.093480000000000021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 6 5 -5 7 -1 9 -9 -11 12 13 -8 18 -16 17 -13 -15 20 21 -18 -23 -21 -25 -26 28 -24 29 -27
right_child=1 -3 -4 4 -6 -7 11 8 -10 10 -12 16 -14 14 15 -17 19 -19 -20 23 -22 22 27 24 25 26 -28 -29 -30 -31
leaf_value=0.00013835713564337327 -0.0010506003229310236 -0.0029833992884276631 0.0020997722931036362 0.00044109333893758035 0.0015164963127808533 -0.0031687689434581035 0.0018114450384097739 -0.0039135660528827557 0.00090100547170142973 -0.0037154275940235676 0.00097116234107977892 0.00061552024546823855 0.0025039971782423432 0.00027987876573888821 0.00066263618776044736 -0.0058006053367645714 0.00091905157154666063 -0.0038200893591317162 0.0024575940783718065 0.0019728543479128977 0.00064274015642109042 -0.0048514288096323036 -0.0028218823754260721 0.0019266686509679417 0.00071763469080374611 -0.00061597676275178639 -0.0040916883586137424 0.00065554015736932897 0.00024583707074584988 -0.0034357750472531318
leaf_weight=45.514730792492628 5.6310135032981616 4.0883190364111206 3.3707236966583878 2.1573639784473917 5.878322636242955 6.8412084709852925 17.096272099763155 4.1627430254593474 2.8472052477300158 1.6524648796766994 2.4615623457357287 4.9585552476346475 11.183016773313282 81.349142195656896 5.0668852692469954 3.7157055870629829 4.5135745117440846 5.3231136500835419 4.9856643676757804 10.08909918181598 16.173526965547353 3.5332323648035517 4.9088028008118254 8.7817187607288343 58.902160059660673 6.8122430630028301 2.9456448629498473 3.1978851221501827 10.581767113879321 4.8434247076511383
leaf_count=415 64 132 23 56 69 360 63 72 20 41 18 33 46 373 34 46 43 50 21 49 104 45 103 34 374 41 39 18 66 48
internal_value=0.000166703 -0.000843028 0.000129065 0.000205523 -0.000793993 -0.00230332 0.000251192 -0.000197349 -0.00157092 -0.00242126 -0.000911282 0.000345647 0.000614247 0.000425917 0.000176885 -0.00207181 0.000117952 -0.00168092 0.000405638 0.000254668 -0.000444005 -0.0015321 -0.00248257 0.000474043 0.000311212 0.000142497 -0.00120273 -0.00145013 -0.000820046 -0.00178772
internal_weight=353.567 13.0901 9.00174 340.477 14.8769 8.99857 325.6 56.6387 11.124 8.27677 4.11403 268.961 123.397 112.214 95.1174 8.78259 145.565 10.2817 86.3348 135.283 32.327 16.1535 11.6399 102.956 92.867 84.0852 25.1831 8.10669 22.2374 11.6557
internal_count=2900 219 87 2681 485 416 2196 566 151 131 59 1630 583 537 474 80 1047 83 394 964 313 209 166 651 602 568 194 121 155 89
is_linear=0
shrinkage=0.00326596


Tree=337
num_leaves=31
num_cat=0
split_feature=0 2 2 3 3 3 0 2 4 4 1 4 1 1 2 4 4 4 2 3 1 1 3 3 4 0 0 1 2 2
split_gain=0.473959 0.474223 0.895314 0.789198 0.466088 1.34631 0.912984 1.07892 0.686805 1.14146 1.5745 0.952131 0.789897 4.16732 0.872873 2.75829 2.2303 2.64571 2.47287 4.36554 1.95592 2.61359 3.13398 4.42866 3.01319 1.70582 2.69017 2.26164 1.69045 3.0873
threshold=113.28087178455002 -0.012769999999999998 -0.088099999999999998 -0.397505 -0.27223499999999995 -0.27687999999999996 89.528344202050008 -0.23361999999999997 32.785955158400007 30.509590007400003 68.579878449600017 34.542090938800008 60.474177186300004 57.960468834350003 -0.062629999999999991 41.24714903835001 40.259171735100004 40.496232821400007 -0.075840000000000005 0.094415000000000013 82.987325570650015 70.133807249000014 0.09254500000000003 0.091885000000000022 39.893178577750007 86.345209775600011 86.036037090600004 61.987779113750001 -0.12350999999999999 -0.098345000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 3 -2 5 6 7 -1 9 10 -6 -10 13 -13 16 -16 18 -18 20 -20 21 -14 23 24 -23 26 27 -17 -19 -30
right_child=1 -3 -4 -5 8 -7 -8 -9 11 -11 -12 12 14 -15 15 25 17 28 19 -21 -22 22 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.010182079972953421 0.027381050349644248 -0.029475756860732786 0.014802672142825315 -0.023127590600104546 -0.031408040933585311 -0.033592185184480622 -0.017849078837819225 0.016654586084554453 0.010255690647883167 -0.028265868555609218 0.017933587589659006 0.0016518327945325888 0.00049887252681451208 -0.035158648636015845 0.0067044292507814785 -0.027085726492150835 0.022263497807577005 0.0049864924487033483 -0.049026757858405767 -0.00092450319277940932 0.017431218245863734 -0.029390660721990886 -0.034373708784962972 0.030092150363799936 0.011613873926318487 0.00037042309053057602 -0.043409589820314967 0.0070130782249061092 -0.015687436297400128 0.00061795115213720653
leaf_weight=1.9699975897092366 0.27284036204218898 0.7057495286280745 1.1433142953319475 1.6459817529539578 0.72191217774525274 1.142157510970718 1.7940182290039954 2.6687986331526194 8.1532217944040877 1.6214783939649349 1.5183911551721392 12.103644745191557 24.931920184288174 2.8805484184995285 60.901457680156454 2.3275658162310702 4.5960366451181462 49.221560615696944 2.5464800903573623 3.248158298432827 3.30279641970992 4.333445474971084 4.1710756137035778 2.0364724956452847 1.9732045233249662 26.481414159294218 1.82776184938848 4.001627414021641 10.136920062825082 65.892716257134452
leaf_count=45 2 100 38 164 19 31 31 49 69 35 38 153 128 43 384 27 23 458 29 26 48 71 78 6 11 252 22 42 76 402
internal_value=0.000546174 -0.00914978 -0.00446513 -0.0159457 0.000665367 -0.00607264 -0.0011865 0.00525763 0.000836111 -0.0106884 0.00203381 0.00098694 0.000723551 -0.00542458 0.00106233 0.00317979 -8.4561e-05 0.00176718 -0.00525054 -0.0220633 -0.00285971 -0.0046494 -0.0149063 -0.00517366 -0.0165613 -0.00301727 -0.0140153 -0.00552678 0.00101507 -0.00155602
internal_weight=310.273 3.76789 3.06214 1.91882 306.505 7.57497 6.43281 4.6388 298.93 3.86178 2.2403 295.068 286.915 14.9842 271.931 95.5398 176.391 129.847 46.5436 5.79464 40.7489 37.4461 12.5142 8.34312 6.30665 34.6384 8.15696 6.32919 125.251 76.0296
internal_count=2900 304 204 166 2596 156 125 94 2440 92 57 2348 2279 196 2083 727 1356 959 397 55 342 294 166 88 82 343 91 69 936 478
is_linear=0
shrinkage=0.0275057


Tree=338
num_leaves=31
num_cat=0
split_feature=1 0 0 4 2 3 0 4 1 1 3 0 3 1 4 3 3 0 4 4 4 4 3 4 4 1 2 3 3 1
split_gain=2.28698 2.91984 3.03967 3.55548 2.54174 2.73485 2.41602 2.24535 2.02271 3.67625 2.84226 2.32511 1.96415 1.93183 2.46189 3.06028 4.09476 2.07126 1.88517 1.84208 1.82875 3.76862 2.9244 3.06189 2.63991 4.37948 2.31461 2.21952 2.69784 2.59095
threshold=70.343506983200015 96.249489528150022 97.835679825150024 36.735256530150004 0.049615000000000013 -0.21013499999999999 86.530713386650021 42.622319549950006 71.090898343450007 70.865067860500019 0.083795000000000022 95.502098167950024 0.11467000000000002 78.285212300550015 42.072181850200003 0.089785000000000018 0.11308000000000003 100.67200315280002 41.590548329450009 50.065525775750011 42.178283198950005 43.45354240915001 0.082325000000000023 47.001379125850008 41.532441862050007 62.057679025150001 -0.062629999999999991 0.087725000000000011 0.08079500000000002 61.944763783650011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 4 7 12 5 -2 20 18 9 -7 11 -10 -4 14 15 -5 -17 -15 -3 -16 24 27 23 -23 25 -1 -26 28 -22 -29
right_child=1 2 3 13 -6 8 -8 -9 10 -11 -12 -13 -14 17 19 16 -18 -19 -20 -21 21 22 -24 -25 26 -27 -28 29 -30 -31
leaf_value=0.00042455662465552509 0.0012726382821674996 0.00088815444679549561 -0.0033499035124082365 0.0014461838557811727 -0.0037720950976390015 -0.0020797031725320598 0.00066196118169556048 -0.00084900512594054305 -0.0022402797801943275 0.0021824977622896019 -0.003545155952040498 0.0013532245429286108 0.0012142486088760403 0.0014045449267172292 -0.0036963082474334701 -0.0033532865604268092 0.00075495210275784805 -2.9323778347827105e-05 0.0029630509291206824 0.00032751944696363003 -0.0028389472936567383 -0.0024626173535309782 0.0015937329100874252 0.00043104826844236622 0.0020775195511802012 -0.0017870436395042658 -0.00028240235814087688 -0.00011801957972637718 0.00056682413438527781 -0.0031326856556498652
leaf_weight=44.251281627453864 4.7713618641719284 16.620707239955671 4.3601778692100188 5.6735628712922361 2.5780572751536956 3.5050404048524824 112.49720249697566 4.8550958679988971 3.4470134349539858 3.4464808460325003 5.3025354677811265 2.8038581237196922 0.99430210760328908 10.613961221650241 3.6339424774050704 4.2592477612197381 4.0782178277149796 46.777808501385152 4.8595984503626815 1.3362062806263564 2.6863996195606905 4.4956165044568506 10.217954077757893 10.414298955351112 11.85256524756551 9.3057626471854729 5.1064989180304101 3.5813999921083433 7.7858842443674803 7.73652208968997
leaf_count=260 29 77 192 36 55 57 536 34 65 13 81 12 18 45 56 42 27 654 15 19 63 91 47 55 41 73 54 25 41 87
internal_value=0.000177754 -0.000126669 8.49792e-05 -0.00019401 -0.00101129 -0.000705509 0.000355057 0.000950773 -0.00121556 3.34449e-05 -0.00196707 -0.000628396 -0.00250236 -3.21718e-05 -0.000842579 -0.000214017 -0.00134377 0.000235854 0.00135757 -0.00261452 6.10547e-05 -0.000387256 0.000386136 -0.000441446 0.000359339 4.02817e-05 0.00136693 -0.00127911 -0.00030684 -0.00217874
internal_weight=363.849 133.917 108.063 81.7274 25.8543 23.2763 229.931 26.3354 18.5049 6.95152 11.5534 6.25087 5.35448 76.3729 18.9812 14.011 8.33747 57.3918 21.4803 4.97015 117.434 46.9181 25.1279 14.9099 70.5161 53.557 16.9591 21.7902 10.4723 11.3179
internal_count=2900 1527 1215 1089 312 257 1373 126 228 70 158 77 210 879 180 105 69 699 92 75 837 409 193 146 428 333 95 216 104 112
is_linear=0
shrinkage=0.00293039


Tree=339
num_leaves=31
num_cat=0
split_feature=0 3 2 3 1 2 4 2 3 1 1 0 0 2 3 1 0 3 4 4 4 4 3 0 0 2 1 1 4 2
split_gain=0.511426 2.50782 1.50733 1.12533 1.25373 1.55247 1.87217 1.45931 2.15701 1.29876 1.22834 0.867638 0.932507 0.845389 1.19096 0.784738 0.780084 1.76707 0.738018 1.75875 1.32147 1.87202 1.24998 1.0728 0.909141 1.35159 1.64755 0.87983 1.94194 2.32656
threshold=102.84427732220001 0.090720000000000023 -0.24103499999999997 0.089785000000000018 80.677940036650014 -0.15895000000000001 42.406961525800007 -0.088944999999999996 0.074640000000000026 79.215418813700012 82.844837289750004 108.95245419455001 109.2481845889 -0.08756499999999999 0.075725000000000028 81.320481529800006 106.56510337475001 -0.21013499999999999 48.988717865950008 48.852845034800005 45.90502654165001 47.833738492450003 -0.24299499999999999 75.994645973400011 67.04476885710001 -0.16297999999999999 56.229101798300007 55.855406118200008 50.065525775750011 -0.23361999999999997
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=18 2 -2 4 9 16 15 8 -8 -4 -9 -3 -13 -12 -15 -7 -6 -18 19 20 23 22 -22 24 -1 26 -26 -20 -29 -30
right_child=1 11 3 -5 5 6 7 10 -10 -11 13 12 -14 14 -16 -17 17 -19 27 -21 21 -23 -24 -25 25 -27 -28 28 29 -31
leaf_value=0.021333916165652271 -0.029508599946900551 -0.033190629248515541 0.0025327959267733863 0.021750392058743642 0.02796146514065579 0.010857015265493651 0.014377103204570222 0.028620522827336407 -0.031101624625855865 -0.034960332896756457 0.019323197158428985 0.031499274545390143 -0.028336128839395198 0.0068933359207049945 -0.031981560963575247 -0.031400907355409277 0.030003939623062702 -0.029994069501866623 0.004856972574096589 0.019383173549118421 0.0049895562595271854 0.00045924875459666244 -0.03425218785630859 0.0013996305671198075 0.022502083234225905 -0.030342174644053397 -0.029025980863039182 -0.03508105322838917 0.030620255724306756 -0.029245626028900799
leaf_weight=0.55574983370024611 1.2201173730136421 2.5577318478608499 1.3369388112332736 1.9673855842556793 2.3495290279388512 0.40182492230086575 1.3836448539514097 2.0586953014135343 1.8380084358504971 1.4663793165236709 1.4583331681787965 0.37180744623765338 0.41968411291600205 1.6902925572358074 0.92182530084392045 1.9317843813914803 0.81203197152353845 0.68502103775972456 2.3864979073405257 3.9145459532737723 0.79565961472690139 5.4804149810224771 2.6973187513649446 260.19425389007665 1.1197388751897959 2.2995087646413594 0.80905393417924631 2.0384971294552088 1.0719513669610021 0.90725610824301828
leaf_count=12 88 79 15 20 9 6 17 6 64 27 7 2 86 29 49 170 5 49 13 14 20 38 60 1733 34 107 48 33 4 56
internal_value=0.000528452 -0.00325476 0.000191616 0.00197658 -0.000145275 0.0029113 -0.00207956 0.00342203 -0.0115693 -0.0170794 0.0113019 -0.0254009 -0.000228124 0.00254272 -0.00682575 -0.0241245 0.0180716 0.00255007 0.000859448 0.00107227 0.00081062 -0.00957299 -0.0253134 0.00116226 -0.011748 -0.0160961 0.000888055 -0.00837439 -0.0162338 0.00317812
internal_weight=309.141 24.871 21.5218 20.3017 18.3343 15.531 11.6844 9.3508 3.22165 2.80332 6.12915 3.34922 0.791492 4.07045 2.61212 2.33361 3.84658 1.49705 284.27 277.866 273.952 8.97339 3.49298 264.978 4.78405 4.2283 1.92879 6.4042 4.0177 1.97921
internal_count=2900 728 561 473 453 411 348 172 81 42 91 167 88 85 78 176 63 54 2172 2066 2052 118 80 1934 201 189 82 106 93 60
is_linear=0
shrinkage=0.0275125


Tree=340
num_leaves=31
num_cat=0
split_feature=1 3 3 0 1 3 1 4 0 0 4 0 2 2 4 1 2 3 2 3 2 0 3 3 0 2 2 3 0 1
split_gain=1.75 3.99054 3.06748 2.5096 2.38103 2.3256 2.82263 1.97376 2.55865 5.488 2.60271 1.83393 2.25887 2.44196 5.27572 2.15061 2.03846 3.07123 4.60862 4.39123 3.9002 2.93546 2.21911 1.88989 1.74401 3.80577 4.06626 5.2503 2.87522 2.87016
threshold=69.873026810350026 0.25847000000000003 0.21240500000000004 85.716110573100011 62.00390986255001 0.10332500000000001 64.071334164850015 40.621691032550004 85.807518149550006 86.001087134900004 42.737166331000005 92.652332549650012 -0.13978499999999996 -0.08756499999999999 42.428475018400007 68.321786469100019 -0.083794999999999994 0.083415000000000031 -0.068524999999999989 0.09660500000000001 -0.019444999999999997 86.597924839850023 0.10332500000000001 0.12424000000000003 96.249489528150022 0.049615000000000013 -0.060760000000000002 -0.21013499999999999 97.835679825150024 78.220689305400015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 24 4 -1 6 -6 -5 -9 10 -10 12 -11 14 -14 -13 -15 -18 21 20 -20 -19 -21 -24 25 26 27 -2 -26 -30
right_child=1 -3 -4 7 5 -7 -8 8 9 11 -12 15 13 16 -16 -17 17 18 19 22 -22 -23 23 -25 28 -27 -28 -29 29 -31
leaf_value=0.00011443445377132914 0.0016665028664147358 -0.0041559234016157066 0.0032858996794053992 0.00099098991265753446 -0.003944697829376685 0.0010608482079418988 -0.00050208020560173205 0.0017354059731965763 -0.0046300184544552777 0.0016148497946070158 -0.00021941070672268213 -0.00402218791187706 -0.0036526030894153748 0.0024886065422549423 0.0005843624473797764 -3.7489723194301542e-05 0.0017304763188443007 -0.00045982531873235227 0.0011749576328037503 0.003426169046150064 -0.0038766373369546418 -0.0043402142663923528 -0.00054895872189304263 0.0024149194825708532 0.00099916702214955565 -0.003209484124725714 0.0014113656323099229 -0.0017944031748053785 -0.0012977245118834925 0.00014243120418367579
leaf_weight=48.059255027677864 5.8078115219250313 2.4311549317790186 2.7599330993834874 62.878542482852936 4.7500665867701155 2.896984687075018 4.9209922626614571 10.523716419935225 3.536661058664321 13.455776792019604 2.2039083242416382 2.0632244590669861 4.9100514426827342 4.7497935220599095 7.5970417186617851 4.1184448897838593 10.637984834611428 4.0918793082237164 2.7692133188247681 4.3966642171144477 3.5260737836361065 3.8306086249649525 5.3252563923597318 3.7005023583769798 27.380744079127908 5.2073549898341289 10.123451627790926 19.00548037188128 18.468276346568018 58.623530435725115
leaf_count=428 32 38 15 260 72 18 57 35 35 59 13 33 30 14 33 28 41 19 11 12 32 25 31 15 125 70 52 218 191 858
internal_value=0.00015655 -0.000107762 -4.09828e-05 0.000340766 -0.000208411 -0.00144295 -0.00219297 0.000556527 0.000257758 6.55727e-05 -0.00293671 0.000294843 0.000443785 0.000160044 -0.00107899 -0.00136744 0.000520199 0.000275947 -0.000283863 0.000540691 -0.00165451 -0.00233604 0.00157027 0.000666212 -0.000104475 -0.000668835 -0.000290149 -0.000984342 0.000112384 -0.000202576
internal_weight=364.75 149.808 147.377 214.943 60.6273 12.568 9.67106 154.315 91.4368 80.9131 5.74057 75.1725 68.9908 55.5351 12.5071 6.18167 43.028 38.2782 27.6402 19.7177 6.29529 7.92249 13.4224 9.02576 144.617 40.1441 34.9367 24.8133 104.473 77.0918
internal_count=2900 1599 1561 1301 575 147 129 726 466 431 48 383 322 263 63 61 200 186 145 101 43 44 58 46 1546 372 302 250 1174 1049
is_linear=0
shrinkage=0.00318567


Tree=341
num_leaves=31
num_cat=0
split_feature=4 4 2 3 0 0 1 2 0 1 2 0 1 4 4 2 2 1 1 1 3 4 4 4 0 1 3 0 4 3
split_gain=0.467781 1.51518 1.7201 1.11957 0.985858 1.2078 0.656823 2.07996 3.1911 1.76909 1.61051 1.56834 2.52834 2.76729 3.59406 2.19645 1.98149 1.69048 1.30673 1.93137 1.94924 1.24413 1.01831 1.12968 1.01721 1.89388 3.2427 2.28601 2.22155 1.75888
threshold=49.275256100300005 49.49736495185001 -0.15726999999999999 0.079095000000000013 85.57362229215002 109.2481845889 81.524804347700012 -0.085734999999999992 106.56510337475001 80.288113607700012 -0.61225999999999992 98.851916998450022 75.779569322950024 39.995120105550008 41.24714903835001 -0.22573999999999997 0.11529000000000002 78.433077497700012 82.570614560500005 83.715897724050009 0.07870000000000002 42.508878681700004 42.207998345450008 39.420767558750008 96.693085119700015 71.225321249950014 0.083795000000000022 96.249489528150022 43.633733172900008 0.088990000000000027
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 -2 3 4 -3 -6 9 10 -9 11 -8 24 -13 16 -15 -16 -14 -17 -12 -20 -21 -10 23 -11 25 -1 28 -28 -27 -26
right_child=1 2 -4 -5 5 -7 7 8 21 22 18 12 13 14 15 17 -18 -19 19 20 -22 -23 -24 -25 29 26 27 -29 -30 -31
leaf_value=0.0010661017889615179 -0.030288536597309752 0.012845684782890304 -0.018955202924085739 0.018769117214409999 -0.02681268308572185 0.007193900151312391 -0.029995563901671268 -0.028776983291011072 -0.024357012432221038 0.013599610793950282 -0.018133877466764894 -0.02852571611908828 -0.028049436672711509 0.01553932023956329 0.007462881085109215 -0.0050691364545740053 0.0063296161318935045 -0.03343174113872318 0.020426857984244793 0.0072914177310844149 -0.024964585688608938 0.0066280221886473685 0.017813288778228922 -0.0059165470876153927 0.010443387927785449 -0.01046647907243543 -0.027780129788992459 0.0048668398667929269 0.011657239622199694 -0.0010191181513745417
leaf_weight=203.33185047341976 1.0972855330910514 1.4083930216729634 2.1473415178479636 2.1128061905037612 1.2721178736537697 1.0028000616002826 0.7441990134830111 3.5950221109669638 0.86399957287358109 3.1579051474109274 1.1377663805615181 2.3087662307079908 3.2493881026748594 6.1523350216448289 2.8585595302283764 2.386064438149333 1.2450352488085625 2.1404599361121655 3.953233680687843 3.9118241610995028 1.3540796475135719 3.5733659381512552 4.8935905434191227 3.2124659921973944 15.378348745405676 4.6203361419029552 4.8600372241344294 1.5091955624520776 5.156858335249126 13.494876228272913
leaf_count=1419 22 6 124 18 27 22 25 89 126 21 21 51 81 22 19 22 13 21 21 98 141 69 23 21 80 44 102 8 53 91
internal_value=0.00042708 -0.00476576 -0.00124012 0.00532295 -0.00238999 -0.0118223 0.000584047 -0.00356955 -0.0125509 0.000867923 0.00292908 0.000490784 -0.00569504 -0.00277184 0.00245849 -0.00843883 -0.0185258 -0.018481 0.0052949 0.00818632 -0.00100292 0.000594925 0.00986425 0.00375796 0.000997418 0.000459549 -0.00717876 -0.0200444 0.0012024 0.005086
internal_weight=308.13 9.04074 7.94346 5.79612 3.68331 2.27492 299.09 19.1335 8.03239 279.956 11.1011 268.692 20.3406 18.0318 13.5374 7.38508 4.49442 4.52652 10.3569 9.21914 5.2659 4.43737 11.264 6.37037 248.352 219.478 16.1464 6.36923 9.77719 28.8732
internal_count=2900 219 197 73 55 49 2681 590 284 2091 306 2026 229 178 84 62 94 43 281 260 239 195 65 42 1797 1626 207 110 97 171
is_linear=0
shrinkage=0.0231714


Tree=342
num_leaves=31
num_cat=0
split_feature=1 1 0 1 3 3 3 3 3 3 3 4 1 0 1 0 1 0 3 0 0 4 4 2 2 2 3 1 4 3
split_gain=2.57209 3.67685 3.62558 3.94616 2.84849 2.59682 2.5814 2.68478 2.27346 3.59654 2.12385 2.97103 2.04548 3.18359 2.16947 1.96872 1.78307 2.56317 2.11715 1.69911 3.31709 4.58691 2.95473 2.53914 5.19328 3.2602 4.44492 4.44024 3.9991 3.56539
threshold=70.343506983200015 70.73871032835001 85.716110573100011 61.993156030000002 0.25847000000000003 0.21240500000000004 -0.04931 -0.11050499999999999 -0.17732499999999998 0.10332500000000001 0.083905000000000021 35.131296350900008 60.474177186300004 85.253695774650012 57.960468834350003 94.047642319350018 58.549241164900003 71.144667506050013 -0.15959999999999999 85.807518149550006 86.001087134900004 40.532725462000009 42.718072821900002 -0.068524999999999989 -0.054494999999999995 -0.093604999999999994 -0.115385 66.499011856650014 42.654057868200006 0.087605000000000016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 6 5 15 7 16 -5 -10 -8 -12 14 -14 -13 -3 17 18 -1 -4 21 -21 -23 25 -25 26 27 -22 -27 -28
right_child=1 4 19 8 -6 -7 10 -9 9 -11 11 12 13 -15 -16 -17 -18 -19 -20 20 23 22 -24 24 -26 28 29 -29 -30 -31
leaf_value=-0.0028464851020483014 -0.0025232756642848716 -0.0017201195921249625 0.0012171347360119492 0.00050169594648782185 -0.0027138185389903148 0.0021539254373752919 0.0014460125405949993 -0.0020544236857409229 -0.0023331862509840492 0.00038472103219190748 0.0018895792615789444 -0.00021644438526217529 0.0011941448526223703 -0.00083944398113597774 -0.0028911858109623174 6.4374206844368825e-07 -0.001902655795855312 0.00094294339286923867 0.0012654383863408779 0.00053207279829691314 -0.0036385311859203446 -0.0032362133007394094 -0.00012948328142644707 0.0019857265623492593 0.00048214457567374852 -0.0010369887223355323 0.0013780405386892903 0.00013590348191471556 0.00055549913513140378 0.00021159014879712008
leaf_weight=1.8346215495839699 2.8862897716462603 3.2383718956261864 12.605938844382761 3.1318681715056309 1.8608635109849263 2.6056719403713933 8.2604004517197591 4.2557992278598276 8.4469163073226756 3.1813020221889028 4.009089611470702 3.8651230446994331 8.1469806283712369 6.6255864463746539 2.2933784248307347 123.83995641965885 2.0680246949195853 7.8219062015414238 0.87915263092145313 7.116016857326029 2.2254730053246012 3.7696805279701948 2.3644773066043854 13.900091074407099 50.575398985296488 17.089557725936178 23.792409688234329 4.4126692870631814 13.317811474204062 26.0628054253757
leaf_count=73 56 74 41 23 34 15 32 74 113 20 18 29 31 38 27 1348 32 46 19 26 19 35 14 41 247 88 85 40 50 112
internal_value=0.0001508 -9.0836e-05 0.000285 -0.000155897 -3.74647e-05 9.38875e-07 0.000135992 -0.000558264 -0.00114587 -0.00158961 0.000488541 0.000171418 -0.000157675 0.000282068 -0.0012125 -4.32069e-05 -5.30664e-05 0.000309985 -0.00151439 0.000446252 0.000387223 -0.00065806 -0.00203869 0.000478718 0.000806298 0.000235673 0.000545264 -0.0011295 -0.000339511 0.000768255
internal_weight=376.484 134.431 242.052 64.8201 131.545 129.684 50.0601 16.8595 14.7601 11.6282 33.2006 24.9402 20.9311 14.7726 6.1585 127.078 12.6037 10.5357 2.71377 177.232 164.626 13.2502 6.13416 151.376 64.4755 86.9007 56.4934 6.63814 30.4074 49.8552
internal_count=2900 1527 1373 575 1471 1437 419 244 156 133 175 143 125 69 56 1422 170 138 92 798 757 75 49 682 288 394 256 59 138 197
is_linear=0
shrinkage=0.00217865


Tree=343
num_leaves=31
num_cat=0
split_feature=0 2 3 3 3 4 2 3 3 0 2 1 1 1 4 4 0 0 3 4 2 4 3 4 2 2 4 2 3 2
split_gain=0.443427 0.455879 0.637551 2.32174 2.44325 1.81688 1.56278 2.50139 1.3112 1.13297 1.04278 3.92622 2.28219 1.50788 3.19615 1.02197 1.29546 1.26425 0.94932 1.20908 0.776352 2.97312 0.835051 2.51768 2.30067 2.54652 2.17522 2.51031 2.46563 2.13136
threshold=113.28087178455002 0.68694500000000025 1.0000000180025095e-35 -0.093074999999999991 -0.087385000000000004 41.919251152600005 -0.24103499999999997 -0.112455 -0.064204999999999998 86.597924839850023 0.049235000000000008 70.085415002650009 68.214248143850014 66.318885161900013 38.703421923500009 42.178283198950005 85.807518149550006 81.917319234750025 -0.25765499999999997 37.272044000450002 0.26077000000000011 38.512991772500008 0.088165000000000021 39.646013290900008 -0.055714999999999994 -0.11808 39.344049039350004 -0.16297999999999999 0.093925000000000022 -0.14581999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 6 -5 8 7 -1 -6 -10 13 12 -12 14 -8 16 -16 -17 19 -15 22 -22 23 24 25 29 -24 28 -28 -4
right_child=-2 -3 20 4 5 -7 10 -9 9 -11 11 -13 -14 18 15 17 -18 -19 -20 -21 21 -23 26 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.038748834501890143 -0.011143150425869866 0.011721296532169899 -0.020454847065022565 -0.051214648013515454 0.009098493452364605 -0.040811643812923799 -0.040743136606270804 0.015106110471538705 0.0039792037044592259 -0.03475019822037189 -0.01244576340312698 -0.04421814446493795 0.03886634317542105 0.017894704476832859 0.027150699297708178 0.0032625388633872642 0.00034524529741801051 -0.024184829184023308 0.015765893152305806 -0.02016257482848461 0.011586794781251391 -0.04277408392549608 0.0065020787381168009 0.0064515214984691158 0.0059053136964989658 -0.040527134178004236 0.025268463228576604 -0.0052024751059518244 -0.00023263220090379689 0.025707367163548548
leaf_weight=2.600311926449649 3.5371952473651609 4.1374263167381278 3.0890409501735112 1.8372026872821141 4.5489548631012431 1.6772570381872354 2.0811091118957874 1.5184994002338488 1.4661185112781816 1.9648007095092905 2.1588396036531772 2.3340831538662314 1.7401195168495176 1.6799931218847661 3.4255174235440808 6.3743477107491326 4.829679936170578 2.6371295247226954 13.934721855446695 2.0728977245744318 2.5434807634446761 1.9959621945163233 40.471130653517321 78.839485702686943 7.0404228172847061 3.7276289283763608 6.3217500313185182 81.321441694162786 12.643735654768532 1.7369300182908771
leaf_count=93 304 33 51 33 30 41 60 27 11 31 41 59 5 9 29 61 23 25 88 34 24 40 321 614 54 40 33 583 94 9
internal_value=0.000593081 0.000730202 0.000577915 -0.00253054 -0.0159729 -0.00926841 0.000730059 -0.0188939 -0.00263846 -0.0182001 0.0025981 -0.0100184 0.010455 0.00472146 -0.0017108 0.00299367 0.0114682 -0.00476969 0.0117575 -0.00312612 0.0013414 -0.0123153 0.00160499 0.00403042 -0.00821008 -0.0198284 -2.22135e-05 -0.00265511 0.00826763 -0.00384046
internal_weight=306.287 302.75 298.613 58.8816 11.4943 9.65713 47.3873 4.11881 7.97987 3.43092 43.2684 6.23304 3.89896 37.0354 19.3478 17.2667 8.2552 9.01148 17.6876 3.75289 239.731 4.53944 235.192 94.4335 15.594 8.5536 140.758 100.287 18.9655 4.82597
internal_count=2900 2596 2563 700 146 113 554 120 72 42 434 105 46 329 198 138 52 86 131 43 1863 64 1799 768 154 100 1031 710 127 60
is_linear=0
shrinkage=0.0333403


Tree=344
num_leaves=31
num_cat=0
split_feature=3 3 2 2 0 4 0 3 0 0 4 4 2 4 2 3 2 4 1 1 3 4 0 3 3 0 2 3 4 3
split_gain=0.454876 2.83218 1.99258 2.93073 2.84133 2.33292 2.083 1.96984 3.7064 5.02444 2.55441 6.68329 2.39243 2.81744 2.70065 3.30284 2.07236 2.04322 3.19227 2.44477 1.69025 1.66459 2.2711 3.4239 3.72995 2.16875 3.01361 6.62141 4.0603 2.86173
threshold=0.093295000000000031 0.093480000000000021 -0.24103499999999997 -0.26138499999999998 87.393708446500014 38.828362408050005 98.327667663000014 0.088165000000000021 87.568458224950021 86.103248543850015 41.468518788800004 41.872669623500009 -0.16080999999999998 41.395309858300003 -0.086339999999999986 0.09117500000000002 -0.090694999999999998 40.823855932350007 65.966697146800016 76.919475570250015 0.087205000000000019 39.420767558750008 85.678472159250006 0.10045500000000003 0.10872000000000002 89.872466842800023 -0.071129999999999985 0.098200000000000023 36.514114975300011 0.11360500000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 4 -1 -6 -7 20 9 10 -9 -12 -10 16 -15 -16 -14 18 -18 -20 -4 25 23 -23 -25 -3 27 -27 29 -28
right_child=1 21 7 -5 5 6 -8 8 12 -11 11 -13 13 14 15 -17 17 -19 19 -21 -22 22 -24 24 -26 26 28 -29 -30 -31
leaf_value=0.014998395569558757 0.02787835499911305 0.014216903334313474 0.00091050948855842006 -0.02824333219385506 -0.042144840237595106 0.006200189881130737 -0.031631060952848768 -0.028759329251787726 0.034959746739990645 -0.039880097253551329 0.035571755707372248 -0.023677882406116423 0.019035431963081453 -0.042024731813927851 0.010943332312359848 -0.036220211569683525 0.020508784454180303 0.013414079274516169 -0.03527533319321751 0.0022632938507742457 0.010370097719931031 -0.045534175848799138 0.0003693775154209545 0.019364189226125487 -0.027551277763720697 0.0079368333522618646 -0.047787311823190293 -0.042055117884800888 0.018450910482366436 0.0094346390429165261
leaf_weight=4.4728302564471978 3.1018764891196033 14.361704982817171 130.25107087541255 4.5903321388759641 1.6180759387207215 3.9259968781843781 1.5401322224352041 2.2744810055010003 1.4817676143720735 4.6948438547551623 2.8722012215293944 2.916018005926162 5.4190855296619764 2.0900960937142372 3.3829727455740786 1.6934637736994771 1.9045314043760315 4.3771049538627267 3.4283015243709087 2.1428254577913322 16.134844476589933 2.1128279175609341 58.138659858872415 2.6018921677023172 2.5505782603286207 4.9353177231678256 1.3902176021947554 3.4015834784077015 8.7226251482497883 1.2721057004528118
leaf_count=41 11 64 1369 135 63 25 57 24 4 36 7 45 35 30 36 24 7 21 30 39 92 25 405 15 31 47 30 89 51 12
internal_value=0.000442464 0.00193645 -0.000319261 -0.00960705 -0.00220492 -0.0130668 -0.00445911 0.000491127 -0.00504231 -0.017207 -0.00400467 0.00572268 0.000944992 -0.00111742 -0.0156495 -0.0047901 0.0049123 -0.0015448 -0.0103034 -0.0208368 0.00195316 0.00112762 -0.00144668 -0.0159793 -0.00385993 0.00606754 0.000133064 -0.0124606 0.00935511 -0.0204456
internal_weight=303.8 102.589 201.211 16.1474 11.557 7.08421 5.46613 185.064 38.6777 12.7575 8.0627 5.78822 25.9201 24.4384 7.16653 5.07644 17.2718 11.8528 7.47566 5.57113 146.386 99.4875 65.404 7.2653 5.15247 34.0836 19.7218 8.3369 11.3849 2.66232
internal_count=2900 780 2120 321 186 145 82 1799 338 112 76 52 226 222 90 60 132 97 76 69 1461 769 476 71 46 293 229 136 93 42
is_linear=0
shrinkage=0.027569


Tree=345
num_leaves=31
num_cat=0
split_feature=0 3 2 4 0 0 0 0 3 4 2 2 3 3 0 1 1 0 0 3 3 4 3 4 3 0 1 3 3 4
split_gain=1.77283 3.4322 2.3112 2.00984 3.30296 2.45827 2.94296 2.75779 4.50245 1.95188 1.84757 1.61115 1.50075 1.58285 2.81658 2.36379 1.85185 2.67377 1.57569 1.24381 2.60515 1.12349 1.83518 1.28028 1.5403 1.10013 4.45112 2.91062 3.39206 1.93693
threshold=102.84427732220001 0.090720000000000023 -0.24103499999999997 44.527357125550004 75.309089150100007 91.625341543800019 95.429509798400019 95.897301513100004 0.089580000000000021 39.995120105550008 -0.21094499999999999 0.68694500000000025 0.089785000000000018 0.079785000000000009 106.56510337475001 80.677940036650014 87.33187390945001 110.50907145210002 113.28087178455002 -0.25276999999999999 -0.25445999999999996 48.008184682100008 -0.25095999999999996 45.154229826150008 -0.23958499999999999 85.716110573100011 61.993156030000002 0.10332500000000001 -0.25276999999999999 37.572218886150004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 19 21 -7 -8 -9 10 -4 25 13 15 -15 -11 -17 -18 -19 20 -1 23 -23 -5 -25 26 29 28 -28 -6
right_child=1 -3 9 5 11 6 7 8 -10 12 -12 -13 -14 14 -16 16 17 18 -20 -21 -22 22 -24 24 -26 -27 27 -29 -30 -31
leaf_value=-0.0028198792061049694 -0.0029711029511471296 -0.0025922759856875596 0.0027810254519841826 0.00037844447756069083 0.0017487966362395486 -0.0031500278788695445 0.0016208761454472611 -0.0029487280458696265 0.0015895343753346287 -0.0023013424194449511 -0.0029357960944253513 0.0021111059076160386 0.0024876891563515254 0.00061522470603377196 -0.0033719650541936715 0.0018328889144629836 -0.0030127667996280227 0.0026056295371469878 -0.00030520125724638945 -0.0029724096361658141 0.0041636293221844695 -0.00085188747639708038 0.0014726418798428206 0.00094264613486436046 -0.0035267752338625689 0.00037906526432094864 0.0011612224755487724 0.00073872327841868226 -0.003316733617734104 7.9975495093595928e-05
leaf_weight=0.99517636792734265 1.9176104839425558 4.6676981397904447 0.5030416457448158 3.6068190392106798 6.4590456150472191 4.2451948802918187 3.2329720780253393 4.7417358597740531 2.4511394277215004 1.9069926571101046 2.4674559506820541 3.7132981717586508 2.2384386942721894 2.968059458769857 2.3435585787519813 7.8339322153478843 1.7380497832782564 2.2580968709662557 3.5131912268698215 3.0929183391854158 0.65452045202255227 3.6358554419130078 8.1100161597132665 0.83334498666226986 1.8032358363270748 243.8177598034963 1.5529302479699252 2.8946570800617337 6.4175881985574943 25.187631642911583
leaf_count=66 88 167 5 39 30 100 14 67 12 25 138 18 11 19 94 40 48 12 81 106 1 22 34 14 33 1333 13 22 107 141
internal_value=0.00016243 -0.000425104 -8.43746e-05 0.000224074 0.000294973 -0.000415839 -0.00124178 -0.000464775 -0.00140221 0.000114958 -0.00196768 0.000331772 0.000364408 0.000153751 -0.00114398 0.000553341 0.000908146 -5.65703e-05 0.000833702 -0.00195557 -4.91585e-05 0.00025775 0.000753099 -0.000674164 -0.00211412 0.000308697 -9.48872e-05 -0.00159627 -0.00244427 0.00042058
internal_weight=361.802 34.3561 29.6884 327.446 294.786 32.6603 14.671 10.4258 7.19288 27.7708 2.9705 290.043 24.8003 22.5619 5.31162 17.2503 15.3433 7.50934 5.77129 4.74262 1.6497 17.9893 11.7459 6.2434 2.63658 286.33 42.5119 10.8652 7.97052 31.6467
internal_count=2900 728 561 2172 1837 335 193 93 79 473 143 1664 330 319 113 206 181 141 93 173 67 142 56 86 47 1646 313 142 120 171
is_linear=0
shrinkage=0.00271873


Tree=346
num_leaves=31
num_cat=0
split_feature=0 3 2 3 1 2 4 2 3 1 1 4 1 2 3 4 2 0 0 4 1 2 1 3 1 3 3 2 1 1
split_gain=0.444967 2.10453 1.13666 0.919224 1.04066 1.29 1.46287 1.19149 1.86514 1.18708 1.00174 0.817549 0.744228 0.697434 1.1251 0.674762 2.00684 1.51403 1.40874 1.30103 1.7559 1.13187 1.39828 1.02897 1.40493 0.75925 0.753463 0.70274 1.86952 2.57312
threshold=102.84427732220001 0.090720000000000023 -0.24103499999999997 0.089785000000000018 80.677940036650014 -0.15895000000000001 42.406961525800007 -0.088944999999999996 0.074640000000000026 79.215418813700012 82.844837289750004 44.710446918150005 81.320481529800006 -0.08756499999999999 0.075725000000000028 44.527357125550004 -0.61225999999999992 81.648473421750012 75.994645973400011 45.027406014450008 75.18810853425002 -0.16297999999999999 56.229101798300007 0.080375000000000016 72.026481772850005 -0.25276999999999999 0.083415000000000031 -0.11808 81.320481529800006 80.288113607700012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=15 2 -2 4 9 -6 12 8 -8 -4 -9 -3 -7 -12 -15 18 -17 -18 21 -19 23 22 -1 24 25 -21 -25 -20 29 -29
right_child=1 11 3 -5 5 6 7 10 -10 -11 13 -13 -14 14 -16 16 17 19 27 20 -22 -23 -24 26 -26 -27 -28 28 -30 -31
leaf_value=0.01865530916768493 -0.026407638543607507 -0.029362881817197976 0.00218069787391464 0.017998279180356826 0.015373897502756197 0.0094273672404118457 0.011537216130339057 0.024040906285101485 -0.027909992480003538 -0.031338364852889343 0.01615721531375933 0.0022358942407690726 -0.028232128106869894 0.0060044613266952655 -0.028809410353196389 0.026700166918008379 0.0035119674258607355 -0.026271360558506564 0.0036269822440892037 -0.00086004772881532251 -0.031424640632559543 -0.027090254869128614 -0.026300835503544524 0.014486546168563486 0.0076913572245369795 -0.028783456256564935 -0.0030488546062770964 0.00029566785642269573 -0.017455343289807773 0.015709280023965613
leaf_weight=1.0601772883674132 0.97010902874172344 2.3459356874373039 1.2952535180375044 1.8658478716388334 3.497861141921029 0.40744043979792843 1.3501715019810947 1.8717777878046016 1.682753170491196 1.3470903430134056 1.3882377594709399 0.65449957188684482 1.6812962951953521 1.7101149428635838 0.87805043277330685 1.3264532703906322 8.5809741150587815 2.4578982600942245 60.792838752968237 0.82357060583308372 1.5437590579967935 1.9859715236816544 0.73022533673793066 2.4134107362478971 1.5311418790370224 2.3312670739833248 4.1905684350058436 178.38832679111511 3.5417020460590711 7.0358893126249304
leaf_count=32 88 149 15 20 63 6 17 6 64 27 7 18 170 29 49 5 73 41 408 10 53 104 48 12 29 69 43 1168 49 28
internal_value=0.000396623 -0.00294965 -1.3232e-05 0.00133614 -0.000480869 0.002154 -0.00206132 0.00236604 -0.0103492 -0.0149076 0.00896031 -0.0224701 -0.0208861 0.00186155 -0.00580635 0.000672101 -0.00322948 -0.00489249 0.00105988 -0.0096087 -0.00641749 -0.014095 0.000319704 -0.00299807 -0.0119577 -0.021494 0.00335942 0.00128903 0.000536874 0.000880535
internal_weight=301.681 22.9464 19.946 18.9759 17.11 14.4677 10.9698 8.88111 3.03292 2.64234 5.84818 3.00044 2.08874 3.9764 2.58817 278.734 25.199 23.8726 253.535 15.2916 12.8337 3.77637 1.7904 11.29 4.68598 3.15484 6.60398 249.759 188.966 185.424
internal_count=2900 728 561 473 453 411 348 172 81 42 91 167 176 85 78 2172 335 330 1837 257 216 184 80 163 108 79 55 1653 1245 1196
is_linear=0
shrinkage=0.0249996


Tree=347
num_leaves=31
num_cat=0
split_feature=0 3 0 1 3 4 1 0 3 3 2 4 1 1 0 3 3 1 0 3 3 4 3 4 1 3 3 2 4 0
split_gain=0.417425 3.5624 3.30372 2.31592 2.89759 1.91825 2.87478 2.98756 2.28521 1.49822 1.47871 1.6014 1.42333 1.15964 1.20215 1.14814 2.00757 1.6512 1.97776 1.60236 2.53738 3.2238 2.17891 2.15828 1.8646 1.77456 1.62583 4.63383 4.35667 2.4677
threshold=90.837623311600012 0.25847000000000003 90.337570099350003 67.649671936450019 0.084795000000000023 38.238138001450004 65.111767461350013 86.458125017100016 0.085590000000000013 0.21240500000000004 -0.12350999999999999 35.337501601400007 68.214248143850014 69.873026810350026 93.262612545250008 0.43162500000000009 0.10500500000000003 61.966271448700006 86.280686780500005 0.093295000000000031 0.08784500000000002 41.169697216150006 0.090390000000000012 41.028010303750008 61.971648364950006 0.08708500000000001 0.083415000000000031 -0.10098 41.755948821900006 87.181320254150009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 5 4 -2 8 15 -8 10 13 11 -1 -9 14 -5 16 19 -18 -19 20 25 -22 -23 -21 -25 26 29 -28 -29 -7
right_child=1 -3 -4 9 -6 6 7 12 -10 -11 -12 -13 -14 -15 -16 -17 17 18 -20 23 21 22 -24 24 -26 -27 27 28 -30 -31
leaf_value=-0.03457848020229623 0.0025054171772936036 -0.037127836995553741 0.017299093001207699 -0.0018174395163060855 -0.028338312575408964 5.2541468192587642e-05 0.0073853326583505326 -0.050227132439657429 0.01295943819396868 0.025300358464855895 0.0077968485764133245 -0.00040803611648553044 -0.012996728391078981 -0.00058868580895468669 0.01327818899336887 0.01624729602389368 0.00095157405631800609 -0.02942890986884875 -0.0054711167867021434 0.017926421230116733 -0.03369652018416755 -0.014014608840978547 0.0074956831190466236 -0.012307762266903048 0.0069528626792007145 0.015927639783620537 0.011871890568753107 0.0024265891355668163 -0.037716936974911845 0.019044082745996359
leaf_weight=1.8264431399293273 4.2143860179930908 1.9028010750189412 8.7826572100166214 6.3575756205245844 4.5562279038131237 35.682249245699495 1.7192543607670803 2.0023305602371697 16.40166160883382 1.7584014138556074 3.4862376283854246 2.1419985676184297 1.1690402145031837 110.54405394746573 9.3964623259380442 3.0073933303356162 7.002514278516176 4.4206037381663901 5.632640577852726 8.3054960388690251 3.3620865494012859 7.5706415441818518 6.1224078768864274 5.1041439673863378 12.365577239543198 5.5923148728907099 5.0665281806141138 3.3429353749379498 4.6412133844569325 5.704064877703785
leaf_count=58 34 40 46 39 50 340 17 18 86 15 18 30 36 1503 52 13 37 53 31 34 27 62 39 33 57 22 22 15 44 29
internal_value=0.000380835 -0.000696158 0.00131202 -0.000189517 -0.0135175 0.000386268 -0.000916361 -0.0210746 0.00736527 0.000723321 -0.00494293 -0.0161347 -0.0365031 0.000381144 0.00718632 -0.000114344 -0.000524682 -0.00904369 -0.0160058 0.000887904 -0.00104708 -0.0101728 -0.00439697 0.00667476 0.00132547 0.00154566 6.81949e-05 -0.00818281 -0.020909 0.00267005
internal_weight=299.182 138.73 160.452 136.827 8.77061 151.67 127.813 4.89063 23.8563 128.056 7.45468 3.96844 3.17137 126.298 15.754 122.923 119.915 17.0558 10.0532 102.86 77.0844 17.0551 13.693 25.7752 17.4697 60.0293 54.437 13.0507 7.98415 41.3863
internal_count=2900 1733 1167 1693 84 1121 929 71 192 1609 106 88 54 1594 91 858 845 121 84 724 600 128 101 124 90 472 450 81 59 369
is_linear=0
shrinkage=0.0268104


Tree=348
num_leaves=31
num_cat=0
split_feature=1 1 0 1 3 3 3 3 3 4 1 1 0 0 0 4 4 4 0 2 2 2 2 4 1 4 3 4 4 0
split_gain=2.56375 3.80061 3.62261 3.3587 2.37055 3.71226 2.2797 2.32801 2.10778 2.74433 2.13895 2.55833 2.34684 1.87824 1.78053 1.71913 1.68172 3.3958 2.96449 2.80244 4.83993 6.33726 4.13421 3.74583 3.74176 7.2745 3.3156 2.53809 2.21778 2.16868
threshold=70.343506983200015 70.73871032835001 85.716110573100011 61.993156030000002 0.10332500000000001 -0.17732499999999998 -0.04931 -0.11050499999999999 0.083905000000000021 35.337501601400007 60.474177186300004 57.960468834350003 85.328972602300013 94.047642319350018 70.623106628750023 32.785955158400007 42.072181850200003 42.428475018400007 85.775256651950016 -0.067574999999999996 -0.054494999999999995 -0.040019999999999993 -0.095019999999999993 38.512991772500008 63.910026677050006 38.175120519550006 0.082975000000000021 41.261521012900012 39.749124837650008 87.29692395375001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 6 5 -5 7 14 -8 -10 11 -11 -12 -3 -1 -15 18 -18 -4 22 -21 -22 26 -24 29 -26 -20 -25 -27 -23
right_child=1 13 16 4 -6 -7 8 -9 9 10 12 -13 -14 15 -16 -17 17 -19 19 20 21 24 23 27 25 28 -28 -29 -30 -31
leaf_value=-0.0023086609083509484 -0.00259020276340996 -0.0016878509406274358 0.0023389058987431082 0.00043130531928555182 0.00059530565580776017 -0.0023602539262991521 0.0014113855224410457 -0.0020164918801717363 0.0017972734891205226 -0.00019032521451089245 0.0010055523425994267 -0.0031256451976823616 -0.00082171256968456324 -0.0024356411081398756 0.00022673583283631873 3.1743958081353549e-05 -0.0013851121807628543 0.0003346204132409665 -0.00060178332789178159 0.0020660249368766176 -0.0021480474979620572 0.00088943499028257646 0.00071793903392693181 -0.002598940610510941 0.0012828470364223395 -0.0027748413896795492 0.00096097371272723395 -0.00056463396675927825 -0.00043612752631962305 0.0023585481567847087
leaf_weight=1.5591536629945029 2.9474644390866152 3.3230492146685711 4.6732268035411826 3.2934822142124167 3.2150989454239598 8.2331620636396092 8.4419604670256359 4.0648031183518496 4.0544464699924019 3.9283359348773983 8.6093198601156455 2.339549396187067 5.815705817192792 1.4100675983354438 11.146995884366332 126.11421378084924 6.41303876787424 48.948524391278625 8.6492760777473432 13.138622656464575 3.9728021770715705 13.49678121507168 6.5336344912648228 4.9359300732612592 10.507805928587915 3.7460184544324857 29.814055897295475 7.8379658982157707 4.3017384186387062 7.8469292074441901
leaf_count=87 56 75 11 23 20 113 32 74 19 29 36 26 33 102 83 1294 43 261 48 38 23 51 26 32 38 24 106 37 29 31
internal_value=0.000151669 -9.47301e-05 0.000289307 -0.000159915 -0.00109199 -0.00156263 0.000115113 -0.000552668 0.00045255 0.000125467 -0.000202097 -0.00128596 0.000268858 -3.85171e-05 -8.43791e-05 4.46147e-06 0.00045557 0.000135408 0.00060395 0.000533313 0.000882852 0.000528521 0.000188374 -0.00065068 0.000795029 6.51661e-05 0.000609555 -0.00135071 -0.00152474 0.00142955
internal_weight=373.313 133.795 239.518 64.702 14.7417 11.5266 49.9603 16.771 33.1893 24.7474 20.6929 6.26789 14.425 130.847 12.7061 127.524 174.816 55.3616 119.455 114.782 57.0107 43.8721 57.7709 19.3075 39.8993 18.5556 38.4633 12.7739 8.04776 21.3437
internal_count=2900 1527 1373 575 156 136 419 244 175 143 124 55 69 1471 170 1396 798 304 494 483 234 196 249 95 173 91 154 69 53 82
is_linear=0
shrinkage=0.00222222


Tree=349
num_leaves=31
num_cat=0
split_feature=1 0 4 0 4 3 0 3 3 3 3 2 4 3 3 4 4 3 0 1 4 0 0 1 4 3 3 2 4 0
split_gain=2.48931 2.90578 2.87897 2.65412 2.60679 2.41364 2.33667 2.81056 2.11648 3.15909 3.18575 4.99601 2.90225 2.81704 3.53133 2.67335 2.95519 2.5469 2.1077 1.96399 2.16401 2.00639 2.68957 2.8937 2.19646 1.97731 1.95109 1.87532 3.75564 3.75664
threshold=69.873026810350026 87.181320254150009 44.157169339850007 86.866770652900016 38.238138001450004 0.080515000000000017 93.776108048200015 -0.16319499999999998 0.12064000000000002 0.093295000000000031 0.088165000000000021 -0.071129999999999985 41.24714903835001 0.085765000000000022 0.084365000000000009 41.468518788800004 42.102795028150005 0.082055000000000017 85.737618238150006 64.434276012450013 41.468518788800004 93.262612545250008 90.837623311600012 65.966697146800016 36.514114975300011 0.085880000000000026 0.25847000000000003 -0.033594999999999993 34.542090938800008 97.671683879200017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 19 8 27 -4 7 -6 9 10 13 15 -11 14 17 -12 -17 -1 -15 20 -3 22 23 24 -21 -24 -10 28 29 -2
right_child=4 2 5 -5 6 -7 -8 -9 26 12 11 -13 -14 18 -16 16 -18 -19 -20 21 -22 -23 25 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00017821677806273311 0.0020717551693919408 0.0020226874677033218 -0.0027901235474830674 -0.0017437456921621205 0.0010156029950625237 0.0001994125918341383 0.00010663863370153694 -0.0027784592914880881 -0.00225580227448181 0.0013425026907639991 -0.0020399660417372368 -0.0035134958485324216 6.911579302434864e-05 -0.00011913580074880657 -0.0029459180783371684 0.0019720659502905926 -0.00088248209591157932 0.0011635105285204526 0.0018981560199370473 0.00076501425753609158 0.00073208569470656262 0.0013736004044962202 0.00020623780611964568 0.0015243957704950135 -0.0012888729935465468 -0.0016539965538658137 -5.4421287813060446e-05 -5.5144259442675831e-05 -0.0022113548696175702 -0.0025609571752892688
leaf_weight=41.540335872909054 2.7812371961772469 11.97307923436165 2.304907612502574 4.2505999393761149 1.6052147746086118 4.2855357024818659 124.1540382503299 3.3345262627117327 3.7222993075847608 22.144726172089577 3.3591842260211697 3.4349186336621633 18.013459678739309 4.4388183522969475 2.2409101296216241 3.8014378026127797 4.2776387613266706 9.6816136315464956 8.1559273004531843 6.5685472786426562 18.125891081988811 10.61077570915222 6.7946410309523326 11.503701053559778 5.1594430133700371 5.9464972261339426 5.5899583771824837 10.596613558009265 9.3650194812798855 1.492837441852316
leaf_count=405 10 48 38 24 14 29 1111 63 35 80 27 43 100 35 22 11 34 38 25 25 68 41 32 46 25 42 28 133 185 83
internal_value=0.000140302 0.000302111 0.000648028 8.81853e-05 -8.96745e-05 -0.000846132 4.34183e-05 -0.00154554 0.000147899 0.00023113 -3.69094e-05 -0.00102194 0.000771309 0.000184874 -5.12517e-05 -0.00027372 0.000460665 7.53871e-05 0.00118719 0.000776443 0.00124547 0.000473389 0.000207856 0.000684899 -0.000138543 -0.000661964 -0.000934358 -0.000798606 -0.00137622 0.000453654
internal_weight=371.254 217.925 83.273 134.652 153.329 6.59044 129.094 4.93974 130.401 121.089 80.9308 14.8732 40.1582 66.0576 53.4629 11.4383 8.07908 51.2219 12.5947 76.6826 30.099 46.5836 35.9728 23.2317 11.728 12.7411 9.31226 24.2357 13.6391 4.27407
internal_count=2900 1301 394 907 1599 67 1188 77 883 820 640 115 180 525 465 72 45 443 60 327 116 211 170 96 50 74 63 411 278 93
is_linear=0
shrinkage=0.00235581


Tree=350
num_leaves=31
num_cat=0
split_feature=1 0 0 1 4 3 0 3 3 0 4 2 0 3 3 4 4 4 4 2 2 2 0 1 1 1 2 4 1 4
split_gain=2.37992 4.35557 3.06868 3.09765 2.61749 2.83681 2.34424 2.31728 3.28982 2.12483 1.90153 3.3072 2.54611 1.8869 2.33805 2.51812 1.89284 2.52535 2.04986 5.45114 3.67041 2.19601 1.73072 7.58263 7.09727 4.32613 6.60637 2.37201 2.23557 3.93791
threshold=70.182199495350019 94.550383989750017 85.716110573100011 61.993156030000002 40.305698932850007 -0.16319499999999998 93.972365491700018 0.10332500000000001 -0.17732499999999998 93.867515624600017 38.238138001450004 -0.12350999999999999 92.851278451300018 -0.04931 -0.15684499999999998 38.052786106700005 43.812290675100009 35.131296350900008 41.322103772800006 -0.01762 -0.082314999999999985 -0.092289999999999997 90.337570099350003 66.697957758300021 67.649671936450019 63.910026677050006 -0.14581999999999998 39.468990633150007 62.837331883000012 40.12915366295001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 13 -2 -6 9 8 -5 10 11 -4 22 14 -1 -16 17 -15 19 21 -20 -19 25 -24 -25 27 -27 -12 29 -29
right_child=1 -3 6 7 5 -7 -8 -9 -10 -11 12 -13 -14 16 15 -17 -18 18 20 -21 -22 -23 23 24 -26 26 -28 28 -30 -31
leaf_value=0.00014790899252432096 -0.0035302046688487558 6.3814780830582446e-06 -0.00076048217732272642 0.00045487932354152126 0.001935113372246089 -0.0019716429238553937 -0.00087492664254140674 0.00072809688806412182 -0.0026073254439797412 0.0021621367654985043 0.0020491310062046506 0.0015396177440707285 -0.0012147155613953745 0.0020243331858540983 0.00016408112407341214 -0.0032055654109113996 0.0019615479445711449 -0.0043315959555133713 0.0013611869539952451 0.0011635851294671707 -0.0015990399980322322 -0.0011394809922777851 0.0024361452817153184 -0.003175179812931828 0.0012595036346749881 0.00062203753391794543 -0.0038134037335276461 -0.0017737527069380311 0.0019130831996894684 0.00041454273080408777
leaf_weight=10.586206694133578 3.4879158190451545 127.62081397895236 4.9050121866166618 3.1214756015688172 1.7451704666018484 3.7321768142282963 7.7284723725169888 3.0936533696949473 7.9900223053991786 5.0732735581696025 5.7300705984234801 21.662909783422947 6.1620205678045741 4.264380861073735 2.3850839314982322 3.5024185427464545 4.7623547278344622 2.5855258293449879 9.7666782587766665 4.3106626011431235 3.6930603757500604 2.9543318077921867 12.035572588443758 3.9552902746945602 5.546696599572897 4.7216190993785858 3.9422179497778398 5.6540155857801428 5.6119418740272513 75.730461228638887
leaf_count=140 46 1394 26 23 15 95 58 20 113 17 19 73 39 20 24 80 20 25 40 19 35 16 45 38 26 23 29 29 22 331
internal_value=0.000151445 -0.000113336 0.000307684 -0.000168486 -0.00181751 -0.000726888 0.000485805 -0.00120803 -0.00174708 0.000551234 0.00049873 0.00111497 0.000371902 0.000134047 -0.00056272 -0.00184049 0.000489007 0.000234687 -9.27107e-05 -0.000969496 0.000548965 -0.00262928 0.000451435 0.00110262 -0.000586475 0.000313109 -0.00139618 0.000472815 0.00036899 0.000262516
internal_weight=368.062 136.586 231.475 63.0159 8.96526 5.47735 168.46 14.2052 11.1115 160.731 155.658 26.5679 129.09 48.8107 16.4737 5.8875 32.337 27.5746 23.3103 9.85052 13.4597 5.53986 122.928 21.5376 9.50199 101.39 8.66384 92.7265 86.9964 81.3845
internal_count=2900 1550 1350 575 156 110 775 156 136 717 700 99 601 419 244 104 175 155 135 60 75 41 562 109 64 453 52 401 382 360
is_linear=0
shrinkage=0.00252939


Tree=351
num_leaves=31
num_cat=0
split_feature=1 3 0 3 3 3 0 3 4 0 0 1 3 3 0 4 4 0 3 3 3 3 0 4 0 1 2 4 1 0
split_gain=1.74001 3.28233 2.74864 2.87471 3.01922 4.11023 5.05083 3.21586 2.49159 2.64626 2.17657 5.16477 3.98739 2.10672 1.94225 3.63434 3.61038 2.21554 1.87333 3.3995 2.4358 1.74358 1.61672 1.57671 2.39252 2.26537 2.01444 3.6016 2.93116 2.69319
threshold=69.873026810350026 0.25847000000000003 87.181320254150009 0.12064000000000002 0.093295000000000031 0.088105000000000017 86.103248543850015 0.091545000000000029 40.496232821400007 86.001087134900004 90.837623311600012 67.649671936450019 0.084795000000000023 0.21240500000000004 90.337570099350003 42.541806567400009 43.162556114600001 89.872466842800023 0.085765000000000022 0.083795000000000022 0.082055000000000017 0.25847000000000003 85.737618238150006 38.238138001450004 93.776108048200015 70.085415002650009 -0.033594999999999993 34.542090938800008 82.987325570650015 97.671683879200017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 13 3 4 5 18 7 -7 -6 -10 14 12 -12 23 15 17 -17 -4 19 20 -1 -5 -20 26 25 -25 27 29 -29 -2
right_child=1 -3 10 21 8 6 -8 -9 9 -11 11 -13 -14 -15 -16 16 -18 -19 22 -21 -22 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.00014319912825041994 0.0021490707720459353 -0.0034521083168597101 0.0014897366267952973 -0.0027452596767174836 0.0016118311668802522 -0.0017136458989434845 -0.0036939941017786492 0.0012820544281254176 -0.00061127174984057563 0.0011515850625694157 0.00033545897566822884 0.00095173953348950176 -0.0029701585494946851 0.0025193207585638274 0.0020320309522451909 -0.0024993627222325895 0.00084893363415535904 -0.00043897777714797288 -0.00025476134785331749 -0.0024027444732355892 0.0014168306138036997 -0.0003967622911472208 0.0016913860859912992 -0.0048440908396760922 0.00013431460610075158 -0.00068090818563940232 0.00018870401577905619 -0.0033520479841719557 0.00066586935631264901 -0.0029039783098764355
leaf_weight=41.041784596862271 2.6714680120348961 2.0749056054046369 27.48824168741703 3.9188216365873796 15.985717162489889 5.7050524000078422 4.7576770372688761 4.8337211282923818 12.80573534127325 12.086929656565188 5.0892714262008685 19.067242780700326 5.5929142627865076 2.3308538622222832 11.017367407679556 4.4218957498669607 5.0225219428539276 5.1664646193385115 4.6642636042088261 4.1783704888075581 8.8918902464210969 5.6173617988824844 9.3961033672094327 1.3086720257997502 110.34868608228862 3.5257982392795384 9.3110715282382426 6.3571861842647177 1.6752018134575335 1.0822275597602127
leaf_count=407 10 38 103 35 58 58 34 27 82 44 34 92 51 15 43 24 23 24 35 34 33 29 31 9 1075 68 128 126 54 76
internal_value=0.000155493 -7.85291e-05 0.00030739 6.79865e-05 0.000177641 -0.000117031 -0.00138295 -0.000339636 0.000779327 0.000244704 0.000694184 0.000108992 -0.00139528 -2.80291e-05 0.00102194 0.000757596 -0.000718746 0.00118459 0.000167014 -6.13246e-05 0.000134602 -0.00136186 0.00104579 -7.15974e-05 5.27974e-05 -0.00180787 -0.00075075 -0.00149292 -0.00251409 0.000692227
internal_weight=357.435 140.686 216.749 133.883 124.347 83.4689 15.2965 10.5388 40.8784 24.8927 82.8659 29.7494 10.6822 138.611 53.1165 42.0991 9.44442 32.6547 68.1724 54.112 49.9337 9.53618 14.0604 136.28 115.183 4.83447 21.0972 11.7861 8.03239 3.7537
internal_count=2900 1599 1301 907 843 659 119 85 184 126 394 177 85 1561 217 174 47 127 540 474 440 64 66 1546 1152 77 394 266 180 86
is_linear=0
shrinkage=0.00270225


Tree=352
num_leaves=31
num_cat=0
split_feature=1 1 3 0 1 3 3 3 3 3 4 3 0 4 4 0 0 4 0 0 1 0 0 2 2 4 2 2 1 3
split_gain=2.08705 2.79033 2.55348 2.36909 2.60626 1.9743 1.86418 3.33581 1.75145 2.13147 2.45671 2.0694 1.67565 1.66181 2.11888 1.83676 4.58614 2.64184 1.59027 1.46728 3.44032 2.50806 2.48043 2.08418 3.0362 2.94762 2.73147 6.96186 1.39561 1.38097
threshold=70.343506983200015 70.73871032835001 0.25847000000000003 85.716110573100011 61.993156030000002 0.21240500000000004 -0.17732499999999998 0.091705000000000023 -0.04931 0.083905000000000021 37.572218886150004 -0.11050499999999999 94.047642319350018 40.621691032550004 40.305698932850007 85.807518149550006 86.001087134900004 42.737166331000005 85.509099297050014 91.625341543800019 68.214248143850014 90.337570099350003 90.662873533100012 -0.0039949999999999994 -0.033594999999999993 43.162556114600001 -0.12350999999999999 -0.08725999999999999 55.583871847050013 0.093295000000000031
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 5 4 8 12 -6 -8 11 -10 -11 28 -3 14 -5 -15 17 -17 -9 21 -21 23 -23 24 25 26 -18 -28 -1 -29
right_child=1 2 -4 13 6 -7 7 18 9 10 -12 -13 -14 15 -16 16 19 -19 -20 20 -22 22 -24 -25 -26 -27 27 29 -30 -31
leaf_value=-0.0027792742882810466 -0.0030037147079153082 -0.0020105316847706255 -0.0033158550538918115 0.0006019772476538722 0.00067600893781953847 0.0024800095430819488 -0.0032218030386774051 -0.0016645499561590989 0.0016941291741367219 0.001692505619048135 -0.00036727275554350615 -0.0023387811393605698 -1.6738937697350114e-05 0.0012860196055564477 0.0020089869424436751 -0.0037318529954365118 0.00099273222220753977 -1.3394597954861057e-05 0.0013137559396049036 -0.0026184383239102058 0.00044997817898425669 0.002884074893143968 0.00025092656417885387 -0.0014416794530375321 0.0018160445448182868 0.0012646461011706206 -0.0036322456463191771 -0.0006577803270005775 0.00026633609604306271 0.00076678376361085743
leaf_weight=1.1972029875032557 2.349983684718608 3.0875697392038992 1.7036550770280872 65.360014971345663 2.9663066370412716 2.2154621393419793 5.2617760063148999 2.5905952081084251 8.038469200953843 5.3524650521576431 18.230828351341188 3.6917294138111201 123.1945640827762 10.553804852068422 8.6616933122277242 3.3606453817337743 8.4570395350456113 2.2994544953107834 2.5343296267092228 3.9959703274071199 7.5337049253284931 5.3948114663362485 4.8585949912667274 5.0325269214809003 8.563364274799822 11.20294759236276 4.870143804699171 11.769122138619442 10.543580879457293 8.2859857603907567
leaf_count=78 56 74 34 284 23 15 90 31 32 29 114 74 1348 35 34 35 31 13 12 50 43 19 26 32 39 42 31 53 92 31
internal_value=0.000150482 -0.000116809 -6.47037e-05 0.000304119 -0.000150671 -2.15991e-05 -0.00119298 -0.00172674 0.000145114 0.000505399 0.000100215 -0.000593122 -6.54867e-05 0.000465533 0.000766619 0.000233807 0.000104115 -0.0022212 -0.000191746 0.000268708 -0.000613478 0.000417336 0.00163635 0.000202506 0.00035819 7.81838e-05 -0.000319988 -0.000765388 -4.42236e-05 -6.92062e-05
internal_weight=363.158 132.551 130.201 230.607 60.4073 128.498 13.353 10.3867 47.0543 31.6218 23.5833 15.4325 126.282 170.2 74.0217 96.1781 85.6243 5.6601 5.12492 79.9642 11.5297 68.4345 10.2534 58.1811 53.1486 44.5852 33.3823 24.9253 11.7408 20.0551
internal_count=2900 1527 1471 1373 575 1437 156 133 419 175 143 244 1422 798 318 480 445 48 43 397 93 304 45 259 227 188 146 115 170 84
is_linear=0
shrinkage=0.00267314


Tree=353
num_leaves=31
num_cat=0
split_feature=4 3 2 3 4 0 3 0 1 0 3 1 0 2 0 1 1 2 1 1 1 1 0 0 1 4 1 1 4 1
split_gain=0.469779 1.45748 1.40811 0.666993 0.621351 0.968194 2.09032 1.63982 1.5064 1.71679 1.45901 1.56657 1.58094 2.09255 1.31529 3.14257 0.975598 1.26961 0.833434 0.981222 3.32488 2.82462 2.47706 5.04764 2.39216 2.15248 2.39703 3.41429 1.87184 1.81945
threshold=49.275256100300005 -0.25095999999999996 -0.15726999999999999 -0.17732499999999998 48.680511450650009 84.95796538030001 0.099780000000000021 85.253695774650012 58.549241164900003 83.011521693850014 0.08784500000000002 56.981870074850008 73.913779380400015 -0.23361999999999997 85.613949164150014 61.917879202350001 55.895732990150002 0.11529000000000002 61.86411003975001 66.697957758300021 66.318885161900013 65.630639880500027 92.031298721500022 90.603727454250006 65.727424373200009 38.441102963850007 63.910026677050006 62.837331883000012 42.526729949000007 67.649671936450019
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 -3 -4 5 6 8 -7 10 -10 11 12 13 -1 15 -9 17 -15 -16 20 21 25 23 29 -23 -20 27 -27 -28 -21
right_child=1 2 3 -5 -6 7 -8 14 9 -11 -12 -13 -14 16 18 -17 -18 -19 19 22 -22 24 -24 -25 -26 26 28 -29 -30 -31
leaf_value=-0.041340915059929435 -0.038662396205696184 0.0051074994451500736 0.0091744077841930984 -0.029382672278434867 0.0078770597926791103 0.016132393479004581 0.0082667179962596302 0.0086063136662317147 -0.03188998139977927 -0.0055449527903244011 -0.034698824287632671 0.01694793408848335 -0.032381273339934555 -0.028869989199185393 -0.013007361263842694 -0.027523140241853618 0.03567837498339281 0.033939714902982358 0.01539643630678122 0.020148924830015718 0.021469053911423126 0.0014345263150921702 0.00054350291499550174 -0.039827502657564316 -0.035366902042536154 0.0012571132210660559 -0.029643895012234023 0.022600458477054788 0.00080512577512472424 -0.013941038836741059
leaf_weight=0.61863701965194184 0.9301696722395717 5.8536317287944257 0.43709716154262457 1.6697820274857784 9.1105690905824286 5.3991287411190561 6.4653432397171846 3.4564330466091624 4.0101774109061799 3.6465676529332995 0.94418601226061571 3.1058691833168268 1.4636932774446902 0.59110773704014963 3.2364255934953681 4.0217424603179097 1.0515076229348777 0.42869985103607178 9.6177209429442865 2.4842931032180768 7.1042819097638121 2.6332250609993926 123.16527762473561 3.6183499009348452 2.8289309777319431 81.00891734752804 3.2497490420937529 6.2323216646909705 2.9960003904998302 2.3545838559512049
leaf_count=40 15 78 9 117 56 24 39 15 120 36 17 29 35 68 20 59 4 1 41 10 34 11 1410 54 31 412 22 30 18 45
internal_value=0.000543604 -0.00574958 -0.00190379 -0.0213835 0.000733368 0.000505592 -0.0050503 0.000976497 -0.0104788 -0.019343 -0.00220566 0.00202046 -0.00914149 0.00350405 0.000659341 -0.010824 0.0168978 -0.00246647 0.00100211 0.00118546 0.00305258 0.00184746 -0.000455383 -0.0150025 -0.0176255 0.00287908 0.00159132 0.00278183 -0.0150379 0.00356084
internal_weight=303.734 8.89068 7.96051 2.10688 294.844 285.733 22.3258 263.407 15.8604 7.65675 8.2037 7.25951 4.15365 2.68995 258.008 7.47818 2.07132 1.01981 250.53 247.294 115.671 108.567 131.623 8.45723 5.46216 103.105 93.487 87.2412 6.24575 4.83888
internal_count=2900 219 204 126 2681 2625 389 2236 350 156 194 177 148 113 2212 74 73 69 2138 2118 599 565 1519 109 42 523 482 442 40 55
is_linear=0
shrinkage=0.0277871


Tree=354
num_leaves=31
num_cat=0
split_feature=1 1 0 3 1 3 3 4 3 4 2 4 3 3 4 3 3 3 1 0 0 2 2 2 3 3 4 3 3 2
split_gain=1.49989 3.47688 1.94777 2.27369 2.55093 1.61617 2.10569 3.40161 1.80069 2.02679 3.98771 2.52343 2.55662 2.935 2.08483 7.78244 5.20009 2.5143 1.78281 3.03513 1.60352 1.56074 4.11635 2.90726 3.23705 2.89024 3.01222 2.57521 3.36297 2.92608
threshold=70.343506983200015 70.73871032835001 86.530713386650021 0.11614000000000002 61.966271448700006 -0.04931 -0.101725 39.039757512550004 0.083795000000000022 42.131954243650007 -0.117115 42.686561923500008 0.09660500000000001 0.087725000000000011 41.43512228960001 0.092290000000000025 0.087405000000000024 0.093760000000000024 61.950140699950005 85.968825637350008 94.047642319350018 -0.068524999999999989 -0.022239999999999999 -0.083794999999999994 0.078935000000000019 0.083415000000000031 41.261521012900012 0.11747500000000002 0.084365000000000009 0.090855000000000033
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 5 -5 6 -1 -8 18 14 -11 -12 13 -13 15 16 -10 -16 -7 -20 -3 23 -23 24 -4 -25 -27 28 -24 -30
right_child=1 20 21 4 -6 8 7 -9 9 10 11 12 -14 -15 17 -17 -18 -19 19 -21 -22 22 27 25 -26 26 -28 -29 29 -31
leaf_value=-0.00010472296654862556 -0.0038879985073744143 -0.0025034953382332588 -0.0011899820140666602 6.3841217736095214e-05 -0.0034721360522551709 0.0024602413061191463 0.0019306574972230669 -0.0044387861592742493 -4.8462640794264226e-05 0.002299277248409073 -0.0034639144855133069 5.6487462942265775e-07 0.0016254678220543732 -0.0044349940958132517 0.0029652613953639008 0.0012008430121444983 -0.0055217027263447837 6.5702590155885504e-06 -0.0013779255848423151 0.00224111444677054 2.3607669858367545e-05 0.0024452315173465445 0.0013005131224309975 0.00090456951217740881 0.001064585887892234 -0.00031758999981736606 -0.0044808236661062362 0.0029563887098880098 0.00022470678111409043 -0.0030266205307154124
leaf_weight=20.58374649472535 2.7149700904265037 2.913881334476172 8.671631967648862 5.0249246992170793 4.2782088704407215 8.5007923524826783 1.3311417428776611 3.3136284302454442 3.9262516293674734 3.8897516336292055 5.0627400930970898 4.1771112997084838 3.8292377442121506 2.8373495955020189 7.3549352344125491 18.704436538740993 3.9381549712270498 5.8331654369831085 5.3813595511019212 5.1236022263765335 118.36890746722929 17.057069912552834 10.853233236819511 4.9732188843190652 42.875564619898796 3.9878806695342064 3.8869100324809551 3.6733059138059607 6.896665193140505 5.7479630392044783
leaf_count=250 56 75 73 25 41 34 17 63 28 17 50 26 19 38 25 77 41 29 42 15 1396 66 59 19 179 19 27 13 35 46
internal_value=0.000174993 -0.000121424 0.00034077 3.16253e-05 -0.00156224 0.000174494 -0.000566585 -0.00261337 0.000412485 0.000124643 -0.000755208 -0.00150215 -0.000586236 -0.00179362 0.000562748 1.97786e-05 -0.00278922 0.00165662 0.00131442 0.000387195 -3.71073e-05 0.000662629 0.0011494 0.000328304 0.000685307 -0.00110402 -0.00237252 0.000335919 -7.3726e-05 -0.00125327
internal_weight=345.712 123.998 221.714 113.091 9.30313 103.787 25.2285 4.64477 78.5589 59.5531 19.7962 15.9064 10.8437 7.01446 39.7569 26.5688 7.86441 13.1881 19.0058 10.505 121.283 108.623 44.2282 64.3952 51.5472 12.848 7.87479 27.1712 23.4979 12.6446
internal_count=2900 1527 1373 837 66 771 330 80 441 350 150 133 83 64 200 146 69 54 91 57 1471 536 219 317 252 65 46 153 140 81
is_linear=0
shrinkage=0.00336544


Tree=355
num_leaves=31
num_cat=0
split_feature=1 0 0 0 1 3 4 4 3 2 1 4 0 3 3 3 3 1 4 3 3 1 2 0 4 0 3 0 2 0
split_gain=3.17636 4.12787 3.8145 3.98858 3.78668 3.24081 3.02216 2.65093 2.61784 2.82438 2.35433 5.75996 2.99438 2.31063 3.7041 1.96424 2.55238 1.88787 2.41183 3.18279 3.78822 2.35959 3.27416 3.84284 3.17839 2.44129 2.66344 2.30314 4.33271 2.34117
threshold=70.343506983200015 85.716110573100011 96.249489528150022 97.835679825150024 61.993156030000002 -0.089509999999999992 36.735256530150004 39.268993001500007 0.076825000000000018 -0.083330000000000001 71.090898343450007 41.395309858300003 95.502098167950024 -0.17732499999999998 0.10332500000000001 -0.04931 -0.11050499999999999 78.285212300550015 42.072181850200003 0.089785000000000018 0.11308000000000003 81.524804347700012 -0.15818499999999999 104.86330937810001 42.406961525800007 105.70748523110002 0.074640000000000026 100.67200315280002 -0.088944999999999996 101.99741301110002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 5 8 15 -2 -5 -7 -4 -10 11 -9 -12 -6 -15 16 -1 18 19 -8 -21 27 25 -24 -25 -23 -27 -19 -29 -30
right_child=2 -3 3 6 13 7 17 10 9 -11 12 -13 -14 14 -16 -17 -18 21 -20 20 -22 22 23 24 -26 26 -28 28 29 -31
leaf_value=5.1157194916674413e-06 0.00042498241553170553 0.00049508244155818345 -0.00059753588974786474 -0.0018751367541874364 0.00049574813930187934 -0.0028196093539441733 0.0011018242870213786 0.0025415519252518469 0.00035341610176089567 0.0019534630375897719 -0.002710592464987643 -0.001806709411567369 -0.00015498001170112012 -0.0023804749393686923 0.00047335183343725286 0.00045245487055623661 -0.0020279738734586758 0.0014798167863374853 -0.0019900989102695195 -0.0025413803476383528 0.00045354564198609994 0.0015554540965347083 -0.0023366181602000142 -0.002433047149078077 0.00027645711831552662 0.0010551791919386991 -0.0024857667228179673 -0.0016353610051888835 -0.00058518762498418271 0.0014322729735623677
leaf_weight=12.633398015983401 7.2209569541737464 178.15650657191873 5.2061166409403112 4.8114380028564474 3.292645726352931 4.5116080334410098 5.6440432611852911 2.8081220164895049 10.862425632774833 11.047643613070246 5.1696964530274254 3.2779670357704163 4.0668132193386555 8.4750329442322201 3.078077008947731 32.472210829146206 4.0479768589139011 9.8084840364754218 5.0303877359256139 4.2457260452210885 4.1427383860573173 6.6276337839663046 5.8080868478864458 2.6069297161884597 12.247643262846394 2.2418080063071102 1.9915030270349232 4.9635305581614402 4.1479780450463286 9.1666266620159131
leaf_count=170 58 798 32 210 23 67 36 9 56 38 110 43 25 113 20 175 74 36 75 42 27 36 78 130 172 26 103 59 24 35
internal_value=0.000167091 0.000320721 -0.000103167 8.02814e-05 -0.000164652 -0.0008531 -0.000160869 -0.00131841 0.000822729 0.0011602 -0.000876389 0.000199579 -0.00158536 -0.00115085 -0.00162013 0.000133208 -0.000488243 -5.60291e-05 -0.000666389 -0.000191864 -0.0010623 0.000139159 -0.000279284 -0.000799903 -0.000199052 0.000711179 -0.00061061 0.000608808 0.000141404 0.000803761
internal_weight=379.812 242.156 137.656 110.601 63.9993 27.0552 83.4846 19.8342 27.1162 21.9101 15.3226 6.08609 9.23651 14.8458 11.5531 49.1536 16.6814 78.6731 19.0629 14.0325 8.38846 59.6102 31.5236 20.6627 14.8546 10.8609 4.23331 28.0866 18.2781 13.3146
internal_count=2900 1373 1527 1215 575 312 1089 254 126 94 187 52 135 156 133 419 244 879 180 105 69 699 545 380 302 165 129 154 118 59
is_linear=0
shrinkage=0.00222816


Tree=356
num_leaves=31
num_cat=0
split_feature=1 1 3 0 0 1 3 0 4 3 3 3 4 4 3 1 3 1 4 4 0 2 2 2 4 3 0 1 3 3
split_gain=2.45809 3.52918 2.73071 2.46584 2.38903 3.62651 4.77229 2.94302 2.93077 2.67652 2.13476 2.14755 2.06844 2.69222 1.96562 2.62402 1.88323 2.67974 2.22697 3.57445 2.00943 1.92292 2.27304 1.87022 1.81017 2.38144 1.75519 1.74631 1.72121 2.10293
threshold=70.343506983200015 70.73871032835001 0.25847000000000003 86.530713386650021 96.055920542800024 71.090898343450007 0.082775000000000029 97.835679825150024 36.735256530150004 0.11467000000000002 0.07870000000000002 0.089185000000000028 43.968221017800005 45.90502654165001 0.11614000000000002 61.966271448700006 0.13635000000000005 78.285212300550015 39.995120105550008 42.072181850200003 100.67200315280002 -0.61225999999999992 -0.59681499999999998 -0.50001499999999999 44.015822920550008 0.072890000000000024 101.15323715815002 71.381251821550009 -0.04931 -0.101725
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 4 14 5 -3 12 10 9 -9 -6 -12 -7 -14 28 -16 17 18 -10 -20 -19 -22 -23 -24 -5 -26 -25 -21 29 -1
right_child=1 2 -4 24 7 6 -8 8 16 -11 11 -13 13 -15 15 -17 -18 20 19 27 21 22 23 26 25 -27 -28 -29 -30 -31
leaf_value=-6.5983140404517421e-05 -0.0030659829310083486 0.0010455619440867515 -0.003278825849469826 0.0007026114695967518 -0.00056911465672161558 -0.0017070186411595135 -0.0031982311859847 -0.0029984663930193336 -0.0026320641692991697 0.0023673982634867538 0.0020330026575028849 0.00039064344670926282 0.0021273450898056027 -0.0015912550424670834 0.00020249525764529802 -0.0025690611978229669 0.0023861340013271054 0.0013005725136142374 0.00059548508554131783 0.00028597436873802295 -0.0036452625060424057 0.0024926736262714483 -0.0030530779494092105 -0.0022271878480127315 -0.0031103246902620682 0.00022234734673781209 0.00016149528171646846 -0.0033528603129377482 0.00035791106923123932 -0.001994169691845799
leaf_weight=21.385241487761963 2.7666748510673633 5.5186565835028913 1.8043346140766505 105.24096238799393 5.5766974911093738 4.1348007554188388 6.4407464903779319 3.9556029681116334 4.2164574321359423 0.77447850909084071 11.7428918145597 10.513578213751314 3.6276730624958873 2.166654403321445 5.1305296011269075 4.4394891560077667 2.2762433327734461 9.9702817127108556 8.3980864286422712 1.2844504732638586 0.9894148064777174 2.5561837549321273 1.4153363469522364 2.2660110667348112 1.9785702582448701 6.0982561856508255 39.554392442340031 3.2285494282841682 80.080382825806737 4.8311255588196209
leaf_count=250 56 30 34 458 33 40 107 192 51 9 42 53 24 51 25 41 12 40 38 17 19 15 52 18 37 41 543 51 441 80
internal_value=0.000166833 -0.000115462 -5.38123e-05 0.000333336 -9.25886e-06 -0.000804872 -0.0014287 0.000150923 -0.000103831 -0.00211989 0.000891261 0.00125718 -0.000280847 0.000736861 6.25727e-05 -0.00108322 2.13882e-05 -5.14705e-05 -0.000966549 -0.000422631 0.000224699 -4.59717e-06 7.40658e-05 -6.89272e-05 0.000610191 -0.000594053 3.20661e-05 -0.00231721 0.000165729 -0.000421307
internal_weight=364.363 135.178 132.412 229.185 130.607 21.8885 16.3699 108.719 80.8855 4.73008 27.8332 22.2565 9.92913 5.79433 115.867 9.57002 76.1554 73.8792 17.1275 12.9111 56.7516 46.7813 45.7919 43.2357 113.318 8.07683 41.8204 4.513 106.297 26.2164
internal_count=2900 1527 1471 1373 1437 252 222 1185 1057 201 128 95 115 75 837 66 856 844 157 106 687 647 628 613 536 78 561 68 771 330
is_linear=0
shrinkage=0.00263956


Tree=357
num_leaves=31
num_cat=0
split_feature=1 1 0 3 2 3 3 4 1 0 2 2 0 4 1 3 3 0 0 2 0 1 4 4 2 4 1 4 1 1
split_gain=1.43879 2.58233 1.89719 2.03817 1.92265 1.64574 2.15303 3.19787 1.69549 3.67378 2.51271 2.588 1.60595 1.55341 1.78147 2.26354 2.6131 2.59416 1.63145 2.78125 4.67902 1.51959 3.44931 2.66349 3.15213 2.33955 1.91381 3.71296 3.414 2.88989
threshold=70.343506983200015 70.73871032835001 86.530713386650021 0.12064000000000002 -0.091399999999999995 -0.04931 -0.101725 39.039757512550004 62.041548276350007 85.678472159250006 -0.10098 -0.082509999999999986 94.047642319350018 43.968221017800005 62.025417527550012 0.091975000000000015 0.082325000000000023 85.775256651950016 85.968825637350008 -0.067574999999999996 85.656964494200011 64.434276012450013 41.322103772800006 43.124157941850008 -0.068524999999999989 42.526729949000007 66.318885161900013 38.592454371550012 66.697957758300021 68.214248143850014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 5 -5 6 -1 -8 13 -10 -11 -12 -3 14 15 16 -7 -18 19 -17 -21 22 -4 24 25 -24 27 -23 -28 -30
right_child=1 12 21 4 -6 8 7 -9 9 10 11 -13 -14 -15 -16 18 17 -19 -20 20 -22 26 23 -25 -26 -27 28 -29 29 -31
leaf_value=-0.00014150342537224959 -0.0043520536103818378 -0.0029275260677196543 0.0027021380504161406 -8.0360648874152078e-05 -0.0039435044873093886 0.0016510691559185782 0.0017775957414899613 -0.0051226367788555095 -0.0035213040730163359 0.0024563648002470938 -0.0030651560134951727 0.00052962499704017234 3.6080048818418735e-06 0.0027707096256142909 0.0029810184063668111 0.0018667999088044151 -0.00051339865180954642 -0.0043515190910986216 0.002843002355545399 0.0013615113423115154 -0.0049863069697746966 0.00042176686357527955 -0.0032352110790923412 0.0022727364836937691 0.0015473011430008751 0.00028162533382687356 0.0031252536786763076 -0.0038032056116524245 -0.0016642055579692498 0.00084978140987308076
leaf_weight=21.182907703099776 2.1705208378843954 2.9050716743804506 16.713101342320442 4.1858447305858135 3.6675853151828042 5.5270188599824932 1.4638071940280486 3.3545338360127062 4.6132001862861243 5.9581994563341185 4.3421751037240073 10.123834321275345 119.73766098933993 5.6896462589502326 4.3931032642722121 10.216406557708982 10.212877148762344 3.6188846081495276 6.5053707696497431 4.2206638315692553 3.0245613902807236 10.453065171837805 6.2755570486187953 8.6321906186640245 8.0535357967019099 5.2893796861171722 7.6575046926736823 4.5212842989712945 8.9465758837759477 30.905176362022758
leaf_count=250 56 75 70 25 33 26 17 63 71 19 29 49 1396 23 20 43 79 24 22 23 21 44 33 31 33 22 33 43 78 149
internal_value=0.000193634 -0.000140361 0.000383338 2.93067e-05 -0.00188447 0.000173204 -0.0006761 -0.00302635 0.00045471 -0.000381692 0.00032745 -0.000549399 -6.58226e-05 0.000846807 0.000617415 0.000377753 -0.000612923 -0.00151759 0.00117795 0.000557627 -0.00128842 0.000753361 0.00129944 0.000469611 -0.000323771 -0.00162674 0.000360394 -0.000853901 0.000743126 0.0002854
internal_weight=344.561 124.813 219.748 112.301 7.85343 104.447 26.0012 4.81834 78.4459 25.0374 20.4242 14.466 122.643 53.4085 47.7189 43.3258 19.3588 13.8318 23.967 17.4616 7.24523 107.447 44.9638 28.2507 19.6185 11.5649 62.4836 14.9743 47.5093 39.8518
internal_count=2900 1527 1373 837 58 779 330 80 449 168 97 78 1471 281 258 238 129 103 109 87 44 536 189 119 88 55 347 87 260 227
is_linear=0
shrinkage=0.00389531


Tree=358
num_leaves=31
num_cat=0
split_feature=1 0 3 0 1 3 3 0 4 2 3 0 0 4 4 2 3 4 3 1 3 3 3 3 4 1 1 0 2 4
split_gain=2.03515 3.30769 2.62213 2.288 2.37333 1.87247 3.34746 1.7521 1.85469 2.22812 5.34826 2.10778 4.6073 2.41048 1.88375 1.84675 2.06512 2.11587 4.00245 2.03388 1.74879 1.66785 2.18364 1.73275 2.67047 1.97716 2.40722 1.98107 1.45883 2.84537
threshold=70.182199495350019 94.550383989750017 -0.16319499999999998 85.716110573100011 61.993156030000002 -0.17732499999999998 0.10332500000000001 94.047642319350018 40.621691032550004 -0.0039949999999999994 0.09660500000000001 85.807518149550006 86.001087134900004 42.737166331000005 40.305698932850007 -0.12835499999999997 0.11112000000000002 36.173488152900006 0.09310000000000003 68.321786469100019 0.085245000000000029 -0.04931 -0.11050499999999999 0.083905000000000021 35.131296350900008 60.474177186300004 57.960468834350003 85.328972602300013 -0.031989999999999998 41.872669623500009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 21 -6 -7 8 14 11 20 -10 13 -13 15 -5 17 -17 19 -19 -11 22 -1 -23 -25 26 -26 -27 -14 -30
right_child=1 -3 -4 7 5 6 -8 -9 9 10 -12 12 28 -15 -16 16 -18 18 -20 -21 -22 23 -24 24 25 27 -28 -29 29 -31
leaf_value=9.46648410362436e-07 0.00093977293457659565 1.1336799657554462e-05 -0.003426705797109473 -0.00033294117336747869 0.00097330643619321453 -0.0034708297464307813 0.00090390380419293713 -0.0011519774489280861 0.0020009691671285042 -0.0015329741659464791 0.0013902534233003229 -0.0047437848454235819 0.00036381920804750938 -1.1776513121890015e-05 0.0026151183553581258 0.0029449530629110511 -0.00071533714111770305 0.00066974033837707619 0.0026121737574746362 -0.0020464060831334651 -0.0060211989981354564 0.002085489431027366 -0.0031057879780273978 0.0029550901770608725 -0.00012609505480000804 0.0014812965501136647 -0.0046915482736310347 -0.0011914958907113444 0.0037980724675499215 2.238748252264111e-05
leaf_weight=10.840209874557326 2.2384415240958333 118.74369884032058 6.0196906425990147 11.637523472309111 2.8634784505702564 7.0641892924904788 2.9383817184716463 6.3677644515410057 10.217983663082121 1.8145635444670896 4.2843920812010765 3.0696860440075389 55.292637643404298 2.1872432753443718 8.6870868131518346 8.9834849312901479 5.8927831947803488 16.991526093333963 12.428044162690638 4.0506316870450965 2.3821793701499701 7.5464672520756748 3.5676402430981424 3.4846124313771751 3.270185709930959 8.044059753417967 2.3584435265511274 5.5672507919371119 4.5327610820531898 4.9586147516965866
leaf_count=170 20 1394 136 56 23 113 20 52 33 15 19 32 255 13 34 29 28 74 41 21 27 32 74 18 29 36 27 33 17 29
internal_value=0.000212309 -0.000135257 -0.00224313 0.000411753 -0.000179078 -0.00148263 -0.0021857 0.000619346 0.000691001 0.000362098 -0.00131691 0.000539522 0.000326318 -0.00277494 0.00111603 0.000898921 0.00119544 0.00146067 0.00106228 0.00014688 -0.00408061 0.000196301 -0.000768336 0.000655432 0.000180532 -0.000321977 -0.00203906 0.00038808 0.000577971 0.00182553
internal_weight=348.326 127.002 8.25813 221.324 57.5449 12.866 10.0026 163.779 157.411 88.7401 8.48113 80.2589 70.0409 5.25693 68.6711 59.984 48.3465 42.4537 33.4702 21.0422 4.19674 44.6789 14.4079 30.271 22.7246 19.2399 5.62863 13.6113 64.784 9.49138
internal_count=2900 1550 156 1350 575 156 133 775 723 440 61 379 346 45 283 249 193 165 136 95 42 419 244 175 143 125 56 69 301 46
is_linear=0
shrinkage=0.00344448


Tree=359
num_leaves=31
num_cat=0
split_feature=1 3 3 3 4 0 3 4 3 0 0 4 2 1 1 1 4 4 4 2 4 1 1 3 4 1 1 3 3 3
split_gain=0.543811 2.17328 1.53699 1.07096 1.02352 1.49578 2.11147 1.64422 1.90107 2.67181 1.84168 2.03498 3.62913 2.20758 2.08469 3.08817 2.07551 2.81127 1.4746 1.52446 2.58648 2.70721 1.57 1.40186 1.63581 1.27849 1.56335 1.44733 3.50438 2.25953
threshold=69.873026810350026 0.25847000000000003 0.21240500000000004 0.43162500000000009 38.238138001450004 93.776108048200015 -0.16319499999999998 39.211875820650008 0.091885000000000022 96.943111725850017 94.157869102700019 39.893178577750007 -0.021344999999999999 71.787208999250012 72.496961945650014 74.292851976800009 41.395309858300003 43.633733172900008 37.962710038050005 -0.033594999999999993 34.542090938800008 82.987325570650015 73.365333921800001 0.088005000000000014 44.710446918150005 78.820215468450016 79.535345331150026 0.091705000000000023 0.09642000000000002 0.082620000000000013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 4 -1 18 6 -6 8 9 -7 -9 12 -12 16 -15 -16 -13 -18 19 20 22 -22 -2 24 -19 27 -27 29 -29 -17
right_child=1 -3 -4 -5 5 7 -8 10 -10 -11 11 13 -14 14 15 25 17 23 -20 -21 21 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=0.0015357055081114364 0.030026593240867493 -0.038680504622634601 0.029312428948894628 0.019567594549109984 0.013875123827381179 -0.030551009088978551 -0.035266080251883804 0.021488581209932706 0.026089321635464357 0.014511958898472834 -0.040946637177227296 0.0085646765509249535 0.013207880027500863 0.02653234607222469 -0.035144731173777068 -0.0018040948587548229 -0.040912040944434479 0.0069022233321882759 -0.039845081854101225 0.0052924398293460739 -0.039085711794234805 0.016486447949433113 -0.016466183100260382 0.016903271893007527 -0.044960829816130213 -0.028654968155571971 -0.00011420773420411387 -0.027574288954527598 0.013214911746459607 0.021650551167708348
leaf_weight=183.24902117415331 1.6940834447741546 1.5641562433447678 1.7835884294472624 3.4927651137113562 1.3709933590143917 1.9990804344415645 2.7050604394171378 3.8258482888340941 5.6096700822236016 4.3448272133246064 3.3960415408364497 3.3857901804149142 2.0741704839165314 3.5106274029240003 2.3682039212435475 6.8835029611364069 4.0126676028594357 1.2415645234286787 1.3962099776836101 7.5513424444652637 4.4255719867069274 1.1490334340487605 1.3646183072123674 1.9409805834293363 1.2907710177823899 2.1532477601431337 27.544143136794446 3.6335891336202604 5.5237555429339409 11.274620134383438
leaf_count=1286 6 38 15 15 14 18 63 30 34 48 46 22 22 20 38 68 62 8 33 118 108 49 80 13 32 21 488 28 31 46
internal_value=0.000781373 -0.000903062 -0.000408394 0.00187297 -0.000858889 0.000402014 -0.0187373 0.00121454 0.0124089 0.0003118 -0.000377341 -0.00141999 -0.0204126 -3.03629e-05 0.00237796 0.000949944 -0.0127886 -0.0213083 -0.0080373 -0.00529333 -0.0145524 -0.0276312 0.00928417 -0.00372334 -0.0195332 0.00244925 -0.00218359 0.00748607 -0.00297004 0.0127592
internal_weight=307.76 121.018 119.454 186.742 117.67 100.089 4.07605 96.0131 11.9536 6.34391 84.0595 80.2337 5.47021 74.7635 62.8917 59.3811 11.8718 8.48598 17.5809 16.1846 8.63331 5.57461 3.0587 4.47332 2.53234 57.0129 29.6974 27.3155 9.15734 18.1581
internal_count=2900 1599 1561 1301 1546 1152 77 1075 100 66 975 945 68 877 740 720 137 115 394 361 243 157 86 53 40 682 509 173 59 114
is_linear=0
shrinkage=0.0322582


Tree=360
num_leaves=31
num_cat=0
split_feature=1 1 0 0 1 3 0 4 1 4 2 4 0 3 2 3 3 4 1 0 2 2 3 3 4 1 0 0 4 2
split_gain=2.14229 2.95022 2.37216 2.02866 4.1097 3.29753 2.47674 2.96642 2.59489 2.22841 4.20787 2.10549 1.97869 1.96292 1.99095 1.6082 2.43566 3.22924 1.72335 3.74471 2.2606 2.61328 1.68242 2.00505 3.40332 2.36431 2.48735 1.81788 2.7868 2.55957
threshold=70.343506983200015 70.73871032835001 86.530713386650021 90.837623311600012 67.649671936450019 0.084795000000000023 90.337570099350003 41.322103772800006 64.434276012450013 43.162556114600001 -0.068524999999999989 42.526729949000007 94.047642319350018 0.12064000000000002 -0.091399999999999995 -0.04931 -0.101725 39.039757512550004 62.041548276350007 85.678472159250006 -0.10098 -0.082509999999999986 0.083795000000000022 0.091975000000000015 40.712530798250008 61.966271448700006 85.328972602300013 85.968825637350008 38.592454371550012 -0.058529999999999992
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 13 6 5 -5 7 8 -4 10 11 -9 -3 15 -15 16 -1 -18 22 -20 -21 -22 -17 24 -24 26 -26 28 -25 -30
right_child=1 12 3 4 -6 -7 -8 9 -10 -11 -12 -13 -14 14 -16 18 17 -19 19 20 21 -23 23 27 25 -27 -28 -29 29 -31
leaf_value=-4.7520966963127732e-05 -0.0028910028176195681 -0.0020348703783227493 0.0018202422726130865 0.00018491212733306046 0.0005749004027772067 -0.0026658237416716498 0.0019415048346162294 -0.0024406284664089399 0.00034596776317350869 0.0012436296329026515 0.00092615398123004555 -0.00027138843949256507 -6.9832489942384601e-06 2.7351289809726154e-05 -0.0025331883393916446 0.0013843957581003562 0.0012145586334892584 -0.0033825959797259904 -0.0022762707590303572 0.0015676900402267417 -0.0019500897582880755 0.000392329809662721 -0.0028115361864671576 0.0018511503245678929 0.00061902294628914405 0.0011790484755422627 -0.0027284338388168026 0.0018134927425568625 0.00050000279397782797 -0.0018771264394732089
leaf_weight=21.43842102447525 2.4446852114051572 3.2235047658905378 17.357610233128074 5.2441923860460502 32.652574855834246 5.3640804309397936 11.034279510378836 6.2049844413995778 14.172804415225981 7.0967004690319291 8.7200907766819 5.5302248224616051 128.2279890779173 4.1919203605502844 3.7686182018369427 12.642641270533202 1.4050932209938753 3.4513607588596642 4.7840842856094268 5.9243018403649375 4.4125710129737898 10.564248852431765 3.0724985580891362 5.5254261419177118 2.9545338153839094 7.0428158137947321 2.8499250300228596 7.5558469705283633 8.6641741804778558 4.4963835040107361
leaf_count=250 56 75 68 34 159 51 43 34 59 30 34 24 1396 25 33 52 17 63 71 19 29 49 31 21 23 31 23 26 41 33
internal_value=0.000148225 -0.000108461 0.000298886 0.000561138 0.000125795 -0.00125656 0.000829737 0.000622102 0.00115756 9.32466e-06 -0.000418901 -0.00141837 -5.67119e-05 3.97597e-05 -0.00118484 0.000131051 -0.000417829 -0.00205252 0.000310363 -0.000236036 0.000230956 -0.00029781 0.000566445 0.000321173 -0.000394574 0.000183456 -0.00102454 0.000755386 0.00032753 -0.000312158
internal_weight=362.019 133.896 228.122 113.378 43.2608 10.6083 70.1167 59.0824 31.5304 27.552 20.4553 11.7352 131.451 114.745 7.96054 106.784 26.2949 4.85645 80.4895 25.6852 20.9011 14.9768 54.8042 42.1616 15.9198 12.8473 5.80446 26.2418 18.686 13.1606
internal_count=2900 1527 1373 536 244 85 292 249 127 122 92 58 1471 837 58 779 330 80 449 168 97 78 281 229 108 77 46 121 95 74
is_linear=0
shrinkage=0.00255639


Tree=361
num_leaves=31
num_cat=0
split_feature=0 3 3 0 2 4 1 4 1 1 2 4 2 2 0 0 2 3 0 2 3 0 1 2 1 1 3 3 3 3
split_gain=0.525603 0.489303 1.25903 0.851578 0.976068 0.676232 1.28196 0.888036 0.783617 4.15804 0.990231 2.10444 2.18381 2.17317 1.73732 2.88585 1.67836 1.87152 1.56713 2.8257 2.77832 2.07028 2.42649 1.93796 1.46896 2.18955 1.161 3.07995 2.57694 2.40343
threshold=113.28087178455002 -0.27223499999999995 -0.27687999999999996 89.528344202050008 -0.23361999999999997 32.785955158400007 69.276189105400007 34.542090938800008 60.474177186300004 57.960468834350003 -0.065399999999999986 41.322103772800006 -0.060760000000000002 -0.046474999999999995 101.99741301110002 97.152811460000024 -0.074434999999999987 0.089185000000000028 86.866770652900016 -0.0023999999999999998 0.12424000000000003 95.502098167950024 64.321360770950022 -0.01762 81.188747081400024 81.524804347700012 0.093295000000000031 0.10236000000000002 0.10661000000000002 0.084795000000000023
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 6 -3 -7 9 -9 16 24 -13 -14 15 18 -10 -18 19 23 21 22 -20 -15 26 -26 29 -28 -29 -12
right_child=-2 5 -4 -5 -6 7 -8 8 10 -11 11 12 13 14 -16 -17 17 -19 20 -21 -22 -23 -24 -25 25 -27 27 28 -30 -31
leaf_value=-0.010696414797305327 -0.010180872469138966 -0.0013279943063219872 -0.03617067501345831 -0.019167258372155549 0.017099148028440151 0.010992027139952926 -0.04154144082799336 0.0019898234917884441 0.00059082720390037449 -0.038342941181007166 0.010492571096948731 0.021811498395888706 -0.033518253248345335 -0.017050874225639799 0.013484256616704503 -0.033701331634206202 -0.033168095528969994 -0.0036253804371119821 0.003521243529491621 -0.043427510376691764 0.031834066254989177 0.015814237434186279 -0.029991029443171328 0.019948316796336667 0.0091161206220885162 -0.033550314115648135 0.025327602202085936 -0.015602599045018442 0.011954274278813824 -0.0061046181710556827
leaf_weight=1.9801127688260742 3.9313891874917308 2.7582677030004557 1.1066282690735523 1.7839745571836827 2.6321358447894458 8.0217887493781728 0.95441911672241975 11.770110700512303 160.90641422639601 2.8374330704100421 21.5102270366624 3.0673102387227109 2.1679508201777962 3.0550463888794184 5.0441768798045805 2.9183108443394294 2.7621733205160108 6.2758832913823426 4.3981568291783315 2.0131365051493146 2.5824565812945357 3.7488860469311476 3.4472353977616876 2.1625812724232674 2.4161436483263961 1.9393299191724507 10.528151658363642 4.2147905454039565 10.846259787678717 12.24743653507903
leaf_count=45 304 39 31 31 49 69 53 153 1273 43 115 14 23 38 41 46 24 39 22 35 10 23 79 13 13 73 44 23 55 80
internal_value=0.000684039 0.000825431 -0.00671668 -0.00162076 0.00516606 0.00101752 -0.0116657 0.0011794 0.000901117 -0.00584459 0.00126845 0.00365755 -0.00227935 -0.00462237 -0.00248942 -0.0058017 -0.00011357 -0.0126541 -0.00199837 -0.0133287 0.00378061 -0.00246789 -0.0112039 -0.0017156 0.00688268 -0.00988165 0.00811301 0.0129176 0.00424256 0.00447103
internal_weight=306.028 302.097 7.50285 6.39622 4.61225 294.594 3.71269 290.881 282.86 14.6075 268.252 98.3076 34.6052 31.5379 29.37 24.3258 169.944 9.03806 21.4075 7.23076 14.1767 11.5943 7.84539 5.21763 63.7023 4.35547 59.3469 25.5892 15.0611 33.7577
internal_count=2900 2596 156 125 94 2440 92 2348 2279 196 2083 747 344 330 307 266 1336 63 220 86 134 124 101 51 403 86 317 122 78 195
is_linear=0
shrinkage=0.0299074


Tree=362
num_leaves=31
num_cat=0
split_feature=1 1 0 2 2 2 3 1 3 4 3 3 2 4 3 0 3 3 4 0 1 4 0 1 4 4 2 1 4 4
split_gain=2.78967 3.24486 3.01356 2.58126 4.4904 4.04661 4.65577 4.24298 3.64532 2.87548 2.73655 3.52511 3.66376 2.30069 2.22734 2.2404 2.17763 2.6569 3.48448 1.92403 3.62684 1.88428 3.84749 2.57946 2.08058 3.28085 2.22669 2.44067 3.86424 2.59694
threshold=70.343506983200015 70.73871032835001 86.530713386650021 -0.068524999999999989 -0.01762 -0.083794999999999994 -0.112455 68.214248143850014 0.083185000000000023 40.982542372850013 0.11308000000000003 0.083415000000000031 0.098830000000000015 38.238138001450004 0.12064000000000002 85.872041144650012 -0.04931 -0.101725 39.039757512550004 94.964406541850011 71.464594023550021 42.599563320500003 105.70748523110002 71.273713496300005 41.840895355800008 41.395309858300003 -0.14380499999999999 81.188747081400024 39.091773401050006 40.259171735100004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 14 5 -5 6 7 -4 -7 -10 11 -6 -13 19 16 -16 17 -1 -19 -3 -21 22 24 -23 25 26 -15 29 -29 -28
right_child=1 13 3 4 10 8 -8 -9 9 -11 -12 12 -14 21 15 -17 -18 18 -20 20 -22 23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-8.2249282533804761e-05 -0.0028270910326796939 -0.0030168467516176732 -0.0038427910273208903 0.0018744688242019541 0.0010034455407174792 0.0007610872435220308 0.00083088639250190552 0.00057722609904179085 -0.0004673361100832188 -0.0033810600681485866 0.002054796925591101 0.00031061683595217087 -0.0025049453015919131 -0.00062314406061885375 -0.00015061983212695279 -0.0027445417880165926 0.00034707702016474872 0.0011101943616540198 -0.0033149172844767483 0.0018527056310921463 -0.0010713198392621253 -0.0030734432485476347 -0.0017749799399828159 -0.00019347890475601804 0.0012874442088917258 -0.0016142923121023876 0.00022368376997942903 0.0017548117424535934 -0.0025989335390209259 0.0016171844900843386
leaf_weight=22.865665113553408 2.6169142117723814 2.1745864236727384 2.6051968429237595 21.856280438601971 11.02315323054791 4.8642998263239852 49.294155817478895 2.6722408644855022 4.0978894680738431 4.1311869286000729 4.8393199853599063 6.2527172341942769 5.0942011009901762 9.4134375266730768 5.2061938848346454 3.3072490990161896 84.366701887920499 1.5241361455991853 3.7160709574818611 3.1200696676969555 14.790162676479666 1.9748911783099163 4.9509379973169407 43.41590739111416 14.937792807817457 5.1943410132080308 15.257364065386353 2.0629523862153283 3.0974232479929924 17.371736872941256
leaf_count=250 56 33 30 77 52 18 201 21 19 28 17 30 43 64 29 29 449 17 63 14 336 29 180 513 69 41 83 12 34 63
internal_value=0.00016703 -0.00010845 0.000329709 0.000612211 0.00104259 0.000300131 0.000595348 -0.00160471 -0.000930297 -0.00193009 0.000374373 1.08465e-05 -0.00095343 -5.68063e-05 5.71441e-05 -0.00115829 0.000149145 -0.000444998 -0.00202786 -0.000827731 -0.000561937 7.47734e-05 0.0003219 -0.000318782 0.000476077 0.000244767 0.000449343 0.000716502 -0.000858446 0.000965584
internal_weight=378.095 140.379 237.717 116.731 49.0657 67.665 54.5716 5.27744 13.0934 8.22908 27.2094 22.3701 11.3469 137.762 120.986 8.51344 112.473 28.1059 5.24021 20.0848 17.9102 117.677 72.286 45.3908 67.335 52.3973 47.2029 37.7895 5.16038 32.6291
internal_count=2900 1527 1373 536 219 317 252 51 65 47 142 125 73 1471 837 58 779 330 80 383 350 1088 546 542 366 297 256 192 46 146
is_linear=0
shrinkage=0.00246454


Tree=363
num_leaves=31
num_cat=0
split_feature=1 0 3 4 1 1 1 1 0 0 2 2 0 0 3 2 3 3 1 3 3 3 0 0 4 1 3 0 1 0
split_gain=0.507876 2.61244 3.61189 1.80013 1.62392 5.17352 1.12088 1.09631 1.34757 2.11009 1.93745 1.85594 1.30626 1.8596 1.44183 2.12463 1.35143 4.20274 2.93302 1.91031 3.38287 1.90126 1.74454 1.71211 1.38393 1.59488 1.57058 2.13253 3.25415 1.32631
threshold=71.090898343450007 96.055920542800024 -0.085699999999999998 45.673096293200011 72.953999827850012 74.986474174450009 71.787208999250012 70.865067860500019 94.047642319350018 94.776214472700005 -0.048664999999999993 -0.14739999999999998 87.181320254150009 86.866770652900016 0.12064000000000002 -0.091399999999999995 0.091545000000000029 0.088105000000000017 61.923256118600001 0.085765000000000022 0.084365000000000009 0.082055000000000017 86.530713386650021 85.737618238150006 38.592454371550012 61.82916008405001 0.10500500000000003 85.807518149550006 62.046925192600007 86.103248543850015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 2 -2 -4 6 -6 -3 8 12 11 -11 -10 13 14 16 -16 17 19 -19 20 21 -1 24 -21 -18 -26 27 -27 -29 -28
right_child=1 4 3 -5 5 -7 -8 -9 9 10 -12 -13 -14 -15 15 -17 22 18 -20 23 -22 -23 -24 -25 25 26 29 28 -30 -31
leaf_value=-0.0020896551218967416 0.0045875383040322086 -0.00075462703693502688 -0.030280427031984875 -0.0011138840035334768 -0.032762717699224488 0.00087464550421055283 0.018495469737635765 0.014441200932534183 0.0023919101097150102 -0.010070470942432439 0.017441267283294582 -0.031719162553129218 0.0042457157695093162 -0.017576698292670976 0.0025222446321355903 -0.023841265898925258 0.014316743017870144 0.0019383823463912304 -0.031219209074473019 -0.0027574248300196117 -0.033477060255132848 0.011423896139240651 0.019490147533159329 0.01824357335417745 -0.014328350713527279 0.016324096307929775 -0.019430437635628951 0.010979548123085088 -0.019410494435936808 0.0037891481394653542
leaf_weight=35.500144561636262 5.2940543070435524 3.2090836279094201 5.7486532039474678 1.8624331126920877 3.1699625084875143 73.878090456826612 5.3847040142863989 4.1336230691522351 1.5761315403506158 3.996632156195119 2.9632585626095533 3.2400127351284009 73.470528839156032 3.9298231545835725 4.2847095234319568 3.8652338488027436 5.9628347037360063 2.8081500111147752 4.8129644528962672 3.978461164981125 2.0323599753901354 8.597076569683848 4.8625716865062705 7.3445668816566467 4.0503508723340955 8.6184134483337456 3.245166676118969 5.8025944959372264 3.9277998618781567 3.2964850962162018
leaf_count=406 54 25 131 40 54 1092 30 23 16 48 15 55 408 24 26 37 30 25 53 35 22 38 17 25 34 42 28 26 26 15
internal_value=0.000569516 -0.000953129 -0.0117674 -0.0231434 0.000676439 -0.000509285 0.0113071 0.00129687 0.00102811 -0.00743591 0.00164299 -0.020556 0.00155162 -0.0001413 0.000465109 -0.00998105 0.00127716 -0.00101118 -0.0190016 0.00137526 -0.000954017 0.000544911 0.00502182 0.0108647 0.00300618 0.000675798 0.00311738 0.00698449 -0.00128779 -0.00772957
internal_weight=304.847 98.547 12.9051 7.61109 85.6418 77.0481 8.59379 206.3 202.166 11.776 6.95989 4.81614 190.39 116.92 112.99 8.14994 104.84 65.0737 7.62111 57.4526 46.1296 44.0972 39.7662 11.323 34.9036 28.9408 24.8905 18.3488 9.73039 6.54165
internal_count=2900 1426 225 171 1201 1146 55 1474 1451 134 63 71 1317 909 885 63 822 604 78 526 466 444 218 60 201 171 137 94 52 43
is_linear=0
shrinkage=0.025783


Tree=364
num_leaves=31
num_cat=0
split_feature=1 2 0 4 2 1 4 2 3 4 0 4 0 3 3 1 4 0 4 4 3 2 2 4 0 4 4 0 3 1
split_gain=1.95244 2.91998 3.90773 3.19348 2.63626 2.95862 2.50202 2.12559 4.21537 2.99869 3.34044 4.21776 2.17115 2.1926 2.04897 1.9936 1.98429 1.84979 2.92859 5.12208 3.09615 2.06102 1.92923 4.0199 3.17054 4.59602 3.08021 4.2342 2.73469 2.68764
threshold=81.524804347700012 -0.15818499999999999 104.86330937810001 42.406961525800007 -0.61225999999999992 89.912793714750009 49.275256100300005 -0.23557500000000001 0.091705000000000023 45.673096293200011 86.280686780500005 38.938637541200009 97.835679825150024 0.093925000000000022 0.10500500000000003 80.288113607700012 36.921550069850007 98.851916998450022 39.995120105550008 41.24714903835001 0.084365000000000009 0.11529000000000002 -0.11600999999999999 41.872669623500009 86.20003303655001 43.812290675100009 39.468990633150007 84.95796538030001 0.11467000000000002 62.009286778800011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 4 -3 -4 -2 -6 7 8 9 10 16 -12 13 -10 -15 17 -1 22 21 -20 -21 -19 26 -24 25 -25 27 -9 -26 -27
right_child=1 2 3 -5 5 -7 -8 15 12 -11 11 -13 -14 14 -16 -17 -18 18 19 20 -22 -23 23 24 28 29 -28 -29 -30 -31
leaf_value=0.00052754799624595949 -0.0031831287137008635 -0.0026364179922473731 -0.0026605864984870927 0.00029726219855556713 0.0015377321458918945 -0.0026329879701013489 -0.0013164703439299925 -0.0028464000164919092 0.0025094870148055651 -0.0030802320515410878 -0.0024317836769319019 0.00093879347380505676 -0.0011397526918586727 -0.00071039646743689797 0.0012809275823240124 0.0012768144909564858 -0.0032336393846543864 -0.0030432365696249166 0.0016525796362936399 0.00010418184361483479 -0.003254448752027407 0.0003189518520511899 0.00048798545011753658 -0.0016031722336415754 -5.6823668500254313e-05 0.0019550691531281866 0.001087000836722464 0.00053985191475067185 0.0019535611134112213 -0.0010246218046905304
leaf_weight=1.1373626533895791 1.028344586258753 6.2327495701611069 2.821038950351066 11.771061042323707 8.5442882655188459 1.2106255020480592 6.5296451784670344 3.1411235202103844 4.0155275464057985 3.8052880885079494 3.1127392891794434 9.0263520693406445 4.0390803925693026 5.7784230783581716 7.2799036232754588 13.00338491424918 3.7834393307566643 3.77137149171904 6.9488035477697832 3.8716474939137697 3.0664743445813656 1.6270537218078969 127.95374841429293 18.765520252753053 41.496573681943119 4.4304029485210767 40.488906424492598 8.6188217569142562 4.6957294493913642 3.287680228240788
leaf_count=14 26 104 214 172 76 105 112 72 13 73 44 53 37 37 31 59 77 70 23 30 37 16 641 217 267 26 165 42 21 26
internal_value=0.000157753 -0.000435355 -0.000981455 -0.000274568 0.000619285 0.00102013 0.000213937 0.000244483 -0.00028009 -0.00107601 -0.000628954 7.45008e-05 0.000506487 0.00089593 0.000399749 0.000321702 -0.0023643 0.000276069 -0.000469325 0.000137332 -0.00138025 -0.00202989 0.000332916 0.000221621 -0.000247342 -0.000936098 0.000760274 -0.000364628 0.000147544 0.000685807
internal_weight=365.283 31.6081 20.8248 14.5921 10.7833 9.75491 333.675 327.145 41.9781 20.8652 17.0599 12.1391 21.1129 17.0739 13.0583 285.167 4.9208 272.164 19.2854 13.8869 6.93812 5.39843 252.879 200.63 72.6759 26.4836 52.2489 11.7599 46.1923 7.71808
internal_count=2900 697 490 386 207 181 2203 2091 379 261 188 97 118 81 68 1712 91 1653 176 90 67 86 1477 1198 557 269 279 114 288 52
is_linear=0
shrinkage=0.00249688


Tree=365
num_leaves=31
num_cat=0
split_feature=1 2 2 2 2 1 2 0 2 1 4 2 2 1 3 3 2 0 0 2 1 3 3 2 0 4 0 1 3 0
split_gain=0.527163 0.515202 0.680217 0.475213 2.32623 1.41323 1.98706 1.72568 1.2176 1.25668 0.928164 0.692884 3.5044 2.40013 0.757475 2.61457 2.30455 1.68362 2.25296 3.89458 1.957 1.2206 1.38619 1.42826 1.06165 1.45655 0.967395 3.42089 2.50559 1.93114
threshold=90.988176966900014 -0.088099999999999998 -0.087910000000000002 -0.59309999999999985 -0.50001499999999999 75.551050381850018 -0.58180999999999994 91.410264893400026 -0.62958999999999998 78.285212300550015 40.580626202750004 -0.26138499999999998 -0.25167499999999993 62.305017173150013 0.10500500000000003 0.10661000000000002 0.20327000000000003 91.144107538500023 86.345209775600011 -0.058529999999999992 70.865067860500019 0.10176000000000003 0.10236000000000002 -0.053019999999999991 99.744485097750015 38.318569170500005 85.716110573100011 62.00390986255001 -0.17732499999999998 85.807518149550006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 8 5 6 -5 -8 10 -10 -1 13 -13 -6 21 -16 17 18 19 -17 -19 26 -23 -24 -22 -26 27 -14 -29 -28
right_child=1 2 -4 4 11 -7 7 -9 9 -11 -12 12 14 -15 15 16 -18 20 -20 -21 24 22 23 -25 25 -27 29 28 -30 -31
leaf_value=0.0082410997180365781 -0.033526039341347041 0.036079533356997644 -0.014699611602994085 0.014250967785406878 0.028593720516937336 -0.03776013739890343 -0.046380215663044358 -0.0029618345791322643 0.0038189421066722943 0.02697175495619749 -0.020306014730223958 -0.038228105810928358 0.00093388798582773054 -0.010320779415226173 -0.030895932373362366 0.0037001115681810437 0.024744541050252651 -0.041988741194015279 0.012022742371918034 -0.037709796917371169 0.0021906664588312789 0.027180388242643377 0.013823320886623426 -0.010023183350150268 0.0023440766478946638 -0.047648793188678304 0.018179213512436891 0.0045875388657179239 -0.036972338506027561 0.0014354259598403937
leaf_weight=2.0627417311770833 0.85144036810379509 0.33554935455322255 1.1057869777141593 2.3384090084582567 3.4711583596654227 2.143892100546509 1.6399518530815824 1.9620691388845442 6.0678104106336814 3.6722751522902399 2.4099748292937875 2.2332152950111768 30.654020167887211 2.7897001323290169 3.0373493458610019 7.5009026285260916 3.1632332131266585 1.9983286794740687 10.171739876270292 3.1458794791251474 4.4098196709528565 3.6552763842046252 6.4956954957451662 3.9362598322331896 1.0769356749660803 1.2051283521577714 6.9886335209012023 2.0645847669802606 4.5035859884228548 176.10715413390426
leaf_count=23 166 1 152 12 19 53 30 21 41 26 21 44 355 31 25 42 21 20 48 38 45 17 35 22 21 19 24 20 94 1414
internal_value=0.000662919 -0.0142594 -0.00287801 0.000776621 0.000500212 -0.0160189 -0.00817248 -0.0227296 0.0063522 0.0125482 -0.00714057 0.000979542 0.000743341 0.0112543 0.00106554 -0.0031728 -0.000595516 -0.00331188 0.00150904 -0.00853556 -0.014861 0.00171121 0.0106259 0.00482539 -0.00676014 -0.0240565 0.0011412 -0.00344981 -0.0239087 0.00207452
internal_weight=303.199 2.29278 1.44134 300.906 286.693 8.08432 5.94043 3.60202 14.2128 9.74009 4.47272 278.609 272.348 6.26086 270.115 35.7093 32.672 29.5087 20.8185 10.6468 8.69021 234.405 14.0872 10.432 6.69188 2.28206 220.318 37.2222 6.56817 183.096
internal_count=2900 319 153 2581 2470 116 63 51 111 67 44 2354 2304 50 2260 279 254 233 128 80 105 1981 74 57 85 40 1907 469 114 1438
is_linear=0
shrinkage=0.0312387


Tree=366
num_leaves=31
num_cat=0
split_feature=0 0 3 1 3 1 4 0 0 1 3 2 4 2 1 4 1 2 0 0 4 3 3 3 0 1 2 0 1 3
split_gain=2.90867 3.8351 3.11051 2.55431 2.50046 2.81252 2.49218 3.14682 2.92775 2.3973 4.42116 3.30955 4.75934 2.86339 2.69936 3.0398 3.53575 2.718 4.50938 3.56459 3.05999 2.60114 3.51953 2.41369 2.2757 3.07963 2.03398 2.17147 4.01168 1.98486
threshold=93.972365491700018 85.716110573100011 0.25847000000000003 62.00390986255001 0.10332500000000001 64.071334164850015 38.238138001450004 94.964406541850011 95.071944867050021 71.787208999250012 0.089580000000000021 -0.11131999999999999 41.395309858300003 -0.048664999999999993 81.524804347700012 45.90502654165001 80.677940036650014 -0.15895000000000001 104.86330937810001 105.98708487665002 42.406961525800007 0.09117500000000002 0.11906000000000001 0.087530000000000011 98.327667663000014 79.535345331150026 0.06041500000000001 97.671683879200017 80.468240302450013 -0.24637000000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 6 -1 5 -5 7 -2 -9 10 13 -12 -13 -8 15 21 -17 19 -19 -16 -20 23 26 24 -11 -26 27 -23 -29 -21
right_child=2 -3 -4 4 -6 -7 9 8 -10 14 11 12 -14 -15 17 16 -18 18 20 29 -22 22 -24 -25 25 -27 -28 28 -30 -31
leaf_value=8.093193716447424e-05 -0.002684974134779253 0.00046855614369623716 -0.0027222602063248853 -0.0025829629335176025 0.00069094337486113645 -0.00037027423543210315 -0.0020218737856900425 0.00233352104855148 -0.00063043207957144015 0.0010973037605482999 0.0019272800820363768 0.0010357041458056607 -0.0025743455515262127 0.00047940673086700405 0.00162190876859748 -0.001699204508148204 0.0020027952758316951 -0.0022631327380221262 -0.0022962512695710495 0.0013472373351277448 0.00027762867817797415 0.00031683333046946454 0.0015165086284095984 0.0016775075276424783 -0.0013617427216714943 0.0007626933284823772 0.00098470718245661625 -0.0022817518573209697 0.00075823097200816703 -0.0022844983779158582
leaf_weight=49.565678082872182 2.9701400753110674 169.42857758421451 1.896115411305799 4.9192199907265586 3.0644507380202404 5.0600062422454357 8.7190341949462873 1.5858690775930906 16.532150197424926 15.434445250779392 3.9691536910831928 3.7582770250737649 2.7429969310760498 2.5738826561719206 5.8167076520621794 5.1949339183047405 1.4281949885189531 5.8665321888402131 2.3689068306703112 0.94718727655708823 13.076269804267211 5.0704471170902314 5.2906072959303847 12.194369047880171 5.0093448702245933 7.2522414829581976 3.571462631225585 6.3959867507219297 2.6724024228751659 2.1068850487936288
leaf_count=428 39 799 36 72 20 60 102 5 341 66 14 20 40 19 24 92 5 71 109 10 177 25 25 39 47 34 15 55 11 100
internal_value=0.000161199 0.000305708 -7.09414e-05 -0.000134979 -0.000955435 -0.00146101 -3.56747e-05 -0.000696907 -0.000370997 7.91297e-05 -0.000547441 0.00042794 -0.000487437 -0.00145178 0.000215907 0.000441839 -0.000900915 -0.000304445 -0.000707874 0.000664776 -0.000117141 0.000583245 2.51654e-05 0.000905035 0.000564921 -0.000105223 -0.000420344 -0.00077526 -0.00138589 -0.00115816
internal_weight=376.482 232.038 144.445 62.6094 13.0437 9.97923 142.548 21.0882 18.118 121.46 21.7633 10.4704 6.50127 11.2929 99.6969 69.5144 6.62313 30.1825 21.3117 8.87078 15.4452 62.8913 23.0009 39.8904 27.696 12.2616 17.7103 14.1388 9.06839 3.05407
internal_count=2900 1379 1521 580 152 132 1485 385 346 1100 195 74 60 121 905 414 97 491 357 134 286 317 131 186 147 81 106 91 66 110
is_linear=0
shrinkage=0.00208376


Tree=367
num_leaves=31
num_cat=0
split_feature=1 0 4 0 3 0 4 2 2 2 4 3 4 0 2 4 4 0 2 3 4 2 3 0 1 3 3 0 3 4
split_gain=2.42206 3.31723 2.91216 2.85501 2.63673 2.36813 2.36314 2.3175 4.17251 4.011 3.03408 5.12248 2.83259 3.61463 4.4037 5.41989 2.60566 2.58374 4.29475 5.24748 2.19683 2.0593 2.03711 2.81929 1.89466 2.10542 3.90687 2.77603 1.87202 2.0285
threshold=70.182199495350019 94.550383989750017 40.305698932850007 85.716110573100011 -0.16319499999999998 93.972365491700018 40.621691032550004 -0.060760000000000002 -0.065399999999999986 -0.036264999999999999 41.495754733000005 0.12424000000000003 43.162556114600001 85.807518149550006 -0.12350999999999999 41.590548329450009 43.57842012870001 89.057864029250013 -0.081474999999999992 0.091975000000000015 40.305698932850007 -0.12835499999999997 0.086945000000000022 86.280686780500005 61.993156030000002 -0.17732499999999998 0.091705000000000023 85.57362229215002 0.11112000000000002 36.173488152900006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 24 -4 6 20 8 12 -9 -11 -12 13 -8 -15 -16 -14 18 19 -17 21 -5 23 -18 -1 -26 -27 -28 29 -23
right_child=1 -3 4 5 -6 -7 7 9 -10 10 11 -13 16 14 15 17 22 -19 -20 -21 -22 28 -24 -25 25 26 27 -29 -30 -31
leaf_value=9.0764934234988538e-05 -0.0031320438215848541 6.5262291061204165e-06 0.0017629614737524454 -0.00017890041074493057 -0.0015799277458363335 -0.00075856479504101554 0.0015662369411543642 -0.0023874818845470228 0.0024293657656021409 0.0013417772730865869 -0.0014146241486523374 0.0016935748866234892 0.0020662259449508434 0.00083061031337873363 -0.0028871281445869974 -0.0038829344928637982 0.00096319429737253773 0.0011290513933602099 0.00075600790958975231 -2.2025922933099544e-05 0.0018601873839048739 0.0019856573947438505 0.0018187757325470362 -0.0015606423032559266 0.00075331443807176933 -0.0027393264534312711 -0.0014757539347962974 0.001851772514367104 -0.00029898097254259215 0.00078247243965424117
leaf_weight=48.637972217518836 3.3202958861365897 129.87588598486036 1.8893149737268684 12.059161130338905 3.5355727234855294 8.0601750705391151 6.2658439502120009 4.1272203586995628 5.3157727643847457 6.6969863586127785 9.7849858589470369 3.858004502952098 7.6529377326369312 11.545851007103915 5.4550715163350167 3.6748425439000112 5.0849658474326116 4.8967131450772277 5.226872399449352 3.6733931787312031 9.2736286520957929 9.3365650326013547 3.7079988624900571 4.2321696262806654 3.2088961740955719 5.3243681807070935 2.8835921287536621 2.3951046876609325 6.2029927000403395 33.729301981627941
leaf_count=419 46 1394 15 55 95 58 19 25 15 29 77 16 22 43 36 28 18 18 20 19 34 29 14 39 23 90 34 9 28 133
internal_value=0.000153795 -8.51737e-05 -0.00144702 0.000296389 -0.000415706 0.000449944 0.000510146 0.000267238 0.00048774 -0.000334164 8.24783e-05 -0.000535679 0.000319688 -2.9836e-05 -0.000319942 -0.000899353 0.0010083 -0.000278728 -0.000826913 -0.00195286 0.000823921 0.000667224 0.000386708 -0.000183221 -0.000121274 -0.000867955 -0.00135861 3.40456e-05 0.000874323 0.00104332
internal_weight=370.932 138.621 8.74518 232.311 5.42489 169.861 161.801 91.1996 66.7324 24.4672 20.34 13.643 61.4167 40.7386 34.4727 22.9269 20.6781 17.4718 12.5751 7.34824 70.6016 61.328 13.0251 9.31714 62.4499 13.812 10.6031 5.2787 49.2689 43.0659
internal_count=2900 1550 156 1350 110 775 717 438 291 147 122 93 276 183 164 121 93 85 67 47 279 245 71 57 575 156 133 43 190 162
is_linear=0
shrinkage=0.00228442


Tree=368
num_leaves=31
num_cat=0
split_feature=0 3 2 4 4 1 2 1 0 0 4 0 4 4 4 4 3 0 1 4 2 0 2 1 2 2 2 4 2 2
split_gain=0.51706 2.05501 1.22648 0.939712 1.25998 2.11217 1.12906 0.862514 1.85586 0.976302 0.834659 0.763623 0.678901 1.57956 1.43582 1.81146 1.17074 1.07055 0.824831 1.83521 2.11672 0.814196 1.03913 1.27448 0.721602 0.877327 2.07915 2.05799 2.56828 3.30598
threshold=102.84427732220001 0.090720000000000023 -0.24103499999999997 39.995120105550008 40.878805547300004 80.677940036650014 -0.21094499999999999 87.33187390945001 110.50907145210002 113.28087178455002 44.710446918150005 105.98708487665002 48.988717865950008 48.852845034800005 45.90502654165001 47.833738492450003 -0.24299499999999999 75.994645973400011 55.855406118200008 50.065525775750011 -0.23361999999999997 67.04476885710001 -0.16297999999999999 56.229101798300007 0.68694500000000025 0.090855000000000033 0.06041500000000001 39.091773401050006 0.12812000000000004 0.22542000000000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=12 2 -2 6 -5 -6 -4 11 -9 -10 -3 -7 13 14 17 16 -16 21 -14 -20 -21 -1 23 -23 25 26 -19 -27 -29 -30
right_child=1 10 3 4 5 7 -8 8 9 -11 -12 -13 18 -15 15 -17 -18 24 19 20 -22 22 -24 -25 -26 27 -28 28 29 -31
leaf_value=0.018683593203787586 -0.027635932319474581 -0.030133195478462538 0.024609926469714962 0.021159345928896602 -0.024197959011508056 0.017283104995887252 -0.027572910485128284 -0.028022490174425676 0.019746800420896164 -0.0047482540723931786 0.0023391717274509694 0.0010903111702300155 0.0042508499413357421 0.017667152307542292 0.0032484524222492605 -4.6280194977321476e-06 -0.032362596677343078 0.0014399803969733812 -0.03299009146004156 0.028447298903252344 -0.027545606546949104 0.017547937856805057 -0.028270213676311273 -0.027356942259596791 0.01431073716350993 0.0044049279622153624 0.018517217875455967 -0.033527833223451507 0.004326425266194131 -0.024140152314225258
leaf_weight=0.53077315632253785 1.0511242665816158 2.4115902874327726 0.35325082449708123 2.272431047284047 2.0653567388653782 4.2300313645973784 1.3941303951432953 1.5451838211156426 1.8353386195376513 2.7833201410248876 0.69255889055784781 3.7208663607016206 2.4215396158397189 3.8481644615530959 0.81881276564672623 5.4352331599220634 2.6860794872045499 219.21528989030048 1.9352541975677016 1.0218983739614484 0.83300351421348739 1.0354872879106554 2.0771653121337295 0.73425409593619395 2.9164368696510783 13.475825673900546 4.9555952288210383 2.537056357599794 8.648622000589965 4.081945771817117
leaf_count=12 88 149 5 28 33 25 138 67 18 126 18 33 13 14 20 38 60 1427 33 4 56 34 107 48 21 82 27 64 57 55
internal_value=0.00057003 -0.00307316 -0.000178748 0.00125002 0.00298046 0.000427304 -0.0170236 0.00403063 -0.00328914 0.00498546 -0.0228884 0.00970519 0.000887823 0.00108175 0.000844617 -0.0094287 -0.0240431 0.00119758 -0.00763494 -0.0152288 0.00330188 -0.0115864 -0.0157628 -0.0010828 0.00141634 0.00126765 0.0018175 -0.00302062 -0.00957472 -0.00480114
internal_weight=303.564 24.3552 21.251 20.1999 18.4525 16.1801 1.74738 14.1147 6.16384 4.61866 3.10415 7.9509 279.208 272.997 269.149 8.94013 3.50489 260.208 6.2117 3.79016 1.8549 4.37768 3.84691 1.76974 255.831 252.914 224.171 28.7434 15.2676 12.7306
internal_count=2900 728 561 473 330 302 143 269 211 144 167 58 2172 2066 2052 118 80 1934 106 93 60 201 189 82 1733 1712 1454 258 176 112
is_linear=0
shrinkage=0.0260716


Tree=369
num_leaves=31
num_cat=0
split_feature=1 0 1 3 3 0 1 3 0 4 1 4 2 4 4 3 1 0 2 2 3 4 2 4 1 0 1 1 1 4
split_gain=2.0297 3.3493 2.90187 2.37486 2.00228 1.93156 4.05084 4.17885 2.42718 3.89192 2.75076 2.20784 3.82806 2.3 1.90255 1.88875 2.13979 4.68116 2.7202 3.2202 2.00851 1.73132 1.95239 1.86987 2.92761 7.53792 3.47089 4.97646 2.90071 3.01863
threshold=70.343506983200015 86.530713386650021 70.73871032835001 0.12064000000000002 0.25847000000000003 90.837623311600012 67.649671936450019 0.084795000000000023 90.337570099350003 41.322103772800006 64.434276012450013 43.162556114600001 -0.068524999999999989 42.526729949000007 37.663157789700008 -0.04931 62.041548276350007 85.678472159250006 -0.10098 -0.082509999999999986 -0.082159999999999997 37.186372654950006 0.11970500000000002 42.599563320500003 71.090898343450007 96.249489528150022 72.953999827850012 74.986474174450009 83.715897724050009 41.840895355800008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -2 15 -5 8 7 -7 9 10 -3 12 13 -11 -12 20 -17 -18 -19 -20 -1 22 -4 24 -23 -26 -27 -28 29 -29
right_child=2 5 21 4 -6 6 -8 -9 -10 11 14 -13 -14 -15 -16 16 17 18 19 -21 -22 23 -24 -25 25 26 27 28 -30 -31
leaf_value=-0.00028230961763058048 -0.0025695669979990125 0.0017203911622413661 -0.00043109635229975741 -0.0024803447494738604 -0.00021343485570951421 0.00041370794434565422 0.00056056460982566343 -0.0024683325504460626 0.0017613468883290236 -0.002167284609548588 0.00091989447065680388 0.0010758166675376355 0.00076235460672543695 -0.00017623469214442475 -0.00089181575262677461 0.00050749051802969312 -0.0021973897796147453 0.0014799444493039395 -0.0019405467000167568 0.00035420977150249673 -0.0029617435222446223 0.0019693976329814519 -0.0028278924597257065 -0.00032853382030042117 -0.0023107929513597595 0.0023145194957576699 -0.0030169563773329716 0.00026394735754144442 -0.0011049316902105883 0.0016498202084871672
leaf_weight=25.499938752502207 2.4132515490055075 18.352963365614414 9.7555949185043556 3.5431235283613187 4.8119633197784424 5.1281417626887542 33.25849119387567 5.4193414784967899 11.118266843259333 6.4633452519774472 10.415799859911202 7.040910765528678 8.6012497395277023 5.734358124434948 4.2843847796320906 57.637642809189856 5.3172984858974841 6.1981500983238265 4.5167145207524344 11.008307319134465 1.5544936601072539 4.9300233721733084 2.1771673648618153 44.129584544803947 5.9890026440843931 4.487375132739543 2.3771750107407561 41.170997517183423 6.2932925812201566 10.288064457476137
leaf_count=308 56 68 223 33 25 34 159 51 43 34 38 30 34 24 21 281 71 19 29 49 22 16 63 542 71 14 28 255 219 40
internal_value=0.000142153 0.000269919 -8.27584e-05 2.12806e-06 -0.00117476 0.000547585 0.000168661 -0.0010671 0.000778092 0.000598562 0.00112954 -3.18453e-05 -0.000406814 -0.00123126 0.00039187 9.01328e-05 0.000258315 -0.00027281 0.00019828 -0.000313407 -0.000436265 -3.71553e-05 -0.000868399 4.57344e-05 0.000264389 0.000145338 0.000372984 0.00022809 0.000361661 0.000541021
internal_weight=369.916 235.905 134.012 120.088 8.35509 115.817 43.806 10.5475 72.0113 60.893 33.0531 27.8399 20.799 12.1977 14.7002 111.733 84.6781 27.0405 21.7232 15.525 27.0544 131.598 11.9328 119.666 75.5359 70.6059 64.6169 60.1295 57.7524 51.4591
internal_count=2900 1373 1527 837 58 536 244 85 292 249 127 122 92 58 59 779 449 168 97 78 330 1471 286 1185 643 627 556 542 514 295
is_linear=0
shrinkage=0.0022885


Tree=370
num_leaves=31
num_cat=0
split_feature=4 3 4 4 2 3 0 0 0 1 2 0 1 2 0 4 4 1 1 4 4 2 3 2 2 0 0 3 3 0
split_gain=0.517571 0.52923 0.467337 1.37781 1.39978 1.00905 0.863029 1.19244 0.641029 0.57781 1.72411 2.94535 1.48006 1.4449 1.39102 2.49864 3.80895 2.39383 2.48246 1.95965 1.15482 1.15192 1.23542 2.0536 1.76495 1.18371 0.908093 2.0234 2.01918 3.84677
threshold=29.904643970450003 -0.22588499999999997 49.275256100300005 49.49736495185001 -0.15726999999999999 0.079095000000000013 85.57362229215002 110.08967198375002 119.78425200215001 81.524804347700012 -0.085734999999999992 106.56510337475001 80.288113607700012 -0.61225999999999992 98.851916998450022 39.995120105550008 41.24714903835001 78.285212300550015 78.494912034700022 33.151194885250007 42.508878681700004 -0.60414999999999985 0.072890000000000024 -0.088944999999999996 -0.25089499999999998 102.65877371115 97.013011637200023 0.088990000000000027 0.10818500000000002 97.671683879200017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 9 -4 5 6 -5 -8 -6 12 13 -12 14 -11 26 19 -17 -18 -19 -16 -13 -15 -23 24 25 -24 -2 -28 29 -29
right_child=2 -3 3 4 8 -7 7 -9 -10 10 11 20 -14 21 15 16 17 18 -20 -21 -22 22 23 -25 -26 -27 27 28 -30 -31
leaf_value=0.0026730892987141832 0.00078983670236002943 -0.031541122314318999 -0.035386947604279177 0.013843321549572038 -0.029462066040639726 0.020927510082526753 -0.031343412687989895 0.0095760464762411953 0.00564141983979277 -0.035551796030874494 -0.033804180884941123 -0.029272598995635689 0.011157849517739337 0.028632304983957937 0.018599368178798082 0.015800818779049423 -0.034550841458188805 0.013450799106590097 -0.022329040316969483 -0.030507431138157022 0.0069735896601437067 0.014476450695772749 0.025553779970067105 0.020786308285766417 -0.032478317256689898 -0.0290283289632342 0.01557138774505987 0.0056011277531031311 0.015140997372481155 -0.034300033285211931
leaf_weight=0.62793225469067693 219.98832549131475 0.77359015407273435 1.0499508044449593 1.3917189389467233 1.6042665638960909 2.0784922421444207 1.2833269005641343 0.95022645732387889 0.53075629426166404 0.68892547278665084 3.2733869758667415 0.81941453280160192 10.91375048458576 1.4617254485492601 0.73030814575031655 6.2707740105688563 2.6350269243121129 3.2561839334666729 2.7355051413178444 4.239876537816599 3.7941783999558538 3.6268197167664749 0.9071690123528231 1.4924779932480317 2.3100278581259772 0.45858902888721786 10.401083923876287 5.0009906832128745 3.9038765989243984 2.9420339362695813
leaf_count=38 1629 58 22 6 97 18 33 16 27 21 78 108 65 12 14 26 48 16 26 93 69 52 4 14 118 56 54 25 26 31
internal_value=0.000575 -0.0162119 0.000653232 -0.00560103 -0.00161142 0.00554708 -0.00327104 -0.0139349 -0.0207355 0.000843714 -0.00384709 -0.0137165 0.00116729 0.00326431 0.000751288 -0.00629195 -0.00062037 -0.012557 -0.00288448 -0.0232918 0.000535949 0.0058715 0.0020887 -0.00660438 -0.0177258 0.00722641 0.00132896 0.0066598 -0.00116419 -0.00917795
internal_weight=302.141 1.40152 300.739 8.88874 7.83879 5.70376 3.62527 2.23355 2.13502 291.85 18.8327 7.88698 273.018 10.9457 262.104 19.8677 14.8975 8.62672 5.99169 4.97018 4.61359 10.2568 8.79508 5.16826 3.67579 1.36576 242.236 22.248 11.8469 7.94302
internal_count=2900 96 2804 219 197 73 55 49 124 2585 532 255 2053 277 1988 223 116 90 42 107 177 256 244 192 178 60 1765 136 82 56
is_linear=0
shrinkage=0.0276883


Tree=371
num_leaves=31
num_cat=0
split_feature=1 1 0 3 1 4 1 4 3 3 0 1 4 1 1 4 2 2 1 2 2 4 4 2 0 0 2 4 3 3
split_gain=1.33192 2.91286 2.29216 1.70896 2.18312 1.71024 1.61676 3.38466 3.48212 2.47712 2.65928 2.03413 4.59099 4.01824 3.35854 4.6945 2.20129 2.04493 1.77347 2.14855 3.14597 3.22315 1.52823 1.7811 1.45772 2.02531 1.41975 1.41719 1.40063 2.04953
threshold=70.343506983200015 70.73871032835001 86.530713386650021 0.12064000000000002 61.93938686740001 32.483642351600004 64.434276012450013 41.322103772800006 0.08079500000000002 0.089185000000000028 88.232507383150008 66.318885161900013 38.592454371550012 66.697957758300021 68.214248143850014 37.797539186950011 -0.15484000000000001 -0.094344999999999998 68.961639504150014 0.090855000000000033 -0.060760000000000002 39.468990633150007 37.186372654950006 0.11970500000000002 94.964406541850011 102.11570516885001 -0.091779999999999987 34.997818021800008 -0.04931 -0.101725
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 5 -5 -1 7 -4 -9 10 -10 12 17 -13 15 -15 -17 -8 -16 20 21 -20 23 24 -3 27 -14 -26 29 -7
right_child=1 22 6 4 -6 28 11 8 9 -11 -12 13 26 14 18 16 -18 -19 19 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0032210139288463878 -0.0033042116818046683 -0.0035453275116777063 0.0020145503482370784 0.00032150829347030386 -0.0027009751363058607 -7.2543346176882692e-05 -0.00096516893778894597 0.0021582154612701959 -0.0027608518188328539 0.00067507023202606421 0.00032028636355031922 0.0024253911545550734 -0.0011902829340708215 0.0016959070004837998 0.0018343615477047122 -2.0587047203975169e-05 -0.0037522192440674769 0.0015589613101353072 -0.0020069095799743484 -0.0017664774136091235 0.0021533349484517258 0.0010732389934378765 6.8512873217478886e-05 -0.0035964067897943761 0.0019332824110793693 -0.003145736662350556 -0.0045120694330794938 -0.00078852627753092956 0.00031960537277062225 -0.0021876018706687146
leaf_weight=1.299495827872305 2.3448665831238023 1.1757537350058536 17.158962227404118 3.7700530495494586 4.325833335518837 21.394275808241222 5.0928617790341368 7.0339397490024593 5.0012086033821124 12.131525702774523 4.4732827097177505 8.1878441423177701 1.8639140240848062 3.0020318999886495 8.0318371951580065 1.8632181789726017 4.6786854807287455 5.7718159928917876 5.1379049569368362 3.7331191394478074 7.1950184330344245 6.4701521331444383 108.12739720975515 1.9332480920711521 3.3434321531094611 1.4792437706491908 2.5941202817484728 3.1149026146158576 80.451614606194198 4.7127144630067042
leaf_count=48 56 21 70 17 41 220 24 26 28 47 18 33 15 11 33 22 45 20 32 22 26 36 1185 63 24 134 28 44 437 74
internal_value=0.000145376 -9.96281e-05 0.000277478 -6.95402e-06 -0.00129348 8.96133e-05 0.000578892 0.000994851 0.000383923 -0.000193707 -0.00130612 0.000279461 -0.000642241 0.000571863 0.000193513 -0.00131001 -0.0026894 0.000375765 0.000662941 0.000245451 0.000644894 -0.000290082 -3.65747e-05 -0.00106521 -0.000528251 -8.13466e-05 -0.00312322 0.000620534 0.000129987 -0.000454344
internal_weight=346.894 121.519 225.375 115.954 8.09589 107.858 109.421 45.7989 28.64 21.606 9.47449 63.6225 15.3227 48.2998 40.112 9.54394 6.5419 10.8647 30.568 22.5362 18.8031 11.6081 119.174 11.0466 9.11333 7.93758 4.45803 6.45833 106.559 26.107
internal_count=2900 1527 1373 837 58 779 536 189 119 93 46 347 87 260 227 78 67 44 149 116 94 68 1471 286 223 202 43 68 731 294
is_linear=0
shrinkage=0.00290337


Tree=372
num_leaves=31
num_cat=0
split_feature=1 1 0 1 1 1 4 2 1 1 3 0 2 3 2 2 1 1 1 3 2 2 4 1 4 3 1 4 0 0
split_gain=0.479462 2.09726 0.953791 1.08138 0.912346 2.37603 1.52402 1.66014 1.6239 1.95126 1.5694 1.30989 1.23686 1.15158 1.46418 1.45215 2.39806 1.96537 1.75558 1.90486 1.67043 2.04793 2.13216 1.65113 2.09097 1.54859 1.41826 2.32571 1.90812 1.95184
threshold=70.343506983200015 70.73871032835001 94.047642319350018 71.787208999250012 71.090898343450007 71.787208999250012 37.572218886150004 -0.117115 72.496961945650014 74.292851976800009 0.11467000000000002 96.055920542800024 -0.042409999999999996 -0.21013499999999999 -0.22573999999999997 -0.094344999999999998 75.28220456885002 75.645146416450004 82.987325570650015 0.083905000000000021 -0.08459499999999999 -0.079074999999999993 42.467547400400008 83.715897724050009 48.008184682100008 0.091885000000000022 81.524804347700012 44.710446918150005 101.99741301110002 97.900202820250016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 -3 -4 11 7 -7 -8 -10 -9 12 -6 14 -11 16 -15 -18 19 -19 -17 22 -22 -20 -25 -21 28 -28 29 -23
right_child=1 2 4 -5 5 6 8 10 9 13 -12 -13 -14 15 -16 20 17 18 23 25 21 26 -24 24 -26 -27 27 -29 -30 -31
leaf_value=0.0016383133113408816 -0.03747602672154389 0.0038868765301147963 0.012756009171836996 -0.042193260817055725 -0.04043286279507062 0.0045288677525891306 0.020300359877504157 -0.040354334263520877 -0.027102020914745794 0.031952506726275136 0.011672531150544133 -0.0018516781805049854 -0.0012488494332561005 -0.044747057407936663 0.0022712985478333192 0.017292001025671019 0.019015638795820071 -0.035914882024918458 0.028208395961998863 0.014871737349614797 -0.053784702572939068 0.014259789671087863 0.0029178750973461506 -0.0370069606509748 0.0091895115069586166 -0.018113981314775748 -0.030289175940611233 0.012567041887690268 0.023180512076612793 -0.010017561425937741
leaf_weight=197.17003557947464 1.7832112077157933 1.0399638772942119 5.9464607546105972 1.3106369583401827 3.4346472416073084 2.9547480285109486 5.2036548405885688 3.0359647095028772 2.7481478354893616 3.1297411520499736 0.84359715771279287 3.1578213674947619 1.251401213929056 1.7098286729305936 4.7863455327460462 8.7869570716284127 3.74101996701211 3.7590783736668545 2.3459648769348851 2.5437586242333055 1.5288159023039001 6.930793052539264 1.4919026666320858 1.6650094134965909 3.3807009538868442 4.4649494737386703 3.2444181331666178 2.594927012687549 6.2657392472028723 8.2695425855927152
leaf_count=1373 56 12 41 63 64 118 32 145 47 25 18 25 11 23 73 56 19 82 11 16 27 36 16 127 69 43 120 53 28 71
internal_value=0.000662515 -0.00119911 -0.00056219 -0.0218063 -5.88804e-05 -0.000875903 0.00075607 -0.0145275 0.00208514 0.000793559 -0.0290413 -0.0186493 -0.0299688 0.0018788 0.0140062 0.000348251 -0.00626001 -0.00325522 -0.00784323 -0.0165359 0.00433727 0.000583659 -0.0257799 0.00481974 -0.00605464 -0.00614206 0.00350018 -0.0112444 0.00751111 0.00105202
internal_weight=300.52 103.35 101.567 2.3506 99.2159 93.2695 85.4256 6.83431 78.5913 73.3876 3.87956 7.84387 4.68605 70.6395 7.91609 62.7234 23.6103 21.9005 18.1595 10.7678 39.1131 30.3261 3.02072 7.39168 5.04571 7.00871 27.3054 5.83935 21.4661 15.2003
internal_count=2900 1527 1471 75 1396 1355 1255 281 974 942 163 100 75 895 98 797 390 367 348 141 407 351 43 207 196 59 308 173 135 107
is_linear=0
shrinkage=0.0337431


Tree=373
num_leaves=31
num_cat=0
split_feature=0 3 3 3 0 0 4 4 1 4 2 4 4 4 1 4 2 2 1 1 4 3 3 3 3 0 1 0 4 0
split_gain=0.487297 0.518777 0.474695 1.19765 0.766255 0.903913 1.27891 0.580836 1.19092 0.805919 0.66755 2.2628 2.50867 2.17725 2.11981 2.09618 2.09274 2.38748 2.03027 1.91845 1.86027 1.58457 3.26607 2.85248 1.88616 4.53339 2.036 2.08251 2.43301 3.4803
threshold=113.28087178455002 -0.15684499999999998 -0.27223499999999995 -0.27687999999999996 89.528344202050008 76.591483678350016 49.110028829250005 32.785955158400007 69.276189105400007 34.542090938800008 -0.062629999999999991 40.259171735100004 40.496232821400007 41.495754733000005 62.084563606450011 40.036761086100007 -0.053019999999999991 -0.044409999999999998 62.00390986255001 61.987779113750001 43.812290675100009 -0.115385 -0.072169999999999998 0.083290000000000017 0.098005000000000023 89.99344745865001 63.431481129800005 89.057864029250013 38.238138001450004 90.337570099350003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 4 5 6 -1 8 -4 -9 11 15 -13 16 18 21 -12 -18 19 20 -15 -11 -23 -24 26 -26 -25 -28 29 -29
right_child=1 -3 7 -5 -6 -7 -8 9 -10 10 13 12 -14 14 -16 -17 17 -19 -20 -21 -22 22 23 24 25 -27 27 28 -30 -31
leaf_value=-0.034728210255646659 2.6339107461496563e-05 -0.020388778818488582 -0.0013331932314276137 -0.033536993579380295 -0.017262550485359983 0.013118991257245945 0.016291137770813494 0.0098557024654183888 -0.039018228473504508 -0.024071254047160005 0.017412189653897542 0.022162223761288659 0.00081895202476167661 -0.028833225964806388 0.00055101824799746286 -0.029367945873795775 -0.021848111102937315 0.0047254348488751348 -0.043532343115275651 0.022352663708197894 0.011673452949828581 0.021040341768539302 -0.026812524309565784 -0.022330278171606502 0.00046559907761344017 -0.039198626975382636 0.026738206911023368 0.022430685699122134 0.0081733564932046174 -0.031038139867171719
leaf_weight=0.89916539634577908 2.1267261486500506 1.7879038011160435 2.7338147326372559 1.0796580926980812 1.7882001982070503 3.0555277979001403 0.66841910034418106 7.7084624562412491 0.86031520541291673 2.9080152222886673 9.7683740165084583 4.4448810797184697 129.55192754114978 3.1034254892729249 23.365330432774499 2.738245728891342 2.7794694215990594 51.954368129721843 1.6918278941884635 1.220777543261647 1.2375273518264291 4.0587799744680515 4.2755807786015785 2.3500941134989324 6.9625591514632088 3.3212164172437042 2.9658309645019498 1.3298051655292535 11.490228789043611 3.3256858410313725
leaf_count=70 73 231 39 31 31 21 3 69 53 33 44 23 1027 78 253 25 18 367 28 7 15 27 62 17 32 81 13 4 69 56
internal_value=0.000493107 -0.00929773 0.000623634 -0.00631814 -0.00173452 0.00427166 -0.0129735 0.000805361 -0.0103537 0.000947307 0.000697456 -0.00030411 0.00152694 0.00258983 -0.0035443 -0.00566987 0.00550167 0.00337599 -0.0167362 -0.00858508 -0.0172855 -0.00416035 -0.0027157 -0.00539248 -0.00250756 -0.0123442 0.00220588 0.00522302 0.00127087 -0.0157652
internal_weight=297.552 3.91463 293.638 7.49097 6.41131 4.62311 1.56758 286.147 3.59413 282.552 274.844 179.723 133.997 95.1211 30.6189 45.726 64.5022 54.7338 7.25356 5.56173 4.34095 42.9878 40.0798 36.021 31.7454 10.2838 21.4616 19.1116 16.1457 4.65549
internal_count=2900 304 2596 156 125 94 73 2440 92 2348 2279 1469 1050 810 381 419 429 385 128 100 93 394 361 334 272 113 159 142 129 60
is_linear=0
shrinkage=0.0279347


Tree=374
num_leaves=31
num_cat=0
split_feature=1 0 4 4 4 4 1 3 3 0 3 2 3 3 4 3 3 4 2 0 1 2 4 0 1 2 4 1 1 0
split_gain=1.78081 2.1926 2.25595 1.94943 1.79836 3.02013 2.93776 2.36572 2.75604 2.07602 1.75088 1.94224 1.77015 2.07972 3.01502 1.6922 5.86519 2.65315 4.23432 2.32538 5.32236 1.68671 3.02256 2.86873 2.81349 1.79954 1.64693 1.76192 1.75515 2.99804
threshold=69.873026810350026 86.530713386650021 44.015822920550008 38.238138001450004 43.124157941850008 41.495754733000005 64.434276012450013 0.10133000000000002 0.087605000000000016 93.262612545250008 0.12064000000000002 -0.091399999999999995 -0.04931 -0.101725 39.039757512550004 0.087725000000000011 0.091545000000000029 41.468518788800004 -0.092864999999999989 85.737618238150006 61.993156030000002 -0.033594999999999993 34.542090938800008 97.671683879200017 82.987325570650015 -0.024989999999999998 38.592454371550012 61.82916008405001 62.030794443850006 85.807518149550006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 10 4 21 5 6 -3 8 -7 -8 12 -12 13 -1 -15 19 17 -17 -19 20 -14 22 23 -2 -24 -23 -18 -28 -29 -30
right_child=3 2 -4 -5 -6 7 9 -9 -10 -11 11 -13 15 14 -16 16 26 18 -20 -21 -22 25 24 -25 -26 -27 27 28 29 -31
leaf_value=-0.00010352344571489946 0.0021384677571197673 0.0018264481342098586 -0.00095818646529209259 5.5341631413801572e-05 0.0018593887867408608 0.00017954962341445562 0.00011535054472783139 0.0016040835343381051 -0.0019810182512578077 0.0017148151402284852 5.5618182980776644e-05 -0.0027535902828068688 0.0010015891229341542 0.0011942531397260807 -0.0036219724980534633 -0.0045633132777564613 0.0017236808960335698 0.0019308474970462035 -0.0028927434797892939 0.0016115594303834251 -0.0027074455448451622 0.0029709314455951467 -0.0034250472235469809 -0.0030284561206605628 0.00064281042565638184 -0.00049171182982736734 -0.0014021472964789025 0.0010939621904971161 0.0011740033555698178 -0.0016844473918972093
leaf_weight=20.879401349462572 2.581790912896397 19.832417324185371 6.4569933079183093 117.7353542544879 10.067160803824661 12.140781231224542 27.241904236376286 4.5066321603953829 7.3875639066100112 8.2167400754988176 4.2104762885719538 3.5110972523689261 12.648630218580367 1.45761786866933 3.3010329366661608 2.3997990135103446 6.8522370569407931 2.2543699275702238 3.8055496555753052 15.899777136743067 3.9493695674464098 1.3720090813003478 6.2038177074864507 1.2361329294508321 1.6810604960191993 7.835223365633281 4.4939555246382978 15.560568753629925 5.3737105187028629 6.0882618241012096
leaf_count=249 10 83 70 1188 37 56 129 18 41 31 25 33 66 17 63 26 30 11 43 52 50 7 130 83 55 126 34 63 34 40
internal_value=0.000160947 0.000323824 0.000633918 -8.40354e-05 0.000748918 0.00060799 0.000966801 -0.000217434 -0.000637792 0.00048599 6.00591e-05 -0.00122176 0.000154355 -0.000482759 -0.00214672 0.000360269 2.09122e-05 -0.00208124 -0.0010983 0.000849272 0.000119052 -0.000868807 -0.00157144 0.000465568 -0.00255778 2.42715e-05 0.000484404 0.000214963 0.000483895 -0.000344321
internal_weight=347.181 208.536 95.8502 138.645 89.3932 79.326 55.2911 24.035 19.5283 35.4586 112.686 7.72157 104.964 25.6381 4.75865 79.3262 46.8285 8.45972 6.05992 32.4978 16.598 20.91 11.7028 3.81792 7.88488 9.20723 38.3687 31.5165 27.0225 11.462
internal_count=2900 1301 465 1599 395 358 243 115 97 160 836 58 778 329 80 449 281 80 54 168 116 411 278 93 185 133 201 171 137 74
is_linear=0
shrinkage=0.00278911


Tree=375
num_leaves=31
num_cat=0
split_feature=0 3 0 1 4 2 2 3 0 4 2 2 2 0 3 2 3 2 2 2 3 2 3 2 3 2 3 3 0 3
split_gain=1.80396 2.77042 1.79569 1.80651 1.77871 1.75075 3.04613 1.62648 3.72772 1.61121 3.09455 2.73835 3.33902 3.25439 6.39695 3.52791 3.17905 2.88921 2.57637 2.89393 2.42348 2.29326 3.0171 2.99878 2.21396 6.29473 3.22131 2.65599 5.05235 2.25318
threshold=102.84427732220001 0.090720000000000023 76.591483678350016 57.129735272050006 39.995120105550008 -0.088944999999999996 -0.156745 0.074640000000000026 104.3578792496 42.178283198950005 0.098830000000000015 -0.067574999999999996 -0.085734999999999992 86.162394622750014 0.07870000000000002 -0.081169999999999992 0.089335000000000012 -0.054494999999999995 0.049235000000000008 -0.072569999999999982 -0.22831499999999999 -0.031989999999999998 0.10211000000000002 -0.01762 0.084365000000000009 -0.036264999999999999 0.048965000000000009 0.093295000000000031 96.249489528150022 0.08784500000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 -1 -2 6 7 -6 -9 11 18 12 20 -14 -15 -16 -17 -13 19 -11 -4 -21 23 -23 26 -26 -19 28 29 -27
right_child=1 -3 9 -5 5 -7 -8 8 -10 10 -12 17 13 14 15 16 -18 24 -20 21 -22 22 -24 -25 25 27 -28 -29 -30 -31
leaf_value=-0.00030002878113162692 -0.0018986289791832771 -0.0023384113293631681 -0.0010781685234469542 -0.0028146977632581773 0.0012223154722185744 0.00072507807569758425 -0.0029158795007454517 0.0016963274247072219 -0.002795538806161393 0.00020030010421742071 -0.0017872549581958198 0.0016733611310558187 0.00073386119915938781 0.002049651018121022 -0.0041750796477092143 -0.0034103519608602987 -0.000463450296697904 0.00037564005353566538 0.0022419637750077481 -0.0024479747764401608 0.00044604923435489889 0.00044124781248759741 0.001306079921768941 -0.0031868479250021795 -0.0023567026947658933 -0.00033325513812034027 0.0020772062534858749 0.00094044754584480573 0.0014554892768692731 -0.0027112099153727342
leaf_weight=13.591494280379264 3.1776583171449664 4.1105233412235966 7.0434268414974204 2.0457776822149745 4.2020599415991509 12.740267506917002 2.7358004472916937 1.9807577617466448 2.7415872954297811 77.277876982465386 5.8206755365245035 15.212496835738419 6.9958375459536937 2.9950002981349853 3.408796634059402 3.1537617109715894 8.2101558772847039 17.989327293820683 3.3311993088573209 4.6961475834250441 83.052624746691436 2.6487510427832595 4.0953304916620255 3.0516835441812864 5.4796103686094275 5.4101165458560008 11.259299427270888 28.14071954227984 6.1182727348059407 4.5794847654178739
leaf_count=195 186 167 52 59 36 158 75 12 94 526 103 62 29 14 31 26 51 94 20 45 455 19 21 41 39 32 49 140 28 41
internal_value=0.000140561 -0.000427687 0.000195864 -0.000629015 -0.000142893 8.57552e-05 -0.000612787 9.32323e-05 -0.000911454 0.000237477 -2.13983e-05 0.000362453 0.000103882 -0.000707481 -0.00127499 -0.00194903 -0.00128129 0.000677769 8.66813e-05 8.44558e-06 0.000326891 -0.00101462 -0.000327454 -0.00150103 0.000485999 0.000165645 0.00103066 0.000478005 -0.000329889 -0.00142337
internal_weight=357.297 31.6887 325.608 15.6373 27.5781 24.4005 11.6602 8.9244 4.72235 309.971 100.922 209.049 114.86 24.7636 17.7677 14.7727 11.3639 94.1893 95.101 91.7698 90.0961 14.4919 9.79577 5.70043 78.9768 49.7282 29.2486 44.2486 16.1079 9.9896
internal_count=2900 728 2172 254 561 375 217 142 106 1918 775 1143 658 151 122 108 77 485 672 652 507 126 81 60 423 280 143 241 101 73
is_linear=0
shrinkage=0.00249484


Tree=376
num_leaves=31
num_cat=0
split_feature=2 2 3 1 1 2 0 2 4 3 3 1 1 3 2 4 3 3 1 1 2 1 0 4 3 3 1 2 4 2
split_gain=0.441742 2.12389 1.38892 1.46534 1.24277 1.68365 1.5462 1.15478 0.666147 1.14587 1.14033 1.90343 1.24912 1.08086 0.769711 2.09821 1.43225 3.39799 2.56222 2.49445 2.37431 2.73233 2.81039 1.69431 1.47791 2.07433 3.32808 1.19467 3.20408 2.8278
threshold=-0.59309999999999985 -0.50001499999999999 0.091705000000000023 75.28220456885002 75.551050381850018 -0.58180999999999994 91.410264893400026 -0.62958999999999998 49.275256100300005 -0.25095999999999996 -0.17732499999999998 86.858705278550005 87.33187390945001 0.075065000000000021 -0.11808 34.176526048000007 0.085155000000000022 0.093760000000000024 65.727424373200009 70.96454081135002 -0.24103499999999997 62.305017173150013 86.280686780500005 38.938637541200009 -0.15684499999999998 -0.084259999999999988 73.865387134100004 -0.088099999999999998 35.461062230100005 -0.085734999999999992
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 -1 5 -2 -7 -4 14 -10 -11 -12 -13 -14 15 -3 20 -18 -19 -20 21 22 23 -17 -22 -26 -27 28 -16 -29
right_child=1 8 7 -5 -6 6 -8 -9 9 10 11 12 13 -15 27 16 17 18 19 -21 24 -23 -24 -25 25 26 -28 29 -30 -31
leaf_value=-0.04022425079296834 0.010503330990850747 -0.021337620996943439 -0.0021895589345226575 0.0017961717702924711 -0.031377903206681178 -0.037826691586816917 -0.0026393468809633954 0.01528248665611444 -0.035243253993843822 0.015092521684262995 -0.028485175243392651 0.023816727192448123 0.011804027308340456 -0.027895612709497298 0.017749147941543818 0.019223801621794035 0.018564156090654933 0.0090198026819273153 -0.040652112422793783 -0.0011966792438424529 0.0097858207430871324 -0.034860846883047553 0.026897820341629547 -0.031762255952074762 -0.023305672765618259 0.0099863822878114121 -0.024309707339043803 0.01381622506877659 -0.0057249471487921836 0.00020864343040790943
leaf_weight=0.85842695739120189 2.2361925933510065 2.2612487871956537 4.0407432322390369 1.6769092784961683 1.9486651367624288 1.5669920276850455 1.8787380736321209 7.1987844980321816 0.86633594380691636 1.7270937496796248 2.130170037969946 1.2512344792485239 0.85956713859923173 1.0331364903831852 4.3830566642718614 0.60579793155193318 12.728134324599525 7.0399632565677148 1.7507620053365824 2.9325639400049113 15.237560985726304 2.4907425095443614 1.5947621017694471 1.6895330781117079 2.5513747544027856 9.1626619929447752 2.4543534225085759 11.246579786995424 43.067954441416077 147.20658521531732
leaf_count=13 12 85 29 50 70 30 21 41 15 14 100 6 12 65 37 2 74 31 15 43 108 75 4 62 40 49 70 64 330 1333
internal_value=0.000481953 0.000260005 0.00505633 -0.0124313 -0.0133529 -0.00717104 -0.0186413 0.00900108 0.000635992 -0.00686592 -0.00335448 -0.00939525 0.00353909 -0.00986611 0.00085589 0.00339829 0.00432684 0.0092062 -0.000953865 -0.0159463 0.000993002 -0.0134702 0.000225697 -0.0183057 0.0041314 -0.00194971 0.00274057 8.41786e-05 -0.00355664 0.00117447
internal_weight=297.677 283.902 13.7749 2.53534 7.63059 5.68192 3.44573 11.2395 276.271 7.86754 7.0012 5.27411 3.14394 1.8927 268.404 62.4995 60.2382 24.4514 11.7233 4.68333 35.7868 6.38084 3.89009 2.29533 29.406 14.1684 11.617 205.904 47.451 158.453
internal_count=2900 2767 133 63 133 63 51 70 2634 212 197 183 83 77 2422 658 573 163 89 58 410 143 68 64 267 159 119 1764 367 1397
is_linear=0
shrinkage=0.0261565


Tree=377
num_leaves=31
num_cat=0
split_feature=0 2 2 3 0 1 3 3 0 0 4 2 1 1 1 1 0 4 4 2 1 0 0 2 3 1 3 4 0 1
split_gain=0.433673 0.513147 1.04511 0.616018 0.469698 1.56854 1.6542 2.51395 1.46734 1.69514 3.40384 4.05727 1.58046 1.20502 1.49352 3.79731 2.81239 2.56923 1.81215 3.45269 1.1562 2.96774 1.71057 1.14224 1.00878 2.34602 1.40198 1.23441 1.87487 0.9435
threshold=113.28087178455002 -0.012769999999999998 -0.046474999999999995 -0.397505 85.716110573100011 61.993156030000002 0.10332500000000001 -0.17732499999999998 85.807518149550006 86.001087134900004 39.56957118270001 -0.101965 61.93938686740001 61.885617704800005 62.057679025150001 62.084563606450011 86.103248543850015 40.532725462000009 42.852084787850011 -0.072569999999999982 61.971648364950006 85.447264760050004 84.95796538030001 -0.25716999999999995 0.099780000000000021 58.549241164900003 0.093295000000000031 39.468990633150007 76.591483678350016 63.910026677050006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 3 -2 5 20 7 -7 -6 10 -10 -12 -13 -11 17 -16 -17 -15 19 -19 21 22 24 -9 25 27 -27 -1 -29 -18
right_child=1 -3 -4 -5 8 6 -8 23 9 13 11 12 -14 14 15 16 29 18 -20 -21 -22 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.018222273108362653 0.027303026255965892 -0.029100097291109992 0.027372792801121055 -0.016439999696681321 0.010835520716599611 0.0060798505154488125 0.0078285865329021914 0.00017843572446383566 0.016180676571040699 -0.019272803661882831 0.011823513366317914 -0.010382400319472155 -0.040629167399648301 0.021677711657821275 -0.024654963928543064 0.031856205780261639 0.0051551438393287003 -0.021870407900717169 0.01474470918552831 0.008063912556733192 0.018408764156108551 -0.020437958225772851 0.01400521776956818 -0.032109138494894461 0.0085661980809305614 -0.034233371995830722 0.00025321601016564747 -0.0024915990178153132 0.021463206700276315 -0.00010719264044671415
leaf_weight=2.1021558698266842 0.26729769166559059 0.7338343835726836 0.63515136251226056 2.2249335870728832 10.889220789074896 2.4717504880391052 2.6384857669472686 0.97579516191035409 2.7754801437258712 2.1251013269647947 2.3089255802333346 1.8961593434214581 3.9436315149068832 6.9438951238989857 4.3399163894355288 2.1787044629454604 30.124416192993522 4.7648545689880883 5.6979907304048529 7.1294474061578494 2.5616720132529727 4.8065663082525125 7.3723141793161622 4.8425598642788827 6.0978821627795687 2.6350413721520449 1.3072156757116316 8.3892230059718695 3.4046018263325086 156.20672473724699
leaf_count=43 2 100 7 195 41 23 22 15 10 17 12 10 43 27 26 6 141 30 20 41 13 36 32 101 33 71 8 164 19 1592
internal_value=0.000453291 -0.00861093 -0.00380318 -0.0117485 0.000573591 -0.00183924 -0.0109468 -0.0169224 0.00106956 0.000608067 -0.00985925 -0.0187285 -0.0308081 0.00112898 0.00132843 0.000523497 0.00110316 0.00765502 0.00212008 -0.00392777 0.000734216 -0.000519457 0.00253849 -0.0266942 -0.000993254 -0.00426109 -0.0227979 0.000997773 0.00442359 0.000743577
internal_weight=294.791 3.86122 3.12738 2.49223 290.93 49.6053 10.9286 8.29011 241.324 230.435 10.9242 8.14872 5.83979 219.511 217.386 192.85 188.51 24.5362 17.5923 11.8943 38.6767 36.115 31.3084 5.81836 23.9361 17.8382 3.94226 13.896 11.7938 186.331
internal_count=2900 304 204 197 2596 580 161 139 2016 1975 75 65 53 1900 1883 1765 1739 118 91 71 419 406 370 116 338 305 79 226 183 1733
is_linear=0
shrinkage=0.0272254


Tree=378
num_leaves=31
num_cat=0
split_feature=3 2 3 3 0 1 4 3 1 3 3 1 1 2 3 4 3 3 1 0 1 2 3 2 1 1 1 0 3 3
split_gain=0.413152 1.1984 1.12603 0.881475 0.62916 1.19734 1.22158 1.58256 1.05943 0.439747 2.43368 1.71083 2.55317 2.75676 0.709774 2.4364 1.89894 1.69845 2.24739 1.79581 1.18207 1.59445 0.96216 2.74735 2.04596 2.20376 2.50285 1.64985 1.35812 1.58911
threshold=-0.25765499999999997 -0.23557500000000001 -0.26439499999999999 -0.25276999999999999 76.591483678350016 61.917879202350001 36.072790850000011 -0.27223499999999995 55.788194664950005 -0.23472499999999999 -0.21013499999999999 62.057679025150001 73.365333921800001 -0.16297999999999999 1.0000000180025095e-35 41.468518788800004 -0.15684499999999998 -0.093074999999999991 62.009286778800011 97.013011637200023 62.084563606450011 -0.081474999999999992 0.079785000000000009 -0.065399999999999986 61.409760615700009 86.858705278550005 72.303392960300016 103.44649194340002 0.085715000000000027 0.086355000000000029
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 -2 8 -6 -7 -8 -3 11 -11 -5 -13 -14 15 17 -17 -12 -19 -20 -18 -22 23 24 -16 26 -26 -24 -29 -30
right_child=3 2 -4 9 5 6 7 -9 -10 10 14 12 13 -15 22 16 20 18 19 -21 21 -23 27 -25 25 -27 -28 28 29 -31
leaf_value=-0.03251915570795532 0.015075135578364188 0.010754117938475546 -0.025848869118955835 0.0075799297923134414 0.025919309414369148 0.015917954075754158 -0.027297363761398009 0.0094772865321497649 -0.035078797209955999 0.016724663994088021 0.010557830136824896 -0.029087544766826519 0.030427935901292662 -0.021065570123711078 0.026644332298561588 0.0040222121079170232 -0.036293458284835919 0.01775468412071339 -0.027968029182741015 0.0037432442034274383 -0.00030212996314732399 -0.036681767893822464 0.00064183350239022791 0.017943661719919433 -0.0031348094417806885 0.01150472683050093 -0.036254284888575947 -0.034767240166284782 0.025557317286325099 -0.012986027349392752
leaf_weight=1.0930230750236649 3.243434658390469 0.71663561603054204 1.3229472712846462 5.0904008792713267 1.6613049283623693 2.1203787078266032 2.0076194333378203 1.6600448871031428 0.86350724380463362 7.161170730891171 9.1356814916944149 3.8071296773850918 1.609406945994124 1.6198954423889516 1.7088014520704771 2.8892802866175789 2.9393480317667091 2.0925981346517828 3.635931262280792 2.2416290779947303 2.6519715607864782 1.4453628945630042 201.01678492687643 9.198808426386675 5.224143058061598 3.7783705009205732 2.6811535069718957 1.6783040339942079 1.0049770078039726 4.7878027811821084
leaf_count=63 24 27 19 27 6 20 42 16 35 60 82 46 11 36 9 35 85 14 38 37 53 31 1411 88 44 104 82 103 17 235
internal_value=0.00042063 -0.00476896 -0.00183906 0.000632277 0.00167872 0.00506648 -0.000918774 -0.0106526 -0.0142924 0.000463407 0.000700627 -0.00472574 -0.0136281 0.00459756 0.000256047 -0.00401638 -0.0149988 0.00235636 -0.00704446 -0.0158737 -0.0228089 -0.0131353 0.000755839 0.0062183 -0.00183543 -0.00600076 -0.0143676 0.000163939 -0.0126943 -0.00629922
internal_weight=292.088 11.4455 10.3524 280.642 9.02949 7.44935 5.78804 3.66766 1.58014 277.399 265.272 12.1268 7.03643 3.2293 258.111 27.0318 9.92596 17.1058 7.97016 5.87756 7.03668 4.09733 231.079 22.5913 13.3925 11.6837 7.9053 208.488 7.47108 5.79278
internal_count=2900 228 165 2672 146 84 78 58 62 2648 2528 120 93 47 2468 375 204 171 89 75 169 84 2093 327 239 230 126 1766 355 252
is_linear=0
shrinkage=0.027866


Tree=379
num_leaves=31
num_cat=0
split_feature=0 1 4 4 4 3 0 4 3 3 0 1 0 1 0 2 0 3 2 3 2 3 0 0 2 3 1 1 1 1
split_gain=0.385251 1.32404 1.47988 1.76188 1.82713 1.31505 1.24326 0.975421 2.17053 1.64217 2.10749 1.30429 2.00624 1.54755 1.51705 0.92063 1.67088 0.826549 0.846685 4.20847 0.826285 0.772276 1.57987 0.673113 3.07061 3.37955 1.62657 0.979845 1.26936 2.97305
threshold=85.716110573100011 61.993156030000002 40.421032462050007 42.718072821900002 44.758188263300006 0.10098000000000003 85.775256651950016 35.131296350900008 0.11207500000000002 0.10332500000000001 83.680947768350009 61.971648364950006 85.447264760050004 61.614083433650009 82.401241698250018 -0.013805 76.591483678350016 -0.11050499999999999 -0.23361999999999997 -0.23958499999999999 -0.23361999999999997 0.099780000000000021 67.04476885710001 86.001087134900004 -0.09715 0.083795000000000022 62.030794443850006 61.885617704800005 62.057679025150001 62.084563606450011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 -3 5 -5 -4 -2 9 11 10 -1 12 13 14 15 16 17 18 19 -9 -19 22 -17 24 -8 -26 -27 -25 -29 -30
right_child=6 2 3 4 -6 -7 23 8 -10 -11 -12 -13 -14 -15 -16 21 -18 20 -20 -21 -22 -23 -24 27 25 26 -28 28 29 -31
leaf_value=-0.035623265617558068 0.013905720144547322 -0.036354095910996365 -0.0073328400525089791 -0.035441581886661175 0.0079344952273540884 0.02582202933734026 0.014795765103102718 -0.045824817214723396 -0.032071758284686537 0.034685409345374965 0.035121541185504007 0.022951989166291327 -0.019177366377872731 0.015185778067039565 -0.023642086166291314 0.031002569339915024 0.019706518555734544 -0.0011734379014845583 0.01531117386956613 0.025156571180652305 -0.035723067610221967 0.015940026122380383 -0.035918146533353484 -0.0195886281076754 0.011994558774894233 -0.038342361966691871 -0.0081582343392513617 0.0077926992470741937 -0.02443078854016436 0.00091988405621794159
leaf_weight=0.95992832165211373 6.631197825074195 1.8506606344599266 2.6258889324963075 2.6942894542589784 1.3507359679788349 1.9178191944956777 4.5915427058935157 1.4425265280297059 1.9621534552425135 1.9350375384092329 0.65722206234931946 2.3074448443949214 4.644673215225338 6.6505974289029828 2.5690912175923577 0.40374918654561742 4.5966411689296356 1.3589729403611275 2.8056695563718681 1.6694366133306173 1.2143888748250917 0.60025981441140164 1.7156021246919406 2.129089029505848 2.9574626684188825 4.3283204268664122 2.6770006567239761 23.819470042362809 4.3848071284592143 190.12691299767175
leaf_count=47 25 44 36 61 10 10 20 33 19 7 2 9 35 35 28 3 22 27 19 13 29 4 87 17 14 35 22 118 26 2043
internal_value=0.00041392 -0.00207881 -0.0116659 -0.00634619 -0.0209572 0.00666125 0.000908376 0.000590554 -0.000997683 0.0157662 -0.00687204 0.000908943 -0.000805258 0.00260437 -0.00194898 0.00157671 0.00492521 -0.00307673 0.00318571 -0.0077463 -0.0174777 -0.0145373 -0.0231693 0.000541642 -0.00579819 -0.0152893 -0.0268079 0.000960184 0.00116057 0.000348413
internal_weight=289.579 47.9328 10.4394 8.58873 4.04503 4.54371 241.646 37.4934 33.9412 3.55219 1.61715 31.9791 29.6716 25.0269 18.3763 15.8072 13.0876 8.49099 5.91763 3.11196 2.57336 2.71961 2.11935 235.015 14.5543 9.96278 7.00532 220.46 218.331 194.512
internal_count=2900 580 161 117 71 46 2320 419 363 56 49 344 335 300 265 237 143 121 65 46 56 94 90 2295 91 71 57 2204 2187 2069
is_linear=0
shrinkage=0.0304377


Tree=380
num_leaves=31
num_cat=0
split_feature=4 0 2 2 0 2 2 0 3 2 1 3 1 0 1 0 4 4 3 4 3 3 1 4 0 0 3 0 2 4
split_gain=1.5059 4.01603 2.17755 2.11069 4.30911 3.03349 2.5298 2.68747 5.14959 4.00592 3.7756 3.62178 2.31795 3.57463 3.65934 3.76644 2.69164 1.99444 1.94199 2.69608 2.15045 2.37839 2.11181 1.54196 4.33359 3.29012 3.46318 2.07978 1.52361 1.3154
threshold=42.178283198950005 104.06483731340002 -0.18126999999999999 -0.067574999999999996 84.280473931450004 -0.054494999999999995 -0.085734999999999992 86.162394622750014 0.07870000000000002 -0.081169999999999992 65.461267018300006 0.091250000000000012 61.93938686740001 86.20003303655001 63.910026677050006 92.313586825200005 38.238138001450004 42.233786329550007 0.083290000000000017 37.663157789700008 -0.072169999999999998 -0.115385 62.068432857650002 35.337501601400007 85.678472159250006 85.872041144650012 0.085715000000000027 86.388225105700016 -0.24103499999999997 35.818873074050011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 28 6 -5 -6 18 -8 -9 -10 -11 -12 -7 -14 -15 16 -16 -2 19 29 21 -21 -22 -20 -25 -26 -27 -28 -3 -1
right_child=17 2 -4 4 5 12 7 8 9 10 11 -13 13 14 15 -17 -18 -19 23 20 22 -23 -24 24 25 26 27 -29 -30 -31
leaf_value=-0.0011740234651378939 -0.0028877736963613385 -0.0030778276216259998 -0.0033453706814658138 -0.0020180403077200842 0.0020861542288578014 0.0020413932369262922 0.00086966166978443308 0.0023068024939217543 -0.0047932205380623672 -0.0038999160236208676 0.0019116617832723745 -0.0019381049370170585 -0.0015753586641402237 0.0021533483482657463 0.00042631784678334272 0.00068107181824256647 -0.0030657045992066902 -4.6861560694296599e-05 0.0017972361334428557 -0.0001054773039885568 0.00086910282300816147 0.0027172998333919213 -0.0030358025600388905 -0.0023421592479329319 0.0025886361370596259 0.0025727330940919506 -0.0023186482035930079 0.00027410222817232026 0.0025034126356697152 -0.0041162610752400958
leaf_weight=5.0656392001546946 2.220665178494527 0.66861827642424021 4.0036203488125457 4.8204169115051618 14.943190690129994 8.8472884371876699 6.8507459079846766 2.9201316442340639 3.4943552808836129 3.2643379867076829 4.0247718160971981 4.6474471194669604 7.0568521935492745 11.620807588100432 3.4060062766075125 37.153018141631037 4.5517760086804628 122.43350929929875 8.3555940387304855 6.7332841120660314 2.1495858840644351 4.3278786428272733 2.833897078409791 4.5778873674571505 6.8724913224577895 5.633049998432397 2.9400807693600646 38.336968558840454 1.2183471062453461 1.8240726906806228
leaf_count=75 22 80 270 75 61 31 30 15 34 20 20 39 42 51 17 226 40 1210 54 45 12 18 28 40 19 22 17 238 14 35
internal_value=0.000161909 0.000313606 -0.0021053 0.000382357 0.000716616 0.000867134 0.000113443 -0.000718167 -0.00131093 -0.00199555 -0.00117654 -0.00015143 0.000616348 0.000418698 0.000666739 0.000283779 -0.00157109 -9.74713e-05 0.000347218 -0.000398552 0.000268937 0.000998985 -0.00135145 0.000603584 0.000432687 0.000668877 0.000387626 8.94259e-05 0.000525783 -0.00195299
internal_weight=337.796 213.142 5.89059 207.252 92.3994 87.5789 114.852 25.2018 18.351 15.4309 11.9366 8.67222 72.6357 63.7885 56.7316 45.1108 7.95778 124.654 89.6504 22.9344 16.0446 11.0612 4.98348 66.7161 58.3605 53.7826 46.9101 41.277 1.88697 6.88971
internal_count=2900 1668 364 1304 543 468 761 158 128 113 79 59 407 376 334 283 57 1232 603 213 103 63 40 390 336 296 277 255 94 110
is_linear=0
shrinkage=0.00297089


Tree=381
num_leaves=31
num_cat=0
split_feature=1 3 4 4 3 2 4 1 0 1 3 0 3 2 2 1 3 2 1 2 0 2 3 1 2 0 3 3 1 3
split_gain=1.5126 3.12172 2.55258 2.31015 2.43203 1.99729 2.92961 3.41702 2.8739 1.84281 2.70073 1.84176 2.17632 1.88719 5.28468 2.4258 3.39333 1.92626 2.59593 5.16477 3.04691 2.3973 3.42211 2.64826 2.01593 1.94861 1.88553 4.08142 2.80449 2.54967
threshold=69.873026810350026 0.25847000000000003 41.941595803500007 38.238138001450004 0.11906000000000001 -0.033594999999999993 34.542090938800008 82.987325570650015 97.671683879200017 71.429644067900014 0.10236000000000002 93.776108048200015 -0.16319499999999998 -0.060760000000000002 -0.040019999999999993 81.320481529800006 0.070195000000000021 -0.074434999999999987 75.28220456885002 -0.096499999999999989 102.21786657775002 -0.079074999999999993 0.086355000000000029 80.677940036650014 -0.080319999999999989 97.550703263350016 0.089785000000000018 0.087265000000000023 78.285212300550015 -0.064204999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 -1 5 11 6 8 -8 -2 -7 -11 12 -5 17 -15 16 -16 18 19 25 26 22 23 -22 -21 -13 27 29 -28 -20
right_child=1 -3 -4 4 -6 9 7 -9 -10 10 -12 13 -14 14 15 -17 -18 -19 20 24 21 -23 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=0.00048739351625731758 0.0018446916546370083 -0.003062704020149614 -7.0254971770187467e-05 0.00093494785315782107 0.0017093872606056982 0.001513408164493918 -0.0030198571612551042 0.00087570423671055084 -0.0026846055632437711 -0.0021848581051716392 0.0010955517083556076 0.0004784254988116717 -0.0026807711641279645 0.0022716896861088233 -0.001387487286100541 -0.0011633828395344332 0.00097643142296275449 -0.0022000411460937185 0.0018185162075226265 -0.0031892810167415326 -0.0029719635860630052 0.0021731617541268485 -0.0031166384423504394 0.000174051025590686 -0.00019593277622477988 -0.0018345458451103479 -0.0012012426213471557 0.0029018849915384529 0.0013779044076231847 -0.00062092924681548753
leaf_weight=123.82095474051312 2.5737307183444531 2.0548349051969117 81.940348075004295 1.4894802737981079 5.4846943318843833 3.4591672793030721 6.6450340955052507 1.6983241882408036 1.2503997085150329 3.3893428231822327 2.7155431566061452 12.530828524380924 3.0430534316692492 8.3083047494292241 4.6481512915343108 7.3387377321487284 16.949481882154942 2.608396236319094 4.4034007741138366 5.4225752986967564 1.8574449950829173 1.8454468743875647 3.0545771153410888 11.937374171917325 1.8002406433224667 2.6509224004112175 5.5380130931735021 6.1560670658946028 4.6668695881962776 6.1943786079064038
leaf_count=668 10 38 633 14 29 13 126 54 78 100 16 83 63 32 39 163 97 25 23 66 36 8 88 219 15 39 34 15 18 58
internal_value=0.000131119 -6.37354e-05 0.000265321 -1.96112e-05 0.000115707 -0.000753927 -0.00141269 -0.0022269 0.000363719 8.41606e-05 -0.000725684 3.79713e-05 -0.00149257 0.000102258 0.00054872 5.40149e-05 0.000467679 -0.000133049 -5.38294e-05 -0.000737127 0.0002815 -0.000478854 -0.000769319 -0.000249554 -0.00244321 7.4552e-05 0.000808776 0.00131466 -2.1754e-05 0.000392666
internal_weight=347.476 141.715 205.761 139.66 117.928 21.7315 12.1675 8.34336 3.82413 9.56405 6.10489 112.444 4.53253 107.911 37.2447 28.9364 21.5976 70.6665 68.0581 22.4046 45.6536 18.6948 16.8494 13.7948 7.22282 15.1818 26.9587 16.7538 10.2049 10.5978
internal_count=2900 1599 1301 1561 1164 397 268 180 88 129 116 1135 77 1058 331 299 136 727 702 203 499 351 343 255 81 122 148 96 52 81
is_linear=0
shrinkage=0.00245095


Tree=382
num_leaves=31
num_cat=0
split_feature=1 0 0 0 3 1 1 3 1 3 3 3 4 3 0 0 0 1 3 4 3 1 4 3 4 1 4 1 1 4
split_gain=2.59165 3.43698 3.435 3.28848 2.8422 3.87027 6.85425 2.74791 2.63113 2.79115 2.63704 2.50191 2.48851 3.02226 2.75972 2.45311 3.39301 2.426 2.31646 2.58202 2.29556 2.11067 3.87415 3.40904 2.7685 2.62983 6.12382 5.21236 4.3445 5.96971
threshold=70.343506983200015 86.530713386650021 96.249489528150022 98.201310130900012 0.083795000000000022 71.090898343450007 70.865067860500019 0.11614000000000002 78.220689305400015 0.085495000000000029 0.089785000000000018 -0.04931 42.599563320500003 0.088990000000000027 97.152811460000024 99.515966156650009 100.67200315280002 61.966271448700006 -0.101725 39.039757512550004 0.07870000000000002 64.434276012450013 41.322103772800006 0.08079500000000002 42.131954243650007 66.318885161900013 38.592454371550012 66.697957758300021 68.214248143850014 37.797539186950011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 4 12 -2 6 -6 11 9 -5 -11 18 13 20 -15 -10 -17 -9 -1 -20 -4 22 -3 -24 -25 26 -23 -27 29 -29
right_child=2 21 3 8 5 -7 -8 17 15 10 -12 -13 -14 14 -16 16 -18 -19 19 -21 -22 25 23 24 -26 27 -28 28 -30 -31
leaf_value=-0.00013072951514976803 -0.00010163641838165147 0.0015750393398949775 0.0003463926492595676 -0.0023616091657482075 -0.0024193134200496246 -0.0025206160337820959 0.0019350056246668255 -6.9426197807886643e-05 -0.0026707112960864111 0.0011695222361705999 -0.00094872616450373528 0.00030421675757763816 -0.00066414771382931686 0.0015538016507635384 -0.00062189666970163988 0.0013124365706730875 -8.4322256320778388e-05 -0.0021422132728796867 0.00054644098506715852 -0.0026440439103399362 0.0020128589013580114 0.00040346745887110032 0.001591989903603636 -0.0011449512981806553 0.00044754821216067887 0.0018736285667678818 -0.0023305293660006447 0.0013635286564717248 0.00057798394294208001 -0.0019679101987331148
leaf_weight=22.00963917654008 14.019276957958938 18.852253183722496 5.153349686414006 3.9664870160631862 3.043787928298114 6.6064036805182695 3.0040682330727577 5.1131245717406255 1.3533610785379995 3.3221366954967371 9.448425234295426 79.318989936262369 5.1806521210819474 3.5833508111536485 7.6295712850987911 8.4740953557193262 51.340297408634797 4.3881262112408876 1.5257780496031035 3.4813251085579395 10.502018716186283 11.272527862340214 7.4101195111870792 6.3991445824503925 15.932969152927397 9.646378815174101 4.922578550875186 3.2630236595869047 32.790814001113176 7.242629487067461
leaf_count=250 147 70 23 83 51 106 8 25 11 17 83 441 37 13 52 36 827 41 17 63 33 44 26 33 60 33 43 11 149 67
internal_value=0.000146219 0.000277087 -7.75058e-05 8.22042e-05 -0.000735863 -0.0014385 -0.000256453 2.69909e-05 -0.000144636 -0.000863112 -0.000397685 0.000121143 0.000633608 0.000883836 7.33985e-05 5.19579e-05 0.000113561 -0.00102674 -0.000416347 -0.00167183 0.0014643 0.000523157 0.000849766 0.000390048 -8.77378e-06 0.000293595 -0.000427544 0.00051419 0.000211309 -0.000933176
internal_weight=370.197 233.569 136.627 109.954 26.6735 12.6543 6.04786 115.837 77.9048 16.737 12.7706 106.336 32.0489 26.8683 11.2129 61.1678 59.8144 9.50125 27.0167 5.0071 15.6554 117.732 48.5945 29.7422 22.3321 69.138 16.1951 52.9428 43.2965 10.5057
internal_count=2900 1373 1527 1215 312 165 59 837 1057 183 100 771 158 121 65 874 863 66 330 80 56 536 189 119 93 347 87 260 227 78
is_linear=0
shrinkage=0.00204504


Tree=383
num_leaves=31
num_cat=0
split_feature=1 2 2 2 2 1 2 0 2 1 4 1 4 2 3 3 3 2 2 2 0 2 3 2 3 4 4 2 2 0
split_gain=0.421424 0.738549 0.734838 0.423125 1.86505 1.18204 1.42535 1.45174 0.897652 1.29851 0.805433 0.772095 0.652496 1.8669 1.66668 1.69482 1.70792 1.39109 2.50371 2.05918 2.59481 1.5635 1.51525 2.63521 1.1759 0.982045 1.75207 0.927194 2.10862 1.51982
threshold=89.912793714750009 -0.088944999999999996 -0.022239999999999999 -0.59309999999999985 -0.50001499999999999 75.551050381850018 -0.58180999999999994 91.410264893400026 -0.62958999999999998 78.285212300550015 40.580626202750004 71.666228383350017 42.599563320500003 -0.23871499999999998 0.083415000000000031 0.082325000000000023 0.080960000000000018 -0.082314999999999985 -0.046474999999999995 -0.086894999999999986 85.775256651950016 0.056285000000000009 0.090025000000000022 -0.10282499999999999 0.10211000000000002 43.082598263550004 43.509905336500005 -0.156745 0.066885000000000014 109.2481845889
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 8 5 6 -5 -8 10 11 -1 -10 -6 -14 15 16 25 19 -19 20 -16 24 23 -22 -20 -15 -27 -28 29 -29
right_child=1 2 -4 4 12 -7 7 -9 9 -11 -12 -13 13 14 17 -17 -18 18 21 -21 22 -23 -24 -25 -26 26 27 28 -30 -31
leaf_value=0.010768198982422048 -0.037889332323305894 0.010464822784731672 -0.037281792811641359 0.013126370464621642 0.0020788658002438088 -0.04321161877474318 -0.051914218909671336 -0.0035617004258562154 0.015796126167913135 0.031870465049500724 -0.020811841591086663 -0.010639626029423695 -0.031550420032076455 -0.016958144546354463 -0.046158030794491517 0.021580991842491393 -0.027007493614084586 -0.04304779622660658 -0.0093594241649834695 0.014638072055825412 0.025610142997301938 -0.03145613119597019 -0.022674829672370393 -0.012474524054641065 0.022389358002054282 0.027286730452173107 0.0066651209346244534 -0.034518267925378453 0.013568040660944834 0.014344305980647549
leaf_weight=1.9313413619529445 1.0243824896169829 1.7795449919649402 0.5577320902957571 2.2304257396608587 188.95122727059061 1.7945330286165697 1.4349661339074371 1.9026962537318466 3.0682700574398023 3.2538621781859547 2.3690126095898449 2.7689854009076953 2.6939842584542921 2.8538080076687065 2.1133905695751301 6.2463452010415486 2.6421536398120216 3.381673512980341 3.9788986938074213 7.2646990958601263 4.3539162166416618 2.387085682945326 3.6863859221339217 5.3157255128026017 2.5040640812367201 4.1183454736601588 16.655066206119962 3.7623291991185344 3.430782254319638 1.0791413113474844
leaf_count=21 184 66 110 12 1460 52 30 21 15 22 20 26 115 40 35 30 21 41 41 29 17 63 36 43 14 33 134 126 37 6
internal_value=0.000585308 -0.0121915 -0.0009287 0.000734355 0.000427321 -0.0175942 -0.00933796 -0.02435 0.00703444 0.0134976 -0.00662886 0.00325595 0.000923491 -0.00185866 -0.000803032 0.00418243 0.00103615 -0.00661529 -0.0164742 -0.00130217 -0.00878797 -0.00634318 -0.00287472 0.00467373 0.00290364 0.00335894 0.00535514 0.00173173 -0.00820098 -0.023627
internal_weight=291.535 3.36166 2.33728 288.173 274.782 7.36262 5.56809 3.33766 13.3915 9.09112 4.30035 5.83726 267.419 78.4678 75.7738 40.788 34.5416 34.9858 12.2517 22.7341 15.4694 8.87005 13.356 9.66964 6.48296 31.8995 29.0457 24.9273 8.27225 4.84147
internal_count=2900 360 176 2540 2436 115 63 51 104 63 41 41 2321 861 746 427 397 319 159 160 131 118 96 60 55 376 336 303 169 132
is_linear=0
shrinkage=0.036296


Tree=384
num_leaves=31
num_cat=0
split_feature=2 0 2 1 0 1 1 3 0 1 0 4 2 2 2 2 3 1 1 2 4 1 4 3 2 2 0 3 3 0
split_gain=0.384246 2.05683 1.56288 1.81013 3.10066 3.19055 3.13532 3.96706 2.41591 1.56898 3.19514 1.56816 1.97013 1.1163 2.0228 1.82103 3.37289 3.34284 1.67681 3.79192 2.05795 2.01362 3.064 1.72261 4.13595 3.50028 2.3526 1.65368 2.5047 1.91551
threshold=-0.065399999999999986 84.280473931450004 -0.054494999999999995 61.93938686740001 86.345209775600011 63.910026677050006 66.318885161900013 0.083905000000000021 86.036037090600004 66.697957758300021 92.313586825200005 40.621691032550004 -0.01762 -0.08459499999999999 -0.088099999999999998 -0.091779999999999987 0.082775000000000029 62.55235532115001 62.068432857650002 -0.081844999999999987 43.022303514600004 63.154569942350008 42.049402686800001 0.091250000000000012 -0.075840000000000005 -0.072569999999999982 98.327667663000014 0.083565000000000014 0.081815000000000013 101.33605231100002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=13 -2 -3 -4 8 11 7 -7 -5 -8 -11 -6 -13 14 15 27 -17 -18 20 21 -15 -20 -23 24 -21 26 -25 28 -1 -29
right_child=1 2 3 4 5 6 9 -9 -10 10 -12 12 -14 18 -16 16 17 -19 19 23 -22 22 -24 25 -26 -27 -28 29 -30 -31
leaf_value=-0.0016611421049438917 -0.017135013092766466 0.013246574351190386 0.01558296787216017 -0.0049970020442569431 0.03422697535376034 0.006177142084284327 0.027419020922766293 -0.051395224177219395 -0.037649414201512986 -0.030417444977059789 0.0024362013530875122 0.022483676227924729 -0.0084695866081310137 -0.0038109392709821418 0.012118104570333322 0.011939740593017221 -0.051208054405433148 -0.0077755799269563844 -0.05381106667714261 0.016862669233625411 0.021996302539499395 -0.047956977656880284 0.0088674888769584362 -0.050269646734117768 -0.026855474882340299 0.012520273143192448 -0.0042431658117416124 0.0049769591681976134 -0.028509246802444686 -0.017509127147045393
leaf_weight=45.08563479478471 5.2239367130678138 12.702527198940514 8.0621013492345792 6.2829567836597544 3.6288474872708312 2.1523679997771969 2.1873162984848014 2.5694139981642365 3.4269186798483133 3.0951423998922101 45.218036643462256 4.8204184845089904 3.4542250931262961 11.536638651043175 14.136271791590842 3.6544829107588139 2.8639533519744873 4.3959982622181997 2.3976074978709212 7.8196402626344952 4.0979043943807474 1.709483119659126 2.0327920182608068 2.7002499988302588 2.9041354039218312 2.8509990694001308 1.818759527930524 68.656022907234728 3.6777954395802217 3.9189347168139639
leaf_count=731 150 74 38 52 21 15 10 26 33 60 529 21 23 62 88 22 27 42 18 47 17 34 18 31 35 21 17 434 44 160
internal_value=0.000454075 0.00198906 0.00301266 0.00148144 1.81919e-06 0.00239189 -0.000774545 -0.0251515 -0.0165211 0.0015047 0.000331461 0.0170815 0.00956233 -0.000393322 0.000870528 -0.000331706 -0.012571 -0.0249091 -0.00503396 -0.010187 0.00295329 -0.0314295 -0.0170901 -0.00297862 0.00502324 -0.0146218 -0.0317454 0.000769223 -0.00368606 0.00376275
internal_weight=289.082 102.824 97.6003 84.8977 76.8356 67.1258 55.2223 4.72178 9.70988 50.5005 48.3132 11.9035 8.27464 186.257 146.389 132.253 10.9144 7.25995 39.8682 24.2337 15.6345 6.13988 3.74228 18.0938 10.7238 7.37001 4.51901 121.338 48.7634 72.575
internal_count=2900 1052 902 828 790 705 640 41 85 599 589 65 44 1848 1548 1460 91 69 300 221 79 70 52 151 82 69 48 1369 775 594
is_linear=0
shrinkage=0.0312825


Tree=385
num_leaves=31
num_cat=0
split_feature=1 4 0 4 2 3 3 2 0 1 0 1 3 1 3 2 3 1 1 0 2 2 1 4 1 4 3 1 1 1
split_gain=2.14382 3.4401 2.95139 2.31741 2.29557 3.45734 2.13401 2.06054 1.9749 2.26134 1.896 1.88407 1.86813 1.98941 1.86653 1.79323 2.28275 1.74609 2.54055 2.46033 1.70708 3.27982 2.82223 4.54585 2.38304 4.18818 2.38087 4.86731 1.75717 1.41026
threshold=69.873026810350026 38.238138001450004 86.530713386650021 44.015822920550008 -0.033594999999999993 -0.22588499999999997 0.12064000000000002 -0.024989999999999998 93.776108048200015 70.085415002650009 91.625341543800019 71.787208999250012 -0.04931 64.84561010645001 0.25847000000000003 -0.117115 0.094165000000000013 71.429644067900014 78.220689305400015 102.11570516885001 -0.068524999999999989 -0.083794999999999994 64.071334164850015 38.238138001450004 67.980352286500008 41.872669623500009 0.083905000000000021 65.966697146800016 62.116825104000007 87.33187390945001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 6 20 5 -2 12 -6 9 -3 -5 -11 13 -1 -8 16 -7 -9 -19 -20 21 26 -22 -24 25 -25 27 -4 -23 -10
right_child=1 8 3 10 7 15 14 17 29 11 -12 -13 -14 -15 -16 -17 -18 18 19 -21 22 28 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.00061103083285359873 0.0011448503676838532 -0.0039305145781717296 -0.0020746049920001351 0.00049593284998711816 0.0024389926919554713 -0.0026217084383074545 -0.00241303724839796 0.0010291480333685756 0.00020730603588659828 0.00080750348694253761 -0.0019146530694173687 -0.0028776946586281287 0.00029049707143636352 0.0015815975339522194 -0.00016987012937476521 -0.0029204484002419363 0.00029678171425406765 -0.0031695505789571961 0.0013401802975676245 -0.0024942127547150925 0.0016946501800222489 0.00017293476065101897 0.0014972849372903063 -0.0031327553908800376 0.00096924518080272835 0.00049157902000294734 0.0010057628746799696 0.0010114530043252193 -0.0016298450251852408 -0.00066931619160072128
leaf_weight=23.887338210362945 2.1528149193618455 1.3070666790008534 4.4256422854959947 3.3623804152011862 1.4662119550630457 2.6639909063233054 3.3382855430245391 2.7109775096178019 107.55448983516544 2.2266229195520286 3.4226207099854946 1.0666438085027037 77.195681002922356 2.3639561347663394 4.5654353126883507 5.6107862162170941 2.9204713152721524 2.1327468771487474 2.392119744792581 1.3669885548297314 17.749633438885212 5.8405090570449811 10.422644734382631 3.545025294646619 3.1477805227041245 3.1127137430012226 31.756347835063934 6.6467416770756245 5.4176024347543716 10.468228901503606
leaf_count=312 35 9 27 19 7 92 33 10 780 21 51 47 449 17 25 114 37 24 14 78 73 24 37 31 11 18 116 29 29 331
internal_value=0.000131703 -8.0492e-05 0.000279129 0.000565868 -0.000881248 -0.00150125 2.4581e-05 -5.93363e-05 7.2427e-05 -0.00139314 -0.000720061 -0.000386082 0.000111826 -0.000413582 -0.00111731 -0.00201009 -0.00109544 -0.000485136 -0.00118189 -5.41853e-05 0.000660638 0.000400484 0.00103114 0.000448933 -0.000665399 -0.00143826 0.000688341 -0.000222047 -0.000694595 0.000129553
internal_weight=356.24 146.04 210.2 98.8496 23.4171 13.3481 111.351 10.069 122.623 4.60033 6.785 3.29327 103.447 26.2513 7.90372 11.1952 5.58446 8.60283 5.89186 3.75911 92.0646 54.0868 37.9778 20.2282 9.80552 6.65774 42.8287 11.0724 11.2581 118.023
internal_count=2900 1599 1301 465 411 278 836 133 1188 77 70 68 778 329 58 243 129 126 116 92 395 225 170 97 60 49 172 56 53 1111
is_linear=0
shrinkage=0.00227998


Tree=386
num_leaves=31
num_cat=0
split_feature=1 0 4 0 0 3 0 0 3 3 0 3 1 1 1 4 1 1 1 2 2 4 1 4 4 3 4 0 4 4
split_gain=1.85369 3.52628 2.70137 2.35104 2.49902 2.32672 1.91813 1.49125 1.81294 1.61888 1.96822 1.74244 2.1133 1.47769 2.32314 4.11763 6.08779 3.01973 4.43703 2.2641 1.45844 1.34558 1.49701 1.27517 2.03833 1.2587 2.58374 1.48717 1.69149 2.32738
threshold=70.182199495350019 94.550383989750017 40.305698932850007 87.181320254150009 93.972365491700018 -0.16319499999999998 86.866770652900016 86.530713386650021 0.095645000000000022 0.12064000000000002 85.872041144650012 -0.04931 65.036490633650018 70.085415002650009 66.697957758300021 37.797539186950011 67.649671936450019 66.318885161900013 65.630639880500027 -0.11420499999999999 -0.16030499999999998 41.495754733000005 64.654729579150015 43.124157941850008 42.541806567400009 -0.101725 39.039757512550004 85.807518149550006 38.994321257850011 41.792045663550006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 6 13 -4 7 9 -9 11 -11 12 25 14 17 -16 -17 18 21 -18 -7 22 -5 24 -23 27 -27 28 -1 -30
right_child=1 -3 5 4 -6 20 -8 8 -10 10 -12 -13 -14 -15 15 16 19 -19 -20 -21 -22 23 -24 -25 -26 26 -28 -29 29 -31
leaf_value=-0.0019155020157620671 -0.0037985283989904277 1.3271178128703127e-05 0.0021228192375145733 0.002162333517199775 -0.0009188359792832051 0.0010840694850959278 -0.0017589245146927906 0.0001349378815560389 0.0022543536530480221 -9.715580671218154e-05 -0.0029223262894196335 0.00032967712083806016 0.0025345390462526555 0.0023514339426999654 0.0014175200879291416 -0.0035307180402870046 0.0015547714947992453 0.0025129490631118226 -0.0014740062993792015 -0.00086970864995139713 -0.00309231938938073 0.00086050921777044878 0.00059837235985611291 0.0014450986433323296 -0.0015652232558516991 0.00091277276660998205 -0.0034518231185846383 -0.001879335602482512 0.0021334813408062465 -0.00037762544947078441
leaf_weight=2.8633219785988429 3.2351247323676935 117.88132533599855 1.6108731338754294 12.336784817278387 7.0162141798064104 0.86926658777520049 4.1474606841802588 7.1194757670164091 5.2693942785263062 4.9067314472049466 2.9700754899531603 78.11456059711054 1.6245837230235327 4.2778191212564698 9.945990167558195 4.4955516625195768 5.2511107269674566 8.6151802912354452 5.8850624002516261 6.426926594227548 2.2542930212803189 7.0807366594672221 7.3145868107676497 7.2461918890476218 4.1062968373298645 1.5309854289516796 3.0348180793225765 4.0178657770156851 4.0411911197006694 8.7983851276803744
leaf_count=59 46 1394 15 53 58 14 24 29 18 29 29 449 8 14 35 44 29 32 37 32 81 27 29 30 22 17 62 25 28 131
internal_value=0.000158847 -0.000105946 -0.00186933 0.000311405 0.000650881 -0.000551081 7.35298e-05 0.000134677 0.0010364 3.48463e-05 -0.00116243 0.000125504 -0.000490019 0.000783602 0.000698386 3.06605e-05 -0.000822192 0.00103005 0.000739503 0.000220476 -0.00193006 0.00108155 0.0015802 0.000549943 -2.98767e-05 -0.000692338 -0.00198831 -0.000392292 -1.18059e-05 0.000412733
internal_weight=344.288 125.851 7.96956 218.437 89.9985 4.73443 128.439 124.291 12.3889 111.903 7.87681 104.026 25.9112 82.9822 78.7044 26.1196 16.1736 52.5848 43.9697 11.678 3.12356 38.0846 19.6514 18.4332 11.187 24.2866 4.5658 19.7208 15.7029 12.8396
internal_count=2900 1550 156 1350 442 110 908 884 47 837 58 779 330 384 370 140 105 230 198 61 95 161 82 79 49 322 79 243 218 159
is_linear=0
shrinkage=0.00273913


Tree=387
num_leaves=31
num_cat=0
split_feature=1 2 0 4 2 2 4 3 0 1 3 2 0 0 4 4 2 1 4 1 3 4 3 3 0 3 2 4 1 0
split_gain=0.398472 0.673487 0.668315 0.974149 0.40521 0.519885 2.35344 0.578062 0.424653 1.37704 1.67366 1.91569 1.24436 1.64412 1.87272 1.61666 1.01328 2.71028 2.52547 2.31117 1.81869 4.74413 2.66063 1.99755 1.80068 1.79128 2.02891 1.62914 1.3833 2.67451
threshold=89.912793714750009 -0.088944999999999996 122.45926784190002 45.027406014450008 0.68694500000000025 0.27148500000000009 38.938637541200009 0.094415000000000013 85.716110573100011 62.00390986255001 0.10332500000000001 -0.22089 85.807518149550006 86.001087134900004 40.532725462000009 42.718072821900002 -0.068524999999999989 63.910026677050006 42.297164883650005 65.111767461350013 0.070195000000000021 38.386256906100009 0.083795000000000022 -0.098985000000000004 86.345209775600011 0.087265000000000023 0.049235000000000008 40.259171735100004 62.00390986255001 86.232294534150014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 -3 5 8 7 -7 9 -1 11 -11 -10 14 -14 -16 28 18 24 -19 21 -21 -22 27 -18 26 -24 -23 -15 -30
right_child=1 2 -4 -5 -6 6 -8 -9 12 10 -12 -13 13 16 15 -17 17 19 -20 20 22 23 25 -25 -26 -27 -28 -29 29 -31
leaf_value=0.00052040243081634115 -0.030172927715325933 -0.029963810707719234 -0.030542696975959349 0.019267001767145138 0.0097892987490759489 -0.0083203547756520169 -0.040699232077331435 0.015160905649200477 0.010859335431877108 -0.0013113586937376089 0.0083108570661886479 -0.033389494366851354 0.00068974925540068056 -0.012680742467543346 -0.038588480857233425 -0.0037277042779690099 0.0036543393541205184 -0.028756935343227204 -0.0060177691273669114 0.0094386058105585448 0.019739866425790648 0.008806855439101053 -0.046640988611790064 -0.046502184152563263 0.022461866046943193 0.0034148312927943423 -0.0023604526338257843 -0.028634351346932613 0.01931357300581486 -0.00057366117576066367
leaf_weight=37.028678730595857 0.95075230268412303 0.44981034242664408 0.50957598612876598 1.3640529341064391 3.9597067856229833 1.7191471222322428 1.4014649661257861 1.8126900349743662 10.530421920120714 2.696323239710182 2.4288608711212873 3.7401354210451228 5.4950763508677465 7.2253844048827878 2.7409687535837293 1.8926153741776941 6.2871693260967794 2.2382810041308394 5.3399841403588644 6.5360379887279105 7.7644618598278603 1.6686872933059929 1.3398661219980597 2.4147677563596517 13.448495455086229 25.638674502028152 2.487793359789066 2.3631455502472818 5.9755697771906844 119.57227100461023
leaf_count=423 184 87 75 14 36 36 30 13 41 40 17 89 25 40 34 14 30 18 40 49 61 10 19 30 68 209 39 33 23 1073
internal_value=0.000458241 -0.0096047 -0.00118817 0.00705851 0.000573546 0.000444045 -0.00889069 0.00373123 0.000610382 -0.00193841 -0.0122084 -0.0199515 0.00111685 0.000651432 -0.010765 -0.0243494 0.00120128 0.00383654 0.0116814 8.61353e-05 0.00137183 -0.00797774 0.00463208 -0.0256357 0.0164704 0.000651141 -0.0178608 -0.0131383 -0.000337475 0.000372891
internal_weight=289.021 3.27419 2.32344 1.81386 285.747 281.787 4.9333 3.53184 276.854 45.894 8.86532 6.43646 230.96 220.429 10.1287 4.63358 210.301 77.5274 25.0756 52.4517 50.2134 12.9826 37.2308 6.4466 19.7357 29.4663 3.82766 4.03183 132.773 125.548
internal_count=2900 360 176 101 2540 2504 79 49 2425 569 146 129 1856 1815 73 48 1742 606 138 468 450 122 328 73 98 267 58 43 1136 1096
is_linear=0
shrinkage=0.0290103


Tree=388
num_leaves=31
num_cat=0
split_feature=0 3 3 2 2 3 4 1 4 1 1 1 4 4 4 2 4 4 2 4 3 4 4 3 4 1 2 2 1 1
split_gain=0.371752 0.437986 1.01372 0.649783 1.02484 0.823392 0.527554 1.14406 0.660751 0.623095 0.554216 3.59691 0.806277 1.66706 1.59121 0.661311 1.86551 2.00654 1.83473 3.29523 1.84301 5.36928 1.87675 2.36519 1.82536 1.58763 1.46498 2.45604 5.20622 5.51969
threshold=113.28087178455002 -0.27223499999999995 -0.27687999999999996 -0.068524999999999989 -0.23361999999999997 -0.5582649999999999 32.785955158400007 69.276189105400007 34.542090938800008 69.563854125350005 60.474177186300004 57.960468834350003 41.919251152600005 40.742467179200005 44.921040431000009 -0.062629999999999991 40.259171735100004 40.496232821400007 -0.075840000000000005 38.994321257850011 0.098005000000000023 36.514114975300011 36.735256530150004 0.09310000000000003 41.24714903835001 64.654729579150015 -0.12350999999999999 -0.098345000000000002 62.197478847950002 68.961639504150014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 5 -1 7 -3 9 -8 11 12 13 -10 -14 16 18 -18 20 -20 22 -22 23 -12 -17 -23 -19 28 -28 -30
right_child=-2 6 -4 -5 -6 -7 8 -9 10 -11 15 -13 14 -15 -16 24 17 26 19 -21 21 25 -24 -25 -26 -27 27 -29 29 -31
leaf_value=0.00085828900486665594 -0.0081287670351011219 -0.00094052121121382523 -0.031244302352756111 -0.020416930590454626 0.012487776286554543 -0.034671113359504693 0.016300975706180807 -0.036602560698372602 -0.0073223993840668211 0.00094867839396424935 -0.032708633757798873 -0.033471652535319224 -0.030956200104599721 0.026086648164446623 0.0022293215290596917 0.0055087150189075621 0.019671676043412762 0.0046449941423800751 -0.003591251309781952 -0.046611633374316834 0.012664265242235039 -0.01274777146232634 0.0029880915759058877 0.010208102843392937 -0.0024420860953847474 -0.043065832550338773 -0.040495012220283129 0.00046929445633374763 0.023495242261627153 -0.026032301572164542
leaf_weight=1.214456970104947 3.5542948497604803 2.5603842567652459 0.96735022822394867 1.0904339479748157 2.8026467685122047 0.73267857660539437 3.6800249312072983 0.83602539566345502 1.9180239289998988 3.7288993482943624 2.4336144131375508 2.4789672342594704 1.238468477851711 2.302557819057256 5.5424665666650981 56.964205851661973 4.1205866145901373 44.668829330126755 3.3957782162469803 1.9716740436851976 3.2565166878048313 2.0168087407946587 24.938380162697285 1.4273191615939138 31.370837533962913 3.0251895777182654 3.3579874588176519 62.434147999272689 3.3628733530640602 2.9677316667512059
leaf_count=25 304 39 31 42 27 31 25 53 23 44 43 43 75 17 38 384 23 458 38 17 24 12 192 12 343 59 29 402 14 33
internal_value=0.000378148 0.000485063 -0.00614744 -0.00199049 0.00223977 -0.0125109 0.000648655 -0.00971872 0.000777824 0.00857419 0.000560011 -0.00466867 0.00182149 0.0109041 -0.00383167 0.000840033 -0.000157564 0.00151861 -0.00493016 -0.0193943 -0.00283743 -0.0138279 0.000329459 -0.0168431 0.00268511 -0.0309386 0.00087814 -0.00145484 -0.0138541 0.000277168
internal_weight=286.36 282.806 6.80757 5.84022 4.74978 1.94714 275.998 3.39641 272.602 7.40892 265.193 13.4805 11.0015 4.22058 6.78094 251.712 163.377 120.912 42.4653 5.36745 37.0978 8.29852 28.7993 3.86093 88.335 5.042 116.792 72.1227 9.68859 6.33061
internal_count=2900 2596 156 125 83 56 2440 92 2348 69 2279 196 153 40 113 2083 1356 959 397 55 342 95 247 55 727 71 936 478 76 47
is_linear=0
shrinkage=0.0264688


Tree=389
num_leaves=31
num_cat=0
split_feature=0 4 1 0 3 4 0 4 0 3 2 0 4 0 2 2 2 1 0 0 1 2 3 3 3 2 3 3 1 3
split_gain=2.07446 2.60173 2.0949 3.2209 2.05164 1.99464 2.74811 2.60423 2.12909 2.61235 3.55233 3.10912 3.10238 4.09175 2.00952 3.21587 3.12432 2.14009 4.54566 4.58777 4.64988 2.35325 3.50784 3.56451 2.7355 2.79248 1.9911 1.92828 2.20827 1.82181
threshold=98.201310130900012 36.735256530150004 76.919475570250015 100.13162306855001 0.11467000000000002 42.178283198950005 75.994645973400011 42.34047585750001 97.32487278035002 0.088165000000000021 -0.24103499999999997 94.230457472250009 43.57842012870001 86.692020874450009 -0.067574999999999996 -0.053019999999999991 -0.040019999999999993 61.409760615700009 85.656964494200011 85.872041144650012 61.998532946250002 -0.095019999999999993 0.077470000000000025 0.086655000000000024 0.092095000000000024 -0.075840000000000005 0.11308000000000003 0.082975000000000021 71.225321249950014 0.087265000000000023
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 4 3 26 -2 6 -1 -7 9 10 -9 12 13 -11 17 -16 -17 -8 -19 -20 -21 27 -23 -24 -25 -26 -3 -22 -29 -12
right_child=1 2 -4 -5 -6 7 14 8 -10 11 29 -13 -14 -15 15 16 -18 18 19 20 21 22 23 24 25 -27 -28 28 -30 -31
leaf_value=-0.0010971002501531928 -0.0020351464243706873 -0.00083639989889585774 7.6475662030986227e-05 -0.0023997024542444199 0.00082479849089354658 -0.0014485054826360178 0.0010954555421656311 -0.0019915878119262953 0.0012547536449036059 -0.0014503882745898677 0.00016897966249915112 -0.0022579732318261598 0.00089980892674933091 0.00024876781826576656 0.0012603222002812223 -0.00082582594540799698 0.00050002368683041941 -0.0013157789016934364 0.0013055792565842383 -0.0016321913807297529 -0.00028049948909495158 0.0013331773418547455 -0.0024047647820070257 0.00041180238515254339 -0.0018123535421268996 0.00045856979702778295 0.0011152103600109587 0.00084339144306095433 -0.00025509159849893134 0.0012021528790264239
leaf_weight=4.4122273549437514 3.7754954494303083 4.993146996945141 60.57606263528578 2.9220671560615301 1.0353028583340345 3.9266399992629877 7.4503614213317624 2.3238797946833065 4.5050974022597066 9.4903447022661656 52.89776681852527 2.8534775320440522 5.6173992529511443 8.8919760603457672 16.463592067360878 6.3837601318955413 58.647505292668939 6.8680829904042175 10.742948167026041 4.9827013164758673 10.227786684408775 3.6181031651795008 2.9898035489022758 8.8969687744975108 5.1979941367171767 2.6472338158637214 2.5623055957257748 27.59630605392158 7.5496774427592745 6.1735378410667172
leaf_count=109 189 54 742 48 18 39 37 95 20 96 418 39 39 37 60 36 296 63 33 30 60 14 23 44 50 13 12 103 58 25
internal_value=0.000125352 -0.000138774 -5.20488e-05 -0.000795117 -0.00141967 0.000196571 0.000306216 -1.28686e-05 4.79079e-05 -1.37018e-05 0.000191089 -0.000481922 -0.000270756 -0.000628465 0.000340564 0.000549761 0.000369872 0.000167953 9.22806e-05 0.000206795 4.66437e-05 0.000168365 -0.00029589 -0.0005946 -0.000271342 -0.00104607 -0.000174544 0.000407278 0.000607427 0.000276957
internal_weight=357.22 75.8644 71.0536 10.4775 4.8108 281.355 184.675 96.6801 92.7535 88.2484 61.3952 26.8532 23.9997 18.3823 180.263 81.4949 65.0313 98.768 91.3176 84.4495 73.7066 68.7239 23.3501 19.732 16.7422 7.84523 7.55545 45.3738 35.146 59.0713
internal_count=2900 1063 856 114 207 1837 1029 808 769 749 538 211 172 133 920 392 332 528 491 428 395 365 144 130 107 63 66 221 161 443
is_linear=0
shrinkage=0.00179978


Tree=390
num_leaves=31
num_cat=0
split_feature=0 4 3 2 3 3 0 4 0 2 2 2 2 2 0 4 3 2 2 2 3 3 3 3 2 1 0 3 1 4
split_gain=1.38859 3.32081 2.04278 1.89382 1.67969 1.76909 1.97314 1.57743 2.24772 2.17815 2.34445 2.41961 2.09897 2.13346 1.53965 1.52472 2.88805 1.51223 1.509 2.04218 1.42089 3.39153 1.53929 2.08003 1.40575 1.37261 3.39274 2.39864 2.1371 2.16234
threshold=102.84427732220001 44.710446918150005 0.090720000000000023 -0.21094499999999999 0.089785000000000018 -0.21013499999999999 103.44649194340002 42.178283198950005 75.994645973400011 0.11970500000000002 0.06041500000000001 -0.072569999999999982 -0.031989999999999998 -0.026349999999999998 87.568458224950021 42.686561923500008 0.087405000000000024 -0.16717499999999999 -0.080319999999999989 -0.082314999999999985 0.075065000000000021 0.078505000000000019 0.079785000000000009 0.085715000000000027 0.15973500000000004 63.910026677050006 87.181320254150009 -0.13743499999999997 62.837331883000012 39.530201452500002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 2 4 -3 5 17 -7 8 -1 10 11 18 14 -14 -13 -15 -17 -2 19 -9 -5 -22 -23 -24 -11 28 27 -27 29 -10
right_child=1 3 -4 20 -6 6 -8 9 25 24 -12 12 13 15 -16 16 -18 -19 -20 -21 21 22 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0016468818507612713 0.0022182257388729818 -0.0034314866044446203 -0.0032920006672214766 0.0017886220706729271 0.0015837911380051665 0.0012854975737270321 -0.0025456780683079543 0.0001200661468665668 0.0013895435072374075 -0.0034035216471876004 0.0022392663527813802 -0.0042920288885142958 0.0021332280502577468 -0.0027018082417636915 -0.0011219737955883802 -0.0032605515492026421 0.0010723829609740722 -0.001658385127107122 0.0015110485792795393 -0.0023592736656884946 -0.0030464979520691271 0.0024606849289448029 -0.0037855994139273006 0.0013356813334495109 -0.00052925974370270198 0.00052484827643916134 0.00029731672291104743 -0.0038340401848028847 0.0021690039728086479 0.00027520607516304311
leaf_weight=4.2149751759134224 1.777784427860752 0.8681951854377975 3.1307378626661366 6.1069932729005796 1.9362535588443268 1.228725686669353 6.4694791246438399 73.526590917026624 17.545526523143053 2.332696341443806 3.556149646639823 2.2029949761927119 2.0870022559538475 2.7266450207680446 2.526660259347409 1.6644758083857594 4.0733538139611483 1.3675440035294721 5.7115329504013053 2.6436437293887129 2.0603074221871793 3.0191780934110284 0.92641911306418512 1.7790624182671306 2.9727743417024612 1.5264660287648437 111.85831770231016 2.658878347836434 6.7519527077674857 56.2893141573295
leaf_count=109 27 20 149 46 20 8 255 568 78 56 22 24 14 48 22 50 24 55 26 23 67 26 31 24 37 14 711 41 35 270
internal_value=0.000155119 -0.000407171 -0.00128555 0.000539672 -0.000794024 -0.00121861 -0.00193418 0.000211318 0.000355692 -6.21753e-05 2.8998e-05 -5.18976e-05 -0.00106431 -0.000376605 -0.00259853 -0.000995429 -0.00018455 0.000532731 0.000137044 3.40156e-05 0.000787854 2.7916e-06 0.00110023 -0.000417963 -0.00179301 0.000398619 0.000205649 -0.00224428 0.000676494 0.000540008
internal_weight=337.541 30.6707 15.9105 14.7602 12.7798 10.8435 7.6982 306.87 200.845 106.025 100.719 97.1629 15.2811 10.5515 4.72966 8.46447 5.73783 3.14533 81.8818 76.1702 13.892 7.78497 5.72466 2.70548 5.30547 196.63 116.044 4.18534 80.5868 73.8348
internal_count=2900 728 514 214 365 345 263 2172 1258 914 821 799 182 136 46 122 74 82 617 591 194 148 81 55 93 1149 766 55 383 348
is_linear=0
shrinkage=0.00277154


Tree=391
num_leaves=31
num_cat=0
split_feature=0 1 0 0 3 2 2 1 3 3 3 2 4 3 3 3 3 3 4 1 1 3 0 0 1 4 1 3 0 4
split_gain=2.15017 3.05279 2.91412 2.86309 2.2749 4.48518 3.85601 3.08668 2.2646 2.41124 2.54561 4.36145 2.39218 2.33486 3.63478 2.44728 2.33294 2.17235 2.097 2.48251 2.82325 4.49519 2.13531 2.93464 2.0768 2.53115 2.43802 2.91658 2.0001 1.97625
threshold=93.972365491700018 71.787208999250012 87.181320254150009 86.866770652900016 0.089580000000000021 -0.048664999999999993 -0.12350999999999999 70.96454081135002 0.12064000000000002 0.093295000000000031 0.088105000000000017 -0.071129999999999985 41.24714903835001 0.085765000000000022 0.084365000000000009 0.082055000000000017 0.090390000000000012 0.25847000000000003 37.572218886150004 72.496961945650014 74.986474174450009 -0.21013499999999999 98.615332683000005 99.20948192980002 64.434276012450013 41.495754733000005 70.182199495350019 -0.16319499999999998 93.867515624600017 37.797539186950011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 8 5 -2 -6 -8 9 10 13 16 -11 14 15 -1 -12 -10 -3 -20 21 -21 -22 -24 25 -4 28 -28 29 -26
right_child=1 18 24 -5 6 -7 7 -9 17 12 11 -13 -14 -15 -16 -17 -18 -19 19 20 22 -23 23 -25 26 -27 27 -29 -30 -31
leaf_value=-0.00019936890203491349 -0.0027340866398212018 -0.0011838968808702585 0.0022555045725122769 -0.0021616219473542912 0.0019925792473047947 0.00021927582138805586 6.56162875583575e-05 -0.0033950833917283148 -0.0027612307627598513 0.0014355900525403582 -0.0019820267496503952 -0.003942687198317427 6.0108420205353031e-05 0.0012776546807645162 -0.0035717977419066401 0.0013559444593414611 0.00066294975416221892 -4.7998802609120221e-05 0.0018499313336888916 0.001799390619070172 0.0009194656147180208 -0.0033904867109896416 -0.0037579037579224088 5.4773178661582055e-05 0.001045056427239564 0.00065013293679166864 0.001294893856974004 -0.0035296601304319105 0.0022284852988148003 -7.3343163712108356e-05
leaf_weight=39.131910064024851 9.7319557568989712 8.4990795035846514 12.130568958818914 4.1238445416092864 4.5073394533246747 6.2710988353937891 5.5540814888663572 2.9144313894212246 3.7267508748918754 20.658842477016151 3.8207448292523605 3.079665637575089 17.171857456676662 12.13189562782645 2.0869699306786051 9.2830761205404979 7.0121378805488348 5.3022444285452366 6.5187219996005288 1.8133428711444137 24.01977230142802 3.8992735603824249 1.5382633227854956 56.130913580185734 20.153215046972036 18.230333976447582 1.5155266569927337 2.4024213310331097 4.8565099928528062 27.994543955661356
leaf_count=408 118 281 51 24 21 38 43 43 35 84 36 43 100 60 22 38 37 28 32 10 138 59 20 718 77 71 14 66 17 168
internal_value=0.000165099 -0.00010931 0.000332951 7.05418e-05 -0.000889681 -0.00157676 -4.23146e-05 -0.00112538 0.000145134 0.000248785 -2.91914e-05 -0.00108293 0.000811241 0.00020487 -5.28412e-05 9.88465e-05 -0.00026993 -0.0011679 0.000111491 0.000228714 0.000107797 -0.00174308 0.000237231 -4.69259e-05 0.00071636 0.00129155 0.000409566 -0.00166344 0.000562798 0.000394786
internal_weight=346.211 131.398 214.813 127.53 28.9789 16.0031 12.9759 8.46851 123.406 114.377 76.5464 13.9125 37.8307 62.6339 50.502 48.415 10.8329 9.029 102.419 93.9203 87.4016 5.71262 81.6889 57.6692 87.2831 30.3609 56.9222 3.91795 53.0043 48.1478
internal_count=2900 1521 1379 915 263 156 107 86 891 828 644 116 184 528 468 446 73 63 1258 977 945 69 876 738 464 122 342 80 262 245
is_linear=0
shrinkage=0.00272331


Tree=392
num_leaves=31
num_cat=0
split_feature=0 4 0 0 0 4 1 3 2 4 2 1 0 1 1 0 4 3 3 3 1 4 3 2 3 4 4 3 3 3
split_gain=1.82281 3.0892 3.2951 3.02428 2.83433 2.07713 2.61515 3.03571 4.64097 2.83961 2.70559 2.0985 2.07221 2.70406 2.05571 2.80845 2.04157 2.00428 3.73621 3.40171 2.93454 2.67202 2.37005 2.31145 2.1489 2.17088 2.01313 1.89735 2.3106 2.69218
threshold=93.972365491700018 38.238138001450004 94.964406541850011 95.071944867050021 87.181320254150009 38.386256906100009 71.787208999250012 0.089580000000000021 -0.11131999999999999 41.395309858300003 -0.048664999999999993 72.187789260650007 96.588235252600015 72.953999827850012 77.52437864960001 101.23657936015002 44.086690780350004 0.092290000000000025 0.087265000000000023 0.11906000000000001 80.677940036650014 40.380906245900007 -0.098985000000000004 -0.033594999999999993 0.088670000000000013 41.24714903835001 46.177190236600005 0.12064000000000002 0.093295000000000031 0.088105000000000017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 -2 -4 27 -3 7 10 -9 -10 -7 -8 -5 -14 -15 -16 -6 18 22 20 21 -19 23 26 -20 -26 -13 28 29 -1
right_child=1 5 3 12 16 6 11 8 9 -11 -12 17 13 14 15 -17 -18 19 24 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.00012461924744105042 -0.0032418160409118219 0.0021344753893143028 0.0027470624112067642 -0.0034958764690995727 0.0007340326826396988 -0.0022750496564626394 0.0023428173247446536 0.0023238743775591797 0.00052626654525572681 -0.002984962801973798 0.00068275022405273988 0.0018147664306171914 0.0012154315290080833 -0.0029504772175082462 0.0013811442776607791 -0.0015868592815396901 -0.00087095468574131807 -0.0037400785731793547 0.0021573063072062052 0.0010754493049966668 0.00022846153264494015 -0.0010324524421006613 -0.0003836999551691779 -0.00092730637592662742 0.0012766671892011621 -0.0012571993907085129 -0.00032689697943281542 -0.00099684067004503067 0.00063930424977628249 -0.0010362658437657885
leaf_weight=66.154114816803485 3.0733709759078947 2.8786803786642841 1.5318381953984523 1.5514936503022934 80.850615748204291 8.4031145586632174 2.6624569427222005 3.8111432641744614 2.8117443397641164 2.6350560504943132 2.3336840290576246 9.5117964542005229 3.8295937590301028 2.8069952675141385 2.9041402009315771 5.3542767364997417 4.9682662948034695 3.0660784803330952 8.9232684818562138 6.2250806028023353 6.688752692192792 7.2241887971758842 31.188600806868635 3.7764848419465116 6.4221033854410035 2.8979754620231688 3.5631128940731278 9.1329708183184248 38.834797480143607 14.358819117303936
leaf_count=543 41 15 5 19 377 102 12 15 19 41 19 66 16 58 20 240 87 30 43 44 88 52 421 50 35 32 38 64 188 120
internal_value=0.000159472 -6.05004e-05 -0.000916405 -0.000518879 0.000299149 9.61483e-05 4.38257e-05 -0.000752867 0.000266884 -0.0011724 -0.00163216 0.000216693 -0.000823071 -0.000544667 -0.00115381 -0.000543136 0.000641116 0.000153435 0.000368625 -0.00046126 -0.00102467 -0.00183921 1.30703e-05 0.000747414 0.0013049 0.000488789 0.00123113 7.07317e-05 0.000152427 -8.24151e-05
internal_weight=350.375 136.075 21.0517 17.9783 214.3 115.023 112.145 19.9947 9.25794 5.4468 10.7368 92.1499 16.4465 14.895 11.0654 8.25842 85.8189 89.4874 66.2833 23.2041 16.979 10.2903 48.04 16.8514 18.2433 9.32008 13.0749 128.481 119.348 80.5129
internal_count=2900 1521 399 358 1379 1122 1107 196 75 60 121 911 353 334 318 260 464 899 685 214 170 82 575 154 110 67 104 915 851 663
is_linear=0
shrinkage=0.0024302


Tree=393
num_leaves=31
num_cat=0
split_feature=1 0 3 0 4 4 3 3 2 2 3 3 2 2 3 3 1 0 4 4 4 3 4 4 1 2 4 0 1 4
split_gain=2.3258 3.65832 2.92147 2.91735 2.76502 2.73458 2.66732 2.35777 2.16311 3.70532 3.07231 6.49532 2.652 2.39145 2.10152 2.07888 2.52178 2.0425 1.73394 1.821 3.86724 2.69984 3.08228 1.99114 3.59053 2.25177 2.32515 1.95382 1.89782 2.23031
threshold=70.182199495350019 94.550383989750017 0.25847000000000003 86.530713386650021 40.305698932850007 44.015822920550008 -0.16319499999999998 0.13635000000000005 -0.068524999999999989 -0.022239999999999999 0.084365000000000009 0.099425000000000027 -0.083794999999999994 0.0043900000000000007 0.083565000000000014 0.083290000000000017 66.318885161900013 91.625341543800019 32.483642351600004 42.178283198950005 43.45354240915001 0.082325000000000023 47.001379125850008 41.532441862050007 62.079186690200011 0.11529000000000002 35.131296350900008 86.280686780500005 61.917879202350001 42.686561923500008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 4 7 18 -2 8 -6 -3 12 -10 -11 13 15 -12 -14 16 -5 -7 -1 23 28 22 -22 24 25 26 -20 -28 -21 -30
right_child=1 2 -4 5 6 17 -8 -9 9 10 11 -13 14 -15 -16 -17 -18 -19 19 20 21 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.0024149158093855622 -0.0030364258123239322 1.0633844875410464e-05 -0.0027311278386096863 -0.0015885165068831536 0.0018069195764426737 0.00044768650515242215 -0.0016224442554931304 0.0020622509942214494 0.0017858536432696955 0.0013654676054035313 -0.00043461733499711554 0.0010581581147872973 0.00052227492948764796 -0.0030246691005153792 -0.0013083311213484886 0.00085221395826307121 0.00062180074808442084 -0.0019396951417076232 0.0017990617342872608 0.00023333408178866023 -0.0018936234398524766 0.0012513217223458736 0.00038211275807113103 0.00097419727983941466 -0.0013817020651977889 0.0015598995282933281 -0.00026207769915327021 0.0013496759015210545 -0.0023649940709048875 -0.00067656919286040388
leaf_weight=1.3655484332703043 3.3280068538151664 119.82401484542061 1.8322205526055757 4.1481254808604699 1.6629029712639747 3.3115823175758115 3.1571411611512303 2.751891793916001 17.36774755269289 11.468930184841158 3.3941093012690571 9.5076374821364862 5.1570025384426099 3.4544673021882772 7.2394338510930538 34.961358815431595 6.1602688580751419 3.5830909982323647 3.5667022354900828 4.8490366239566383 4.0132827116176513 9.3055711691267771 9.9305596603080613 15.957249654922633 6.9070638166740528 6.0496437065303317 29.190326861571521 4.1220805048942557 6.152623306028544 9.6502574421465379
leaf_count=48 46 1342 33 25 15 20 95 19 61 48 18 38 19 31 39 130 30 54 16 63 91 47 55 95 56 23 177 13 66 87
internal_value=0.000151931 -7.75335e-05 1.56361e-05 0.00028968 -0.00150009 0.000543065 -0.000439322 5.66937e-05 0.000632623 0.000991606 0.000495856 -0.000113912 0.000351288 -0.00174106 -0.000546786 0.000597212 -0.000267637 -0.000793011 3.9275e-05 6.98264e-05 -0.000275831 0.000337179 -0.000272884 0.000300471 8.4746e-05 0.000320692 0.000117412 -6.26392e-05 -0.000965941 -0.00133393
internal_weight=353.37 132.556 124.408 220.814 8.14805 109.754 4.82004 122.576 102.859 45.1929 27.8251 16.3562 57.6662 6.84858 12.3964 45.2698 10.3084 6.89467 111.06 109.694 43.9013 23.2494 13.9438 65.7931 49.8358 42.9288 36.8791 33.3124 20.6519 15.8029
internal_count=2900 1550 1394 1350 156 513 110 1361 439 196 135 87 243 49 58 185 55 74 837 789 409 193 146 380 285 229 206 190 216 153
is_linear=0
shrinkage=0.00219145


Tree=394
num_leaves=31
num_cat=0
split_feature=0 1 3 4 4 3 2 2 2 0 1 0 1 3 3 2 0 3 2 4 0 1 0 1 2 0 4 1 2 0
split_gain=1.61959 2.21868 2.55453 2.18407 2.27068 2.09301 1.86836 3.84274 2.67848 2.42276 2.19922 1.89384 3.2684 3.3398 3.06096 1.81038 2.20729 2.24739 4.16386 2.60575 1.81484 2.66231 1.74468 1.65012 2.6729 3.46488 3.19669 2.58643 1.77818 4.34668
threshold=98.201310130900012 78.220689305400015 0.085495000000000029 42.178283198950005 42.34047585750001 0.089785000000000018 -0.067574999999999996 -0.053019999999999991 -0.044409999999999998 84.280473931450004 61.907125369850007 96.588235252600015 69.873026810350026 0.084365000000000009 0.092425000000000021 0.11970500000000002 97.483491810050012 0.088165000000000021 -0.24103499999999997 43.57842012870001 86.692020874450009 62.55235532115001 88.76213363490001 81.524804347700012 -0.15818499999999999 104.86330937810001 42.406961525800007 89.912793714750009 -0.092864999999999989 101.83879398140002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 6 -5 -4 -1 -8 -9 -10 -11 12 13 -12 -15 16 17 18 -6 20 -19 -22 -21 28 27 -26 -27 -25 29 -3
right_child=1 23 5 4 15 -7 7 8 9 10 11 -13 -14 14 -16 -17 -18 19 -20 22 21 -23 -24 24 25 26 -28 -29 -30 -31
leaf_value=0.00017463381070708037 -0.0028924532529968159 0.0015448380174937282 0.0013330672999505022 -0.0020427768616393107 -0.002876342427145484 -0.0010941660095576489 0.0018028068499481742 -0.0017873433321355442 -0.0012771140681507906 0.0023008237262667668 0.0015933504006954253 0.001707187020520235 -0.0011432866744048443 -0.001562784783338148 0.00061039153135548018 -0.0015025225710302602 0.0022497550325813846 -0.0019335295726632445 0.00043199538876761902 0.00171624538648645 0.00091126994309429085 -0.0018233290702904215 -0.00080815533724921474 0.0011743029560096724 -0.0025788864672666432 -0.0027310882087465452 0.00034792561628079572 -0.0027010300150753204 0.00088243770304321882 -0.0024185664766961362
leaf_weight=98.49021922214888 3.6711337100714436 3.3345803688280311 3.111452409066259 3.6253548208624116 2.5785015644505611 8.8830554997548443 16.281765384599566 3.3872102014720431 4.4104398787021628 4.9689607769250861 14.507565431296824 7.5036849286407223 8.0483962008729559 5.8377369120717075 15.022005196660755 4.8564904527738681 2.9785493081435552 9.066247504204517 57.364591175690293 4.3008226510137311 5.0760676264762861 4.2365332078188658 3.024699411354959 8.9889343758113665 5.7298720986582401 2.6969957724795668 11.568731653271241 1.275583930662832 20.367867222055793 3.8868675418198109
leaf_count=601 88 20 18 39 95 83 60 20 71 16 61 32 59 39 70 82 12 92 388 17 18 37 28 91 98 214 172 116 99 64
internal_value=0.000152591 -0.000183272 -0.00103349 0.000242192 -6.51763e-05 -0.000464526 0.000409446 0.000698647 0.000416361 0.000540151 0.000683561 0.00052574 0.000321547 0.000654893 2.21375e-06 1.15172e-05 9.4483e-05 1.95294e-05 0.000289685 -0.000610478 -0.00112242 -0.000332767 0.000673923 4.69683e-05 -0.000363747 -0.000906068 -0.000234175 0.000692711 0.000497443 -0.000588422
internal_weight=349.081 73.5151 15.6656 275.566 97.1079 11.9945 178.458 79.9678 63.686 60.2988 55.8883 50.9194 43.4157 35.3673 20.8597 93.4825 88.626 85.6475 59.9431 25.7044 18.3788 9.3126 7.32552 57.8494 30.2601 19.9956 14.2657 10.2645 27.5893 7.22145
internal_count=2900 1063 189 1837 808 101 1029 428 368 348 277 261 229 170 109 769 687 675 483 192 147 55 45 874 691 484 386 207 183 84
is_linear=0
shrinkage=0.00254682


Tree=395
num_leaves=31
num_cat=0
split_feature=1 3 3 0 0 0 3 3 4 3 3 3 1 3 3 3 0 4 1 3 0 0 4 0 4 1 0 4 2 1
split_gain=0.424073 1.9471 1.55327 1.29721 1.26528 1.60745 1.3431 1.61908 1.20039 1.55057 1.19828 3.65221 2.43863 1.53014 3.24809 2.46563 1.47699 1.15324 1.32942 1.52946 1.6706 1.10006 1.05846 2.62285 1.93417 2.48502 2.93997 1.93699 2.98569 1.8112
threshold=69.873026810350026 0.25847000000000003 0.21240500000000004 92.031298721500022 87.181320254150009 86.866770652900016 0.12064000000000002 0.25847000000000003 44.157169339850007 0.080515000000000017 0.091545000000000029 0.088165000000000021 61.923256118600001 0.085765000000000022 0.083795000000000022 0.082055000000000017 86.530713386650021 38.592454371550012 61.82916008405001 0.10500500000000003 86.135510041400025 85.737618238150006 38.703421923500009 94.776214472700005 39.211875820650008 70.085415002650009 94.157869102700019 39.893178577750007 -0.021344999999999999 71.787208999250012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 3 -2 5 6 10 -8 -6 -10 11 13 -13 14 15 -1 17 -12 -19 20 -20 -15 23 -5 -24 -26 -27 28 -28 -29
right_child=1 -3 -4 22 8 -7 7 -9 9 -11 16 12 -14 21 -16 -17 -18 18 19 -21 -22 -23 24 -25 25 26 27 29 -30 -31
leaf_value=-0.0022123642255586187 -0.029887549257667307 -0.031380576673449082 0.02500773438128338 -0.022426741851806431 0.0051691703430178761 -0.017259553918641927 -0.025053224914607264 -0.00045042425288027249 -0.029956553130433675 0.0017022110157673734 0.013819627622668414 0.001086467288733834 -0.031171786142108276 -0.0013733764110236723 -0.02853031933427639 0.015095028246928717 0.019026298042174639 -0.013746861035367651 0.011267313963027728 -0.0083539362611783664 -0.0089263257613951177 0.016521956614902043 0.013735936351295844 -0.00051750569931308392 -0.033235929707480953 0.022198756248782502 -0.033067328431634596 -0.009646916522128169 0.0088325414253416241 0.0020749600157098304
leaf_weight=32.978839543415233 1.0595565068069834 1.4357184658001632 1.6738821588223789 5.0459462471772012 63.364652205258608 3.8377788811922064 3.1494450941681853 4.6522012781351805 1.5861302423290897 3.446181908249855 5.5653424542397252 2.6173320319503537 4.430926586035639 3.7437653760425729 2.8349103927612296 7.0072002150118342 4.4890761524438849 3.8957783903460976 13.644483432173734 6.1734249657019964 3.6447726041078559 6.7789015881717205 7.4773806636803775 16.004985201841919 1.5816181935369957 4.0858166115358463 3.0705666522262618 10.956775192636995 1.9538705565500993 59.589313534583198
leaf_count=405 56 38 15 54 327 24 35 28 38 29 30 25 52 35 30 30 17 34 72 43 22 25 59 381 12 41 46 135 22 740
internal_value=0.00054415 -0.000717925 -0.00032661 -0.000709252 0.00135271 -0.00041415 0.000198018 -0.0103823 0.00417992 -0.00827629 0.00104199 -0.00126648 -0.0191929 0.00110212 -0.00112254 0.000820603 0.00476832 0.00282428 0.000587574 0.00296769 0.00701026 0.0101551 -0.000427599 -0.00576919 0.000839887 -0.000347103 0.000305922 -0.000877742 -0.0167736 0.000254392
internal_weight=291.777 113.935 112.5 110.826 177.841 109.444 105.606 7.80165 68.397 5.03231 97.8048 60.3919 7.04826 53.3436 42.821 39.986 37.4129 32.9238 27.3585 23.4627 17.2893 10.5227 109.766 21.0509 88.7153 81.238 79.6563 75.5705 5.02444 70.5461
internal_count=2900 1599 1561 1546 1301 907 883 63 394 67 820 602 77 525 465 435 218 201 171 137 94 60 1490 435 1055 996 984 943 68 875
is_linear=0
shrinkage=0.0264974


Tree=396
num_leaves=31
num_cat=0
split_feature=1 2 0 4 1 4 1 0 4 4 2 2 0 1 4 3 0 3 3 3 3 4 3 0 3 3 4 2 4 4
split_gain=1.70415 2.90068 4.24088 3.6303 3.32365 1.95458 1.87489 2.38562 3.17577 5.04398 3.03811 2.30659 1.80981 3.09744 3.07759 3.03573 2.54057 1.91429 2.44672 1.86014 2.16643 2.82204 1.81672 2.37178 1.71018 2.77917 1.8416 4.78281 2.48694 2.57986
threshold=81.524804347700012 -0.15895000000000001 104.86330937810001 42.406961525800007 89.619751778500017 49.275256100300005 80.288113607700012 98.851916998450022 39.995120105550008 41.24714903835001 -0.22573999999999997 0.11529000000000002 86.530713386650021 64.434276012450013 41.322103772800006 0.082055000000000017 89.219171517050015 0.12064000000000002 0.25847000000000003 -0.04931 -0.101725 39.039757512550004 0.089185000000000028 88.232507383150008 0.083795000000000022 0.085765000000000022 42.131954243650007 -0.117115 42.686561923500008 42.871500973550006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 4 -3 -4 -2 6 7 12 11 -10 -11 -9 17 14 -14 -16 -15 19 -19 20 -1 -22 23 -17 -21 -26 -27 -28 -29 -30
right_child=1 2 3 -5 -6 -7 -8 8 9 10 -12 -13 13 16 15 22 -18 18 -20 24 21 -23 -24 -25 25 26 27 28 29 -31
leaf_value=-0.00011864305066295915 0.0011417650820784364 -0.0022728328302648515 -0.0023172329724487906 0.00030047369952208934 -0.0023235086025983321 -0.001032950675667426 0.0009841492910864333 -0.0026228537876488412 0.0013668322964139974 0.0004378407864631368 -0.0019307602883597136 0.00040320954225017165 0.0015303762871687573 -0.0016158058654350284 0.0015703171004220219 -0.0017681662273947253 0.00023169134062389399 -0.0023934145293082634 5.3302973602168838e-06 0.00080407974863609493 0.00070388414657661152 -0.0028479163414366236 0.00053903701971482214 0.00036068125907505629 -0.0019622803151607914 0.00044006727666701291 0.0018233792691129001 -0.0021526394150416872 0.0014036060712988158 -0.00095992402745218627
leaf_weight=20.23357355827466 8.4991601509973389 6.2525438447482911 3.0066469205776256 13.102153548970817 1.5036560471635301 6.0592768215574315 13.442949548363684 4.470208260696384 7.1012964472174671 4.1709659043699538 6.2382265925407356 1.5714687742292879 17.81404385715723 3.5375037631019941 7.6419432833790806 4.8138375505805033 119.47514657536522 3.3794749882072193 4.682301614433527 19.214365664869547 1.5088476459495712 3.2713827998377383 12.572417199611662 4.8491865992546082 2.9574118945747605 39.187936372123659 3.7068501599133041 4.9351556524634352 2.9430738389492017 7.732865578494966
leaf_count=240 80 105 216 179 117 112 65 97 26 28 62 16 70 36 26 26 748 33 25 90 17 58 47 18 28 192 15 50 15 63
internal_value=0.000129477 -0.000340838 -0.000771029 -0.000188111 0.000620854 0.000175953 0.000198741 0.000164462 -0.000492655 -2.92408e-05 -0.000981661 -0.00183576 0.000218869 0.000358763 0.000823561 0.000402131 0.000178562 8.93694e-06 -0.00100022 8.59117e-05 -0.000425971 -0.00172681 6.45098e-07 -0.000699849 0.000244619 6.97228e-05 0.000172438 -0.000370467 -0.000891395 -0.000308361
internal_weight=359.876 32.3642 22.3613 16.1088 10.0028 327.512 321.452 308.009 23.5522 17.5105 10.4092 6.04168 284.457 170.704 47.6914 29.8774 123.013 113.753 8.06178 105.691 25.0138 4.78023 22.2354 9.66302 80.6777 61.4633 58.5059 19.3179 15.6111 10.6759
internal_count=2900 697 500 395 197 2203 2091 2026 229 116 90 113 1797 971 187 117 784 826 58 768 315 75 91 44 453 363 335 143 128 78
is_linear=0
shrinkage=0.00214848


Tree=397
num_leaves=31
num_cat=0
split_feature=0 4 3 3 3 4 3 3 0 2 3 2 0 4 4 2 2 4 1 2 2 1 1 4 0 4 0 0 0 1
split_gain=0.417466 1.8777 1.62617 1.36823 2.07924 0.979554 1.00561 1.73869 1.37646 0.964102 1.92313 0.853725 0.851532 0.776964 1.08608 0.655638 0.590008 5.03619 1.8299 1.30082 1.08038 0.960739 1.51114 2.44582 1.23896 2.40787 1.75325 0.750597 4.31285 1.92704
threshold=102.84427732220001 44.710446918150005 0.090720000000000023 0.086230000000000015 -0.21013499999999999 45.673096293200011 0.074640000000000026 0.078505000000000019 106.56510337475001 -0.078219999999999998 0.086520000000000027 -0.16717499999999999 114.06859001680002 48.680511450650009 49.275256100300005 0.68694500000000025 0.22542000000000004 40.08085804200001 69.276189105400007 0.20327000000000003 0.18145000000000003 80.288113607700012 81.524804347700012 39.56957118270001 100.13162306855001 42.564639561200003 101.47316367565001 85.613949164150014 85.447264760050004 61.917879202350001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=15 2 3 4 11 -3 12 -8 -9 10 -5 -2 -7 -10 -15 16 19 18 -18 20 21 24 -23 -24 27 26 -26 28 29 -1
right_child=1 5 -4 9 -6 6 7 8 13 -11 -12 -13 -14 14 -16 -17 17 -19 -20 -21 -22 22 23 -25 25 -27 -28 -29 -30 -31
leaf_value=0.0035087652650597789 0.025824308047750346 0.029097112378178955 -0.037685237763084009 0.035175291819882895 -0.031987855912738325 0.023774766230857607 -0.035060299945718319 0.026313433173561385 -0.047791519461863149 0.022370082836230681 -0.038361760519083771 -0.016381625281875648 -0.0042840786942479198 0.02419948067318619 -0.034475210829294965 0.016046698237372418 0.015280310461816542 -0.045827069145204909 -0.016227074727428546 0.019960487539206026 -0.018704220242357152 0.021062312281184905 0.020470338466445137 -0.024805899312273678 -0.020013820829324395 -0.04188101556334025 0.012607811824316332 0.0019155033791375326 -0.045437420894567003 -0.01647617401193726
leaf_weight=26.91068745625671 1.2250810026889669 1.5928083956241597 2.1875634932075618 0.58828590437769912 3.5094439192616873 2.8330928087234479 1.6559766256250439 1.6491849124431612 0.51263787981588382 2.1350186056806706 0.98306311073247343 0.83340227109147136 1.850444260286167 0.75491894502192713 0.57528011273825541 2.9602317325770846 5.9968598540872318 2.5840493461582801 2.7976345540955663 3.7462117485702029 2.8867705613374701 6.108391435351221 2.3960877833887935 2.5476350290700793 3.0927217858843488 2.0315260086208582 3.7999760955572128 191.20201055740472 2.3351599103771141 6.1308762587141237
leaf_count=341 27 10 149 3 202 14 69 12 29 33 45 55 36 5 39 25 33 44 32 19 19 27 20 29 36 41 26 1324 36 120
internal_value=0.000634162 -0.00353597 -0.0127355 -0.0068505 -0.0169318 0.00569376 0.00190218 -0.00791129 0.00496323 0.00829428 -0.0108308 0.00873672 0.0126888 -0.0141434 -0.00117596 0.000990905 0.000822446 -0.00634378 0.00525743 0.0011445 0.000861919 0.00109101 0.0103608 -0.00286174 0.000655976 -0.0111013 -0.00202936 0.00111906 -0.00318553 -0.000199449
internal_weight=290.413 22.8862 11.4619 9.27429 5.56793 11.4243 9.83154 5.148 3.49202 3.70637 1.57135 2.05848 4.68354 1.84284 1.3302 267.527 264.567 11.3785 8.79449 253.188 249.442 246.555 11.0521 4.94372 235.503 8.92422 6.8927 226.579 35.3767 33.0416
internal_count=2900 728 514 365 284 214 204 154 85 81 48 82 50 73 44 2172 2147 109 65 2038 2019 2000 76 49 1924 103 62 1821 497 461
is_linear=0
shrinkage=0.03217


Tree=398
num_leaves=31
num_cat=0
split_feature=0 0 3 0 2 0 4 3 3 3 2 3 4 2 4 0 3 3 3 2 3 3 4 0 2 2 3 3 2 2
split_gain=1.70433 3.19589 2.59258 2.64978 3.1161 2.38849 2.29431 2.1163 2.03115 1.94738 3.91998 5.87107 2.47627 2.80621 1.8697 2.0399 1.75671 2.134 2.60458 4.0174 2.80379 2.31455 2.2178 2.17852 4.25 2.05214 1.6843 3.08669 1.6286 4.22956
threshold=93.972365491700018 87.181320254150009 0.25847000000000003 94.550383989750017 -0.14739999999999998 86.866770652900016 44.086690780350004 0.11906000000000001 0.080515000000000017 0.080515000000000017 0.090855000000000033 0.099780000000000021 38.828362408050005 0.0043900000000000007 40.712530798250008 90.662873533100012 0.12064000000000002 0.093295000000000031 0.088105000000000017 -0.071129999999999985 0.090390000000000012 0.082055000000000017 41.24714903835001 85.716110573100011 -0.088514999999999996 -0.091399999999999995 0.10236000000000002 0.10818500000000002 -0.058529999999999992 -0.069554999999999992
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 3 4 -2 16 9 28 -8 12 14 -12 13 -3 -11 -16 17 18 21 20 -20 -1 26 24 -23 -18 -19 -28 29 -5
right_child=2 6 -4 7 -6 -7 8 -9 -10 10 11 -13 -14 -15 15 -17 25 22 19 -21 -22 23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.00017736471504229133 0.00053615782794785198 -0.00087241866105675233 -0.0030065322331642662 -0.0001188901223811436 -0.0025411943047606174 -0.0017357541813831949 -0.0027915817046931914 0.001476507670292008 0.00029143294810792908 0.001159749382919271 -0.0037804694750850397 0.00056221412956550894 0.0019510149062260142 0.00182278353290424 0.00060381227614927804 -0.0011730377408440222 0.00017026478841462527 0.001820237591866681 -0.0019172738710463016 -0.0034154915274300767 0.00058054070482446978 -0.0026420707584508801 2.3893032983274775e-05 0.0013527252206863574 0.00089354030628286405 -0.0021340615266235811 -0.00086309428088312721 0.001862303875441733 0.00037294033298535678 -0.0036191118932804855
leaf_weight=41.183847753331065 3.0776946349069476 4.9300932437181491 1.6926680529722933 73.743909478187561 4.9208979438990346 4.1707588806748381 2.0083345426246515 5.8443259547930202 3.1716098207980394 28.263755612075329 2.9025981226004651 4.6795954927802086 14.261906421743332 4.0484315603971481 17.832902699708942 4.6973127434030166 4.7141960989683867 11.111084854230286 4.0063495300710183 3.0300959628075352 7.2941086702048779 2.7507600635290146 17.464199522510171 14.328505598008631 6.7748257387429494 4.2099517434835416 4.9722822234034521 4.6068381099030375 42.621518596890382 2.0415673316456369
leaf_count=408 36 29 36 877 62 24 51 40 36 114 36 20 61 16 72 29 26 43 36 43 37 32 100 47 41 37 24 17 436 34
internal_value=0.000156299 0.000287434 -5.65578e-05 -1.8801e-05 -0.00135709 5.03504e-05 0.000644215 6.73505e-05 -0.000903894 0.000742468 0.00050867 -0.00110024 0.00132973 0.000342852 0.000748838 0.000233358 0.000109264 0.000187178 -3.69437e-05 -0.000962699 -0.000305009 0.000167039 0.000653394 0.000761647 -0.000127459 -0.000916797 0.00118474 0.000447618 -2.20257e-06 -0.000213182
internal_weight=351.357 217.414 133.943 132.25 7.99859 130.618 86.7965 124.251 5.17994 81.6166 58.3762 7.58219 23.2404 8.97852 50.794 22.5302 126.447 117.523 79.3685 14.3306 11.3005 65.0379 38.1544 23.8541 9.52559 8.92415 20.6902 9.57912 118.407 75.7855
internal_count=2900 1379 1521 1485 98 915 464 1387 87 377 271 56 106 45 215 101 891 828 644 116 73 528 184 120 73 63 84 41 1347 911
is_linear=0
shrinkage=0.00239883


Tree=399
num_leaves=31
num_cat=0
split_feature=2 2 0 3 4 2 2 3 4 2 4 3 0 3 3 4 0 3 3 3 2 0 4 0 4 1 4 0 4 3
split_gain=0.376492 1.84053 1.69475 1.32143 1.33652 1.02437 0.982254 0.453629 1.40753 1.93982 1.61902 1.38153 1.92462 1.54132 1.37503 2.42625 1.86341 1.83516 1.17596 1.19562 1.09446 0.789639 1.91769 1.63304 0.902121 0.961503 1.43136 2.0053 1.41504 1.07418
threshold=-0.59309999999999985 -0.5422499999999999 87.393708446500014 0.091705000000000023 41.061442884200012 -0.58350999999999986 -0.62958999999999998 0.13062500000000002 41.289992964000007 -0.0086649999999999991 37.737818700150008 0.11614000000000002 86.692020874450009 0.11308000000000003 0.10500500000000003 41.621607100200002 89.99344745865001 0.10790500000000001 0.10176000000000003 0.10236000000000002 -0.053019999999999991 84.95796538030001 34.997818021800008 85.253695774650012 48.680511450650009 61.614083433650009 41.902916368500009 71.144667506050013 44.921040431000009 -0.25215499999999996
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 -1 -4 -5 11 9 10 -9 13 -13 14 18 16 -16 -18 21 -20 -21 22 -3 -23 25 26 -24 28 -28 -27
right_child=1 7 5 6 -6 -7 -8 8 -10 -11 -12 12 -14 -15 15 -17 17 -19 19 20 -22 23 24 -25 -26 29 27 -29 -30 -31
leaf_value=0.003004847190803545 0.017368514359300192 -0.033041648226771456 -0.0081525931885300142 -0.0018372956853847577 -0.039348240792633077 -0.035677726712015453 0.015775038823402924 0.0053513239611417051 0.017801985415105043 0.017849663845908789 -0.030398231110458373 -0.032494395016023844 -0.00079401456622757427 0.017833150979634275 0.0061218130880192016 -0.032782434252199268 -0.0014178332780858537 -0.040185302721163427 0.023576484807025278 0.011611269901277711 -0.0077048380188779802 0.020034969072765814 0.0051939313750364044 0.00066651370771095232 0.0065725665208547883 0.0028180053555998258 -0.029027932060686296 -0.037012272624980892 0.027962459665683934 -0.035366846213867043
leaf_weight=1.5583231338241597 0.99838563054799934 1.7754990141838813 1.9440454048744866 4.0055446918122461 0.97868317028041918 2.4856320515973493 7.0541482280241317 1.8659729472710749 4.8411650033667684 2.4085339216398989 2.2599669911433011 2.4333124435506752 4.2337372596375644 4.1836152544710776 7.2371965367346984 2.6327755318488917 2.3051352957263589 1.7204646329046225 3.4368043676950029 6.1288464828394345 3.8554239012300959 3.576249921694397 6.5634706811979431 196.09162305656355 6.3360533080995074 0.91703748703002963 0.55754300742410146 1.8897353186039252 0.9512160720769316 1.6893290837761004
leaf_count=38 7 67 35 29 25 55 41 21 37 21 23 30 32 25 35 37 23 31 21 36 22 15 72 1879 34 10 78 56 10 55
internal_value=0.000541131 0.000313266 -0.0160629 0.00515516 -0.0133334 -0.0235978 0.00939629 0.000642624 0.00619396 -0.00240602 -0.0142304 0.000398344 -0.0123639 0.000736193 0.000447386 -0.00823354 -0.00249502 -0.0179863 0.000963394 0.0091264 0.00415236 0.000466196 -0.00481736 0.00101342 -0.00216654 -0.00657217 -0.00255363 -0.0175164 0.00690237 -0.0219317
internal_weight=288.915 275.319 5.42806 13.5967 2.53701 4.42968 11.0597 269.891 11.3756 6.53447 4.12594 258.515 6.66705 251.848 247.664 13.8956 11.2628 4.0256 233.769 13.4211 9.98427 220.348 20.6799 199.668 18.9044 12.5683 9.96197 3.39849 1.50876 2.60637
internal_count=2900 2767 97 133 63 90 70 2670 102 65 44 2568 62 2506 2481 126 89 54 2355 79 58 2276 382 1894 315 281 216 144 88 65
is_linear=0
shrinkage=0.0284045


Tree=400
num_leaves=31
num_cat=0
split_feature=1 1 0 3 3 4 3 0 1 3 3 3 3 2 3 1 2 2 2 3 3 4 4 1 4 3 4 3 4 1
split_gain=2.30015 2.98632 2.75283 2.69757 2.11187 2.09778 2.17937 2.11835 3.28011 2.07804 1.94027 2.82362 2.0601 2.08676 1.8578 2.15095 1.83549 4.10993 3.41749 3.99657 3.7772 2.38948 2.33422 4.83406 2.60026 2.25346 1.99817 1.6374 2.75937 1.58106
threshold=70.343506983200015 70.73871032835001 86.530713386650021 0.25847000000000003 0.12064000000000002 38.238138001450004 0.11906000000000001 94.964406541850011 71.464594023550021 0.25847000000000003 0.094165000000000013 -0.22253999999999999 0.094625000000000029 -0.026349999999999998 -0.04931 65.036490633650018 -0.068524999999999989 -0.022239999999999999 -0.083794999999999994 0.078935000000000019 0.083185000000000023 38.938637541200009 38.175120519550006 64.071334164850015 39.945535567850008 -0.112455 41.322103772800006 -0.101725 39.039757512550004 87.33187390945001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 4 5 14 7 29 -3 -9 -6 11 -10 -12 -14 15 27 18 -18 19 21 -20 -4 -19 -24 -25 -23 -22 -1 -29 -7
right_child=1 3 16 -5 9 6 -8 8 10 -11 12 -13 13 -15 -16 -17 17 22 20 -21 26 25 23 24 -26 -27 -28 28 -30 -31
leaf_value=-0.00024291353620855389 -0.0023073515909995228 -0.0025369142256461072 -0.0022807092922398028 -0.0025191990382215286 -0.0021482281507311483 0.00013231631589875287 0.0013618916202877852 0.0015190404406189338 0.00022201412758128333 -7.2771991272388865e-05 0.0023519229351594197 -0.0024280442662380562 -0.0023753605678698852 0.00040708771900350153 0.00027857659272380997 0.001892819477600488 0.0015765962466967401 0.0011594116752336294 0.00074458166060393832 0.00075312645779590059 -0.00056401602780739384 -0.0012089794816556058 0.00098958191247616603 -0.0023863514963482334 -0.00024357633553954023 0.0012424163105997938 -0.0025988485652825312 0.00071199012227223185 -0.0026515069972178657 -0.0007125810017808462
leaf_weight=20.341271876357503 2.4416697528213254 2.1362285204231766 2.8484710492193681 1.7876206221990276 3.4859453756362182 93.72940937615931 5.5567241124808779 3.1009965054690865 2.5612868280150032 4.7614779435098171 1.2715957309119401 4.8599197557195968 1.7258367183385415 3.22681618493516 79.948552958667278 1.6812130156904448 17.814827643334866 9.4098881110548991 4.9487369433045378 45.159486420452595 4.2795472890138608 3.2374639641493559 9.1512756273150462 3.831397879868744 6.1625290811061859 3.0270945392549038 3.8016252592206001 1.4921964667737473 3.1987143675796688 10.250137610593809
leaf_count=243 56 31 20 34 33 712 29 14 58 25 6 171 58 32 449 8 66 34 18 179 21 39 43 26 50 14 26 17 62 326
internal_value=0.000144541 -6.94104e-05 0.000268699 -2.74439e-05 4.57645e-05 7.24187e-06 0.000115629 -0.000621498 -0.000377161 -0.000950007 -0.000808082 -0.00151343 3.29048e-05 -0.000562504 0.00012276 -0.00034357 0.000494059 0.000806742 0.000278628 0.000504144 -0.000660699 -0.000729686 0.000326448 -8.2954e-05 -0.00106506 -2.44416e-05 -0.00152126 -0.000493771 -0.00158157 4.90277e-05
internal_weight=361.23 132.648 228.582 130.207 114.909 128.419 109.536 18.8827 16.7465 8.24742 13.6455 7.42121 6.22425 4.95265 106.662 26.7134 113.672 46.3699 67.3024 54.2725 13.0299 9.11303 28.5551 19.1452 9.99393 6.26456 8.08117 25.0322 4.69091 103.98
internal_count=2900 1527 1373 1471 837 1437 1067 370 339 58 325 229 96 90 779 330 536 219 317 252 65 73 153 119 76 53 47 322 79 1038
is_linear=0
shrinkage=0.00204248


Tree=401
num_leaves=31
num_cat=0
split_feature=2 2 4 2 2 2 3 2 2 1 0 4 3 1 3 1 3 0 2 3 2 1 4 3 4 3 0 0 4 2
split_gain=0.420356 2.17981 2.58327 1.6925 1.65207 1.91694 1.49986 1.70518 1.49043 3.00836 1.44044 1.37466 1.37081 1.95608 2.59503 5.8491 4.14636 1.73907 2.70768 2.325 1.66228 1.36687 1.36532 1.70118 1.54768 1.51918 1.0833 1.07634 1.06148 1.00797
threshold=-0.0039949999999999994 0.048530000000000011 41.028010303750008 -0.033594999999999993 0.072320000000000023 0.11529000000000002 0.12424000000000003 -0.091399999999999995 0.06041500000000001 71.429644067900014 86.103248543850015 39.893178577750007 0.11467000000000002 62.057679025150001 0.079785000000000009 76.763544998700013 0.087605000000000016 93.679323555450011 0.68694500000000025 0.070195000000000021 0.24816000000000005 79.535345331150026 41.872669623500009 0.082620000000000013 40.305698932850007 0.093295000000000031 85.678472159250006 87.393708446500014 40.421032462050007 -0.59309999999999985
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 11 6 8 28 29 10 9 -3 -8 -2 13 -7 17 20 -17 -15 19 -19 -16 -18 24 -24 25 -5 -4 -28 -6 -1
right_child=1 4 26 22 5 12 7 -9 -10 -11 -12 -13 -14 14 15 16 21 18 -20 -21 -22 -23 23 -25 -26 -27 27 -29 -30 -31
leaf_value=0.010686020771446383 -0.019513927466166953 0.021835014202949001 -0.0027548714157679022 -0.012576684845382158 -0.044019529024342932 0.015437083318029812 0.01530981253269386 -0.037760659169636175 0.031083582204424327 -0.040971104173897224 -0.016764261681730536 0.016035151726168428 0.017289124064227605 0.021159321434836079 -0.054797956225447281 -0.044335027268723931 0.036402638103141802 -0.045003004953346429 0.024926719524650535 0.015894669020311777 -0.018577606221975039 -0.0005141450636265909 -0.031420727954218429 0.0077045189754776731 0.028985408598532447 0.020408567441651121 -0.07650268899890432 -0.033568464111037408 -0.0037774738239437578 0.00036944188146552717
leaf_weight=11.781125272857023 2.4651780528365617 2.695916127646341 0.82602744200266887 2.9817926498362812 1.8658319286769249 5.7192220673896399 2.6703842170536518 2.4261747270356846 3.7054982399567962 1.3378751793643457 4.2611119532957673 2.6422857195138931 4.8236468104878432 4.7125533120706695 3.8409124426543695 1.4776912009983787 2.8508314664941281 2.328445032180753 1.9379439826589075 1.0740909436717627 2.4224585695192218 2.0014006832498126 1.6795947239734221 5.8098532048752531 6.5839285887777805 3.6297654062509537 0.98635476455092463 2.2375668763997965 1.3066568523645399 193.02884545436245
leaf_count=117 27 50 32 31 25 43 13 33 22 44 43 17 36 35 43 53 14 71 19 14 29 39 36 48 40 15 11 52 30 1818
internal_value=0.000630914 -0.00211555 -0.0173173 0.00125374 0.00104105 -0.00201641 0.000350384 -0.0130551 0.015406 0.0010043 -0.00440761 -0.00112303 0.000414253 -0.00245537 -0.00697402 -0.01733 0.00588242 0.00599882 -0.00737913 -0.0257792 -0.0407892 0.0211756 0.0106069 -0.00106977 0.0172343 0.00553232 -0.0377402 -0.0467041 -0.027445 0.000962874
internal_weight=288.111 53.2584 9.15741 234.853 44.101 36.3617 214.168 9.35767 7.73929 4.03379 6.9315 5.10746 33.1892 28.3655 22.6463 12.5933 6.32992 10.053 5.34048 3.40254 6.26337 4.85223 20.6849 7.48945 13.1955 6.61156 4.04995 3.22392 3.17249 204.81
internal_count=2900 706 139 2194 567 451 2024 89 116 94 56 44 396 360 317 178 106 139 104 85 72 53 170 84 86 46 95 63 55 1935
is_linear=0
shrinkage=0.0342406


Tree=402
num_leaves=31
num_cat=0
split_feature=4 2 2 2 4 1 1 2 3 3 2 3 3 3 4 3 4 4 3 4 1 3 1 0 2 3 1 2 2 1
split_gain=0.392481 0.516189 0.394929 1.78545 2.20994 1.51258 2.48589 2.24019 1.43861 1.91117 1.38751 1.25357 1.70461 1.63541 1.16793 1.42016 1.35923 1.12158 1.08438 1.46045 2.0516 2.93979 2.17679 1.08184 1.04905 1.19063 0.976355 0.953304 2.26468 1.2453
threshold=29.904643970450003 0.23643500000000003 -0.0039949999999999994 0.048530000000000011 41.028010303750008 60.474177186300004 61.944763783650011 0.072320000000000023 0.11467000000000002 0.10461500000000003 -0.033594999999999993 0.12424000000000003 0.23821500000000004 0.4172550000000001 41.872669623500009 0.082620000000000013 40.305698932850007 39.893178577750007 0.094415000000000013 35.337501601400007 76.919475570250015 -0.11050499999999999 78.820215468450016 94.776214472700005 0.20981000000000005 0.080515000000000017 61.950140699950005 0.06041500000000001 0.049615000000000013 71.429644067900014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 10 4 17 -5 -7 27 9 18 11 -2 -13 -14 16 -16 23 -4 19 -9 21 -21 -22 -12 -24 -26 -6 28 -8 -30
right_child=2 -3 3 5 26 6 7 8 -10 -11 14 12 13 -15 15 -17 -18 -19 -20 20 22 -23 24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.035039048823739635 0.00092610947763336552 0.0068061798178186902 -0.016125671681686844 -0.025372065212913127 -0.00045064438331086812 0.027793655974836642 0.035372306944959367 0.019942667341009471 0.012520476600778716 -0.036635568242642851 -0.0071039952041307411 -0.033489694761994156 0.013269672131512457 -0.017966963985815584 -0.027134105219182296 0.0064583133310713668 0.025499929586147073 0.013794742764983992 0.0096964645713482813 0.0048203451713173268 0.026471577045351261 -0.033869701780349204 -0.037222486696641188 0.018870930305519586 0.010763335357553319 -0.022849086993824447 -0.040544939506418874 0.027919477768933547 0.015716521025958032 -0.037499441271105903
leaf_weight=0.70735209394479059 203.96585583806154 0.51330297565436922 2.4893750929622893 2.1120318446774027 0.76105793332681093 3.4966718060895792 1.3601374551653855 1.7409400572651197 4.5015088107902548 2.0166864687635089 3.5361066085752118 2.491029867436735 3.2964108535088599 3.4730399799009319 1.6267493895720679 5.7880593442823738 6.2654480701312423 2.5684236767701805 4.4506676992168641 2.9640539968386292 2.3918659895425654 5.9785203114151972 1.1216958728618918 2.9825306978891604 2.63090318988543 1.7846848795888943 3.1465718683321029 3.4574069103691727 0.69610930420458306 1.2236702665250048
leaf_count=68 1873 28 27 68 28 16 5 25 33 26 25 30 21 36 36 48 40 17 41 24 33 79 52 19 37 28 67 22 6 42
internal_value=0.00053095 -0.0174425 0.000608115 -0.00192732 -0.0147938 0.000823939 0.00221352 -0.000249263 -0.00401421 -0.00698196 0.00116091 0.000407141 -0.0110234 -0.00275616 0.00911792 -0.000911593 0.0149351 -0.000931651 -0.00438901 -0.00775713 -0.0106154 -0.0210457 0.00114805 0.00478055 -0.00979062 -0.00282208 -0.0327361 0.0162815 0.00401372 -0.0182034
internal_weight=285.539 1.22066 284.318 50.893 8.96543 41.9276 39.8155 36.3189 29.5815 25.08 233.425 213.226 9.26048 6.76945 20.1989 7.41481 12.7841 5.0578 23.0633 18.6127 16.8717 8.94257 7.92915 6.51864 5.53728 4.41559 3.90763 6.73732 3.27992 1.91978
internal_count=2900 96 2804 676 139 537 469 453 378 345 2128 1960 87 57 168 84 84 44 319 278 253 103 150 44 117 65 95 75 53 48
is_linear=0
shrinkage=0.0317651


Tree=403
num_leaves=31
num_cat=0
split_feature=1 0 1 0 0 1 3 4 2 4 3 4 3 1 0 4 3 0 0 1 4 2 4 0 2 2 0 2 1 1
split_gain=1.62839 1.26404 1.74296 1.54278 4.25561 2.95869 3.2644 2.8659 3.3052 2.6926 2.05155 2.38321 2.27942 1.78215 2.48864 3.30699 1.65213 3.26135 2.04251 2.52083 1.59904 2.4358 2.69338 2.7498 2.1231 3.58153 2.10878 2.87935 2.20434 2.25472
threshold=90.988176966900014 76.591483678350016 57.129735272050006 90.837623311600012 90.337570099350003 67.649671936450019 0.084795000000000023 41.872669623500009 -0.0023999999999999998 43.19689381845 0.088105000000000017 42.871500973550006 0.087265000000000023 62.084563606450011 85.328972602300013 42.487106141350004 0.08708500000000001 86.280686780500005 85.807518149550006 61.998532946250002 38.703421923500009 -0.033594999999999993 34.542090938800008 94.776214472700005 0.053395000000000012 0.11529000000000002 94.230457472250009 -0.011399999999999999 71.787208999250012 72.496961945650014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 7 6 -5 -3 9 10 12 13 -9 14 -12 -16 17 18 19 -11 21 22 -7 -24 -23 -26 27 -22 -28 -30
right_child=-2 3 -4 5 -6 20 -8 8 -10 16 11 -13 -14 -15 15 -17 -18 -19 -20 -21 26 24 23 -25 25 -27 28 -29 29 -31
leaf_value=-0.00022736393503511849 -0.0014279811597824026 0.00052372999180240508 -0.0027648757011878369 0.00014575079906987935 0.0018398538318132951 0.00051484145133332546 -0.0026104875688014607 -0.00028797512593388701 -0.0024799132793837456 0.0012552506820954462 0.00074979160943019986 -0.0027971075309489979 0.0018995953062935103 0.00027143617904158051 -0.0040025866712835746 -0.00029008515745535739 0.0015555318900741862 -0.0021329949649967362 0.0019289722787978122 -0.0015737275063754791 0.0014681823864406331 0.0014595324999147189 -0.0035450946974175455 -0.0009185375161240829 -0.0034221628410874495 0.00029693021445420243 -0.00073086957306894179 -0.0011777972253466621 0.0018170731916296349 0.00015474912725454987
leaf_weight=13.625236708670853 3.9957033852115265 93.37150527536869 1.8697765758261073 5.1410669106990081 10.921787972562013 4.7828616050537702 5.3013866152614355 13.239203982986512 3.5078147398307911 4.0343582509085554 2.3810985460877472 3.5858431383967391 3.7021759226918212 7.779390323907136 3.0684340596199036 2.7757034748792648 7.829484890215098 3.0184311326593152 5.0750509351491928 3.6387240290641785 14.741550894454123 6.0201861839741495 3.4062156970612696 8.3703618948347849 1.9168663108721364 8.7614672775380296 16.313472781330347 3.0076554017141452 5.285725235939025 79.448084446135908
leaf_count=195 319 443 59 34 46 69 51 76 68 20 13 32 12 41 30 20 34 27 16 35 89 31 45 138 33 82 168 28 26 620
internal_value=0.000136335 0.000154404 -0.000533564 0.000186666 0.000352322 1.54709e-05 -0.00125353 0.000248846 -0.000154486 -1.88219e-05 -0.00043797 -0.000981085 0.000190072 -0.000574204 -0.00137401 -0.00223931 0.000630111 0.000170557 0.00071598 -8.63055e-05 0.00010262 -0.00037504 -0.00104481 -0.00167823 0.00028915 -0.000370684 0.000236345 0.00101981 9.87266e-05 0.000258445
internal_weight=349.917 345.921 15.495 330.426 167.929 162.497 10.4425 157.007 63.6357 60.1279 36.5318 19.5905 16.9414 16.0046 8.22524 5.84414 23.596 15.7666 12.7481 7.67308 152.054 33.258 16.5594 11.7766 16.6985 10.6783 118.796 17.7492 101.047 84.7338
internal_count=2900 2581 254 2327 913 1414 85 867 424 356 224 136 88 104 63 50 132 98 71 55 1329 398 252 183 146 115 931 117 814 646
is_linear=0
shrinkage=0.00246454


Tree=404
num_leaves=31
num_cat=0
split_feature=0 0 2 1 3 1 4 2 2 4 0 1 0 0 0 1 1 1 1 3 3 1 0 3 3 0 4 1 3 1
split_gain=0.425536 1.59549 2.2979 1.48862 2.01852 1.9582 1.1698 2.1448 2.75569 1.52515 1.9514 1.75581 1.31614 2.88607 2.40894 6.46525 5.39329 1.93613 1.27213 0.943507 1.59287 1.24797 1.63355 1.04443 2.95243 1.75271 2.80518 2.10945 1.74524 1.64333
threshold=93.972365491700018 94.550383989750017 -0.14739999999999998 70.182199495350019 -0.16319499999999998 70.085415002650009 37.858673296900008 -0.14380499999999999 -0.26820499999999997 37.020641110850008 92.851278451300018 65.630639880500027 92.851278451300018 93.679323555450011 90.337570099350003 66.697957758300021 67.649671936450019 65.111767461350013 67.171126389250006 0.43162500000000009 0.10500500000000003 61.966271448700006 86.280686780500005 0.091545000000000029 0.08784500000000002 87.29692395375001 41.468518788800004 61.923256118600001 0.08708500000000001 62.837331883000012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 5 -5 6 7 8 -1 10 11 -9 14 -14 17 -16 -17 19 -10 20 23 -22 -23 24 28 26 -26 -28 29 -8
right_child=1 -3 -4 4 -6 -7 12 9 18 -11 -12 -13 13 -15 15 16 -18 -19 -20 -21 21 22 -24 -25 25 -27 27 -29 -30 -31
leaf_value=0.01315811855842648 0.0067962099992400883 -8.1130782336680103e-05 -0.029789615924601835 0.011103023327060845 -0.03843681100368488 0.023766802168498625 -0.0016888367446731213 0.0087226004917578693 -0.037779776837410899 0.024918842378774727 0.0248002608329983 -0.015594039511828608 -0.030573394348309503 0.011274576114164879 0.027650429292874402 -0.0368924215266229 0.013039472547465562 -0.020900352853488839 0.0059712002448874804 0.017356053773919647 0.00065763133856966579 -0.030910329646172286 -0.0055187237938350573 0.0057267492449189373 -0.052439808331249255 0.0040973163775658555 0.012715112234162697 -0.024080584361844272 0.017655705771362676 0.015867414280523295
leaf_weight=2.7715696962550282 2.5266961865127087 98.254182350210613 3.9176160395145407 1.2035975349135699 1.8937719562090922 3.5361827518790951 47.295053499401547 7.9976593786850589 2.4971717481967093 5.5206217635422936 3.9888995587825766 3.9784805551171303 3.5918359449133268 2.5013920478522778 9.6117356140166539 3.456395858898758 4.3985612783581018 4.0935971448197952 0.78048570081591595 2.7449768185615531 6.7448725905269411 3.925234839320181 5.3660696670413017 29.64351226366125 2.0412123976275307 3.1954224556684485 2.0639706142246723 4.2946553649380803 5.5938567575067273 5.3055262356065205
leaf_count=15 37 1421 63 14 73 14 409 54 79 25 14 21 29 17 46 39 26 35 5 13 38 53 31 161 20 14 17 44 23 50
internal_value=0.000489572 -0.00102679 -0.015445 0.0013714 -0.0191863 0.00173127 0.0012819 0.00693664 -0.00879675 0.0113663 0.00667994 0.000644599 0.000214479 -0.013394 0.000807715 0.011199 -0.00893193 -0.000676249 -0.0273617 2.40828e-05 -0.000387939 -0.00913613 -0.0162457 0.00102293 -0.000975036 -0.014758 -0.0219308 -0.0121369 0.00177121 8.19641e-05
internal_weight=284.735 104.698 6.44431 180.036 3.09737 176.939 173.403 27.5349 6.04923 21.4857 15.965 11.9761 145.868 6.09323 139.775 17.4667 7.85496 122.308 3.27766 118.214 115.469 16.0362 9.2913 99.4332 69.7897 11.5953 8.39984 6.35863 58.1944 52.6006
internal_count=2900 1521 100 1379 87 1292 1278 213 99 114 89 75 1065 46 1019 111 65 908 84 873 860 122 84 738 577 95 81 61 482 459
is_linear=0
shrinkage=0.0299121


Tree=405
num_leaves=31
num_cat=0
split_feature=1 0 0 0 4 3 4 3 2 1 3 3 3 4 1 1 0 2 2 3 4 2 2 0 4 2 1 3 0 3
split_gain=2.18136 3.83541 3.02906 3.08605 2.99379 2.74514 2.3208 2.80712 3.06332 2.00613 1.92605 2.34443 2.41096 3.01904 2.1086 2.01994 4.07787 2.16304 2.8719 1.81984 2.30498 2.10265 1.7135 1.64354 1.63139 1.89307 2.18607 1.7016 1.6279 1.62701
threshold=70.182199495350019 94.550383989750017 86.530713386650021 93.972365491700018 40.305698932850007 -0.16319499999999998 41.495754733000005 0.11614000000000002 -0.01762 64.434276012450013 0.12064000000000002 -0.04931 -0.101725 39.039757512550004 61.93938686740001 62.041548276350007 85.678472159250006 -0.10098 -0.082509999999999986 0.08079500000000002 43.19689381845 -0.10282499999999999 -0.16030499999999998 70.623106628750023 37.572218886150004 -0.117115 71.429644067900014 0.11467000000000002 93.262612545250008 0.083795000000000022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 10 6 -2 -6 9 8 19 -4 11 12 23 -14 -12 29 -17 -18 -19 21 -21 -8 -7 -1 25 -3 -27 -28 -11 -13
right_child=1 24 3 -5 5 22 7 -9 -10 28 14 15 13 -15 -16 16 17 18 -20 20 -22 -23 -24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.0019545601162089918 -0.0026005502668919049 0.00030599897598736453 0.0012523064790587852 -0.0006863552110814475 0.0014887668229709551 0.00075072647421802884 -3.7666043014863306e-05 0.0017167214609570235 -0.0015304234249219179 0.00029617274799104582 0.0001732719446149896 0.0010428511397095356 0.00064104724004050446 -0.0024656109996906068 -0.0017381292415299919 -0.0017024508116286945 0.0011660766514360369 -0.0014766389399562536 0.00033672342141880993 -0.00047560376705080152 0.00080554893832292382 0.0018212078577457852 -0.0021520352980575544 3.1129669345052034e-05 9.6299987698351974e-05 0.00029222181049688722 -0.0022658503237084075 0.00023887985094681884 0.0010823226379884803 0.00028094535402075331
leaf_weight=1.5878675724379778 3.5266272276639921 5.2263194414554155 20.601806461811066 7.7005188912153235 1.8471365626901386 1.0007585920393465 4.0403014663606882 3.8330234587192527 3.9932204950600854 30.080604091286659 3.8193756490945798 12.86321586370468 1.5874571120366443 3.6607367214746773 4.3926810901612043 5.0200094496831325 5.7699306458234831 4.3548130691051528 10.65765484981238 15.347003906965258 7.3525483049452296 4.6137262284755725 2.5644831624813382 20.848696510773152 114.89816816779785 2.651457838714121 4.7631552251987159 1.2024779852945355 13.512107405811546 43.37927031237632
leaf_count=93 46 123 83 58 15 14 33 12 34 132 17 52 17 63 41 71 19 29 49 71 30 13 81 157 1086 18 147 20 47 229
internal_value=0.000127193 -5.99603e-05 0.000239706 0.00046267 -0.00125168 -0.000372776 0.000548263 0.000187419 2.15804e-05 0.000768497 2.97226e-05 9.54965e-05 -0.00037793 -0.00152592 -0.000849149 0.000255247 -0.000180601 0.000187003 -0.000189296 0.000219245 -6.06292e-05 0.000953356 -0.00133723 -0.0001094 2.27852e-05 -0.000587376 -0.00112921 -0.00176098 0.00053985 0.000455201
internal_weight=366.697 137.681 229.017 111.075 8.93901 5.41238 103.374 39.1798 35.3468 64.1945 117.942 109.73 27.6848 5.24819 8.21206 82.0449 25.8024 20.7824 15.0125 31.3536 22.6996 8.65403 3.56524 22.4366 128.742 13.8434 8.61709 5.96563 43.5927 56.2425
internal_count=2900 1550 1350 513 156 110 455 193 181 262 837 779 330 80 58 449 168 97 78 147 101 46 95 250 1394 308 185 167 179 281
is_linear=0
shrinkage=0.00188144


Tree=406
num_leaves=31
num_cat=0
split_feature=2 2 2 2 1 2 0 3 2 1 2 4 1 0 2 4 1 3 3 3 1 0 4 1 4 2 2 0 2 3
split_gain=0.410173 0.847239 0.818583 1.7074 1.17408 1.33317 1.43153 1.09134 0.711847 2.15932 2.15465 0.609973 1.03074 1.08248 0.906992 1.67456 1.66689 1.57813 2.39679 1.6041 1.10629 3.71436 2.08999 1.91036 1.65359 1.46174 3.22902 4.19783 2.75313 2.29385
threshold=-0.68276999999999999 -0.62958999999999998 -0.59309999999999985 -0.50001499999999999 75.551050381850018 -0.58180999999999994 91.410264893400026 0.091705000000000023 -0.26138499999999998 62.305017173150013 -0.25089499999999998 49.275256100300005 86.858705278550005 85.57362229215002 -0.11808 35.818873074050011 68.214248143850014 0.093760000000000024 0.084795000000000023 0.10176000000000003 81.524804347700012 104.86330937810001 42.406961525800007 80.288113607700012 41.872669623500009 -0.088099999999999998 -0.096499999999999989 85.447264760050004 -0.08459499999999999 0.086105000000000029
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 7 4 5 -4 -7 -3 9 -5 -10 14 13 -13 15 16 -12 18 -17 -19 23 -22 -23 24 -16 26 29 -28 -27 -26
right_child=1 2 3 8 -6 6 -8 -9 10 -11 11 12 -14 -15 20 17 -18 19 -20 -21 21 22 -24 -25 25 28 27 -29 -30 -31
leaf_value=0.015688959114677208 -0.013552653278865049 -0.0080435848055352612 0.0095323126953656464 0.024435251921445661 -0.031511831501381891 -0.037810096114319049 -0.0022318207061790564 0.013749177475766206 -0.02399766131044977 -0.0078557092875497902 -0.034836824070595226 -0.0013665052487809967 0.0035647982111210235 -0.029371001694317854 0.0018284743948998677 0.0032730185169130882 0.0046752200736424714 -0.017836591859857448 0.017694432042955378 0.0056802099589666165 -0.031771718501728698 -0.028625167044621699 0.0088153664248037077 0.012548939962362017 0.0126711911459641 0.013908100236725484 0.022123556772630941 -0.028324920320047631 -0.0039749997695777304 -0.015918796965524042
leaf_weight=1.2526936889626075 3.0903832046315065 2.1655111334694066 2.2276699542999268 3.2488822354935101 1.7595632422599008 1.3943734108470374 1.9195541162043808 6.7771565411239862 2.5601847989601074 2.7148333812365308 1.5326297238934778 1.8558117374777787 3.5676855935598724 2.1026056588161737 113.2992802709341 28.52045501608518 1.5175306721939703 3.9034695561276731 11.568903859588316 4.4137204431463033 3.3237148630432767 1.290875982318539 6.0796352032921277 8.9742495901882631 5.2988757565617579 7.3801788538694373 1.3819585926830749 7.9802360283210874 36.829691517166793 3.2234001578763127
leaf_count=12 37 43 12 19 70 30 21 41 61 41 54 12 94 101 754 324 39 32 65 28 84 174 94 49 31 34 10 82 419 33
internal_value=0.000430862 0.000363059 0.000517302 0.000253709 -0.0124936 -0.00645493 -0.0172018 0.00847195 0.000608169 0.00973559 0.00039604 0.000641872 -0.00685262 -0.0162417 0.000870676 0.00402673 -0.0151786 0.00523688 0.00743472 -0.00535683 3.81194e-05 -0.00831827 0.00225801 0.00052283 -9.25017e-05 -0.00359757 -0.0100442 -0.0208782 -0.000989683 0.00185753
internal_weight=283.156 281.903 278.813 269.87 7.30116 5.5416 3.31393 8.94267 262.569 5.96372 256.605 254.045 7.5261 3.95842 246.519 51.4567 3.05016 48.4065 40.0894 8.31719 195.062 10.6942 7.37051 184.368 175.394 62.0943 17.8845 9.36219 44.2099 8.52228
internal_count=2900 2888 2851 2767 133 63 51 84 2634 60 2574 2513 207 113 2306 542 93 449 389 60 1764 352 268 1412 1363 609 156 92 453 64
is_linear=0
shrinkage=0.026724


Tree=407
num_leaves=31
num_cat=0
split_feature=0 1 3 4 0 3 4 2 0 0 1 3 2 0 2 1 4 2 1 1 0 2 3 3 2 2 2 1 3 4
split_gain=0.402297 1.44672 1.45195 1.75936 1.18705 3.23858 2.09941 1.17979 2.57251 1.81858 1.03814 3.63831 0.917625 1.49429 1.15496 1.10242 1.51972 0.833578 2.60605 1.42995 2.09698 1.28068 1.41275 2.7304 1.83732 0.930003 1.17943 0.863283 1.70095 0.697484
threshold=98.201310130900012 77.898074329750017 0.085495000000000029 40.878805547300004 97.483491810050012 0.091250000000000012 40.922041107600009 -0.61225999999999992 99.378854792050006 100.67200315280002 75.645146416450004 0.087605000000000016 -0.59681499999999998 101.15323715815002 -0.50001499999999999 78.433077497700012 37.186372654950006 -0.079074999999999993 80.677940036650014 81.524804347700012 106.56510337475001 -0.15895000000000001 -0.15148999999999999 0.074640000000000026 -0.088944999999999996 -0.022239999999999999 0.20981000000000005 82.844837289750004 0.07933500000000003 36.514114975300011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 -2 -4 10 -6 -7 -3 -9 -10 29 -12 -11 -14 -15 -16 -17 18 -18 -19 -21 -20 -23 -24 -25 -22 -27 -26 -29 -1
right_child=1 7 3 -5 5 6 -8 8 9 12 11 -13 13 14 15 16 17 19 21 20 25 22 23 24 27 26 -28 28 -30 -31
leaf_value=0.0075896701693530869 -0.042948527848196236 -0.048200197265584367 -0.027638526842899042 0.0073908637112112185 0.028807423370730847 -0.039340296532127547 0.012791808288514317 -0.065235595102584337 0.022064408824778513 0.027425583666027129 -0.051946369015289422 0.025658508810237443 -0.036986411345655383 -0.043012696897463024 0.027740854567040337 -0.042606462556932394 -0.041564655381897214 0.021393044453622417 0.019685440779018831 -0.044307147890351513 0.030282259551139216 -0.049428139166906929 0.037846058861413033 -0.043621508701958973 0.036525994354901878 -0.042141692946744788 0.012931390400172459 0.04146037645474545 -0.046850060623624776 0.00020774124373146592
leaf_weight=21.923226675484329 2.2723720762878648 0.74031150725204398 3.9012116454541665 5.0435715448111296 7.668218554928897 2.2899473682045937 2.4563844092190266 0.86328921723179419 6.5177402091212562 1.716938894765909 2.2264814642257984 1.5877852598205207 1.7669398775324285 0.92738772777374379 2.2499174063559719 1.2708412115607668 2.4983616953250047 6.4721940923482162 4.2430237842490897 1.5546507958788423 1.7976714021060614 1.0478544910438357 1.9827850128058324 2.1352966405102043 0.90808420628309372 0.91624202727689441 1.7100090693566015 0.5480314679443834 0.85925886884797364 188.29305810108781
leaf_count=198 83 29 55 39 36 27 16 10 39 23 81 14 20 65 14 153 44 35 83 42 27 32 10 96 3 88 32 3 38 1465
internal_value=0.000568999 -0.00247078 -0.0149898 -0.00788699 0.00129314 0.0130682 -0.0123602 0.000815851 0.00168011 0.00308485 0.000610141 -0.0196414 -0.000489836 -0.00194715 4.22123e-05 0.0013646 -0.000759062 0.00123473 -0.00524384 0.0086353 -0.00517578 0.00249583 -0.00725325 -0.000383981 -0.0174156 0.00857573 -0.00628241 0.00675223 -0.0124599 0.000977595
internal_weight=280.389 53.944 11.2172 8.94478 226.445 12.4146 4.74633 42.7268 41.9865 41.1232 214.031 3.81427 34.6055 32.8885 31.1216 30.1942 27.9443 26.6735 14.2227 12.4508 5.97857 11.7243 7.48131 6.43346 4.45067 4.42392 2.62625 2.31537 1.40729 210.216
internal_count=2900 1063 177 94 1837 79 43 886 857 847 1758 95 808 785 765 700 686 533 309 224 189 265 182 150 140 147 120 44 41 1663
is_linear=0
shrinkage=0.0391687


Tree=408
num_leaves=31
num_cat=0
split_feature=1 2 0 4 0 1 1 4 0 4 0 4 2 1 3 3 3 4 2 4 0 0 3 0 0 1 3 4 1 2
split_gain=0.369625 0.688693 0.660272 0.897843 0.393881 1.74504 1.72182 1.29743 0.962682 2.54372 1.27005 2.79976 3.12833 1.26379 0.921691 2.26385 1.92005 1.54706 1.4297 2.51272 1.23639 0.881605 1.60753 0.749924 2.55287 1.94974 2.48776 1.35691 4.61872 3.76022
threshold=89.912793714750009 -0.088944999999999996 122.45926784190002 45.027406014450008 85.678472159250006 62.00390986255001 64.071334164850015 40.79983011445001 85.807518149550006 42.102795028150005 86.001087134900004 39.56957118270001 -0.11420499999999999 61.93938686740001 0.070195000000000021 -0.11050499999999999 0.083905000000000021 35.131296350900008 -0.085734999999999992 41.532441862050007 84.280473931450004 71.144667506050013 -0.15959999999999999 90.837623311600012 90.337570099350003 67.649671936450019 0.084795000000000023 38.592454371550012 63.910026677050006 -0.14228499999999997
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 -3 5 14 -7 -8 9 -6 11 -10 -13 -14 15 21 -16 -18 19 -19 -20 22 -1 24 27 26 -25 -12 -29 -30
right_child=1 2 -4 -5 8 6 7 -9 10 -11 23 12 13 -15 16 -17 17 18 20 -21 -22 -23 -24 25 -26 -27 -28 28 29 -31
leaf_value=-0.040773682918570045 -0.032237081839681922 -0.031932055210676422 -0.032655242177986828 0.020493865930029373 0.018922905423339905 -0.035539145729152399 -0.035160962401645339 0.0087865459558882208 0.017204653531288503 -0.0076318469551698367 0.010802665487840101 0.011764203336698854 -0.011896367371901176 -0.043537087381063475 0.021076314630208905 -0.027175525378542707 0.022118743330725287 -0.042066333735793146 -0.013417138927144452 -2.2680568676382134e-05 0.011351032919631921 0.0062605425714628493 0.023293431893165791 0.0024246517954888466 0.01987771240060043 0.00053949457460076113 -0.031488044362977259 0.0024382658157353927 -0.002301836129859583 -0.050824286120812599
leaf_weight=1.08522424951661 0.94530461037356905 0.40898669208399896 0.48477679837378662 1.3331198105588553 8.987190052866934 2.7752320189028969 0.86824623472057316 2.487387066707015 2.6378912106156331 5.6155149471014729 12.573664266616104 2.1365542635321617 1.8521899506449697 3.4850384774617851 5.0201696176081922 3.5567811899818489 2.4325483320280936 2.2512980634346631 2.8653760910965449 3.4471986014395952 5.9208685616031289 7.6818217436084524 0.57351265940815199 4.0365585973486287 8.0435400016140175 117.58483102562604 4.259128169156611 56.18307582102716 3.1506822644732893 2.9748070038622236
leaf_count=76 184 87 75 14 33 71 25 39 10 35 58 11 10 44 27 80 18 24 37 30 31 76 19 34 46 1288 51 290 32 45
internal_value=0.000403835 -0.0101013 -0.000704802 0.00818606 0.000525241 -0.00227421 -0.017502 -0.00258456 0.00101634 0.00871119 0.00050306 -0.0102104 -0.0198866 -0.0325567 0.000405854 -0.00616054 0.00426633 -0.000722001 -0.00455785 -0.0166328 0.00327362 0.00184174 -0.0186223 0.00102187 0.0033073 -0.000483697 -0.0149866 0.00152738 -0.000344343 -0.0258665
internal_weight=277.659 3.17219 2.22688 1.74211 274.486 40.9657 6.13087 3.35563 233.521 14.6027 218.918 10.1117 7.47378 5.33723 34.8348 12.8973 21.9375 16.9173 14.4847 5.6985 8.78624 9.34056 1.65874 208.806 82.9258 125.881 8.29569 74.8822 62.3086 6.12549
internal_count=2900 360 176 101 2540 553 135 64 1987 68 1919 75 65 54 418 251 167 140 122 54 68 171 95 1844 471 1373 85 425 367 77
is_linear=0
shrinkage=0.0309526


Tree=409
num_leaves=31
num_cat=0
split_feature=1 1 0 1 4 3 4 1 4 1 1 4 2 2 2 2 4 2 4 4 4 0 3 0 3 0 3 2 4 0
split_gain=1.65715 2.66387 2.05873 1.96165 3.19075 3.32119 2.4741 2.12498 4.6788 4.03577 3.57593 3.81709 1.87354 1.48983 5.24084 2.46565 2.28742 3.76384 2.14638 4.63372 3.75313 4.14126 3.31283 4.01413 2.85604 4.74617 2.25688 3.28053 2.215 1.88328
threshold=70.343506983200015 70.73871032835001 86.530713386650021 64.434276012450013 41.322103772800006 0.08079500000000002 42.131954243650007 66.318885161900013 38.592454371550012 66.697957758300021 68.214248143850014 37.797539186950011 -0.15484000000000001 -0.053019999999999991 -0.01762 -0.063985 41.169697216150006 -0.0023999999999999998 41.348489042950007 42.102795028150005 38.771633980050005 85.939252597950016 0.087725000000000011 85.328972602300013 0.10273500000000002 85.807518149550006 0.082055000000000017 -0.10518999999999999 42.852084787850011 67.875502419400007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 13 4 -4 -6 -7 8 -5 -9 11 -11 -13 15 -15 18 -16 -18 20 -20 24 -22 26 -24 25 -1 27 -21 -25 -19
right_child=1 -3 3 7 5 6 -8 9 -10 10 -12 12 -14 14 16 -17 17 29 19 22 21 -23 23 28 -26 -27 -28 -29 -30 -31
leaf_value=-0.0013456809538997059 -0.0027604801434095109 -5.4009342821187451e-05 0.0017136238437541009 0.00031246334521174414 0.0018298828668767832 -0.0013894446418110725 0.00043047752982329566 0.0020111276629733968 -0.0026337455729758823 0.0012154883429603685 0.0005471774556802233 -0.00014231962917147893 -0.0030469111528898946 -0.0021369820603308496 0.00094154815853721467 0.0014958443483159276 0.001373163266952917 0.0015403626534539383 0.0015775798002749038 0.00028932953892308461 -0.0004776119577876243 -0.0033580300619565602 0.0012465630443784872 -0.0035474127526159095 0.0025733474399516738 0.0030878701838022585 0.0011224095037499356 -0.0023918676634622285 -0.00086433040539654821 -0.0030121277426711076
leaf_weight=5.7876906301826256 2.1950179054401806 114.09983705816558 16.945799469947815 10.507289282977579 7.069737825542691 6.201931148767474 15.426306955516337 8.2635089010000211 4.5848445836454621 2.739731837064026 29.880191372707486 1.8433525022119281 4.5887659769505262 7.9379071211442378 10.800288087688388 7.6219526268541804 2.7122692316770589 0.63557448377832315 13.048434130847452 13.124542424455283 9.1970883496105653 4.3556793108582488 2.6659362222999317 3.7472825199365616 2.9296765178442001 1.8990329205989835 12.040673574432729 3.4030507449060741 3.5464853160083294 3.5091834426857531
leaf_count=101 56 1471 70 44 26 33 60 33 43 11 149 22 45 73 59 30 25 13 48 122 60 30 17 35 9 4 49 33 30 99
internal_value=0.000129303 -0.000105093 0.000254912 0.000492929 0.000876329 0.000381917 -9.1388e-05 0.000212518 -0.000582566 0.000466125 0.000139198 -0.00118992 -0.0022145 1.88857e-05 -0.000494658 0.000176552 0.000243655 -0.000855576 4.37975e-05 0.000324217 -0.000554611 -0.00140334 -0.000100265 -0.0013088 0.000528866 -0.000250356 0.000321064 -0.000262732 -0.0022428 -0.00231403
internal_weight=333.309 116.295 217.014 108.051 45.6438 28.698 21.6282 62.4077 15.0921 47.3156 39.052 9.17185 6.43212 108.963 25.5952 83.3675 17.6573 6.85703 75.7456 51.5764 24.1692 13.5528 38.528 9.9597 10.6164 7.68672 28.5683 16.5276 7.29377 4.14476
internal_count=2900 1527 1373 536 189 119 93 347 87 260 227 78 67 837 269 568 196 137 538 334 204 90 286 82 114 105 204 155 65 112
is_linear=0
shrinkage=0.00243348


Tree=410
num_leaves=31
num_cat=0
split_feature=1 0 1 3 1 1 4 0 0 4 4 2 4 1 0 0 1 3 3 4 2 2 2 4 1 4 1 0 1 0
split_gain=2.06392 2.63952 2.40421 1.66596 2.24874 2.50923 1.64247 2.4861 5.46735 2.11882 2.0768 1.61777 1.80714 1.52954 1.50546 3.3065 2.48095 2.62962 2.31924 1.81345 3.57322 4.18796 4.65335 3.52055 2.94509 1.68169 1.46789 2.03731 3.11624 2.65568
threshold=70.343506983200015 85.716110573100011 70.73871032835001 0.099780000000000021 62.00390986255001 64.071334164850015 40.621691032550004 85.807518149550006 86.001087134900004 42.718072821900002 40.305698932850007 -0.12835499999999997 39.268993001500007 61.971648364950006 91.410264893400026 90.337570099350003 69.563854125350005 0.086655000000000024 0.077015000000000014 43.162556114600001 -0.068524999999999989 -0.13978499999999996 -0.08756499999999999 42.297164883650005 62.106071271500007 43.57842012870001 61.917879202350001 84.95796538030001 58.549241164900003 76.591483678350016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -2 4 13 -6 10 -8 9 -9 11 12 -3 26 15 19 17 18 -16 20 21 -10 -23 -22 -24 -21 27 28 29 -1
right_child=2 6 -4 -5 5 -7 7 8 14 -11 -12 -13 -14 -15 16 -17 -18 -19 -20 25 23 22 24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00051903376960858749 -0.0025352494837754479 -0.0010401143952270897 -4.8945122155256071e-05 0.00057652699012554379 -0.002740094379787868 -0.00025040179911624337 0.0012799290453805654 -0.0032653613707673717 0.00092711312840629387 -0.00039216682640266917 0.0017504341031902191 0.00072357821982440076 0.00067621412313436323 0.001295591203470222 -0.0021433991189958659 0.0016631727667536064 0.0010244363495099168 -0.0032710102763172438 0.00077571940758285746 0.0018848151842517347 0.0012420453905380739 -0.0028996253172498127 -0.0014798367294581445 -0.0010601381380073379 0.00074537532464781628 0.00017283429843501291 -0.0015797105490644762 0.0010301807159794083 -0.0020228562170931442 0.0014792660522479559
leaf_weight=12.309941984713086 2.0561925368383518 6.3941846042871457 120.68584994977573 12.958511799573897 3.9405721412040275 4.5158537272363901 10.299177698791025 3.2830650657415381 6.7233463302254632 2.2476506382226944 8.3640811368823034 51.075660265982151 6.3618978336453438 3.647097084671258 2.3609993932768685 9.0691118314862234 3.8206800483167163 2.2949875984340906 3.5304562654346228 5.5501358807086927 14.717483740299949 5.6325620859861329 6.370522424578672 4.5114326253533354 6.007531076669693 6.4478788506239653 3.868793291039764 6.5765386112034312 4.8822576482780269 4.8072140645235768
leaf_count=203 56 36 1471 73 70 56 35 34 25 14 34 220 28 18 33 37 18 29 21 17 59 35 34 32 21 36 33 26 73 23
internal_value=0.000146764 0.000277663 -9.05961e-05 -0.000142992 -0.000352291 -0.00141056 0.000424216 0.000223686 9.19341e-05 -0.00209771 0.000682163 0.000542184 -0.000184122 -0.000104335 0.000249135 0.00038609 -0.000492608 -0.00120063 -0.000394117 0.000179124 -3.52899e-05 -0.000608414 -0.00118162 0.000701914 -0.000399858 0.000964776 -0.0002617 -8.32591e-05 -0.000416113 4.21725e-05
internal_weight=345.312 222.57 122.742 57.5068 44.5483 8.45643 165.063 92.867 82.5678 5.53072 72.1958 63.8317 12.7561 36.0918 77.0371 65.03 12.0071 8.18644 5.89146 55.9609 43.9629 24.734 18.0106 19.2289 12.3781 11.998 32.4447 28.576 21.9994 17.1172
internal_count=2900 1373 1527 575 502 126 798 480 445 48 318 284 64 376 397 296 101 83 54 259 206 115 90 91 55 53 358 325 299 226
is_linear=0
shrinkage=0.00227998


Tree=411
num_leaves=31
num_cat=0
split_feature=1 1 0 0 0 1 3 4 0 4 4 1 3 3 4 2 2 4 3 2 2 4 0 3 4 4 2 2 2 3
split_gain=1.65145 3.08225 2.58086 1.91984 1.87863 3.9582 3.28812 1.86088 1.84708 3.11815 3.49319 1.92625 1.67902 2.05434 2.90225 2.86884 3.43606 2.87785 2.38998 2.70115 3.68637 2.3213 4.76785 1.85804 1.65218 1.6443 1.62357 1.62867 2.44575 1.91303
threshold=70.343506983200015 70.73871032835001 87.181320254150009 86.866770652900016 90.837623311600012 67.649671936450019 0.084795000000000023 37.186372654950006 90.337570099350003 42.541806567400009 43.162556114600001 64.654729579150015 0.12064000000000002 0.093295000000000031 41.24714903835001 -0.016334999999999999 0.11529000000000002 41.24714903835001 0.086945000000000022 -0.14581999999999998 -0.26820499999999997 41.986601436450009 86.162394622750014 0.087725000000000011 36.82350895510001 39.749124837650008 0.11970500000000002 0.048530000000000011 -0.117115 0.094165000000000013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 12 8 6 -6 26 9 11 -11 -4 13 15 -15 17 -17 18 19 20 -1 22 -19 -23 -13 -21 27 28 29 -3
right_child=1 7 4 -5 5 -7 -8 -9 -10 10 -12 24 -14 14 -16 16 -18 21 -20 25 -22 23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0015202828362077161 -0.0027089671080643535 -0.001434446721212372 0.0014924490588491127 -0.0015546702696649425 0.00027372035926868634 0.00059206355228955262 -0.0024272169271711691 6.0300384573623389e-05 0.0017513977783203383 -0.0021168589350937339 0.00079423304653166913 0.0010672260412915274 -0.00090659661972315253 0.0012186530476523726 -0.00010241789753870025 -0.0028543460519180087 0.00019163744675786587 0.0022149224738715317 -0.0024328356252287012 0.0013947892539659236 -0.0028198626691698851 0.00029784709806000831 -0.00068216000013865408 -0.0012740557951068053 -0.00059811094698703968 -0.00056522896920495791 -0.0028664768536142624 0.001132824253025276 -0.0027791639258983604 0.001727902165162522
leaf_weight=1.5232651345431802 2.4622547985054544 2.3127247439697376 18.066081121563915 4.1278121583163729 4.9437569752335531 31.900931973010302 5.1786091346293688 113.2204241103027 10.365413054823874 4.3669588863849622 4.9178218804299831 7.3438175693154317 8.8389844764024001 20.516775537282228 17.116453444585204 4.269633543211965 4.048786906991154 9.2370711937546712 3.5665713213384143 5.1274562180042267 3.9348183795809755 29.896251510363072 4.867319554090499 4.9130501169711343 6.1359943673014641 4.5181032344698906 2.0153324479470021 2.4652486542472616 2.9013448730111113 2.0031855582492426
leaf_count=7 56 85 73 24 34 159 51 1185 43 24 25 27 63 80 100 113 35 33 32 20 94 222 22 41 29 22 63 28 85 25
internal_value=0.000130231 -8.43663e-05 0.000254641 3.42543e-05 0.000553713 0.000182541 -0.00110808 -3.2633e-05 0.000858383 0.000631679 -0.000574956 0.000986823 8.78503e-05 0.00016527 0.0006178 -5.90993e-05 -0.00137179 0.00010247 -0.000688732 -0.00027688 -0.0016086 0.00040447 0.00121516 7.59858e-05 0.000309167 0.000476692 -0.000932112 -0.00052949 -0.0010973 3.33251e-05
internal_weight=347.102 127.381 219.722 126.502 93.2194 42.0233 10.1224 124.918 51.1961 40.8307 9.28478 31.5459 122.375 113.536 37.6332 75.9023 8.31842 67.5839 18.6702 15.1036 5.45808 48.9137 14.1044 34.8093 13.4798 9.64556 11.6978 9.6825 7.21726 4.31591
internal_count=2900 1527 1373 908 465 244 85 1471 221 178 49 129 884 821 180 641 148 493 175 143 101 318 55 263 56 42 286 223 195 110
is_linear=0
shrinkage=0.00236883


Tree=412
num_leaves=31
num_cat=0
split_feature=1 1 0 2 2 2 3 3 1 4 3 3 2 4 0 3 1 1 1 4 4 1 0 1 2 2 4 4 3 3
split_gain=2.30972 3.40418 2.16908 2.16964 3.64484 3.01772 3.73709 3.14648 3.68959 2.02988 1.9749 3.62325 2.60438 4.8117 1.79064 2.81686 4.86409 2.55761 7.30319 2.43025 2.18258 1.75439 2.48066 1.70801 2.8527 3.36365 2.2543 2.91276 2.17719 2.12774
threshold=70.343506983200015 70.73871032835001 86.530713386650021 -0.068524999999999989 -0.022239999999999999 -0.083794999999999994 0.083185000000000023 -0.112455 68.214248143850014 41.322103772800006 0.11747500000000002 0.084365000000000009 0.090855000000000033 38.592454371550012 96.055920542800024 -0.089509999999999992 71.090898343450007 72.953999827850012 74.986474174450009 45.673096293200011 38.238138001450004 77.52437864960001 101.23657936015002 81.188747081400024 -0.094344999999999998 -0.59511499999999995 44.710446918150005 39.468990633150007 0.09254500000000003 0.085495000000000029
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 -1 5 -5 7 -7 8 -4 -8 11 -6 -13 -14 15 -3 -17 -16 -19 -18 21 -20 -23 24 25 -22 27 -25 29 -27
right_child=1 14 3 4 10 6 9 -9 -10 -11 -12 12 13 -15 17 16 19 18 20 -21 23 22 -24 26 -26 28 -28 -29 -30 -31
leaf_value=6.5417344820206053e-05 -0.0028082331375443811 0.00065786858645658038 -0.0034705293788652707 0.0018389584981260039 0.0011549125834200047 0.00087736826951694284 -0.00064533870871434521 0.00071526411096999888 0.00082606446509096211 -0.0030934075940626483 0.0021091736271993066 0.00024337756574103271 0.00066307556066500233 -0.0039264597977986182 0.0011671870923749487 0.00064399825091968608 -0.0029586314690160515 -0.0032566779056386105 -0.0029399219582972439 -9.2259659260072151e-05 0.0013305077679859334 0.0013585905366534702 -0.0014787504159414094 0.00085138507411638997 0.0009650028061612974 -0.0011010414308819118 0.00051995860285703138 -0.0014489512025416993 -0.0024548925725897063 0.0015244384419521963
leaf_weight=110.59904245543294 2.7114836703985921 6.4497838406823602 2.4259385913610449 17.30852516181767 11.458574898540979 4.9849171042442313 4.2425679862499219 47.710974706336856 2.3317088624462485 3.8373796083033085 3.5538571029901496 7.0749756172299367 2.3539628535509109 3.2147756405174732 11.566637486219404 5.1622949615120879 7.4656084394082409 4.038914813194423 2.127888589166103 2.3022483661770821 5.4897674880921867 2.8832111014053226 5.0326893466990441 4.4912633823696586 30.827677140012383 5.7535133119672519 13.381714477436615 12.087724072276613 3.9592696093022814 2.6970189176499844
leaf_count=837 56 55 30 66 59 18 21 201 21 26 13 35 10 36 70 29 131 54 44 40 22 20 240 64 143 64 186 263 36 10
internal_value=0.000155777 -0.000104368 0.000306888 0.000548579 0.000961178 0.000265482 -0.000783388 0.000526654 -0.00136478 -0.00180799 0.000411822 0.000161549 -0.000738702 -0.00198642 -4.60511e-05 -0.000689093 -0.00127098 8.57158e-05 -4.91219e-05 -0.00228304 9.68804e-05 -0.000973817 -0.000445305 0.000233545 0.000515317 -0.000259158 -0.000224721 -0.000825788 -0.000962384 -0.00026311
internal_weight=349.526 128.429 221.097 110.498 44.9647 65.5335 13.0649 52.4686 4.75765 8.07995 27.6561 24.1023 12.6437 5.56874 125.717 21.3799 14.9302 104.337 92.7707 9.76786 88.7317 10.0438 7.9159 78.6879 48.7272 17.8996 29.9607 16.579 12.4098 8.45053
internal_count=2900 1527 1373 536 219 317 65 252 51 47 153 140 81 46 1471 255 200 1216 1146 171 1092 304 260 788 275 132 513 327 110 74
is_linear=0
shrinkage=0.00243902


Tree=413
num_leaves=31
num_cat=0
split_feature=1 0 0 0 4 3 3 3 1 3 4 4 0 1 4 3 2 0 3 3 2 4 4 0 1 4 3 4 3 1
split_gain=2.21382 3.87921 3.56902 2.91345 2.84862 2.76071 2.71649 2.14364 2.00009 1.93528 1.70862 2.38847 4.10979 2.36737 2.29304 2.07669 1.66503 1.65044 1.58081 5.89116 3.04632 2.12495 3.42335 2.06407 5.02451 1.75347 1.54082 3.04205 1.49863 1.48586
threshold=70.182199495350019 94.550383989750017 86.530713386650021 93.972365491700018 40.305698932850007 -0.16319499999999998 0.12064000000000002 -0.04931 65.036490633650018 0.25847000000000003 41.495754733000005 42.428475018400007 87.735142629050017 64.434276012450013 44.015822920550008 0.083415000000000031 -0.16030499999999998 93.262612545250008 0.087725000000000011 0.091545000000000029 -0.085249999999999992 42.131954243650007 43.57842012870001 85.737618238150006 61.993156030000002 41.792045663550006 -0.101725 39.039757512550004 0.10461500000000003 69.873026810350026
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 6 10 -2 -6 7 8 26 -8 13 12 -12 -4 15 -13 -7 -15 23 20 -20 -21 28 24 25 -9 -1 -28 -23 -19
right_child=1 -3 3 -5 5 16 9 18 -10 -11 11 14 -14 17 -16 -17 -18 29 19 21 -22 22 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.00027941412567975747 -0.0026450349011680491 2.0658955023715276e-05 0.0012882162833921223 -0.00066715127168372104 0.0014739211649464098 0.00072417319934936139 -0.0021086053552595236 -0.00035598995578131057 0.0016396706100506272 -0.00024737927873116135 -0.0018251534002684639 0.0017636268694653148 0.00041065312777863324 0.00025866942825757014 -0.00059791601367947583 0.00046877137304484511 -0.0021997816912216164 0.0017103402392275369 -0.00047626959903064456 0.0005805212262649964 -0.0027860022863638702 -0.0020075007532779046 0.0013452333705879849 0.0010615410224005452 -0.0018266044980006751 0.0011397293064918167 0.00076781920230491749 -0.0024780018054922979 -0.00024238130484929499 0.00044007161651776511
leaf_weight=20.200484500033788 3.4569852594286186 121.76601208071224 21.098955355584621 7.4504404831677666 1.8489140029996631 0.97944805212318886 3.5591687932610494 4.206081327050927 1.6836799029260863 4.7980260066688061 4.7785498276352874 6.4190084636211457 8.1121696718037111 30.095626685768366 4.901056812144815 15.397544369101523 2.6120088812895124 6.6193018406629545 5.2178618051111698 30.795717485249043 3.482636016327886 3.6290575284510833 2.809107881039381 15.990954168140886 3.821353366598486 9.0037147589027864 1.5309448144398619 3.405371374450624 3.4148157797753811 6.8575141727924347
leaf_count=243 46 1394 83 58 15 14 33 30 8 25 26 19 36 132 50 62 81 19 39 129 41 35 11 52 50 36 17 62 26 28
internal_value=0.000130266 -6.84178e-05 0.000243493 0.000488241 -0.00128749 -0.000424862 1.08608e-05 9.12934e-05 -0.000378317 -0.00104004 0.00057079 0.000257975 -0.000418153 0.000762376 0.000584193 0.000849752 -0.00140237 0.000507749 0.000244201 2.74718e-05 -0.00140081 0.000333183 -0.000439879 0.000568087 0.000104771 0.000663483 -0.000513483 -0.00147135 -0.00115178 0.00106398
internal_weight=359.943 130.663 229.279 111.73 8.89736 5.44037 117.549 109.192 26.8205 8.35719 104.28 39.6083 12.8907 64.6714 26.7176 21.8166 3.59146 43.5724 82.3713 49.3492 8.7005 40.6487 9.85298 33.0221 17.0311 13.2098 25.1368 4.93632 7.04387 13.4768
internal_count=2900 1550 1350 513 156 110 837 779 330 58 455 193 62 262 131 81 95 179 449 281 80 201 72 168 116 66 322 79 61 47
is_linear=0
shrinkage=0.0019125


Tree=414
num_leaves=31
num_cat=0
split_feature=0 0 4 0 0 4 4 1 3 2 2 4 1 3 0 1 1 0 3 0 2 3 0 0 1 3 3 0 3 4
split_gain=2.39233 3.55487 2.92596 3.38139 2.95885 2.41005 2.20574 2.35457 2.92256 5.05135 3.42943 3.08601 2.50182 2.07071 2.01274 3.6063 2.26207 2.92161 1.94641 3.35583 3.23064 3.79226 1.81082 1.80245 3.25856 2.81217 2.67836 1.75065 2.06941 1.91688
threshold=93.972365491700018 87.181320254150009 38.238138001450004 94.964406541850011 95.071944867050021 44.086690780350004 38.386256906100009 71.787208999250012 0.089580000000000021 -0.11131999999999999 -0.048664999999999993 41.395309858300003 72.187789260650007 0.080515000000000017 96.588235252600015 72.953999827850012 77.52437864960001 101.23657936015002 -0.21013499999999999 96.588235252600015 -0.15895000000000001 -0.22831499999999999 86.866770652900016 98.201310130900012 75.551050381850018 0.088990000000000027 0.083905000000000021 86.530713386650021 0.090390000000000012 42.178283198950005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 22 3 -2 -5 -3 -4 8 10 -10 -8 -11 -9 -7 -6 -16 -17 -18 20 -20 -14 -22 27 25 -25 26 -21 29 -29 -1
right_child=2 5 6 4 14 13 7 12 9 11 -12 -13 18 -15 15 16 17 -19 19 23 21 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=0.00023450145434371374 -0.0026984037872561793 0.00066844078471637387 0.0017864831389286893 0.0022807054089023101 -0.0028161785543317571 -0.0023513535209411761 -0.0019003959718424121 0.0020532782484415607 0.0019744142602681359 0.00042778241323128944 0.00086266356661451903 -0.002528928043060809 0.0019118606978839425 0.00027143386425319062 0.0012209798259471716 -0.002506742251965175 0.001165441851614912 -0.0013595952865810145 -0.0018607243240620164 0.00015327251184713524 -0.0017637117253407899 0.001699771085111982 -0.0012426658660891704 -0.0025370133159559904 -1.587912172830133e-05 -0.00032660387975395541 0.0021133795972277888 -0.00012398105400524066 0.0015288604470562179 -0.00030316396762953158
leaf_weight=69.234560714568943 3.2028570813126889 83.435043489094824 2.9864763524383298 1.5443064197897935 1.6491841599345232 2.0640354952774933 8.8916498227044922 2.7890538033097974 4.00135438144207 3.052362557500599 2.3743558228015926 2.8454517219215631 5.9862031927332282 3.2068048329092562 4.025691144168376 3.1293313116766504 2.9482117276638728 5.4369891386013478 3.944171752780675 5.2581009063869733 3.0568849155679345 2.3195620989426953 4.3357491195201865 2.2284864950925103 53.085516711231321 8.0965466089546663 6.5074318796396255 5.5697310790419561 7.3044575303792953 46.068639989942312
leaf_count=434 41 377 15 5 19 51 102 12 15 19 19 41 31 36 16 58 20 240 62 27 51 13 24 33 615 49 18 24 24 409
internal_value=0.000135321 0.000267368 -7.42881e-05 -0.000759014 -0.000427441 0.000583823 5.36294e-05 8.40694e-06 -0.000606621 0.000203061 -0.00131807 -0.000998708 0.000147969 -0.000755637 -0.000670743 -0.000443062 -0.00102484 -0.0004718 8.92391e-05 -2.4285e-05 0.000879729 -0.00026946 5.5529e-05 7.20652e-05 -0.00011745 0.000599848 0.00123739 9.94419e-05 0.000813795 1.96808e-05
internal_weight=360.579 221.219 139.36 21.9366 18.7337 88.7059 117.424 114.437 21.1652 9.89917 11.266 5.89781 93.272 5.27084 17.1894 15.5402 11.5145 8.3852 90.4829 79.1203 11.3627 5.37645 132.513 75.1761 55.314 19.8621 11.7655 128.177 12.8742 115.303
internal_count=2900 1379 1521 399 358 464 1122 1107 196 75 121 60 911 87 353 334 318 260 899 804 95 64 915 742 648 94 45 891 48 843
is_linear=0
shrinkage=0.00204248


Tree=415
num_leaves=31
num_cat=0
split_feature=0 0 2 1 3 1 0 0 3 2 2 3 1 4 2 4 4 3 2 3 0 2 2 4 4 2 1 2 1 2
split_gain=0.428152 1.47681 2.08315 1.317 1.88594 1.68713 1.07999 1.44301 1.27124 3.50534 2.65978 3.91257 1.29772 1.17176 1.56904 1.15413 1.05189 1.04441 1.37253 0.988501 1.23538 1.57498 1.69955 1.12165 2.30612 2.76725 1.84914 2.16653 2.12863 5.26981
threshold=93.972365491700018 94.550383989750017 -0.14739999999999998 70.182199495350019 -0.16319499999999998 70.085415002650009 87.181320254150009 86.866770652900016 0.081815000000000013 -0.12835499999999997 0.090855000000000033 0.10371000000000001 64.434276012450013 40.712530798250008 -0.12350999999999999 42.233786329550007 36.735256530150004 0.12064000000000002 -0.091399999999999995 0.09660500000000001 86.280686780500005 -0.084239999999999995 -0.012769999999999998 41.468518788800004 41.840895355800008 -0.068524999999999989 62.399113207700005 -0.081474999999999992 61.993156030000002 -0.10282499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 5 -5 6 7 17 9 -8 13 -12 -11 -10 -15 -16 -14 19 -19 23 21 -21 -23 -1 -25 26 27 28 -26 -30
right_child=1 -3 -4 4 -6 -7 8 -9 10 12 11 -13 16 14 15 -17 -18 18 -20 20 -22 22 -24 24 25 -27 -28 -29 29 -31
leaf_value=-0.0060771094203419494 0.0067142920179097676 -4.8361355543004739e-05 -0.030899222735109734 0.01124739618666285 -0.040789770126241458 0.024168557236228676 -0.012928733949103044 -0.0199371680956381 0.010379256723365236 0.032942760328611653 -0.051132988746864692 0.0030260614166495031 0.026073474477534664 0.014640351611525744 -0.018504957106328428 0.0004120679739348778 0.0047242414679753804 0.0015063761565149156 -0.026328209135436657 0.013197140388512151 0.018731286386949632 -0.013948063461211363 0.013167375309563651 0.018858781422105231 0.002642095878488058 -0.025678480451592638 0.022539748910735454 0.025594946660226915 0.013185703775160006 -0.03931535728863262
leaf_weight=26.573032543063164 2.5221361671574414 98.100054125286988 3.8571503271814427 1.2162537886761131 1.772606080980039 3.4633036991581312 4.6185146393254426 3.8152450229972592 19.52089735865593 4.7953087277710429 2.3033284805715075 3.4518803581595421 3.803038112819193 5.1422214880585679 5.040836565196515 9.901203799992798 6.4339918047189713 3.9397998498752713 3.4340193090029052 8.1360233798623121 6.4288521483540526 7.6270947232842472 3.4892739495262477 7.2686608331277958 17.388896867865697 4.1658251457847717 4.0456003360450259 2.9099657703191033 3.4095526821911335 4.723025497980414
leaf_count=252 37 1421 63 14 73 14 45 24 89 25 33 18 16 25 33 48 38 26 37 41 25 56 20 40 150 126 24 15 15 57
internal_value=0.000612698 -0.00102406 -0.0160282 0.00156902 -0.0196143 0.0019291 0.00148225 -0.000500104 0.00475577 0.011593 0.00179375 -0.0186493 0.0191271 0.00476443 -0.000692909 -0.00596977 0.0126554 0.000216116 -0.0114563 0.00111114 0.0065166 0.00243781 -0.0054369 -0.000858357 0.00229977 -0.00098496 0.00218247 -0.000714228 -0.00371401 -0.0173045
internal_weight=283.298 104.479 6.37929 178.818 2.98886 175.829 172.366 107.355 65.0112 19.6509 45.3604 5.75521 15.0323 39.6052 20.0843 14.942 10.237 103.54 7.37382 96.1658 25.6812 19.2524 11.1164 70.4846 43.9115 36.6429 32.477 28.4314 25.5215 8.13258
internal_count=2900 1521 100 1379 87 1292 1278 908 370 124 246 51 79 195 106 81 54 884 63 821 142 117 76 679 427 387 261 237 222 72
is_linear=0
shrinkage=0.0321822


Tree=416
num_leaves=31
num_cat=0
split_feature=3 2 0 1 3 3 2 3 3 2 3 1 2 3 2 0 4 2 3 2 2 3 3 3 4 4 2 4 0 2
split_gain=0.411244 1.17408 0.952911 1.12815 1.4529 0.86095 0.812621 0.660379 0.689402 3.24331 1.40288 2.04198 2.20184 1.25252 1.1216 1.04964 1.86479 1.4919 1.813 0.899999 1.01113 0.939114 0.871737 0.947878 2.43528 0.969866 1.37003 1.56261 0.930979 1.0901
threshold=-0.25765499999999997 -0.23557500000000001 95.071944867050021 68.214248143850014 -0.54481999999999997 -0.25276999999999999 -0.13820499999999999 -0.25095999999999996 -0.15684499999999998 -0.23955999999999997 -0.23472499999999999 62.057679025150001 -0.16717499999999999 -0.12530999999999998 -0.063985 104.3578792496 42.406961525800007 -0.088944999999999996 0.074640000000000026 -0.085734999999999992 0.20981000000000005 0.090225000000000014 -0.11050499999999999 1.0000000180025095e-35 42.599563320500003 48.852845034800005 -0.15895000000000001 48.919835655300012 85.694602908050015 -0.042409999999999996
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 -3 -2 -6 -7 9 -9 11 -11 -13 -10 -14 22 -17 18 -18 -19 21 -21 -15 24 28 -25 -27 -28 -24 -30
right_child=5 2 -4 -5 6 7 -8 8 13 10 -12 12 14 15 -16 16 17 19 -20 20 -22 -23 23 25 -26 26 27 -29 29 -31
leaf_value=-0.031803659529418223 0.014696481341607302 0.014133008948225449 -0.020959463995991974 0.015769127281312134 -0.034570540475174459 -0.014785040530151481 -0.0067978934983187684 -0.031352276308323782 -0.017164569001138458 0.014526347265612975 0.015531541298128605 0.014956268112997415 -0.045987247986976537 0.015507782029523269 -0.012234392265924711 -0.029679289273958364 0.010621287996485771 0.026262328047105352 -0.029681681056760185 -0.030890931351411414 0.018262464421247255 0.0058137275371382986 -0.019232643949606755 0.00083044164257059408 -0.031641234342782751 0.020835441918702791 0.033258058014696043 -0.029229545337902212 0.0090426624978373806 -0.007997456071990738
leaf_weight=1.0713272006250907 3.2253567880252367 1.9120320347137725 1.61961179669015 2.8779165358282626 1.118234438123179 2.0823710125405333 2.6233827031683208 1.6422932341229195 3.041402861243113 4.1749510704539752 10.142916496901304 1.5408585332334039 1.1720157053787261 2.9775325823575249 1.9543662966461852 2.2951570208970216 1.2933372147381308 1.4069111393764613 2.3217243542021606 0.99071894923690607 1.4084694432676768 1.0889159401413051 1.8575793254422013 205.76702161808498 2.3184581691166377 3.9486978761851788 0.42587989568710216 0.99038028297945857 6.3960820254869741 4.960725708398968
leaf_count=63 24 29 53 18 30 24 35 46 55 17 81 14 13 36 30 289 12 7 115 52 14 20 46 1524 76 22 1 72 45 37
internal_value=0.000473752 -0.00464288 -0.00177641 0.00186526 -0.00521233 0.000686879 -0.0150981 0.000517134 0.000637781 0.00542625 0.00860775 0.000665448 -0.0117334 0.000232121 -0.0248876 0.00045217 -0.00785703 -0.0019716 -0.0152627 0.00784417 0.000415284 -0.011672 0.000843138 0.000650499 -0.00585344 0.00112899 0.0125795 -0.0104391 -0.00132899 0.00159943
internal_weight=280.647 11.2225 10.1512 8.53157 5.65365 269.424 3.74162 266.199 264.116 20.6274 18.9851 8.84219 4.66724 243.489 3.12638 240.448 10.8052 8.51008 3.61506 4.89502 3.4881 2.07963 229.642 226.665 15.5328 211.132 5.36496 1.41626 13.2144 11.3568
internal_count=2900 228 165 112 94 2672 65 2648 2624 201 155 74 57 2423 43 2368 509 220 127 93 86 72 1859 1823 204 1619 95 73 128 82
is_linear=0
shrinkage=0.0272798


Tree=417
num_leaves=31
num_cat=0
split_feature=2 0 2 3 3 3 2 2 3 0 4 2 3 4 2 3 3 3 1 3 3 0 2 3 2 1 2 2 1 4
split_gain=0.394157 1.7756 1.43522 1.6431 3.54577 3.46212 3.29055 2.85755 2.34068 2.29329 1.84412 1.7688 1.4101 1.31723 1.93778 1.31205 2.77768 3.57036 1.11048 1.10829 0.960468 2.83226 1.24415 1.46059 0.915611 1.75887 3.31017 2.08343 1.7242 2.74824
threshold=-0.065399999999999986 84.280473931450004 -0.054494999999999995 0.084365000000000009 0.086520000000000027 0.076080000000000023 -0.036264999999999999 -0.0086649999999999991 0.09642000000000002 96.811377277450006 36.514114975300011 0.28022500000000006 0.12424000000000003 41.495754733000005 0.15675000000000003 0.088395000000000015 0.099010000000000029 0.10611500000000003 78.285212300550015 0.091545000000000029 -0.10585499999999999 97.013011637200023 0.033180000000000008 -0.15684499999999998 -0.08459499999999999 62.068432857650002 -0.081844999999999987 -0.082314999999999985 63.154569942350008 42.049402686800001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=24 -2 -3 5 9 10 8 -7 -6 -5 -4 20 13 14 -8 -15 18 -18 -17 -16 22 -22 -12 -24 -1 27 28 -26 -27 -30
right_child=1 2 3 4 6 7 12 -9 -10 -11 11 -13 -14 15 19 16 17 -19 -20 -21 21 -23 23 -25 25 26 -28 -29 29 -31
leaf_value=0.00069414034028392072 -0.014269651782818216 0.011466241074020464 0.016332447321832935 -0.049011817176393684 0.0012723312252909309 0.030297547333312164 0.011030918267752205 0.0019203877861593151 -0.034697978038090854 -0.00085164403432607706 0.0050795462219229044 0.01533870054614416 0.016011523112125624 0.010316138140127504 -0.020587254639886161 -0.041886354449204057 0.024360073099555391 -0.025991326957220468 -0.0090008380516197264 0.00052818560081694743 -0.038184514414058422 0.0086144181564605724 -0.031024722940947807 0.0055068270002829158 0.017588651760637307 -0.045512880638362625 -0.0028507366661475039 -0.0040210045290827601 -0.041538351244386727 0.007158672918263771
leaf_weight=143.2878388861136 4.9399458600673816 12.410501228761857 3.8451747720246265 1.9179335059598082 2.3876917161978772 6.5806182723026723 14.1273728323431 4.6013138070120458 3.2725342530757189 1.2437994101201182 4.8194408062845486 2.66580873413477 5.4696832082699975 2.4519474912085553 2.5503780376166088 2.3664456240367149 2.4156547179445624 1.9358305642381308 1.1714613487711174 7.4020074260770343 2.5760959970066279 1.5995507119223473 2.1110414747381596 1.3818230392644171 5.1084476998075834 2.2932290211319915 17.559314635349441 10.207037523388861 1.6117203262983824 1.9595655803568659
leaf_count=1548 150 74 53 33 17 32 109 85 29 28 30 32 49 24 26 42 12 33 21 64 34 21 42 12 22 18 151 57 34 18
internal_value=0.000431414 0.00186119 0.00273394 0.00136029 -0.00177763 0.00642499 0.000185885 0.0186205 -0.0195244 -0.030066 -0.00075273 -0.00508799 0.00298264 0.00091228 0.00445363 -0.00733373 -0.0128191 0.00196042 -0.0309974 -0.00488281 -0.00944848 -0.0202574 -0.00401867 -0.0165724 -0.00032456 -0.0040925 -0.00885204 0.00318685 -0.0268209 -0.0148183
internal_weight=278.271 96.2441 91.3041 78.8936 48.7127 30.1809 45.551 11.1819 5.66023 3.16173 18.9989 15.1538 39.8908 34.4211 24.0798 10.3413 7.88939 4.35149 3.53791 9.95239 12.488 4.17565 8.31231 3.49286 182.027 38.7393 23.4238 15.3155 5.86451 3.57129
internal_count=2900 1052 902 828 487 341 426 117 46 61 224 171 380 331 199 132 108 45 63 90 139 55 84 54 1848 300 221 79 70 52
is_linear=0
shrinkage=0.0276241


Tree=418
num_leaves=31
num_cat=0
split_feature=4 3 2 0 3 2 3 4 3 4 3 1 1 1 0 0 4 1 4 3 3 4 2 0 4 2 2 2 2 4
split_gain=0.400713 1.35975 1.81029 1.43388 0.497071 0.966686 1.08204 1.75798 0.765222 0.59113 0.525174 0.587238 3.23234 4.0449 1.73763 2.18814 2.41558 1.76796 1.67905 1.69039 1.37648 1.13491 2.39277 2.9551 1.21155 1.49803 1.68966 1.75544 2.61932 2.3121
threshold=32.785955158400007 0.088500000000000023 -0.10710499999999999 79.882156430000023 -0.25765499999999997 -0.23557500000000001 -0.54481999999999997 39.530201452500002 -0.25276999999999999 41.755948821900006 -0.25095999999999996 66.697957758300021 66.318885161900013 65.727424373200009 92.031298721500022 90.259604813550013 43.32600771660001 67.649671936450019 38.238138001450004 0.085590000000000013 -0.24637000000000001 40.12915366295001 -0.057185 86.280686780500005 40.496232821400007 -0.0039949999999999994 -0.033594999999999993 -0.058529999999999992 -0.065399999999999986 41.395309858300003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -3 5 -2 -7 -8 -6 -9 -10 12 13 18 15 17 -17 -13 19 -12 -20 22 23 -22 -23 26 27 28 29 -26
right_child=4 3 -4 -5 8 6 7 9 10 -11 11 14 -14 -15 -16 16 -18 -19 20 -21 21 24 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.038764034242655163 -0.040773420079968294 0.013795532007054528 0.024911707940105797 -0.06293766712982686 0.018325005848882171 0.017426184411704133 0.0073073392772757878 -0.045982922488132655 -0.017018325567570745 -0.016124420961316832 -0.0075565132737842999 0.035825534190653402 0.027314614043369233 -0.04137199064830531 0.00010537034098194926 -0.053596459290060336 0.0047978222507383218 -0.023372003086093954 0.023897139676412861 0.018310773927072151 -0.040935542775284162 0.015705972632676899 0.0067075005797815977 0.00078220057286264462 -0.01902257541269798 -0.014638528093150841 0.016660341512032776 -0.022058891797732287 0.027493503021650104 0.0019844706301269423
leaf_weight=0.81193238921696353 0.95246878883335639 0.4420611187815664 1.738473987556062 0.95191054380848072 3.1067145741544655 2.292143060360103 3.406348692951723 1.4051687119062992 2.0464299838058642 1.9801367691252378 4.0796438083052662 1.2947771605104201 6.1944661885499945 2.6985250674188128 113.22007641091477 2.714690143475309 1.2979989936575291 1.2096347651677204 3.0508608780801287 13.475494542391969 4.5097209392115456 6.7813197411596766 6.6962133664637795 3.9469059854745865 7.3944951761513869 7.6337753389962009 8.3587327466811967 4.2355744098313286 4.4221368581056515 53.369236489990726
leaf_count=72 55 6 43 47 20 30 41 23 21 38 45 6 33 32 1437 37 23 36 12 66 39 39 38 16 51 116 78 36 18 346
internal_value=0.000498871 -0.0106425 0.00464027 -0.0386038 0.00066057 -0.00702882 -0.00349057 -0.0105499 0.000955418 -0.0285181 0.000746772 0.000888461 0.002464 0.00128579 -0.000912212 -0.0185904 -0.0347075 0.00723303 0.00218543 0.0122995 0.000577141 -8.56198e-05 -0.00901519 -0.0214649 0.00138201 0.000244777 0.00170551 -9.51393e-05 0.001332 -0.000571931
internal_weight=275.718 3.94438 2.55041 1.39397 271.774 10.0363 9.0838 6.79165 261.737 3.38531 258.631 256.584 136.847 130.653 119.737 6.5171 4.01269 2.50441 127.954 17.5551 110.399 107.348 15.1528 8.45663 92.1953 85.414 77.7802 69.4214 65.1859 60.7637
internal_count=2900 168 115 53 2732 187 132 102 2545 61 2525 2504 965 932 1539 102 60 42 900 111 789 777 93 55 684 645 529 451 415 397
is_linear=0
shrinkage=0.0352078


Tree=419
num_leaves=31
num_cat=0
split_feature=0 3 3 1 0 3 0 0 2 0 1 4 4 1 1 2 4 0 0 3 2 2 2 3 1 2 2 0 2 3
split_gain=1.84783 2.66728 2.1797 2.17334 2.80957 2.62139 1.78879 1.74272 3.06815 1.60752 1.85223 2.55848 1.72414 3.20771 4.19968 1.70324 3.25268 1.60381 1.56156 1.55695 1.4459 4.06278 2.71638 2.26052 1.96994 3.3304 3.40461 2.59162 1.91945 1.89606
threshold=93.972365491700018 0.25847000000000003 0.11906000000000001 70.182199495350019 87.181320254150009 -0.16319499999999998 86.866770652900016 94.550383989750017 -0.14739999999999998 93.867515624600017 64.654729579150015 41.495754733000005 36.514114975300011 65.966697146800016 66.697957758300021 -0.10518999999999999 40.036761086100007 86.530713386650021 92.031298721500022 0.095645000000000022 -0.058529999999999992 -0.069554999999999992 0.22542000000000004 -0.16319499999999998 75.28220456885002 -0.096499999999999989 -0.079824999999999993 102.21786657775002 -0.24103499999999997 0.089785000000000018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 7 4 6 -5 17 8 -2 10 11 -6 18 -14 -15 -16 -17 -1 -12 -19 21 24 -22 -24 25 -9 -27 29 -29 -26
right_child=1 -3 -4 5 9 -7 -8 20 -10 -11 12 -13 13 14 15 16 -18 19 -20 -21 22 -23 23 -25 27 26 -28 28 -30 -31
leaf_value=5.0997877311061519e-05 0.00075580917018168512 -0.0036561250309562823 0.0016545146780960777 0.001240694304780508 0.0022335404236908541 -0.0035951618872524702 -0.001712669646341082 -5.96667364594584e-05 -0.0028710906419071145 0.0023649346594405807 0.00042716037752056027 0.00054413914773685272 -0.002023782677828235 0.0020952453561652873 0.00065583786404505918 -0.0001100698995735535 -0.0035567601710379637 0.00027776755649717402 0.0024139839143018163 0.0023175254363067025 0.00080808985799656443 -0.0043177825431022923 0.0016379339523600986 -0.0018094286125567389 0.0013431525584023647 -0.003596616725191184 0.00020672906909053267 -0.0030904861833559358 -0.00030345249016257243 -0.00019628922496993774
leaf_weight=107.21672710776329 3.0830764062702656 1.6736857129144471 5.6332069437485179 1.4312500134110453 11.985866144299509 2.3946954726707181 4.2114375047385684 15.394542125519367 4.7141477358527473 4.8009336199611417 8.64819612726569 17.808045584708452 5.4421275602653649 7.8122229091823128 7.3800319219008133 7.5224505960941279 3.0857434812933207 7.167998902499674 4.9829591512680045 5.1315879821777344 29.002180181938456 1.9463575961999584 1.980731659568846 6.536698700161649 16.149695117492232 5.434831527993083 2.8764746552333218 2.2371269339928359 16.844800005230361 10.584448410663752
leaf_count=837 36 36 42 14 53 73 24 137 60 17 38 73 37 35 44 38 33 29 16 18 296 34 26 114 99 70 22 131 345 73
internal_value=0.000161267 -0.000111505 -6.30435e-05 0.00032477 0.000364515 -0.00178611 9.81077e-05 -0.000145891 -0.00143699 0.000779296 0.000677343 0.00122377 0.000314541 -5.14778e-05 0.000364543 -0.000387094 -0.00111265 0.000161915 0.00115346 0.00112879 -5.35232e-05 -0.000289448 0.000395873 -0.00100774 -0.00017667 -0.000838228 -0.00228031 0.000165629 -0.000630199 0.000733664
internal_weight=331.114 124.092 122.418 207.022 203.196 3.82595 123.728 116.785 7.79722 79.4686 74.6676 29.7939 44.8737 31.2426 25.8004 17.9882 10.6082 119.516 13.6312 12.2996 108.988 71.4683 37.5196 8.51743 69.5219 23.7058 8.31131 45.8161 19.0819 26.7341
internal_count=2900 1521 1485 1379 1292 87 908 1443 96 384 367 126 241 187 150 115 71 884 54 47 1347 911 436 140 877 229 92 648 476 172
is_linear=0
shrinkage=0.00282697


Tree=420
num_leaves=31
num_cat=0
split_feature=1 0 3 4 3 1 0 4 3 3 2 3 2 2 0 3 2 0 2 1 2 0 0 3 1 0 0 2 1 3
split_gain=2.15108 2.97834 2.70617 2.24961 2.47771 1.97449 2.56435 3.32763 2.99297 2.04431 1.79225 2.85268 2.55766 5.4381 4.20175 4.2305 3.62014 2.99944 2.36344 2.24985 3.45301 2.86846 2.6903 2.59147 3.87643 2.94784 2.56599 2.19285 4.03145 2.87675
threshold=69.873026810350026 85.716110573100011 0.25847000000000003 38.238138001450004 0.11906000000000001 61.917879202350001 85.613949164150014 43.968221017800005 0.091545000000000029 -0.15684499999999998 0.25828500000000004 -0.079549999999999996 -0.060760000000000002 -0.040019999999999993 93.910530954700008 0.070195000000000021 0.06041500000000001 95.897301513100004 -0.074434999999999987 75.28220456885002 -0.096499999999999989 102.21786657775002 97.483491810050012 0.09117500000000002 78.285212300550015 98.201310130900012 94.73051068445001 -0.079074999999999993 80.677940036650014 0.086355000000000029
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 3 -2 10 -1 7 9 -8 -7 12 -12 18 -14 -15 -16 17 -17 19 20 -5 22 -21 25 -25 -24 -22 28 -23 -30
right_child=2 -3 -4 4 -6 6 8 -9 -10 -11 11 -13 13 14 15 16 -18 -19 -20 21 26 27 23 24 -26 -27 -28 -29 29 -31
leaf_value=0.00014826936152255839 -0.00069275846471911694 0.00044042327922933183 -0.0026459887343839431 -5.7703224421489225e-05 0.0015364529809721258 7.4796597471421086e-05 -0.00085316359578266289 0.00087725910157396172 0.0016946426217738096 -0.002658082710810126 0.00064610859742509101 -0.0028700087589238108 0.0020384196179904588 -0.0030796492210418279 -0.0016892702802318951 0.0014665849920522567 0.0014880388297896488 -0.0014064236654924094 -0.0020545712444527972 -0.0013261784762467533 -0.00016711538358190478 -0.0027855635991259676 0.0027054273779065037 -0.0017121235707147694 0.0013532480449872525 0.00072143091443113531 -0.002768455329927122 0.0018584561843052556 0.00020372657869451 -0.0025488106756017424
leaf_weight=37.765021270373836 20.71351632947335 151.31115317717195 1.8970122912432987 16.863924005534503 5.3006908679381004 1.6210021479055274 5.6429202090948802 2.2658100128173819 3.549677774310112 6.4040401498787132 1.9317173822782931 2.5039456505328408 8.7771172029897553 1.8734394176863158 4.1495265131816295 2.5975799486041096 11.735944174113682 5.0676748171681538 2.9723186818882814 2.7898363983258632 2.8312452882528296 3.3286736197769669 5.6347142457962063 3.663810182362794 4.1669938266277313 9.516807019710539 4.8821984678506851 1.8653333932161356 13.802742656785993 2.0625409556087098
leaf_count=369 397 726 38 146 29 20 42 13 12 119 22 40 34 44 52 16 93 75 29 44 22 48 13 28 17 48 61 8 219 76
internal_value=0.000140432 0.000280629 -6.70439e-05 -3.18557e-05 8.38454e-05 -0.000141716 -0.000703798 -0.0014492 0.00013066 -0.00210606 1.57163e-05 -0.00133875 7.10472e-05 0.00056308 5.37523e-05 0.000303012 0.000729121 -0.000432827 -0.000155195 -7.61354e-05 -0.000608788 0.000203403 0.000689748 0.000934462 -8.0952e-05 0.00145926 -0.00181362 -0.000391781 -0.000610467 -0.000154113
internal_weight=349.489 208.56 140.929 139.032 118.319 57.2485 19.4835 10.2909 9.1926 8.02504 113.018 4.43566 108.582 34.2013 25.4242 23.5507 19.4012 7.66525 74.3811 71.4088 24.5774 46.8315 25.7722 22.9823 7.8308 15.1515 7.71344 21.0593 19.194 15.8653
internal_count=2900 1301 1599 1561 1164 575 206 152 54 139 1135 62 1073 314 280 236 184 91 759 730 229 501 150 106 45 61 83 351 343 295
is_linear=0
shrinkage=0.00217391


Tree=421
num_leaves=31
num_cat=0
split_feature=1 2 0 4 0 1 1 1 2 3 3 4 4 4 0 3 0 1 2 2 3 3 2 3 3 2 4 2 1 4
split_gain=0.396728 0.618215 0.645769 0.813328 0.374065 0.988662 0.926886 1.70154 0.682691 0.675591 0.975511 0.734774 2.0887 0.654747 1.95135 0.768016 1.53442 1.31914 0.639857 1.46848 1.47446 5.31782 3.13776 2.86705 2.57408 2.77624 1.74782 2.02507 1.71497 1.81791
threshold=89.912793714750009 -0.088944999999999996 122.45926784190002 45.027406014450008 76.591483678350016 57.129735272050006 57.960468834350003 60.474177186300004 -0.055714999999999994 -0.27223499999999995 -0.49570500000000001 32.785955158400007 30.509590007400003 35.818873074050011 73.913779380400015 0.070195000000000021 71.249517373150013 55.855406118200008 -0.062629999999999991 -0.054494999999999995 0.084795000000000023 0.086520000000000027 -0.036264999999999999 0.10236000000000002 0.076080000000000023 -0.0086649999999999991 36.625813070500008 0.26462000000000008 62.132955852800002 38.386256906100009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 -3 5 13 -6 8 -8 10 -9 12 -11 -1 15 16 17 -15 -13 -20 24 -22 23 -23 26 -26 -21 28 -28 -30
right_child=1 2 -4 -5 6 -7 7 9 -10 11 -12 18 -14 14 -16 -17 -18 -19 19 20 21 22 -24 -25 25 -27 27 -29 29 -31
leaf_value=0.019903873645989719 -0.033300101785599959 -0.032944049800393962 -0.033924181124152158 0.019762299111231417 0.016799590276544273 -0.035201593240031373 -0.0098455542461079893 -0.0024141850026783746 -0.03936303083752659 0.0069326778699788641 -0.037453678523444757 0.00014701521841504204 -0.05532668801845441 -0.040334020271761736 -0.03983337080201569 0.023221297539201699 0.014295486511780678 0.0015103218251834325 0.015628114481611086 0.0225488375258074 -0.051971758095023621 -0.00051998198002104238 0.00416581013506817 -0.045968018512609975 0.034108411954207662 0.0030382535953879263 0.011958491288273572 0.016551623094814404 0.0055722670033465588 -0.028640908133701699
leaf_weight=1.2188713178038586 0.90026431322621681 0.39099933901161366 0.4965210033697075 1.3099022647365925 3.7015832439064971 1.0244248316157598 1.9245487092994156 3.0086643230170012 1.3863785325083871 1.4606575360521667 1.1218771308194835 164.31241810973734 0.89301705069374282 1.511346196988596 1.4004545798525212 1.3632520362734792 2.6664441546890885 1.5900107584893701 9.2649599644355458 2.8492851634509924 2.0448376619024193 3.1384326852858058 39.099841449176893 2.6187988538295031 6.1936625137459487 5.6613593099173141 2.3553589098155481 3.3654291760176411 2.2076135501265526 5.7775261311326176
leaf_count=16 184 87 75 14 23 59 27 39 24 53 32 1338 26 103 32 13 21 10 52 22 40 25 331 23 32 71 11 24 13 80
internal_value=0.000495419 -0.010917 -0.00174681 0.00764629 0.000624838 -0.00523152 0.000865327 0.00063732 -0.0222054 0.000933476 -0.0119311 0.00114497 -0.0166894 -0.00208271 -0.00522387 0.00157303 -0.00354366 -0.0188812 0.00131363 0.00358007 0.00209791 -0.00139449 0.000911107 -0.021193 0.00786345 0.0192709 -0.000305297 -0.00505638 -0.0120889 -0.0191822
internal_weight=276.259 3.09769 2.19742 1.7009 273.161 10.7748 262.386 258.685 3.31093 255.374 4.13054 251.243 2.35367 9.75038 8.53151 7.13105 5.7678 3.10136 248.89 84.5771 75.3121 46.9019 44.8571 5.75723 28.4102 11.855 16.5552 13.7059 10.3405 7.98514
internal_count=2900 360 176 101 2540 254 2286 2263 51 2212 71 2141 79 195 179 147 134 113 2062 724 672 419 379 48 253 103 150 128 104 93
is_linear=0
shrinkage=0.0320699


Tree=422
num_leaves=31
num_cat=0
split_feature=1 3 3 0 4 3 4 0 0 4 1 4 0 3 2 3 1 2 1 3 1 0 2 3 1 2 0 0 1 0
split_gain=1.23513 2.72606 2.07849 1.86141 2.24248 1.8779 1.78282 2.41958 2.32093 2.12224 2.20906 1.72209 1.47722 1.43113 4.30761 3.25833 2.78296 3.15367 2.32165 2.28147 3.27238 2.81298 2.60289 3.32613 2.26836 2.22646 2.20052 4.18475 2.19334 2.76553
threshold=69.873026810350026 0.25847000000000003 0.21240500000000004 87.181320254150009 44.157169339850007 0.080515000000000017 38.703421923500009 94.776214472700005 102.11570516885001 39.211875820650008 70.085415002650009 35.616518500750011 86.866770652900016 0.091250000000000012 -0.59511499999999995 0.087265000000000023 71.343613407700005 -0.088329999999999992 71.52105164435001 -0.21013499999999999 72.496961945650014 101.47316367565001 -0.22573999999999997 -0.22831499999999999 70.77903720030001 -0.21094499999999999 98.615332683000005 97.550703263350016 75.465019721650009 94.73051068445001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 6 12 -5 -6 7 11 -9 -8 -11 -2 -1 15 -15 18 -16 -18 24 22 -21 26 -20 -24 -12 -23 27 -22 29 -17
right_child=1 -3 -4 4 5 -7 9 8 -10 10 13 -13 -14 14 16 28 17 -19 19 20 21 25 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.00011964674373210726 6.8178154853386106e-05 -0.0033157287761061832 0.0026649706392791231 0.00073971753500134442 -0.0031196061260602009 0.00011341266204598214 0.0013644945295950344 0.00017819032151771642 -0.0022261728523204753 -0.003095166241482488 0.00026103952493007442 -0.0032344944822188886 -0.0015319051328883334 0.0016306735578257877 0.00067589310451138685 0.0021045081250208185 -0.003411231504756306 -0.00080750998389516639 0.0026176398167088496 0.0017861777584892351 -0.002170555124291023 -0.003132221281698367 -0.0015378155149475211 0.0023601632548253771 -0.0035516293003682404 0.00030994042502532345 -0.0033515114575484064 0.0021693299264727768 0.0018207045456770947 -0.0015526003810677393
leaf_weight=115.45890283607878 1.613294187933209 1.8426050642738108 2.0601044378709039 68.990440765395761 1.9975375309586514 3.7419413300231099 8.720793027081525 15.961592822801324 3.559132154332473 1.6663538478314865 1.9587570871226478 3.9377660271711648 4.0639459565281859 5.4179694913327721 5.0287295607849982 2.4633081592619446 4.9196768907131654 10.718933524098242 4.7761688856408 4.7574285864830079 5.2335914638824779 1.4816907497588498 3.9949487324338406 2.6323948027565987 2.6771137695759535 16.878690087585717 3.7773336311802268 2.3265047892928123 12.797598750097675 3.8283549472689629
leaf_count=883 12 38 15 327 38 29 59 153 228 13 29 48 24 24 40 17 81 99 29 25 103 50 60 13 37 269 43 7 75 32
internal_value=0.000134409 -6.33653e-05 -1.83702e-05 0.000271888 0.000605197 -0.00101179 -6.05272e-05 -0.000706202 -0.000260187 9.21107e-05 -2.18888e-05 -0.00227464 6.34916e-05 3.16412e-05 -0.000506185 0.000233259 -0.00106636 -0.0016266 -0.000124958 5.85946e-05 -0.000286882 -0.000618975 0.00110244 1.04699e-05 -0.00194069 3.21565e-05 -0.00167345 -0.000835021 0.00118081 -0.000120771
internal_weight=329.284 135.031 133.188 194.253 74.7299 5.73948 131.128 25.0718 19.5207 106.056 97.3355 5.55106 119.523 95.6692 26.0853 69.5839 20.6673 15.6386 50.4946 45.8588 34.4552 29.6978 11.4035 6.62734 4.63587 18.3604 11.3374 7.5601 19.0893 6.29166
internal_count=2900 1599 1561 1301 394 67 1546 441 381 1105 1046 60 907 1033 244 789 220 180 665 599 497 472 102 73 66 319 153 110 124 49
is_linear=0
shrinkage=0.00269235


Tree=423
num_leaves=31
num_cat=0
split_feature=0 0 1 4 1 1 3 0 1 2 2 2 3 2 3 0 2 1 1 0 4 0 2 1 0 3 3 1 1 4
split_gain=2.52652 3.06391 2.93541 3.24502 3.34544 4.12165 4.76094 2.92038 2.73231 2.65208 3.69124 2.48018 5.2648 5.4297 3.60563 2.71431 2.32075 2.30963 1.92198 2.38388 1.88656 1.90446 1.86358 2.21223 3.33999 1.82006 1.81439 2.29457 1.69106 1.52036
threshold=93.972365491700018 85.716110573100011 71.787208999250012 37.572218886150004 72.496961945650014 74.986474174450009 -0.15684499999999998 98.615332683000005 77.898074329750017 -0.094344999999999998 -0.084239999999999995 -0.057185 0.089580000000000021 -0.12350999999999999 0.092095000000000024 94.964406541850011 -0.117115 62.00390986255001 87.33187390945001 110.50907145210002 45.027406014450008 113.28087178455002 0.13860000000000003 75.645146416450004 97.550703263350016 0.11467000000000002 0.10332500000000001 64.071334164850015 75.403185184700007 42.049402686800001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 17 11 16 -5 6 -6 22 9 -9 -11 12 -2 -14 -15 -13 -4 -1 -10 -20 -21 -22 23 28 -25 -18 27 -19 -7 -3
right_child=2 29 3 4 5 7 -8 8 18 10 -12 15 13 14 -16 -17 25 26 19 20 21 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=7.4286594309925288e-05 -0.0018809116557909726 0.00051701037944062458 4.5280576705945748e-05 0.0014038677115838975 0.00091364013103003379 0.00026336178341575142 -0.0024621819239725646 -0.0026623350200962429 0.00028073789422360584 0.0016342053420147088 -0.0016662431391136 -0.0010768620111186753 0.0014337662564947069 0.00052397188848997455 -0.0023600587524082173 0.0010229817564917571 -0.0022660577074274631 -0.0022587484487635446 -0.0020542448145449352 -0.0020034170870288641 0.0018568124430097816 -0.00033146331486859408 0.0019052792426972056 -0.001886362452131897 0.00060916843024723367 0.00053150527952250902 0.00045727055873693391 -0.00034876692879176792 0.0015818060713048694 0.00012238624187521353
leaf_weight=46.299393734894693 10.499450549483305 107.60393406450748 4.6072063611354679 7.2554869782179585 2.2037363443523645 6.4413942731916958 4.4552912693470708 2.5292172189801931 45.511051907204092 2.0453355424106121 2.8799331476911894 3.4723775740712863 4.9812388271093369 2.5785965509712678 3.7619952065870166 5.8039931114763021 4.5333363329991681 4.3140975646674615 2.9097772275563312 1.4466870110481975 2.066731994971633 4.3749380274675786 3.9486448876559725 2.9034181209281069 5.4380449950695038 1.002214051201008 2.8043503398075691 4.5730599509552121 7.352403711527586 50.687096972484142
leaf_count=428 117 474 118 32 13 29 56 27 325 7 37 32 21 14 49 30 145 72 107 126 10 99 16 47 23 18 20 60 23 325
internal_value=0.000126671 0.000255306 -6.5198e-05 7.44661e-05 0.000173604 8.11116e-05 -0.00134499 0.000186807 -2.98199e-05 -0.00109864 -0.000295653 -0.000576761 -0.000922678 -3.4048e-05 -0.00118718 0.000236958 -0.000939735 -0.000114115 0.000111676 -0.000600873 -6.47683e-05 0.000370619 0.000716363 0.000504276 -0.000259453 -0.00175956 -0.000860201 -0.00127593 0.000966122 0.000390646
internal_weight=361.284 216.282 145.003 113.905 103.762 96.5066 6.65903 89.8476 63.7637 7.45449 4.92527 31.0977 21.8213 11.3218 6.34059 9.27637 10.1428 57.9909 56.3092 10.7981 7.88836 6.44167 26.0839 22.1353 8.34146 5.53555 11.6915 8.88716 13.7938 158.291
internal_count=2900 1379 1521 1258 977 945 69 876 738 71 44 263 201 84 63 62 281 580 667 342 235 109 138 122 70 163 152 132 52 799
is_linear=0
shrinkage=0.00187865


Tree=424
num_leaves=31
num_cat=0
split_feature=1 0 4 4 3 0 4 3 2 4 1 0 2 1 1 3 4 4 1 3 3 4 0 3 2 2 1 2 0 2
split_gain=1.7485 2.5918 2.53197 2.44472 2.06311 1.97967 1.85962 1.84722 1.79352 3.3624 2.84065 2.7018 1.94338 1.86207 2.1404 2.08793 1.77047 2.70131 2.24261 2.05028 2.848 1.79911 1.76434 1.72928 1.45903 3.46151 3.4387 5.06998 2.73929 2.61543
threshold=69.873026810350026 86.530713386650021 44.015822920550008 38.238138001450004 0.12064000000000002 93.776108048200015 47.833738492450003 0.25847000000000003 -0.033594999999999993 34.542090938800008 82.987325570650015 97.671683879200017 -0.024989999999999998 71.429644067900014 78.220689305400015 0.10236000000000002 43.162556114600001 41.495754733000005 64.434276012450013 0.10133000000000002 0.087605000000000016 42.233786329550007 93.262612545250008 -0.16319499999999998 -0.060760000000000002 -0.040019999999999993 75.403185184700007 -0.096499999999999989 102.21786657775002 -0.079824999999999993
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 16 8 -1 23 -4 -6 9 11 -11 -2 -10 -14 -15 -16 17 18 -3 20 21 -19 -20 -5 26 -26 27 -7 -28 -29
right_child=3 2 6 5 7 24 -8 -9 12 10 -12 -13 13 14 15 -17 -18 19 22 -21 -22 -23 -24 -25 25 -27 28 29 -30 -31
leaf_value=0.00011603044853352559 0.0017779221364440535 0.001481179559604226 -0.0019098038634740259 0.00060642258023533375 -0.0025174716685188976 3.2697974056572063e-05 0.00060553979077153808 -0.00018345643032304326 0.0025093171587097138 -0.0028864395582624022 0.0006632843348701752 -0.0025318961874506592 0.0011800043357508617 -0.0031612703222366929 -0.0017077046868868824 0.0021139477341597917 0.0016435668805488044 -0.00079653622492488734 0.00020082341165129019 0.001225757067454781 -0.0015618940853070493 0.00099494891965655149 0.0014370194961997756 -0.002499207377590313 0.0018980996764697753 0.00013519864341868211 0.00075755911991354089 -0.0030619341966704084 -0.00041397412092478175 -0.00051739317001315524
leaf_weight=100.40702316863462 2.5637214556336434 19.276820160448551 3.7797142360359421 1.4629794694483278 3.1372658172622314 16.683379792608324 2.7790295444428921 4.4946468099951744 1.400131255853921 6.676182948285712 1.5053427916136568 1.1472280833404509 2.4881812632083875 2.0109808659180999 1.8357693196740004 1.3531145155429838 8.9475151598453504 5.195456147193914 26.877799395471811 5.1896517165005198 7.4736886546015731 7.412010133266449 8.2131593525409681 2.9405943204183123 7.7237235177308312 28.326372937939595 29.066974959801883 5.8873737864196301 17.375999360810965 3.5152034312486631
leaf_count=778 10 83 52 14 33 131 18 25 7 130 55 83 10 24 80 12 33 29 129 21 41 28 31 63 35 321 168 69 364 23
internal_value=0.000138008 0.000274504 0.000555438 -6.90188e-05 2.70988e-05 6.68676e-05 -0.000844018 -0.0011429 -0.000800778 -0.0013974 -0.00223332 0.000445556 -2.0065e-05 -0.000480711 -0.00127538 -8.60924e-05 0.000659051 0.000548439 0.000841539 -8.21365e-05 -0.000420141 0.000256689 0.000490159 -0.00146744 0.000129093 0.0005129 -6.16753e-05 -0.000739861 0.000319246 -0.00211064
internal_weight=337.147 203.184 95.1448 133.963 108.039 112.983 6.55874 7.63191 20.9807 11.8925 8.18153 3.71095 9.08818 7.68805 5.19986 3.18888 88.5861 79.6386 54.3678 25.2708 20.0812 12.6075 35.091 4.40357 108.579 36.0501 72.5289 26.086 46.443 9.40258
internal_count=2900 1301 465 1599 836 1188 70 58 411 278 185 93 133 126 116 92 395 362 243 119 98 57 160 77 1111 356 755 223 532 92
is_linear=0
shrinkage=0.00233427


Tree=425
num_leaves=31
num_cat=0
split_feature=0 4 0 0 0 1 3 2 0 0 1 2 4 3 1 0 1 1 0 0 4 4 0 0 4 1 3 3 3 0
split_gain=1.55283 2.89662 2.72949 2.3723 2.16238 2.15623 3.7057 2.76002 2.66459 2.45053 3.42156 2.35146 2.29233 2.07959 1.99514 1.98733 2.63263 1.88769 2.1767 1.61534 1.60572 2.08293 1.73726 2.80953 1.64629 2.72851 1.91905 2.46388 1.52262 1.62652
threshold=93.972365491700018 38.238138001450004 94.964406541850011 95.071944867050021 86.530713386650021 71.787208999250012 0.089580000000000021 -0.10001 94.832672093450014 98.201310130900012 75.551050381850018 -0.048664999999999993 44.269496632500008 0.088990000000000027 75.18810853425002 96.588235252600015 72.953999827850012 77.52437864960001 101.23657936015002 97.483491810050012 44.015822920550008 43.124157941850008 91.410264893400026 90.437043050150024 41.495754733000005 64.654729579150015 0.10133000000000002 0.087605000000000016 0.12064000000000002 85.872041144650012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 -2 -4 28 6 11 -8 -9 12 -11 -3 13 19 -14 -5 -17 -18 -19 -7 21 24 23 -22 25 -6 27 -26 -1 -30
right_child=1 5 3 15 20 9 7 8 -10 10 -12 -13 14 -15 -16 16 17 18 -20 -21 22 -23 -24 -25 26 -27 -28 -29 29 -31
leaf_value=0.00012918907202903981 -0.0034489818337276618 -0.0024991172441219964 0.0028104749845195673 -0.0037878653958738802 0.0016360152152668044 0.0011460641794132837 0.0019779180330703945 0.00072850820821770469 -0.0033572703420175843 -0.0032128180144973435 9.1298065822936517e-05 0.00071821985848224707 0.00043957302193958368 0.00019551439660836986 -0.0033543509029821659 0.0013632152145387785 -0.0032688137964195308 0.0013635448055179409 -0.0017052875418032717 0.0029088799371757711 -0.0024152828637663756 0.0019252670548368287 -0.0031437319188273244 0.0025266725066205122 0.00032610945525890983 0.00038850170735538171 0.0015906314928071574 -0.0017178916738791587 -0.00016456533069752563 -0.0028017105727075825
leaf_weight=100.03421129309572 2.9140070909634259 8.1300948266871256 1.3620148003101373 1.5806903429329384 18.818351484835148 10.214755536755556 4.7069921214133501 2.8760915892198664 1.9672967288643119 2.3926757397130123 55.505306965613272 2.089991704560819 2.9200146645307532 9.2371705882251245 1.5545488218776879 3.705744542181491 2.6400770097970945 2.6416217205114663 4.7035566063132137 6.062326978892087 1.5726512968540185 8.9241414398420584 1.6667491057887671 1.8120094325859097 11.357607123442 40.332883571274579 4.1307047754526129 6.9618571177124968 4.5837736520916215 2.7318994430825114
leaf_count=785 41 102 5 19 86 48 25 25 27 42 692 19 27 56 42 16 58 20 240 17 37 40 46 10 59 201 18 39 29 29
internal_value=0.000158666 -7.56791e-05 -0.00103373 -0.000610608 0.000305566 9.82773e-05 -0.000708958 0.000502656 -0.000931061 0.000279868 -4.52469e-05 -0.00184118 0.000907552 0.00122078 -0.000878509 -0.000915719 -0.000584117 -0.00130681 -0.000601612 0.00180262 0.000601531 0.000684364 -0.000882893 0.000230439 0.000548655 0.000785385 -7.50758e-05 -0.000450662 4.20588e-05 -0.00114936
internal_weight=330.132 127.205 19.5477 16.6337 202.927 107.657 19.7705 9.55038 4.84339 87.8868 57.898 10.2201 29.9888 25.5143 4.47456 15.2717 13.691 9.98526 7.34518 16.2771 95.577 90.5255 5.05141 3.38466 81.6014 59.1512 22.4502 18.3195 107.35 7.31567
internal_count=2900 1521 399 358 1379 1122 198 77 52 924 734 121 190 121 69 353 334 318 260 65 536 443 93 47 403 287 116 98 843 58
is_linear=0
shrinkage=0.00270533


Tree=426
num_leaves=31
num_cat=0
split_feature=1 2 2 2 0 0 1 1 1 0 3 2 3 4 3 1 0 3 1 4 2 3 0 2 4 0 1 4 3 2
split_gain=0.384306 0.592817 0.616283 0.48321 0.698987 0.354575 0.933391 0.78297 0.959408 1.77998 0.632582 0.816417 0.60506 0.953007 1.19285 0.622774 1.23129 0.737761 1.75079 1.37845 1.56381 1.17659 1.04559 0.966955 2.46612 1.39072 0.913279 0.753146 0.733162 0.621956
threshold=89.912793714750009 -0.088944999999999996 -0.022239999999999999 -0.046474999999999995 116.9022248863 76.591483678350016 57.129735272050006 57.729261435100007 60.474177186300004 79.882156430000023 -0.25445999999999996 -0.23361999999999997 -0.27223499999999995 36.072790850000011 -0.54481999999999997 61.767325547050007 83.011521693850014 -0.093074999999999991 61.987779113750001 45.673096293200011 -0.22866 -0.079549999999999996 87.29692395375001 -0.18126999999999999 41.872669623500009 93.867515624600017 72.953999827850012 43.162556114600001 -0.24637000000000001 -0.065399999999999986
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 3 4 -3 6 10 -7 9 -9 11 -1 13 -10 -15 -14 -17 18 -18 23 -21 22 -19 26 25 -25 -20 -26 -27 -23
right_child=1 2 -4 -5 -6 7 -8 8 12 -11 -12 -13 15 14 -16 16 17 21 19 20 -22 29 -24 24 27 28 -28 -29 -30 -31
leaf_value=-0.039927675597988745 -0.031604074580076427 0.014755226200090435 -0.031406447489896565 0.029183636223824364 -0.035762712296136874 0.016985965367547932 -0.033270835037518189 0.010043637647704891 0.0084879684842599293 -0.030358294414091394 0.0016614676413446285 0.0027636150629003833 0.0097550596347066969 0.0038077533239592059 -0.038457555172648476 -0.022962628229879555 -0.021929418080093108 0.0018656320785873453 0.0056359260658366966 -0.035795089271314084 0.004651364521967385 -0.00046860625463367655 -0.031761139540758841 0.019307674353372276 -0.031918755451673352 -0.014806759211618488 0.027154498375447891 -0.0038562325579062314 0.0079886486670983359 0.0030350408183096281
leaf_weight=0.85090714751277119 0.86469660171133034 0.64975726953707613 0.50079204932262555 0.597535147564486 0.42000428907340392 2.7900426043197504 0.97301490698009807 1.7249755673110474 1.5330454427748907 2.4700056288857013 7.9867939879186425 0.81862884084693976 7.6105005880817762 1.0250870287418363 1.5814972645603123 1.999185147229581 2.039312124252322 1.526770657859742 2.9873147122561994 1.3751365803182127 2.5255862073972812 137.68097337917425 1.9758220452349631 8.7014044597744959 1.6373188737779849 2.0255758366547605 4.7708180085755885 1.9536246163770554 3.7416547622997225 71.801324187545106
leaf_count=33 184 26 110 10 30 15 59 14 15 45 124 38 37 18 38 56 14 13 19 41 23 1104 31 42 18 28 32 22 33 628
internal_value=0.000566337 -0.0102384 -0.00171719 0.00720032 -0.00507887 0.000685017 -0.00478069 0.000903857 0.000733046 -0.013745 -0.00190989 -0.0189947 0.000968006 -0.010606 -0.0218359 0.00115637 0.000891157 0.00108601 0.00542534 0.00730245 -0.00960738 0.000438979 -0.0171033 0.00985731 0.00598617 0.0116046 0.0188686 -0.0166516 -1.75905e-05 0.00073229
internal_weight=279.139 3.03279 2.16809 1.6673 1.06976 276.106 10.6293 265.477 262.687 4.19498 9.65633 1.66954 258.492 4.13963 2.60658 254.352 246.742 244.743 31.7577 29.7184 3.90072 212.985 3.50259 25.8177 18.0596 14.4686 7.75813 3.59094 5.76723 209.482
internal_count=2900 360 176 66 56 2540 254 2286 2271 59 195 71 2212 71 56 2141 2104 2048 272 258 64 1776 44 194 143 103 51 40 61 1732
is_linear=0
shrinkage=0.030519


Tree=427
num_leaves=31
num_cat=0
split_feature=1 0 1 1 4 4 0 4 4 4 4 4 4 0 0 4 0 0 1 1 4 2 2 2 4 1 1 4 2 2
split_gain=2.6728 3.1608 2.6823 2.01178 2.5227 2.78872 2.31436 2.01807 1.92583 2.96056 1.89753 1.83513 2.05855 1.96701 5.30192 2.06431 2.0312 3.06769 2.75187 2.08881 1.83299 3.13654 4.57826 6.45587 3.29942 2.57498 1.70618 1.70359 1.59628 2.15452
threshold=70.343506983200015 85.716110573100011 70.73871032835001 61.917879202350001 40.421032462050007 42.207998345450008 76.591483678350016 42.686561923500008 42.871500973550006 43.968221017800005 38.238138001450004 40.621691032550004 40.305698932850007 85.807518149550006 86.001087134900004 42.737166331000005 91.410264893400026 90.337570099350003 68.214248143850014 64.84561010645001 43.162556114600001 -0.068524999999999989 -0.12350999999999999 -0.08756499999999999 42.297164883650005 62.106071271500007 90.988176966900014 43.57842012870001 -0.072569999999999982 -0.053019999999999991
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -2 6 -5 -6 -1 -7 -9 -10 -4 12 28 -13 15 -15 17 20 19 -18 21 22 -16 -24 -23 -25 -12 -22 -3 -30
right_child=2 11 10 4 5 7 -8 8 9 -11 26 13 -14 14 16 -17 18 -19 -20 -21 27 24 23 25 -26 -27 -28 -29 29 -31
leaf_value=-0.00050636934732095715 -0.0022923119098384945 0.00021959971154160839 -0.00065477528634115577 -0.0025111396431964817 0.00073966869499426902 -0.002871847042696165 0.00052254603006994266 0.0012070603419261892 -0.0025979571272669558 8.1865611161633945e-05 0.0001071832261859814 0.0010828111856882418 0.0016061960959262707 -0.0028450626167840307 0.00079339685421932519 -0.00027655641790085461 0.00016373523468096558 0.0015053674602000413 0.00032121409513748475 -0.0025829536360537295 0.0017484873591904545 0.0011223191341838074 -0.0032767643079264198 -0.0012271103466377808 -0.00084773575074564465 0.00063441282989167263 -0.0013319111068889615 0.00023325258876930231 0.001694406314596449 0.00053459183089026681
leaf_weight=14.426633013878016 2.2597636142745605 32.016498561948538 18.202812964911573 2.6494389311410513 6.117198649793866 1.9473994197323907 24.962359976954758 1.9771782606840114 3.0392372305504978 3.9843904282897711 103.66311968606897 10.308240190148352 8.6680014319717866 3.2624276820570222 8.3756035119295067 2.1851319409906864 1.7671758383512477 9.2570186555385572 7.2586808539927006 3.3587178643792868 5.7331968843936902 14.95419031754137 4.131154108792539 6.4219304025173241 4.6643134299665681 6.0217862278223038 3.5639317337190723 6.7647174000740051 9.3055641204118711 23.909378878772259
leaf_count=237 56 142 383 51 38 25 132 15 50 27 853 35 34 35 31 13 10 37 43 48 17 59 29 34 32 21 235 36 29 113
internal_value=0.000152718 0.000285638 -8.40689e-05 -0.000121233 -0.000654537 -0.000366296 0.000145695 -0.000984242 -0.000575843 -0.00107774 -4.42849e-05 0.00042847 0.000669863 0.000239628 0.000136347 -0.00181478 0.000271388 0.000413351 -0.000488872 -0.00163602 0.000236211 4.21259e-05 -0.00043894 -0.00106166 0.000653937 -0.000326279 5.93517e-05 0.00092834 0.000545442 0.000859528
internal_weight=355.157 227.468 127.69 59.1038 19.7148 17.0654 39.389 10.9482 9.00081 7.02363 125.43 168.364 73.8994 94.4643 84.156 5.44756 78.7085 66.3239 12.3846 5.12589 57.0669 44.569 24.9505 16.5749 19.6185 12.4437 107.227 12.4979 65.2314 33.2149
internal_count=2900 1373 1527 575 206 155 369 117 92 77 1471 798 318 480 445 48 397 296 101 58 259 206 115 84 91 55 1088 53 284 142
is_linear=0
shrinkage=0.00204504


Tree=428
num_leaves=31
num_cat=0
split_feature=0 1 3 3 0 3 3 3 4 2 1 2 0 3 2 3 1 3 4 3 2 0 4 0 3 3 0 1 0 3
split_gain=1.4927 2.62481 2.71611 2.70452 1.90759 4.0965 3.02126 1.71843 1.70555 2.20241 4.21713 3.89827 2.4922 2.45223 3.63354 2.79524 4.41782 2.5311 2.19869 2.0537 1.93398 3.22768 3.61731 3.58051 2.52964 2.23038 2.24102 6.23153 3.05245 2.38783
threshold=98.201310130900012 78.220689305400015 0.085495000000000029 0.089785000000000018 97.483491810050012 0.091250000000000012 0.10611500000000003 0.11308000000000003 42.178283198950005 -0.071129999999999985 71.225321249950014 -0.053019999999999991 84.280473931450004 0.084365000000000009 -0.031989999999999998 0.093295000000000031 70.73871032835001 0.076580000000000023 40.337496327150006 0.093295000000000031 -0.091779999999999987 86.162394622750014 41.468518788800004 87.181320254150009 0.09117500000000002 -0.115385 85.694602908050015 61.409760615700009 85.901614184050018 0.10176000000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 -2 -4 8 -6 -7 -5 9 10 20 19 -13 17 -15 16 -16 -14 -12 -11 25 22 -22 -23 -25 -1 27 29 -28 -27
right_child=1 -3 3 7 5 6 -8 -9 -10 11 18 12 13 14 15 -17 -18 -19 -20 -21 21 23 -24 24 -26 26 28 -29 -30 -31
leaf_value=-0.00081035547510235656 -0.0027033136893436565 7.7248677789404141e-05 0.0013241916564547909 -0.0019935992963723234 0.0019463255601913098 -0.0018925012807695138 0.0013613881830495532 4.9971886473932529e-05 -8.9229895109295721e-05 0.00043968531825340485 -0.00073831588960734701 -0.0013031883675892256 0.00048987951834412536 -0.002054851267851363 -0.0015700072779368638 0.00090037476771836187 0.0017879166143267011 0.0021586237473078915 -0.0034889241781329797 0.0021038824481488688 -0.00069598541331256634 -0.0030081728610960329 0.0022510590732262425 0.00062207873176936394 -0.0018419207720492762 -0.00016679282830379052 0.0025301481294859782 -0.0026878381988657252 0.00061150677153657654 0.0024744492950208824
leaf_weight=6.949907678179442 3.8388834691140827 55.915348944370635 3.382860356476157 5.2344346567988378 9.7158894706517476 3.5524346716701976 2.7650376539677382 3.9220406580716372 92.207014242419973 6.0949008911848095 4.6268370696343473 4.8247501570731393 15.047764694318177 3.9788787849247447 7.5571686234325188 17.510767127852887 2.9753691405057907 7.3822432644665232 2.4073308184742928 11.986672844737766 4.804562024772169 3.842052496969699 4.3009503483772278 5.8183838203549367 3.7229163548909128 4.5277584157884103 5.205410622060298 3.9414172610267997 34.222223980352283 3.1713706105947495
leaf_count=84 88 874 18 52 36 26 17 31 790 30 53 74 73 27 55 81 11 32 25 40 28 25 12 29 30 42 13 48 147 9
internal_value=0.000134788 -0.000163474 -0.000985304 -0.00045934 0.000213731 0.0009949 -0.000468336 -0.00111827 0.000165016 0.000307183 5.35901e-05 0.000594156 0.00030475 0.000447222 3.26383e-05 0.000328818 -0.000621417 0.0010391 -0.00167967 0.00154292 0.000205031 -0.000376079 0.000696039 -0.00110551 -0.000339348 0.000430279 0.000599118 -0.000300819 0.000864814 0.000921169
internal_weight=345.434 72.2936 16.3782 12.5393 273.14 16.0334 6.31747 9.15648 257.107 164.9 87.5411 77.3585 59.2769 54.4522 32.0222 28.0433 10.5325 22.43 7.03417 18.0816 80.507 22.4889 9.10551 13.3834 9.5413 58.0181 51.0682 11.6405 39.4276 7.69913
internal_count=2900 1063 189 101 1837 79 43 83 1758 968 545 423 353 279 174 147 66 105 78 70 467 124 40 84 59 343 259 99 160 51
is_linear=0
shrinkage=0.00233427


Tree=429
num_leaves=31
num_cat=0
split_feature=1 2 4 0 1 4 1 0 4 4 2 2 2 0 1 3 4 1 0 3 0 0 4 2 2 2 1 0 2 2
split_gain=1.92435 3.27065 4.27865 2.9796 2.7531 2.20789 1.99922 2.67358 4.27817 5.86494 3.82177 2.31183 1.85979 1.84483 2.5921 1.73556 1.68405 1.56923 2.0558 1.43042 1.42876 1.72331 4.18813 3.36066 1.73253 3.41089 3.54509 7.06612 2.64987 1.91813
threshold=81.524804347700012 -0.15818499999999999 44.710446918150005 106.56510337475001 89.912793714750009 49.110028829250005 80.288113607700012 98.851916998450022 39.995120105550008 41.24714903835001 -0.22573999999999997 0.11529000000000002 -0.21094499999999999 85.716110573100011 62.00390986255001 0.10332500000000001 45.90502654165001 64.071334164850015 83.011521693850014 0.084365000000000009 85.807518149550006 86.001087134900004 39.646013290900008 -0.08725999999999999 -0.068524999999999989 -0.096499999999999989 75.403185184700007 93.063666643600016 -0.054494999999999995 -0.079824999999999993
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 4 -3 -4 -2 6 7 13 11 -10 -11 -9 -7 14 -1 17 -5 -16 -19 -12 -15 22 -22 -24 25 -23 27 -27 -26 -29
right_child=1 2 3 16 -6 12 -8 8 9 10 19 -13 -14 20 15 -17 -18 18 -20 -21 21 24 23 -25 28 26 -28 29 -30 -31
leaf_value=0.00011381085482553528 0.00098424154898416982 -0.0017089582016778704 -0.0025183965793044339 0.0024751716472231865 -0.0023190893545831214 -0.00019024448616209819 0.0010350270059281592 -0.0026803565447220574 0.0015310468690610301 0.00061835624118362627 -0.00095636919317974639 0.00032398709811418656 -0.0024331572492425528 0.0010674423853457319 -0.0025681846862413669 0.00042066121017522782 0.00018454869711774716 -0.0025257308233971936 0.00058118789023160289 -0.0030619641398968666 0.0014610198223362475 0.00045589247254956296 1.7002650001169673e-05 -0.0027309529207396885 0.0014740885553872628 3.2900909770739856e-05 0.0015271737040854683 -0.002794365063808835 0.00040355063255157142 -0.00089346297303797173
leaf_weight=45.021837296895683 9.9381809909827989 12.30996114970185 1.5765135679393996 2.02652191929519 1.3616225934820239 5.0811136569827795 13.392713217064736 5.2295345971360829 7.3850354366004494 4.0884148702025449 2.825052052736277 1.5839312858879564 2.680413508322089 11.685470923781393 3.9234114559367281 2.7678124774247399 6.1365021103993058 1.6781521486118434 2.5422434508800507 3.3442404419183731 3.5739537328481665 74.249232753645629 4.2392380125820628 4.2105221077799788 13.290129773318766 29.73406695947051 4.5062581300735465 6.3751091053709388 62.99470286257565 4.1661978084593994
leaf_count=410 91 354 30 8 116 36 65 97 26 27 25 16 85 41 72 20 98 41 18 36 11 409 24 40 54 127 14 82 393 34
internal_value=0.000131196 -0.00036688 -0.000855304 0.000223644 0.000586191 0.000183012 0.000211492 0.000174656 -0.000515642 5.06268e-05 -0.0010152 -0.00198193 -0.000964826 0.000236055 -0.000117082 -0.00106976 0.00075321 -0.0015763 -0.000654213 -0.00209777 0.000326237 0.000284463 -0.000516067 -0.00135231 0.000333744 0.000169478 -0.000305407 -0.000510447 0.000590057 -0.00204308
internal_weight=353.918 33.3493 22.0495 9.73954 11.2998 320.569 312.807 299.415 24.4562 17.6427 10.2577 6.81347 7.76153 274.958 55.9335 10.9116 8.16302 8.14381 4.2204 6.16929 219.025 207.339 12.0237 8.44976 195.316 119.031 44.7816 40.2754 76.2848 10.5413
internal_count=2900 697 490 136 207 2203 2082 2017 227 114 88 113 121 1790 561 151 106 131 59 61 1229 1188 75 64 1113 666 257 243 447 116
is_linear=0
shrinkage=0.00217865


Tree=430
num_leaves=31
num_cat=0
split_feature=1 3 4 3 2 3 2 2 3 2 0 2 2 1 2 2 2 2 0 3 3 3 1 0 2 4 1 0 2 2
split_gain=0.427006 1.81178 1.38349 1.70626 1.40953 2.08612 1.47267 3.69475 3.0268 2.35541 2.07894 2.76678 1.99415 1.30388 1.75106 2.6463 1.58362 1.93465 1.45894 1.82314 3.19366 1.93056 1.55081 1.40702 1.2701 2.88596 2.13909 1.78268 1.2572 1.25242
threshold=69.873026810350026 0.25847000000000003 38.238138001450004 0.11906000000000001 0.25828500000000004 -0.079549999999999996 -0.058529999999999992 -0.040019999999999993 0.070195000000000021 -0.069554999999999992 94.776214472700005 0.049235000000000008 -0.0039949999999999994 75.28220456885002 -0.096499999999999989 -0.079824999999999993 -0.101965 -0.14228499999999997 102.21786657775002 0.089785000000000018 0.087265000000000023 -0.064204999999999998 77.898074329750017 98.615332683000005 -0.033594999999999993 34.542090938800008 82.987325570650015 97.671683879200017 -0.024989999999999998 -0.079074999999999993
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 24 4 6 -6 9 -8 -9 13 -10 12 -12 14 16 -16 17 -4 19 20 21 -15 -21 -23 25 27 -27 -2 -26 -20
right_child=1 -3 3 -5 5 -7 7 8 10 -11 11 -13 -14 18 15 -17 -18 -19 29 22 -22 23 -24 -25 28 26 -28 -29 -30 -31
leaf_value=0.0014732033849023801 0.021195513792890447 -0.033474886484744421 0.0010867513845620952 0.019257551563186329 0.0082031537229519252 -0.037189461663758562 0.026059515743536408 -0.023350627370008887 -0.023986110670288649 -0.032488576126798473 0.0043316117374782546 0.01857652077325659 -0.03519098694044423 0.02012856967035077 -0.029175868197724684 0.0075979523211338312 0.020662866179960829 -0.028404745670709788 -0.0073280627510501897 -0.016502583813724454 0.032026493719308581 0.0072998536126520465 0.0078707272979445138 -0.022289472101378813 0.028741817364727057 -0.034492839150492852 0.0081786149249622291 -0.030652852755292823 -0.0042025520038070883 0.019242849160948115
leaf_weight=170.76595729601104 2.1748064905405067 1.3665549882425683 9.3263552857097221 3.9751817211508742 1.4326109596295284 1.9468056323821645 6.0643905396573272 3.5383826961042386 1.6979931175010268 1.9453977874945909 3.3191612405062187 9.2795093777240236 1.5159607716486778 3.3801050577312699 5.0030316775664687 2.341809178236864 2.4398777876049289 2.2508200090378532 12.849759104254183 3.8311010641045851 4.9786926582455626 2.6108934122603413 4.786911528557539 2.6291561145335436 1.1112797090318052 4.9657487453659996 1.1864179942349435 0.7193640811019576 6.2817701181338625 1.6293878313154024
leaf_count=1301 10 38 109 29 22 40 28 65 42 24 26 100 47 23 70 18 12 25 343 30 15 36 26 23 7 126 54 78 122 11
internal_value=0.00057814 -0.000804094 -0.000395291 0.000957413 0.00013818 -0.0179465 0.000853664 0.00661385 0.00051979 -0.00158616 0.00586126 0.00945191 -0.00805995 -0.000550683 -0.00615856 -0.017451 -0.000241397 -0.00464695 0.00271384 0.00730962 0.0138205 0.00330543 -0.00296433 -0.00754637 -0.00802908 -0.0152033 -0.0262638 0.00830828 0.000749452 -0.00433795
internal_weight=281.345 110.579 109.213 92.7733 88.7981 3.37942 85.4187 25.4154 19.351 60.0033 15.8126 14.1146 4.83512 58.0579 21.3619 7.34484 14.0171 11.5772 36.696 22.2169 13.5988 8.62015 8.61801 5.24005 16.4394 9.04634 6.15217 2.89417 7.39305 14.4791
internal_count=2900 1599 1561 1164 1135 62 1073 308 280 765 215 173 73 741 234 88 146 134 507 153 97 82 56 59 397 268 180 88 129 354
is_linear=0
shrinkage=0.0285509


Tree=431
num_leaves=31
num_cat=0
split_feature=0 1 3 4 0 0 3 2 2 2 2 2 0 3 1 4 0 4 4 4 1 4 4 4 0 0 4 4 2 0
split_gain=2.04173 2.66711 2.39735 2.31429 2.222 3.09193 2.20866 1.67311 1.97939 1.78638 2.03457 3.03771 3.75858 3.31941 3.15735 4.78267 1.65973 2.08172 3.0944 2.33219 2.05346 2.32309 2.18057 2.02569 1.6972 3.2034 1.68677 3.19928 1.64926 1.62116
threshold=98.201310130900012 78.220689305400015 0.085495000000000029 40.259171735100004 99.378854792050006 100.67200315280002 0.091705000000000023 -0.61225999999999992 -0.59681499999999998 -0.50001499999999999 -0.15895000000000001 -0.088944999999999996 101.15323715815002 0.074640000000000026 81.524804347700012 42.406961525800007 85.716110573100011 44.527357125550004 45.027406014450008 48.988717865950008 61.917879202350001 40.421032462050007 42.207998345450008 42.686561923500008 91.625341543800019 95.429509798400019 42.871500973550006 43.968221017800005 -0.156745 106.56510337475001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=16 2 -2 -4 -3 -6 -5 -7 -9 -10 29 13 -13 28 -14 -16 20 -18 -19 24 -1 -22 -23 -24 -20 -26 -25 -28 -12 -11
right_child=1 4 3 6 5 7 -8 8 9 10 11 12 14 -15 15 -17 17 18 19 -21 21 22 23 26 25 -27 27 -29 -30 -31
leaf_value=0.00019868459485619921 -0.0027239422739311686 -0.0037594406007264427 -0.0020344573068742113 0.0016953862350826384 0.0014435071285419524 -0.0031500805574135936 -0.00090100192714772146 0.0019950715014835719 -0.0027179905836857599 0.0018204723514636686 0.0021278188989098785 -0.0035259019275630452 0.0011663826306363401 -0.0027536979762747956 -0.0026994367927482988 0.00039316779868639283 0.00039979524025080204 -0.003488623100486774 0.0014588557095749422 -0.0027319283888360829 -0.0029200727144218196 0.00071684492067250818 -0.0033399494701443766 0.0013102236812816033 -0.0027381337344763454 0.00061525524108870368 -0.0030446830428130299 0.0002802941203621328 -0.0013171558929631017 -0.00039250049936718204
leaf_weight=36.516441042535007 3.8801601508166632 0.87521839654073019 3.967953220009802 3.2821938507258892 8.1093147713690978 1.0389856491237797 4.3511685393750668 2.477131485240526 1.552173883654169 4.9669872620142907 1.5221376484259965 1.591534910723605 11.785976645536723 5.3250116892741062 4.0517636092845342 9.6719034728594107 192.22557557327673 1.7681858935393382 4.2494896999560279 1.7151028160005797 2.4927743193693486 5.9175309129059341 1.8851856794208277 2.0129915475845319 2.3604344427585602 5.2331333011388779 2.9530405574478209 3.7521567773073912 1.6578996803145765 3.0517570122610778
leaf_count=369 88 8 53 13 39 28 35 23 63 28 10 17 63 156 200 121 1064 31 28 52 55 39 25 15 51 31 50 27 33 85
internal_value=0.000135847 -0.000217269 -0.00109794 -0.000554114 1.91157e-05 7.7336e-05 0.000215393 -0.000150184 -8.4779e-05 -0.00019882 -0.000109188 -0.000354089 3.69196e-05 -0.00160003 0.000259202 -0.00051989 0.000234043 0.000332219 -0.000515332 -0.00012757 -0.000132904 -0.000769733 -0.000445276 -0.00109383 0.000249591 -0.000427134 -0.000608142 -0.00118406 0.000331795 0.000978264
internal_weight=336.241 73.1593 15.4815 11.6013 57.6778 56.8026 7.63336 48.6933 47.6543 45.1771 43.625 35.6062 27.1012 8.50505 25.5096 13.7237 263.082 207.552 15.3263 13.5582 55.5301 19.0137 16.5209 10.6034 11.8431 7.59357 8.71819 6.7052 3.18004 8.01874
internal_count=2900 1063 189 101 874 866 48 827 799 776 713 600 401 199 384 321 1837 1257 193 162 580 211 156 117 110 82 92 77 43 113
is_linear=0
shrinkage=0.00238964


Tree=432
num_leaves=31
num_cat=0
split_feature=4 0 1 0 3 0 0 3 4 1 2 3 3 4 0 4 4 2 2 2 1 1 1 4 0 4 0 2 1 4
split_gain=0.456652 0.40439 1.58016 2.29559 1.47743 2.03287 1.03336 2.7471 1.79846 0.896216 3.57958 0.81948 1.43682 1.2569 0.79415 0.798076 1.47083 0.745281 0.966633 1.90498 1.01894 1.1028 2.83025 1.23681 2.31864 1.21919 2.00449 1.6408 2.59631 1.95669
threshold=29.904643970450003 98.201310130900012 77.086159974350025 100.13162306855001 0.11308000000000003 99.744485097750015 97.483491810050012 0.091250000000000012 40.922041107600009 75.645146416450004 0.13860000000000003 0.43162500000000009 0.12746000000000005 41.395309858300003 99.378854792050006 36.735256530150004 33.151194885250007 -0.59681499999999998 -0.5169149999999999 -0.58180999999999994 74.986474174450009 71.090898343450007 71.52105164435001 42.072181850200003 96.249489528150022 41.872669623500009 94.30842275800002 -0.10282499999999999 62.00390986255001 42.027086531450003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 6 3 4 5 -3 9 -8 -9 11 -11 12 17 -14 -4 16 -16 -2 19 -19 21 25 -23 24 -24 -20 27 28 -27 -29
right_child=1 2 14 -5 -6 -7 7 8 -10 10 -12 -13 13 -15 15 -17 -18 18 20 -21 -22 22 23 -25 -26 26 -28 29 -30 -31
leaf_value=-0.022090623489200521 0.015659973563490522 -0.033989424232240661 -0.025776210091070381 -0.045845065683561198 0.018535779473780978 0.018482250529257761 0.025098872628915615 -0.031560192027026757 0.011416747474715744 -0.046444533011060711 0.02436758641971877 0.01855987782357715 -0.030683043214097216 -0.00075302352315837981 0.026391612868628466 0.0026090898505581983 -0.039057299911031414 0.004626910191139668 0.0044025578815816806 -0.044694570815306728 0.017624168698061535 -0.032041688626667598 -0.032274817661670167 0.013814273668989527 0.013011410519102453 -0.0069176431680650933 -0.029430721887967595 -0.037516140949365583 0.016560427739547107 -0.0028291813302191021
leaf_weight=1.0964707645325678 4.5079902699217191 2.8699742257595044 1.3735673837363709 2.3241667742840946 2.218108375556767 1.3620680281892417 7.3488475726917368 2.3339887754991651 2.5479482039809227 2.1111842272803183 1.5478247352875767 3.335099129821173 3.3095884500071397 3.7376640811562538 0.60763854770630077 41.486633004475152 1.4657549140974877 2.3377969283610582 99.431866279570386 1.6863880418241013 4.7656704410910598 4.3833007067441931 2.8673583890777063 5.3234541243873537 2.7912246827036142 9.9877749580191324 3.1126162512227884 2.141423309920369 14.370909156976266 40.743745776242577
leaf_count=96 27 54 14 55 15 13 35 27 16 83 11 20 27 31 36 720 92 13 639 36 20 72 36 47 16 121 47 30 90 361
internal_value=0.000690444 0.000780157 -0.00197712 -0.0157063 -0.00484645 -0.0171016 0.00143913 0.0114364 -0.00912995 0.000863705 -0.0164898 0.00116776 0.000885496 -0.014809 0.000703819 0.00153881 -0.0198765 0.00144283 0.00111237 -0.0160419 0.00147585 0.0010602 -0.00801378 0.00157657 -0.00993636 0.00188137 -0.00168171 -0.000397253 0.00693373 -0.00456124
internal_weight=279.528 278.432 53.7079 8.77432 6.45015 4.23204 224.724 12.2308 4.88194 212.493 3.65901 208.834 205.499 7.04725 44.9336 43.56 2.07339 198.452 193.944 4.02418 189.919 185.154 15.3653 10.982 5.65858 169.788 70.3565 67.2439 24.3587 42.8852
internal_count=2900 2804 999 137 82 67 1805 78 43 1727 94 1633 1613 58 862 848 128 1555 1528 49 1479 1459 171 99 52 1288 649 602 211 391
is_linear=0
shrinkage=0.0353699


Tree=433
num_leaves=31
num_cat=0
split_feature=1 0 1 3 0 0 4 1 2 1 3 4 4 0 4 1 0 0 2 2 2 0 4 2 4 0 4 4 1 2
split_gain=1.20529 0.888474 2.45881 2.28627 1.75987 2.75497 2.66939 4.17282 6.02531 2.20597 2.84109 1.95647 1.89225 2.93557 3.11961 2.61629 2.3585 4.09314 6.23823 7.68896 1.67028 2.42694 1.35164 2.59124 2.79452 2.62638 2.08513 2.07911 2.22293 1.97999
threshold=90.988176966900014 85.678472159250006 62.00390986255001 -0.17732499999999998 90.837623311600012 90.337570099350003 38.592454371550012 63.910026677050006 -0.14228499999999997 67.649671936450019 0.084795000000000023 37.020641110850008 42.072181850200003 86.20003303655001 44.086690780350004 62.036171360100006 85.807518149550006 85.968825637350008 -0.065399999999999986 -0.12350999999999999 -0.048664999999999993 86.345209775600011 38.703421923500009 -0.033594999999999993 34.542090938800008 94.776214472700005 39.211875820650008 38.238138001450004 82.987325570650015 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -4 5 6 11 12 -9 10 -6 -3 16 14 15 -14 -8 -18 19 -19 -20 -22 23 24 -11 -26 -24 28 -27 -25
right_child=-2 4 3 -5 9 -7 7 8 -10 22 -12 -13 13 -15 -16 -17 17 18 20 -21 21 -23 26 29 25 27 -28 -29 -30 -31
leaf_value=8.2827957575900895e-05 -0.0017036966166170306 0.00061940960866240945 0.00081724207210814891 -0.0026909227998283625 0.0002790125290130104 0.001964575877027626 0.0019398371261236602 0.00029511817662202563 -0.0046859319100387604 0.00066714603013526871 -0.0028752670125531906 0.0026640547840410624 -0.0042706787272104229 0.00040435762706808446 0.0011811912089965443 -0.00093054539307882 -0.0021005416216726687 0.0014277734368793088 0.0030654802721962779 -0.002274488072213652 -0.00030226520306877688 0.0020870750175386141 0.0015643023967659847 0.0023602187078264193 -0.0041092872512274708 -0.003323994826652737 0.00014240571403324493 0.00076511448487629613 0.00092106468946094404 -0.00010838042483530511
leaf_weight=41.132930778898299 2.8436593531223471 9.4670555517077428 2.1146938903257251 5.3605689308606079 4.586656114086507 9.4618368023075146 10.050666164606808 4.7715788003988564 3.3915225183591229 4.6274736967752714 4.7400042489171028 6.4049911946058264 3.301061009988187 22.859050206840038 2.7943319082260132 4.5571056725457311 4.7455639969557515 8.7387843951582926 5.8229851871728835 9.6207031533121974 5.2758816480636748 10.14015971124172 9.1947957002557796 3.3671114901080719 3.3121900008991352 3.8097388413734716 99.785527835134417 3.0713451448827982 1.3687743556220082 12.493947057053445
leaf_count=418 319 41 21 114 34 46 33 36 46 69 51 22 33 99 14 39 31 32 18 52 24 48 58 15 45 96 873 19 23 131
internal_value=0.000148217 0.000164655 -0.000191114 -0.00169849 0.000228289 0.000484163 0.000359032 0.000179696 -0.00177436 2.16884e-05 -0.00132406 0.0014445 0.000361152 -0.00017291 -0.00141166 -0.00233367 0.000690178 0.00040694 0.000707442 -0.000512278 0.00176179 0.00126936 0.000110685 -0.000405091 -0.0012092 -0.00196017 0.000262373 -0.00109734 -0.00220195 0.000415673
internal_weight=323.213 320.369 48.6082 7.47526 271.761 121.403 111.941 96.0694 8.1631 150.358 9.32666 15.872 87.9063 33.5115 10.6525 7.85817 54.3947 44.3441 39.5985 18.3595 21.239 15.416 141.031 32.0506 16.1895 11.562 108.98 8.24986 5.17851 15.8611
internal_count=2900 2581 553 135 2028 614 568 505 82 1414 85 63 423 185 86 72 238 205 174 84 90 72 1329 398 252 183 931 138 119 146
is_linear=0
shrinkage=0.00285714


Tree=434
num_leaves=31
num_cat=0
split_feature=4 3 1 2 0 4 0 0 2 0 4 4 1 3 3 4 3 3 3 1 1 1 1 4 0 0 3 3 2 0
split_gain=0.390646 0.380945 0.350524 0.573979 0.585666 0.816597 0.305991 1.32857 1.19252 1.15667 2.09353 1.70789 1.07173 1.2668 2.16084 1.17187 1.85987 1.53711 2.17323 1.5661 2.005 1.61005 1.64948 1.03572 0.937772 1.03213 0.802159 1.49556 1.33136 0.759631
threshold=29.904643970450003 -0.22588499999999997 89.912793714750009 -0.088944999999999996 122.45926784190002 45.027406014450008 85.716110573100011 85.807518149550006 -0.090694999999999998 86.001087134900004 40.532725462000009 42.737166331000005 61.993156030000002 -0.17732499999999998 0.10332500000000001 35.131296350900008 0.10236000000000002 0.10045500000000003 0.096085000000000018 61.960894532450006 61.917879202350001 61.614083433650009 58.549241164900003 44.758188263300006 76.591483678350016 73.913779380400015 0.070195000000000021 -0.15684499999999998 -0.23361999999999997 90.837623311600012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 6 -4 5 -5 12 8 -8 10 -9 -12 15 -14 23 -2 17 18 19 20 21 22 24 -15 25 26 27 28 -17 -11
right_child=2 -3 3 4 -6 -7 7 9 -10 29 11 -13 13 14 -16 16 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0026401374367840281 0.018240745287325659 -0.031911710217466506 -0.029779425123539146 -0.029561691330803431 -0.030320133836386137 0.017540744572288398 0.022876650035088108 0.0029864433490590782 0.0029531821700200683 0.0032687443933470403 -0.038023687398490623 -0.0017659356775373773 0.009161793902920606 -0.033163324801794382 0.0063011140792667928 -0.011599045665581606 -0.019900219107338329 0.025650906242740686 -0.031315294020328843 0.021685902373291877 -0.025114890236646651 0.016546308423808973 -0.026939545851704633 0.0026840612771965896 0.014224885481877451 -0.020576436313194727 0.022158268633557524 -0.033151038294936194 0.018829553949912654 -0.00028615531598962126
leaf_weight=0.4707603842834942 2.9378939107991746 0.60484514191921224 0.81793414791172869 0.3999622823321255 0.45800191420130421 1.2907576318830249 4.2790149822831154 5.5113441795110685 5.9690008535981161 82.498041364713572 2.6922283479943871 1.7972828596830366 2.1690940400585532 3.9832925002556276 2.4088056208565831 2.2805115297669598 3.7281058821827164 2.0664557404816142 1.7340772971510876 2.9644216811284414 2.46166425384581 5.0181916095316401 1.9605196081101883 0.80353229772299517 3.4669488966464987 2.1981747914105654 1.3312510526739059 1.0841385307721898 2.501270494889468 126.07819233153714
leaf_count=38 35 58 168 86 66 14 13 26 28 469 36 13 20 106 22 32 30 9 13 13 26 25 38 8 23 39 11 54 50 1331
internal_value=0.000535014 -0.0167894 0.000602312 -0.00924509 -0.00142847 0.00639804 0.000708962 0.00113633 0.0112721 0.000661113 -0.00890754 -0.0235086 -0.00145947 -0.0101329 -0.0159492 0.000813565 -0.000747589 0.00170886 -0.000123479 0.00201721 -0.000597107 0.0024448 -0.00232919 -0.0271459 0.00142201 -0.00330234 0.00197355 -0.00260731 0.00431765 0.00111991
internal_weight=277.966 1.07561 276.89 2.96666 2.14872 1.69072 273.923 228.825 10.248 218.577 10.0009 4.48951 45.0983 9.36472 7.19563 35.7336 32.7957 29.0676 27.0012 25.2671 22.3027 19.841 14.8228 4.78682 12.8623 9.39535 7.19717 5.86592 4.78178 208.576
internal_count=2900 96 2804 334 166 100 2470 1916 41 1875 75 49 554 156 136 398 363 333 324 311 298 272 247 114 209 186 147 136 82 1800
is_linear=0
shrinkage=0.0288028


Tree=435
num_leaves=31
num_cat=0
split_feature=4 3 0 3 2 3 1 1 2 2 2 3 2 4 2 2 2 1 4 1 0 3 1 3 4 3 0 2 2 3
split_gain=0.335077 0.354034 0.305638 0.631189 0.696806 0.800074 0.398502 0.633326 0.361137 0.372626 1.35643 1.93973 2.11781 1.82195 1.38321 1.22215 1.13212 1.38854 1.09861 1.09817 1.89753 1.37526 1.66552 4.0859 2.29112 1.83645 1.17963 1.09353 0.979801 1.28767
threshold=29.904643970450003 -0.22588499999999997 113.28087178455002 -0.15684499999999998 -0.16187499999999996 -0.22125500000000001 93.464246905050018 93.985807782350022 0.68694500000000025 -0.0039949999999999994 0.048530000000000011 -0.12530999999999998 0.072320000000000023 41.028010303750008 0.11529000000000002 0.06041500000000001 0.049615000000000013 71.429644067900014 39.091773401050006 62.046925192600007 88.232507383150008 0.11467000000000002 76.763544998700013 0.082055000000000017 41.061442884200012 0.088005000000000014 85.447264760050004 0.24816000000000005 -0.033594999999999993 0.12424000000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 8 4 -4 -6 -5 -8 9 28 13 18 15 -11 -14 16 -13 -18 -12 26 -21 22 23 -22 25 -24 -16 -25 29 -2
right_child=2 -3 3 6 5 -7 7 -9 -10 10 11 12 14 -15 19 -17 17 -19 -20 20 21 -23 24 27 -26 -27 -28 -29 -30 -31
leaf_value=0.0026690825375270976 0.0010372690828023706 -0.035528934311518039 0.032452719228430751 -0.03656491336137746 -0.037580586514635778 0.012616969824122184 0.035087841981033999 -0.032685345037974864 0.010973564305808927 -0.00092490171980074819 -0.0052979782983769447 0.028266853786752068 -0.022900856220933571 -0.031511503649746461 -0.0010505340505146425 0.034725109606523835 0.018524485987181514 -0.037763651688165284 -0.042835413341103183 -0.034758510219601954 0.017303980006926178 0.021441281605060123 -0.038847338958694563 -0.04639830433203429 0.029047555713402739 0.0093168765755029023 0.028663515411353237 -0.012684973646663031 0.0082347529739464614 -0.011500915605088254
leaf_weight=0.47087565384572372 195.83752687636297 0.55205949427909107 0.60079333977773774 0.9922343811194867 0.59326662379316975 0.75668139423942227 0.25755405152449384 0.32871818427520338 3.5599559620022765 4.8238569728564453 1.7195807944517576 1.3756441624136635 2.7116226393263814 3.5338319530710578 2.7581617981195476 3.0248431414365768 0.88849979056976713 0.9494980659801513 1.5549952527508137 1.7157206553965831 2.6486316015943903 2.8504802088718852 1.3573999836225996 2.6932503990828991 3.0282015517586842 2.1303124867845327 2.8401152342557907 1.6100171590223906 18.657219576183707 8.9715673461323586
leaf_count=38 1698 58 12 59 34 13 5 149 33 40 26 8 40 74 29 17 10 30 59 23 19 13 32 33 43 27 15 20 161 82
internal_value=0.00054196 -0.0179457 0.000610787 -0.00885149 0.00345976 -0.00944354 -0.0240659 -0.00291205 0.000733905 0.000597725 -0.00211678 0.000619827 0.00300605 -0.0138577 -0.00100901 0.0199609 0.00606403 -0.0105536 -0.0231233 0.00150291 -0.002384 0.00101989 -0.00330232 -0.0143203 0.00845289 -0.00942839 0.014024 -0.0337849 0.00113481 0.00048804
internal_weight=275.793 1.02294 274.77 3.52925 1.95074 1.34995 1.57851 0.586272 271.241 267.681 44.2147 35.857 32.5824 8.35769 26.3439 6.23849 3.21364 1.838 3.27458 23.6323 18.034 16.3183 13.4678 6.9519 6.51591 3.48771 5.59828 4.30327 223.466 204.809
internal_count=2900 96 2804 272 59 47 213 154 2532 2499 558 444 359 114 294 65 48 40 85 254 210 187 174 72 102 59 44 53 1941 1780
is_linear=0
shrinkage=0.0323624


Tree=436
num_leaves=31
num_cat=0
split_feature=1 0 3 4 3 4 0 0 4 0 1 4 2 2 3 2 2 2 1 3 3 4 2 4 1 0 2 3 3 3
split_gain=1.92883 2.5508 2.36807 2.20509 2.32142 2.19093 2.2699 5.41345 2.42286 2.22988 2.31284 2.21811 2.36571 3.95765 3.93771 3.60356 2.43873 3.78073 1.71508 2.03347 3.55182 1.70698 1.69114 2.96648 2.52699 2.2767 1.7025 1.57741 1.57486 2.34041
threshold=69.873026810350026 85.716110573100011 0.25847000000000003 38.238138001450004 0.11906000000000001 40.621691032550004 85.807518149550006 86.001087134900004 42.737166331000005 92.652332549650012 68.321786469100019 43.162556114600001 -0.14581999999999998 -0.068524999999999989 0.087605000000000016 -0.083330000000000001 -0.058529999999999992 -0.033594999999999993 61.993156030000002 -0.17732499999999998 0.10332500000000001 43.57842012870001 -0.033594999999999993 34.542090938800008 82.987325570650015 97.671683879200017 -0.024989999999999998 0.09660500000000001 -0.04931 -0.11050499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 18 3 22 -5 -3 -7 8 -8 11 -11 12 -9 14 -14 -16 -15 -18 28 -20 -21 -13 23 25 -25 -2 -24 -19 29 -1
right_child=2 5 -4 4 -6 6 7 9 -10 10 -12 21 13 16 15 -17 17 27 19 20 -22 -23 26 24 -26 -27 -28 -29 -30 -31
leaf_value=-8.0536365009013245e-06 0.0016660560868140756 0.00079294017317274753 -0.0028260540870556844 1.4006734515914043e-05 0.001685301407577153 0.0012559526116672451 -0.0033545637277344691 0.0014485606204109631 -0.00020513131218971123 -0.0030000228689448 -4.8392816902754724e-05 0.0020128390124289483 0.00023011933379494477 0.00199150289016582 -0.00087668160781603419 -0.003794316942043839 -0.0021431796168038587 -0.00017666866899424398 0.00083085233448758236 -0.0023495526968470844 0.00077191994049087976 0.00049405013726485161 0.0024545887217859112 -0.0028875286693443836 0.00053381320362414332 -0.0025344357458026855 -0.00043837082022943753 0.0014528409121392428 0.00039107110213268035 -0.0021667823833193696
leaf_weight=11.149795365054155 2.4300575256347678 60.570031937211752 1.7176307613262896 106.42509394988883 4.8213533470407119 10.281088918447493 3.4897931888699523 6.5735874995589247 2.2167438641190529 2.2484520031139246 4.2738352846354246 6.9281332939863232 11.040607750415797 5.552556030452247 7.8175799623131752 3.3587263226509076 3.1319822221994391 5.9095754791051309 2.8823813032358894 6.8152230400592053 2.8771386705338955 10.085341088473795 1.3376656991895286 6.0507281152531505 1.4938896843232212 1.0153258219361303 7.2362523783231136 7.4573273360729218 29.794392231851816 3.7162311859428909
leaf_count=170 10 260 38 1135 29 35 35 23 13 33 28 22 46 17 38 25 18 41 23 113 20 57 7 126 54 78 122 35 175 74
internal_value=0.000144243 0.000285674 -7.79127e-05 -4.18277e-05 8.64396e-05 0.000446259 0.000213886 8.01068e-05 -0.00213114 0.000249762 -0.00106592 0.000376226 0.000129836 -6.59871e-05 -0.000767746 -0.0017535 0.000641038 0.00018655 -0.000137805 -0.000906338 -0.00142296 0.00111252 -0.000771195 -0.00138297 -0.00221008 0.000428206 1.29762e-05 0.000732426 7.85856e-05 -0.000547696
internal_weight=340.699 208.171 132.528 130.81 111.246 150.935 90.3653 80.0842 5.70654 74.3777 6.52229 67.8554 50.8419 44.2684 22.2169 11.1763 22.0514 16.4989 57.2352 12.5747 9.69236 17.0135 19.5639 10.99 7.54462 3.44538 8.57392 13.3669 44.6604 14.866
internal_count=2900 1301 1599 1561 1164 726 466 431 48 383 61 322 243 220 109 63 111 94 575 156 133 79 397 268 180 88 129 76 419 244
is_linear=0
shrinkage=0.00235581


Tree=437
num_leaves=31
num_cat=0
split_feature=0 4 0 4 0 0 1 1 0 0 3 1 3 2 4 2 1 3 0 2 3 1 1 1 3 3 3 4 1 3
split_gain=0.349156 1.3535 2.31417 1.83406 1.73307 1.57471 1.56686 1.59929 1.49115 1.08216 1.04978 1.03522 2.55727 2.6366 2.5341 1.96761 1.80763 1.54204 2.21005 1.68101 1.97113 1.07301 1.05581 3.09092 1.13199 1.49111 1.94545 1.90723 2.43798 2.20343
threshold=93.972365491700018 38.238138001450004 94.964406541850011 38.386256906100009 95.071944867050021 96.588235252600015 72.953999827850012 77.52437864960001 101.23657936015002 93.867515624600017 0.43162500000000009 71.787208999250012 0.089580000000000021 -0.11131999999999999 41.395309858300003 -0.048664999999999993 72.187789260650007 -0.21013499999999999 96.588235252600015 -0.15895000000000001 -0.22831499999999999 71.52105164435001 72.496961945650014 74.986474174450009 0.11906000000000001 0.092290000000000025 0.087265000000000023 41.840895355800008 82.987325570650015 0.099010000000000029
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=9 2 -2 -3 -4 -6 -7 -8 -9 10 -1 12 15 -14 -15 21 -13 19 -19 -18 -21 -5 -20 -24 25 26 -25 28 -27 -29
right_child=1 3 4 11 5 6 7 8 -10 -11 -12 16 13 14 -16 -17 17 18 22 20 -22 -23 23 24 -26 27 -28 29 -30 -31
leaf_value=0.00072507459021876257 -0.042669491270763006 0.030487859688211553 0.03561541607581982 -0.03761370538199918 -0.046395292362303719 0.016151263331005632 -0.041150204824950957 0.0185322077509672 -0.019051168777974276 0.019498434547805824 0.021168370378359641 0.033277586991510587 0.030450945165239735 0.012513583100484425 -0.041163929577032216 0.011978718568576057 0.030663594390806351 -0.030984431839474275 0.030069308452845379 -0.025859371427798077 0.027814450249313658 -0.0050582630672189417 -0.042142447186341039 -0.0029783067756190169 0.018792519042967443 -0.031233990046027726 0.013840902225117736 -0.024260566061295584 0.0096217773431687536 0.032728968591404124
leaf_weight=166.53999534575269 2.3253530685324213 2.4267880009720093 1.1666415110230435 5.1359048921149233 1.2194984909147013 3.1078300364315492 1.872712231473997 2.1675312434090301 3.1367926266684663 3.9723510530311605 3.1068059131503096 2.1239031422883263 3.2142350077629089 2.4166258554905644 1.9134466825053094 1.7145268809981651 4.0621551696676761 2.8916503683431065 1.4062899369746436 1.9163176712463612 1.4665736034512509 1.616077985614538 2.0823496966622761 22.599414528202033 4.0712759862653902 6.2245858628302795 13.243694732314905 1.3349154840398108 2.4800139700528234 2.1513100269949064
leaf_count=1340 41 15 5 90 19 16 58 20 240 24 15 12 15 19 41 19 31 62 10 51 13 12 37 400 37 62 107 25 41 23
internal_value=0.000571318 -0.00105234 -0.0107165 0.000623262 -0.0048525 -0.0089563 -0.00451708 -0.013467 -0.00369329 0.00152042 0.00109946 -0.000238866 -0.00821101 0.00654164 -0.0112064 -0.0213567 0.0016367 0.000617411 -0.00128393 0.0155536 -0.00259034 -0.0298216 0.000260909 -0.000512687 0.00115102 -0.000344245 0.00323623 -0.0108715 -0.0195938 0.010907
internal_weight=275.108 101.488 14.9964 86.4921 12.671 11.5044 10.2849 7.17704 5.30432 173.619 169.647 84.0653 16.0108 7.54431 4.33007 8.46651 68.0545 65.9305 58.4855 7.44505 3.38289 6.75198 55.5939 54.1876 52.1052 48.0339 35.8431 12.1908 8.7046 3.48623
internal_count=2900 1521 399 1122 358 353 334 318 260 1379 1355 1107 196 75 60 121 911 899 804 95 64 102 742 732 695 658 507 151 103 48
is_linear=0
shrinkage=0.0348455


Tree=438
num_leaves=31
num_cat=0
split_feature=0 1 2 3 2 4 0 4 4 4 4 4 4 3 0 1 4 3 1 0 0 3 3 1 1 3 4 3 4 2
split_gain=1.51777 2.16074 2.00069 1.7078 1.60923 1.62866 1.56044 2.47131 2.36836 1.85434 2.41818 1.72943 1.95628 1.49989 1.38855 3.2469 3.81545 3.17239 2.718 5.34947 7.48593 2.63119 2.88665 2.61266 3.39923 3.91616 2.24443 2.10588 3.07838 2.26717
threshold=98.201310130900012 75.645146416450004 -0.61225999999999992 0.09495000000000002 -0.59967499999999996 37.186372654950006 75.994645973400011 44.527357125550004 44.921040431000009 47.833738492450003 48.988717865950008 45.90502654165001 45.027406014450008 0.11467000000000002 87.181320254150009 63.910026677050006 39.530201452500002 0.08079500000000002 66.697957758300021 92.031298721500022 90.259604813550013 0.12064000000000002 0.25847000000000003 66.318885161900013 64.434276012450013 0.090640000000000012 41.495754733000005 0.082055000000000017 43.740100730350001 -0.065399999999999986
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 3 -3 -2 -4 13 8 14 -1 11 -11 12 -9 -6 15 16 -8 -17 23 20 -20 27 -23 24 26 -26 -16 29 -29 -18
right_child=1 2 4 -5 5 -7 7 9 -10 10 -12 -13 -14 -15 18 17 21 -19 19 -21 -22 22 -24 -25 25 -27 -28 28 -30 -31
leaf_value=-0.001518743290198669 -0.0025374419585368828 -0.0027348246300997387 0.0017433289095481583 -0.00020269406931727364 -0.002304156261041624 2.7369446863300684e-05 0.0010645218977245502 -0.0017802467239212457 0.00030408753039296141 0.00085842528331978463 -0.0015793595971796614 -0.0021745898773078542 0.00062929134268496659 0.0007075155040995834 0.0017308597994901574 0.00011392879002318657 -0.0012169780781606562 -0.002984854347750854 0.00087149815472301116 0.00037616409239974217 -0.0032984138767128178 -0.0030023886124571067 -6.8124198022889793e-05 0.0018637469594675275 -0.0015896480323920655 0.00071491414393020367 0.00052232100813751135 0.00012436620716048435 0.0017090014912803828 0.00061033788024672769
leaf_weight=5.9065658496692759 2.9398722390178582 1.2276988507364865 2.3293009219923979 2.7402387671172619 2.5994097014190625 59.28037447668612 18.905916433781385 2.6663472179789114 7.1118451924994588 6.7884531114250404 2.5280335391871631 4.1506607048213482 3.5644738157279789 1.0513782452326266 11.720440931618215 3.0404067542403928 9.5594866983592492 2.9434735192917287 3.4743422968313089 71.37966512190178 4.4389696633443236 2.661355552263557 3.5320538990199566 8.9671496376395208 5.8571245893836004 7.7611261010169983 17.114454835653305 55.874470381997526 6.1616807840764514 4.5303662680089465
leaf_count=191 67 31 19 25 177 724 84 39 51 34 57 63 35 20 51 37 69 42 20 451 53 31 19 33 38 28 66 301 21 23
internal_value=0.000122636 -0.000151522 -4.39163e-05 -0.0014111 6.70588e-06 -5.75726e-05 0.000195743 0.000232061 -0.000522947 -0.00049218 0.000196931 -0.0011106 -0.000401819 -0.00143683 0.000292022 0.000112545 0.000202571 -0.00141036 0.000439227 0.000192158 -0.00146761 4.61063e-06 -0.001329 0.00082022 0.000599801 -0.000276264 0.00101355 0.00011311 0.000281759 -0.000629434
internal_weight=342.807 72.1683 66.4882 5.68011 65.2605 62.9312 270.639 257.62 13.0184 19.698 9.31649 10.3815 6.23082 3.65079 237.922 107.209 101.225 5.98388 130.713 79.293 7.91331 82.3194 6.19341 51.4203 42.4531 13.6183 28.8349 76.126 62.0362 14.0899
internal_count=2900 1063 971 92 940 921 1837 1595 242 228 91 137 74 197 1367 627 548 79 740 524 73 464 50 216 183 66 117 414 322 92
is_linear=0
shrinkage=0.00212766


Tree=439
num_leaves=31
num_cat=0
split_feature=0 0 4 0 4 0 2 4 4 1 3 3 2 4 3 1 3 1 3 0 1 1 0 1 3 2 4 2 0 1
split_gain=1.8864 3.64831 2.40255 2.87915 1.97449 1.91534 1.911 1.65442 2.20359 2.65592 2.20686 2.91383 1.64785 2.23737 1.596 2.28815 1.59883 1.61989 1.58339 1.57868 2.23287 1.5963 1.90173 1.57686 3.03307 2.59926 2.23539 2.01642 2.01001 3.44582
threshold=93.972365491700018 86.530713386650021 38.238138001450004 94.964406541850011 44.015822920550008 95.071944867050021 -0.083330000000000001 43.124157941850008 41.495754733000005 64.654729579150015 0.10133000000000002 0.087605000000000016 -0.12835499999999997 39.646013290900008 0.11614000000000002 61.966271448700006 -0.04931 65.036490633650018 0.080515000000000017 96.588235252600015 72.953999827850012 77.52437864960001 101.23657936015002 71.787208999250012 0.089580000000000021 -0.10001 41.395309858300003 -0.048664999999999993 98.201310130900012 75.551050381850018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 14 3 -2 7 -5 18 8 9 -3 11 -10 13 -11 16 -16 17 -1 -6 -7 -21 -22 -23 24 27 -26 -27 -4 -25 -30
right_child=2 4 23 5 6 19 -8 -9 10 12 -12 -13 -14 -15 15 -17 -18 -19 -20 20 21 22 -24 28 25 26 -28 -29 29 -31
leaf_value=-0.00056850482599607964 -0.0029685354350176725 0.0015180727053679425 -0.0019865765369101946 0.0022810168818753708 -0.001739549506346911 -0.0030673461208799058 -0.0032091259432174531 0.0016135030210607305 0.0003406177647733688 -0.0013930525810356275 0.00143821448824471 -0.001536448600762047 0.00071425803899470954 0.0010787021513988158 0.00013797183981009378 -0.0022022331698790744 0.00025239091334582081 0.0018732581030811981 0.0012316558151811534 0.001095655686535276 -0.0027358639206043478 0.0011063556946990863 -0.0014072314117054509 0.0007067820660429969 0.0016107645267581724 0.00051437188214394157 -0.0027105099461102807 0.00062973879179186083 -0.0028034769702807829 7.007838361412094e-05
leaf_weight=24.125460290582854 2.9232490924187031 20.059045292437077 7.7656487114727497 1.2883977890014637 1.6424888172186909 1.3761725220829237 1.3157769422978152 9.5156359523534757 11.998195990454411 5.1576000805944187 4.5836037062108508 7.2164276242256156 34.869859946891665 3.2545140087604523 4.9927381202578527 4.1846406292170286 78.214662696700543 1.5771865975111712 2.4131100252270699 3.7043117955327025 2.2966560120694322 2.5710312901064754 4.5293554314994253 28.837474008556455 4.821792570874095 2.8498879149556142 1.9882955886423586 2.0233027059584874 2.3765706848353139 52.587118496652693
leaf_count=322 41 86 102 5 41 19 37 40 59 36 18 39 153 12 25 42 445 9 15 16 58 20 240 190 25 18 34 19 42 692
internal_value=0.000161259 0.000292734 -7.06854e-05 -0.000840817 0.000612786 -0.000446305 -0.000764713 0.000689338 0.000588418 0.000815949 -1.71721e-05 -0.000364351 0.000490549 -0.00043677 4.00558e-06 -0.000929099 8.6412e-05 -0.000418671 2.83387e-05 -0.000689017 -0.000439196 -0.00104423 -0.000497068 6.87151e-05 -0.000530082 0.000397866 -0.000810923 -0.0014458 0.000207686 -5.41711e-05
internal_weight=337.06 215.121 121.939 18.6892 102.026 15.7659 5.37138 96.6549 87.1392 63.341 23.7982 19.2146 43.282 8.41211 113.095 9.17738 103.917 25.7026 4.0556 14.4775 13.1014 9.39704 7.10039 103.25 19.4489 9.65998 4.83818 9.78895 83.8012 54.9637
internal_count=2900 1379 1521 399 536 358 93 443 403 287 116 98 201 48 843 67 776 331 56 353 334 318 260 1122 198 77 52 121 924 734
is_linear=0
shrinkage=0.00233427


Tree=440
num_leaves=31
num_cat=0
split_feature=1 3 0 3 4 2 4 0 1 1 3 3 3 0 4 2 3 2 2 1 3 3 0 1 2 0 0 0 3 3
split_gain=1.98134 2.89889 2.26368 2.2196 1.63846 1.65518 3.46485 2.71967 2.41081 1.82067 2.43198 1.48937 2.17993 3.61098 2.12531 2.05673 3.31716 1.94445 3.54336 3.44698 3.13829 3.13315 3.24593 2.8132 3.72793 2.42684 2.26989 2.75353 2.05309 1.79433
threshold=69.873026810350026 0.25847000000000003 85.716110573100011 0.21240500000000004 38.238138001450004 -0.033594999999999993 34.542090938800008 97.671683879200017 82.987325570650015 71.429644067900014 0.10236000000000002 -0.25765499999999997 -0.21013499999999999 93.679323555450011 39.211875820650008 -0.22089 -0.22253999999999999 -0.59511499999999995 -0.21094499999999999 71.343613407700005 0.090865000000000015 0.087265000000000023 95.429509798400019 75.465019721650009 -0.079824999999999993 96.943111725850017 101.47316367565001 98.615332683000005 0.10017000000000002 0.091885000000000022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 -1 4 5 6 7 -2 -8 -7 -11 -6 15 -14 29 -13 -17 28 19 -19 21 22 -20 24 -23 -24 27 -27 -16 -15
right_child=1 -3 -4 -5 11 9 8 -9 -10 10 -12 12 13 14 17 16 -18 18 20 -21 -22 23 25 -25 -26 26 -28 -29 -30 -31
leaf_value=-8.4703277466795666e-05 0.0015409189574950536 -0.0024264346243094764 0.00037363640988883798 0.0018901340921580532 -0.0013240581370833374 0.0012377412178377835 -0.0023727029738724848 -0.0020955982669405081 0.00029182013178249115 -0.0017739616635238853 0.00081709604898583764 0.0019354259629279121 -0.0026328425285984244 6.788804732592787e-05 -0.00013508107111055619 -0.0010606726512624727 0.0019782442906010598 0.0014588638007365462 -0.0023353435109761339 -0.0020056740659971811 -0.00069835406813838034 -0.0019140890747843368 0.0011560312062952566 0.0014356461259435584 0.0013591717655546684 0.00014359341700773533 0.00015536955274323151 -0.0022570178791770949 0.0020802735988728607 0.0015144296272688043
leaf_weight=57.027670547366142 2.7053611576557182 1.9540207625832398 151.89882583823055 2.3008521385490885 3.0020422663073978 3.2677904441952688 6.1144460020586848 1.1184724607737733 1.6616321322508154 3.0844769817776978 2.5429848510539159 4.479198164306581 1.9824094523210067 6.7663213489577156 3.2448579769115886 3.4341497863642871 2.3129368759691697 1.3330540694296349 2.3532661497592917 6.458446598961018 19.121978509589098 2.6705352589488029 6.1778562050312749 12.045395941473542 2.6846761964261558 3.4606259986758259 18.442203777842224 3.9220367772504687 3.1941093113273382 6.4397354938555509
leaf_count=575 10 38 726 15 55 13 126 76 54 100 15 17 57 59 30 41 11 9 56 112 179 29 28 65 15 18 272 52 11 36
internal_value=0.00012798 -5.41646e-05 0.00024853 -2.01607e-05 -5.29564e-05 -0.000563411 -0.00105156 0.000477237 -0.00180333 7.31624e-05 -0.000603093 3.91975e-05 7.62262e-05 -1.1739e-05 4.11125e-05 0.000938973 0.000162351 -7.24941e-05 -0.000157318 -0.00141292 -1.92923e-05 0.000231594 -0.000111879 0.000909751 -0.000273137 5.16196e-05 -0.000212579 -0.00113173 0.000963866 0.000773272
internal_weight=347.202 138.276 208.926 136.322 134.021 20.4952 11.5999 3.82383 7.77608 8.89525 5.62746 113.526 110.524 100.298 98.3151 10.2263 5.74709 85.109 78.6701 7.7915 70.8786 51.7566 34.356 17.4006 5.35521 32.0027 25.8249 7.38266 6.43897 13.2061
internal_count=2900 1599 1301 1561 1546 394 266 86 180 128 115 1152 1097 1028 971 69 52 876 835 121 714 535 426 109 44 370 342 70 41 95
is_linear=0
shrinkage=0.00196157


Tree=441
num_leaves=31
num_cat=0
split_feature=1 0 1 0 3 3 0 4 4 0 0 1 3 4 4 2 1 2 2 4 3 4 3 0 3 2 2 2 4 4
split_gain=1.23994 0.854175 2.53765 2.34448 1.68842 1.96131 1.62142 3.2968 1.95172 1.82286 2.56445 2.19968 2.74411 1.85453 2.18289 2.57374 3.62831 1.61426 2.65654 2.96269 1.91358 1.6065 1.56189 5.43388 1.48321 2.33283 5.02565 4.75858 1.3137 1.99798
threshold=90.988176966900014 85.716110573100011 62.00390986255001 85.807518149550006 0.10332500000000001 -0.17732499999999998 86.001087134900004 40.532725462000009 42.718072821900002 90.837623311600012 90.337570099350003 67.649671936450019 0.084795000000000023 41.24714903835001 43.162556114600001 -0.08756499999999999 62.116825104000007 -0.072569999999999982 -0.11808 38.703421923500009 0.092425000000000021 43.542456167850005 0.086520000000000027 86.280686780500005 0.084795000000000023 -0.083135000000000001 -0.068524999999999989 -0.024989999999999998 38.703421923500009 39.211875820650008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -3 5 -4 7 -5 -9 10 13 12 -11 17 15 16 -15 18 -8 -20 -19 -16 23 -23 -17 -26 -27 -28 -13 -30
right_child=-2 3 4 6 -6 -7 9 8 -10 11 -12 28 -14 14 21 24 -18 20 19 -21 -22 22 -24 -25 25 26 27 -29 29 -31
leaf_value=0.000161563287272317 -0.0018852783042028341 0.0017079075576392517 0.00027228989304784129 0.00060922646782596225 0.00066631514920080927 -0.0032848607984278179 0.0013301321037133673 -0.0046053250641274563 -0.00048466891990257632 0.00030105821832801408 0.0022721845248860287 -0.00050240864315813838 -0.0033821732952789125 -2.7333333831500608e-05 0.0025869311180901802 0.0015016370178805188 -0.0042927519288119406 0.00047211002455412347 0.00049251119515772695 -0.0034643352842594682 0.0026019852962670684 0.0021962812253864578 0.0023081662847730107 -0.0055564367135933247 0.0019179217645509427 -0.0040496000118166574 0.0021730812513546444 -0.0025234705962832735 0.0017935032350890135 0.00015129930522072982
leaf_weight=44.14597598137334 3.2413580392021677 11.656392760574816 2.3383051655255249 6.1867353469133359 2.747737903147935 6.2644050782546392 11.78671506419778 3.1609383039176464 2.1025527641177177 4.3387143881991488 9.1675657969899458 29.339305513829459 4.5545776467770338 4.7186813540756649 5.1164760282263142 6.0812433473765912 4.0891530588269234 8.363680640235545 5.2070950046181661 3.4599146619439125 10.390835888683794 2.3064700812101364 2.2377638672478497 1.744118455564603 3.7787362635135642 4.2033356800675383 5.8773817420005772 3.9710592795163437 8.8984117275103909 95.29174948646687
leaf_count=428 319 41 22 26 20 110 48 35 14 34 46 398 51 22 18 24 27 50 21 19 42 8 17 35 12 28 22 32 58 873
internal_value=0.000154132 0.000175217 -0.00019781 0.000255447 -0.00159554 -0.00231799 0.000186728 -0.00103116 -0.00295929 0.000246088 0.000608359 1.08018e-05 -0.00158526 0.000425319 -4.07605e-05 -0.00047599 -0.00200761 0.000949839 0.000305868 -0.00108708 0.00165216 0.00120788 8.5826e-05 -0.00114191 8.81779e-05 -0.000393894 -0.00101558 0.000279351 0.000117102 0.000291553
internal_weight=316.767 313.526 55.4964 258.03 11.3504 8.60271 246.373 11.4502 5.26349 234.923 92.5002 142.423 8.89329 83.3327 44.1244 32.7196 8.80783 39.2082 20.4537 8.66701 18.7545 11.4048 6.28835 4.05059 23.9118 17.8305 14.0518 9.84844 133.529 104.19
internal_count=2900 2581 580 2001 152 132 1960 75 49 1885 471 1414 85 425 245 167 49 180 88 40 92 78 60 43 118 94 82 54 1329 931
is_linear=0
shrinkage=0.00331438


Tree=442
num_leaves=31
num_cat=0
split_feature=1 0 1 2 2 3 2 3 1 4 3 1 3 3 3 3 4 2 3 4 1 3 3 2 0 1 4 4 1 4
split_gain=1.92339 3.0421 2.69897 2.21231 3.71293 4.05411 3.30822 3.26778 3.54019 2.48156 2.11696 2.17887 1.89845 2.36564 1.95521 1.89423 1.67488 1.6587 1.65122 3.35325 1.60545 1.41684 5.33185 2.66432 2.30916 5.27157 1.84683 3.84908 2.02178 1.71927
threshold=70.343506983200015 86.530713386650021 70.73871032835001 -0.068524999999999989 -0.083794999999999994 0.083185000000000023 -0.022239999999999999 -0.112455 68.214248143850014 41.261521012900012 0.11614000000000002 61.966271448700006 0.11747500000000002 0.084365000000000009 0.099425000000000027 -0.04931 37.186372654950006 0.11970500000000002 -0.101725 39.039757512550004 65.727424373200009 0.087725000000000011 0.091545000000000029 -0.085249999999999992 85.737618238150006 61.993156030000002 42.131954243650007 43.57842012870001 61.950140699950005 42.541806567400009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 10 -2 4 7 -6 -5 8 -3 -7 15 -12 13 20 -15 18 17 -4 -1 -20 -8 24 23 -23 25 29 -24 28 -28 -17
right_child=2 3 16 6 5 9 12 -9 -10 -11 11 -13 -14 14 -16 21 -18 -19 19 -21 -22 22 26 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.00012492560889877679 -0.002111399478511594 -0.0026489395185069716 -0.00038324454689142487 0.0014341716848818382 0.00068066799692201546 -0.00043362629253614055 0.0018557824770630352 0.00060751143295625584 0.00063472610640603747 -0.0025129900198071994 4.1065932289265602e-06 -0.0018421663551027724 0.0016477949119843534 -0.0010383204013359459 0.00045815164307393553 -0.00023242575419333764 4.5709301171446437e-05 -0.0022913525241311304 0.0010443080797729041 -0.0023959731303925024 0.00030534879774353555 -0.00050189280699763222 0.00057603607105603403 -0.0026889260379701833 0.0010580779342556034 -0.001892199255853285 0.00040317531616713081 0.0014144744328332542 -0.0018188373218436379 0.0011867624711616876
leaf_weight=21.076616052072499 2.240539531223475 2.3868576884269705 9.0093358043231984 16.987850271165371 4.9770150259137145 4.0594368204474431 3.5833216831088119 47.857527209445834 2.280313435010612 4.0949428752064705 4.8754766508936864 4.2490642666816711 3.5818471312522879 7.0393252577632648 5.5429829061031342 4.9794712159782666 110.66803641931619 1.9724157155724231 1.4438772499561299 3.3207380413077772 7.0184537991881371 5.2056988421827555 27.82554929330945 3.1914418376982194 15.690299451351164 3.8216717448085538 2.0851421682164055 2.9871857911348343 4.8086267076432705 7.7522074282169342
leaf_count=250 56 30 223 66 18 20 19 201 21 27 25 41 13 56 25 35 1185 63 17 63 40 39 124 41 52 50 13 11 45 31
internal_value=0.000126534 0.000231241 -6.17029e-05 0.000455394 0.000236621 -0.000659727 0.000783682 0.000460711 -0.00104459 -0.00147784 1.48084e-05 -0.000855655 0.000370828 0.000173541 -0.000379068 9.10412e-05 -2.39517e-05 -0.000725957 -0.000351437 -0.00135342 0.000829384 0.000236983 2.50334e-05 -0.0013331 0.00054004 4.90117e-05 0.000327487 -0.000372447 -0.00114675 0.000631706
internal_weight=346.613 222.723 123.89 109.41 65.6561 13.1314 43.7538 52.5247 4.66717 8.15438 113.313 9.12454 26.7659 23.1841 12.5823 104.189 121.65 10.9818 25.8412 4.76462 10.6018 78.3473 46.1036 8.39714 32.2436 16.5534 37.7065 9.88095 6.89377 12.7317
internal_count=2900 1373 1527 536 317 65 219 252 51 47 837 66 153 140 81 771 1471 286 330 80 59 441 273 80 168 116 193 69 58 66
is_linear=0
shrinkage=0.00188464


Tree=443
num_leaves=31
num_cat=0
split_feature=1 0 3 4 4 4 1 0 3 3 3 1 3 0 1 4 4 0 0 4 4 4 1 3 2 2 3 1 1 3
split_gain=1.66371 2.74892 2.60541 2.38352 2.03151 2.33337 2.79419 2.11677 2.0359 2.48798 1.95756 2.39665 1.94897 1.87921 1.54997 1.50939 2.52892 2.45269 2.14428 1.81061 1.45478 1.45094 1.84624 2.38053 2.7143 2.62864 1.99052 2.40497 4.43433 2.24183
threshold=69.873026810350026 86.530713386650021 0.25847000000000003 44.015822920550008 43.124157941850008 41.495754733000005 64.434276012450013 93.262612545250008 0.10133000000000002 0.087605000000000016 0.11614000000000002 61.966271448700006 0.21240500000000004 91.625341543800019 62.55235532115001 38.703421923500009 39.211875820650008 94.776214472700005 102.11570516885001 40.166811829450005 37.360990606650006 40.421032462050007 72.026481772850005 0.088005000000000014 -0.11420499999999999 -0.079824999999999993 -0.21013499999999999 72.496961945650014 75.085947125300024 0.078505000000000019
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 10 12 4 5 6 -3 -8 9 14 -1 -12 15 -5 -7 17 -17 20 -19 -18 -2 -21 23 -23 -25 -26 -24 -28 -29 -30
right_child=2 3 -4 13 -6 8 7 -9 -10 -11 11 -13 -14 -15 -16 16 19 18 -20 21 -22 22 26 24 25 -27 27 28 29 -31
leaf_value=0.00011106152609341741 -0.0010427196681508009 0.0015558363843734763 -0.0029101464483453077 0.00049356638111592817 0.0016849872623926857 -0.00066670158735120675 8.4474334162085214e-05 0.0014986914296564395 0.001403982502926292 -0.001501876708017622 8.610922632748373e-05 -0.0024035019401342592 0.0022185091357077988 -0.002070680657001766 0.001052732859394726 0.0013129993432976735 -0.00088244160706022119 0.00020515060040734596 -0.0019227254679318362 0.0013346225752983866 -0.0035754597158253513 -0.0019230999623135125 0.0012812056885500342 0.0021106234549530824 -0.0028866934063664792 0.00071665306189007644 0.0020290932914178317 -0.0028943554725867262 -0.00087083741631923306 0.00033749262300164685
leaf_weight=98.500183270778507 3.3618433550000217 19.147370710968971 1.8234093725332048 3.1962231807410708 10.147331632673739 5.5516425222158485 26.0303920134902 7.8847336377948514 4.3444199115037909 7.3653094694018355 4.8027339950203878 4.0969217699021101 2.1639631236903361 3.3436238085851073 6.5161351524293423 8.3845961781917122 13.097014709492212 14.56792850000784 3.326067781483288 4.9166805857093996 2.1109554842114449 6.048531820997594 7.9739643037319103 2.522758636623621 2.1762065067887306 2.4730747686699033 3.1597139257937732 3.0970348604023448 11.448777130339293 37.653665726596955
leaf_count=770 32 83 38 19 37 25 129 31 18 41 25 41 15 51 31 59 123 153 228 34 28 85 80 10 35 24 16 54 197 388
internal_value=0.000138552 0.000275027 -7.1886e-05 0.000574743 0.000679411 0.000546617 0.000825552 0.000413258 -7.58631e-05 -0.000406694 1.40241e-05 -0.00105997 -3.16058e-05 -0.000817455 0.000261727 -7.01524e-05 5.43751e-05 -0.000618809 -0.000190371 -5.72179e-05 -0.00201964 7.54434e-05 -5.42767e-06 -0.000818198 0.00011362 -0.000969979 0.000164235 3.34625e-06 -0.000119275 5.57571e-05
internal_weight=331.233 200.927 130.306 93.5272 86.9873 76.84 53.0625 33.9151 23.7775 19.4331 107.4 8.89966 128.483 6.53985 12.0678 126.319 102.952 23.3668 17.894 94.5674 5.4728 81.4704 76.5537 13.2206 7.17204 4.64928 63.3332 55.3592 52.1995 49.1024
internal_count=2900 1301 1599 465 395 358 243 160 115 97 836 66 1561 70 56 1546 1105 441 381 1046 60 923 889 154 69 59 735 655 639 585
is_linear=0
shrinkage=0.0023912


Tree=444
num_leaves=31
num_cat=0
split_feature=0 1 3 4 3 0 0 0 2 3 2 2 0 2 0 2 2 3 2 1 0 3 3 1 1 1 3 2 4 2
split_gain=0.403787 1.32415 1.61224 1.86959 1.46977 1.46054 1.83595 0.893511 1.64827 2.55719 0.856287 0.796474 3.47387 3.29175 3.01981 2.88348 2.30161 2.12422 1.62644 1.5724 1.56352 1.55808 2.58896 1.44388 1.62904 1.52317 1.33789 1.51648 2.41788 1.08757
threshold=98.201310130900012 78.220689305400015 0.085495000000000029 40.259171735100004 0.091705000000000023 99.515966156650009 100.37896121655002 97.32487278035002 -0.069554999999999992 0.091250000000000012 -0.026349999999999998 -0.071129999999999985 94.832672093450014 -0.096499999999999989 86.280686780500005 0.090855000000000033 0.12406000000000002 0.10500500000000003 -0.101965 61.966271448700006 95.897301513100004 0.093295000000000031 0.087405000000000024 62.046925192600007 61.987779113750001 61.944763783650011 0.093295000000000031 -0.055714999999999994 41.028010303750008 -0.031989999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 2 -2 10 -5 -3 -7 11 9 -9 -4 12 -1 18 17 26 -17 21 20 -19 -14 22 23 24 25 -13 -16 -28 -29 -23
right_child=1 5 3 4 -6 6 -8 8 -10 -11 -12 14 13 -15 15 16 -18 19 -20 -21 -22 29 -24 -25 -26 -27 27 28 -30 -31
leaf_value=0.00093304891251751187 -0.035332886774081571 -0.03601491917772235 -0.04116955184139081 0.021968688234190261 -0.009058449447937926 0.021433589130894357 -0.00052847874639508862 0.028902002938303348 -0.01079537942693205 -0.0034656049920181705 -0.0076298170059486857 0.0015743853041824724 -0.0015029774677749977 -0.041259311109681902 0.0075947078880042153 -0.036471785212967137 0.00075220526935060165 -0.0072900067160321666 0.017713760423041604 -0.04694747099066459 -0.034305383207095939 -0.0065826413602223365 -0.045155485582713401 -0.032152504776993426 0.025408254483065197 -0.041060294529118975 0.033692699897714055 0.026865923649158949 -0.0058896253268313258 0.015986998978563847
leaf_weight=122.26540636632126 2.3274825888220212 1.0844518973026414 1.7089859917759889 2.8157091494649649 3.6179559007287025 4.4274272983893743 36.429532637688681 6.1107745403423888 3.2422071360051623 4.3217619648203254 1.4672257872298349 4.3009687752928638 3.9399552755057803 3.9343716204166403 22.531339078210294 1.988050918211228 12.907074766932054 2.0947563070803872 2.2655286174267522 2.0532868751324713 2.4404838709160686 3.4690659828484058 1.8088819275144477 1.4768493059091268 2.2847280213609338 1.0891279224306343 5.3832050915807477 5.2496825829148275 4.2126541677862406 6.121777664870022
leaf_count=929 88 11 39 13 35 24 839 25 29 36 14 102 47 64 148 46 112 15 11 33 25 25 36 28 10 8 22 26 29 31
internal_value=0.000683604 -0.00182109 -0.0112843 -0.00545985 0.00452065 0.000872335 0.00185142 0.00128207 0.00926052 0.0154935 -0.0256761 0.000766991 -0.000724993 -0.0168391 0.00338079 0.00776556 -0.00421608 -0.0058988 -0.00572664 -0.0269205 -0.0140497 -0.00165583 -0.00995049 -0.00299202 0.00261927 -0.00704042 0.0125404 0.0200465 0.0122831 0.00782342
internal_weight=279.371 53.8788 11.9374 9.60988 6.43367 41.9414 40.857 225.492 13.6747 10.4325 3.17621 211.817 134.846 12.5803 76.9714 52.272 14.8951 24.6994 8.64597 4.14804 6.38044 20.5514 10.9606 9.15167 7.67482 5.3901 37.3769 14.8455 9.46234 9.59084
internal_count=2900 1063 189 101 48 874 863 1837 90 61 53 1747 1076 147 671 383 158 288 83 48 72 240 184 148 120 110 225 77 55 56
is_linear=0
shrinkage=0.0322042


Tree=445
num_leaves=31
num_cat=0
split_feature=1 3 0 4 0 3 3 3 3 2 4 3 3 0 2 3 3 2 4 0 4 4 0 4 1 4 2 1 2 4
split_gain=0.960085 2.288 2.19521 2.33225 2.27845 2.12013 1.64099 1.69832 2.62689 3.62972 2.3348 2.27969 1.94301 2.29524 3.70017 1.61701 1.59093 1.40957 1.3875 2.28209 2.24161 2.03284 1.80177 1.64848 2.71605 2.00395 2.52904 2.49429 2.86235 2.46683
threshold=69.873026810350026 0.25847000000000003 87.181320254150009 44.157169339850007 86.866770652900016 0.080515000000000017 0.12064000000000002 0.093295000000000031 0.088165000000000021 -0.071129999999999985 41.24714903835001 0.090390000000000012 0.082055000000000017 85.716110573100011 -0.088514999999999996 0.21240500000000004 0.10236000000000002 -0.091399999999999995 38.703421923500009 94.776214472700005 39.211875820650008 40.166811829450005 102.11570516885001 41.21013581150001 81.188747081400024 41.840895355800008 -0.079824999999999993 71.52105164435001 -0.23455499999999999 42.428475018400007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 15 4 -4 6 -5 7 8 12 11 16 -10 -1 14 -14 18 -9 -8 19 -2 -20 -22 -21 24 -23 26 -25 28 -27 -29
right_child=1 -3 3 5 -6 -7 17 10 9 -11 -12 -13 13 -15 -16 -17 -18 -19 20 22 21 23 -24 25 -26 27 -28 29 -30 -31
leaf_value=-0.00020976193230610185 -0.002443917840526352 -0.0036049072387278275 0.00084984528221587329 -0.0034926966997542233 -0.0022091655807614553 0.0002344730256959456 -1.9637914994936794e-05 0.0022867771884331899 -0.002346256354249648 -0.0042996427965861939 -9.6510422974921685e-05 0.00059671038196060775 -0.0032774433689971368 0.0016712876534317079 0.00098093751504849916 0.0027402252395093462 0.00054007531940278926 -0.0025314399727731627 0.0016257966394543487 0.00025670417013889702 -0.001154466262336696 0.0013934624870598146 -0.0022600648651377184 -0.0030624603904322398 -0.0018567648397420438 0.0019256805834706385 0.00054357619698093226 0.0019321866140105111 -0.0024471154175789798 6.2179248597563354e-05
leaf_weight=36.761185376439244 5.2943648640066412 1.6124716796330165 67.892550499178469 2.1489529237151137 3.948659347370266 3.8203507475554943 4.3061012979596853 10.020085901021959 3.6755154281854612 2.7989742746576658 15.80224134493619 6.6879443842917681 2.6227173060178757 13.818779066205023 6.1519947256892937 1.9027064747642715 8.8489863649010641 3.7813264448195678 8.0220215923618508 14.322254341328518 12.491699124686418 16.079118541441861 3.1221886837156481 4.2506670781876892 2.7069902578368774 1.7396460394375024 2.9823610642924896 7.650299538508988 6.0070485039614132 37.605143493157811
leaf_count=405 60 38 327 38 24 29 26 41 35 43 100 37 32 47 41 15 39 37 59 153 123 78 228 56 68 17 31 69 93 511
internal_value=0.000152059 -5.20206e-05 0.00028501 0.000691674 3.30736e-05 -0.00110731 0.000109879 0.000208261 -5.30158e-05 -0.0012663 0.000754738 -0.000447045 0.00021604 0.000908849 -0.000291871 -5.88527e-06 0.00146763 -0.00119405 -4.86176e-05 -0.000717661 0.000104226 -2.91551e-05 -0.000193745 0.000148734 0.00092512 -9.34044e-05 -0.0015756 0.000108866 -0.00146513 0.000378298
internal_weight=318.875 125.789 193.086 73.8619 119.225 5.9693 115.276 107.188 72.5171 13.1624 34.6713 10.3635 59.3547 22.5935 8.77471 124.177 18.8691 8.08743 122.274 22.7388 99.535 91.513 17.4444 79.0213 18.7861 60.2352 7.23303 53.0021 7.74669 45.2554
internal_count=2900 1599 1301 394 907 67 883 820 640 115 180 72 525 120 73 1561 80 63 1546 441 1105 1046 381 923 146 777 87 690 110 580
is_linear=0
shrinkage=0.00300193


Tree=446
num_leaves=31
num_cat=0
split_feature=0 4 3 3 3 0 2 2 1 0 1 1 4 2 2 4 4 0 1 0 1 2 3 3 1 3 0 4 1 2
split_gain=1.47285 3.16819 1.8337 1.79206 1.86932 1.98229 1.50364 1.67151 1.52576 1.32505 1.60369 1.51343 1.89192 3.00991 1.76254 1.48359 2.26412 2.19386 2.33719 1.86171 4.12909 1.56169 2.48249 2.00217 1.27889 1.27535 1.18174 1.14683 1.89266 1.54542
threshold=102.84427732220001 44.710446918150005 0.090720000000000023 0.089785000000000018 -0.21013499999999999 103.44649194340002 -0.088944999999999996 -0.156745 86.858705278550005 76.591483678350016 57.129735272050006 57.729261435100007 44.527357125550004 -0.61225999999999992 0.68694500000000025 43.19689381845 42.773538294100007 86.20003303655001 62.245871094250013 85.775256651950016 61.998532946250002 -0.10282499999999999 0.08708500000000001 0.083415000000000031 54.884872733100003 -0.52484999999999993 113.28087178455002 45.027406014450008 75.18810853425002 -0.23871499999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=9 2 3 4 -2 -6 7 8 -3 10 24 -11 14 -14 15 16 25 -18 -19 20 -17 -21 23 -23 -1 -13 -8 -15 29 -29
right_child=1 6 -4 -5 5 -7 26 -9 -10 11 -12 12 13 27 -16 19 17 18 -20 21 -22 22 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0027112023198484548 0.00062013814023214621 -0.0017413251643769957 -0.0030588166286885446 0.001559935617713347 0.0012353721682114281 -0.0024588145139707728 0.0021150003665182434 -0.0029009176950207769 0.0010592846460094382 0.0019058532049800207 -0.0028893070777315953 -0.0021747217428780066 0.0029740704007361818 -0.0025340800299426965 0.0021167198212065155 0.0013824124292149923 -0.0024976961707348557 0.0012902204350749087 -0.0011462336545710067 0.0020771495404224584 -0.0033812010372630151 0.00081361448016344041 0.00176819275545014 -0.0017730306752051282 2.9908829897137823e-05 0.00026438402301373051 -0.0001143245254287143 -0.0018855344224955029 -0.003156250521797908 0.00019841530698962081
leaf_weight=1.2776619074866165 2.7368358168750984 1.8646933892741797 3.0084730829694299 1.8509250488132227 1.1593762766569886 6.3434207559330389 4.5087814219295961 1.4075509135145692 4.4348340115975589 3.6186743322759858 1.7664315155707289 1.4565634485334147 1.4904689937829996 2.4130998214241144 3.4528468772768965 2.9246166432276395 3.810522537212818 4.2937524542212469 6.9694555622991174 7.727142041549091 2.116639266256243 4.5644997148774511 7.101171601563693 3.6216910241637379 11.372611131984739 212.57907960098237 2.4912079349160194 3.1173065579496351 1.742232818622141 10.456979784183199
leaf_count=91 82 29 149 20 8 255 18 44 61 15 59 17 5 41 18 17 50 18 54 33 32 29 35 34 104 1299 62 66 53 102
internal_value=0.000142467 -0.000408107 -0.00124398 -0.000792395 -0.0012176 -0.00188797 0.000450042 -0.000341566 0.000230289 0.000197559 -0.000570701 0.000236633 0.000215048 -0.000571491 0.000273053 0.000248299 0.000179253 -0.000793849 -0.00021741 0.000812143 -0.000617655 0.00112534 0.000644232 -0.000330755 -0.00024694 0.000247785 0.00132161 -0.000869555 -0.000607311 -0.000280159
internal_weight=327.68 29.8061 15.099 12.0906 10.2396 7.5028 14.7071 7.70708 6.29953 297.873 14.4167 283.457 279.838 19.2201 260.618 257.165 229.109 15.0737 11.2632 28.0558 5.04126 23.0145 15.2874 8.18619 12.6503 214.036 6.99999 17.7296 15.3165 13.5743
internal_count=2900 728 514 365 345 263 214 134 90 2172 254 1918 1903 267 1636 1618 1438 122 72 180 49 131 98 63 195 1316 80 262 221 168
is_linear=0
shrinkage=0.00259775


Tree=447
num_leaves=31
num_cat=0
split_feature=1 2 3 0 1 1 1 0 3 3 3 1 4 1 0 3 2 3 3 3 2 2 2 3 4 0 4 2 1 2
split_gain=0.397981 0.581915 0.606175 0.369576 1.00374 0.745049 0.946908 1.55915 0.698227 0.92009 0.65022 0.793581 1.17428 0.646886 1.17105 0.847298 2.77044 1.24571 1.03093 1.58833 2.10543 2.71472 1.34532 1.07739 1.49096 2.88006 0.72495 0.689058 1.06503 1.13893
threshold=89.912793714750009 -0.088944999999999996 0.07870000000000002 76.591483678350016 57.129735272050006 57.729261435100007 60.474177186300004 79.882156430000023 -0.27223499999999995 -0.49570500000000001 -0.25445999999999996 55.788194664950005 49.110028829250005 61.767325547050007 83.011521693850014 -0.093074999999999991 -0.25089499999999998 1.0000000180025095e-35 -0.23472499999999999 -0.24637000000000001 -0.18126999999999999 -0.079824999999999993 -0.073724999999999999 -0.22125500000000001 41.621607100200002 105.70748523110002 44.527357125550004 -0.25397999999999998 61.998532946250002 -0.053019999999999991
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 10 -5 7 -7 9 -8 11 12 -1 -10 26 16 -16 27 19 20 -18 -22 -21 -20 -25 -26 -15 -17 -29 -30
right_child=1 2 -4 5 -6 6 8 -9 13 -11 -12 -13 -14 14 15 17 18 -19 23 22 21 -23 -24 24 25 -27 -28 28 29 -31
leaf_value=-0.031661826311691996 -0.028832576630192629 0.0064326937500212246 -0.028562412533960229 0.015101055387089012 -0.030289870790564513 0.0075204355102152527 -0.0025809548642630456 -0.026762012945621444 0.0091068772943359265 -0.032383144455390152 0.0016523761752102926 -0.035466703763994814 0.034264482567818305 -0.032680706184730984 -0.032867787809919426 0.007610244365103172 0.023029487014072699 0.00089478900510702797 0.023076756198882956 -0.037235150309747021 -0.028300188849409533 0.0089750416767594363 0.0012098617190309758 0.014982183780345415 -0.028443201950335152 0.017763294046334799 0.0026519888815241584 0.0044054336215136073 -0.037331824404503937 -0.010291604717296923
leaf_weight=0.40931979822926112 0.865833824995207 1.6568693469744169 0.5037622848903992 2.8581075351685277 1.0487843165174116 1.7886697724461544 3.1179040800780058 2.4584214293863624 7.7555031217634669 1.0915610553929571 8.3694615662097913 0.89406873472034931 0.43491354584693909 1.3028233936056484 1.4126985762268329 1.4581241488922385 3.8485950017347967 203.57032864924986 4.7810218837112215 1.3516513276845219 2.2133765639737284 4.9021400557830894 1.4973555398173601 7.2329786778427643 2.1601034838240594 2.0537796765565872 0.69497793354094017 1.9171905815601329 1.8842880809679621 3.4262129528215159
leaf_count=46 184 57 119 15 59 14 39 45 37 32 124 24 1 50 39 18 17 1670 23 25 27 37 15 44 32 13 6 11 37 40
internal_value=0.000594298 -0.00948128 -0.00172659 0.000704808 -0.004276 0.000914677 0.000759873 -0.0123239 0.000975526 -0.010309 -0.0015768 -0.0171244 0.00230064 0.00116294 0.000912195 0.00108681 0.0053659 0.000452708 0.00716386 0.00155445 0.00638347 -0.00261992 -0.0170296 0.0119386 0.00728649 -0.00592289 -0.0203895 -0.00990838 -0.0134426 -0.0198861
internal_weight=278.961 3.02647 2.16063 275.934 11.1565 264.778 261.92 4.24709 257.673 4.20947 10.1078 1.7383 0.844233 253.463 245.708 243.71 31.4537 212.256 30.041 13.8131 10.9641 7.11552 2.84901 16.2279 11.4469 4.21388 1.9978 8.68582 7.22769 5.3105
internal_count=2900 360 176 2540 254 2286 2271 59 2212 71 195 71 47 2141 2104 2048 272 1776 233 121 81 64 40 112 89 45 56 106 88 77
is_linear=0
shrinkage=0.0279367


Tree=448
num_leaves=31
num_cat=0
split_feature=1 0 4 4 3 0 4 4 1 3 3 0 1 0 4 1 1 0 1 3 4 2 3 2 3 1 3 3 1 4
split_gain=1.83104 2.41441 2.07052 1.82632 1.76365 1.74579 1.70523 2.40003 2.48309 2.06476 2.65847 1.88892 1.70395 1.69568 1.6825 1.66955 1.77213 1.54668 1.86551 1.5747 1.5044 1.50334 2.58696 2.02198 2.78784 1.60384 2.98352 1.38253 1.94026 1.20149
threshold=69.873026810350026 86.530713386650021 44.015822920550008 38.238138001450004 0.12064000000000002 93.776108048200015 43.124157941850008 41.495754733000005 64.434276012450013 0.10133000000000002 0.087605000000000016 93.262612545250008 61.93938686740001 91.625341543800019 42.37975859965001 70.085415002650009 71.787208999250012 90.837623311600012 65.966697146800016 0.093295000000000031 37.962710038050005 -0.033594999999999993 -0.22588499999999997 -0.117115 0.094165000000000013 71.464594023550021 0.10236000000000002 0.09495000000000002 62.197478847950002 42.207998345450008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 6 20 29 15 7 8 27 10 14 17 -6 -4 -9 -5 -17 18 19 -10 21 22 -2 24 -24 -23 -27 28 -3 -1
right_child=3 2 13 5 12 -7 -8 9 11 -11 -12 -13 -14 -15 -16 16 -18 -19 -20 -21 -22 25 23 -25 -26 26 -28 -29 -30 -31
leaf_value=0.00040175816023099102 0.0016169318665677 -0.00010831757484414517 0.00055122597895921016 -0.004644697429265033 0.00018728015135340302 0.00010188629774344492 0.0018972341481901119 -0.00082979195050031807 -0.0014287756075530204 0.0016679915454187472 -0.0018724291050517159 0.0017506015458757984 -0.002535358070458404 -0.0024095647954733563 0.001304456972608857 0.0009925400894501479 -0.0036865770129753507 -0.00083028219510755143 0.0018195150959362557 0.00080584299456456447 -0.0035483800144836043 0.0019541925349019001 -0.0032223360027495555 -0.0035248378373382329 0.0014127758400875807 -0.0026054511312763352 0.0016396053788265152 0.0026976938123825008 0.0023554787756822301 -0.00024231675340893345
leaf_weight=56.034361373167485 1.8824665012070934 5.199302516877653 3.175393307581543 1.1897294148802746 3.4256752468645564 107.46399414195912 9.799922823905943 5.6572631746530586 4.3281347081065231 4.3034716285765162 7.3382053822278968 7.7588652428239575 4.1316218236461282 3.128875314258039 6.4299955032765865 1.9002660000696781 1.0099554355256257 8.7708057221025211 6.7072865888476363 6.3225628659129143 1.609930722741409 2.8740212246775627 1.9523499630158774 4.076226536941248 2.305950220557861 2.9764089733944274 2.4669477001298219 8.1053905338048917 5.2175362035632133 40.765242604073137
leaf_count=394 33 26 19 9 17 1111 37 32 25 18 41 31 41 51 24 21 47 52 28 24 34 12 86 103 32 94 17 31 26 384
internal_value=0.000149755 0.00032423 0.000660679 -0.000110683 2.68366e-05 3.21429e-05 0.000776506 0.000632255 0.000973251 -0.000120899 -0.000517206 0.000513919 -0.0013012 -0.000918246 0.000305553 -0.0017959 -0.000631288 0.00014669 0.000640343 -0.000102241 -0.000901688 -0.000671791 -0.00140526 -0.00208787 -0.000712335 0.000229198 -0.000681577 0.00181363 0.00112574 0.000130519
internal_weight=328.308 196.6 92.243 131.708 104.357 111.564 85.9387 76.1388 52.4099 23.7289 19.4255 33.8877 7.5573 6.30427 12.0873 4.09995 2.91022 26.1288 17.358 10.6507 20.1443 18.5344 10.217 8.33453 4.2583 8.31738 5.44336 18.5222 10.4168 96.7996
internal_count=2900 1301 465 1599 836 1188 395 358 243 115 97 160 58 70 56 77 68 129 77 49 411 377 254 221 118 123 111 83 52 778
is_linear=0
shrinkage=0.00285438


Tree=449
num_leaves=31
num_cat=0
split_feature=1 0 0 3 0 3 3 1 1 3 3 2 0 1 4 2 2 2 3 4 3 3 2 4 1 4 4 2 2 1
split_gain=2.23665 3.03451 2.93128 2.6213 2.42064 1.69063 2.03547 1.75244 1.74291 1.59559 6.01466 2.64937 1.98552 5.14324 1.61945 1.58593 4.04629 2.3462 3.17239 2.44576 2.02959 4.5594 2.10025 1.51346 1.50251 1.7462 2.14791 1.74862 1.409 1.38082
threshold=70.182199495350019 86.530713386650021 94.550383989750017 -0.16319499999999998 94.047642319350018 0.12064000000000002 -0.04931 61.93938686740001 65.036490633650018 0.087725000000000011 0.091545000000000029 -0.085249999999999992 85.737618238150006 61.993156030000002 38.592454371550012 -0.068524999999999989 -0.022239999999999999 -0.083794999999999994 0.078935000000000019 38.938637541200009 0.084365000000000009 0.099425000000000027 0.0043900000000000007 41.792045663550006 61.82916008405001 42.131954243650007 42.686561923500008 -0.048664999999999993 -0.16030499999999998 90.988176966900014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 3 -2 15 6 8 -7 -1 12 11 -11 13 23 -12 17 -17 18 19 -3 -18 22 -22 -8 -16 27 -27 -26 -5 -4
right_child=2 4 29 28 -6 7 9 -9 -10 10 14 -13 -14 -15 24 16 20 -19 -20 -21 21 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.00052998292425312154 0.000628190416659071 -0.0022595880471330235 5.3364502395884767e-05 -1.8994891312906245e-05 -0.00073811460639277378 0.00016503251781936932 -0.00026141561203614142 -0.0018542635198411617 0.0017402824185648194 -0.00064081324746745555 0.0013069714799882647 -0.0030930489151705094 0.0011911126833524768 -0.0020422553500535757 -0.00093776412714423232 0.0017581971111526929 0.0011413795345514937 -0.00044513599371125926 0.00085631700089009539 0.00024383058682746921 -0.00020744198979376151 0.00091731113495097138 -0.0026565093760097052 0.0012843603551690951 0.0012040885701572023 -0.0019022993808479214 0.00035310448896540037 -0.00019293291481805409 -0.0026070595450103729 -0.0012868789710044971
leaf_weight=25.322926482651386 2.2666491474956274 2.7161608710885039 116.95053646527231 1.2013337649405 6.2992001175880423 3.6451808623969546 4.2774105146527317 4.172712093219161 1.629323661327361 5.0893882997334003 7.0872673019766799 3.2797047775238735 15.677344441413878 3.791175039485096 4.6327262464910772 16.493602648377419 9.9729995541274565 11.927265506237744 39.377923667430878 5.0536537989974022 3.0875556394457808 8.5233072191476804 3.2576585467904806 8.6982084475457651 12.293584890663626 2.9191120341420156 5.5376110598444939 6.0530146509408977 4.5934473811648768 3.5866925643058485
leaf_count=322 20 19 1075 22 52 17 30 41 8 39 30 41 52 50 34 61 49 54 153 36 16 37 36 36 42 26 37 32 114 319
internal_value=0.000153475 0.000283382 -6.95882e-05 -0.00131172 0.000541303 4.21825e-05 0.00011242 -0.000912744 -0.00039274 0.000284034 3.3052e-05 -0.0016018 0.000646785 0.000137826 0.00038822 0.000621567 0.000941234 0.000397894 0.00061116 -0.000631311 0.000398809 -9.92677e-05 -0.0014648 0.000774796 0.000181087 0.000374471 -0.000425421 0.000743175 -0.00207052 1.34844e-05
internal_weight=349.415 220.816 128.599 8.06143 106.709 114.107 106.289 7.81789 26.9523 79.3365 46.8924 8.36909 32.4441 16.7668 38.5233 100.41 41.3351 59.075 47.1477 7.76981 24.8415 14.8685 6.34521 12.9756 31.436 26.8033 8.45672 18.3466 5.79478 120.537
internal_count=2900 1350 1550 156 513 837 779 58 330 449 281 80 168 116 201 461 199 262 208 55 138 89 52 66 171 137 63 74 136 1394
is_linear=0
shrinkage=0.00212766


Tree=450
num_leaves=31
num_cat=0
split_feature=1 0 3 4 3 4 3 3 0 2 3 2 2 3 0 2 0 2 3 4 2 3 4 2 2 1 4 0 4 2
split_gain=2.29359 3.0133 2.81849 2.43558 2.7056 2.38074 1.97475 1.84258 1.83679 1.82282 2.72055 1.95817 5.0907 4.98009 2.95063 3.94301 3.10892 2.39067 2.26116 2.67256 2.953 2.75662 3.51536 2.58135 2.32631 2.58027 2.57103 2.16373 2.0309 1.79328
threshold=69.873026810350026 86.530713386650021 0.25847000000000003 38.238138001450004 0.11906000000000001 44.015822920550008 0.12064000000000002 -0.04931 91.625341543800019 0.25828500000000004 -0.079549999999999996 -0.060760000000000002 -0.040019999999999993 0.070195000000000021 94.776214472700005 0.06041500000000001 95.897301513100004 -0.074434999999999987 0.093675000000000022 42.428475018400007 -0.15818499999999999 -0.21013499999999999 47.833738492450003 -0.59511499999999995 -0.09715 89.619751778500017 43.061965423550006 99.983757871350008 41.134354310300004 -0.079824999999999993
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 3 -2 9 -3 7 -1 -7 11 -11 17 -13 -14 -15 16 -16 18 19 29 21 -21 -23 -20 25 -22 -26 -25 -18 -5
right_child=2 5 -4 4 -6 8 -8 -9 -10 10 -12 12 13 14 15 -17 28 -19 23 20 24 22 -24 27 26 -27 -28 -29 -30 -31
leaf_value=-0.00032166135936709445 -0.00059314936898935378 0.00057204049682928247 -0.0022558418611079724 0.0003634257517291401 0.001336507534490572 0.00039666792165078592 -0.00087148706994262515 0.00025276926225814718 -0.0015380512462209869 0.00045682814350829037 -0.0024073666079693409 0.0016617967167458217 -0.0016608089409568675 -0.0016702675097512991 0.0016032474836288708 0.0012618432971856076 -6.6337706042674845e-05 -0.0017249230609592712 0.00058598463359572851 0.0014600108992516992 -0.0022033327826006038 -0.0022339298866174504 0.00046303092997615025 -0.0018919337313783862 -0.0018149123772412748 0.0005049628660637901 0.00031024601923457045 -8.7389535603467718e-05 -0.002335326124875004 0.0018287895771979016
leaf_weight=25.298662749584764 21.52784828649601 89.23867366835475 1.9517544386326324 25.454687795834619 5.5915857106447211 3.3533358648419371 7.4908019583672276 77.353885846212506 3.3477212963625789 2.0536311203613877 2.5232115667313328 8.618767097592352 4.8705534175969687 2.1102303909137872 1.8654211424291158 12.402527938364072 2.7837329471949488 2.9680908308364442 3.7429523579776278 5.1221375418826929 5.3380123674869511 2.2534466773504338 6.1613264849875122 6.0938479043543321 2.5764650045894193 1.5496036864351479 7.9108545714989305 3.6135940237436444 2.6088785843458027 3.21074743871577
leaf_count=329 397 395 38 214 29 19 58 449 51 22 40 34 65 42 8 90 23 29 18 28 113 54 61 64 28 34 54 50 52 12
internal_value=0.000127645 0.00025289 -5.04797e-05 -2.03694e-05 8.11812e-05 0.000492281 4.4369e-05 0.000111201 -0.000569881 2.05829e-05 -0.0011222 6.75948e-05 0.000427465 2.8145e-05 0.000405997 0.000628849 -0.000452811 -9.93759e-05 -3.33081e-05 0.000121174 -0.000255677 0.000391317 -0.000259206 -0.000717573 -0.000759754 -0.00159401 -0.000211851 -0.00122019 -0.00116405 0.000527558
internal_weight=350.987 206.083 144.904 142.952 121.424 95.9397 110.143 102.653 6.70106 115.833 4.57684 111.256 35.2601 26.6413 21.7708 19.6606 7.25803 75.9958 73.0277 59.5773 30.9118 13.5369 8.41477 13.4504 17.3749 6.88762 10.4873 9.70744 5.39261 28.6654
internal_count=2900 1301 1599 1561 1164 465 836 778 70 1135 62 1073 314 280 215 173 83 759 730 598 372 143 115 132 229 147 82 114 75 226
is_linear=0
shrinkage=0.00184769


Tree=451
num_leaves=31
num_cat=0
split_feature=1 0 0 4 3 4 0 1 0 0 4 1 2 3 3 4 0 0 4 2 0 3 1 0 0 1 3 3 3 4
split_gain=0.444156 1.11606 1.32963 1.21938 1.46824 1.02571 2.03968 1.68239 2.21315 2.13775 1.53464 1.91583 1.45047 1.41617 1.45429 1.37494 1.24835 1.62313 1.38052 2.70393 1.24005 1.97799 1.01298 1.95003 2.0785 2.70081 1.91444 1.78001 1.63105 1.45269
threshold=69.873026810350026 87.181320254150009 86.866770652900016 44.157169339850007 0.080515000000000017 38.703421923500009 94.776214472700005 71.429644067900014 97.013011637200023 97.550703263350016 39.211875820650008 70.085415002650009 0.68694500000000025 0.094165000000000013 0.11614000000000002 37.360990606650006 94.157869102700019 94.550383989750017 39.893178577750007 -0.021344999999999999 93.867515624600017 -0.16319499999999998 64.434276012450013 93.262612545250008 90.837623311600012 65.966697146800016 0.099010000000000029 0.082055000000000017 0.085880000000000026 41.322103772800006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 22 -5 6 15 -8 -9 -10 -7 -12 13 -11 -15 -2 20 -18 19 -19 21 -13 27 24 25 26 -24 -3 -26 -29
right_child=5 3 -4 4 -6 10 7 8 9 12 11 16 -14 14 -16 -17 17 18 -20 -21 -22 -23 23 -25 28 -27 -28 29 -30 -31
leaf_value=0.00045573261039240668 -0.013531749342823743 0.031322563389443336 -0.021350163073784741 -0.041323304419949539 0.0017704419258611321 0.016778055861292045 0.021063407308845265 -0.050660059633482836 0.025945992124935945 -0.033382817409959964 -0.041188791987741433 0.033424817473464832 0.037395465256112322 0.0093561598651225892 -0.044686234030644756 -0.053584833263212561 -0.041301424862834238 -0.04175125632432608 0.001005143131818985 0.013935851867534621 0.036179986457084902 -0.04164732379072137 -0.021175383655327638 0.01900416954772936 -0.0004050164710096658 0.020670247796845887 0.011490301117630672 0.024155874720306305 -0.029296901562766303 0.0010585312835672113
leaf_weight=103.37152334454004 2.9273289702832725 5.474308934062722 3.8767606280744067 1.5455696457065631 3.3386769406497478 7.2825078592577475 3.3319039037451139 1.4483524682000268 2.6597894094884387 3.5283861265052092 1.5356386806815852 0.95936507126316406 0.73360647936351586 3.2379773226421094 0.83749987781629887 1.8813035730272529 1.3168167750118289 2.8789713057049084 67.405804462148808 1.9573033763153933 2.4592765895649791 0.91753360955044538 5.5564086511731201 8.3212785404175502 5.5084736347198469 9.0035151168704015 4.2170804738998413 5.0537480413913753 4.9640083415433764 12.995404716581104
leaf_count=883 34 31 24 38 29 64 24 25 13 226 13 12 8 78 27 29 35 45 863 25 25 53 33 41 32 46 17 26 42 59
internal_value=0.000824119 0.0019689 -0.000332497 0.00570982 -0.0118661 -0.00102404 -0.00835933 -0.00200698 -0.00818331 -0.00258907 0.000717396 -0.000755106 -0.0116922 -0.0164281 -0.00174941 -0.0292019 4.20113e-05 -0.00108155 -0.000348433 -0.019214 0.0191022 -0.00327467 0.00711495 0.00339038 -0.00105163 0.00622577 -0.00708074 0.0130637 -0.0140999 0.00752577
internal_weight=280.526 173.227 107.248 65.9785 4.88425 107.299 20.5861 15.7775 12.4456 10.9973 86.7132 79.4307 8.33747 7.60386 4.07548 4.80863 77.8951 73.5589 72.2421 4.83627 4.33618 1.8769 61.0942 37.5708 29.2495 18.777 9.77349 23.5235 10.4725 18.0492
internal_count=2900 1301 907 394 67 1599 464 401 377 352 1135 1071 339 331 105 63 1058 968 933 70 90 65 327 211 170 96 50 116 74 85
is_linear=0
shrinkage=0.0365552


Tree=452
num_leaves=31
num_cat=0
split_feature=1 2 1 1 3 3 0 1 2 2 1 0 4 2 1 1 0 1 4 0 2 1 3 0 3 3 0 4 2 3
split_gain=0.386963 1.49325 0.423512 1.85199 0.882609 0.954442 2.13439 2.33783 0.836617 0.956426 2.08246 0.860791 0.833727 1.70365 1.96167 1.95139 3.20727 1.38716 2.02479 1.97741 1.80765 2.24965 2.63352 2.02063 3.17366 2.06176 1.36811 1.88148 1.18861 0.990494
threshold=55.583871847050013 0.11529000000000002 70.343506983200015 70.73871032835001 0.43162500000000009 0.12064000000000002 86.692020874450009 61.93938686740001 -0.60414999999999985 -0.25089499999999998 64.434276012450013 86.280686780500005 41.872669623500009 -0.075174999999999992 62.057679025150001 62.154463517850012 90.337570099350003 62.55235532115001 42.508878681700004 85.807518149550006 -0.088099999999999998 61.993156030000002 0.083565000000000014 85.447264760050004 0.085765000000000022 1.0000000180025095e-35 91.144107538500023 43.740100730350001 -0.030985000000000002 0.093295000000000031
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 -4 5 8 7 -7 -2 10 11 -10 29 17 28 -16 -17 18 19 -14 23 -22 -23 25 -25 -20 -19 -28 -15 -11
right_child=2 -3 3 -5 -6 6 -8 -9 9 12 -12 -13 13 14 15 16 -18 26 20 -21 21 22 -24 24 -26 -27 27 -29 -30 -31
leaf_value=-0.039660997916098589 0.020505149981917607 0.041471094358065133 -0.041109110694366326 -0.00046409922525370988 0.021538317061929053 -0.00093587539628678786 0.011277816671106885 -0.049509912694373735 -0.0097252728921004301 0.0018106501621249003 -0.030158076681107353 0.019822767657623978 -0.0014106286508562141 -0.059280842137666566 0.016143156866634256 -0.051210892572983766 0.0065959950481185373 0.020417097865937039 -0.0053536195601378914 -0.04385947675711558 0.028802950578085452 0.023228518394811302 -0.021023618446571243 -0.051373569793956395 -0.0026085907936478354 0.033046427393212147 0.014951263816847001 -0.032091362871146667 -0.017890969312859911 0.0099213326392781718
leaf_weight=1.1663149511441577 3.4385065957903853 0.43649600446224202 1.596304127248003 93.858780827184091 3.1601219996809951 2.8140913210809213 3.8855102099478245 2.7362100034952164 2.7218530701938999 54.89578157174401 4.0132827525958419 2.8009115979075432 3.3449174519628277 1.5976525936275718 4.1698490511625987 2.3239617587532848 3.1863103220239282 9.685858363285659 6.2071184907108563 2.8419723398983479 6.4282529279589671 3.4033406367525458 4.2148517742753029 2.7860853588208538 5.674108462408185 2.8595676822587848 2.9977883696556082 1.9743601349182425 2.4784524086862794 34.225121904164553
leaf_count=113 15 2 56 1471 16 15 19 39 37 392 49 10 20 17 24 38 31 47 53 20 20 15 32 33 34 13 16 36 49 168
internal_value=0.000766305 -0.0175662 0.000872644 -0.00114381 0.00193686 0.00158829 -0.00999205 -0.0248821 0.00223766 0.00185659 -0.0096457 0.00526024 0.0025629 -0.000618813 -0.0123386 -0.00316946 -0.0177841 0.00245684 -0.00133566 -0.0209097 0.00249993 0.0125011 -0.00125448 -0.00551522 -0.0186677 0.00675748 0.0122266 -0.00372861 -0.034114 0.0049254
internal_weight=277.924 1.60281 276.321 95.4551 180.866 177.706 9.43581 5.5503 168.27 164.831 9.53605 5.52276 155.295 66.1744 13.7562 9.68012 5.51027 52.4182 37.7602 6.18689 31.5733 14.0464 7.61819 17.5269 8.46019 9.06669 14.658 4.97215 4.07611 89.1209
internal_count=2900 115 2785 1527 1258 1242 73 54 1169 1154 96 47 1058 498 159 93 69 339 240 40 200 67 47 133 67 66 99 52 66 560
is_linear=0
shrinkage=0.0374183


Tree=453
num_leaves=31
num_cat=0
split_feature=0 3 2 2 1 1 0 1 1 4 3 0 4 2 4 3 4 2 4 0 1 1 1 1 4 3 2 2 3 2
split_gain=0.36841 0.574467 0.524679 0.733668 0.39576 0.66764 0.373782 1.28839 0.623035 2.19807 1.74515 1.29507 0.912126 1.18412 1.1024 1.47689 1.01249 1.61606 1.50732 1.0466 1.63188 0.92583 1.24979 2.28283 2.21609 0.923675 1.71311 2.18618 2.57397 1.87631
threshold=113.28087178455002 -0.15684499999999998 -0.16187499999999996 -0.046474999999999995 93.464246905050018 93.985807782350022 110.50907145210002 86.858705278550005 83.715897724050009 44.710446918150005 0.079095000000000013 108.28571657820002 49.110028829250005 -0.21094499999999999 48.680511450650009 -0.52484999999999993 45.90502654165001 -0.23378499999999999 47.833738492450003 103.44649194340002 82.204984254750016 82.987325570650015 81.188747081400024 80.288113607700012 39.468990633150007 0.088165000000000021 -0.24103499999999997 -0.11808 0.084795000000000023 -0.26138499999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 2 -2 -4 -3 -6 8 -8 12 -10 11 -11 14 -14 15 -1 19 -18 -19 21 -21 22 23 25 -24 26 29 28 -28 -17
right_child=1 4 3 -5 5 -7 7 -9 9 10 -12 -13 13 -15 -16 16 17 18 -20 20 -22 -23 24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.027382673151629976 0.025763730663110496 -0.034219303051923888 -0.03435822925115066 0.010492897540320494 0.032805810873521205 -0.030719618470420845 -0.022198125354220336 0.021550544087995779 -0.023209532954933922 -0.033386619947741392 0.031882125204827985 0.0177882709737428 -0.0021501778016557319 -0.032857122972618724 0.013580610266264104 0.00047409095836792233 -0.029698231820424567 -0.016803154021992804 0.016701567188859769 -0.027285430954624379 0.01178147600131014 0.018062675952228827 0.0061428181847420077 0.021275185211914512 -0.038191673478066512 -0.00069571824043613943 0.0063644622314653438 0.002013375836827847 0.029841056569197406 -0.02844746286212094
leaf_weight=1.7128163755405683 0.59684572846163053 1.008564339892472 0.58176784077659238 0.80310000805184278 0.26845115597825486 0.35597857255197596 0.82604037330020164 2.5295381375472061 4.0844081970280959 1.0382449775934222 1.6898257583379743 0.8177302936092018 3.845868875272572 1.6644051319453854 6.3649137094616881 6.1730396742932498 2.55293720937334 2.4656872027553609 2.5029474496841431 2.8050510071916497 1.5277726291678844 3.1087229512631884 2.1736950636841348 5.3573156706988803 2.0049133891006932 115.92286259727553 15.160047754179674 76.249421413871488 6.0417534383013836 3.1256787347374324
leaf_count=72 20 64 30 23 6 161 18 50 182 30 8 13 35 92 35 67 58 32 13 57 25 14 27 24 30 873 134 605 23 79
internal_value=0.000564627 -0.00908119 0.00192526 -0.00834857 -0.022438 -0.00340914 0.000692934 0.010781 0.000566807 -0.00799971 0.00952049 -0.0108393 0.000817476 -0.0114254 0.00108177 0.000762129 0.000957163 -0.0100306 7.48341e-05 0.00130202 -0.0135103 0.00157475 0.00135402 0.00165607 -0.0151291 0.00118405 0.00322535 0.00441551 0.0130545 -0.00924762
internal_weight=275.36 3.61471 1.98171 1.38487 1.63299 0.62443 271.746 3.35558 268.39 7.63021 3.5458 1.85598 260.76 5.51027 255.25 248.885 247.172 7.52157 4.96863 239.65 4.33282 235.317 232.209 228.03 4.17861 222.673 106.75 97.4512 21.2018 9.29872
internal_count=2900 304 73 53 231 167 2596 68 2528 233 51 43 2295 127 2168 2133 2061 103 45 1958 82 1876 1862 1805 57 1781 908 762 157 146
is_linear=0
shrinkage=0.0304144


Tree=454
num_leaves=31
num_cat=0
split_feature=1 0 1 1 1 1 1 1 0 0 4 0 1 2 2 0 4 2 2 0 2 1 1 1 1 0 0 0 2 4
split_gain=1.69673 1.48676 1.41083 1.49513 1.20394 4.59164 3.15425 3.28479 3.0165 4.0034 2.79451 2.58592 2.11251 3.28259 2.88423 3.111 2.33458 5.08929 3.27298 3.69686 2.14301 4.64028 2.13819 2.86604 1.77274 2.83795 1.74078 3.29256 1.67954 2.60793
threshold=90.988176966900014 76.591483678350016 57.129735272050006 54.884872733100003 66.697957758300021 66.318885161900013 65.630639880500027 65.727424373200009 92.031298721500022 90.259604813550013 43.32600771660001 87.181320254150009 62.041548276350007 -0.103615 -0.082509999999999986 85.807518149550006 41.872669623500009 -0.082314999999999985 -0.089514999999999997 85.253695774650012 -0.095019999999999993 61.409760615700009 62.245871094250013 62.106071271500007 67.649671936450019 89.219171517050015 86.232294534150014 85.716110573100011 -0.060760000000000002 39.788107623550012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 6 11 -8 9 24 -11 12 16 26 15 -15 20 18 19 -18 21 -3 23 -16 -6 -26 27 -14 29 -10
right_child=-2 4 -4 -5 8 -7 7 -9 28 10 -12 -13 13 14 22 -17 17 -19 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0022964744317187881 -0.001358356626965473 0.0013576428779459113 -0.0024131260782227215 -7.3419217576313707e-06 0.0018446218016505277 0.0018542539433927566 0.00037755103566734316 -0.0027867170594134219 -0.00068881076787794492 -0.0033940037284267547 -8.6127631775223822e-05 0.00077777712540629614 -0.00036264301181931419 -0.00074102605192285067 -0.00080147463058272128 -0.0036611581766325028 0.00091074209287615542 -0.0017551638696785062 0.0012115143277234949 -0.0020346226700210064 0.00090841049780744155 -0.0013684869668504974 -0.001829765126515994 0.0010887847123352734 -0.0031576315799155532 0.0014566726548391033 -0.00027024859225987955 0.0023923852305764194 0.00041867241054871631 0.00016370431997176678
leaf_weight=1.545546578709035 3.5742065416416144 5.3457889966666681 1.6778790010139335 11.200477986130862 2.1558673456311208 8.7034523487091047 2.9623721167445174 3.3024783357977867 23.304181424551643 3.8207965856418014 1.7829516530036924 38.551923550665379 3.6423161439597589 4.3336130715906611 8.3877276601269894 2.8978767357766628 3.8854050431400573 7.0807051630690685 10.645157959312201 4.2441990897059441 35.186248265206814 6.6933191120624542 3.5020288638770571 7.0082476362586013 1.266410240903497 1.2714159074239431 7.0579128339886656 4.7676968649029732 56.567925562383607 63.956566690001637
leaf_count=91 319 28 59 104 8 34 11 33 304 42 26 164 40 36 53 24 20 75 41 37 135 39 44 29 29 16 31 13 443 572
internal_value=0.00013694 0.00015281 -0.000532482 -0.000284916 0.000183477 0.000311117 0.00022691 -0.00129047 4.41833e-05 -0.00109653 -0.00234153 0.000288948 0.000124616 -0.000267876 -0.000739428 -0.00191121 0.000348022 -0.000178986 0.000415452 -0.000626936 0.000636554 -0.000157989 -0.000291034 5.89714e-05 0.000389872 -0.000845929 0.000528702 0.0011992 0.000125853 -6.39715e-05
internal_weight=340.323 336.748 14.4239 12.746 322.325 168.198 159.495 6.26485 154.126 10.2974 5.60375 153.23 114.678 41.5974 26.1295 7.23149 73.0808 25.8555 18.7748 8.1296 47.2254 12.0391 18.898 15.396 4.69369 2.53783 15.4679 8.41001 143.829 87.2607
internal_count=2900 2581 254 195 2327 887 853 44 1440 121 68 809 645 270 186 60 375 173 98 57 202 67 126 82 53 45 84 53 1319 876
is_linear=0
shrinkage=0.00218174


Tree=455
num_leaves=31
num_cat=0
split_feature=1 2 2 2 3 0 0 0 4 2 1 1 1 4 4 2 2 2 4 0 2 0 2 4 1 4 2 0 4 1
split_gain=0.350611 0.552077 0.590541 0.408653 0.596028 0.377819 1.37027 1.00134 2.15144 2.90593 1.23597 1.04694 0.9558 1.87169 2.21511 1.76992 3.46864 3.29181 2.29164 1.50479 1.47299 1.19888 0.948129 0.986293 0.93875 1.23272 1.51062 1.40844 2.33707 0.831636
threshold=89.912793714750009 -0.088944999999999996 -0.022239999999999999 -0.046474999999999995 0.078505000000000019 85.716110573100011 85.807518149550006 86.001087134900004 39.646013290900008 -0.11420499999999999 61.93938686740001 61.885617704800005 63.910026677050006 40.621691032550004 43.162556114600001 -0.068524999999999989 -0.12350999999999999 -0.08725999999999999 42.654057868200006 87.181320254150009 -0.055714999999999994 87.29692395375001 -0.012769999999999998 39.852039223600009 61.993156030000002 40.421032462050007 -0.01762 84.280473931450004 41.726652433350004 61.971648364950006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 3 4 -3 24 -7 8 -8 -10 -11 -9 13 22 15 16 -15 -18 -19 -14 -17 -22 23 -13 29 -26 27 -27 -29 -1
right_child=1 2 -4 -5 -6 6 7 11 9 10 -12 12 19 14 -16 20 17 18 -20 -21 21 -23 -24 -25 25 26 -28 28 -30 -31
leaf_value=-0.00098749265123877902 -0.035339615856170618 -0.039949894722211644 -0.035260592264749313 0.031739073859295294 0.014713267530189799 0.013601993274267163 0.015914833320710677 -0.023425053509288519 0.014104000455542144 -0.011831455446706059 -0.047023638295899908 0.022063104262629564 -0.027398543095106576 0.013007133482694869 0.016911487163522046 0.024859209336941177 -0.044781866200171584 -0.021610008043964141 0.010832750212605371 0.00046532061701593913 -0.0094634479540982325 0.013801657920163657 0.032442161409224783 -0.00072118593777471427 -0.040075547536481002 0.0098962510682547179 0.024307230275928255 0.016721887436890615 -0.040744274249982781 0.020218144032035982
leaf_weight=33.651571410358883 0.8100550568342445 0.36468173412140437 0.48045740766974532 0.56177507294341955 0.66279225563630462 10.219907380640505 2.7422525435686094 2.0088691557757548 2.0976600646972656 1.8694076389074323 3.1774161201901734 4.7004369050264341 2.3224980216473332 6.2035877108573869 9.2768760509788972 4.023874767124652 3.8722238615155176 6.0028564557433182 4.4871658906340599 144.65183415095089 6.1132844910025614 4.5612315461039543 3.4230814799666396 4.2817702479660511 1.5264578049536774 2.0008994881063691 1.525969177833759 1.1469257175922392 3.0651722038164735 2.332255406305193
leaf_count=406 184 10 110 10 46 41 11 17 11 10 43 17 21 25 38 15 26 35 17 1517 43 27 20 26 44 28 23 7 59 13
internal_value=0.000614822 -0.0113048 -0.00189793 0.00818818 -0.00468835 0.000741352 0.00131476 0.000732907 -0.00994298 -0.0198679 -0.033988 0.00124546 0.00148849 0.00526563 0.00197992 -0.00194809 -0.00845227 -0.0177214 -0.00773244 2.5014e-05 0.00715249 0.000477755 0.0170629 0.011202 -0.00212305 -0.011871 -0.00630781 -0.0138272 -0.0250966 0.000386929
internal_weight=274.165 2.87976 2.06971 1.58925 1.02747 271.285 226.036 215.816 9.88674 7.14448 5.04682 205.93 203.921 56.9464 44.5411 35.2642 20.5658 14.3622 10.49 146.974 14.6984 10.6745 12.4053 8.98221 45.2493 9.26542 7.73897 6.213 4.2121 35.9838
internal_count=2900 360 176 66 56 2540 1960 1919 75 64 53 1844 1827 289 226 188 103 78 52 1538 85 70 63 43 580 161 117 94 66 419
is_linear=0
shrinkage=0.0343417


Tree=456
num_leaves=31
num_cat=0
split_feature=1 4 0 4 0 0 0 4 2 0 4 4 4 2 2 2 3 2 3 3 2 4 3 3 2 0 2 2 1 3
split_gain=1.68631 2.40522 1.98067 1.92079 2.13053 2.47821 1.7029 3.6162 2.85481 2.64899 3.70953 3.03121 1.68925 1.65514 1.91704 2.13161 2.21593 2.78068 1.95942 1.63611 2.05974 1.53313 1.53385 3.53451 3.51935 2.95355 1.57291 3.78328 3.3494 1.95732
threshold=69.873026810350026 41.941595803500007 75.994645973400011 38.703421923500009 94.776214472700005 101.23657936015002 86.20003303655001 43.45354240915001 -0.22386500000000001 85.775256651950016 42.773538294100007 42.686561923500008 35.616518500750011 -0.101965 -0.08756499999999999 -0.083330000000000001 0.083415000000000031 -0.068524999999999989 0.099425000000000027 0.093675000000000022 -0.09715 39.211875820650008 -0.21013499999999999 -0.22831499999999999 -0.15895000000000001 93.776108048200015 -0.59511499999999995 -0.21094499999999999 71.343613407700005 0.090865000000000015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 12 -6 7 9 -8 10 11 19 -2 -10 -15 -16 -17 -18 -19 20 -3 -5 23 24 -23 -24 -27 28 -28 -29
right_child=3 6 -4 21 5 -7 8 -9 13 -11 -12 -13 -14 14 15 16 17 18 -20 -21 -22 22 25 -25 -26 26 27 29 -30 -31
leaf_value=-0.0010755513202515804 8.1217076072757718e-05 0.0020992502403545466 0.00048262188746665428 0.00088728108480229384 0.00022258967185473865 -0.0013807826267482016 -0.0013095901853195098 0.00024948847711164335 0.0011847459936674958 -0.0023918478289292563 -0.0020778349467476484 0.0023382233281863023 -0.002349221573184236 -0.00098821618899138318 0.0017158877057267751 0.001097403770251299 -0.0018481290789353444 -0.00081807686616551891 0.0010735091794205447 -0.0018256282823548651 -0.00071243537774354313 0.001069337181353008 -0.0025965598561076665 0.0020607226016585295 -0.0017828060053502331 0.00090916774628634306 0.0015822720585354365 0.00024345014118873405 -0.002132143289035235 -0.00049871490275615177
leaf_weight=3.5244572304654858 1.6936432402581001 1.645201228559017 116.21794946398586 8.9353201751364377 14.330041564535351 5.6301788839045903 4.3376029236242166 21.312550750328228 9.4959353813901526 4.3255789931863537 4.5436778939329079 2.1079405266791582 4.1066512805409729 4.7606455385684958 4.4372800439596203 6.75662957038731 3.7061701677739647 4.0732617024332232 5.263218441978097 2.4210818018764257 3.2518606986850518 4.0589921693317592 1.9308381914161135 4.7567092562094313 3.2800000216811895 6.8035622544120988 1.2204847801476706 50.899496221682057 6.1338531076908112 21.067790955421515
leaf_count=101 12 7 567 64 133 268 50 184 40 49 82 10 51 25 12 29 22 30 25 21 47 32 58 21 63 45 9 533 113 197
internal_value=0.00013315 0.000251442 0.000436759 -4.42084e-05 -0.000547125 -0.000229674 -1.77327e-05 -0.000323777 0.000265283 -0.000991583 -0.000558007 0.000174599 -0.00163955 0.000442747 0.00019976 0.000433107 0.000145619 -0.000347445 0.00024826 -0.000448617 0.00023217 7.45535e-05 2.04372e-06 0.000685788 -0.000205365 -9.18779e-05 -3.57255e-05 -0.000116771 -0.00151572 2.61878e-05
internal_weight=337.029 202.181 119.742 134.848 25.7605 19.9602 82.4386 39.6079 42.8307 18.2953 13.9698 9.42608 5.80029 38.4931 28.9972 24.2366 19.7993 13.0427 9.33648 7.31814 4.89706 109.087 100.152 12.0957 7.33899 88.056 86.1252 79.3216 7.35434 71.9673
internal_count=2900 1301 668 1599 464 401 633 400 233 216 167 85 63 183 143 118 106 77 55 75 54 1135 1071 116 95 955 897 852 122 730
is_linear=0
shrinkage=0.00204771


Tree=457
num_leaves=31
num_cat=0
split_feature=0 2 1 2 3 4 2 3 2 2 3 1 4 0 4 0 2 0 3 3 1 4 2 0 0 3 2 1 2 4
split_gain=0.327314 1.26836 1.23251 1.73287 1.54745 1.58209 1.25349 1.1954 1.16256 1.9966 2.57949 1.46492 3.22311 0.91772 1.41091 0.896816 0.869633 0.85003 1.50934 2.83103 0.837595 1.66815 0.695926 2.43562 2.12358 3.07569 2.91394 2.02028 1.96219 1.91987
threshold=98.201310130900012 -0.61225999999999992 78.220689305400015 -0.59681499999999998 0.085495000000000029 40.259171735100004 -0.50001499999999999 0.091705000000000023 -0.15895000000000001 -0.092864999999999989 0.074640000000000026 81.524804347700012 42.406961525800007 106.56510337475001 46.377258487500008 99.053551358250004 -0.156745 97.32487278035002 0.092425000000000021 0.10790500000000001 80.288113607700012 41.24714903835001 -0.065399999999999986 94.832672093450014 86.280686780500005 0.10500500000000003 -0.01762 70.96454081135002 -0.096499999999999989 38.771633980050005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=17 -2 4 -4 -3 15 -5 -7 13 10 16 20 -13 -8 -15 -6 -10 22 -19 -20 21 -11 23 -1 25 -24 29 -25 -29 -26
right_child=1 2 3 6 5 7 8 -9 9 11 -12 12 -14 14 -16 -17 -18 18 19 -21 -22 -23 24 27 26 -27 -28 28 -30 -31
leaf_value=0.00073444206240412763 -0.045866026297321227 -0.040072324613623478 0.031002853905038371 -0.040575017104798355 -0.0034288363995982154 0.023189843346309448 0.025197328527860451 -0.0088995083122569291 0.033152107556894288 0.014896861202908295 -0.041505278755132158 -0.041339533057314373 0.0047456431054906725 0.019812273075907688 -0.045528219950015193 -0.044078281263351733 -0.013284935709680149 0.019951806554167333 -0.027287480423781388 0.027380258724776917 0.017490146504302116 -0.021292719592825832 0.00020051048222423395 -0.049900504746741452 -0.0041443806969877319 -0.037003636705586471 2.0952460411487109e-05 0.00075317224481276216 -0.032750171908117617 0.023791481990192279
leaf_weight=122.85763778130058 0.87303493481886008 2.1320813633501521 2.5673937420360735 1.0092353261570668 1.2469516247510894 2.7570515796542168 4.1877427699509928 3.629041874781251 1.0711850693915042 4.2675084694056009 3.4511337044241372 2.8767577193502785 7.1107583682751283 1.1405540067062245 0.7324149505002423 1.7754211295396087 1.106471403356404 8.2903760056942684 3.1559753455221644 2.1490379460155964 8.2725141569972021 2.8784925267100334 19.272419920889664 2.0071419347077599 4.1347801927477148 3.5516098476946345 26.885414275922813 7.4880912108346811 3.4444833248853675 16.851650584489107
leaf_count=947 32 87 26 66 9 13 34 34 10 31 152 212 129 57 28 42 33 44 30 16 46 22 234 31 30 47 250 70 51 87
internal_value=0.00063783 -0.00195144 -0.00121715 0.00178945 -0.0118133 -0.0054094 -0.000178867 0.00495434 0.000920166 -0.00195385 -0.0217503 0.00243211 -0.00852852 0.015637 -0.00573879 -0.0273074 0.00955736 0.00126237 0.0101601 -0.00514182 0.00953198 0.000319276 0.000676543 -0.000862264 0.00363239 -0.00558877 0.00802879 -0.0160224 -0.00980259 0.0182875
internal_weight=273.174 53.0857 52.2127 40.6722 11.5405 9.40847 38.1048 6.38609 37.0955 31.0348 5.62879 25.406 9.98752 6.06071 1.87297 3.02237 2.17766 220.089 13.5954 5.30501 15.4185 7.146 206.493 135.797 70.6959 22.824 47.8718 12.9397 10.9326 20.9864
internal_count=2900 1063 1031 846 185 98 820 47 754 635 195 440 341 119 85 51 43 1837 90 46 99 53 1747 1099 648 281 367 152 121 117
is_linear=0
shrinkage=0.0367371


Tree=458
num_leaves=31
num_cat=0
split_feature=1 2 3 3 4 3 3 3 1 1 1 0 0 2 1 1 2 3 2 0 1 4 1 1 0 1 1 0 0 1
split_gain=0.336183 1.33493 0.327019 1.96818 1.85423 1.17373 1.13116 1.09971 1.57024 1.43181 0.935654 1.36122 0.780796 0.774339 2.26702 2.17692 1.50809 1.44256 1.35111 0.86237 1.30536 0.788754 0.675733 2.62333 1.08594 0.773327 0.732004 2.77418 2.08626 2.01307
threshold=55.583871847050013 0.11529000000000002 -0.098985000000000004 -0.087385000000000004 38.052786106700005 -0.23472499999999999 -0.24523500000000001 -0.22588499999999997 61.998532946250002 63.910026677050006 55.855406118200008 78.236820054150016 76.591483678350016 -0.23361999999999997 73.365333921800001 61.944763783650011 -0.18126999999999999 -0.5582649999999999 -0.091779999999999987 86.162394622750014 70.96454081135002 39.995120105550008 57.960468834350003 59.74022811670001 83.992808911450012 61.614083433650009 66.697957758300021 90.337570099350003 92.031298721500022 67.980352286500008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 5 4 -4 6 13 -7 -9 -10 -5 12 -12 14 17 -15 -17 -2 -18 -20 -21 -22 -13 -24 -25 -26 27 -27 29 -28
right_child=2 -3 3 10 -6 7 -8 8 9 -11 11 22 -14 15 -16 16 18 -19 19 20 21 -23 23 24 25 26 28 -29 -30 -31
leaf_value=-0.041731702906738222 0.001926655665373953 0.042188931823924899 0.0081225148200601595 0.034404250491057997 -0.054479221627270397 0.033586238607509512 -0.026459542411127426 -0.019395116175181228 0.04369410411602441 0.0074427931604246749 -0.047449637246462187 0.025102248448727452 -0.0062953625280224371 0.030132816981117392 0.028433605206512287 0.019546653611042637 -0.040322962689657411 -0.053787737619561217 -0.026053335700947491 0.020759347564326989 -4.2435569849465483e-05 -0.049038358859366429 -0.049222444207473424 0.022510737862030193 -0.021114855975190572 0.0010315079361659105 -0.010307427101249744 0.022827904705142159 -0.00023260218023988982 -0.062882779921045712
leaf_weight=1.0581173058599223 1.1753972526639698 0.41140624321997155 1.1859217963647091 1.269240055233239 1.9640344360377637 2.8936605966882807 2.6287616497138506 2.8724198117852238 1.9967869529500593 11.562719803565413 1.4238141537643962 1.7622238788753737 1.4584876853041349 4.0589735992252853 1.3833616325864566 3.360619737301028 1.9802110176533512 1.9007923979079415 1.9444852555170511 3.1905473433434963 1.3259469933691437 0.83802207093685854 1.6441663168370713 3.5746208096388719 2.546692641451954 97.965477439109236 4.0975091941654673 10.063289244659243 94.929021224394091 1.5758981705876065
leaf_count=113 18 2 17 7 38 21 47 35 9 145 32 10 25 29 33 21 40 43 17 16 37 24 31 37 18 574 40 63 1313 45
internal_value=0.00061946 -0.0182374 0.000722637 0.000119416 -0.0309104 0.00387722 -0.00200216 0.0111139 0.00715655 0.0127812 0.000559083 0.00036474 -0.026625 0.00103648 -0.013598 0.00494473 -0.00314381 -0.0324995 -0.0113615 -0.00350433 0.0046843 -0.0190167 0.000721327 0.000522781 0.000903635 0.000537891 0.000802199 0.00306192 -0.00162434 -0.0249112
internal_weight=270.043 1.46952 268.573 225.46 3.14996 43.1127 23.7871 19.3256 16.4319 13.5595 222.31 221.041 2.8823 21.1584 4.45955 16.6988 12.6398 3.07619 9.27921 7.299 5.35452 2.16397 218.159 216.397 214.753 211.178 208.631 108.029 100.602 5.67341
internal_count=2900 115 2785 2250 55 535 325 210 189 154 2195 2188 57 278 94 184 155 61 134 94 77 61 2131 2121 2090 2053 2035 637 1398 85
is_linear=0
shrinkage=0.0395325


Tree=459
num_leaves=31
num_cat=0
split_feature=1 0 4 3 0 3 3 3 3 4 3 0 1 2 2 2 4 4 3 3 1 1 3 3 1 3 4 3 0 3
split_gain=1.74607 2.84249 2.58856 2.4456 2.09688 2.03046 1.81673 1.63381 2.03589 2.59338 2.5338 3.95547 3.31362 2.08648 2.04977 3.26193 2.10112 1.69183 2.35609 1.61668 1.7717 3.04591 1.74554 1.63173 1.73216 1.56834 1.55858 1.46109 1.45244 1.92755
threshold=69.873026810350026 87.181320254150009 44.157169339850007 0.25847000000000003 86.866770652900016 0.080515000000000017 0.21240500000000004 0.12064000000000002 0.093295000000000031 41.24714903835001 0.088165000000000021 86.103248543850015 61.960894532450006 -0.092289999999999997 -0.23771499999999998 -0.26138499999999998 37.360990606650006 39.468990633150007 0.25847000000000003 0.082055000000000017 64.654729579150015 62.020040611300011 0.076080000000000023 0.083795000000000022 62.030794443850006 0.10236000000000002 38.238138001450004 0.086520000000000027 93.776108048200015 -0.16319499999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 -3 6 7 -4 26 8 10 25 14 12 13 -12 15 -1 -16 -9 -19 20 21 -18 -23 -21 27 -10 -2 -25 29 -28
right_child=3 2 5 -5 -6 -7 -8 17 9 -11 11 -13 -14 -15 16 -17 19 18 -20 23 -22 22 -24 24 -26 -27 28 -29 -30 -31
leaf_value=0.00046270177668372237 -0.00054322553927073174 0.00062159565755056973 -0.0022655935513935643 -0.0022992240159630775 -0.0012892149456635268 0.00010049551346923646 0.0017414967450179392 0.00071674408379824282 0.0014910881402275331 -2.7779079586379634e-05 4.275485118837831e-05 -0.0023321860420187955 0.00086283514535715638 -0.0027170377815225436 -0.0014433058615721378 -0.0024672711515678265 0.00024849008710491901 -0.0026866853721679474 -0.00025133316384488196 0.0014403155746585581 0.0013848409136820081 -0.00041731345324520585 -0.0024370662982286851 -0.001043144603541915 0.0010839978361491859 0.00041843257801125712 0.00066048538330087698 0.0006138041331224546 9.1161293768051487e-05 -0.0020300733035298097
leaf_weight=2.8985430900938809 19.491344637121074 73.90362486988306 2.0103264041244975 1.7524141391622823 4.1219167672097674 4.0211268234997988 2.1448576827533534 2.2237229794263822 10.945773251354696 16.566206637769938 1.9196557048708189 4.1351606138050547 5.6619166973978281 2.1417902521789065 2.5567944105714622 2.7234256360679785 22.334724882617596 2.4758601821959019 3.6062670275568962 7.8899057358503368 3.3631562795490018 3.8682580227032295 2.6744489278644323 4.1282881181687099 6.5459145987406373 9.3311616815626603 1.5439897980540989 3.7557291463017464 105.4050712485332 2.7128097233362487
leaf_count=29 394 327 38 38 24 29 15 10 41 100 16 30 42 27 67 71 190 31 22 26 15 29 23 28 30 39 14 17 1075 63
internal_value=0.000128325 0.000239277 0.00052277 -4.3297e-05 5.92398e-05 -0.000688139 -1.31875e-05 0.000104894 0.000165151 0.000536474 -1.34536e-05 -0.000757362 -8.76188e-05 -0.00141261 0.000150869 -0.000956652 0.000259881 -0.000718095 -0.0012427 0.000339695 6.43694e-05 -8.94168e-05 -0.00124292 0.000737397 0.00035306 0.000997467 -4.23277e-05 -0.00025382 4.67021e-05 -0.00105418
internal_weight=338.854 205.804 79.9351 133.05 125.869 6.03145 131.298 121.747 113.441 36.8431 76.5977 13.8585 9.72336 4.06145 62.7392 5.62197 57.1172 8.30585 6.08213 54.5604 32.2406 28.8774 6.54271 22.3198 14.4299 20.2769 129.153 7.88402 109.662 4.2568
internal_count=2900 1301 394 1599 907 67 1561 883 820 180 640 115 85 43 525 100 425 63 53 358 257 242 52 101 75 80 1546 45 1152 77
is_linear=0
shrinkage=0.00192234


Tree=460
num_leaves=31
num_cat=0
split_feature=1 1 0 4 0 1 1 0 4 3 3 0 3 3 3 2 2 1 2 1 0 1 1 3 0 1 1 3 4 0
split_gain=1.57647 2.64158 2.16637 1.76945 1.57176 2.97867 1.54611 2.30169 2.71549 2.08694 1.71606 1.45892 1.42722 2.07229 1.77134 1.33719 1.29085 1.21675 1.27348 1.11203 2.32693 1.54278 2.31343 4.70267 2.50611 4.60826 2.40967 1.69387 1.49151 1.51865
threshold=70.343506983200015 70.73871032835001 85.716110573100011 38.238138001450004 94.964406541850011 71.464594023550021 61.917879202350001 85.613949164150014 43.968221017800005 0.091545000000000029 -0.15684499999999998 76.591483678350016 0.094165000000000013 -0.22253999999999999 0.094625000000000029 -0.026349999999999998 -0.16717499999999999 57.129735272050006 -0.16297999999999999 87.33187390945001 110.50907145210002 74.986474174450009 72.496961945650014 -0.21013499999999999 96.055920542800024 71.090898343450007 71.787208999250012 0.07950500000000002 45.027406014450008 113.28087178455002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 6 4 -3 -6 11 8 10 -9 -8 17 13 16 -14 -16 -7 18 -1 21 -21 22 24 -24 25 -5 -26 -27 -22 -30
right_child=1 3 -4 19 5 12 7 9 -10 -11 -12 -13 14 -15 15 -17 -18 -19 -20 20 28 -23 23 -25 26 27 -28 -29 29 -31
leaf_value=0.00024654194976049759 -0.0027714329846650438 -0.0029155493736558822 0.00042762672865486639 0.0012758467703045421 0.0017858045743596473 0.0022777366710196477 -7.8096160615839983e-05 -0.00078644262888154833 0.00094877567774930406 0.0017557537782942375 -0.0029604448284521962 0.00052149894961003417 0.0026685353367154165 -0.0028664433324140435 -0.0027706004162086164 9.2702399535190828e-05 -0.0014407279668335017 -0.0027918821378259072 -0.0014686573062239311 -0.0026868994342273446 -0.002653385172408687 0.00036233067893201533 0.0015983647172480894 -0.0030933736664146361 -0.00040640065815967266 -0.00026595388360096017 0.0024293356055476749 -0.002992250097767807 0.0023961622536604107 -0.00038992523483668201
leaf_weight=8.9306814109440857 2.1674947263672939 1.8387881712988043 154.26178020983934 4.2639269735664183 2.8116100374609223 0.93369298381730947 1.6216138475574551 5.097464729100464 1.9859055280685423 3.1880645230412483 5.5435435688123125 23.047513583675027 1.1086591563653199 4.1476756033953261 1.4399960854207163 3.1748868980794214 1.4440246878657488 1.2666797535493959 3.7263010558672258 2.6209034066414443 1.0081159859546458 69.13126900116913 1.8635535063222048 4.2729080738499752 3.2456253562122575 2.1052478272467852 4.143987949937582 4.0416317158378661 1.8700222279876468 3.2598539646714926
leaf_count=96 56 33 798 20 14 16 20 42 13 12 119 132 6 171 65 36 42 42 99 106 116 533 12 67 33 13 20 59 10 99
internal_value=0.000148752 -7.51898e-05 0.000278494 -2.59666e-05 -0.000764512 -0.000501885 -0.000144341 -0.000749299 -0.00160132 0.000191731 -0.00230811 0.000140974 -0.001027 -0.00181488 -0.000128738 -0.000800743 1.94556e-05 -0.000488901 -0.000258424 9.66033e-05 -0.00074293 0.000175614 -0.000363636 -0.00166856 8.62204e-05 -0.000692872 0.00118384 -0.00205852 8.71388e-05 0.000625703
internal_weight=329.563 120.894 208.67 118.726 16.8993 15.0605 54.4078 17.4366 9.15106 8.28553 7.16516 36.9712 12.2489 6.52539 5.72354 4.61488 2.37772 13.9237 12.657 101.827 8.7589 93.0682 23.9369 6.13646 17.8004 10.4108 7.38961 6.14688 6.13799 5.12988
internal_count=2900 1527 1373 1471 383 350 575 206 152 54 139 369 336 229 107 101 58 237 195 1088 331 757 224 79 145 92 53 72 225 109
is_linear=0
shrinkage=0.00246454


Tree=461
num_leaves=31
num_cat=0
split_feature=1 4 0 2 0 4 4 4 3 1 1 3 3 4 3 4 3 3 4 2 3 3 2 2 1 4 1 2 1 0
split_gain=0.313947 0.535007 0.557301 0.45222 0.290349 1.24648 0.733939 1.0479 0.773343 0.418838 1.20871 1.03971 0.603219 0.752743 1.16993 0.715464 1.7701 0.800676 0.672856 0.64527 2.59588 1.67066 3.33212 0.882574 0.68081 0.864613 1.78984 2.8579 1.41314 1.42422
threshold=89.912793714750009 45.027406014450008 122.45926784190002 -0.088099999999999998 75.994645973400011 41.24714903835001 41.395309858300003 44.921040431000009 -0.23958499999999999 57.960468834350003 59.74022811670001 0.082325000000000023 -0.27223499999999995 36.072790850000011 -0.54481999999999997 32.785955158400007 0.088500000000000023 -1.0000000180025095e-35 34.542090938800008 0.20327000000000003 0.094415000000000013 -0.11050499999999999 0.25828500000000004 0.18145000000000003 61.614083433650009 37.511241581900002 65.630639880500027 -0.033594999999999993 77.285105876000003 89.872466842800023
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 -3 5 -1 -7 -8 -9 -6 11 -11 13 -12 -15 16 17 -14 -17 23 21 -21 -23 24 -20 26 -26 28 29 -28
right_child=1 2 -4 -5 9 6 7 8 -10 10 12 -13 15 14 -16 18 -18 -19 19 20 -22 22 -24 -25 25 -27 27 -29 -30 -31
leaf_value=-0.029778071073104734 -0.035171792228498852 -0.013736237660424486 -0.035956560006854647 0.024436365355919882 0.010540498613613855 0.04229734468579345 -0.035785046599051865 -0.011617093291705202 0.014106545663965703 0.0039168515928105774 0.0065465324081844037 -0.042558260121407156 -0.018032251568425948 0.0049778020892107203 -0.043035735441809719 0.012052172758021106 -0.056494588884336533 0.031408602550283882 -0.014956866306794334 0.014222493520670348 0.026143797589637696 0.0089008567830637687 -0.040858328901552929 -0.019278666304511017 0.0092305116998275035 0.0016395547020935399 -0.0078127699502541972 0.008310097122970558 0.0044617018224238055 -0.046594798228756562
leaf_weight=1.9475031549809481 0.77902202948462163 0.63304100802633911 0.43049764388706524 0.87819153862073995 5.2325149886310092 0.48237518779933442 0.92060109635349352 2.3156612068414688 3.4481492228806019 0.95758495898917262 1.5625037932768453 1.4117975067347286 0.84928458172362309 1.0003832853399215 1.508897436433472 6.7495873627485699 0.87867808376904566 0.71525968855712485 3.2120250109583131 4.2827684236690411 5.8013162820134303 3.5401042397134015 2.9036058126948774 2.6322746854275456 5.6063060499727753 198.80837819224689 1.5586477676406509 4.0220298767089817 1.2733458214206619 4.0105560917872936
leaf_count=82 252 36 60 12 33 2 107 23 28 14 15 27 33 18 38 68 35 14 24 31 44 29 50 19 28 1631 8 30 37 72
internal_value=0.000567665 -0.0110685 -0.00139824 0.00844622 0.000685958 -0.00535349 0.00128365 -0.00167607 0.00377185 0.000898884 0.000699702 -0.0237754 0.000930819 -0.0122128 -0.023894 0.00114763 -0.0173909 0.00457053 0.00133295 0.00102851 0.00759046 -0.00244394 -0.0135212 0.000538043 0.000776785 0.00101154 -0.00656884 -0.0147216 -0.0282595 -0.0357409
internal_weight=270.353 2.72075 1.94173 1.51123 267.632 9.11429 7.16679 6.68441 5.76381 258.518 253.285 2.36938 250.916 4.07178 2.50928 246.844 2.44322 1.56454 244.401 237.651 16.5278 10.7265 6.44371 221.124 218.491 215.279 16.4709 10.8646 6.84255 5.5692
internal_count=2900 360 108 48 2540 242 160 158 51 2298 2265 41 2224 71 56 2153 82 47 2071 2003 154 110 79 1849 1830 1806 175 147 117 80
is_linear=0
shrinkage=0.0344288


Tree=462
num_leaves=31
num_cat=0
split_feature=0 1 2 3 2 2 2 2 0 0 3 0 2 1 2 0 3 0 0 1 3 4 3 3 3 2 0 2 3 4
split_gain=0.310149 1.00777 1.48498 1.80787 2.09706 1.13168 1.51726 1.14095 1.25854 1.02077 1.13796 1.73169 1.84274 1.85727 1.58181 1.40776 1.31003 0.83281 0.718421 1.69206 0.962478 0.726156 1.54261 1.01959 1.88457 0.837907 0.707132 1.5643 2.15987 0.708676
threshold=98.201310130900012 78.220689305400015 -0.5422499999999999 0.085495000000000029 -0.08756499999999999 -0.61225999999999992 -0.59681499999999998 -0.50001499999999999 99.515966156650009 100.37896121655002 0.079785000000000009 101.15323715815002 -0.088944999999999996 81.524804347700012 -0.46029499999999995 104.86330937810001 0.086230000000000015 107.54101367610001 101.99741301110002 80.677940036650014 0.07933500000000003 45.027406014450008 -0.21013499999999999 0.075065000000000021 0.078505000000000019 -0.16717499999999999 97.32487278035002 -0.069554999999999992 0.091250000000000012 42.178283198950005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=26 2 -2 -4 -5 -3 -7 -8 -9 -10 18 -12 14 -14 -13 -15 -17 -18 -11 -20 21 22 25 -23 -25 -21 29 28 -28 -1
right_child=1 5 3 4 -6 6 7 8 9 10 11 12 13 15 -16 16 17 -19 19 20 -22 23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=0.0024566041519597077 -0.051842794456608249 -0.050624263445657576 -0.043864165364588335 0.021500857589684345 -0.019579953897384025 0.032406810990511285 -0.044350097126271686 -0.045618084955206403 0.022179433498610766 0.030963098078371235 -0.040169524790230442 0.043286352804922365 0.017126285653394756 -0.046621551693341978 -0.045199057700250761 -0.051174566247708012 0.032944254130739731 -0.01406389331406154 -0.036044929940229738 0.042619606890359499 0.041936321317152865 0.025279398556349451 -0.038602244553619935 -0.043657990845632558 0.030984519427079287 -0.016594895552079075 0.034456590654052099 -0.01434308619378801 -0.0033885149132531957 -0.0025224444084989226
leaf_weight=130.98520279198419 1.401730918965767 0.68851886613992874 1.8159189962316293 4.0294250464066836 4.1033510291017601 2.4654611889272919 0.94034172085230139 0.93163467850536008 3.676866563037037 1.9388861563056732 2.2843871293589499 0.38563252289895933 7.361283278558405 1.5721444310620425 2.3136187699710673 0.64768280924181487 1.4743783004814761 1.0598584773106265 1.4834198887692753 0.92833138117566705 1.3524710230994959 4.1262943239416927 1.5832577233668432 1.1817616696935149 1.0408338028937576 0.67544629701296466 5.7259185062721354 3.1936896722763768 4.335388595238328 72.743680379120633
leaf_count=962 24 28 82 29 54 26 66 8 22 13 26 4 44 40 128 55 14 91 32 7 12 46 91 53 16 52 25 29 36 785
internal_value=0.000598197 -0.00222491 -0.0128657 -0.00737394 0.000773742 0.000786045 0.0016839 -0.000365591 0.00078273 0.00201479 -0.000345718 -0.00738911 -0.00233442 0.00439916 -0.0325575 -0.0153078 0.000163948 0.0132847 0.00807 0.00448223 0.0100036 0.00547461 -0.0102795 0.0133829 -0.00870316 0.0176809 0.00126777 0.0103205 0.0181492 0.000678779
internal_weight=268.447 51.4629 11.3504 9.9487 8.13278 40.1125 39.424 36.9585 36.0182 35.0866 31.4097 17.099 14.8146 12.1153 2.69925 4.75406 3.18192 2.53424 14.3107 12.3718 10.8884 9.53593 3.18704 6.34889 2.2226 1.60378 216.984 13.255 10.0613 203.729
internal_count=2900 1063 189 165 83 874 846 820 754 746 724 402 376 244 132 200 160 105 322 309 277 265 150 115 69 59 1837 90 61 1747
is_linear=0
shrinkage=0.0404487


Tree=463
num_leaves=31
num_cat=0
split_feature=1 3 0 4 0 3 4 4 3 1 3 0 4 0 1 1 4 4 4 1 3 4 0 1 2 3 4 4 3 1
split_gain=1.67932 2.48714 2.30395 2.12512 1.94058 1.85062 1.73193 2.57931 2.08489 2.0418 2.00338 1.59882 1.44587 1.41655 1.6025 1.70628 1.38781 1.38757 3.95296 2.84977 2.81361 3.24752 2.26866 1.93441 2.10711 1.82758 1.7926 2.24739 1.71731 2.0617
threshold=69.873026810350026 0.25847000000000003 86.530713386650021 44.015822920550008 91.625341543800019 0.21240500000000004 43.124157941850008 41.495754733000005 0.10133000000000002 64.654729579150015 0.087605000000000016 93.262612545250008 38.238138001450004 93.776108048200015 70.085415002650009 71.787208999250012 42.37975859965001 42.178283198950005 43.45354240915001 63.910026677050006 0.082325000000000023 48.008184682100008 75.994645973400011 61.917879202350001 -0.085734999999999992 0.086230000000000015 42.686561923500008 43.022303514600004 0.080125000000000016 64.654729579150015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 17 6 -5 12 7 9 10 -4 16 -11 -2 14 -14 -16 -9 19 23 22 21 28 -1 24 -19 -21 -25 -28 29 -20
right_child=1 -3 3 4 -6 -7 -8 8 -10 11 -12 -13 13 -15 15 -17 -18 18 20 25 -22 -23 -24 26 -26 -27 27 -29 -30 -31
leaf_value=-0.0013877257561391598 -0.00069086903093724321 -0.002915895699239111 0.0014687123007770561 0.00055416588705692728 -0.0020980841853112057 0.0022367315852933481 0.0016442518793480386 -0.00069358520419006333 0.0014100869519668201 0.00019538920442752238 -0.0014382889248436633 0.0014462409952006243 -0.0036797213566326474 0.00010692493386117298 0.00096495902135555962 -0.0029661962418360741 0.00097603276820413382 0.0015444371226708206 -0.0021349258344239251 0.00016960100276234937 0.0014101543310596719 0.00056195870729611652 0.00051553838772057956 -0.0025206843061470882 -0.0016635679018842152 -0.0033906006926433994 0.00012487137075798831 -0.002282239749368694 -0.0042881940588813828 0.0018292511299824075
leaf_weight=3.8181308154016724 17.67584253786481 1.7209338180255134 19.17087060958147 3.176223522052168 3.1335547021590173 2.0410800320096305 9.3816711232066137 5.5141482502222114 4.18577567487955 25.13730592187494 7.2671184316277495 7.6121082715690127 1.1833068206906308 97.955295360821765 1.8669761344790461 0.9538502285722642 5.8843332342803478 2.9132112795487046 2.6939227124676139 1.4443650259636336 9.3508428614586574 9.1846965067088586 57.657919319346547 5.8015556233003727 1.9572531054727758 1.9208646905608473 5.6131031271070224 3.6663944832980633 1.2306476719677446 1.0396642237901685
leaf_count=109 394 38 86 19 51 15 37 32 18 126 41 31 9 1075 21 47 24 18 80 20 47 47 276 66 45 23 43 43 12 7
internal_value=0.000157741 -6.13671e-05 0.000293774 0.000575454 -0.000762991 -2.0994e-05 0.00067581 0.000554299 -0.000115141 0.000848936 -0.000457175 0.000486131 -5.95127e-05 4.99402e-05 -0.00134411 -0.000364344 0.000168336 5.84702e-05 -0.000272179 0.000280044 0.000392377 -0.000280258 0.000397331 -0.00105492 0.000255263 -0.00186255 -0.00147805 -0.000826195 -0.00183851 -0.00103105
internal_weight=322.153 123.397 198.756 90.4631 6.30978 121.676 84.1533 74.7717 22.8514 51.9203 18.6656 32.7494 119.635 101.959 4.00413 2.82083 11.3985 108.293 43.4513 64.8413 23.4998 14.1489 61.4761 19.9515 4.87046 3.36523 15.0811 9.2795 4.96423 3.73359
internal_count=2900 1599 1301 465 70 1561 395 358 115 243 97 157 1546 1152 77 68 56 836 408 428 193 146 385 215 63 43 152 86 99 87
is_linear=0
shrinkage=0.0023912


Tree=464
num_leaves=31
num_cat=0
split_feature=0 3 2 3 2 2 4 3 2 0 2 0 2 2 4 2 2 0 1 0 2 0 3 1 1 0 3 4 2 1
split_gain=0.351656 0.451492 0.48578 0.570954 0.341024 0.456163 1.7504 0.646947 0.405503 1.3532 0.885338 0.887096 0.886181 0.857053 1.98413 1.6775 1.48962 2.28992 3.44346 1.13378 0.776874 1.30763 3.51197 2.30889 2.48629 1.63782 1.62304 1.42084 0.953607 1.82292
threshold=113.28087178455002 -0.15684499999999998 -0.16187499999999996 -0.22125500000000001 0.68694500000000025 0.27148500000000009 38.938637541200009 0.094415000000000013 0.20327000000000003 89.99344745865001 0.15675000000000003 88.232507383150008 0.12812000000000004 0.090855000000000033 38.175120519550006 0.06041500000000001 1.0000000180025095e-35 86.001087134900004 71.429644067900014 83.011521693850014 -0.062629999999999991 86.345209775600011 0.10500500000000003 75.18810853425002 78.677727187550019 85.807518149550006 0.10211000000000002 42.428475018400007 -0.08459499999999999 62.068432857650002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 -2 -4 5 8 7 -7 10 -10 12 -12 13 15 -15 16 20 -18 -19 -16 28 22 25 27 -25 26 -22 -23 -1 -30
right_child=1 -3 3 -5 -6 6 -8 -9 9 -11 11 -13 -14 14 19 -17 17 18 -20 -21 21 23 -24 24 -26 -27 -28 -29 29 -31
leaf_value=0.0014603302943506323 0.029754269263719459 -0.027288071151455519 -0.041024489136039954 0.0097964370459005332 0.012238101902919352 -0.014639982909011189 -0.048823772237392281 0.018418624150057187 0.028709456577161962 -0.00056118802097212682 -0.029777857529556813 -0.0013721104929216089 0.023966632242435712 0.01621656273199451 0.011373787636369702 0.024064818188724347 -0.054428715590678571 0.0093778635801954734 -0.043841539574433409 -0.046880828245684784 0.0024955982200390468 0.019812807356173794 -0.04114516336300636 -0.042843011386728358 0.0073924534336707905 -0.0080313907161993631 0.043202617255658986 -0.0033046659735982841 0.0045318806150220145 -0.011390538597808367
leaf_weight=137.02902318071574 0.53671609319280822 1.3865806901230815 0.52271000004839141 0.68811978015583042 3.3882250655442467 1.4888260189909481 1.204772349563427 1.7081067101098595 2.9756409809924644 7.4014706648886204 2.5647968742996445 3.4844089870166499 2.1954406531294799 1.6489914481062431 0.56713808095082674 4.1163354944437733 1.5541021694662038 5.7258777315728349 2.2859766339533962 2.1542306353803724 3.0626872051507217 18.259588101878769 2.7074029073119155 2.0711782285943618 3.6693822467350401 5.86303217895329 2.3080796077847481 4.4417203823104492 16.200831612572074 23.93986621190561
leaf_count=1374 20 231 39 14 33 36 33 15 21 74 26 27 20 13 6 31 81 40 64 71 50 105 33 25 38 37 7 35 84 217
internal_value=0.00053835 -0.0116684 0.000724906 -0.0121427 0.000683256 0.00053304 -0.0111677 0.00302308 0.000734047 0.00783218 0.000434441 -0.0134158 0.000783827 0.000569621 -0.0155137 0.000870991 0.000454292 -0.0137061 -0.00580692 -0.0347405 0.00107126 0.00552954 -0.0036673 0.0100375 -0.0107324 0.00536506 0.0199894 0.0152897 4.74064e-06 -0.00496423
internal_weight=267.151 3.13413 1.74755 1.21083 264.017 260.629 4.40171 3.19693 256.227 10.3771 245.85 6.04921 239.801 237.605 4.37036 233.235 229.119 9.56596 8.01185 2.72137 219.553 42.3831 13.9412 28.4419 5.74056 11.2338 5.37077 22.7013 177.17 40.1407
internal_count=2900 304 73 53 2596 2563 84 51 2479 95 2384 53 2331 2311 90 2221 2190 185 104 77 2005 330 127 203 63 94 57 140 1675 301
is_linear=0
shrinkage=0.0366575


Tree=465
num_leaves=31
num_cat=0
split_feature=0 3 2 2 1 1 4 4 0 1 0 0 1 4 0 0 0 1 0 2 4 3 3 4 0 0 3 3 3 1
split_gain=0.298669 0.382969 0.414266 0.52 0.343718 0.539134 0.319355 2.20857 1.83126 2.16367 4.73607 2.43884 1.13437 1.08114 0.847448 0.937901 2.47111 1.68367 1.28352 1.34022 1.18727 1.11866 1.15893 1.14222 1.35584 1.45116 4.96791 1.03294 0.960668 0.918346
threshold=113.28087178455002 -0.15684499999999998 -0.16187499999999996 -0.046474999999999995 93.464246905050018 93.985807782350022 43.19689381845 42.773538294100007 86.20003303655001 62.245871094250013 90.437043050150024 93.063666643600016 83.715897724050009 43.245737185650007 108.95245419455001 91.410264893400026 93.910530954700008 62.197478847950002 86.280686780500005 -0.088099999999999998 43.968221017800005 -0.21013499999999999 0.079095000000000013 48.680511450650009 100.24991522630002 97.32487278035002 0.084065000000000015 0.085880000000000026 0.080515000000000017 73.865387134100004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 2 -2 -4 -3 -6 7 12 -9 -10 -11 -12 -1 -8 15 17 -17 18 19 -15 -21 -18 29 24 25 26 -24 28 -19 -23
right_child=1 4 3 -5 5 -7 13 8 9 10 11 -13 -14 14 -16 16 21 27 -20 20 -22 22 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0012157194644509934 0.025204880751013552 -0.036248061801986871 -0.036454874520625367 0.0082336591616794571 0.034865140746381224 -0.033200603084684976 0.026043712884753007 -0.033732277968612952 0.013398366301020001 -0.060208848115219954 0.032558397315227222 -0.017624798031281926 -0.017588015879763164 -0.0032644975800292511 0.017556343070862856 -0.041386097930849769 0.015407802033218242 0.01758143599375063 -0.020821607614140317 -0.003757736745432198 0.030161187068568466 0.011134282639142906 0.027562611198341126 0.016569345544533265 -0.027479887071005883 0.02437760939837938 -0.044630813164781478 0.030267900365863971 -0.012067449673840533 -0.026627732642895655
leaf_weight=189.34306038811337 0.51315598574001331 0.82039894009358139 0.4816959073068573 0.67999141727341372 0.23403146036434919 0.27301836670812918 2.0814356971532098 3.3990749107906586 3.9155517965555173 1.9653755128383634 1.669930644566193 2.8188646662747487 3.5390209670294999 11.331331124296417 3.4839233916718504 1.7899023897480244 3.6631470932625261 3.4247936133760941 2.9174257488921276 1.7818560719024414 2.9970929697155952 0.86928973533213394 2.0256297551095468 3.4506942019797853 2.296939296182245 2.0991090424358845 2.1045929165557027 3.583934978581965 1.8082124146167187 3.5265219947323203
leaf_count=1549 20 64 30 23 6 161 11 68 18 15 9 45 197 130 40 49 43 39 18 28 23 24 10 37 32 13 36 26 25 111
internal_value=0.000437575 -0.00988246 0.000580764 -0.0102965 -0.0230839 -0.00178451 0.000555884 -3.82167e-05 -0.012771 -0.00590012 -0.0176079 0.00104446 0.000870707 0.00277856 0.00186754 0.000767114 -0.00434032 0.00477054 -0.000737685 0.00289933 0.0175143 -0.00103085 -0.00470873 0.000595253 -0.00586967 0.00209865 -0.00922421 0.0166578 0.00733656 -0.0191601
internal_weight=264.889 3.00229 1.67484 1.16169 1.32745 0.50705 261.887 206.651 13.7688 10.3697 6.45417 4.4888 192.882 55.2358 53.1544 49.6705 21.8258 27.8446 19.0277 16.1103 4.77895 20.0359 16.3728 11.977 8.52627 6.22933 4.13022 8.81694 5.23301 4.39581
internal_count=2900 304 73 53 231 167 2596 1901 155 87 69 54 1746 695 684 644 355 289 199 181 51 306 263 128 91 59 46 90 64 135
is_linear=0
shrinkage=0.032907


Tree=466
num_leaves=31
num_cat=0
split_feature=2 2 2 2 0 3 2 3 1 1 3 2 2 3 3 4 2 2 1 2 4 4 3 3 1 3 4 3 3 0
split_gain=0.368955 0.821751 0.803998 1.38964 1.55498 1.12201 0.918948 0.45724 0.992052 1.8143 0.863104 0.541272 2.01992 2.12757 1.4826 2.03585 1.34282 1.01397 1.64311 0.877663 1.08314 2.85736 1.29341 1.16715 1.56132 1.46644 1.09308 1.08758 0.982189 0.824375
threshold=-0.68276999999999999 -0.62958999999999998 -0.59309999999999985 -0.5422499999999999 87.393708446500014 0.091705000000000023 -0.58350999999999986 0.13062500000000002 68.961639504150014 75.403185184700007 0.12424000000000003 -0.0023999999999999998 0.048530000000000011 -0.04931 0.085590000000000013 41.028010303750008 0.072320000000000023 0.06041500000000001 71.429644067900014 0.11529000000000002 39.091773401050006 39.788107623550012 0.096845000000000028 0.086785000000000015 76.919475570250015 0.079785000000000009 37.020641110850008 0.076825000000000018 0.093760000000000024 94.964406541850011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 5 4 -4 -3 -6 10 -9 -10 11 -5 13 -13 -15 -16 17 18 29 -18 26 -22 23 25 -25 -23 27 -21 -28 -14
right_child=1 2 3 7 6 -7 -8 8 9 -11 -12 12 16 14 15 -17 19 -19 -20 20 21 22 -24 24 -26 -27 28 -29 -30 -31
leaf_value=0.017776331411522128 -0.01634245473034444 -0.010839590399653433 0.01928973764750444 0.001093961666296811 -0.0085705368796506545 0.016520629606642193 -0.038981642202671356 0.013648960787114309 -0.038836359090937078 0.010502659844363179 -0.020518176649327178 0.011492306619347021 -0.0077641140512638429 -0.058526378984618925 0.0040928060267837671 -0.043613464787461816 -0.020259324651257946 0.027359455380871645 -0.035836521490624815 0.0098329519256131776 -0.046227547576137361 0.0024031401732208498 -0.029042395623404479 -0.0073547104449677887 0.030945733090195299 -0.031084709169066284 0.00084858689287036306 -0.021685809254702874 0.02446747939724541 0.032265854737610435
leaf_weight=1.2104044117149886 2.9268883137265211 1.9509532759693664 0.98007583245634933 192.24555536892149 1.8229957818402911 6.3989784922450781 2.1721746711846208 7.0526723517104966 1.1721501004649328 2.0326763778575696 1.9858055561780918 1.6969256740994749 0.86633914406411339 1.2951201632968139 1.836919418157777 1.7351983754197133 2.5739003633498241 2.8664191167335957 0.85793606193328731 2.1577892035711574 1.6184662922751147 5.1548786041093972 1.5187324279104348 1.8345105826156212 2.52028178924229 1.7462674019916447 3.165169093728764 2.2110528519988293 3.9456214290112257 1.2589095234870908
leaf_count=12 37 43 7 1891 35 41 55 44 20 38 20 36 44 32 18 40 52 22 38 41 22 80 29 31 18 61 33 38 18 4
internal_value=0.000379183 0.000298688 0.000486982 0.000165394 -0.0163597 0.0101279 -0.0251051 0.000500494 0.00702785 -0.00754285 0.000215693 0.000392323 -0.00290884 -0.0189601 -0.0295771 -0.0190811 0.000163297 0.0139448 0.00105525 -0.00267065 -0.000920879 -0.00669208 -0.0016832 0.0020083 0.0148112 -0.00607063 0.00631504 -0.00611856 0.0139542 0.015948
internal_weight=262.812 261.601 258.674 250.325 4.97525 8.34993 3.99517 245.349 10.2575 3.20483 235.092 233.106 40.8604 6.56416 4.86724 3.57212 34.2963 5.8496 2.98318 28.4467 25.8728 14.3931 12.7747 11.2559 4.35479 6.90115 11.4796 4.36884 7.11079 2.12525
internal_count=2900 2888 2851 2767 97 84 90 2670 102 58 2568 2548 657 126 90 58 531 108 86 423 371 241 219 190 49 141 130 79 51 48
is_linear=0
shrinkage=0.0315834


Tree=467
num_leaves=31
num_cat=0
split_feature=4 0 4 1 0 3 0 4 0 3 2 2 3 3 4 1 4 2 1 1 1 3 3 3 3 3 0 2 3 3
split_gain=0.262225 1.14401 1.09679 0.701016 1.24111 1.47044 1.21577 0.625512 1.09747 0.551124 0.987008 1.31959 0.627955 1.49975 1.56257 0.919469 2.09639 1.08552 0.813134 1.11301 1.09136 1.03805 1.60911 1.41182 1.35741 0.893682 3.20287 0.608731 1.33811 0.476605
threshold=48.988717865950008 71.144667506050013 48.852845034800005 55.855406118200008 99.983757871350008 0.079095000000000013 110.50907145210002 50.264779514000004 85.57362229215002 -0.27223499999999995 -0.065399999999999986 -0.23280999999999999 -0.098985000000000004 -0.087385000000000004 38.052786106700005 83.715897724050009 44.710446918150005 0.20981000000000005 61.998532946250002 62.057679025150001 57.129735272050006 -0.22831499999999999 -0.25215499999999996 -0.2485 -0.22125500000000001 -0.12530999999999998 105.70748523110002 -0.22699 -0.22588499999999997 -0.24299499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 9 -3 7 6 -6 -5 -9 10 11 -1 18 14 -14 -15 17 -17 20 -20 27 22 -21 -24 -23 26 -26 -11 -29 -25
right_child=1 3 -4 4 5 -7 -8 8 -10 12 -12 -13 13 15 -16 16 -18 -19 19 21 -22 24 23 29 25 -27 -28 28 -30 -31
leaf_value=-0.039439282226375924 -0.050396755977665776 0.018258988114004573 0.019192196704359583 -0.043353226309987586 -0.038042534883082631 0.024570727322592242 0.007584763045727418 0.041326882984977845 -0.03667844465911535 0.022100385074588932 -0.044027844534815563 0.0069051447232727214 0.0057388091472687771 0.00056606701766714668 -0.048690744928464091 -0.038290005525594153 0.021295160492788123 0.013568016368420473 0.030190130432496007 0.010953763152284492 -0.019834411482989651 0.029885933283947431 -0.051178891669493493 0.0019229560401549089 -0.035467380717417119 0.015248570949163789 0.029054478640651488 0.033465757916668365 -0.04203192639823853 -0.024992303061054436
leaf_weight=0.98975462577072892 0.64809489250183006 1.7049819529056529 3.8605881277471772 1.3650335576385262 1.342458106344566 2.2028784394497052 1.5601825711200943 0.36713388562202443 0.56708225212059915 1.8238458775449546 0.92132214677985658 3.2581177911488339 1.1099277422763401 203.40055657667108 1.5785847411025313 2.9044266830533156 1.4156549799954516 0.60215481795603398 2.5302158419508514 5.1279858139460028 3.3402414442971349 3.8051265741232774 1.1559080706210858 2.5324557251879067 2.2159712468273933 4.4857900835922875 1.6647846833220681 0.50130215450190008 0.6884146721567983 1.1972091379575327
leaf_count=64 7 8 22 25 65 45 40 1 51 23 55 40 17 1642 44 302 46 31 11 61 38 23 16 40 40 50 20 10 33 30
internal_value=0.000381185 -0.00527237 0.000600875 -0.00206209 -0.00674111 0.00291634 -0.0135177 -0.0281856 -0.00602344 0.000310588 -0.0110465 -0.00389311 0.000553097 -0.000133871 -0.02622 0.000202784 -0.0148091 -0.0293849 0.00521874 0.00810203 -0.00599687 0.0055829 -0.00280006 -0.0172363 0.0124795 0.00456301 -0.00778849 0.00934069 -0.01022 -0.00671675
internal_weight=260.868 9.75785 251.11 9.10975 7.40477 5.10552 2.90264 2.29925 0.934216 247.25 5.16919 4.24787 242.081 211.011 2.68851 208.323 4.92224 3.50658 31.0693 24.7154 6.3538 22.1852 10.0136 4.88557 12.1717 8.36655 3.88076 3.01356 1.18972 3.72966
internal_count=2900 242 2658 235 227 150 105 77 52 2636 159 104 2477 2082 61 2021 379 333 395 291 104 280 147 86 133 110 60 66 43 70
is_linear=0
shrinkage=0.0351512


Tree=468
num_leaves=31
num_cat=0
split_feature=0 2 2 3 2 2 4 3 2 0 2 0 4 0 2 2 4 2 2 0 1 0 2 1 0 1 3 0 3 3
split_gain=0.289955 0.359981 0.588995 0.583073 0.318396 0.390595 1.35882 0.497009 0.348744 1.19997 0.754183 0.728053 0.709916 1.30613 0.694709 0.568285 1.77482 1.32428 1.06417 1.99705 2.78428 0.900118 0.759287 1.17389 1.46232 1.26084 1.77217 1.76091 1.17144 1.35963
threshold=113.28087178455002 -0.012769999999999998 -0.046474999999999995 -0.397505 0.68694500000000025 0.27148500000000009 38.938637541200009 0.094415000000000013 0.20327000000000003 89.99344745865001 0.15675000000000003 88.232507383150008 41.061442884200012 94.109476856350014 0.12812000000000004 0.090855000000000033 38.175120519550006 0.06041500000000001 1.0000000180025095e-35 86.001087134900004 71.429644067900014 86.036037090600004 -0.033594999999999993 75.18810853425002 93.262612545250008 62.00390986255001 0.099010000000000029 86.866770652900016 0.12424000000000003 0.23821500000000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 3 -2 5 8 7 -7 10 -10 14 -12 13 -11 15 17 -17 18 22 -20 -21 -18 28 24 25 -24 27 -27 -1 -30
right_child=1 -3 -4 -5 -6 6 -8 -9 9 12 11 -13 -14 -15 -16 16 21 -19 19 20 -22 -23 23 -25 -26 26 -28 -29 29 -31
leaf_value=0.00063869843430054143 0.033721053827082216 -0.03644046174777163 0.031220821078382265 -0.020839632870090954 0.011136346089044869 -0.012896709371844903 -0.04314526531841615 0.01447718198547778 0.025439399273867094 0.0061205729171571492 -0.025883195791360808 -0.0014750311203154292 0.01385981791918264 -0.030718433675771064 0.020125087056723483 0.015175635957005785 0.0066961333831600141 0.0205855002895526 -0.048969687272498806 0.007994672949190821 -0.039748301902237569 -0.042661733094050344 0.018454887980019034 -0.012616030526823988 0.029453147061739907 -0.046134483450826241 0.015403778130565876 -0.001561668125837784 -0.034106792643142349 -0.0038827219877463175
leaf_weight=186.35483788413694 0.2635957114398485 0.5077818377976645 0.42600335995666694 1.5907114597648613 3.1780914925038806 1.4638812118209892 1.0634148108656516 1.6055779355810953 2.8292525676079077 2.7825214006006718 2.4652809472754589 3.29853188173729 2.5059290211647749 1.8497295924462376 2.0695826052688053 1.6085527436807745 0.55764508305583183 3.7547588469460598 1.3754592958139236 5.448532781098038 1.9026304853905456 1.8144562648376448 5.0427447049878591 2.9577454972313708 3.6978689879178992 1.5818164048250762 3.3382000587880611 2.8977745978627354 2.3660906931618211 6.2761441499460489
leaf_count=1742 2 100 7 195 33 36 33 15 21 18 26 27 22 34 20 13 9 31 81 40 64 68 41 38 17 35 24 26 28 54
internal_value=0.000330076 -0.0105681 -0.00480678 -0.0130837 0.000448727 0.000314425 -0.0100454 0.00142207 0.000486531 0.00671347 0.00022663 -0.0119148 -0.000708647 -0.00858981 0.00052692 0.000351316 -0.0123756 0.0005745 0.000237927 -0.0113931 -0.00436218 -0.0310584 0.000711087 0.00710086 0.0106228 0.00520838 -0.00333608 -0.0173011 7.15716e-05 -0.0121575
internal_weight=258.875 2.78809 2.28031 1.85431 256.087 252.909 4.13287 3.06946 248.776 9.96743 238.809 5.76381 7.13818 4.63225 233.045 230.975 3.98065 226.995 223.24 8.72662 7.35116 2.3721 214.513 19.5162 16.5584 12.8605 7.81779 4.47959 194.997 8.64223
internal_count=2900 304 204 197 2596 2563 84 51 2479 95 2384 53 74 52 2331 2311 90 2221 2190 185 104 77 2005 181 143 126 85 61 1824 82
is_linear=0
shrinkage=0.0339776


Tree=469
num_leaves=31
num_cat=0
split_feature=3 3 2 2 0 4 0 3 0 0 4 4 4 4 4 4 2 3 4 2 3 4 0 2 1 3 0 4 3 2
split_gain=0.269662 2.20715 1.36365 2.355 2.36416 1.90689 1.32844 1.32722 2.59202 4.2593 2.00979 4.97574 1.20088 1.81132 1.59601 2.39445 1.58716 1.61554 1.18505 1.5619 2.06178 3.85986 3.83139 1.7727 1.65546 1.31678 1.36041 1.16607 1.40372 1.12216
threshold=0.093295000000000031 0.093480000000000021 -0.24103499999999997 -0.26138499999999998 87.393708446500014 38.828362408050005 85.775256651950016 0.088165000000000021 87.568458224950021 86.103248543850015 41.468518788800004 41.872669623500009 41.395309858300003 42.34047585750001 42.526729949000007 43.368902217050007 -0.090694999999999998 0.09117500000000002 39.788107623550012 -0.057185 -0.082159999999999997 38.115457128050004 90.259604813550013 -0.13820499999999999 68.214248143850014 0.087265000000000023 96.693085119700015 40.036761086100007 0.088105000000000017 -0.048664999999999993
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 4 6 -6 -1 18 9 10 -9 -12 16 -14 -15 -16 -10 -18 19 20 23 22 -22 24 -4 -20 -27 -7 -29 -21
right_child=1 -3 7 -5 5 27 -8 8 12 -11 11 -13 13 14 15 -17 17 -19 25 29 21 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.0016029623308238213 0.029868118329640866 0.00080542601824455033 -0.036622850727035305 -0.0316600763926876 -0.047106999986849842 0.017020912402195866 0.035757845194026736 -0.029991384948730073 0.020797372511131278 -0.042561645018336237 0.039113326202002217 -0.025546007911315331 -0.037507596132748226 0.024838831601389597 -0.044843536899136664 0.0092329056727067389 0.0085852227605323662 -0.01794079609414935 0.0022095706237927858 0.0291446276622188 0.013839111126679965 -0.060181312688552736 -0.05285010650319473 0.015892536302739398 0.0093453461068971518 0.0057916509737981443 0.029166196158664795 -0.042827231392821692 0.0017777557994388446 0.00018018190542807959
leaf_weight=1.8786675690207615 2.7150504961609832 84.791448995696555 1.8295868254499512 3.7112568210577583 1.3852668543113393 1.6193929102737454 1.9555260613560674 1.8658302838448415 4.9432591437653164 4.2880443185567856 2.5559895855840296 2.2555134547874331 1.7775079607963551 1.6958163622766731 1.392087073880248 2.0213713132543489 6.2610873375961109 3.6644309521652758 84.353939983964665 1.4958934355527169 2.7597583893220889 2.1005153742735274 1.2647956553555557 3.4705162225582171 1.3864340080181135 7.2889936752617341 3.8207391466421541 1.2042034729383888 1.7318010705930644 13.497511728273818
leaf_count=35 11 769 66 135 63 16 6 24 36 36 7 45 29 10 24 30 57 40 1010 7 21 32 50 28 18 43 20 48 18 166
internal_value=0.000276755 0.00170715 -0.00046181 -0.0101416 -0.00197161 -0.0145078 0.0174519 0.000375059 -0.00530563 -0.0178846 -0.00203748 0.00880263 0.00103449 -0.00991914 -0.000321157 -0.0128207 0.00610789 -0.001208 0.00188296 -0.00388157 -0.0120169 -0.0253162 -0.00711929 0.000165605 -0.0168059 0.00356196 0.0138304 -0.00459465 -0.016517 0.00306997
internal_weight=256.982 87.5065 169.476 13.4861 9.77486 5.94066 3.83419 155.99 32.7209 10.9654 6.67733 4.8115 21.7556 6.88678 5.10927 3.41346 14.8688 9.92552 123.269 27.805 12.8116 6.12507 4.02455 6.68654 3.21602 95.4637 11.1097 4.5554 2.936 14.9934
internal_count=2900 780 2120 321 186 145 41 1799 338 112 76 52 226 93 64 54 133 97 1461 388 215 103 71 112 84 1073 63 82 66 173
is_linear=0
shrinkage=0.0317296


Tree=470
num_leaves=31
num_cat=0
split_feature=0 0 4 0 0 4 0 1 1 0 4 2 4 4 1 3 3 4 2 3 4 2 3 4 4 2 1 3 2 4
split_gain=1.30109 2.04477 2.00871 2.84362 2.24187 1.94975 1.59819 2.41535 1.56351 1.71141 1.43201 2.0491 1.80099 1.80426 2.45546 2.28793 2.15644 1.60198 1.59231 1.87259 2.79063 2.33505 1.44292 1.43315 1.41803 1.41613 1.3834 2.67771 4.30576 2.59054
threshold=93.972365491700018 86.530713386650021 38.238138001450004 94.964406541850011 95.071944867050021 38.386256906100009 96.588235252600015 72.953999827850012 77.52437864960001 101.23657936015002 44.015822920550008 -0.083330000000000001 43.124157941850008 41.495754733000005 64.434276012450013 0.10133000000000002 0.087605000000000016 42.37975859965001 -0.12835499999999997 0.10575500000000003 36.173488152900006 -0.053019999999999991 0.080515000000000017 39.268993001500007 39.646013290900008 0.26077000000000011 71.787208999250012 0.089580000000000021 -0.11131999999999999 41.395309858300003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 -2 -5 -4 -6 -8 -9 -10 12 22 13 14 -3 16 17 -15 24 20 -20 23 -12 -22 -16 -23 27 -7 -29 -30
right_child=2 10 5 4 6 26 7 8 9 -11 11 -13 -14 15 18 -17 -18 -19 19 -21 21 25 -24 -25 -26 -27 -28 28 29 -31
leaf_value=1.1698553299082544e-05 -0.002802204095772367 0.0012915233034634043 0.0018777350904770945 0.0023363492143297954 -0.0029196776866440561 -0.0013408516305539872 0.0011515092849172573 -0.0025688953159129502 0.0010475041657566576 -0.0013066322383182237 -0.0015626096350348892 -0.0030526492428465841 0.0014329453104833312 -0.00069347382708515818 -0.0013038034294072939 0.001318117462762614 -0.001382555579675839 0.00092397905084167561 0.0018347329406383649 -0.00073652363142437556 0.00018323090926622893 -0.0014299638563374164 0.001187182254448366 0.0016584326069918511 0.00058481899738254631 0.00051313516548149088 0.00012130889605441758 0.0021076727985517366 0.00047402753378735017 -0.0026442997186367297
leaf_weight=107.15093292365782 2.7250020983628955 17.826469860970974 2.7086661984212688 1.3260610923171032 1.3238967657089222 9.5875325840897876 3.4574102647602549 2.2629656400531513 2.3077883219812065 4.076842935057357 1.4812148869968953 1.2912009789142747 9.1514830845408124 5.6587246023118549 4.8056447943672529 4.377200696617364 7.126108579337596 6.0420749415643513 8.0288256034255046 4.7512771822512141 6.6097303479909879 4.4979347353801158 2.3638842413201928 5.990847110748291 3.1344855055212975 2.9727139500901103 81.820003406493925 3.7369365300983191 2.730671111494301 2.378688957542181
leaf_count=843 41 83 15 5 19 121 16 58 20 240 41 37 40 32 36 18 39 27 29 23 28 31 15 23 13 21 911 15 19 41
internal_value=0.000112595 0.000219203 -6.7318e-05 -0.000751993 -0.000373353 4.89196e-05 -0.000640927 -0.000391706 -0.0010087 -0.000455706 0.000450547 -0.000671647 0.000513905 0.000411114 0.000615207 -0.000104464 -0.00043521 0.000141749 0.000319647 0.000531831 0.00074629 0.000310895 0.000127903 0.000884604 -0.000558241 -0.000656768 -4.91534e-07 -0.000541112 0.000325638 -0.000977726
internal_weight=323.703 203.261 120.442 17.48 14.755 102.962 13.4289 12.105 8.6476 6.38463 96.1098 5.1363 90.9735 81.822 58.6179 23.2041 18.8269 11.7008 40.7915 32.8513 28.1001 20.0712 3.8451 12.6006 7.94013 7.47065 100.254 18.4338 8.8463 5.10936
internal_count=2900 1379 1521 399 358 1122 353 334 318 260 536 93 443 403 287 116 98 59 204 155 132 103 56 51 49 52 1107 196 75 60
is_linear=0
shrinkage=0.00218447


Tree=471
num_leaves=31
num_cat=0
split_feature=1 4 0 1 4 1 4 0 0 4 4 2 1 3 0 1 3 4 4 3 2 3 2 0 3 4 2 1 0 0
split_gain=0.287935 0.904525 1.88511 1.40238 1.2471 1.57159 1.1585 0.993109 1.40452 1.20104 1.5822 1.53703 1.45877 1.87107 1.2619 1.03743 2.8474 1.77138 1.6589 1.4015 1.74901 1.15592 1.01599 1.01584 1.63868 1.00677 0.993676 0.893626 0.864411 1.95483
threshold=69.873026810350026 38.703421923500009 94.776214472700005 71.225321249950014 39.211875820650008 70.085415002650009 37.360990606650006 94.157869102700019 94.550383989750017 40.823855932350007 41.21013581150001 -0.054494999999999995 75.403185184700007 0.090720000000000023 96.811377277450006 71.52105164435001 0.088005000000000014 41.840895355800008 42.448133449100006 0.10017000000000002 -0.24103499999999997 0.082775000000000029 0.06041500000000001 93.867515624600017 -0.16319499999999998 43.061965423550006 -0.0039949999999999994 75.922057603850007 97.013011637200023 97.483491810050012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 6 -4 -3 -6 -2 23 -9 11 -11 12 -10 -14 -13 16 -12 21 -19 20 -20 -17 -16 24 -7 26 -22 -23 -5 -30
right_child=1 4 3 28 5 7 -8 8 9 10 15 14 13 -15 22 17 -18 18 19 -21 25 27 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.0011430506229741179 -0.013172636618299002 0.014155691862822461 0.021947389211814348 -0.025901695372072223 -0.034909203458506385 0.02915833383480651 -0.047855787498163695 -0.036854318163301855 -0.046604176896643652 0.016233264400890249 -0.042288737337085172 0.021504978165250474 0.0050618634724024581 -0.032266485554863729 -0.028127607012710269 0.011797031523602947 0.005744218384781243 0.019554132549735856 -0.040378799664514436 0.025708683427366812 -0.030748242541157194 -0.006515923396013798 0.0045622963736406917 0.031115670410469965 -0.037371674085556542 0.0033078919737985863 0.0067293239613099203 -0.039802077143830661 0.026297045971311415 -0.010028253012080724
leaf_weight=160.9273613197729 2.7309080873383236 6.5685292874550205 2.2679007779806843 2.0330854747444382 1.4420153014361847 0.81912520667538069 1.6950959576060993 1.1716990409186099 1.6367010045796631 7.2352168522338607 2.2525261095724991 2.4403587095439416 3.2970357253798284 2.6148401961399941 1.6854431459360055 1.139487075008218 3.3095317585393786 6.2793776053003993 1.2064368575374818 2.211820185329997 2.0244396963098557 1.4774126596748831 2.6652054997975938 2.1533793569542468 0.78965177113423035 18.775267876422731 1.2382287909567917 2.1514119486673735 2.0482268128544074 7.5004052063959534
leaf_count=1301 34 64 15 34 13 12 29 35 24 56 50 12 47 42 20 24 37 77 48 29 34 15 44 25 53 324 17 33 10 342
internal_value=0.000294162 -0.00114594 -0.00773341 -0.00175019 0.000426035 -0.000861997 -0.0264558 -0.000146039 -0.00110152 -0.000443268 0.00199829 -0.00883762 -0.0190711 -0.0114486 0.00253745 -0.000450086 -0.0137082 0.00157004 0.00438396 0.000641869 -0.00174337 -0.017158 -0.00810179 0.0163145 -0.00349724 0.000371679 -0.016525 -0.0262502 -0.00639059 -0.0022363
internal_weight=255.788 94.8608 18.2756 13.8496 76.5851 70.0166 4.426 68.5746 64.8124 63.6407 49.3012 14.3396 7.54858 5.91188 6.79101 42.0659 5.56206 36.5039 31.7356 25.4562 23.2444 4.76831 4.35065 3.76216 1.60878 22.0379 3.26267 3.62882 11.5817 9.54863
internal_count=2900 1599 464 401 1135 1071 63 1058 968 933 744 189 113 89 76 688 87 601 529 452 423 72 64 90 65 375 51 48 386 352
is_linear=0
shrinkage=0.0329546


Tree=472
num_leaves=31
num_cat=0
split_feature=2 3 3 2 0 1 1 0 3 4 2 1 2 2 0 4 3 3 0 2 3 1 1 2 3 2 1 4 4 2
split_gain=0.264329 1.21039 1.54051 1.20382 1.02082 1.68843 1.00531 1.34407 0.966795 0.670741 0.667106 1.78504 1.34296 0.727508 0.719846 0.544005 0.464591 1.79804 1.91873 1.37394 1.87522 1.30793 2.09625 1.10903 0.97784 1.01906 1.79972 2.09177 0.90048 0.89545
threshold=-0.59309999999999985 0.12064000000000002 0.091705000000000023 -0.50001499999999999 86.950112854950021 72.496961945650014 75.28220456885002 98.031937268650012 0.081550000000000025 41.558544840500012 -0.26138499999999998 62.305017173150013 -0.25089499999999998 -0.245055 94.832672093450014 37.511241581900002 -0.15684499999999998 -0.23472499999999999 71.249517373150013 -0.22089 1.0000000180025095e-35 61.944763783650011 61.987779113750001 -0.23361999999999997 -0.24523500000000001 -0.18126999999999999 62.020040611300011 39.995120105550008 43.162556114600001 -0.23361999999999997
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 4 -2 -6 -1 -8 -7 -4 11 -5 14 -14 -12 -13 17 18 -15 20 -18 29 -23 -22 25 -24 -27 -28 -29 -20
right_child=3 -3 9 10 5 8 7 -9 -10 -11 12 15 13 16 -16 -17 19 -19 21 -21 23 22 24 -25 -26 26 27 28 -30 -31
leaf_value=-0.053277359266771261 -0.053835407585064964 -0.021942287039212135 0.007095847662752142 0.032735963488425744 0.0099625938312186916 0.0084283400366796154 0.033799738264505746 -0.040775997188296671 -0.043107790380764587 0.028615164265350698 -0.044887004334192966 0.0090237412530797829 0.028668496862713489 -0.050082224543619006 -0.00047294616174655844 -0.025463895635534958 -0.045449204466368978 0.019078074136761818 -0.0033898847880723163 0.0002580210617859855 0.0096204392033381516 -0.074771177917613812 0.015720829316278589 -0.023248534535322975 -0.03036191066123832 0.033883597994637776 0.0068015418113281439 -0.04867836326622467 -0.0083984425469058096 0.026941181352722828
leaf_weight=0.72069169237511177 0.84785010665655036 1.8523493646644045 3.8976508544292283 2.9865005051251492 2.8635251801460981 0.66190917335916344 0.76187134534120537 0.59575514253810979 2.10495165798784 4.1236511981114745 1.3975651888176792 1.1690511565393538 1.2556887231767166 1.0534201989066847 0.79029331405763503 1.3792004596325567 2.1245662972796699 8.4953680350154155 2.0856761281611398 188.4422739186266 3.2843534879211802 0.56576658599078555 4.5313719068653908 2.5018227490945719 1.4781335564330156 1.2908462435007093 3.3443383177509531 2.2080720640951772 1.1770730456337331 3.7993647116236415
leaf_count=13 24 18 30 19 20 24 3 47 65 22 26 20 12 63 35 21 68 86 32 1961 22 6 38 31 39 5 59 39 26 26
internal_value=0.000296131 0.00569557 0.0107646 2.92839e-05 -0.0157878 -0.0100584 -0.017773 0.00107433 -0.0307789 0.0181587 0.000464645 0.0132247 0.000157353 0.000436087 -0.0288439 -0.00964214 0.000279489 0.00458803 -0.00112841 -0.000379442 -0.0155645 0.00138952 -0.00457883 -0.00459142 -0.00174826 0.00162139 -0.00634459 -0.0140611 -0.0346723 0.0161918
internal_weight=253.791 11.952 10.0996 241.839 6.47824 5.63039 2.07832 1.35763 2.76686 8.0213 235.361 5.53475 229.826 227.638 2.18786 2.54825 226.382 30.0294 21.5341 196.353 7.91074 20.4806 14.5956 5.78618 14.0298 12.5517 8.02033 6.72948 3.38515 5.88504
internal_count=2900 133 115 2767 133 109 63 50 89 52 2634 60 2574 2513 61 41 2501 419 333 2082 121 270 212 53 206 167 129 124 65 58
is_linear=0
shrinkage=0.0371939


Tree=473
num_leaves=31
num_cat=0
split_feature=1 3 0 1 3 3 3 3 3 4 4 2 3 0 0 4 3 4 2 3 3 0 0 0 3 4 4 1 2 4
split_gain=1.82488 2.37782 2.24158 2.3141 1.74955 2.59134 1.74929 1.69259 2.48711 2.18517 3.31028 4.80322 2.29767 2.32197 1.78213 1.55274 2.12818 1.76241 2.53906 2.02267 3.82911 1.84605 1.72121 3.6998 1.70404 1.6467 2.72422 4.87077 1.70411 1.64136
threshold=69.873026810350026 0.25847000000000003 85.716110573100011 61.993156030000002 0.10332500000000001 -0.17732499999999998 0.21240500000000004 -0.04931 -0.11050499999999999 35.131296350900008 41.322103772800006 -0.01762 0.083290000000000017 85.253695774650012 84.95796538030001 40.621691032550004 0.08784500000000002 43.57842012870001 -0.095714999999999995 0.086655000000000024 0.08079500000000002 86.280686780500005 89.738043936200015 91.410264893400026 0.25847000000000003 43.19689381845 42.178283198950005 61.987779113750001 -0.08725999999999999 41.811877919650009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 6 3 7 5 -5 -2 8 -1 -9 11 -11 -12 14 -14 -4 17 18 -17 20 -20 -19 -23 -24 25 26 27 -18 -28 -29
right_child=1 -3 15 4 -6 -7 -8 9 -10 10 12 -13 13 -15 -16 16 24 21 19 -21 -22 22 23 -25 -26 -27 28 29 -30 -31
leaf_value=4.0744060051498335e-05 -5.8315913253683492e-05 -0.0023662623485940157 0.00061776757935823909 0.00037340293315468064 0.00051486510705650817 -0.001937459013891888 0.0017405588131617527 0.0017185715115611555 -0.0018059219277909164 -0.0020289079070379998 0.0016810805911546618 0.00087056633482936695 -7.3862327220546386e-05 -0.00091120898433229302 0.0019394398074967238 0.0014802801563692884 -0.0016538715309641957 0.0007996539459932347 0.00091586301129212289 0.0014739928953960064 -0.001019141453988123 -0.0023835380311057535 0.001356939031251 -0.0019179838104197734 0.0012056490331049153 0.0007604878345819539 -0.002383815588084513 4.0453159776446265e-05 -0.00069447314115711489 0.0012845630540202692
leaf_weight=11.062137959059323 119.96666137172724 1.6940321166766796 58.808478314429522 2.6198723306879392 2.7403859160840502 6.4808766338974229 2.1149983194191 4.0677645504474667 3.7560838402714607 5.1453856378793716 5.8105309195816544 3.8329305183142441 3.5120956823229772 4.5911550000309944 3.2588528916239738 11.631746396422381 5.1697686538100269 4.888561610132454 8.2892758920788818 4.6143816430121651 7.4795600511133662 1.8643736429512499 2.8002492412924767 2.5196772487834096 3.5096481144428244 5.6497495640069237 3.1574301086366168 10.675484925508501 8.4120898344553989 6.5961710140109053
leaf_count=170 1546 38 260 23 20 113 15 20 74 41 20 19 34 32 9 39 33 18 39 15 44 17 11 42 18 30 25 50 62 23
internal_value=0.000128477 -5.91652e-05 0.00024292 -8.73141e-05 -0.000858637 -0.00127222 -2.71514e-05 0.000115483 -0.000427344 0.000381666 0.000173711 -0.000791094 0.000678137 0.000165237 0.000895139 0.000371512 0.000205546 0.000508561 0.000749303 0.000332169 -1.95883e-06 -0.000129843 -0.00076232 -0.000194163 -0.00010391 -0.000219795 -0.000382635 1.58155e-05 -0.00115551 0.000515588
internal_weight=326.72 123.776 202.945 56.8781 11.8411 9.10075 122.082 45.0369 14.8182 30.2187 26.151 8.97832 17.1726 11.3621 6.77095 146.067 87.2582 44.0878 32.015 20.3832 15.7688 12.0729 7.1843 5.31993 43.1703 39.6607 34.0109 22.4414 11.5695 17.2717
internal_count=2900 1599 1301 575 156 136 1561 419 244 175 155 60 95 75 43 726 466 225 137 98 83 88 70 53 241 223 193 106 87 73
is_linear=0
shrinkage=0.00196078


Tree=474
num_leaves=31
num_cat=0
split_feature=0 2 2 3 0 3 2 1 0 3 0 2 3 3 3 4 0 3 4 2 1 2 1 0 0 4 0 0 1 1
split_gain=0.279875 0.34294 0.491049 0.517895 0.300677 0.269939 0.897569 0.665696 0.848517 1.28112 0.84376 1.11979 0.571992 0.678438 0.62652 1.48022 0.723732 1.30047 0.630501 0.731659 1.02026 0.85695 0.545213 2.88238 3.16217 3.45365 2.01539 1.99431 1.79814 1.52223
threshold=113.28087178455002 -0.012769999999999998 -0.046474999999999995 -0.397505 116.55541378745001 -0.25765499999999997 -0.23557500000000001 71.273713496300005 89.219171517050015 -0.54481999999999997 85.968825637350008 -0.13820499999999999 -0.25276999999999999 -0.25095999999999996 -0.15684499999999998 40.305698932850007 75.994645973400011 0.070195000000000021 40.878805547300004 -0.16717499999999999 62.057679025150001 -0.23401999999999998 66.697957758300021 90.337570099350003 89.872466842800023 38.238138001450004 90.837623311600012 92.031298721500022 67.980352286500008 63.910026677050006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 3 -2 -5 6 -1 8 9 -8 11 -11 -7 -14 15 -15 17 -16 -17 21 -21 -20 23 24 25 -18 -25 28 -24 -27
right_child=1 -3 -4 4 -6 12 7 -9 -10 10 -12 -13 13 14 16 18 22 -19 19 20 -22 -23 27 26 -26 29 -28 -29 -30 -31
leaf_value=-0.038470017427499704 0.03228689722307504 -0.035542790207369203 0.028999672828493275 -0.0064117854939063322 -0.035772318773153941 0.016115899114209051 0.016559755474222729 -0.024704938237255853 0.017997046297589619 -0.040459104064204436 -0.040080844837943899 0.016188054568939039 -0.01993512617166162 -0.014440914425997872 -0.036773994614178594 0.028552967525054849 0.016396473469089828 0.0031719753099063389 0.0014803798993380311 0.017664488072422498 -0.013199294694275497 0.027113660129753775 -0.008496208701058763 0.030548152246009399 -0.032016476083076499 2.1771947108924638e-05 0.00051421317928416685 -0.00028899286446193179 -0.04953403701048046 -0.017636122257029759
leaf_weight=0.81339241936802764 0.24982791393995341 0.48727040659286913 0.38939043460413825 0.88482715023565084 0.67749522703525145 2.5869577634148291 1.7023870002012684 1.2068052300019187 2.3932878077030182 0.5987386482302085 1.2619915343821047 1.0697960142279055 1.7850646635051806 2.8991208381485185 1.6114195504924276 2.0714062377810469 14.388795382808892 2.0209544273093343 2.4573121098801476 1.9611562148202208 2.9514098069630563 3.4476844966411591 3.984630220104008 6.2129870094358903 3.2326076477766028 86.840272261528298 4.0666062897071242 91.540769077080768 1.665507865254767 5.7246501946356139
leaf_count=52 2 100 7 46 149 21 30 45 13 24 12 25 20 39 83 11 85 38 45 20 34 13 41 35 21 569 35 1167 55 63
internal_value=0.000278758 -0.010365 -0.00479234 -0.0120535 -0.0191439 0.000393008 -0.00523194 -0.00194814 0.00196052 -0.00632369 -0.019617 -0.00413927 0.000603758 0.000435757 0.000589138 0.00697249 0.000133712 -0.0145491 0.011789 0.00857896 -0.000878097 0.0164466 0.000378748 0.00186978 0.000302749 0.00127958 0.0186667 -0.00146936 -0.0205931 -0.00107028
internal_weight=253.185 2.68881 2.20154 1.81215 1.56232 250.496 9.0464 8.23301 7.0262 4.63291 2.93053 1.66853 241.449 238.862 237.077 15.7881 221.289 3.63237 12.889 10.8176 4.91257 5.905 217.657 120.466 110.186 106.954 10.2796 97.1909 5.65014 92.5649
internal_count=2900 304 204 197 195 2596 201 149 104 91 61 49 2395 2374 2354 162 2192 121 123 112 54 58 2071 808 738 717 70 1263 96 632
is_linear=0
shrinkage=0.0331673


Tree=475
num_leaves=31
num_cat=0
split_feature=0 0 2 0 4 1 3 3 1 0 2 0 1 0 3 1 3 4 0 2 0 2 1 4 4 2 4 1 3 1
split_gain=0.268483 1.18141 1.65781 1.24871 3.69662 1.12448 1.1247 1.62857 0.881638 0.878393 1.77653 0.849875 1.77522 1.04138 1.04459 1.8744 1.1408 0.918357 1.29834 0.78668 0.702984 2.40499 1.13159 1.76341 2.35205 1.76246 1.75347 1.47039 0.88488 1.66833
threshold=85.716110573100011 85.839779647100016 -0.091779999999999987 86.001087134900004 40.532725462000009 61.993156030000002 0.10332500000000001 -0.17732499999999998 61.885617704800005 86.232294534150014 -0.048664999999999993 85.447264760050004 61.950140699950005 84.95796538030001 0.099780000000000021 58.549241164900003 0.093295000000000031 39.468990633150007 76.591483678350016 -0.25716999999999995 86.530713386650021 -0.082885 64.434276012450013 41.322103772800006 43.124157941850008 -0.068524999999999989 42.526729949000007 64.84561010645001 0.09495000000000002 62.197478847950002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 -2 4 -3 11 7 -7 -5 10 -10 13 -13 14 15 17 -17 -1 -19 -9 21 -11 23 28 25 26 -25 -24 29 -22
right_child=1 3 -4 8 -6 6 -8 19 9 20 -12 12 -14 -15 -16 16 -18 18 -20 -21 22 -23 27 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.021349698375300923 0.028555562660215215 0.0043528742317613684 0.0013163736848634 -0.023007183788720405 -0.047552569756287216 0.0061549995219548808 0.0079467598917873031 -0.0023991316797031185 0.019251168370015306 -0.027215824844772165 -0.0094573996329813774 -0.03072496613375561 0.0077558220615071413 0.014793571666198933 0.012361671025858251 -0.043881686038278182 -0.00039003964609870368 -0.0027445900984877079 0.025796812745905808 -0.040188511775729172 -0.0079610341620341037 0.0051651117650822554 -0.034263182221147853 -0.028105868640510262 0.018434779912637238 0.0090620183450022401 0.00084494887365925073 -0.000190539880592968 0.029764211008646211 0.026974000097686201
leaf_weight=1.8919099594932109 4.4331837818026543 4.784874200820922 7.2905200496315938 1.917587550356983 2.6198925385251641 1.8701360893901435 2.1876572966575623 0.84008423658087794 8.2924430631101114 4.7711418066173792 3.9153318544849744 2.9554689638316622 2.9613570338115096 7.0986044621095052 5.4146865596994749 2.1727639292366798 1.1317705437541006 6.8747180583886784 2.7544551771134138 3.5604694760404514 3.319345146417616 6.9563505314290506 1.5819401033222664 5.6717903874814528 6.7434558197855941 5.9302665069699314 4.7373560294508934 128.72362638324557 4.6036064326763153 3.4290244393050671
leaf_count=43 15 24 38 17 39 23 22 15 36 29 31 27 16 34 33 75 8 164 19 101 19 42 13 33 28 32 22 1855 24 23
internal_value=0.000270148 0.000782062 0.0116166 0.000140538 -0.0140119 -0.00230355 -0.0137391 -0.0213046 0.000690375 0.000931223 0.0100436 0.000604995 -0.0114654 0.00321734 -0.000842637 -0.00566518 -0.0289862 0.00102388 0.00541977 -0.0329744 0.000300841 -0.00800855 0.000892368 0.00655552 0.000981097 -0.00622223 -0.0149299 -0.00060419 0.0178904 0.00979038
internal_weight=251.436 209.722 11.7237 197.998 7.40477 41.7141 8.45835 6.27069 190.593 188.676 12.2078 33.2557 5.91683 27.3389 20.2403 14.8256 3.30453 11.5211 9.62917 4.40055 176.468 11.7275 164.74 34.4348 23.0829 16.3394 10.4091 130.306 11.352 6.74837
internal_count=2900 2320 53 2267 63 580 161 139 2204 2187 67 419 43 376 342 309 83 226 183 116 2120 71 2049 181 115 87 55 1868 66 42
is_linear=0
shrinkage=0.0351263


Tree=476
num_leaves=31
num_cat=0
split_feature=1 4 0 1 2 4 1 0 1 3 4 3 3 0 3 3 3 3 4 2 4 0 0 3 3 1 3 1 0 2
split_gain=1.06807 1.6597 1.6497 1.70597 1.51696 2.96633 2.87889 2.58111 1.51735 1.70616 1.50185 1.63803 3.25123 1.42444 1.69063 1.27918 2.85762 1.94231 2.43271 1.5294 2.64528 1.43747 1.32311 2.0061 1.11352 3.83946 2.58614 2.08335 3.36575 1.91668
threshold=69.873026810350026 38.238138001450004 85.716110573100011 61.993156030000002 -0.033594999999999993 34.542090938800008 82.987325570650015 97.671683879200017 71.429644067900014 0.10236000000000002 40.421032462050007 -0.17732499999999998 0.091705000000000023 93.776108048200015 -0.16319499999999998 -0.04931 -0.11050499999999999 0.083905000000000021 35.131296350900008 -0.087910000000000002 41.532441862050007 84.280473931450004 71.144667506050013 -0.15959999999999999 0.087530000000000011 71.52105164435001 0.088165000000000021 71.090898343450007 96.249489528150022 0.13860000000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 15 5 7 -7 -2 -6 -10 -5 -12 -13 14 -3 16 22 -17 -19 20 -20 -21 23 -1 25 -15 -26 -28 -29 -30
right_child=1 13 -4 10 8 6 -8 -9 9 -11 11 12 -14 24 -16 17 -18 18 19 21 -22 -23 -24 -25 26 -27 27 28 29 -31
leaf_value=-0.0027615743736577646 0.0017104597977675234 0.00067075313766931904 0.00033514342123724191 -0.002534059500316719 0.0012792855029801807 -0.0025979910213836188 0.00070371850734844796 -0.0023044830343702076 -0.0018297490494254773 0.00062981070569599032 0.0011401351949997226 -0.0024986206570093276 0.00038626249752851888 -0.002053198201659231 -0.0023019498801049899 0.0012965285808637353 -0.0020497564176938086 0.0016928943528671143 -0.0027574624862459797 -0.00091909362446371235 -3.4861001338819277e-05 0.00072285760238294239 0.00050461507949525861 0.0015342794514553557 0.0016445917844940215 6.3515184681131706e-05 0.0010595298705847651 -0.0025207147101307639 -0.00011209382435505206 0.0013352271987564981
leaf_weight=1.4968245530035296 2.3945860490202926 1.3680953537113967 138.58021289668977 1.9752333280630399 2.9978296607732755 5.8334127285052091 1.5184344807639716 1.0511836204677818 2.6423590474296361 2.5079687893157825 2.1732870526611796 3.3797473693266502 3.7705609872937202 4.2700148131698361 2.410903548821806 7.3654398452490595 3.6932049242313978 3.3667213208973434 2.6364530250430169 3.5628634840249962 4.2567840665578842 7.667072038166225 8.6289568464271706 0.74167364928871471 6.0369057987118131 46.304011499800254 9.2653227252885682 2.3984122127294532 28.715983528934885 4.8844448273302978
leaf_count=76 10 14 726 40 13 130 55 83 100 20 13 69 34 65 63 32 74 18 24 37 28 36 75 19 30 610 58 41 270 37
internal_value=0.000111753 -4.24507e-05 0.000211155 -0.00010288 -0.000624594 -0.00114962 -0.00191606 0.000485641 7.11537e-05 -0.000632058 -0.000842193 -0.000483766 -0.00097734 6.19387e-05 -0.00122575 8.95237e-05 -0.000426596 0.000349963 2.55368e-05 -0.000284206 -0.00107617 0.000201924 0.00012502 -0.00133824 0.000109705 -0.000115201 0.000331423 0.000156286 -7.61901e-05 9.83011e-05
internal_weight=317.895 124.6 193.295 54.7148 18.9458 10.7976 7.35185 3.44577 8.14816 5.15033 11.2988 9.3236 7.15031 105.654 3.779 43.416 14.5607 28.8553 21.4899 18.1232 6.89324 11.2299 10.8675 2.2385 101.875 50.574 51.3011 45.2642 35.9988 33.6004
internal_count=2900 1599 1301 575 411 278 185 93 133 120 156 116 103 1188 77 419 244 175 143 125 52 73 170 95 1111 675 436 406 348 307
is_linear=0
shrinkage=0.00213593


Tree=477
num_leaves=31
num_cat=0
split_feature=1 1 0 1 3 3 0 0 4 4 2 2 2 0 3 3 1 2 4 4 3 3 3 3 3 1 0 2 4 3
split_gain=1.39444 2.39425 2.2547 2.33838 1.60727 2.58514 1.48035 2.45536 3.56103 1.89686 1.76667 3.99726 2.4024 2.98606 2.90475 3.39847 2.90187 6.3931 6.025 1.64509 1.56967 2.61849 3.35787 2.54399 1.62237 1.59525 1.26719 1.23199 1.20063 2.01274
threshold=70.343506983200015 70.73871032835001 85.716110573100011 61.993156030000002 0.10332500000000001 -0.17732499999999998 85.807518149550006 86.001087134900004 40.532725462000009 42.718072821900002 -0.068524999999999989 -0.054494999999999995 -0.10098 91.410264893400026 -0.22831499999999999 0.096995000000000012 62.55235532115001 -0.08725999999999999 42.654057868200006 38.512991772500008 0.11308000000000003 0.084365000000000009 0.09642000000000002 0.088105000000000017 -0.038009999999999995 62.305017173150013 89.738043936200015 -0.46029499999999995 35.131296350900008 0.10236000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 28 5 -5 -4 8 -8 -10 12 -12 14 16 26 19 17 -14 -19 -16 21 24 23 -23 -13 -24 -9 -7 -1 -30
right_child=1 -3 6 4 -6 27 7 10 9 -11 11 20 13 -15 15 -17 -18 18 -20 -21 -22 22 25 -25 -26 -27 -28 -29 29 -31
leaf_value=0.0011001831667442705 -0.0021492401390687242 -2.2227300423942548e-05 0.00098578035268643725 0.00034055024748446907 0.00038310063216967863 -7.8894132798651125e-05 0.00040581464629728967 -0.00015994496162212774 -0.0026756633465506159 -0.00031794207737141032 0.0016092134244465378 0.00022161658731551022 -0.0026834912502788706 -0.0017225804515209756 -1.8627715795488599e-05 -0.00046266558585627464 0.00086398828109440317 -0.0012854403923279582 0.0011086316199404285 0.001112261823457977 0.0011866953275780406 -0.00012830051099243755 0.0012112252497614683 -0.0021497825755104577 0.0014926156651030732 -0.00031975863689714164 -0.0023534372934142975 -0.0023075161832306849 0.0001352186386138204 -0.0012798343306953258
leaf_weight=3.8799211552832267 1.992815367411821 109.51416881673504 11.581915393471716 2.6027220417745403 2.8196829017251721 1.1056823078542937 6.2062358781695348 2.2385503351688381 3.1901177018880844 2.0879917293787003 11.693901695311068 8.6485513141378743 3.7607652544975307 4.3014255426824084 5.8367975950241116 8.56747307628393 9.5434198901057226 6.7002326175570515 9.2614154368638975 25.720687303692102 6.7004299089312545 4.6002100240439194 5.1743702143430692 4.6094437278807163 6.5099830217659465 4.9013164378702641 1.7243278287351129 5.3862426127307117 33.048557026311755 4.1886507216840974
leaf_count=56 56 1471 41 23 20 13 26 16 35 14 41 49 25 35 28 45 36 38 30 110 35 34 23 44 36 26 31 100 333 30
internal_value=0.000113071 -6.02406e-05 0.000206615 -0.000135257 -0.000885446 -0.00127874 0.00032468 0.000270751 -0.000581745 -0.00174296 0.000345776 0.000617044 0.0001612 -0.000226452 0.000456348 0.000611478 -6.55472e-06 -0.000427799 0.00010367 0.000903095 0.000335053 0.000169381 -0.000300717 -0.00114005 0.00076746 0.000466478 -0.00111438 -0.00192794 8.21221e-05 -2.39545e-05
internal_weight=318.098 111.507 206.591 53.0315 11.9143 9.09465 153.56 141.978 11.4843 5.27811 130.493 52.8382 77.6551 33.5673 44.0878 40.125 29.2658 19.7224 15.9616 31.5575 41.1443 34.4439 19.2853 9.20965 15.1585 10.0757 3.96288 6.49192 41.1171 37.2372
internal_count=2900 1527 1373 575 156 136 798 757 75 49 682 288 394 164 230 183 129 93 68 138 247 212 127 78 85 49 47 113 419 363
is_linear=0
shrinkage=0.00192311


Tree=478
num_leaves=31
num_cat=0
split_feature=2 2 0 3 3 4 2 4 3 4 2 2 3 3 3 4 1 0 0 3 3 2 0 0 1 0 1 3 4 0
split_gain=0.265718 1.11257 1.18735 0.982612 1.33565 0.934269 0.848399 0.615197 0.315206 0.917092 1.40576 1.19011 0.832917 1.36771 1.36308 1.9458 1.6443 1.54644 1.14108 0.83128 1.10184 1.05615 0.603061 0.578367 2.22522 1.3359 1.37011 1.31737 1.15331 0.831766
threshold=-0.59309999999999985 -0.5422499999999999 87.393708446500014 0.12064000000000002 0.091705000000000023 41.061442884200012 -0.58350999999999986 41.558544840500012 0.13062500000000002 41.289992964000007 -0.0086649999999999991 -0.13978499999999996 0.11614000000000002 0.11308000000000003 0.10500500000000003 41.621607100200002 65.727424373200009 93.910530954700008 86.692020874450009 0.10176000000000003 0.10236000000000002 -0.053019999999999991 96.055920542800024 85.716110573100011 62.00390986255001 85.872041144650012 61.885617704800005 -0.17732499999999998 42.448133449100006 85.968825637350008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 5 -1 -4 -6 12 10 11 -10 13 14 19 16 -16 -18 -14 23 -21 -22 -19 24 -3 28 -27 -26 -25 -28
right_child=1 8 6 -5 7 -7 -8 -9 9 -11 -12 -13 18 -15 15 -17 17 22 -20 20 21 -23 -24 25 27 26 29 -29 -30 -31
leaf_value=0.0030387445284096718 0.018309141665329084 -0.00015531711318169289 -0.0077344488311277644 -0.017181200175742855 0.0059674978747381192 -0.043960046258344078 -0.039814569089445161 0.024458571507176858 0.0061505019222418888 0.018284025494806504 0.019372791061181935 -0.031468174174517249 -0.030670095538671178 0.020315743186660903 0.0056307269881163803 -0.037993586993466742 -0.055105491949248034 0.015392630372436844 -0.00091418089053085631 0.026159261481066287 0.012175272304487341 -0.010968737592129204 -0.019468852103298691 0.02267840732335813 -0.00030909409633397871 -0.02514778946119068 -0.022273748891811187 -0.037204897062071508 -0.0010060710486550605 0.00094554406113002171
leaf_weight=1.1991077059210491 0.88143050111830135 26.731269307376355 1.7252127659376129 1.82389815757051 3.8877274869009852 0.76055196646484535 1.91269057522004 4.0337294179480523 1.6882681194692852 4.060811776202172 2.1155197637563088 2.0475342335194 2.2593798222951582 3.7532558753155163 6.5160736069083196 2.3143375254003322 1.0998806240968408 0.82241758704185519 3.8078218868467957 3.1189500585314809 5.6849540977273127 3.5083280298858872 1.6243318185443056 5.6311050951480848 1.6065468387678263 2.2956422409042707 1.7174355564638961 3.1574869093019506 3.7811991460621357 146.2771264468247
leaf_count=38 7 379 35 18 30 25 55 22 12 37 21 32 30 25 34 37 9 8 32 21 36 22 38 22 22 19 19 104 21 1690
internal_value=0.000308309 7.04314e-05 -0.0162321 0.00518858 0.00931769 -0.0152017 -0.0246011 0.0153834 0.000383124 0.00617254 -0.00223282 -0.0144677 0.000128877 0.000463781 0.000118649 -0.0105691 -0.00426167 -0.0224366 -0.0119951 0.000768654 0.00912291 0.00334309 -0.00775098 0.000230679 -0.00387748 0.00104086 0.000281638 -0.0247627 0.0131637 0.000676091
internal_weight=251.844 240.139 4.51933 11.705 9.88112 1.95966 3.6379 7.92146 235.62 9.91213 5.85132 3.7358 225.708 219.64 215.887 12.377 10.0627 3.54663 6.0672 203.51 12.3122 9.19328 2.44675 191.198 31.4953 159.703 150.29 4.76403 9.4123 147.995
internal_count=2900 2767 97 133 115 63 90 52 2670 102 65 44 2568 2506 2481 126 89 55 62 2355 79 58 46 2276 505 1771 1728 126 43 1709
is_linear=0
shrinkage=0.0331706


Tree=479
num_leaves=31
num_cat=0
split_feature=0 2 2 3 0 0 3 4 2 1 4 2 3 2 1 4 2 4 0 3 0 4 4 4 1 4 0 0 4 4
split_gain=0.251673 0.322255 0.435417 0.4524 0.301633 0.278913 1.06563 0.495486 1.28192 0.492803 0.713758 0.715404 0.750153 0.327111 0.405116 1.01413 1.58416 1.2605 1.02852 0.980821 0.969292 2.28612 1.55348 1.12582 0.76639 0.620971 0.523718 0.665841 1.57381 0.546194
threshold=113.28087178455002 -0.012769999999999998 -0.046474999999999995 -0.397505 116.55541378745001 110.50907145210002 0.074640000000000026 50.448116877400004 -0.16030499999999998 85.097765203050002 49.842240509300005 0.20981000000000005 -0.2485 0.68694500000000025 80.677940036650014 44.710446918150005 0.098830000000000015 37.797539186950011 102.65877371115 0.087205000000000019 100.24991522630002 42.564639561200003 39.995120105550008 33.384956903900012 81.753323288800019 41.093509583400007 99.870842629900025 98.851916998450022 41.134354310300004 35.461062230100005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 3 -2 -5 7 -7 9 -9 13 11 12 -11 14 20 16 18 -18 24 -20 26 22 23 -22 -16 -24 27 29 -29 -1
right_child=1 -3 -4 4 -6 6 -8 8 -10 10 -12 -13 -14 -15 15 -17 17 -19 19 -21 21 -23 25 -25 -26 -27 -28 28 -30 -31
leaf_value=0.0087578330518342171 0.039005730518544939 -0.044114204254055975 0.034687676085638136 -0.0071912456059110815 -0.04443815747574284 0.030341348441192646 -0.025377474140119999 0.023858919648638427 -0.044100513613831188 0.039832913551509072 0.032246215693041064 0.019010286211710723 -0.044431222045374252 0.014868602411206551 0.034151336435750405 0.031460037851108152 0.018764850593302601 -0.048268465755415428 0.0079365684083657333 -0.047712162713281228 0.013076463593327724 -0.044808897904760378 0.022069886302620349 -0.049063520784990322 0.0057854834757829921 -0.00313766746142944 0.020653028967875034 -0.051216665326247739 0.0029770870922188344 0.00030277261528542849
leaf_weight=14.074005785514599 0.2364924736320978 0.45524541079066594 0.3767822205554695 0.90611179277766474 0.63405529852025211 1.9482664025854313 0.84402851594495576 0.74084425857290659 1.3332203275058407 0.20150907477364044 0.44193372316658486 0.50925151363480825 1.8040585121489121 2.7685370733961454 2.9348098933696729 2.4754821024835101 0.68389193306211327 1.6245779237942768 1.3845273188780995 0.89446728001348663 0.7166593626607195 2.7112644617445758 3.1557503864169121 1.6564174065715631 3.6874792105518281 3.5774326100945473 2.2484851069748393 1.4197062341263507 2.6088379849679768 191.10719468106981
leaf_count=144 2 100 7 46 149 19 49 12 96 7 4 20 124 28 14 13 13 43 22 38 17 57 15 46 33 28 23 39 28 1664
internal_value=0.000347277 -0.012451 -0.00575732 -0.0143346 -0.022525 0.000482144 0.0134992 0.000333642 -0.0198258 0.00050593 -0.016301 -0.0248323 -0.0359648 0.000713222 0.000547837 0.00746563 0.00216688 -0.0284096 0.0100966 -0.0139046 0.000123825 -0.0114207 -0.00147987 -0.0302975 0.0183564 0.00867677 0.000769003 0.000555299 -0.0161214 0.000882731
internal_weight=250.161 2.60869 2.15344 1.77666 1.54017 247.553 2.79229 244.76 2.07406 242.686 2.95675 2.51482 2.00557 239.73 236.961 13.6852 11.2098 2.30847 8.90128 2.27899 223.276 11.8175 9.10626 2.37308 6.62229 6.73318 211.458 209.21 4.02854 205.181
internal_count=2900 304 204 197 195 2596 68 2528 108 2420 155 151 131 2265 2237 176 163 56 107 60 2061 163 106 63 47 43 1898 1875 67 1808
is_linear=0
shrinkage=0.0414211


Tree=480
num_leaves=31
num_cat=0
split_feature=1 1 4 0 1 4 4 1 4 4 4 0 2 3 3 0 3 4 2 3 1 2 0 0 0 0 0 0 4 3
split_gain=1.07076 1.14074 1.45417 2.28681 1.93499 1.75222 1.57785 1.81957 1.42182 2.89439 1.48206 1.52522 1.40629 3.19946 1.85398 1.7795 1.86393 1.65111 2.25762 1.47426 1.35358 1.33918 1.29531 1.98017 1.646 1.24652 1.87342 1.69828 1.54581 1.10719
threshold=54.884872733100003 69.873026810350026 38.703421923500009 94.776214472700005 71.225321249950014 35.616518500750011 39.211875820650008 70.085415002650009 42.178283198950005 42.428475018400007 33.151194885250007 93.442739239950015 -0.23771499999999998 0.091705000000000023 0.087725000000000011 86.692020874450009 0.09660500000000001 43.542456167850005 -0.101965 0.10575500000000003 62.399113207700005 -0.081474999999999992 102.11570516885001 97.013011637200023 97.152811460000024 93.262612545250008 90.837623311600012 87.181320254150009 40.12915366295001 -0.21013499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 8 3 5 -5 -3 -4 -8 10 -10 11 -2 13 -11 17 16 -16 18 -14 -18 -17 -20 23 -6 -25 26 27 -12 -28 -9
right_child=1 2 6 4 22 -7 7 29 9 12 25 -13 14 -15 15 20 19 -19 21 -21 -22 -23 -24 24 -26 -27 28 -29 -30 -31
leaf_value=-0.0023838847270881407 -0.002274217956000993 0.000175216069575878 0.0010598996577294675 0.0016437621212440387 -0.0019671287902729363 -0.0027179863880396381 -0.002426823936286876 0.00075027292382401063 -0.0016922338817932734 -0.0027433243097793316 0.00027507301911767687 0.00084973697689867927 0.0022130790854705141 0.00081221016789975037 -0.0022694970971202468 0.001287000443542874 0.001170786096737348 7.2987811911751383e-05 -0.00020395090177570448 -0.0013649829195751472 -0.00048730221150078857 0.0013477776318789791 -0.0018712989906638172 0.0025385271213925918 -8.6137280230433319e-05 0.0014348048693709581 6.8988136548418484e-05 0.00092276093272913309 -0.0019136357439511361 -5.6650493723902095e-05
leaf_weight=0.89418354746885498 2.1530382148921485 1.5600278098136211 8.0085211697150935 2.6642281673848656 2.517271000891923 3.797409113496542 1.609941218048333 10.196582653094081 5.0529978149570516 2.743108367547392 68.27466840390116 1.339007221162319 5.7004247568547752 2.6079009771347046 4.0520492978394049 4.1867421939969045 2.3108765501528978 21.370912338607013 6.8995259199291477 2.5448741465806961 4.9642132837325335 5.1166211026720676 2.8665973775205194 1.4955463744699944 8.0877266163006407 6.3318533468991509 6.1388005390763265 31.13801784068346 3.1398270130157471 75.425128871633206
leaf_count=91 60 12 64 15 34 51 13 115 46 78 397 6 20 12 53 14 13 144 41 33 33 31 240 5 107 26 32 144 27 943
internal_value=0.000127489 0.000134869 -4.16674e-05 -0.000560483 -0.000160899 -0.00187552 8.35628e-05 -6.07228e-06 0.000247042 -1.90781e-05 0.000398723 -0.00107635 0.000116199 -0.00101048 0.000221698 -0.000387348 -0.0011186 0.000503082 0.00102189 -0.000158197 0.000324476 0.000456794 -0.000482138 -0.000153048 0.000323463 0.000443506 0.000385757 0.000477942 -0.000601919 3.9445e-05
internal_weight=305.189 304.294 118.229 22.9888 17.6314 5.35744 95.2402 87.2317 186.065 67.5502 118.515 3.49205 62.4972 5.35101 57.1462 18.0588 8.9078 39.0875 17.7166 4.85575 9.15096 12.0161 14.9671 12.1005 9.58327 115.023 108.691 99.4127 9.27863 85.6217
internal_count=2900 2809 1599 464 401 63 1135 1071 1210 518 692 66 472 90 382 146 99 236 92 46 47 72 386 146 112 626 600 541 59 1058
is_linear=0
shrinkage=0.00229835


Tree=481
num_leaves=31
num_cat=0
split_feature=4 2 2 4 4 1 0 2 2 2 2 4 0 4 4 2 0 1 0 0 1 0 2 0 4 4 3 1 0 2
split_gain=0.251185 1.38131 1.68515 2.07095 1.01863 0.435636 0.544651 0.413624 1.43103 1.09944 1.56298 2.21943 1.64497 1.39612 1.33939 1.43132 1.15511 1.27337 1.17322 1.38449 1.09666 2.91809 1.9173 1.72698 1.8988 1.40031 2.59254 1.35 2.38057 1.28884
threshold=33.96174662340001 -0.117115 0.15973500000000004 30.509590007400003 34.542090938800008 77.52437864960001 99.20948192980002 -0.11808 -0.088514999999999996 -0.08459499999999999 -0.079824999999999993 42.686561923500008 86.866770652900016 42.072181850200003 41.66248410610001 -0.081844999999999987 87.735142629050017 61.982402197500001 93.972365491700018 99.20948192980002 62.197478847950002 85.807518149550006 -0.097799999999999984 88.76213363490001 38.238138001450004 41.21013581150001 0.088165000000000021 67.171126389250006 96.055920542800024 -0.092864999999999989
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 -3 -4 -2 -1 -7 -6 20 16 11 13 -13 14 15 -11 17 -10 -18 -20 21 22 -9 -22 -25 -26 27 -27 -29 -24
right_child=4 2 3 -5 7 6 -8 8 9 10 -12 12 -14 -15 -16 -17 18 -19 19 -21 23 -23 29 24 25 26 -28 28 -30 -31
leaf_value=-0.036108494267702074 0.016581734992706411 0.013892189838548188 0.015149477195620488 -0.056694409019238882 0.0020854424717763739 0.032860405467523862 -0.032860579863460131 -0.023182577306036671 0.01099808303826744 -0.042119136680664762 0.0011675892369116987 0.012783368015119024 -0.015258943312701992 -0.041572180974546631 0.008857409471959149 -0.0036965350157106809 0.033261101256011186 -0.012604933976652201 -0.013678961210370637 0.020298257742251767 0.0188869169874533 -0.035091988365269999 0.02254216486159754 -0.029088655987630024 0.0092303498123976011 0.014934043253846591 -0.040475105368665033 -0.039064823025451834 0.0027624815840377372 -0.0069416858658988391
leaf_weight=1.39494022144936 3.5069396832477642 3.6004611566531812 0.6646949425776254 0.8139178082201397 72.838325860349869 0.21505841612815846 0.24713773831899744 2.8859171951189628 4.7609581202268583 1.8147913385037089 99.798306196535123 4.9005113197490555 3.123479682370089 2.1464854863006622 1.7564060899894682 1.724100065068342 2.61500459909439 3.7076133145019412 1.7083587963134048 3.0392862687585875 3.0754958726465729 3.8568507451564065 2.6141345649957648 2.6770858184318085 6.5620746270287809 2.9840928763151151 1.9003205653280009 1.7875398602336643 4.0573102423222736 2.8004228351637721
leaf_count=61 36 62 29 20 972 1 43 28 20 34 1116 26 27 27 12 13 8 26 24 27 15 31 13 39 44 13 36 26 44 27
internal_value=0.000262733 -0.00540351 0.00274528 -0.0243977 0.00042471 -0.0276896 -0.00228081 0.000187765 -0.000643423 0.000808181 -0.00021672 -0.00914946 0.0018674 -0.0210282 -0.0127006 -0.0234002 0.00827029 0.000664479 0.0170185 0.00807214 -0.00604944 -0.0133877 -0.00330275 -0.00217796 -0.00542233 -0.00175825 -0.00847894 -0.00159216 -0.0100296 0.00729304
internal_weight=249.578 6.93621 5.07907 1.47861 242.642 1.85714 0.462196 239.135 166.297 131.095 115.264 15.4658 8.02399 7.44178 5.2953 3.53889 15.8312 8.46857 7.36265 4.74765 35.2012 12.1573 8.30047 23.0439 19.9684 17.2913 10.7293 8.82894 5.84485 5.41456
internal_count=2900 216 111 49 2684 105 44 2648 1676 1360 1255 139 53 86 59 47 105 46 59 51 316 99 68 217 202 163 119 83 70 40
is_linear=0
shrinkage=0.0301981


Tree=482
num_leaves=31
num_cat=0
split_feature=1 1 3 3 0 1 4 4 0 0 4 3 1 3 4 0 4 4 2 4 4 0 0 4 0 0 1 2 2 4
split_gain=1.28954 2.74999 2.15804 1.92121 1.50281 2.32475 2.42451 2.19582 2.17876 2.67553 1.85326 1.79551 2.14104 2.06129 1.61918 2.0609 1.57511 2.94086 1.43871 1.39758 1.96828 1.573 4.04702 1.86427 1.3561 3.248 2.59744 1.6832 2.85899 2.47812
threshold=70.343506983200015 70.73871032835001 0.25847000000000003 0.21240500000000004 85.716110573100011 61.917879202350001 40.421032462050007 42.207998345450008 85.447264760050004 84.95796538030001 42.686561923500008 0.099780000000000021 58.549241164900003 0.093295000000000031 39.468990633150007 76.591483678350016 42.871500973550006 43.968221017800005 -0.23401999999999998 40.621691032550004 40.305698932850007 85.807518149550006 86.001087134900004 42.737166331000005 91.144107538500023 90.337570099350003 67.649671936450019 -0.0039949999999999994 -0.031989999999999998 43.162556114600001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 -3 5 8 -7 -8 9 11 -9 12 14 -14 -1 18 -12 -18 -16 20 -6 -21 23 -23 25 27 -26 28 29 -24
right_child=1 2 -4 -5 19 6 7 10 -10 -11 16 -13 13 -15 15 -17 17 -19 -20 21 -22 22 24 -25 26 -27 -28 -29 -30 -31
leaf_value=-0.0014414190396458114 -0.0023587428327267136 -1.3770527432527097e-05 -0.0024920394080680153 0.0019881018419940239 0.0004235395350779281 -0.0025786352686929261 0.00067578043767451215 -0.0028756943688740726 -0.0019723000277194072 0.0014635276217360191 0.00110949954100551 0.00096731839468730215 -0.0026500842587503974 0.00043289802461448328 -0.0024998289836547149 0.0016621198408646733 -0.0026395001478982105 0.00021407133892352006 0.00013556898577240178 0.0009428165997484284 0.0015422111786725285 -0.0028010881717112422 -0.00026116862323614693 -0.00021934766507561968 -0.0017354586359325098 0.0015976022753297393 0.00028361843067835699 -0.0011194154590965682 0.001462966639889913 0.00091604640547016548
leaf_weight=2.5302668865770164 2.2105631404556325 106.23667834774824 1.5020245578489255 2.1277437089011064 59.996969969943166 2.5325789367780116 5.5471349838189772 1.8010640814900387 1.8488814942538727 7.3749672584235659 1.9299370832741241 6.762172393500804 2.7684352300129822 1.4315938502550123 1.0179390104021875 3.8418931607156983 2.805727131664753 3.5721712838858366 7.8682064542081189 9.7258423864841443 7.7247458361089221 2.9985538255423299 31.64409510791301 2.0483320392668247 4.4104937491938454 7.4190382212400428 7.4640251575037837 4.3469422068446937 7.0606826245784751 10.317480472847818
leaf_count=43 56 1422 34 15 284 51 38 25 12 25 15 33 65 8 51 19 50 27 113 35 34 35 147 13 51 31 56 32 37 43
internal_value=0.00012526 -5.523e-05 -8.88231e-06 2.55364e-05 0.000222146 -7.88554e-05 -0.0006851 -0.000378794 0.000232245 0.000353569 -0.000957479 4.13739e-05 -0.000280411 -0.00159924 8.26123e-05 0.000385582 -0.000541628 -0.00104125 -0.000166325 0.000326193 0.000551142 0.000151962 5.29821e-05 -0.00175326 0.000178437 0.000304385 -0.000466317 0.00012461 0.000234922 2.82841e-05
internal_weight=320.867 112.077 109.866 108.364 208.79 53.633 18.1886 15.656 35.4444 33.5955 10.1089 26.2205 19.4583 4.20003 15.2583 12.728 8.30784 6.3779 8.88615 155.157 67.7217 87.4355 77.7096 5.04689 72.6628 60.7882 11.8745 53.3692 49.0223 41.9616
internal_count=2900 1527 1471 1437 1373 575 206 155 369 357 117 332 299 73 226 183 92 77 164 798 318 480 445 48 397 290 107 259 227 190
is_linear=0
shrinkage=0.00208594


Tree=483
num_leaves=31
num_cat=0
split_feature=0 3 0 1 3 4 1 3 4 3 0 0 3 1 0 1 4 0 1 3 3 3 2 4 4 4 4 2 3 3
split_gain=0.251696 2.27398 2.24489 1.75668 1.8919 1.45737 2.10246 2.30366 1.86711 1.49724 1.11704 1.07081 1.03155 0.964793 0.913618 1.56257 1.06147 1.54453 1.02728 1.22579 1.25288 0.93733 0.970205 0.851459 1.06513 1.16317 1.16248 0.792566 0.792262 0.733384
threshold=90.837623311600012 0.25847000000000003 90.337570099350003 67.649671936450019 0.084795000000000023 38.115457128050004 65.111767461350013 -0.16319499999999998 33.96174662340001 0.099780000000000021 82.401241698250018 88.76213363490001 0.21240500000000004 68.961639504150014 93.262612545250008 69.873026810350026 38.238138001450004 94.964406541850011 71.464594023550021 0.094165000000000013 -0.22253999999999999 0.094625000000000029 -0.026349999999999998 38.386256906100009 38.771633980050005 39.211875820650008 40.166811829450005 -0.057185 0.091385000000000022 0.11906000000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 5 4 -2 8 -7 -8 9 -1 -10 -9 13 -5 -15 -16 17 -17 -19 20 -20 -21 -23 -18 -25 28 -27 -6 -26 -28
right_child=1 -3 -4 12 27 6 7 11 10 -11 -12 -13 -14 14 15 16 23 18 19 21 -22 22 -24 24 25 26 29 -29 -30 -31
leaf_value=-0.039759373701069724 0.0016460361751959272 -0.041530226485634487 0.019325141113318942 0.012392607942808448 -0.046534532176532167 -0.00031170986025056839 0.01393811325775106 -0.018425827471440084 -0.0047986554843772247 0.012562762234838768 0.01655907698938007 -0.058878424439891858 0.02865846352898065 -0.017859431301152341 0.017076494069600823 -0.031520933110250553 0.020417912985918774 0.016454613286372335 0.0029935899141040681 0.033757862786164522 -0.036931926374294544 -0.03636946963278883 0.0058321019037156771 -0.025121454913220268 0.00035471588269093843 -0.011472857467824633 0.00043381433951221574 -0.016993251992181969 0.02489054591479167 0.022404240884964167
leaf_weight=1.4339706385508209 3.5470540905371299 1.45849587520206 7.0033198676537713 6.7412285516038528 1.9099407810717823 106.02479026425863 1.1850048233754931 1.2896299265557893 3.2634271666174781 0.99691399931907643 13.633639462525023 1.5484054609551092 1.4083724832744327 3.1323102412279686 5.5132557060569516 2.7402346375165498 2.2511548661859697 2.1333516463637334 1.3065653935191215 0.85856181866256553 2.3930119311844473 0.78803861465712621 2.2820256410777797 1.7786876355821721 2.4338415667007203 9.2199852420235384 53.785138740728144 1.998222703579813 3.3806686646712478 1.6848635836504389
leaf_count=65 34 40 46 49 21 863 12 30 50 6 66 29 15 37 33 45 14 17 58 6 171 56 31 37 33 119 856 29 20 12
internal_value=0.000295093 -0.000851244 0.00124277 -0.000318114 -0.0156932 0.000263946 -0.00119459 -0.0244625 0.00856845 -0.0183019 0.0124341 -0.0404964 0.000785834 0.000402569 -0.000442186 0.000147297 -0.000925074 -0.00976715 -0.00366049 -0.00928601 -0.0228316 0.00346983 -0.0050004 0.000558024 -6.04834e-05 0.000571755 -0.000690968 -0.0314302 0.0146203 0.00110115
internal_weight=249.124 112.745 136.379 111.287 7.45522 129.376 110.048 4.02304 19.328 2.43088 16.8971 2.83804 103.831 102.423 95.6817 92.5494 87.0361 12.5018 9.76156 7.6282 3.69958 3.92863 3.07006 74.5343 72.2832 70.5045 64.69 3.90816 5.81451 55.47
internal_count=2900 1733 1167 1693 84 1121 934 71 187 71 116 59 1609 1594 1545 1508 1475 384 339 322 229 93 87 1091 1077 1040 987 50 53 868
is_linear=0
shrinkage=0.0327912


Tree=484
num_leaves=31
num_cat=0
split_feature=0 4 3 3 1 3 0 4 1 2 0 4 1 2 3 2 4 3 3 3 0 3 3 4 4 0 1 2 3 3
split_gain=1.3232 2.69001 2.02991 2.0146 1.81477 1.51802 1.64925 1.14159 2.10033 2.23651 2.06797 1.81831 3.4654 1.47869 1.38288 1.31094 1.12741 1.11917 1.11063 1.73389 1.00974 1.44076 2.43978 0.980352 2.63351 2.11693 1.89539 1.74863 1.81606 4.2864
threshold=102.84427732220001 44.710446918150005 0.090720000000000023 0.089785000000000018 80.677940036650014 -0.21013499999999999 103.44649194340002 44.527357125550004 75.18810853425002 -0.61225999999999992 75.309089150100007 47.833738492450003 74.784839814650013 -0.098345000000000002 -0.24701499999999998 0.68694500000000025 48.988717865950008 -0.22831499999999999 -0.25276999999999999 -0.25445999999999996 113.28087178455002 0.075065000000000021 0.079095000000000013 43.19689381845 42.773538294100007 86.20003303655001 62.245871094250013 -0.10282499999999999 0.08708500000000001 0.083795000000000022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 2 3 5 -3 17 -7 10 9 -9 18 12 13 14 -11 23 -13 -2 19 -1 21 -6 -23 24 -12 -26 -27 -25 29 -29
right_child=1 4 -4 -5 20 6 -8 8 -10 11 15 16 -14 -15 -16 -17 -18 -19 -20 -21 -22 22 -24 27 25 26 -28 28 -30 -31
leaf_value=-0.0019720112987646429 -0.00065152573933063189 -0.0016044883518218321 -0.0022624845431706837 0.0013700812176989123 0.001978641996148521 0.00082128250198118557 -0.0017423063392694429 0.0022344486509030571 -0.0018415155937466753 0.00011099289476226836 0.00020296416467680781 0.00068496653461385217 0.0020658720203014648 -0.00025281160456805776 -0.0024926449624372861 0.0014504979334793479 -0.00040446141429677782 0.0018886159727107359 -0.0020577467213565973 0.0026421712367642059 -0.00040472662192562732 -0.001372153597488439 0.0012759502589174557 0.0012609190652278102 -0.0019125035218202212 0.0007790140778102659 -0.00086927431023496257 0.0004341679915630662 0.00090321879368889359 -0.0023371467407963704
leaf_weight=0.63442830485291779 1.5710088065825405 1.5721386605873693 3.0544150460627852 1.7974350131116796 3.0760682299733144 1.1061664260923896 5.7371127704973333 1.4857860989868701 2.6870952816680065 0.93057374935597659 209.22237223596312 8.3308532908558828 1.2710957890376446 2.8295605885796222 3.9694363726302977 3.0850655436515799 6.0664595719426861 1.0827305275015513 2.3147918686736366 0.57253777980804466 2.8098866688087574 1.9852367788553236 3.648733539506793 8.4496435327455419 3.6453974337782702 4.2618568465113622 6.5252434117719531 7.534322061575951 7.801110071828588 2.839801762253046
leaf_count=66 70 29 149 20 11 8 255 5 71 23 1341 44 6 37 80 18 69 12 106 1 107 49 18 45 52 18 54 53 49 34
internal_value=0.000105921 -0.000297209 -0.000872122 -0.000496119 0.000332895 -0.000849322 -0.00132792 0.00014481 -0.000226915 -5.25609e-05 0.000184706 -0.000197787 -0.00087555 -0.00135925 -0.00199818 0.000205041 0.000225925 0.000384857 -0.00127823 0.000216777 0.000597292 0.000920546 0.00034284 0.000189688 0.000148178 -0.000646043 -0.000218055 0.000538389 0.000202486 -0.000324449
internal_weight=311.898 27.4409 14.3489 11.2945 13.0921 9.49702 6.84328 284.457 27.5709 24.8838 256.887 23.398 9.00067 7.72957 4.90001 253.365 14.3973 2.65374 3.52176 1.20697 11.5199 8.71004 5.63397 250.28 223.655 14.4325 10.7871 26.6249 18.1752 10.3741
internal_count=2900 728 514 365 214 345 263 2172 335 264 1837 259 146 140 103 1664 113 82 173 67 185 78 67 1646 1465 124 72 181 136 87
is_linear=0
shrinkage=0.00192234


Tree=485
num_leaves=31
num_cat=0
split_feature=4 4 3 4 4 0 4 3 3 0 4 3 3 3 2 3 1 0 0 0 2 1 3 3 3 0 2 3 3 4
split_gain=0.252541 0.972564 0.67946 0.782341 1.50582 0.906763 0.702009 0.647268 0.637114 0.622168 1.50745 1.17895 0.748715 1.11048 1.31722 0.613578 0.572605 1.12126 0.520916 0.625036 0.885225 0.750462 0.61118 2.63604 1.6575 3.11825 1.26853 2.11772 1.75972 3.33433
threshold=48.988717865950008 48.680511450650009 -0.52484999999999993 45.90502654165001 47.673928029900004 97.32487278035002 40.21994457600001 0.074640000000000026 0.079095000000000013 103.44649194340002 44.710446918150005 -0.21013499999999999 0.086230000000000015 0.086355000000000029 -0.0086649999999999991 0.079785000000000009 55.855406118200008 110.50907145210002 75.994645973400011 67.04476885710001 -0.16297999999999999 56.229101798300007 0.084365000000000009 0.083905000000000021 0.085495000000000029 91.523180134850023 -0.062629999999999991 0.076080000000000023 -0.082159999999999997 42.541806567400009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 9 7 -6 -1 -5 16 18 11 -11 -13 -14 -15 -10 -2 -18 19 -4 21 -21 23 26 25 -24 28 -28 -20 -30
right_child=8 -3 3 4 5 -7 -8 -9 15 10 -12 12 13 14 -16 -17 17 -19 22 20 -22 -23 24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.042844616959071012 0.0039397620821148985 0.014636652892594141 0.025671394097709035 -0.013118882285739042 -0.010553481018458205 0.019278821972192182 -0.0003370326673872986 -0.041101816998855116 0.028824013177040409 0.012770897519170345 0.023603815371672433 -0.036383724432970915 0.033762476896508284 -0.038349473107262333 0.0063944352741582998 -0.0039337790769492396 -0.029246533974822683 0.0063717340955965892 0.0075732641553532751 0.022907976996050933 -0.035481611804475482 -0.034389475003936854 -0.044438504502497721 0.03696518699741793 0.00082505333277823169 0.001787849180455655 0.0010496693952563487 0.021735983860558243 -0.018984694985626653 0.0051121399644273998
leaf_weight=0.81612492608837672 1.9872088618576507 5.2341378265991798 0.40456461545545552 2.0638312380760895 2.4390038084238768 2.0677626302349381 0.89430689031723887 1.620907897071447 1.0102279328275474 1.410515169467544 1.375799410510808 2.1680210651393264 0.5070606003282595 1.6992303309671115 1.2573492573210387 1.6598921300319487 2.9434729954227805 1.4483458276954477 16.34753625432495 0.74372340529225811 1.4760011241305615 0.37901030422654003 2.6018615106586358 2.5420875463169059 138.2116275850567 4.1736910734325647 14.573666940210389 8.6683047684491594 12.056511972565206 13.22514106496237
leaf_count=33 13 33 10 50 23 30 45 51 17 75 12 196 4 148 59 47 125 40 149 29 91 32 26 13 1105 33 138 72 115 86
internal_value=0.00030251 0.000508309 0.000191911 0.000345334 -0.00971413 0.00313396 -0.0206193 -0.0254285 -0.00513193 0.000713494 -0.00812523 -0.014324 -0.0211102 -0.01155 -0.0193212 0.00845998 -0.0108212 -0.0175002 0.00105891 -0.0126467 -0.018612 0.00356561 0.00125271 0.00385984 4.04936e-05 -0.0159634 0.00256255 0.00876482 -0.000900239 -0.00637935
internal_weight=248.007 238.958 233.724 232.013 8.19151 4.50677 1.71043 3.68474 9.04915 223.822 8.41798 7.04218 5.63166 3.46364 2.95658 2.67012 6.37903 4.39182 215.404 3.0033 2.59873 1.12273 212.4 67.4132 144.987 6.77555 64.8712 23.242 41.6292 25.2817
internal_count=2900 2658 2625 2547 154 53 78 101 242 2393 494 482 407 211 207 64 178 165 1899 162 152 61 1737 573 1164 59 560 210 350 201
is_linear=0
shrinkage=0.0331409


Tree=486
num_leaves=31
num_cat=0
split_feature=0 1 0 3 3 2 2 3 4 1 4 2 3 3 4 1 0 2 1 1 1 4 1 3 2 2 2 3 3 3
split_gain=0.260244 0.352618 0.42673 0.237615 0.757795 0.448095 0.778513 0.62657 0.391546 0.731877 0.574469 0.482581 0.376077 1.3467 1.59965 0.974556 1.43155 1.11888 0.664619 0.956203 1.31788 1.06393 0.837338 0.709817 0.457602 0.453706 1.59818 1.79169 1.4686 3.39125
threshold=114.06859001680002 89.264875305300009 122.45926784190002 -0.27223499999999995 -0.27687999999999996 -0.068524999999999989 -0.23361999999999997 -0.5582649999999999 32.785955158400007 69.276189105400007 34.542090938800008 -0.081844999999999987 -0.098985000000000004 -0.087385000000000004 38.052786106700005 73.365333921800001 93.679323555450011 -0.033594999999999993 61.998532946250002 57.129735272050006 55.855406118200008 49.49736495185001 62.057679025150001 -0.22831499999999999 -0.094344999999999998 -0.065399999999999986 -0.074434999999999987 0.092095000000000024 0.083795000000000022 0.086520000000000027
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 5 6 7 -1 9 -5 11 -10 15 14 -14 16 18 -17 19 20 21 -12 -20 -24 -25 26 -15 -28 -27 -30
right_child=1 2 -4 8 -6 -7 -8 -9 10 -11 12 -13 13 25 -16 17 -18 -19 22 -21 -22 -23 23 24 -26 28 27 -29 29 -31
leaf_value=0.0011406873588656317 -0.03931391926384914 0.005568808184625385 -0.036521679412481765 -0.002043331002226598 -0.040649659870939436 -0.023990421849203719 0.016334398957363657 -0.044024778753869766 0.019503970062534806 -0.044711901755591137 -0.046422625991032786 -0.00069502107129460183 0.010448529890297285 -6.328476643556043e-05 -0.046859662106820382 0.021491398540013616 -0.025573402829107854 -0.0088930360335679123 0.028179466957249464 -0.019247440995779852 0.020866659568466329 0.011351350049178774 -0.0068657700978472878 0.024414742129079396 0.0027205938187940368 0.01273710086909258 -0.041162619264589535 -0.0039907893916002052 -0.032422380640233103 0.0023666258651679297
leaf_weight=1.057792890002019 0.4634325959195843 1.2689177370375544 0.39522452955861798 1.9616709210677066 0.72051623102743079 0.92731688474304963 2.3617889503948395 0.60355717234779138 3.68098478554748 0.67635726937442076 0.85349758563098521 2.4747210558271027 0.97418208455201183 123.38913805806078 1.6273685336927881 6.4368474786169827 2.4068820094689718 1.9835402560420314 2.2481252700090399 3.2350185262039304 2.7737148813903332 0.74855870753526688 4.0731850182637563 2.3407887043431392 2.5326694664545357 14.075454875594003 2.5372361751215058 4.4990219067549333 3.7757653114967971 49.017045188578777
leaf_count=25 33 120 129 39 31 42 27 31 38 57 56 33 10 1153 48 62 47 36 10 33 16 3 39 18 24 150 24 34 72 460
internal_value=0.000290744 -0.0120265 -0.00442745 0.000398148 -0.00675756 -0.00182472 0.00328439 -0.0152676 0.000568421 -0.012983 0.000720104 0.0113836 0.000434121 -0.000117139 -0.0253999 0.00415277 0.000111315 0.0143339 0.00339865 -0.00466602 0.00611406 -0.0194278 0.00888143 0.00403219 0.0131406 0.000216244 -0.000998292 -0.0173947 0.00258518 -0.000121499
internal_weight=246.12 2.12757 1.66414 243.993 5.67097 4.95046 4.02314 1.66135 238.322 2.63803 235.684 6.15571 229.528 199.895 2.60155 29.6328 21.2124 8.42039 18.8056 7.61079 4.37577 1.60206 11.1948 8.94664 4.87346 197.294 130.425 7.03626 66.8683 52.7928
internal_count=2900 282 249 2618 156 125 83 56 2462 96 2366 71 2295 1951 58 344 246 98 199 108 75 59 91 81 42 1893 1211 58 682 532
is_linear=0
shrinkage=0.0353713


Tree=487
num_leaves=31
num_cat=0
split_feature=0 3 0 1 3 4 3 1 2 4 3 1 4 1 0 1 4 2 3 3 2 2 2 3 1 1 3 2 2 4
split_gain=0.26279 1.98632 1.89437 1.46968 1.55326 1.21754 1.83903 1.72453 2.43845 1.10436 0.914526 0.831299 0.789883 1.65476 2.11343 1.60719 1.4243 0.993507 1.87197 2.40276 1.6 2.86169 2.28485 1.82041 2.10822 1.34202 3.64925 1.33556 1.66553 1.09015
threshold=90.837623311600012 0.25847000000000003 90.337570099350003 67.649671936450019 0.084795000000000023 38.592454371550012 0.087205000000000019 65.004229136100022 -0.14380499999999999 39.852039223600009 0.21240500000000004 68.961639504150014 40.12915366295001 62.057679025150001 86.103248543850015 61.82916008405001 40.496232821400007 -0.0039949999999999994 0.09660500000000001 0.077330000000000024 -0.033594999999999993 -0.058529999999999992 -0.065399999999999986 0.096845000000000028 62.55235532115001 62.116825104000007 0.086520000000000027 -0.086339999999999986 -0.117115 41.919251152600005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 5 4 -2 6 -1 12 -9 -6 11 -5 13 14 15 -7 -14 20 19 -19 21 22 23 24 25 -18 -27 28 -25 -22
right_child=1 -3 -4 10 9 7 -8 8 -10 -11 -12 -13 16 -15 -16 -17 17 18 -20 -21 29 -23 -24 27 -26 26 -28 -29 -30 -31
leaf_value=-0.0067480164888915808 0.001308586641060926 -0.046607888732068448 0.020942578585002793 0.013215788694325619 -0.0084534513740469053 0.0042071227728885229 0.016807170906236929 -0.0015074995819121153 -0.056528935487063309 -0.050371241119400105 0.031801291687849911 -0.00067929402057877836 0.017951205073472028 -0.030779163402994195 0.02287525614465697 -0.034357288207401269 0.0026824100343577025 0.015141880805594787 0.0077589663848778934 -0.053934495661835051 0.031850555450515183 -0.032953314497634473 0.028027861454296879 -0.025095940012822431 0.027645942266285188 -0.043479541883456437 0.0092743186362067107 -0.036786753127456086 0.009411200850567597 0.0031750048151016636
leaf_weight=7.2155966880964142 3.4431380769237867 1.351805536825849 6.7265858994796863 6.5785500099882475 1.4823411777615549 3.2787238303571922 13.745046511525286 2.890860442770645 1.9093164598452848 2.2731943135149777 1.3274302708450694 93.605017493955529 6.599031886085867 3.5781947905197731 3.475741159170866 2.9137188717722893 37.808053010900032 1.0215808675275178 2.8910976499319077 2.4259955817833543 3.7526010964065781 3.7616203380748621 4.1613592952489915 3.7891631387174121 4.2375665595754972 3.4395076921209684 4.1073696799576283 2.9130324386060229 4.2212957311421624 3.8183945792261511
leaf_count=121 34 40 46 49 9 21 82 39 50 41 15 1545 39 26 16 23 295 64 23 48 27 34 19 25 19 29 20 20 28 53
internal_value=0.000279595 -0.00108998 0.00139881 -0.00052396 -0.017021 0.00037139 0.00869842 -0.00125991 -0.0233928 -0.0338259 0.000645934 0.000233126 -0.000220303 -0.00882799 -0.000703857 -0.0139385 0.00106158 -0.000291873 -0.014663 -0.0334659 0.000906577 -0.000916685 0.000946559 -0.000915677 0.00215986 -0.000221331 -0.0147684 -0.0148786 -0.00691161 0.0173882
internal_weight=244.743 110.061 134.681 108.71 7.19867 127.955 20.9606 106.994 4.80018 3.75554 101.511 100.184 102.194 13.2464 9.66818 6.19244 88.9477 82.3486 6.33867 3.44758 76.01 68.439 64.6773 60.516 49.5925 45.3549 7.54688 10.9235 8.01046 7.571
internal_count=2900 1733 1167 1693 84 1121 203 918 89 50 1609 1594 829 86 60 44 743 704 135 112 569 489 455 436 363 344 49 73 53 80
is_linear=0
shrinkage=0.0377832


Tree=488
num_leaves=31
num_cat=0
split_feature=0 1 1 4 4 3 3 0 0 4 4 0 4 1 1 1 1 4 4 2 2 2 4 2 4 2 1 1 2 2
split_gain=0.236335 1.73775 1.19182 0.942408 0.65811 1.69649 1.12388 1.63693 0.653542 1.19743 1.07187 0.967494 3.29029 0.638469 0.852205 1.70631 1.59842 1.91089 1.29246 2.26813 3.70831 5.9458 2.38944 1.41619 1.5072 2.0083 1.26177 1.26203 0.576453 1.51827
threshold=85.678472159250006 62.00390986255001 64.071334164850015 40.79983011445001 35.131296350900008 0.11207500000000002 0.10332500000000001 83.680947768350009 85.839779647100016 42.072181850200003 43.45354240915001 86.001087134900004 40.532725462000009 61.885617704800005 63.910026677050006 64.221887820150016 62.837331883000012 39.749124837650008 43.19689381845 -0.068524999999999989 -0.12350999999999999 -0.08756499999999999 42.654057868200006 -0.058529999999999992 41.495754733000005 -0.022239999999999999 64.434276012450013 64.84561010645001 -0.59511499999999995 -0.5422499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 -3 -4 6 -6 7 -1 9 -2 -11 12 -10 -13 16 -16 17 -15 19 20 -19 -22 -23 -21 -25 -26 -17 -28 -29 -30
right_child=8 2 3 -5 5 -7 -8 -9 11 10 -12 13 -14 14 15 26 -18 18 -20 23 21 22 -24 24 25 -27 27 28 29 -31
leaf_value=-0.04430896435778986 0.017066135413318518 -0.041677684922735631 -0.041767063909111647 0.0070825486521609903 0.0013826280081652596 -0.036605857962428268 0.040564089663203087 0.04107772980670539 0.0046054509597826922 -0.018761848409728749 0.011538148973484571 -0.020627972534494245 -0.048819894663899757 0.026267057682280888 -0.037345943112312451 0.030469504221899556 0.024158600052147049 0.011996445708910949 0.014441108419907037 0.026369783023354479 -0.066220187738617445 -0.023724827038599128 0.011440807723856437 0.013421658606184328 0.009402826203687608 -0.037949180286626298 -0.033819673194445107 0.0091292654764160534 -0.025376960532983588 -0.00020075596858757126
leaf_weight=0.70253822562517887 8.6152695715427381 2.3464841108070678 0.72880944306962225 2.0058563255006447 26.815833933243997 1.6916434690356243 1.4228676110506056 0.53560282289981842 4.6651842817664138 3.2468185899779192 3.0789816472679377 1.8871719641610969 2.3445946876890957 4.2404106408357611 1.6987251937389363 1.7870713919401158 5.2217633202671996 6.6601281464099857 7.3341797925531855 4.215609408915042 3.1078512668609592 5.9901508986949938 4.6425870209932327 6.119178235530855 2.44908832758665 2.4009808050468573 1.5350168831646431 8.2729381461613212 3.3378338414331656 113.36024206061484
leaf_count=47 38 71 25 39 341 21 7 2 24 24 18 17 39 19 15 10 33 28 32 18 25 37 19 36 17 25 13 104 98 1658
internal_value=0.000248929 -0.00249071 -0.0224417 -0.00593625 0.000761737 -0.000871622 0.01826 -0.00737185 0.000730527 0.00814124 -0.00401381 0.000151641 -0.013264 0.000662007 0.000882312 -0.000714192 0.00484422 0.00270566 0.000377822 -0.00252062 -0.0105342 -0.0214549 -0.00837041 0.00824554 0.00128018 -0.0140383 -0.000229152 -0.000662812 -0.000255547 -0.000920853
internal_weight=242.461 36.2496 5.08115 2.73467 31.1685 28.5075 2.66101 1.23814 206.212 14.9411 6.3258 191.271 7.00978 184.261 182.374 129.992 52.3819 47.1602 42.9198 35.5856 20.4007 13.7406 10.6327 15.1849 10.9692 4.85007 128.293 126.506 124.971 116.698
internal_count=2900 553 135 64 418 362 56 49 2347 80 42 2267 63 2204 2187 1898 289 256 237 205 109 81 56 96 78 42 1883 1873 1860 1756
is_linear=0
shrinkage=0.0367914


Tree=489
num_leaves=31
num_cat=0
split_feature=0 2 2 3 0 0 0 4 1 3 3 2 1 0 0 3 1 3 2 0 4 3 4 3 1 0 4 2 1 0
split_gain=0.22261 0.275754 0.40554 0.419942 0.275804 0.216291 0.799381 1.17266 0.764173 0.990271 1.38896 0.842929 0.734115 2.04002 0.921739 0.684463 1.54748 0.918267 0.860467 1.4916 0.905213 0.578703 0.680851 0.668634 0.801576 0.549642 1.70253 2.60769 0.520555 0.801489
threshold=113.28087178455002 -0.012769999999999998 -0.046474999999999995 -0.397505 116.55541378745001 85.716110573100011 85.807518149550006 41.902916368500009 61.993156030000002 0.10332500000000001 -0.17732499999999998 -0.5422499999999999 61.971648364950006 85.447264760050004 84.95796538030001 0.099780000000000021 58.549241164900003 0.093295000000000031 -0.013805 76.591483678350016 44.921040431000009 -0.11050499999999999 48.680511450650009 -0.25445999999999996 55.788194664950005 86.001087134900004 39.56957118270001 -0.08725999999999999 61.885617704800005 86.232294534150014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 3 -2 -5 8 7 -7 12 10 -10 -12 13 14 15 16 18 -18 19 21 -20 23 -23 24 -1 26 -8 -28 -27 -30
right_child=1 -3 -4 4 -6 6 25 -9 9 -11 11 -13 -14 -15 -16 -17 17 -19 20 -21 -22 22 -24 -25 -26 28 27 -29 29 -31
leaf_value=0.016384460768214305 0.038818990830343847 -0.043653590940234938 0.034941269537276526 -0.0077550492320947063 -0.044556906179104364 0.025980769376744869 0.020347406745763397 -0.0040385563218868423 0.0066341672173764656 0.010131517309426522 0.0061844071546775445 -0.04636993699233713 0.024026097824237615 -0.027615699780608013 0.016816339557722649 0.01178368687794765 -0.050957553218286586 -0.0029986214179964625 -0.048253927570342109 0.033397857040024813 0.025799045249068901 -0.047690865521341774 -0.0002594507584189503 0.012175050880630747 -0.049731897268689249 -0.020655342399398494 0.0059366395128872896 -0.047095449407338681 0.011549692220046998 0.00034719109000342795
leaf_weight=0.53731927456101958 0.22020258195698317 0.39953155615512415 0.34338087425567221 0.8698678373621076 0.58207617521475186 5.1292911246418935 2.3434321582317335 3.9401820637285709 1.7964968988671897 2.0878331195563078 0.62730919942259777 3.1320209049154069 2.1043214425444594 4.3026296081952742 6.3747697668150058 4.9947527609765521 1.8161487836623558 1.0964184403419492 1.0697394684539236 2.4438705327920616 0.38419840484857548 0.97244796005543266 1.1095995008945463 3.8195057173725222 0.75558321946300566 1.906751294620334 3.1352153606712818 3.217097972985357 11.704437085427342 166.75251778328675
leaf_count=18 2 100 7 46 149 20 10 21 23 22 6 110 13 36 32 33 71 8 81 12 3 41 12 30 29 17 24 41 67 1816
internal_value=0.000253825 -0.0122466 -0.00602084 -0.0144326 -0.0225087 0.000380908 0.000937915 0.012939 -0.00241831 -0.0141661 -0.0232969 -0.0376003 0.000407127 -0.00126764 0.0032001 -0.00136844 -0.00605908 -0.0329037 0.000989687 0.0054662 -0.0286857 -0.00402185 -0.0224129 0.00346799 -0.0222545 0.000362202 -0.00979965 -0.0209212 0.000852128 0.00108193
internal_weight=239.969 2.41506 2.01553 1.67215 1.45194 237.554 198.129 9.06947 39.425 7.64366 5.55583 3.75933 31.7813 29.677 25.3744 18.9996 14.0048 2.91257 11.0923 9.63833 1.45394 7.19446 2.08205 5.11241 1.2929 189.059 8.69575 6.35231 180.364 178.457
internal_count=2900 304 204 197 195 2596 2016 41 580 161 139 116 419 406 370 338 305 79 226 142 84 130 53 77 47 1975 75 65 1900 1883
is_linear=0
shrinkage=0.0413819


Tree=490
num_leaves=31
num_cat=0
split_feature=0 4 0 4 0 1 3 2 4 1 2 3 3 1 3 1 3 0 0 1 1 3 2 3 0 0 3 0 3 2
split_gain=1.28252 2.31108 2.51516 1.89338 1.85002 1.81706 2.54439 3.83022 2.89134 2.29866 1.88223 1.82249 3.83655 3.28881 2.31059 1.74062 2.01289 1.91487 1.7051 1.99445 1.7351 1.65081 1.84304 2.13704 1.61671 1.51635 1.43832 1.36652 1.34099 1.65323
threshold=93.972365491700018 38.238138001450004 94.964406541850011 38.386256906100009 95.071944867050021 71.787208999250012 0.089580000000000021 -0.11131999999999999 41.395309858300003 72.187789260650007 -0.048664999999999993 0.09117500000000002 0.087530000000000011 75.085947125300024 0.11906000000000001 70.182199495350019 -0.16319499999999998 86.530713386650021 96.588235252600015 72.953999827850012 77.52437864960001 -0.21013499999999999 -0.15895000000000001 -0.22831499999999999 101.23657936015002 95.502098167950024 0.12064000000000002 85.872041144650012 0.088165000000000021 -0.078219999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=15 2 -2 -3 -4 6 10 -8 -9 -7 -5 12 21 -13 -15 17 -17 26 -6 -20 -21 22 -11 -24 -22 -23 -1 -28 -14 -30
right_child=1 3 4 5 18 9 7 8 -10 11 -12 13 28 14 -16 16 -18 -19 19 20 24 25 23 -25 -26 -27 27 -29 29 -31
leaf_value=0.00010475344617989665 -0.0025419306291100657 0.0017422372358000559 0.0019571759969365644 -0.0017274986064940438 -0.0026754858631771977 0.0020538205586761371 0.0018499864564954973 0.00056091316369068298 -0.0024448397486372506 0.0016310810979260479 0.00048918027527495829 -0.0026757765027253535 0.002167034704895477 -0.00049147216949707497 0.0011140124228377095 0.00067998574884130171 -0.0024971145605210588 0.00044572511888145146 0.00089558065063163276 -0.0023920247880902111 0.00093752167953756128 -0.0023319567842579364 -0.0015784289547076714 0.0014892067139390302 -0.0011765612028439257 -0.00011983056993764113 -0.00016553460159021385 -0.0020257201476481432 -0.00044500288187446284 0.001582274973204267
leaf_weight=90.295858075725846 2.6462799687869873 2.6171420996543011 1.216646585613488 7.5884396233595908 1.4633412603288878 2.4658893235027781 3.4997887127101421 2.7111065648496133 2.4640880431979895 4.6728956568986177 1.9401054056361333 2.2775163240730789 4.5717511177062971 16.252047636924548 4.6503015812486401 1.3394379997625949 2.0134076501708469 88.586614872328937 3.5016052573919287 2.3070735970977676 2.39874333050102 1.3044956920202881 2.1326573146507148 1.605594456661487 3.7245444635045715 29.843576668121386 4.3303210549056521 2.519784227013588 2.7360958203207701 3.9865538821322843
leaf_count=779 41 15 5 102 19 12 15 19 41 31 19 28 19 174 37 14 73 455 16 58 20 44 51 13 240 443 29 29 30 29
internal_value=0.000104686 -6.29832e-05 -0.000740314 5.71311e-05 -0.000414034 1.05627e-05 -0.000559727 0.0002272 -0.000870229 0.000146267 -0.00127616 8.27304e-05 0.000295473 -0.000384 -0.000134288 0.000206288 -0.00122789 0.000232177 -0.000629402 -0.00037847 -0.000907655 7.20069e-07 0.000790223 -0.000260867 -0.000348388 -0.000212475 3.74448e-05 -0.000849797 0.00132786 0.00075718
internal_weight=303.664 114.578 17.2582 97.32 14.612 94.7029 18.2035 8.67498 5.17519 76.4994 9.52855 74.0335 50.8536 23.1799 20.9023 189.085 3.35285 185.733 13.3953 11.932 8.43036 39.5592 8.41115 3.73825 6.12329 31.1481 97.146 6.85011 11.2944 6.72265
internal_count=2900 1521 399 1122 358 1107 196 75 60 911 121 899 660 239 211 1379 87 1292 353 334 318 582 95 64 260 487 837 58 78 59
is_linear=0
shrinkage=0.00200836


Tree=491
num_leaves=31
num_cat=0
split_feature=2 2 2 0 1 1 4 2 1 2 0 3 3 2 1 0 0 1 0 4 2 0 3 3 2 2 4 3 0 3
split_gain=0.230237 0.727312 0.799099 1.01586 1.46207 0.78339 0.716189 0.545617 1.75811 1.20453 0.721433 0.642658 1.7318 1.94305 1.17804 1.83765 1.6954 2.72893 0.921613 1.67622 0.833009 0.788446 0.657185 0.636064 1.05579 1.43961 1.43496 1.39049 1.35223 0.94131
threshold=-0.62958999999999998 -0.59309999999999985 -0.50001499999999999 86.950112854950021 75.551050381850018 78.285212300550015 40.580626202750004 -0.26138499999999998 62.305017173150013 -0.25089499999999998 94.964406541850011 0.10500500000000003 0.10661000000000002 0.20327000000000003 61.966271448700006 86.280686780500005 91.144107538500023 70.085415002650009 99.744485097750015 36.82350895510001 -0.036264999999999999 98.615332683000005 0.11467000000000002 0.099010000000000029 -0.067574999999999996 -0.053019999999999991 41.66248410610001 0.10236000000000002 89.528344202050008 0.096995000000000012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 5 3 -3 -5 -2 -1 8 -4 10 -9 23 -13 14 -14 22 20 -18 21 -20 -17 -19 -16 29 26 -26 28 -27 -25 -11
right_child=1 2 7 4 -6 -7 -8 9 -10 11 -12 12 13 -15 15 16 17 18 19 -21 -22 -23 -24 24 25 27 -28 -29 -30 -31
leaf_value=0.0095025881525982788 0.0033894153583610442 -0.054507973779176787 0.034732716456234644 0.0040584155118192399 -0.043392704059334666 0.030036396649477472 -0.024671945918588761 -0.045595821490117566 -0.010804226510235718 0.00095216574808714089 0.0026519944873240799 -0.03473047282539371 0.0097205855096212223 0.030494699703670636 -0.018347211265312118 -0.0052955576564275245 -0.075208267715374019 -0.012228391827750191 0.021942462691234465 -0.057913462628419433 0.020053179686197374 0.022255553065899561 -0.054461265853639446 0.025607405396334125 0.035347545975586162 0.022463281266566777 -0.022810805955877565 -0.011811904056706957 -0.012209080426552572 -0.015627358328576778
leaf_weight=1.6558300338219845 4.8857723906403399 0.79394095297902723 2.6311688941204912 3.9040978386765346 1.2824549566430503 2.4690471400972456 2.0284874478820711 1.3609641937073313 2.4195085957690026 161.93403552775999 0.69653419993119303 2.6445845560228944 5.7650394486263457 2.4777939563500686 1.3927337704226403 3.7538764588534832 1.0692209415137766 2.4128191779600456 0.5840245267645513 1.1809602204011751 3.9608090221881849 1.6665284736081956 1.6209823149256406 3.292929805582391 3.7070734053850174 3.5894999204901961 3.182204706594348 3.451660105958581 2.4527832742605824 5.2561750553941229
leaf_count=28 41 24 19 39 70 43 21 33 41 2017 28 29 37 25 18 22 10 40 20 34 23 15 28 15 20 33 23 22 32 50
internal_value=0.000251162 0.000400575 1.6413e-05 -0.013892 -0.0076746 0.0123349 -0.009313 0.000390245 0.0129184 9.92592e-05 -0.0292623 0.000379726 -0.00501036 -0.00197393 -0.00541096 -0.0103556 -0.00470735 -0.0185734 -0.00821205 -0.0314895 0.00771878 0.00185927 -0.0377718 0.00120264 0.00775994 0.0159 -0.00203984 0.00566118 0.00946395 0.000430934
internal_weight=239.524 235.839 228.484 5.98049 5.18655 7.35482 3.68432 222.504 5.05068 217.453 2.0575 215.396 28.5294 25.8848 23.407 17.642 14.6282 6.91355 5.84433 1.76498 7.71469 4.07935 3.01372 186.866 19.6762 10.7482 8.92792 7.04116 5.74571 167.19
internal_count=2900 2851 2767 133 109 84 49 2634 60 2574 61 2513 301 272 247 210 164 119 109 54 45 55 46 2212 145 75 70 55 47 2067
is_linear=0
shrinkage=0.0385571


Tree=492
num_leaves=31
num_cat=0
split_feature=1 0 4 2 4 0 3 3 0 3 3 4 3 3 0 0 1 4 1 2 4 1 4 4 3 4 2 4 1 4
split_gain=1.46189 3.27569 1.65702 1.82524 1.50173 1.38682 1.84388 1.64604 1.55917 1.19862 1.291 2.55182 1.07555 4.56575 2.26218 1.53192 2.88263 1.45183 1.4289 1.11369 1.09856 1.47333 1.26413 1.56608 1.37819 1.0673 1.38916 1.15666 2.06448 1.73943
threshold=70.182199495350019 94.550383989750017 40.305698932850007 -0.16030499999999998 40.660558922250004 86.530713386650021 0.12064000000000002 0.25847000000000003 93.972365491700018 -0.04931 -0.101725 39.039757512550004 0.088165000000000021 0.091545000000000029 85.775256651950016 85.737618238150006 61.993156030000002 43.968221017800005 62.030794443850006 -0.092289999999999997 38.592454371550012 61.82916008405001 42.131954243650007 42.686561923500008 0.10273500000000002 37.572218886150004 0.11970500000000002 42.599563320500003 83.715897724050009 43.279086095950007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 -2 -4 -5 6 9 -8 -7 10 -1 -12 15 14 19 16 17 -11 -17 -14 -15 -22 24 -24 -23 26 -3 28 -27 -29
right_child=1 25 3 4 -6 8 7 -9 -10 12 11 -13 13 20 -16 18 -18 -19 -20 -21 21 22 23 -25 -26 27 -28 29 -30 -31
leaf_value=-6.8577522127976777e-05 -0.0028953213525858904 -0.00032185959246785377 0.0013530800045778221 0.0019673229877956271 -0.0024803730126111917 0.00051613203502638607 -0.0024301520235409787 -0.00015590104961490432 -0.0006501842944816237 4.7183596139417228e-05 0.0012682075986527506 -0.0027414279484458963 0.0011208778163364209 0.00125246657955123 -0.0033169561196897323 0.00021733832525888214 -0.001933653969463513 0.0017798497831954 0.0016272249894002083 -0.0015480285602245999 -0.0010484498554943205 0.0013110230745711723 -0.0018604655595153238 0.0003402513779236993 -1.4428085553701865e-05 0.0003924819112537217 -0.0026427562499073782 -0.0013403015061111078 -0.0012958331424860808 -5.1335693753256145e-06
leaf_weight=16.802935646381233 2.718556292820721 8.6167410447524144 1.4190270532853899 0.44359631091356311 2.2364067425951362 85.052863723598421 2.6236857217736533 3.7986024469137192 5.9822269324213257 7.6347939865663665 1.1140007065841921 2.5356565252877772 1.2257822323590519 5.6053097229450932 2.5566506646573544 5.620337910950183 2.7791354842483988 3.4119736226275563 9.3142150193452817 2.0167234614491454 4.0570101630874005 9.0050771813839692 2.3265611659735432 4.8926703194156289 6.6503165382891885 54.996873741969466 1.4724368953611691 5.6944569772749665 3.7740738294669418 28.929682719463017
leaf_count=250 46 247 19 2 89 455 33 25 58 54 17 63 15 30 26 25 52 14 31 31 34 41 26 37 33 393 61 81 206 406
internal_value=0.000125277 -7.59392e-05 -0.00155854 -0.000671956 -0.00174419 0.000245244 5.70679e-05 -0.001085 0.000439489 0.000140846 -0.000327139 -0.00151755 0.000283498 4.13387e-05 -0.00176376 0.000606283 7.66063e-05 0.000582346 0.00109664 -0.000539087 0.000363066 0.000177954 0.000395467 -0.00036898 0.000747979 2.1735e-05 -0.000660576 9.5443e-05 0.000284064 -0.000224722
internal_weight=295.308 110.302 6.81759 4.09903 2.68 185.007 93.9714 6.42229 91.0351 87.5492 20.4526 3.64966 67.0966 38.3361 5.79916 28.7605 13.8259 11.0468 14.9346 3.24251 32.5369 26.9316 22.8746 7.21923 15.6554 103.484 10.0892 93.3951 58.7709 34.6241
internal_count=2900 1550 156 110 91 1350 837 58 513 779 330 80 449 273 72 176 120 68 56 46 201 171 137 63 74 1394 308 1086 599 487
is_linear=0
shrinkage=0.00220822


Tree=493
num_leaves=31
num_cat=0
split_feature=1 0 0 4 3 1 3 3 0 4 2 2 1 3 2 2 1 2 0 1 2 3 2 0 4 2 2 4 4 1
split_gain=1.52387 2.78616 2.54665 2.01125 1.92528 1.87995 1.66477 2.43055 1.66477 1.57752 1.79474 4.13997 2.12562 2.27706 2.92636 3.15202 2.84402 3.2618 2.08793 2.33804 2.29608 1.95361 1.78941 1.68488 1.55773 1.29559 1.24126 1.67149 1.51607 1.34843
threshold=70.182199495350019 85.716110573100011 94.550383989750017 40.305698932850007 -0.16319499999999998 61.993156030000002 0.10332500000000001 -0.17732499999999998 93.972365491700018 40.621691032550004 -0.093604999999999994 -0.088099999999999998 64.434276012450013 0.083415000000000031 -0.083794999999999994 -0.077279999999999988 61.987779113750001 -0.024989999999999998 85.839779647100016 62.197478847950002 -0.13978499999999996 0.09660500000000001 -0.23155499999999998 86.597924839850023 40.305698932850007 -0.16030499999999998 -0.12835499999999997 38.238138001450004 39.268993001500007 62.009286778800011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 3 -2 -5 -1 7 -7 9 24 18 -12 13 23 -15 -16 -17 -18 -11 20 -20 -14 -21 -13 26 -6 28 -28 -3 -29
right_child=2 8 -4 4 25 6 -8 -9 -10 10 11 12 21 14 15 16 17 -19 19 22 -22 -23 -24 -25 -26 -27 27 29 -30 -31
leaf_value=5.3749393274887167e-05 -0.0025549788102857247 -0.00076903380544874375 3.5368697226529845e-05 0.0014660437383917488 0.00078118536478235709 0.00029372976892571141 0.00049200538765678244 -0.0019354535796889324 -0.00059355607905976543 0.0019570602617329565 -0.001720270479223261 0.00031317901078316046 -0.0024664187044174863 0.0013669611425805939 -0.0014632769138382125 -0.0014525389664960138 0.0010820972722959926 -0.0006970986683367006 0.00054741717105629664 -0.00022534251081407034 -0.0014284240403324485 0.00029479428322821066 0.0013095944947178577 0.0017700216152580152 0.0014750577029564241 -0.0021864969902667588 0.0011029901185846019 0.0010208930256538364 0.00068321570372814144 9.7033170979374008e-06
leaf_weight=41.191357230301946 2.6060797607060513 5.5454761367291194 106.45346437027911 1.4499620981514452 0.7963335784152149 2.709239052142947 2.7537028826773158 6.147531996946781 6.4524625279009333 4.0041035339236286 4.716192238032817 6.0546257719397527 2.1045562084764238 5.4411847293376843 5.9965526722371534 3.5525607913732697 11.535216413438322 6.0338145373389116 4.9491933528333902 3.9697028249502209 4.1634317860007304 1.852106526494026 11.043135330080981 6.154755212366581 7.8608999699354163 1.9517821092158558 20.223192751407623 7.4500212892890003 5.5096123293042183 15.871995225548742
leaf_count=419 46 32 1394 15 14 23 20 113 58 11 32 27 33 18 38 26 46 45 23 36 23 12 46 22 34 81 76 29 23 85
internal_value=0.000143301 0.000244848 -3.89654e-05 -0.00120195 -0.000362017 -0.000142677 -0.000839556 -0.00125356 0.000380823 0.000424474 0.000244907 3.38964e-05 0.000203685 0.000325436 5.46418e-05 -0.000208672 0.000147519 0.00047106 0.000645793 0.000428162 -0.000355317 -0.0011739 0.000903726 0.00104757 0.000658978 -0.00132654 0.000541485 0.000690447 -4.52647e-05 0.000332719
internal_weight=316.544 203.287 113.258 6.80416 4.19808 52.8018 11.6105 8.85677 150.485 144.032 81.5711 53.4416 48.7254 44.7687 32.5593 27.1181 21.1216 17.569 28.1296 24.1255 9.11263 3.95666 15.0128 12.2094 62.4612 2.74812 54.6003 43.5452 11.0551 23.322
internal_count=2900 1350 1550 156 110 575 156 136 775 717 438 299 267 222 173 155 117 91 139 128 46 45 82 49 279 95 245 190 55 114
is_linear=0
shrinkage=0.00196078


Tree=494
num_leaves=31
num_cat=0
split_feature=0 0 2 0 4 4 0 0 4 1 3 3 3 1 2 4 3 4 4 3 3 3 4 2 4 4 3 3 2 2
split_gain=1.00044 1.82898 2.16252 1.44652 1.57662 1.8278 1.71886 2.57614 1.71151 2.56559 2.06032 2.10032 1.54318 1.50505 1.4325 1.88064 1.51275 2.57766 2.37012 1.36562 1.68723 1.32811 1.30879 1.30364 1.24973 3.39233 2.55891 1.23143 1.16204 4.33999
threshold=93.972365491700018 94.550383989750017 -0.14739999999999998 86.530713386650021 44.015822920550008 43.124157941850008 91.410264893400026 90.437043050150024 41.495754733000005 64.654729579150015 0.10133000000000002 0.087605000000000016 0.12064000000000002 61.93938686740001 -0.12835499999999997 39.344049039350004 0.10575500000000003 36.173488152900006 38.771633980050005 -0.04931 -0.082159999999999997 0.092425000000000021 42.37975859965001 -0.055714999999999994 43.45354240915001 42.898324343550009 0.08594000000000003 0.082325000000000023 -0.058529999999999992 -0.069554999999999992
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 12 5 8 7 -6 9 21 11 22 19 -14 15 -11 17 -16 -19 20 -1 -5 -10 -20 25 -21 -27 -26 29 -3
right_child=1 28 -4 4 6 -7 -8 -9 10 14 -12 -13 13 -15 16 -17 -18 18 23 24 -22 -23 -24 -25 27 26 -28 -29 -30 -31
leaf_value=-0.00019052901300067025 0.00032975236273107488 -3.3555203570784273e-05 -0.0019293928903129037 0.0006404390579771189 -0.001801323874971378 0.0013426110633094474 -0.002328279859489558 0.0018721533437564234 -0.00059493084059314492 -0.0013778335012454093 0.0011553125386420155 -0.0012853507801644762 0.00012664325989770081 -0.0017239423537585624 0.001635127671748051 0.00067221776272297161 -0.00061841614794227854 -0.00067410865361148262 0.0013726721147161521 0.00026425838058704383 -0.0025404183895359352 0.0017451344723446456 0.00080081399830646131 -7.102458459642028e-05 -9.213180695480528e-05 0.00019616331010748834 -0.0027680347027177381 0.0012310793387568452 0.00031483948650367255 -0.003078926985359394
leaf_weight=20.034884452121336 2.8585896454751492 71.190921951463679 4.2141682328656307 8.9629498347640055 1.4293486488750198 8.4024955903878418 1.724250088445842 1.6570191646460442 5.1722306273877674 4.3919780626892999 4.1419416461139908 6.8415353223681441 3.3112901356071225 3.786970566958189 7.3697972521185973 3.0465163625776768 4.5462386086583129 7.0866552740335491 6.5920843482017544 52.643772042822093 1.308456758968531 8.5459549129009229 5.6514202316757292 4.064476056490089 4.1634211391210547 2.0465698335319749 2.7354553546756506 8.8089920615311694 38.912409318232676 1.9321498306235287
leaf_count=309 37 917 63 50 37 40 46 10 32 35 18 39 17 41 29 13 23 38 29 329 22 36 27 34 28 13 40 44 467 37
internal_value=0.000116342 -2.74941e-05 -0.00101632 0.000207244 0.0003917 0.00045503 -0.000724868 0.000170904 0.000357431 0.00054705 -0.000117389 -0.000415798 3.99813e-05 -0.000860657 0.000248493 -0.000538213 0.000445797 0.000638453 0.000224475 0.000109666 -0.000334589 0.00117963 0.000133838 0.000822038 0.000244355 0.000117389 -0.00149944 0.000806402 3.49299e-05 -0.000114024
internal_weight=307.575 119.108 7.07276 188.467 89.6269 84.8163 4.81062 3.08637 76.4138 54.6067 21.8071 17.6652 98.8398 7.09826 37.0977 7.43849 29.6593 25.113 17.7432 91.7416 21.3433 17.5089 10.8237 10.6566 70.3982 57.4258 4.78203 12.9724 112.035 73.1231
internal_count=2900 1521 100 1379 536 443 93 47 403 287 116 98 843 58 201 48 153 130 101 785 331 86 59 63 454 382 53 72 1421 954
is_linear=0
shrinkage=0.00200494


Tree=495
num_leaves=31
num_cat=0
split_feature=1 0 0 4 3 4 2 4 4 2 2 2 4 4 3 4 1 3 4 3 3 1 4 4 3 3 4 2 0 1
split_gain=1.40115 2.85952 1.97598 2.08349 1.90456 1.82279 1.82882 1.58977 1.55417 1.97695 2.96023 2.52941 2.06409 2.40903 2.0366 1.71373 3.58458 1.48132 1.46914 1.40105 1.70844 1.35181 1.32514 1.4794 1.17933 4.02191 2.09382 3.17847 1.66137 2.96138
threshold=70.182199495350019 94.550383989750017 86.530713386650021 44.015822920550008 0.12064000000000002 40.305698932850007 -0.16030499999999998 40.742467179200005 43.19689381845 -0.068524999999999989 -0.022239999999999999 -0.095019999999999993 39.685256516350002 42.049402686800001 0.082975000000000021 38.175120519550006 64.071334164850015 0.25847000000000003 47.833738492450003 -0.04931 -0.082159999999999997 65.036490633650018 39.268993001500007 41.24714903835001 0.087725000000000011 0.091545000000000029 41.468518788800004 -0.092864999999999989 85.737618238150006 61.993156030000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 4 8 19 -2 -7 -8 9 11 -11 14 -13 -14 -4 -12 -17 -6 -5 20 21 -1 -16 -24 28 26 -26 -28 29 -21
right_child=1 -3 3 18 17 6 7 -9 -10 10 15 12 13 -15 22 16 -18 -19 -20 24 -22 -23 23 -25 25 -27 27 -29 -30 -31
leaf_value=-0.00031933125504609135 -0.0024362296412943248 2.4380600170634088e-05 -0.00044479231214046561 -0.0015163725609712191 -0.0019910559548653932 0.0012748304127009359 0.0014793959527154255 -0.0020957537366135199 0.001313221275722989 0.0014220774379230046 0.00098815838268605976 0.00039750634405664504 -0.0021781969498211708 -0.00027669573230083069 0.00011100998625723053 0.00080797150538020784 -0.0011045313016146774 -0.00019834373512016854 0.00038409344131686343 0.00050889726843911199 -0.0023961821733441951 0.0016081401460824169 0.0015039039091280443 0.0002511556406097203 -0.0028687712930452166 0.00029393764426517748 0.0012334375130139729 -0.0018064565960006587 0.00097430005610305969 -0.0015940779438188631
leaf_weight=18.888900460908197 2.7044795646797857 105.3895187645976 6.5686141699552527 3.2888763374648979 2.7964997673407188 1.4328648750670252 0.55639874376356635 2.1445194557309151 7.2694415152072898 13.740742504596708 8.2963274270296115 6.3899595066905084 3.7177291661500913 6.511171892285347 7.6632625907659557 7.38704616576433 6.5828907769173384 3.9489436782896519 2.5767154870554805 11.292155320756139 1.3251554891467083 1.387324304319917 9.7938709706068021 5.0875271260738364 2.0514082866720846 33.722067076247185 2.0082563683390617 3.1191844388376921 14.302906960248945 3.0130182188004246
leaf_count=301 46 1394 41 53 33 19 4 87 31 58 34 27 26 32 35 42 55 25 21 66 22 7 33 25 26 201 11 43 52 50
internal_value=0.000115158 -5.22497e-05 0.000212641 0.000406446 2.47413e-05 -0.00123326 -0.000446223 -0.00135926 0.000478142 0.000403874 0.00073419 0.000143801 -0.000442841 -0.000967803 0.000478676 0.000309688 -9.32349e-05 -0.000941559 -0.00068151 9.62823e-05 -0.000322948 -0.000187451 0.000747738 0.00107562 0.000226567 2.12599e-05 -0.00125962 -0.000615826 0.000520094 6.59594e-05
internal_weight=304.958 112.228 192.73 94.8742 97.8558 6.83826 4.13378 2.70092 89.0086 81.7391 36.007 45.7321 16.6189 10.2289 29.1133 22.2663 13.9699 6.74544 5.86559 91.1104 21.6014 20.2762 22.5447 14.8814 69.509 40.9009 7.17885 5.12744 28.6081 14.3052
internal_count=2900 1550 1350 513 837 156 110 91 439 408 189 219 85 58 134 131 97 58 74 779 330 308 93 58 449 281 80 54 168 116
is_linear=0
shrinkage=0.00188464


Tree=496
num_leaves=31
num_cat=0
split_feature=4 4 2 3 0 0 4 0 1 4 0 4 4 4 2 3 1 2 0 2 4 4 4 4 4 2 1 3 3 0
split_gain=0.249632 1.07474 1.26667 0.744599 0.483899 1.01455 0.48372 0.63954 1.12255 1.47419 1.77724 1.46028 1.35267 1.04381 0.724388 0.458113 0.367694 1.73183 2.22236 1.19826 0.823351 0.755688 1.90395 1.15512 1.69261 1.11151 1.43025 1.62995 1.62303 1.40287
threshold=49.275256100300005 49.49736495185001 -0.15726999999999999 0.079095000000000013 85.57362229215002 110.50907145210002 48.680511450650009 81.917319234750025 61.409760615700009 41.902916368500009 71.144667506050013 39.468990633150007 35.818873074050011 44.921040431000009 -0.26820499999999997 0.076080000000000023 81.524804347700012 -0.085734999999999992 107.15656416340002 -0.61225999999999992 42.508878681700004 44.527357125550004 44.758188263300006 43.19689381845 43.082598263550004 -0.10282499999999999 61.993156030000002 0.087265000000000023 0.083795000000000022 90.337570099350003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 -2 3 4 -3 -6 7 8 9 11 13 12 14 -11 -1 -8 21 19 -19 -18 -20 23 -23 24 -9 -25 -27 28 29 -28
right_child=1 2 -4 -5 5 -7 15 16 -10 10 -12 -13 -14 -15 -16 -17 17 18 20 -21 -22 22 -24 25 -26 26 27 -29 -30 -31
leaf_value=0.033427176159047466 -0.043164347528059525 0.015479864909619882 -0.029109884451780612 0.028128747269649423 -0.039434020629886171 0.01722214572001456 0.00109640601127307 0.0010758526599518735 -0.039667015804604355 -0.036394947465848648 -0.046438465424609068 0.024087324541770181 -0.042534717246101479 0.034851843883143371 -0.011711472326996404 0.018994582527039554 -0.043553965860397538 -0.042223838952414806 -0.036748821544910215 0.010045014090907115 0.013342059339852276 -0.052824075770158435 -0.003066100953256639 0.021947831635965517 -0.025334303761775229 0.023510473149743302 -0.023461031835147785 0.012972044613221006 -0.04027139146774026 0.017331872223294482
leaf_weight=0.77628356078639615 0.87396231590537254 1.1326472461223605 1.4968011291348373 1.5995203256898092 0.91982391662895657 0.70762137975543737 3.7982119834050527 170.87856215552893 1.2740759055595834 0.39831042179139353 1.8073113603750242 2.9382959187496454 1.1019977629184721 0.75042998697608709 1.0699321283609591 3.456187950912863 0.57133044462534588 2.8310660262941365 0.51886306818778427 6.9246970687199791 2.0789324439829215 1.0886430519167323 9.1672080886200984 6.2776592986192581 3.1268786317668846 3.6467083338648072 2.0000400759745371 5.0531846098601818 2.0367595697753131 2.2861163464840502
leaf_count=7 22 6 124 18 36 13 32 1352 71 79 54 32 23 10 42 24 25 95 123 275 59 27 143 41 37 15 23 41 30 21
internal_value=0.000387599 -0.00636749 -0.000876232 0.00881733 -0.00237397 -0.0147996 0.00058036 0.000293387 -0.00845035 -0.00395252 -0.0244486 0.00634009 -0.0113474 0.010148 0.0072681 0.00962357 0.00069825 -0.00512143 -0.0204221 0.00595982 0.0033373 0.00106417 -0.00834783 0.00155841 0.000601262 0.00937742 0.00412456 -0.00208976 -0.0141269 -0.00170323
internal_weight=242.588 6.73038 5.85641 4.35961 2.76009 1.62745 235.858 228.603 10.1166 8.84256 2.95605 5.88651 2.94821 1.14874 1.84622 7.2544 218.487 12.9249 5.42886 7.49603 2.5978 205.562 10.2559 195.306 174.005 21.3005 15.0228 11.3761 6.32292 4.28616
internal_count=2900 219 197 73 55 49 2681 2625 318 247 143 104 72 89 49 56 2307 577 277 300 182 1730 170 1560 1389 171 130 115 74 44
is_linear=0
shrinkage=0.0355722


Tree=497
num_leaves=31
num_cat=0
split_feature=1 2 3 3 2 0 1 1 4 4 3 3 0 3 4 2 3 3 0 2 0 4 4 3 0 1 0 4 2 2
split_gain=0.229452 0.439215 0.392489 0.407267 0.358933 0.222739 1.30619 1.17914 0.767811 0.608347 1.51796 0.912989 1.41981 0.529248 2.02567 2.45419 1.61011 1.06379 1.84426 0.757013 0.95191 0.570314 0.626487 1.42908 0.499532 0.858406 0.721985 1.74599 0.687953 0.471118
threshold=89.912793714750009 -0.088944999999999996 0.07870000000000002 0.078505000000000019 -0.046474999999999995 85.678472159250006 62.00390986255001 64.071334164850015 42.131954243650007 35.131296350900008 0.11207500000000002 0.10332500000000001 83.680947768350009 0.070195000000000021 41.532441862050007 -0.054494999999999995 -0.11050499999999999 0.083415000000000031 85.253695774650012 -0.121865 76.591483678350016 41.811877919650009 48.680511450650009 -0.15959999999999999 85.839779647100016 62.025417527550012 86.001087134900004 40.421032462050007 -0.083794999999999994 -0.068524999999999989
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 3 4 -3 6 9 -8 -9 11 13 12 -1 16 15 -15 21 -16 -19 20 -18 -11 23 -23 25 28 27 -26 -7 -28
right_child=1 2 -4 -5 -6 24 7 8 -10 10 -12 -13 -14 14 17 -17 19 18 -20 -21 -22 22 -24 -25 26 -27 29 -29 -30 -31
leaf_value=-0.04120688777846563 -0.036558623701570016 -0.040033240347660842 -0.036122472004435191 0.036935519760400916 0.011426255825596938 0.008750628480723506 -0.039851844223367239 -0.027766354662255872 0.011862834330674589 0.018572957955403261 -0.033941157700504793 0.038665592154191242 0.039333207052915202 -0.036960054925367164 0.031278368684390406 0.0089006911194428641 -0.039556524599153528 0.022812733341689123 -0.015524636731554698 -0.052006876042829289 0.012588631752489095 -0.045740502846033051 0.0048854984837760152 0.031896646860741132 0.0025872197985372146 0.016778246531202655 -0.00055369422929382023 -0.035163425213258367 -0.012340656242685098 0.003184340602610304
leaf_weight=0.62383103749016589 0.61694933760009041 0.26689143810654059 0.31347866236319522 0.41471998579800129 0.47787957947002613 4.3998734951019287 2.0530092290136954 1.0201813885942104 1.5656572720035908 2.2318148976191923 1.6569859124720085 1.2516293600201605 0.49673755466938019 2.6149615738540888 3.3750851377844793 3.3796250494197002 0.89781455323100112 3.7686009821482003 2.7365620895288885 1.0462906172615483 0.87176734860986471 1.0149964223965109 3.6248597716912627 0.42496585578191615 4.2877106107771388 6.5524059701710939 115.03568343596999 2.4223923126701266 3.5147066712379438 67.648985239968169
leaf_count=47 184 10 119 3 44 21 71 36 28 32 21 7 2 29 16 24 41 34 23 23 8 73 21 17 23 36 1136 40 23 708
internal_value=0.000345612 -0.0113807 -0.000834967 0.00870532 -0.00701444 0.000448359 -0.00218612 -0.0197398 -0.00377192 0.000526674 -0.000955647 0.0178008 -0.00550422 0.00114755 0.00519608 -0.0111047 -0.00520792 0.0150862 0.00668514 -0.028039 -0.0138677 0.00360292 -0.00299363 -0.022828 0.000896206 0.00726245 0.000409919 -0.011041 -0.000615589 0.000830518
internal_weight=240.607 2.08992 1.47297 1.15949 0.744771 238.517 34.6554 4.63885 2.58584 30.0165 27.6443 2.3722 1.12057 25.9873 15.8748 5.99459 10.1125 9.88025 6.50516 2.81587 1.76958 7.29664 5.06482 1.43996 203.862 14.467 189.395 6.7101 7.91458 182.685
internal_count=2900 360 176 57 54 2540 553 135 64 418 362 56 49 341 126 53 215 73 57 72 49 143 111 90 1987 80 1907 63 44 1844
is_linear=0
shrinkage=0.0355447


Tree=498
num_leaves=31
num_cat=0
split_feature=1 0 4 3 4 2 3 3 3 3 3 1 0 4 4 1 1 1 3 3 3 3 0 0 0 2 4 1 0 3
split_gain=1.06121 1.75471 1.74773 1.65944 1.58657 1.56641 2.84322 1.4203 1.5163 1.47502 5.4456 2.54245 1.39964 1.38734 2.82911 1.34585 1.47256 1.32589 1.82492 1.29288 2.15665 1.89006 1.242 1.46564 1.67934 1.75489 2.17887 1.92759 1.77777 2.56566
threshold=69.873026810350026 87.181320254150009 44.157169339850007 0.080515000000000017 38.238138001450004 -0.033594999999999993 -0.22588499999999997 0.12064000000000002 0.25847000000000003 0.091545000000000029 0.088105000000000017 61.923256118600001 93.776108048200015 34.542090938800008 34.394321486900004 70.085415002650009 71.787208999250012 71.429644067900014 0.10236000000000002 0.085765000000000022 0.083795000000000022 0.082055000000000017 86.530713386650021 86.135510041400025 85.968825637350008 -0.067574999999999996 39.852039223600009 61.998532946250002 85.656964494200011 0.10045500000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 -3 -4 5 6 -2 9 -9 10 19 -12 15 14 -8 -6 -17 -7 -19 20 21 -1 23 24 25 28 -27 -28 29 -11
right_child=4 2 3 -5 12 17 13 8 -10 22 11 -13 -14 -15 -16 16 -18 18 -20 -21 -22 -23 -24 -25 -26 26 27 -29 -30 -31
leaf_value=-7.3133015613818119e-05 0.0010900907950810808 0.00050477853895922859 -0.0021142756552608596 0.00011834333444913608 -0.0027186813945178499 0.0010808981474152116 -0.0020796050734373339 -0.0016818675619232012 -4.0751680664524781e-05 -0.00099904895504312943 -2.7134544443629592e-05 -0.0022669205950840935 0.00010458288463016031 -0.0019101772866052344 0.0022704022925168236 0.00070716898661852981 -0.0022523226845613141 -0.0016024600033209687 0.00065485951289341831 0.00066992981228927923 -0.0013405572078703308 0.000934592683248452 0.0011841261014998276 -0.00052194619558317066 0.0015562968871782202 0.00075466042909068788 -0.0020936534693289993 3.4524395668176361e-05 0.0014419925486063342 0.0010475786319123781
leaf_weight=34.513294588308781 1.7971354842884473 65.841476745903492 1.6882955911569286 3.4777939030900598 1.1447598263621324 2.8833392933011046 1.1590894722321539 3.2010750989429635 4.8104077763855457 3.8208070825785416 2.6059323493391267 5.1486724412534386 96.354160086775664 6.2137051269528456 0.91205699834972609 1.6751290869433435 0.87317611137405027 2.5004360780003481 2.3927016897650901 12.158134005498139 3.8010850232094517 7.7877817489206782 5.7505577951669684 6.6605311036109915 3.9661368504166594 3.6785070290789026 2.997792293317616 2.8195518748834729 5.9169548526406279 4.6192181259393692
leaf_count=407 35 327 38 29 9 13 70 35 29 33 25 56 1111 170 3 21 47 100 20 66 34 33 21 38 14 19 30 26 21 20
internal_value=0.000108273 0.000195481 0.00042358 -0.000611284 -2.87572e-05 -0.000536066 -0.00101666 5.3723e-05 -0.000696477 0.000110292 -5.96604e-05 -0.00151424 6.17977e-05 -0.00147365 -0.000164021 -0.00105449 -0.0003069 8.70099e-05 -0.00049865 0.000133948 -7.40159e-06 0.000112393 0.000389174 0.00025659 0.000442991 0.000257875 -0.000358364 -0.00106217 0.000665462 0.000121068
internal_weight=303.17 185.264 71.0076 5.16609 117.906 17.8585 10.082 114.256 8.01148 106.245 66.0149 7.7546 100.047 8.28485 2.07115 3.69307 2.54831 7.77648 4.89314 58.2603 46.1022 42.3011 40.2301 34.4795 27.819 23.8528 9.49585 5.81734 14.357 8.44003
internal_count=2900 1301 394 67 1599 411 278 907 64 843 621 81 1188 243 73 77 68 133 120 540 474 440 222 201 163 149 75 56 74 53
is_linear=0
shrinkage=0.00184769


Tree=499
num_leaves=31
num_cat=0
split_feature=4 0 2 1 4 3 3 2 4 0 1 4 0 4 4 0 4 4 1 1 1 4 4 3 2 4 4 2 0 0
split_gain=1.12681 1.45455 1.8151 1.04427 2.96137 1.52367 1.07525 1.06248 0.97785 1.67298 2.48 2.0932 1.98545 1.62307 1.25017 1.45487 1.62176 1.14442 1.06809 1.53946 2.81793 2.63207 1.4226 1.34177 1.23967 2.81018 1.906 2.74934 2.44921 2.97857
threshold=49.110028829250005 71.249517373150013 -0.15726999999999999 83.715897724050009 44.710446918150005 -0.22253999999999999 -0.27223499999999995 -0.031989999999999998 48.680511450650009 81.917319234750025 57.960468834350003 41.919251152600005 71.144667506050013 44.921040431000009 44.527357125550004 103.44649194340002 40.823855932350007 39.788107623550012 82.987325570650015 81.188747081400024 80.288113607700012 39.468990633150007 43.874475754150005 0.083415000000000031 -0.062629999999999991 41.495754733000005 40.259171735100004 -0.11808 97.483491810050012 92.851278451300018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 6 5 -5 7 -1 9 10 11 17 13 -13 15 18 -17 -8 19 20 22 -21 24 -24 26 -26 -11 -28 29 -29
right_child=1 2 -4 4 -6 -7 8 -9 -10 14 -12 12 -14 -15 -16 16 -18 -19 -20 21 -22 -23 23 -25 25 -27 27 28 -30 -31
leaf_value=-0.00029891582328922756 -0.0031614075150161931 0.00031509111355865725 -0.0015910920240029579 0.0004829721278195564 0.00097787680215347507 -0.0019169821317446497 -0.0002579180783591024 -0.0026484689671691726 0.001054337863365927 -0.0002752860529222978 -0.0020084656995220337 -0.0022173118516952044 -0.0029448922263114611 0.0023596599500111553 -0.00041301132426684658 -0.0024844164171842352 6.2044170208033043e-05 0.0017930359045324399 0.0014642444258790497 0.00053239012973548125 0.001706812000738059 -0.0027292184743759489 0.001619337312048839 -3.0505403153198027e-05 0.00065232804326784924 -0.00031935498354657257 0.0007929163017004738 3.7346562843810612e-05 0.0010119050126937441 -0.0013927113880779166
leaf_weight=5.143562673823908 0.88663601130247016 6.9418541259365147 3.3928814562968901 1.5732774938223881 3.9085813488345593 5.1820575349993288 2.1727160210721177 1.0588106408249576 5.9696338586509219 44.898747731349431 3.8620852641761294 0.59822027012705825 1.6222397212404756 0.8639611154794693 13.585451221792026 1.8403838244266797 3.0024995654821396 2.8951285192742944 3.4072760194540015 2.4479822050780049 6.1795060634613028 2.094609412830323 6.3776488811708969 3.4738301848992705 58.120552734471858 17.718259478220716 29.859062882140265 42.220420102588847 9.1882758736610395 7.8857653532177201
leaf_count=95 10 84 137 56 66 360 27 48 31 354 102 57 27 6 162 60 26 20 14 24 23 29 35 30 329 177 148 242 39 82
internal_value=0.000128046 -0.000535949 -0.000310707 0.000153994 -0.000501875 -0.00135805 0.000179291 -0.000700009 0.000199469 0.000180161 -0.000598558 6.93769e-05 -0.00131795 0.00048709 0.000217243 0.000253111 -0.000905657 0.000913739 0.000277106 0.000259555 0.000284309 -0.000971552 0.000244306 0.00103757 0.000207073 0.000425313 8.36061e-05 0.000264348 -1.82387e-06 -0.000187717
internal_weight=298.372 11.2214 10.3347 287.151 10.6639 6.75534 276.487 6.20237 270.284 264.315 12.0144 8.15227 3.08442 1.46218 252.3 238.715 4.84288 5.06784 233.872 230.465 225.922 4.54259 219.743 9.85148 209.891 75.8388 134.052 89.1535 59.2945 50.1062
internal_count=2900 231 221 2669 482 416 2187 143 2044 2013 239 137 90 63 1774 1612 86 47 1526 1512 1459 53 1436 65 1371 506 865 511 363 324
is_linear=0
shrinkage=0.00213593


Tree=500
num_leaves=31
num_cat=0
split_feature=1 0 3 1 1 1 1 3 2 4 4 1 4 4 1 0 1 2 3 3 3 0 1 2 2 1 2 3 4 2
split_gain=0.245134 1.99708 2.81292 1.4822 3.82478 0.965461 1.20029 1.66524 0.898914 0.895915 1.45334 1.12134 0.762201 0.887762 1.02912 0.626211 1.05369 0.796401 1.08984 0.539018 0.805573 1.67805 1.5143 0.558403 1.0508 1.2097 0.59605 2.10953 1.70508 1.26649
threshold=71.090898343450007 96.055920542800024 0.082775000000000029 72.953999827850012 74.986474174450009 70.865067860500019 70.343506983200015 0.08494500000000002 -0.096499999999999989 43.968221017800005 45.90502654165001 74.188002109750016 36.735256530150004 33.384956903900012 78.349735295650007 98.201310130900012 75.645146416450004 -0.10518999999999999 0.082620000000000013 0.43162500000000009 0.12064000000000002 86.692020874450009 61.93938686740001 -0.5775499999999999 -0.25089499999999998 62.197478847950002 -0.11808 0.077470000000000025 35.337501601400007 -0.088099999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 9 8 -5 6 19 -8 -3 -2 -11 -12 13 14 -6 17 -17 -14 -19 20 23 22 -22 -1 25 -25 27 -26 -28 -30
right_child=1 3 -4 4 12 -7 7 -9 -10 10 11 -13 15 -15 -16 16 -18 18 -20 -21 21 -23 -24 24 26 -27 28 -29 29 -31
leaf_value=0.013737466794276084 -0.017818053537457933 0.032019904356483428 -0.041096155210981491 -0.044034538982099164 0.031630160888869545 0.020305245144912363 0.01418796145503759 -0.040532186394132669 0.0054841222671163717 0.027528704146106676 0.024238119484612186 -0.044560058591008526 -0.0041785389536698678 -0.039400891170973791 -0.039280141223311943 -0.036780614981657404 0.00066182489066816085 -0.0028991471860948161 0.023295111456458212 0.017481710995130344 -0.0043028655438910428 0.0091912147393202574 -0.04595514940930355 0.0034360930692001186 -0.0048266583944291249 -0.028947951944792469 0.019158574596527284 0.014154678489309918 -0.0082706702192741101 0.0015366690645340138
leaf_weight=4.7669930951669803 2.5740492782788333 2.9505587788298726 3.7660025099175982 2.5736960342037483 0.7024277250748121 3.3886529509909442 1.1273235813714557 2.0649510731454939 3.8686772333458057 2.3066204398637642 0.48535531829111256 0.86296750325709581 4.3238279763609162 1.2839178208523661 0.43427952041383833 1.0110671301372338 38.982863111188635 3.1172802094370109 6.2752988860011101 2.6276988573372355 2.355613572522997 3.3462851718068123 2.2259994095657021 2.8736602612771085 13.258107104396915 3.1931015909649432 6.0510743083432308 18.238630493171513 22.177454384975135 77.952088239486329
leaf_count=26 40 18 110 54 13 23 22 56 37 24 10 41 36 95 98 19 777 22 32 16 15 19 39 40 226 46 41 105 157 643
internal_value=0.000396227 -0.00131358 -0.0163906 0.000986273 -0.000869922 0.00117573 0.000776222 -0.0212082 0.0169657 -0.00145386 0.0100709 -0.0197948 0.00110925 -0.0187671 0.00453885 0.00200504 -0.000284739 0.0086815 0.0146016 0.00121742 0.000944233 -0.0103023 -0.0245398 0.0015446 0.00114025 -0.0136085 0.00179015 0.00616475 0.000492501 -0.000635535
internal_weight=241.167 75.5189 9.995 65.5239 58.7047 165.648 162.259 3.19227 6.81924 6.22899 3.65494 1.34832 56.131 2.42063 1.13671 53.7103 39.9939 13.7164 9.39258 159.067 156.439 7.9279 4.58161 148.511 143.744 6.06676 137.677 31.4967 106.181 100.13
internal_count=2900 1426 225 1201 1146 1474 1451 78 55 115 75 51 1092 206 111 886 796 90 54 1373 1357 73 54 1284 1258 86 1172 331 841 800
is_linear=0
shrinkage=0.0362108


Tree=501
num_leaves=31
num_cat=0
split_feature=0 0 3 1 3 4 0 4 3 4 3 0 0 3 1 4 2 4 0 1 1 3 4 2 3 4 2 2 2 1
split_gain=1.4361 2.68477 2.68045 1.75017 2.46971 1.36159 1.99029 2.08563 2.71014 1.39473 1.34355 1.33214 1.30924 1.48296 1.21061 1.33085 1.66621 3.11955 2.35067 1.94377 1.31657 1.76399 1.33774 1.14169 3.11408 1.96648 1.70275 1.64703 2.19631 2.02581
threshold=90.837623311600012 87.181320254150009 0.25847000000000003 67.649671936450019 0.084795000000000023 42.541806567400009 90.337570099350003 43.162556114600001 0.086520000000000027 37.020641110850008 0.21240500000000004 86.866770652900016 86.530713386650021 0.090390000000000012 69.873026810350026 38.238138001450004 -0.033594999999999993 34.542090938800008 97.671683879200017 82.987325570650015 71.429644067900014 0.10236000000000002 37.858673296900008 0.22542000000000004 0.081550000000000025 42.599563320500003 0.090855000000000033 -0.060760000000000002 -0.074434999999999987 75.28220456885002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 11 3 4 -2 9 7 -7 -9 -3 14 12 -1 -14 -5 16 17 18 -16 -19 -18 22 -22 25 -25 27 -27 28 29 -17
right_child=2 5 -4 10 -6 6 -8 8 -10 -11 -12 -13 13 -15 15 23 20 19 -20 -21 21 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=5.9153946972630954e-05 0.00021567657594115841 0.00020377649116236544 -0.0023839631971895037 0.00054271634772409534 -0.001817223425353631 -0.001390219882424267 0.0015017578928517674 -0.0012536734125939124 0.0018308280860038562 0.0010615902137320102 0.0016986288579238196 -0.00098938763626242447 -1.677306790394789e-05 0.0013674252618035405 0.0016219985057134181 -0.00043587680141439988 0.0011380254899431693 -0.0022834328128933656 -0.0020726408472082343 0.00027130824673680536 -0.002221167460338183 0.00074019129439691653 0.0011910229322735406 0.00043880455272325784 -0.0022985442390981549 -0.00015929151167815047 -0.0022030043423270401 0.00076476246347433074 -0.0016145059497376134 0.00052002925361136062
leaf_weight=97.078051469987258 4.365290164947508 9.6497221514582616 1.7396590578719031 16.081419091206044 4.4694336000829935 4.0851869732141477 2.661592199234291 1.8239887417294083 2.4891653377562761 25.549445315264165 1.8467400539666403 4.0613429825752965 5.206063084304331 6.3474084064364433 2.2198234908282779 12.021190829575053 3.0679600052535516 5.3937346201855689 0.89211162773426611 1.3826730850269084 2.1212372618319937 2.3850969552295282 0.53083718568086613 3.6067320823203763 2.6746765669668093 31.678356850519776 1.5817220880417142 20.734504655993085 2.5895189021248362 25.724733004753944
leaf_count=843 34 45 40 91 50 24 15 34 16 118 15 24 24 24 9 102 13 124 76 54 93 15 7 41 42 450 60 145 23 249
internal_value=0.000124934 0.000251613 -1.19444e-05 1.64423e-05 -0.000812755 0.000641554 5.31926e-05 -0.000405885 0.000526424 0.000826424 7.00976e-05 9.15461e-05 0.000131958 0.000743697 4.77682e-05 -1.93409e-05 -0.000500855 -0.00103046 0.000562841 -0.00176216 0.000145273 -0.000459376 -0.00153819 6.67736e-05 -0.000726782 0.000119616 -0.000256483 0.000324448 9.81038e-05 0.000215596
internal_weight=306.059 158.952 147.107 145.368 8.83472 46.2591 11.0599 8.39834 4.31315 35.1992 136.533 112.693 108.632 11.5535 134.686 118.605 17.9935 9.88834 3.11194 6.77641 8.10513 5.03717 2.65207 100.611 6.28141 94.33 33.2601 61.0699 40.3354 37.7459
internal_count=2900 1167 1733 1693 84 252 89 74 50 163 1609 915 891 48 1594 1503 391 263 85 178 128 115 100 1112 83 1029 510 519 374 351
is_linear=0
shrinkage=0.00192234


Tree=502
num_leaves=31
num_cat=0
split_feature=0 1 1 0 4 4 4 1 2 0 3 4 1 0 1 4 0 2 0 4 3 1 2 4 1 2 4 2 2 2
split_gain=0.237635 1.90486 1.29562 1.15223 1.31422 1.09261 1.55464 1.41544 2.01096 1.08906 1.04792 1.02542 1.61382 0.907489 1.28169 1.06723 1.31122 1.07813 0.834523 0.983748 0.78311 0.756838 0.751122 0.729245 1.59939 1.85688 1.34364 1.16534 1.50438 2.44207
threshold=91.410264893400026 68.214248143850014 68.961639504150014 90.337570099350003 39.852039223600009 38.592454371550012 33.96174662340001 65.111767461350013 -0.14380499999999999 82.401241698250018 0.099780000000000021 39.852039223600009 64.84561010645001 93.262612545250008 69.873026810350026 37.064694648750013 94.964406541850011 0.11970500000000002 102.11570516885001 34.997818021800008 0.096995000000000012 64.654729579150015 -0.15009499999999998 40.166811829450005 62.057679025150001 -0.057185 40.496232821400007 -0.0039949999999999994 -0.033594999999999993 -0.058529999999999992
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 11 -3 5 -5 6 10 23 -9 20 -1 -2 -13 -4 -15 16 -16 18 19 -18 22 -11 -8 24 25 -7 -25 28 29 -28
right_child=1 2 13 4 -6 7 9 8 -10 21 -12 12 -14 14 15 -17 17 -19 -20 -21 -22 -23 -24 26 -26 -27 27 -29 -30 -31
leaf_value=-0.042912837569949916 -0.0022477083159746711 0.018456325529160079 -0.018900496424734663 -0.0071899791055463685 0.022150499353216183 -0.015367871486350942 0.0048501458352023684 -0.00077390815117581581 -0.053143437978185007 0.023926875574223523 0.0087422776030357564 0.0027744419407063257 -0.046046629567143997 0.016902871900978136 -0.044327551447431918 0.00026022881920027819 0.022943458777607641 -0.039991890352735683 -0.037611341507372463 -0.011048771433404899 0.015230661539659558 0.0079694819770131046 -0.041339050363468528 0.017140203138666106 -0.027747581826405257 0.015916038532906223 0.0010184159901508141 -0.015052642364796974 0.016442414878853576 -0.028711466284898544
leaf_weight=1.1780004316242441 2.6457632826641193 4.7214169409126034 3.253506531706079 2.7129937121644598 6.4733626199304126 4.9188125575892618 0.74290411907713849 2.2465448550647129 1.5529520829441015 6.8323247209191313 0.84432441368699063 1.2354137636721136 2.7030684817582369 5.36591972853057 1.4238789329538111 80.922882075938105 2.1350613952381536 0.99903430850827124 0.63175785904604698 2.1296166754327714 1.099875386804342 8.1761063467711192 1.0845179632306128 6.0237823352217665 3.6732650855556122 4.5960482861846677 62.567683542612933 6.1028939123498267 7.1665885879192492 3.6625101300887826
leaf_count=65 19 28 35 21 47 36 16 29 41 37 6 10 59 33 28 1240 24 61 131 43 7 40 32 38 28 26 464 140 80 36
internal_value=0.000388052 -0.000840892 0.00035468 0.00139774 0.0134854 0.000491053 0.0080663 -0.000983784 -0.0221787 0.0113827 -0.0213467 -0.0192864 -0.0307326 -0.000527665 0.000110913 -0.000910189 -0.0138504 -0.00648947 0.000346126 0.00596904 -0.00836195 0.0152338 -0.0225617 -0.000167974 -0.00791356 -0.000256525 0.00102643 -0.000194526 0.00104092 -0.000625638
internal_weight=239.823 108.167 101.583 131.655 9.18636 122.469 19.9581 102.511 3.7995 17.9357 2.02232 6.58425 3.93848 96.8617 93.6082 88.2422 7.31935 5.89547 4.89644 4.26468 2.9273 15.0084 1.82742 98.7116 13.1881 9.51486 85.5235 79.4997 73.3968 66.2302
internal_count=2900 1711 1623 1189 68 1121 203 918 70 132 71 88 69 1595 1560 1527 287 259 198 67 55 77 48 848 90 62 758 720 580 500
is_linear=0
shrinkage=0.0353875


Tree=503
num_leaves=31
num_cat=0
split_feature=0 0 2 0 2 2 4 3 2 3 2 2 1 2 1 0 0 3 1 0 3 3 3 4 4 4 2 1 2 2
split_gain=1.3502 1.91155 2.66859 1.40475 1.15324 2.11244 2.07166 2.66266 1.46507 4.51987 1.25705 1.31569 1.1091 1.5264 1.1278 2.42212 1.68923 1.10677 2.38332 1.37442 1.63931 1.5523 1.49751 1.08649 1.08161 1.48965 1.07047 4.69607 1.6484 2.22526
threshold=93.972365491700018 94.550383989750017 -0.14739999999999998 85.716110573100011 0.68694500000000025 0.22542000000000004 45.027406014450008 0.10236000000000002 0.06041500000000001 0.076825000000000018 0.072320000000000023 0.13860000000000003 61.993156030000002 -0.01762 61.971648364950006 85.447264760050004 84.95796538030001 0.099780000000000021 58.549241164900003 76.591483678350016 0.078935000000000019 0.070195000000000021 -0.11050499999999999 44.758188263300006 42.297164883650005 40.421032462050007 -0.0039949999999999994 71.429644067900014 -0.053019999999999991 -0.069554999999999992
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 12 5 8 7 -7 26 -10 -11 -12 14 23 15 16 17 18 19 20 21 22 -1 24 25 -14 28 -28 29 -3
right_child=1 4 -4 -5 -6 6 -8 -9 9 10 11 -13 13 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=4.6881830701744155e-05 0.00042538418600186956 -1.2308489095621133e-05 -0.0019914048236680331 0.00032320369736792007 0.0010247741904927717 -0.0024840399364174626 0.0010876430405144899 0.00071481400502182641 -0.0024055443514079044 0.0020996712266335088 -0.00058406648253388465 0.0013043417846161857 -0.0021954675529444584 0.0008604384835065429 0.0013391273059885961 -0.0012779514661083132 0.0010036323415329731 0.00067953980672790144 -0.001649274463115953 0.0010704724502950589 -0.0024643173400640652 0.002057443701188853 -0.0021831937902025071 0.00054459996235751941 -0.0022290350114880157 0.00034358423563883247 0.0017203782997627281 -0.0022599842131307535 0.00070002155415426945 -0.0016338442414016918
leaf_weight=6.8255406194366506 2.8261997010558844 68.42994049203115 4.1486209421418598 138.0701134102419 4.0753572143148622 3.6900922416243693 1.2730578468181191 1.2928344939136875 1.4830310483230267 3.5446618013083917 2.0591440287535079 3.983695364149753 1.3921703682281079 1.9995728004723767 2.4853536235168567 4.7156001590192309 7.3108163997530928 5.7693290486931792 3.7366486096289 3.7398333903402081 1.1319818049669255 1.1589761823415745 1.3225771589204764 1.3516056369990108 2.8495334153994918 2.1837672218680382 1.653478868305682 3.2035207682056352 11.370900419773532 3.2622943702153995
leaf_count=133 37 917 63 799 35 93 11 13 28 17 50 25 37 30 13 36 32 33 79 23 19 4 47 9 65 20 8 99 78 47
internal_value=0.000123608 -3.85207e-05 -0.00101212 0.000224955 2.35957e-05 -1.51719e-05 -0.00109616 -0.00165409 5.31442e-05 0.000710765 0.00119281 0.000660852 -5.78107e-05 -0.000634294 8.97436e-05 2.79181e-06 0.000197641 -5.1145e-05 -0.000286447 7.2707e-05 -0.000284746 -1.96538e-05 -0.000315097 -0.00101861 -0.00134743 -0.00064491 -2.96607e-05 -0.000904941 2.15201e-05 -8.60951e-05
internal_weight=302.34 116.297 6.97482 186.043 109.322 105.247 6.25598 4.98293 98.9907 11.0705 9.5875 6.04284 47.9733 9.77665 38.1967 35.7113 30.9957 23.6849 17.9156 14.1789 10.4391 9.30709 8.14812 7.77708 6.42547 3.57594 87.9201 4.857 83.0631 71.6922
internal_count=2900 1521 100 1379 1421 1386 117 106 1269 120 92 75 580 161 419 406 370 338 305 226 203 184 180 131 122 57 1149 107 1042 964
is_linear=0
shrinkage=0.00191816


Tree=504
num_leaves=31
num_cat=0
split_feature=0 1 1 0 0 0 2 4 4 2 2 1 4 4 3 4 4 1 3 2 1 0 1 0 0 2 4 1 2 2
split_gain=1.02363 1.38459 1.77466 1.93152 1.30256 1.40062 2.0787 1.23396 2.41405 1.65207 1.59673 1.82531 1.72701 3.34884 1.39135 1.88166 1.8787 1.44757 1.91042 1.21905 2.11389 2.17484 1.87404 2.84591 2.71337 2.5908 2.30026 1.83886 2.74705 2.65488
threshold=76.591483678350016 57.729261435100007 60.474177186300004 79.882156430000023 93.972365491700018 94.550383989750017 -0.14739999999999998 40.621691032550004 40.305698932850007 -0.071129999999999985 -0.053019999999999991 61.907125369850007 38.512991772500008 39.749124837650008 0.085345000000000018 37.858673296900008 39.268993001500007 65.966697146800016 -0.115385 -0.13978499999999996 62.084563606450011 90.662873533100012 66.697957758300021 90.337570099350003 93.262612545250008 -0.097799999999999984 42.526729949000007 61.923256118600001 -0.088099999999999998 -0.091779999999999987
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 -3 7 6 -6 8 9 14 -11 -12 -13 -14 17 -16 -17 18 -4 20 -9 -22 23 25 -24 26 -21 -27 29 -29
right_child=1 2 4 -5 5 -7 -8 19 -10 10 11 12 13 -15 15 16 -18 -19 -20 22 21 -23 24 -25 -26 27 -28 28 -30 -31
leaf_value=-0.00052198109079161492 0.0015802776304995221 0.00056901181064627842 -0.0031477434546909244 -0.002360878850041802 0.00045767256292903998 2.9429440553299739e-05 -0.0021356350448842472 -0.00085687509684577294 0.0016612388713376737 0.0016528454301349457 0.0018631200402959586 0.00080863428122944394 -0.0020080941893442072 0.00077051060153625014 0.001037255817935447 -0.0013798378135752858 0.00048955333099350896 0.0004544924139069304 -0.00051390970909259909 -0.0026517996305136268 0.0014366723928651388 -0.00067039466749000299 -0.0029583577842472431 0.0015976885931692747 0.0015146257645418694 0.001058350630559659 -7.8375377786575956e-05 -0.00012984085262969161 0.00015773659661724081 -0.0026267564451592637
leaf_weight=11.663824395975096 3.328466245904564 1.8268426284193982 1.9548108009621499 2.8753206306137145 2.6338295224122703 98.912455146535649 3.6766786701045922 3.7858296800404814 8.0093675125390273 7.1741159334778812 3.7119778543710735 9.3836370352655667 4.1685395017266256 4.454759418964386 9.8338441327214259 4.6486526862718147 6.2674816651269794 3.6064338823780417 4.5488185235299188 3.4064525663852683 11.918635206762699 3.0554747504647812 2.3112091058865185 5.6021873559802762 0.95007323403842736 8.4202958829700929 3.4923954531550407 4.8618871923536062 45.358856731094427 3.7407540120184333
leaf_count=254 15 14 27 45 37 1421 63 25 40 28 14 50 31 30 48 30 31 21 31 21 69 41 61 35 7 35 23 34 287 32
internal_value=0.000124672 0.000151811 0.000134496 -0.00122258 0.00015814 -3.55025e-05 -0.00105326 0.000281879 0.000512538 0.000358565 0.000741463 0.000440418 0.000147141 -0.000572679 7.3355e-08 0.000330318 -0.00030653 -0.000677724 -0.00130557 0.000120584 0.000630643 0.00100672 -1.86474e-06 7.0145e-05 -0.00165529 -5.33755e-05 -0.00134906 8.99149e-05 -6.12023e-05 -0.00121559
internal_weight=289.584 277.92 274.592 4.70216 269.889 105.223 6.31051 164.666 67.7624 59.7531 28.893 21.7189 18.0069 8.6233 30.86 20.75 10.9161 10.1101 6.50363 96.9041 18.7599 14.9741 78.1441 74.8828 3.26128 69.2806 6.89885 62.3818 53.9615 8.60264
internal_count=2900 2646 2631 59 2572 1521 100 1051 381 341 153 125 111 61 188 109 61 79 58 670 135 110 535 467 68 432 44 388 353 66
is_linear=0
shrinkage=0.00222816


Tree=505
num_leaves=31
num_cat=0
split_feature=4 4 2 1 1 2 0 2 0 4 0 4 1 3 4 1 1 4 1 0 3 4 2 3 4 0 0 1 1 2
split_gain=0.248178 1.26484 1.433 1.53827 2.10291 3.10462 2.03709 1.34056 1.1245 1.00374 0.968256 0.809442 0.656239 0.730662 1.05427 0.706397 0.654198 1.27771 0.614427 1.25951 1.76187 0.823395 1.94917 1.07664 0.779494 0.591992 1.99906 1.32661 1.11305 1.98058
threshold=42.599563320500003 43.19689381845 -0.08725999999999999 62.399113207700005 62.106071271500007 -0.082885 90.437043050150024 -0.11911999999999999 85.716110573100011 43.245737185650007 92.464140480550014 43.061965423550006 83.715897724050009 -0.22253999999999999 42.508878681700004 82.570614560500005 81.188747081400024 39.091773401050006 77.898074329750017 99.378854792050006 0.091705000000000023 41.840895355800008 -0.081844999999999987 0.091250000000000012 39.530201452500002 91.410264893400026 93.910530954700008 62.197478847950002 62.068432857650002 -0.088099999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=12 2 7 4 5 -4 -5 10 -9 -3 -2 -8 15 -14 -15 16 18 -18 19 -1 -21 22 24 -24 -20 27 -27 28 29 -11
right_child=1 9 3 6 -6 -7 11 8 -10 25 -12 -13 13 14 -16 -17 17 -19 21 20 -22 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=0.0013924824780468688 -0.025511115648984607 0.028704301756195465 0.018516992386858923 -0.064881584023725292 0.027458060545137445 -0.042886165539001257 -0.024823847652133836 -0.0071964551208748423 -0.051738464464144693 -0.007229959867115777 0.013478592256796576 0.016543850682899413 0.012148935379251205 -0.040284287475054234 0.024597060971621978 0.018418351475074916 0.0090234876641463874 -0.037888862301851768 0.0029137249306660697 0.0049087813302879672 -0.048518509877100977 0.026102587921956657 0.027645330150918711 -0.0013137968333920087 -0.03538994391050216 -0.045613992229356325 -0.00068760435878158471 0.018143089546570509 -0.02101496404327521 0.022459926695071127
leaf_weight=141.54153085441794 1.8333346298895778 1.8996784714981902 2.5440742904320359 1.1064554071053856 3.9579769410192966 2.1884411934879591 1.3422415390959943 1.1634474052116304 2.6638984614983201 8.725656433496626 1.8068085994018472 1.3610263317823408 0.94686782953795079 1.8053710634449083 0.4462625962041783 3.4829399255104354 1.5943223721114912 1.7290352229028938 1.2400089022121386 1.7859591335291036 1.7419785023666916 3.1666555032134047 4.1238613926689132 3.3035418689250946 1.9570629987865684 1.5078306037466997 22.994138797308551 7.4647581543540573 3.2108275881037107 5.0784646939719122
leaf_count=1190 21 11 12 14 17 50 32 18 41 119 23 14 52 296 7 36 35 33 28 35 37 18 27 28 22 49 465 90 31 49
internal_value=0.00046053 -0.0014171 -0.00947902 -0.00165265 0.00712654 -0.00987746 -0.0216792 -0.02258 -0.0381985 0.00174669 -0.00615832 -0.00399627 0.00124831 -0.0157098 -0.0274251 0.00157572 0.00121402 -0.0153835 0.00156123 0.000836446 -0.0214718 0.00918532 0.00414308 0.014765 -0.0205336 0.000701183 -0.00345234 0.00485848 -0.000969714 0.0036928
internal_weight=239.714 70.8491 19.9677 12.5002 8.69049 4.73252 3.80972 7.46749 3.82735 50.8814 3.64014 2.70327 168.865 3.1985 2.25163 165.667 162.184 3.32336 158.861 145.069 3.52794 13.7911 10.6245 7.4274 3.19707 48.9817 24.502 24.4797 17.0149 13.8041
internal_count=2900 1056 242 139 79 62 60 103 59 814 44 46 1844 355 303 1489 1453 68 1385 1262 72 123 105 55 50 803 514 289 199 168
is_linear=0
shrinkage=0.0377983


Tree=506
num_leaves=31
num_cat=0
split_feature=4 4 2 3 4 4 2 3 4 0 4 3 3 3 2 3 2 0 3 0 2 1 0 0 1 2 1 3 3 0
split_gain=0.228814 0.972048 1.12158 0.632609 0.467058 0.587737 1.42598 1.23461 1.5814 0.626443 1.37511 0.966848 0.719552 1.02776 0.697436 1.40266 0.610279 0.547654 0.486233 0.449778 0.655931 0.564724 0.426609 0.96423 0.413644 3.08158 1.35874 0.695542 1.40722 2.62505
threshold=49.275256100300005 49.49736495185001 -0.15726999999999999 0.079095000000000013 48.680511450650009 45.90502654165001 -0.23378499999999999 0.074640000000000026 47.833738492450003 103.44649194340002 44.710446918150005 -0.21013499999999999 0.086230000000000015 0.090720000000000023 -0.0086649999999999991 0.086355000000000029 -0.59511499999999995 75.994645973400011 -0.24701499999999998 67.04476885710001 -0.16297999999999999 56.229101798300007 85.57362229215002 110.50907145210002 81.524804347700012 -0.11911999999999999 80.288113607700012 0.088165000000000021 0.090225000000000014 87.29692395375001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 22 5 9 16 -8 -9 17 11 18 -13 14 15 -14 -7 19 -11 -1 21 -21 -3 -24 26 -26 27 -19 29 -29
right_child=1 2 -4 -5 -6 6 7 8 -10 10 -12 12 13 -15 -16 -17 -18 24 -20 20 -22 -23 23 -25 25 -27 -28 28 -30 -31
leaf_value=0.026531637738750138 -0.046901449785705839 0.016126296321502486 -0.03092112051462808 0.028829025798272175 0.01053046667564469 -0.00019918193573284282 0.016530505506380643 -0.049452135475622043 0.0094969171754145446 -0.016936845620106528 0.026661379408593255 -0.043108885541520099 0.038237848384015706 -0.044227897560226832 0.030210001979260801 -0.045737727562999875 -0.048493095585109156 0.0035112652179637325 0.029283578128644506 0.023436209618938449 -0.041619771210167335 -0.04049603590982339 -0.043173717757300355 0.018444659547301023 0.016685408894043571 -0.046135694282782316 0.019282616199893337 -0.040860375744865667 0.00037801133259955275 -0.0001369879412733418
leaf_weight=0.32050495629664455 0.81719733728095789 1.1142619363963606 1.4526502967637496 1.5749140598054507 7.1350576793774954 0.53122473065741393 3.2222195018548501 1.3640871883835646 1.448416138300672 0.57943090092157945 1.323628674726933 2.0550966137925553 0.48014768934808694 1.1100066882936515 0.84265320379927322 0.85167749255197123 1.6855579875409601 92.173178899218328 0.8925485528015995 0.62244227447081413 1.2775670275441366 0.32445555186131969 0.87595059303566791 0.70960683096200228 2.8507849706220441 2.0883538166526696 6.5142553951591244 3.8082658087369037 91.000239941000473 6.8180513055995107
leaf_count=12 22 6 124 18 56 9 30 43 19 57 12 196 3 133 19 56 64 784 24 34 107 48 36 13 30 48 41 50 744 62
internal_value=0.000429467 -0.00681522 -0.00109561 0.00903976 0.000634436 0.000319479 -0.00997156 -7.23511e-05 -0.0190939 0.000712732 -0.00998263 -0.0171033 -0.0248753 -0.0134666 0.0022362 -0.015463 -0.0369201 0.00113145 0.0110893 -0.0169825 -0.0232521 0.00152976 -0.00250412 -0.0155968 0.00135605 -0.00987645 0.00163301 0.00103975 -0.00120187 -0.0147315
internal_weight=237.864 6.54458 5.72738 4.27473 231.32 224.185 8.25151 6.03472 2.8125 215.933 8.13519 6.81156 5.33958 3.28449 2.17448 1.33183 2.21678 207.798 1.47198 2.54497 2.22446 0.946898 2.69982 1.58556 205.253 4.93914 200.314 193.8 101.627 10.6263
internal_count=2900 219 197 73 2681 2625 165 92 62 2460 500 488 407 211 78 59 73 1960 81 201 189 82 55 49 1759 78 1681 1640 856 112
is_linear=0
shrinkage=0.0392896


Tree=507
num_leaves=31
num_cat=0
split_feature=2 3 0 4 0 0 0 1 4 4 1 4 4 2 1 4 2 3 3 3 1 2 2 2 3 0 0 0 2 2
split_gain=0.222113 0.753994 0.331134 1.07706 1.72204 1.3228 1.3261 1.29106 1.2815 1.10791 1.03167 1.01265 1.26737 1.6988 0.829617 1.65233 1.33503 1.29165 2.02377 1.98345 1.57613 1.49224 1.39262 1.46409 1.26327 1.57857 1.83908 3.06747 1.34046 1.30316
threshold=0.68694500000000025 -0.15959999999999999 93.972365491700018 38.238138001450004 94.964406541850011 95.071944867050021 96.588235252600015 72.953999827850012 38.386256906100009 38.828362408050005 77.52437864960001 39.211875820650008 39.893178577750007 -0.021344999999999999 71.787208999250012 41.395309858300003 -0.096499999999999989 0.090720000000000023 0.10461500000000003 0.087265000000000023 72.496961945650014 -0.077279999999999988 -0.054494999999999995 -0.59511499999999995 -0.21013499999999999 101.47316367565001 98.851916998450022 97.550703263350016 -0.044409999999999998 -0.22573999999999997
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 -1 4 -4 -6 -7 -8 -5 -10 -9 -11 13 -13 15 -14 -17 19 22 20 -16 -20 23 -19 29 26 27 28 -26 -22
right_child=1 -3 3 8 5 6 7 10 9 11 -12 12 14 -15 17 16 -18 18 21 -21 24 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.0012824409267822722 0.032129518726395655 -0.0056880523064102156 -0.044878537816605786 0.029245488070531345 0.036457335897394028 -0.050021594733854834 0.016116409048026234 -0.043268940721298547 -0.032488683392383158 0.017772384882974501 -0.0055816742132589851 -0.03989774667957361 0.01485253485544619 0.015280983053860874 0.03337542830683659 -0.0054282395692417853 -0.03552309717540858 -0.0036287574674874899 0.026332140679882987 0.021519956770905627 0.03368397368764818 -0.015450796969324642 0.0003169774752656398 -0.046320291770273511 -0.05022931786573992 0.0026187952502091678 -0.04954199992347183 0.032418644231783762 -0.0017006221666375468 -0.0038390910206997798
leaf_weight=150.69554166821763 1.3075481541454794 1.7562376041605592 1.9245633719256137 2.077177276602014 0.94818239845335384 1.0575950052589158 2.6900569833815098 1.4349107880261724 1.5349714922194824 4.2268967231793786 3.6835848484843154 2.5460372518937224 3.0961814019829026 1.1522105580224877 1.9387679356150354 5.3713763464475042 3.4362299269996575 1.7470907466486085 3.2740420602494851 8.8992941387696174 2.5236153700388968 1.9324169060564589 3.1823823318118221 3.2977330859212088 1.8819783250801263 10.168300595098115 2.1621914044953883 1.7470976337790487 1.4195946035906772 2.7493998333811716
leaf_count=1370 9 35 41 15 5 19 16 58 40 42 254 50 24 19 16 74 74 13 29 68 25 34 35 68 52 301 36 6 15 57
internal_value=0.000365531 0.0104516 0.000232793 -0.00169376 -0.0122669 -0.00587182 -0.0103987 -0.00503212 7.01403e-05 -0.000817315 -0.0161469 -8.90365e-05 -0.00129651 -0.0227065 4.94455e-05 -0.00884059 -0.0171696 0.00230469 -0.0075726 0.00626669 0.000746644 0.0108241 -0.0192147 -0.0315356 -0.00204601 -0.00695066 -0.0204449 -0.00798352 -0.0293632 0.0141191
internal_weight=235.863 3.06379 232.799 82.1039 11.7389 9.81433 8.86615 7.80855 70.365 68.2878 5.1185 66.7528 62.5259 3.69825 58.8277 11.9038 8.80761 46.9239 13.4337 33.4902 24.5909 5.20646 8.22721 5.04482 22.6522 17.3792 7.21086 5.04867 3.30157 5.27302
internal_count=2900 44 2856 1486 393 352 347 328 1093 1078 312 1038 996 69 927 172 148 755 179 576 508 63 116 81 492 410 109 73 67 82
is_linear=0
shrinkage=0.0377052


Tree=508
num_leaves=31
num_cat=0
split_feature=0 1 4 3 1 0 4 1 0 4 2 1 1 4 2 4 0 4 0 2 1 1 2 1 1 4 3 3 0 2
split_gain=0.228359 2.18291 1.71435 1.32645 0.633084 0.612529 1.60256 1.4021 0.60707 1.21106 1.50557 0.608725 1.53074 1.76358 1.39227 2.66928 1.64147 1.78959 1.60081 1.88103 1.34848 1.12669 1.10732 1.10169 0.600664 0.56418 0.787235 0.759059 1.15954 0.430676
threshold=85.613949164150014 61.917879202350001 43.968221017800005 -0.15684499999999998 61.86411003975001 85.807518149550006 42.773538294100007 61.971648364950006 86.001087134900004 39.646013290900008 -0.08725999999999999 63.910026677050006 62.837331883000012 39.749124837650008 -0.068524999999999989 41.532441862050007 86.232294534150014 42.541806567400009 86.280686780500005 -0.022239999999999999 64.221887820150016 64.434276012450013 -0.086339999999999986 64.84561010645001 61.907125369850007 35.131296350900008 0.11207500000000002 0.10332500000000001 83.680947768350009 -0.11600999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 24 3 -3 -2 6 7 -6 9 -7 -11 12 13 -10 15 -15 -17 -18 -16 -20 -13 -22 -19 -23 25 27 29 28 -1 -27
right_child=4 2 -4 -5 5 8 -8 -9 11 10 -12 20 -14 14 18 16 17 22 19 -21 21 23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.046355538756513853 -0.018220801471412501 0.0047617499494722274 0.013997001325842202 -0.048388740187688968 -0.0017654442529313372 0.018162426790809053 -0.013036991569198632 0.027424748186071986 0.027450908893245127 0.0018837943165802521 -0.040728313727410349 -0.036664631883862348 0.025542150033297972 -0.029080186272151851 -0.012907780264488926 0.021809479830679938 -0.023342597320942137 -0.01068679719966048 0.029075464626429657 -0.003960680159945675 0.032445433304606287 -0.034466664619370597 0.015688740029339933 -0.00013458197154253118 0.022873262469292509 0.0053688654528006845 -0.033040511540037329 0.04317531061165801 0.043584495049199395 -0.0069749968071999855
leaf_weight=0.51432742236648765 2.7683228184469035 0.96243892214260984 1.3929205182939766 3.5132068471284574 4.227158800698815 1.7246190905570973 3.9944018940441302 7.0853243349120021 4.0956737399101248 2.5407167412340637 2.8090451390016828 1.6454223170876492 5.0549694634973994 6.0590607635676852 3.9021513974294093 4.776943992823365 5.5754958167672184 4.375212017446759 7.4120210818946353 4.4307847730815402 1.6869441717863072 1.5227143429219712 6.1764626801013902 121.39028186744326 2.1050463691353789 11.340828703308956 1.2033007172867645 1.099416948854923 0.41813914477825165 7.5922693380853081
leaf_count=43 22 20 13 124 23 8 40 31 19 21 39 15 33 38 33 22 31 24 37 34 10 13 24 1860 8 153 13 7 2 140
internal_value=0.000347013 -0.00291113 -0.0248647 -0.0369593 0.000830185 0.00109324 0.00880489 0.0165172 0.000455797 -0.0110679 -0.0204909 0.000913522 0.00457236 0.00230755 -0.000103673 -0.00563801 0.00115671 -0.00496074 0.00937385 0.0167156 -0.000589447 -0.000113051 0.00475222 -0.000559907 0.00239658 0.000452168 -0.00158054 0.0205967 -0.00602439 0.000418913
internal_weight=233.396 30.1419 5.86857 4.47565 203.254 200.485 15.3069 11.3125 185.179 7.07438 5.34976 178.104 51.8588 46.8038 42.7081 26.9632 20.9041 16.1272 15.745 11.8428 126.245 124.6 10.5517 122.913 24.2733 22.1683 20.1364 2.03188 0.932467 18.9331
internal_count=2900 523 157 144 2377 2355 94 54 2261 68 60 2193 295 262 243 139 101 79 104 71 1898 1883 48 1873 366 358 306 52 45 293
is_linear=0
shrinkage=0.0401119


Tree=509
num_leaves=31
num_cat=0
split_feature=1 1 1 0 3 3 4 2 2 2 3 1 1 4 3 1 2 3 4 0 2 4 2 4 1 2 3 0 2 3
split_gain=1.36509 1.36958 2.46304 1.49313 1.47055 1.57595 1.33044 1.25713 1.41771 2.04889 1.71551 1.08723 3.66881 1.07317 1.0632 1.20842 2.61349 2.07939 1.67223 1.20219 1.84058 2.20823 2.04283 3.27392 4.15466 2.11204 2.10662 1.79883 1.01452 2.18605
threshold=54.884872733100003 70.343506983200015 70.73871032835001 86.530713386650021 0.12064000000000002 0.25847000000000003 37.186372654950006 0.11970500000000002 0.048530000000000011 -0.117115 0.094165000000000013 71.090898343450007 71.52105164435001 44.015822920550008 0.093295000000000031 65.727424373200009 -0.058529999999999992 0.098005000000000023 41.495754733000005 87.29692395375001 -0.22386500000000001 38.938637541200009 -0.11808 36.173488152900006 64.434276012450013 -0.095019999999999993 0.083565000000000014 86.780739992750014 -0.097799999999999984 0.074640000000000026
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 3 -3 4 -2 -6 7 8 9 10 -4 -8 13 -13 19 18 17 -17 -16 27 21 -21 -22 -24 26 -26 -25 -5 29 -14
right_child=1 2 6 14 5 -7 11 -9 -10 -11 -12 12 28 -15 15 16 -18 -19 -20 20 22 -23 23 24 25 -27 -28 -29 -30 -31
leaf_value=-0.0020470756755509179 0.00012013331357635813 -0.0021924204387325508 -0.0013000889700467426 0.00046652319788691816 -0.0019705772530950638 -4.7116863045507612e-05 0.00097622997234082061 -0.0022787033813904149 0.00098556017295115157 -0.0022703210278188133 0.0014628018131181957 -0.0023182784633934386 0.0005908214671383864 -6.7310697222777957e-05 0.0013820943929859378 0.00038047690879592299 0.0010473673583537837 -0.0017328941552169029 0.0002329811772328416 -0.0021295894983517647 0.0013866868999600818 0.00015278212043923906 0.0016500120894700043 0.0017731476310262077 0.00054719757330868538 -0.00095519733176391937 0.00019188697260540108 -0.0012685660268136943 0.00027207428615920356 -0.00051621027690949796
leaf_weight=1.1118321705143888 88.784514111932367 2.0246071959845713 1.7227235872414892 4.5363474041223508 2.7527502523735157 4.043047709390521 4.7558204084634772 1.6190880848444065 2.131165100086946 2.4080377121863408 1.7334111811360342 3.2244343711063257 9.9633972186129487 1.0894476007670162 13.481702700257303 3.820792943239212 7.4556515701115114 3.3676155470311642 7.6212913468480101 2.3154657222330561 8.2941312044858915 5.5036382311955094 5.9028328880667678 5.8670241609215754 4.9353980496525756 13.270147367380561 7.2320223972201347 4.6541409939527512 52.38762774178759 22.003789268230321
leaf_count=91 688 56 85 20 33 25 33 63 28 85 25 56 126 15 54 20 33 23 34 18 37 55 23 28 23 107 33 28 574 381
internal_value=0.000121548 0.000129615 -5.0667e-05 0.000227331 5.28454e-05 -0.000826246 -8.58381e-06 -0.000703121 -0.000384059 -0.000881808 8.56283e-05 6.28918e-05 1.39042e-05 -0.00174981 0.000397061 0.00066678 0.000234007 -0.000609592 0.000967095 0.000242822 0.000355713 -0.000523095 0.000506729 0.000310573 5.80062e-05 -0.000547908 0.000900129 -0.000412141 0.0001041 -0.000171175
internal_weight=300.014 298.902 105.064 193.839 95.5803 6.7958 103.039 9.61443 7.99534 5.86417 3.45613 93.4245 88.6687 4.31388 98.2582 35.7471 14.6441 7.18841 21.103 62.5111 53.3207 7.8191 45.5016 37.2074 31.3046 18.2055 13.099 9.19049 84.3548 31.9672
internal_count=2900 2809 1527 1282 746 58 1471 286 223 195 110 1185 1152 71 536 164 76 43 88 372 324 73 251 214 191 130 61 48 1081 507
is_linear=0
shrinkage=0.00196078


Tree=510
num_leaves=31
num_cat=0
split_feature=4 0 2 2 3 4 1 2 1 3 4 3 3 2 2 2 4 3 4 1 0 4 4 4 4 1 4 2 3 0
split_gain=0.245487 1.25677 1.05856 0.681916 0.662526 2.0185 1.28375 1.9549 1.7455 0.76303 0.678455 2.11005 1.54109 1.06289 0.988789 2.18166 0.833697 3.25967 1.29054 1.18034 1.32277 1.15463 1.62798 0.837097 0.758482 0.716925 0.563758 2.06277 1.82025 1.26078
threshold=42.102795028150005 104.06483731340002 -0.18126999999999999 -0.24103499999999997 0.095645000000000022 42.428475018400007 75.403185184700007 -0.012769999999999998 62.084563606450011 0.094415000000000013 42.564639561200003 0.092095000000000024 0.083905000000000021 -0.08459499999999999 -0.60827500000000001 -0.24103499999999997 43.19689381845 0.087725000000000011 43.509905336500005 69.873026810350026 86.388225105700016 43.874475754150005 43.673409002000007 42.773538294100007 42.428475018400007 62.106071271500007 41.811877919650009 -0.082509999999999986 0.099010000000000029 86.597924839850023
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 26 3 -3 9 -6 7 8 -7 10 12 14 24 -14 -12 -16 17 19 -18 20 23 22 -20 -17 -2 -15 -1 29 -29 -28
right_child=4 2 -4 -5 5 6 -8 -9 -10 -11 11 -13 13 25 15 16 18 -19 21 -21 -22 -23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=0.00099376703101879235 -0.02408282341535738 -0.037308839491426986 -0.039486577180751117 0.028055020298951135 -0.037637799065797881 0.00033968695872085819 0.022235826609689906 0.022982230891063368 -0.036476560023316854 0.021138187290109803 0.034807934298329846 -0.045526480390152176 0.02645114881396814 0.014495866984462105 -0.039580679406393732 0.0061819986635944565 0.017183755321245105 -0.049080239743673343 0.0030222685740168994 -0.022854167610650629 0.017115738467111806 0.0017730421246431075 -0.044876927276829119 -0.030272551144239754 0.0086772031502461607 -0.018385335895991627 0.035560995234329332 -0.03351325600437971 0.011444989810640412 0.0065771898762921064
leaf_weight=130.94250851491233 2.4290911936259358 0.30452958543537534 1.7843441703516862 0.66302969872776918 2.5336452113988335 3.4711926998570544 2.2922278556652591 2.0267370538786054 3.2697325986810029 2.2003832850605241 0.98887154040857339 1.4286566886657954 5.0232265420199829 2.0531702479347582 1.9163451646745588 1.6462481550406791 6.3688804669072843 2.1393036476802072 1.9685682022536632 2.3750942541810209 5.3058565221726894 30.642680734192254 1.7546567105455322 1.6480442929314447 1.491337807558011 1.5006431927322408 3.7370372768491507 2.2407084420556185 2.4813425419852138 4.1318274717777967
leaf_count=1185 37 79 267 14 35 34 37 20 43 15 11 33 28 19 122 17 54 42 27 43 24 509 23 32 24 25 14 36 23 28
internal_value=0.000329547 0.0012324 -0.0229725 0.0074824 -0.00119778 -0.00852624 -0.00185725 -0.00815617 -0.0175183 0.000169107 -0.000483689 -0.00212555 0.00716017 0.0157447 -0.00103304 -0.0016686 -0.000319412 -0.00824871 0.00223342 -0.000289793 0.00594179 -0.000537256 -0.0195513 -0.0120552 -0.0116209 0.000611358 0.00169647 0.00900444 -0.0098886 0.020342
internal_weight=232.76 146.285 2.7519 0.967559 86.4746 13.5935 11.0599 8.76766 6.74093 72.8811 70.6807 58.1832 12.4975 8.57704 56.7545 55.7657 53.8493 13.1145 40.7348 10.9752 8.60015 34.3659 3.72322 3.29429 3.92043 3.55381 143.533 12.5909 4.72205 7.86886
internal_count=2900 1646 360 93 1254 169 134 97 77 1085 1070 937 133 72 904 893 771 158 613 116 73 559 50 49 61 44 1286 101 59 42
is_linear=0
shrinkage=0.0361589


Tree=511
num_leaves=31
num_cat=0
split_feature=0 1 3 0 0 3 3 4 2 2 2 4 0 1 0 2 3 2 4 0 1 3 3 3 1 2 3 3 2 2
split_gain=1.41618 1.72977 1.78616 1.6813 1.93972 1.5544 1.55392 1.37467 1.75773 2.92138 2.12784 1.59304 1.6825 2.03709 1.56012 1.50496 1.41051 2.22371 1.77693 1.96381 1.42593 1.76071 1.74343 2.45784 2.05344 1.87073 1.70428 2.66237 1.36764 1.56729
threshold=98.201310130900012 77.898074329750017 0.085495000000000029 99.515966156650009 100.67200315280002 0.088670000000000013 0.11308000000000003 42.178283198950005 -0.067574999999999996 -0.053019999999999991 -0.042409999999999996 42.34047585750001 97.483491810050012 75.18810853425002 81.917319234750025 -0.016334999999999999 0.088165000000000021 -0.23955999999999997 43.57842012870001 86.692020874450009 62.55235532115001 0.08708500000000001 0.083415000000000031 0.082055000000000017 61.944763783650011 -0.089514999999999997 1.0000000180025095e-35 -0.15684499999999998 -0.61225999999999992 -0.59681499999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 2 -2 -3 -5 -4 -7 8 -1 -10 -11 -9 13 16 15 -12 17 -13 19 -18 21 22 23 24 26 -24 27 -19 -6 -30
right_child=1 3 5 4 28 6 -8 11 9 10 14 12 -14 -15 -16 -17 18 20 -20 -21 -22 -23 25 -25 -26 -27 -28 -29 29 -31
leaf_value=0.00012854702906940261 -0.0021351795802870229 -0.0021230543342540052 0.0011102970694415995 0.0010761776926935121 -0.0024350842038324354 -0.0015316459034462311 0.00023036633934210002 -0.0013514057661851793 0.0013138056771297816 -0.00096980420921085762 0.00077354722707932081 -0.0015062244487615692 0.0014719799122668081 -0.0016367344547406964 0.00052401676236561181 -0.0022950522053262084 -0.0014073381929998795 0.00036281967199870149 0.00055287016061216366 -5.9392218508426627e-05 0.00073859246448971475 0.0013793270620073817 0.00014838206362757054 0.0012137414846169366 -0.0015711408640858072 -0.0020452035483240522 0.0017420713055453301 -0.0023489142412182968 0.0016396359306189733 -9.5840171372514572e-05
leaf_weight=87.569586290162988 2.7460654305759808 1.2924453071318556 2.0438769944012147 6.4688479714095584 0.87535152488271606 4.33128019887954 3.2280240468680859 3.1009871726855627 14.261963249184189 4.2494261339306822 0.99427624978125129 2.5581455591600379 2.9724205620586863 2.7170403227210036 47.612909995485097 1.4547684474382538 7.3753592718858334 5.8752763033844539 5.9407495295163235 8.7118514701724035 19.110216493718326 3.2810141369700423 2.6468693688511848 5.7306584641337386 3.4396408880129448 3.1422610734589389 1.9934917408972976 1.7324497378431338 2.0287224081111992 36.887830813939225
leaf_count=601 83 14 12 36 28 54 28 39 60 28 10 104 15 82 280 50 96 53 51 60 144 12 15 21 38 29 8 41 23 785
internal_value=0.000137026 -0.000126993 -0.000768014 3.94752e-05 9.98926e-05 -0.000377068 -0.00077922 0.000203907 0.000309034 0.000539519 0.000336195 -4.38588e-07 5.38081e-05 -2.96118e-06 0.000447052 -0.00104925 5.90902e-05 0.000239139 -0.000345587 -0.000677373 0.000334234 5.66866e-05 -0.000120003 0.000164423 -0.000296688 -0.00104227 0.000159885 -0.000254703 -5.88191e-05 -5.36969e-06
internal_weight=296.374 59.9024 12.3492 47.5532 46.2608 9.60318 7.5593 236.471 156.143 68.5733 54.3114 80.3284 77.2274 74.255 50.062 2.44904 71.538 49.51 22.028 16.0872 46.9519 27.8417 24.5606 18.7715 13.0409 5.78913 9.60122 7.60773 39.7919 38.9166
internal_count=2900 1063 177 886 872 94 82 1837 1029 428 368 808 769 754 340 60 672 465 207 156 361 217 205 161 140 44 102 94 836 808
is_linear=0
shrinkage=0.00192234


Tree=512
num_leaves=31
num_cat=0
split_feature=1 0 0 0 2 1 3 3 2 2 2 3 3 4 3 2 2 1 0 0 2 2 4 3 0 4 4 1 4 4
split_gain=1.24034 0.811132 1.54065 1.52995 2.1961 1.18552 1.42659 2.4838 1.17566 1.61665 2.051 1.93004 1.77367 3.1809 1.36219 1.85329 1.39575 1.0085 2.20699 1.9585 0.991032 1.6159 2.37532 1.76653 2.02779 2.45062 1.71632 1.71454 1.41365 2.72851
threshold=90.988176966900014 93.972365491700018 85.716110573100011 94.550383989750017 -0.14739999999999998 61.993156030000002 0.10332500000000001 -0.17732499999999998 0.68694500000000025 0.22542000000000004 0.06041500000000001 0.07968500000000002 0.10236000000000002 45.027406014450008 -0.21013499999999999 -0.15895000000000001 -0.081844999999999987 61.971648364950006 85.447264760050004 84.95796538030001 -0.59511499999999995 -0.21094499999999999 40.08085804200001 0.090720000000000023 100.37896121655002 41.348489042950007 42.564639561200003 71.343613407700005 42.428475018400007 45.027406014450008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 4 -3 17 7 -7 9 10 14 -12 13 -11 15 -5 -17 18 19 -1 -16 22 -22 28 25 -25 -26 -24 -23 -30
right_child=-2 3 -4 8 -6 6 -8 -9 -10 12 11 -13 -14 -15 20 16 -18 -19 -20 -21 21 23 27 24 26 -27 -28 -29 29 -31
leaf_value=-0.0001162520382848351 -0.0012296327458881753 0.00043105795680480242 0.00031084362731798027 0.0013993750007640924 -0.0019406281604279153 0.00053886931073310372 0.00066443288598800644 -0.0019279755686061812 0.0011501709216094756 -0.0026053606364422671 -0.00064416491242123581 0.0013329072311050421 0.0010071952529682976 0.0013392917278992648 0.0005443275606879229 -0.0015384314784387908 0.00089188093491756378 0.0013202414312620619 -0.0013031722633950887 0.0010609250504273759 0.00028210980673700614 0.00051522748335117467 0.00065141772257330127 0.0002118909303526218 -0.0025607456414890113 -0.0019479665417542675 -5.8490133206503734e-05 -0.0024224281478365775 -0.0011179780800749559 0.00042972153861071786
leaf_weight=23.868253067135814 2.7480494758783598 2.6597780594602227 135.39548242290039 5.6368513773195446 3.7827828575391313 2.3919375841505826 2.2676442991942167 5.1432210516650212 3.6995603821706018 3.3306727388408026 2.5731125888414672 8.4976755399256927 1.3176747988909481 1.0837680306285618 7.6701318772975347 2.0320026127155875 1.7673861109651605 2.3574963584542266 4.7306344881653777 7.4078395310789338 3.3194181008729995 20.106460280716426 0.87699300050735463 10.877335349563511 3.2227341846737536 2.6044043824076644 1.6618871325626967 4.2114145501982421 8.1330652758479136 10.360354082658885
leaf_count=338 319 37 799 47 63 23 22 116 29 81 30 52 8 7 60 29 19 13 36 32 62 155 11 82 82 36 17 81 87 127
internal_value=0.000107765 0.000120309 0.000201558 -1.5987e-05 -0.00096149 -0.000105639 -0.00072636 -0.00114491 4.31632e-05 1.91313e-06 6.50863e-05 0.000873389 -0.00102911 -0.00163693 -4.34066e-05 0.000671694 -0.000407907 5.29676e-05 -3.00056e-05 0.000162566 -0.000135787 -0.000215583 -0.00103405 -9.47826e-05 -0.000605362 -0.000205351 -0.00170941 -0.00189265 0.000148158 -0.000250928
internal_weight=295.736 292.988 183.563 109.425 6.44256 48.167 9.8028 7.53516 102.983 99.2833 93.5512 11.0708 5.73212 4.41444 82.4804 9.43624 3.79939 38.3642 36.0067 31.2761 73.0442 65.3741 8.40783 56.9662 18.3664 13.4817 4.88462 5.08841 38.5999 18.4934
internal_count=2900 2581 1379 1202 100 580 161 139 1102 1073 977 82 96 88 895 95 48 419 406 370 800 740 154 586 217 118 99 92 369 214
is_linear=0
shrinkage=0.002


Tree=513
num_leaves=31
num_cat=0
split_feature=2 0 4 1 1 2 2 1 2 2 3 1 1 0 4 0 2 1 4 2 0 3 4 1 0 0 2 2 3 2
split_gain=1.05013 2.82673 1.8563 2.10271 1.73749 1.95895 1.74645 3.69062 2.34746 2.50066 1.68723 1.57742 1.35553 2.40763 2.2353 1.24289 1.7812 1.42347 2.93387 1.23495 2.33211 3.23276 2.66379 1.39259 1.39846 1.22194 1.18236 1.31428 1.38077 1.20995
threshold=-0.065399999999999986 84.280473931450004 41.495754733000005 81.320481529800006 62.084563606450011 -0.022239999999999999 0.06041500000000001 62.132955852800002 0.090855000000000033 0.13860000000000003 0.10419000000000002 81.524804347700012 62.132955852800002 86.280686780500005 39.56957118270001 102.21786657775002 -0.24103499999999997 80.677940036650014 41.093509583400007 1.0000000180025095e-35 96.588235252600015 -0.09182499999999999 38.441102963850007 70.96454081135002 92.652332549650012 98.327667663000014 -0.15818499999999999 -0.088944999999999996 0.072890000000000024 -0.085734999999999992
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=15 -2 3 12 10 -6 7 -7 -8 -10 -4 -5 13 14 -3 -1 -17 18 -18 23 21 -21 -23 24 -14 -22 -19 28 -28 -29
right_child=1 2 4 11 5 6 8 -9 9 -11 -12 -13 19 -15 -16 16 17 26 -20 20 25 22 -24 -25 -26 -27 27 29 -30 -31
leaf_value=7.9522229425270504e-05 -0.001132791580277322 0.0013915332736054032 -0.00027769551177047583 0.00068264825553190423 0.00095980287175073827 0.0017648918657760574 0.0020380070316756978 -0.0017943065738601138 -0.002210311332438156 0.00037431598038368527 -0.002546019039144819 -0.0021363207243261287 0.00042966192549845654 0.0019037881133769877 -0.00023928151766244388 -0.002125968060764758 0.0011443756004372372 0.00085641022272764464 -0.0025920195830550666 0.00097643048908845694 0.0017009629953760284 -4.3398025983389092e-05 -0.0020275609951982652 0.00015858193047368953 0.0018109400149879042 0.00029322152669223418 0.00035641216061802676 0.0011246837861262988 -0.0021410493112796374 -0.0010746099577090076
leaf_weight=177.3598628451582 5.2274125524563706 5.9758583158254641 3.7916465671733048 1.2591597810387605 8.1442266767844611 1.4377010073512781 2.2943617701530448 5.0703284534392878 1.8529345146380345 6.4453194578527473 1.8887536800466476 1.9375108027306849 4.9346367120742816 7.5127794891595832 7.0359730273485184 2.1662325371871729 1.2246179576031893 4.6988752723555116 2.3747874991968274 4.7918712198734275 4.0085635371506196 5.5794463045895117 4.8737306115217507 8.1369092715904099 6.5700273774564266 5.8017389234155416 1.3312464609625787 2.7657522554509342 2.3597960700280964 1.4744745127682017
leaf_count=1348 150 22 36 7 56 8 11 89 86 67 27 146 30 32 34 136 14 81 40 23 18 30 52 48 26 54 32 25 116 56
internal_value=0.000113947 0.000272585 0.000346536 0.000526736 -5.21341e-05 0.00016833 -0.000208611 -0.00100804 0.000282551 -0.000202811 -0.00103192 -0.00102594 0.000602836 0.00101998 0.000509692 2.92045e-05 -0.000455925 -0.000233017 -0.00132079 0.000411284 0.000122713 -0.000357165 -0.000968502 0.000779394 0.00121848 0.000868435 7.69832e-05 -0.000384788 -0.00124029 0.000359913
internal_weight=300.327 104.571 99.3435 68.4182 30.9253 25.2449 17.1006 6.50803 10.5926 8.29825 5.6804 3.19667 65.2215 20.5246 13.0118 195.756 18.3958 16.2296 3.59941 44.6969 25.0554 15.245 10.4532 19.6416 11.5047 9.8103 12.6301 7.93127 3.69104 4.24023
internal_count=2900 1052 902 522 380 317 261 97 164 153 63 153 369 88 56 1848 500 364 54 281 177 105 82 104 56 72 310 229 148 81
is_linear=0
shrinkage=0.00196078


Tree=514
num_leaves=31
num_cat=0
split_feature=1 0 0 0 4 1 2 1 3 4 4 4 0 1 0 2 2 0 0 3 1 4 2 4 0 3 3 4 2 2
split_gain=1.0625 0.968706 1.7706 1.96124 2.19314 2.86592 4.62013 1.66307 2.6255 1.60544 1.40961 2.13876 2.90626 1.90155 2.77797 1.66001 4.72952 3.49024 2.908 1.34561 1.30157 1.27896 2.49418 2.10982 2.5111 1.72524 2.61199 1.64432 1.33636 1.29335
threshold=90.988176966900014 85.716110573100011 90.837623311600012 90.337570099350003 38.592454371550012 63.910026677050006 -0.14228499999999997 67.649671936450019 0.084795000000000023 37.020641110850008 42.049402686800001 43.162556114600001 86.20003303655001 62.197478847950002 85.775256651950016 -0.065399999999999986 -0.11808 86.103248543850015 86.280686780500005 0.085765000000000022 61.993156030000002 38.703421923500009 -0.033594999999999993 34.542090938800008 94.776214472700005 0.094415000000000013 0.091885000000000022 39.211875820650008 1.0000000180025095e-35 -0.59511499999999995
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 20 3 4 9 10 -7 8 -4 -3 13 12 -12 14 -6 16 -16 -18 -17 -13 -1 22 23 -9 -25 26 -26 -23 -24 -29
right_child=-2 2 7 -5 5 6 -8 21 -10 -11 11 19 -14 -15 15 18 17 -19 -20 -21 -22 27 28 24 25 -27 -28 29 -30 -31
leaf_value=4.6204766407222394e-05 -0.0010957743552150471 0.00045445826799469922 0.00031424640427119433 0.0012113576659589175 0.0018176955572281825 0.00028706603403856813 -0.0028127179301434234 0.0003556093922009494 -0.0017378047698100231 0.0017107074598418492 -0.0017845509452796278 -0.00011233276063409783 -2.9736136554492914e-05 0.0013574628706878047 0.00084240749147480539 -0.00018145016106321864 0.00016446359776852329 -0.002081586375342124 0.0013317746695995743 0.0011698889696952746 -0.00073874647327206073 0.00098006958412170898 0.0014583187753613792 -0.0026858887224817957 -0.0011151135911487804 -0.0021777707435192183 0.001609668439052841 0.00084554912107562405 1.4839819646850407e-05 5.21517539589951e-05
leaf_weight=36.543704696232453 2.5078624314337494 9.2024801895022375 4.2765326760709268 8.8785667440388334 3.9395465180277816 4.1788386898115277 2.8882537499302989 3.97989994924865 4.5931460540741682 5.9491619020700446 4.3471364616416457 5.2934512672945839 14.646693436428903 7.371190518140792 7.8062843456864313 9.2905658315867274 4.3167196474969369 5.7052432894706726 8.7674940750002843 6.4482997395098209 9.441683749901129 8.6751913791522366 2.8360052427742621 3.0785340389702451 3.368639902328141 1.9424335968215016 1.9864638037979601 7.9970841873437157 11.578736644936724 83.460479013854638
leaf_count=419 319 41 34 46 11 35 46 69 51 22 53 26 72 34 31 47 22 36 40 25 161 58 15 45 74 54 10 48 131 825
internal_value=0.000125715 0.000136178 0.000182971 0.000362413 0.000287153 0.000169404 -0.000979786 4.09659e-05 -0.000748404 0.000947714 0.000273615 -4.04761e-05 -0.000431362 0.000478158 0.000315411 0.000150492 -0.000257453 -0.00111415 0.000553246 0.000591834 -0.000114961 9.52814e-05 -0.000254937 -0.000810976 -0.00125844 -0.000656255 -0.000104362 0.000195908 0.000298835 0.000121527
internal_weight=295.296 292.788 246.803 109.03 100.151 84.9997 7.06709 137.773 8.86968 15.1516 77.9326 30.7356 18.9938 47.197 39.8259 35.8863 17.8282 10.022 18.0581 11.7418 45.9854 128.903 28.7707 14.356 10.3761 7.29754 5.3551 100.133 14.4147 91.4576
internal_count=2900 2581 2001 587 541 478 81 1414 85 63 397 176 125 221 187 176 89 58 87 51 580 1329 398 252 183 138 84 931 146 873
is_linear=0
shrinkage=0.00188464


Tree=515
num_leaves=31
num_cat=0
split_feature=1 0 4 0 0 3 3 3 3 3 2 0 1 4 1 1 1 3 2 1 3 3 4 2 2 1 0 2 2 0
split_gain=0.962211 2.6209 1.9008 1.63911 1.663 1.58606 1.26025 1.54575 1.28939 1.89816 1.22819 1.17227 1.14087 3.20238 4.14368 2.46291 2.90587 1.39022 2.73772 2.00778 1.93055 1.8094 1.22939 1.11594 3.97101 1.61979 2.59441 2.01415 3.12034 2.05223
threshold=70.182199495350019 94.550383989750017 40.305698932850007 86.530713386650021 93.972365491700018 -0.16319499999999998 0.11614000000000002 0.13635000000000005 -0.25445999999999996 -0.5582649999999999 -0.16030499999999998 93.867515624600017 66.697957758300021 37.797539186950011 67.649671936450019 66.318885161900013 65.630639880500027 0.090390000000000012 -0.068524999999999989 62.55235532115001 0.083415000000000031 0.083185000000000023 41.495754733000005 -0.058529999999999992 -0.069554999999999992 75.28220456885002 102.21786657775002 -0.096499999999999989 -0.079824999999999993 97.550703263350016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 6 11 -4 8 -8 9 -1 -7 12 15 -14 -15 16 17 18 19 20 -5 -20 -19 24 25 27 -27 29 -29 -3
right_child=1 23 5 4 -6 10 7 -9 -10 -11 -12 -13 13 14 -16 -17 -18 22 21 -21 -22 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=0.00078025806339506549 -0.0024365988439504524 0.00039827898655408979 0.0013398529318356541 7.5365218505745596e-05 -0.00056505443821312025 0.00079594930616604055 -0.0017850534491073548 -3.5004635131673138e-05 0.00015319256255003842 -0.0015492862077010059 -0.0020844242544258169 0.0014436297965753132 0.00093338224658064898 -0.0022353672695406015 9.7728599047070355e-05 0.001603293825048577 -0.00091850734123489358 0.0012662119476110462 0.0017780107617615848 0.00059682972855954169 -0.0015878798145736272 3.8843403867809239e-05 0.00035334477498298529 0.00032661123919970381 -0.0028481793530992024 0.0005471068327744373 -0.00039946620307874524 -0.0022635550056987986 0.00037405702743078736 -0.0015060195464930836
leaf_weight=1.8545283579733221 2.5904912084806702 9.3917365921661276 1.3057119483128192 5.0543535705655831 6.1478220149874678 0.75059127504937384 2.9149840185418716 4.6560294628143311 81.346459347521886 3.763725424418225 1.7557735183509064 4.0169225949794045 8.7365432530641574 3.6864115484058848 10.144149587489663 6.8219024315476409 5.3371021309867492 12.998822681605818 5.3949392661452311 6.6713943630456916 4.8641763925552368 3.5053241103887558 8.778961665928362 34.524850683592376 1.8065345931681793 26.934845644980669 16.637385290421662 4.3223158409819007 2.5229895543307057 2.5574588717427096
leaf_count=35 46 75 15 23 58 14 34 32 648 88 81 17 34 44 62 32 35 55 31 32 31 19 40 460 37 192 488 70 24 48
internal_value=0.000121834 -2.24066e-05 -0.00119091 0.000203036 0.000381889 -0.000344401 2.86792e-05 -0.000708807 9.28836e-05 -0.000780327 -0.00122183 0.000449574 0.000400874 4.01214e-05 -0.000524137 0.000537869 0.000399703 0.000548544 0.000249794 -0.0002026 -0.000740312 0.00109305 0.000898221 5.33944e-05 -9.35947e-05 -1.38045e-05 0.000185672 -0.000476262 -0.0012914 -9.29366e-06
internal_weight=291.795 105.101 6.40257 186.695 92.1588 3.81208 94.5357 7.57101 86.9647 5.61825 2.50636 86.011 81.9941 22.5671 13.8306 59.427 52.6051 47.268 25.4902 16.5899 9.91853 8.90026 21.7778 98.6981 64.1733 62.3667 43.5722 18.7945 6.84531 11.9492
internal_count=2900 1550 156 1350 513 110 837 66 771 123 95 455 438 140 106 298 266 231 136 86 54 50 95 1394 934 897 680 217 94 123
is_linear=0
shrinkage=0.00188464


Tree=516
num_leaves=31
num_cat=0
split_feature=1 1 0 3 0 1 3 3 4 4 4 3 3 3 0 1 2 4 3 3 0 3 0 2 2 3 3 3 3 0
split_gain=1.42848 2.39049 1.60102 1.82841 1.65131 3.14007 1.5568 4.12024 1.92029 1.52037 1.81797 1.47479 1.46426 2.1681 3.52596 2.5352 1.77463 1.74443 2.16073 2.52904 1.7145 1.96386 2.41689 3.25029 2.79256 1.34273 1.24698 1.23677 1.50339 1.59733
threshold=70.343506983200015 70.73871032835001 87.181320254150009 0.12064000000000002 90.837623311600012 68.214248143850014 0.077015000000000014 0.084795000000000023 37.858673296900008 42.541806567400009 43.147345722250009 0.25847000000000003 0.093295000000000031 0.088105000000000017 86.103248543850015 61.960894532450006 -0.092289999999999997 41.24714903835001 0.10236000000000002 0.10818500000000002 86.780739992750014 0.082055000000000017 86.036037090600004 -0.088514999999999996 -0.082509999999999986 0.086520000000000027 0.091975000000000015 -0.25765499999999997 -0.25215499999999996 95.141844778450022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 12 9 6 -6 -8 -9 -4 -11 -5 13 20 15 16 -15 18 -14 -20 21 -1 23 -23 -25 -26 -17 -3 -29 -30
right_child=1 27 4 11 5 -7 7 8 -10 10 -12 -13 17 14 -16 26 -18 -19 19 -21 -22 22 -24 24 25 -27 -28 28 29 -31
leaf_value=-5.6868437072821232e-05 -0.0021034333368557152 -0.0011426074744688172 0.00084695254088272445 -0.0018263908635621309 -0.0022593126446399125 0.00048803655694569048 0.0011969417280428775 0.00018158891846721228 -0.0021261751070787206 -0.00077378530433388289 0.00075758407477280302 -0.00014357364653815483 0.0014313632132679881 0.00017841566370712097 -0.0021383532640117213 -4.8492810202157998e-05 -0.0025333049395743321 -4.2081175398207019e-06 -0.00084574569994206943 0.0012116387841807224 -0.0011555595267352442 -0.0016656349391894845 0.0014494356449168847 0.0017281281827437357 -0.0012005934257588921 0.00074496741315689815 0.0018817140122886591 0.0015889105574208732 -0.00074646504235294643 7.3512507797344819e-05
leaf_weight=34.036520640132949 1.9631988205946971 3.2882937958929679 35.847179319709539 3.0415745782665899 1.8973328433930863 25.958688999526203 3.5981981363147479 1.9056520462036131 3.905058822594583 5.1310236826539022 5.9424745868891478 4.72068134509027 10.291203599423172 1.6354083158075803 4.1673231571912757 2.468593040946871 1.8013553493656207 15.454708275385199 4.396641902625559 4.102300301194191 3.4060970377176991 2.7407938577234736 8.5227594375610334 4.5726892352104178 2.7309977891854968 2.3391307890415192 2.2931061144918203 2.1554746082983902 9.2904751205351186 91.982009885337902
leaf_count=403 56 85 160 35 29 139 19 8 49 28 33 29 42 16 34 29 27 101 24 17 20 35 26 13 28 16 13 14 172 1200
internal_value=0.000130795 -4.26485e-05 0.000226523 7.96606e-05 0.000423168 0.000126987 -0.000701969 -0.000387926 -0.00136933 0.000658398 4.80077e-05 -0.000802971 0.000144935 -9.97131e-06 -0.000726808 -9.31139e-06 -0.00124291 0.000464814 0.00085058 0.00014732 0.000141946 0.000222383 0.000677018 0.000145417 0.000660175 -0.000302999 0.000881043 -4.73742e-06 3.1439e-05 -1.71011e-06
internal_weight=305.587 108.679 196.907 112.722 84.1856 37.2649 11.3062 9.40891 5.81071 46.9207 11.0735 7.76226 104.96 70.7148 12.3658 8.19846 3.43676 34.2449 18.7901 8.49894 58.349 54.9429 20.9064 12.3836 9.64282 5.07013 4.7617 106.716 103.428 101.272
internal_count=2900 1527 1373 908 465 244 105 76 57 221 61 64 844 660 119 85 43 184 83 41 541 521 118 92 57 44 42 1471 1386 1372
is_linear=0
shrinkage=0.00188464


Tree=517
num_leaves=31
num_cat=0
split_feature=0 0 2 1 3 1 0 1 3 1 4 2 2 1 1 1 2 0 1 0 3 3 0 0 4 1 3 3 2 1
split_gain=1.03746 2.02964 2.40479 1.50056 2.20651 1.74375 1.337 1.11671 1.28639 1.7477 1.06401 2.61207 4.38354 3.8454 2.33099 2.29388 2.51909 2.09834 1.79849 1.5797 2.19197 3.71253 1.68723 2.44632 3.06529 1.48678 2.68183 1.48604 1.44797 1.40323
threshold=93.972365491700018 94.550383989750017 -0.14739999999999998 70.182199495350019 -0.16319499999999998 70.085415002650009 85.716110573100011 62.00390986255001 0.10332500000000001 64.071334164850015 38.592454371550012 -0.093604999999999994 -0.088099999999999998 64.071334164850015 62.00390986255001 64.654729579150015 -0.073724999999999999 90.337570099350003 66.318885161900013 86.530713386650021 0.08079500000000002 0.089185000000000028 85.775256651950016 85.968825637350008 41.348489042950007 62.025417527550012 0.091975000000000015 0.088565000000000019 -0.14869999999999997 62.084563606450011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 5 -5 6 7 -1 9 -9 15 14 -13 19 -12 -8 17 -17 -15 22 -21 -22 -14 24 -24 26 -25 -16 -29 -27
right_child=1 -3 -4 4 -6 -7 10 8 -10 -11 11 12 13 18 27 16 -18 -19 -20 20 21 -23 23 25 -26 29 -28 28 -30 -31
leaf_value=6.3768161512501686e-05 0.00037545435921138118 3.5916996510682667e-05 -0.0018811234197893066 0.00074020062616423005 -0.0022780017431470751 0.0014693199556671964 0.0017468539476204715 -0.0021292396579408869 0.00054224365840669286 -0.00019988335641123899 -0.00061570210543377009 -0.0016729645837758593 0.0013271580416837575 -0.0021280455453990092 0.0010779543138178477 0.00028901373512547001 0.0010221230053933132 -0.0014874009432556182 -0.00041928607605749661 0.001652176457426246 -0.00080022367842187312 0.00095535685941621417 -0.0026586894818246961 -0.00036747776930054905 -1.5755093150686862e-05 -0.0012039002932409096 0.0015389703136536644 0.00079508051751081099 -0.00053248807344962064 0.00029308685407792087
leaf_weight=40.502168270992115 2.6322626513428986 103.41976268633152 4.1606671062763771 1.4192466614767911 1.9813928970834229 3.7383430171757928 5.0456851199269321 2.9597207233309728 2.2342298347502947 3.4964293749071658 4.6657307958230367 4.9855990447103968 3.0624985843896892 2.9177179466932994 20.711885229684412 7.1124878972768819 9.919249720871445 3.3343152515590191 7.5291910991072655 5.9363251551985767 6.2194319739937809 12.13806329667568 2.6073472984135178 4.573095455765726 3.5216855937615037 3.7809057896956784 5.6084466557949781 6.8565623387694359 4.7464545145630819 4.9188478067517281
leaf_count=428 37 1421 63 14 73 14 19 72 18 57 30 35 11 30 99 30 40 22 55 29 34 55 21 24 31 30 23 32 28 25
internal_value=0.000113784 -2.83443e-05 -0.0010067 0.000197765 -0.00101836 0.000220349 0.00019432 -6.51844e-05 -0.000666178 -0.00108437 0.000292374 0.000210114 -5.34231e-06 0.000127019 0.000605124 0.000631555 0.00035524 -0.000277966 -0.000896526 0.000331212 0.000676184 0.000360575 3.26774e-05 -0.000125831 -0.00114008 0.000203404 0.000682679 0.00078139 0.000252011 -0.000357503
internal_weight=296.736 110.213 6.79293 186.523 3.40064 183.122 179.384 49.1925 8.69038 6.45615 130.192 104.78 67.7992 62.8136 36.9806 25.4117 20.3661 10.4468 10.4469 52.3666 24.2938 18.3575 28.0728 25.0103 6.12903 18.8813 10.1815 32.3149 11.603 8.69975
internal_count=2900 1521 100 1379 87 1292 1278 575 147 129 703 592 403 368 189 111 92 52 85 283 118 89 165 154 52 102 47 159 60 55
is_linear=0
shrinkage=0.00184769


Tree=518
num_leaves=31
num_cat=0
split_feature=1 1 0 0 1 3 3 0 3 0 3 3 3 1 4 4 2 3 1 0 3 1 4 0 4 3 3 1 4 3
split_gain=1.99466 2.46121 2.10929 1.33976 2.96265 2.59258 1.33617 1.55844 1.30152 1.59568 1.60952 2.13917 2.35812 1.41029 1.27493 2.78581 1.26719 1.25281 1.43283 1.24604 2.31495 3.65515 1.87629 1.693 1.73718 1.52242 1.69079 1.51289 1.8655 2.21218
threshold=70.343506983200015 70.73871032835001 86.530713386650021 90.837623311600012 67.649671936450019 0.084795000000000023 0.12064000000000002 85.872041144650012 0.099010000000000029 90.437043050150024 -0.084259999999999988 0.087265000000000023 0.081815000000000013 62.197478847950002 38.771633980050005 36.625813070500008 -0.057185 -0.04931 65.036490633650018 96.055920542800024 -0.089509999999999992 71.090898343450007 45.673096293200011 97.835679825150024 36.735256530150004 0.07870000000000002 0.089185000000000028 78.285212300550015 42.072181850200003 0.089785000000000018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 6 8 5 -5 17 -8 9 10 -4 12 -12 -13 15 -6 -7 18 -1 20 -3 -22 -23 25 -25 -21 -27 28 29 -26
right_child=1 19 3 4 14 16 7 -9 -10 -11 11 13 -14 -15 -16 -17 -18 -19 -20 23 21 22 -24 24 27 26 -28 -29 -30 -31
leaf_value=-0.000386804380520214 -0.0019941477596930575 0.00049577676712036307 0.0010584354235207731 0.00024851899662092796 0.00076431862938884166 -0.0026326016058737735 -5.3107487891113684e-05 -0.0018241461548718458 0.0009570909951855136 0.0013079415577920194 0.00037940265302486946 -9.7845984931124895e-05 -0.0010823034738446453 0.00092598816056309124 0.00072681920308671213 -0.00099465216864418342 -0.0007906915639035952 0.00022161682766625151 0.001467694860356023 -0.00042930703911826204 0.00039599133059933843 -0.0020863789231321279 -8.9429292254567105e-05 -0.0013660091352908489 0.00081594062099766705 0.0012236166722310758 0.00015831042621261665 0.00014581622674690771 -0.0015636107339983816 -0.00076361735108517771
leaf_weight=20.371683445060629 2.0496060843579462 5.623900959268215 6.8388948868960133 4.4218625873327237 6.2615866772830504 2.1907558403909206 4.1672687381505957 2.511542338412255 19.27098187059164 5.3978602960705748 6.4463870022445935 7.0462943688035038 7.5672645829617977 10.667236886918543 17.710397359915078 5.1967061944305897 2.5484472345560789 68.746083438163623 1.4046112122014154 4.7782602533698109 4.5517038283869615 6.0512006285134685 1.966124730184674 3.206072406290331 4.5980245424434525 9.4401411749422568 9.3559319172054511 43.673086132039316 3.8917061407119027 7.1371915508061647
leaf_count=322 56 55 32 34 27 22 29 29 78 26 37 33 45 41 99 33 29 449 8 33 29 131 40 210 36 42 55 699 72 69
internal_value=0.000129455 -6.68845e-05 0.00023448 0.000413454 0.000151467 -0.000729556 4.7471e-05 -0.0007191 0.000572258 0.000403572 0.000276992 0.00010855 -0.000409907 0.000518716 0.000428171 -3.34315e-05 -0.00164214 0.000104029 -0.000267186 -2.9002e-05 -0.00045129 -0.000875047 -0.00159666 6.02478e-05 -9.27072e-05 0.0004658 0.00069335 -2.38657e-05 -0.000498082 -0.000144724
internal_weight=305.089 106.323 198.766 101.565 38.3298 9.16107 97.2012 6.67881 63.2349 43.9639 38.5661 31.7272 14.0137 17.7135 29.1687 11.4583 4.7392 90.5224 21.7763 104.273 18.1929 12.569 8.01733 86.0804 62.5061 23.5743 18.7961 59.3 15.6269 11.7352
internal_count=2900 1527 1373 536 244 85 837 58 292 214 188 156 82 74 159 60 51 779 330 1471 255 200 171 1216 1086 130 97 876 177 105
is_linear=0
shrinkage=0.00177594


Tree=519
num_leaves=31
num_cat=0
split_feature=1 1 0 1 3 3 0 1 3 0 3 3 4 2 3 2 3 3 1 2 4 3 3 0 2 4 4 4 4 2
split_gain=1.81516 2.51242 1.9449 1.41717 1.53953 2.30214 1.18347 2.4283 3.5728 2.14925 1.5997 1.47929 1.43062 1.41931 1.35061 1.30117 1.13937 1.78239 1.10808 2.43467 1.60191 2.27639 2.64458 2.00504 1.35701 1.21511 1.1076 1.07841 1.43564 1.9793
threshold=70.343506983200015 70.73871032835001 85.716110573100011 61.993156030000002 0.10332500000000001 -0.17732499999999998 96.055920542800024 71.090898343450007 0.082775000000000029 97.835679825150024 0.07870000000000002 0.089185000000000028 36.735256530150004 -0.61225999999999992 0.11467000000000002 -0.097799999999999984 -0.04931 -0.11050499999999999 78.285212300550015 -0.59681499999999998 42.072181850200003 0.088670000000000013 0.11308000000000003 99.983757871350008 -0.50001499999999999 50.065525775750011 43.812290675100009 37.572218886150004 41.322103772800006 -0.054494999999999995
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 16 5 -5 7 -3 -9 10 -8 -12 14 -14 -11 -13 17 -1 20 -20 21 -15 23 -23 -21 -22 27 -18 29 -29
right_child=1 6 -4 4 -6 -7 9 8 -10 12 11 15 13 18 -16 -17 26 -19 19 24 25 22 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=2.7832185158469463e-05 -0.0021574676692446429 0.00071832551125741262 0.00037106176854435734 0.00040169833541655459 0.0006464845597573427 -0.0018561065852834065 -0.0004159166886824294 -0.00011620792291018092 -0.002223997453294707 -0.0020949631614179606 0.0013602531260295666 0.00095447850178396597 -0.0023247760231269246 0.0010998047752612465 0.00092684128876679419 -0.00051317898081610031 0.0010768099890217262 -0.0016720009624289318 0.0017980403399849058 -0.002127198174546424 -0.0022541455955621356 -0.0028518532029257787 0.00060905000782502359 -0.00014121894024618237 8.7263243314041069e-05 0.00026562569876994823 0.0013069217991482206 -0.0017385471301633599 0.00038896998651983015 0.00031220422503868398
leaf_weight=9.4376495777396432 2.0502472030930212 4.6760336793959167 148.50813628453761 2.4543128064833581 2.344479956664145 5.2146163363940996 4.7303545679897097 7.9726659627631289 4.7376982711721212 2.3307966281427066 9.6118025723844784 4.8222356792539385 0.98446890036575396 3.8553351154550892 0.71402685670182098 4.1561974696814969 3.9375709872692886 3.0054868045263019 3.0975768053904096 1.049335426505414 2.6136563271284099 2.4390501817688346 3.1259203916415572 1.7192233977839348 40.137480122386492 0.96957125794142474 3.6474199797958127 3.5010546743869781 11.364226524252443 3.4559751525521305
leaf_count=170 56 30 798 23 20 113 33 115 110 192 42 23 24 33 18 32 32 74 19 54 53 31 24 14 606 18 20 30 75 18
internal_value=0.000152896 -5.01842e-05 0.000262026 -7.27905e-05 -0.000716771 -0.00113353 -8.53863e-06 -0.000466123 -0.000901872 8.35876e-05 0.000582185 0.000836156 -0.000100871 -3.5628e-05 -0.00138633 0.000275087 9.53592e-05 -0.000382742 2.56392e-06 0.000154455 -0.000454308 -9.46757e-05 -0.000726883 -0.00173115 3.08444e-05 -0.00157233 0.000324998 0.000164096 -3.20631e-05 -0.000719816
internal_weight=302.665 105.794 196.871 48.3628 10.0134 7.66893 103.743 17.3864 12.7104 86.357 23.3206 18.5902 63.0364 59.9916 3.04482 8.97843 38.3494 12.4431 59.0071 44.2844 14.7228 11.1395 7.28419 4.15827 41.1868 3.58323 25.9062 22.2588 18.3213 6.95703
internal_count=2900 1527 1373 575 156 136 1471 255 225 1216 130 97 1086 876 210 55 419 244 852 679 173 102 69 45 660 71 175 155 123 48
is_linear=0
shrinkage=0.00192234


Tree=520
num_leaves=31
num_cat=0
split_feature=1 2 0 4 0 0 0 1 1 3 0 1 0 4 1 3 2 4 1 1 3 2 0 0 4 3 3 0 4 1
split_gain=1.07955 1.3171 1.11337 1.7354 2.35731 1.82742 1.60077 1.7819 1.57699 2.5816 1.69831 1.5152 1.6591 1.22587 1.57054 2.39903 3.38781 2.34455 2.00575 2.49039 3.43284 1.76388 1.15671 1.29035 2.75717 1.89967 2.0805 1.59302 1.93907 1.79227
threshold=55.583871847050013 0.11529000000000002 93.972365491700018 38.238138001450004 94.964406541850011 95.071944867050021 96.588235252600015 72.953999827850012 70.182199495350019 -0.16319499999999998 93.867515624600017 77.52437864960001 101.23657936015002 38.386256906100009 71.787208999250012 0.089580000000000021 -0.11131999999999999 41.395309858300003 72.496961945650014 74.986474174450009 -0.17732499999999998 -0.048664999999999993 86.530713386650021 90.837623311600012 36.625813070500008 0.085880000000000026 0.077015000000000014 90.337570099350003 41.322103772800006 64.654729579150015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 8 4 -4 -6 -7 -8 10 -10 22 -9 -13 -5 15 21 -17 -18 -16 20 -20 -15 -2 27 -25 26 -26 28 29 -24
right_child=2 -3 3 13 5 6 7 11 9 -11 -12 12 -14 14 18 16 17 -19 19 -21 -22 -23 23 24 25 -27 -28 -29 -30 -31
leaf_value=-0.0020893921314475406 7.2902099686346106e-05 0.0019007155772495603 -0.0023934582297294796 0.0013954045425737982 0.0019696591675249925 -0.0026272206645844747 0.00088373929394008563 -0.0022703440405426709 0.00093266888937472143 -0.0024584589561240005 0.0014589074323309898 0.00090218152320105795 -0.0010991995465660875 -0.001631406179189518 0.0014160066172447031 0.0017357932257698503 0.00043327160247140197 -0.0023391560940559781 0.0010815085703400876 0.00018016515430716406 -0.0023621851041451523 0.00042670691372171543 0.0012102421915246406 0.0011433829030518036 -0.00087867033086584038 -0.0010143789649523735 0.0010344073796724222 0.0012889997101167934 6.9407787751981027e-06 0.00020595829283653354
leaf_weight=1.6218492563348257 96.207072161138058 0.39564967527985562 2.4079434378072646 2.6537371031008652 1.2475074119865883 1.2469892166554917 3.5130781829357138 1.9962238292209784 1.4639355996623638 2.1029402446001759 4.3598708156496278 2.5980703001841903 4.1143300577823538 7.1896898942068219 4.6151798516511908 3.5268872156739235 2.6337265335023385 2.1140806898474693 1.6491005942225454 70.253160370280966 3.4229511646553865 2.0596354845911282 15.3012095913291 6.09579083696008 3.6887465082108992 9.08415355440229 5.3632313329726458 9.2032945156097394 24.835606124252081 12.343362482264636
leaf_count=113 722 2 41 15 5 19 16 58 14 73 17 20 240 102 27 15 19 41 11 815 58 19 71 23 33 67 26 43 121 54
internal_value=0.000122734 -0.0013069 0.000132121 -1.81471e-05 -0.000594965 -0.000300686 -0.000510972 -0.00029505 0.000224822 -0.00106665 0.000249524 -0.000770576 -0.000324554 8.05115e-05 4.47099e-05 -0.000486906 0.000280119 -0.000801222 0.000161247 8.43681e-05 -0.00124252 -0.00117311 0.000220572 0.000385931 2.54304e-06 -0.000380908 0.000254814 0.000536543 0.000404586 0.000761827
internal_weight=309.309 2.0175 307.292 117.242 17.1241 14.7162 13.4687 12.2217 190.049 3.56688 186.482 8.70862 6.7124 100.118 97.4644 17.524 8.27469 4.74781 79.9404 75.3252 5.07205 9.24933 182.122 85.9154 24.2319 18.1361 9.05198 61.6835 52.4802 27.6446
internal_count=2900 115 2785 1521 399 358 353 334 1264 87 1177 318 260 1122 1107 196 75 60 911 884 69 121 1160 438 149 126 59 289 246 125
is_linear=0
shrinkage=0.00196078


Tree=521
num_leaves=31
num_cat=0
split_feature=4 0 4 1 0 3 3 3 2 2 4 3 2 2 3 3 3 3 3 2 4 1 4 1 3 4 0 4 1 0
split_gain=0.28534 1.07785 0.82259 0.672175 1.06577 1.02605 1.17286 0.53176 0.866892 1.08283 0.46821 0.830936 0.860235 0.468492 0.459521 0.8956 1.57794 0.771746 1.41522 1.4427 0.751236 1.74381 1.69269 0.995764 1.16909 2.37653 1.02813 0.733676 1.19783 1.03234
threshold=48.988717865950008 71.144667506050013 48.852845034800005 55.855406118200008 99.983757871350008 0.079095000000000013 0.074640000000000026 -0.27223499999999995 -0.065399999999999986 -0.23280999999999999 32.785955158400007 0.088500000000000023 -0.10710499999999999 -0.092624999999999999 -0.093074999999999991 1.0000000180025095e-35 -0.087385000000000004 -0.23472499999999999 -0.24637000000000001 -0.046474999999999995 47.673928029900004 61.998532946250002 35.818873074050011 64.321360770950022 -0.22125500000000001 40.08085804200001 104.62941352080001 41.43512228960001 62.009286778800011 96.943111725850017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 7 -3 -5 6 -6 8 9 -1 11 12 -9 -13 17 16 -16 18 -12 -20 21 22 -19 -23 -25 -26 -27 28 -18 -30
right_child=1 3 -4 4 5 -7 -8 10 -10 -11 14 13 -14 -15 15 -17 27 20 19 -21 -22 23 -24 24 25 26 -28 -29 29 -31
leaf_value=-0.047610894904312806 -0.061437095085436363 0.022803535568542074 0.021276436185558609 -0.034460711711784178 0.010623075823299357 0.024936347459553442 -0.045291699087527615 -0.046947215926638024 -0.052677876005875639 0.0073019590965773115 0.0057845408454568646 -0.013484895243630503 0.025284243776895782 -0.069731131444887309 -0.05812288940989789 0.0011587397114690716 0.03250532551282783 0.04055479789205 -0.056654859105668892 0.0058246487602208706 0.040650355711085114 0.043348864865087954 -0.054064075906677653 0.030524718865714614 0.022737652544009047 -0.04205468274299759 0.011436957333167174 -0.02952865658261861 -0.029380688712832087 0.014953293573888608
leaf_weight=0.83308266347739879 0.60479321330785651 1.5300911087542752 3.5962795922532669 2.0006040526786819 1.4995327666401865 2.0829689598758705 1.237667321518529 0.42174636973504664 0.83609967833035526 2.9379257946857251 10.44899167108815 0.47534977301256731 1.0157018746540409 0.61258362580701919 1.2006961876759303 184.36695051214701 1.6425245683640222 0.46029955893754859 1.4946153395576405 1.2077542564366037 1.5600818176753808 1.9234674023464311 1.3266240808297878 3.400443253340196 3.8332414261822141 2.2919523322489117 0.90622569160768751 1.749254838330671 2.2624618401750927 1.6356077051023019
leaf_count=64 7 8 22 77 34 45 71 48 55 40 107 22 38 31 32 1826 9 2 34 16 9 12 72 25 33 49 17 42 27 26
internal_value=0.000814714 -0.00663181 0.00110162 -0.00266266 -0.00837544 0.00245121 -0.0146597 0.000784573 -0.0135128 -0.00482926 0.00107832 -0.017124 0.00409158 -0.0451555 0.00128566 0.000537019 -0.0129633 0.00628954 -0.00130784 -0.0287313 0.0126527 0.00956413 -0.0296909 0.0152415 0.010059 0.000161567 -0.0268975 -0.00552512 0.00205318 -0.0107784
internal_weight=241.396 8.95566 232.44 8.35086 6.82077 4.82017 2.7372 228.844 4.60711 3.77101 224.237 2.52538 1.43745 1.08793 221.711 192.857 8.49055 28.8537 13.1514 2.70237 15.7023 14.1423 1.78692 12.3553 10.4319 7.03142 3.19818 7.28985 5.54059 3.89807
internal_count=2900 242 2658 235 227 150 105 2636 159 104 2477 139 86 53 2338 1962 136 376 157 50 219 210 74 136 124 99 66 104 62 53
is_linear=0
shrinkage=0.0425139


Tree=522
num_leaves=31
num_cat=0
split_feature=1 0 0 1 3 3 0 3 0 4 4 1 4 0 4 4 4 1 0 0 4 4 2 3 1 3 2 4 1 1
split_gain=1.60745 2.36549 2.091 3.59487 3.42849 1.9543 1.8626 1.69409 1.52878 2.47193 2.23681 1.67737 1.34759 1.27085 1.2609 1.8295 1.50559 1.89821 1.41567 1.93997 1.92382 1.40865 1.29275 2.87016 2.56017 2.41412 2.17709 1.78684 2.13483 1.79094
threshold=69.873026810350026 87.181320254150009 90.837623311600012 67.649671936450019 0.084795000000000023 0.25847000000000003 86.866770652900016 0.21240500000000004 90.337570099350003 42.541806567400009 43.162556114600001 64.654729579150015 36.82350895510001 93.262612545250008 38.703421923500009 38.441102963850007 39.211875820650008 70.085415002650009 94.776214472700005 101.23657936015002 35.461062230100005 38.238138001450004 -0.59511499999999995 0.091975000000000015 71.343613407700005 0.099010000000000029 -0.088329999999999992 42.428475018400007 71.52105164435001 70.343506983200015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 8 4 -4 7 -1 14 9 11 -11 -3 -13 -5 15 18 -16 -18 20 21 -2 -20 25 27 -25 -19 -26 -24 29 -29
right_child=5 2 3 13 -6 -7 -8 -9 -10 10 -12 12 -14 -15 16 -17 17 22 19 -21 -22 -23 23 24 26 -27 -28 28 -30 -31
leaf_value=0.00012112870196798992 0.00063229923410469896 0.001232041512143971 0.00032433918781372484 -2.5441963357000745e-05 -0.0020228521787712859 -0.0022346199786150954 -0.0012356311703475857 0.001718287722308872 0.0014174903980509876 -0.0013862912327284327 0.00063319395808116171 0.00086995722417835262 -0.00038341149200658077 0.0010453276544187577 0.00087452980177007999 -0.0028063592017115585 -0.0020749603987403062 -0.00036243087497348197 -1.4880991223218514e-05 -0.0012231691887957493 -0.0020206331024476658 0.0015607210140680425 0.00050541096312873364 0.00048355405186556845 -0.0023426043537995373 0.0020653525352403593 -0.0006133993709204822 0.00052691484891995838 2.7818080130764248e-05 -0.0023067786099920471
leaf_weight=105.7541118770605 1.4366634525358737 16.916490249335769 4.457798429764809 6.9464255496859577 4.7501682192087173 1.4734874766727433 3.8761913813650599 2.0663689610082647 10.171066798269747 3.9992298260331136 4.1094090491533279 7.0988773927092534 5.7277212664484978 9.9819225473329407 7.7098835287615648 1.152012058882973 1.6179193519055832 2.951698718359693 9.8086164374835807 3.954722447844687 3.4021964482963085 2.6670074984431258 28.241222248587292 4.4353707516565946 4.1863088163663642 3.1064744312316179 7.5303455097018714 1.1666990704834455 28.870725942077115 2.8076431127265096
leaf_count=883 10 73 34 40 51 38 24 15 43 24 23 27 27 52 59 23 13 37 110 242 45 11 271 37 78 12 85 8 442 63
internal_value=0.000139941 0.000252527 0.00051769 8.01414e-05 -0.00088652 -3.45488e-05 7.31578e-05 -6.86774e-06 0.000755825 0.00057803 -0.000362828 0.000834529 0.000310265 0.000605945 -3.78538e-05 -0.000446896 6.11615e-05 -1.2689e-05 -0.000319099 -4.99565e-05 -0.00123297 0.000321947 2.73677e-05 -3.97023e-05 -0.000760353 0.000882474 -0.00123124 0.000150847 -0.000154018 -0.00147493
internal_weight=302.375 183.789 74.1591 26.1363 9.20797 118.585 109.63 117.112 48.0228 37.8517 8.10864 29.7431 12.8266 16.9283 115.046 22.4212 92.6243 84.9144 21.2692 16.4303 4.83886 12.4756 83.2965 77.2383 16.152 6.05817 11.7167 61.0863 32.8451 3.97434
internal_count=2900 1301 394 177 85 1599 907 1561 217 174 47 127 54 92 1546 441 1105 1046 418 363 55 121 1033 984 200 49 163 784 513 71
is_linear=0
shrinkage=0.00192234


Tree=523
num_leaves=31
num_cat=0
split_feature=1 3 0 0 3 4 3 0 1 3 3 3 0 1 4 4 1 1 2 0 4 2 2 0 2 0 3 2 3 2
split_gain=1.56843 2.19187 1.75126 1.83598 1.61861 1.44032 1.59747 1.32016 2.03352 3.10762 2.41452 4.32924 1.608 1.86965 1.59656 3.14065 1.47734 1.29939 2.05143 2.87158 2.19405 2.15317 1.60784 2.13147 1.57563 1.29383 2.07541 1.27029 1.26545 2.31116
threshold=69.873026810350026 0.25847000000000003 87.181320254150009 86.866770652900016 0.21240500000000004 44.157169339850007 0.080515000000000017 95.429509798400019 71.090898343450007 -0.084259999999999988 0.090390000000000012 -0.10585499999999999 97.835679825150024 78.220689305400015 39.995120105550008 42.072181850200003 74.188002109750016 81.524804347700012 -0.15818499999999999 104.86330937810001 42.406961525800007 -0.61225999999999992 0.06041500000000001 100.67200315280002 -0.088944999999999996 105.70748523110002 0.074640000000000026 0.24816000000000005 0.076080000000000023 -0.083330000000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 -1 7 -4 -7 8 10 -10 11 -2 28 14 16 -16 -14 22 21 -20 -21 -19 23 -15 -25 -23 -27 -24 -9 -30
right_child=1 -3 5 -5 -6 6 -8 12 9 -11 -12 -13 13 17 15 -17 -18 18 19 20 -22 25 27 24 -26 26 -28 -29 29 -31
leaf_value=0.00012971117512698956 0.0013517584436489906 -0.0022795594867311428 0.00054042586240509306 -0.0011875229872198561 0.0017074064325943101 -0.0021845142711403045 0.00018441612366965377 -0.00033989835777176923 6.086092091896844e-05 -0.0022157316538970869 0.00051188298942145174 -0.0021424040942844532 0.00032232852138427384 0.00098969439271784886 0.00043522900742747555 -0.0017112841255862525 -0.0023650069626856107 -0.0024283283316086837 -0.0018934216324353421 -0.0020288333072664803 0.00026418394689601383 0.0014387434392699832 0.001812383353087514 -0.0014307352176789014 0.00011758671095570557 0.001192675007831021 -0.0021295338671345715 0.00022333257185744795 6.5438839027424556e-05 0.0012684831956505532
leaf_weight=107.59851837262977 1.9357524653896696 1.6055417284951534 67.065147520974278 4.0576863065361968 1.9749655635096122 1.5056518078781653 3.4907910758629441 6.3074897620826986 4.0835880972445029 4.844108701916408 10.652802817989139 4.0557347042486125 0.99456940032541652 5.7060627248138216 7.1489631254225952 3.8892707037739456 3.1508911347482353 0.82649836239579588 4.7775930832140192 1.8461371154698998 9.3610358360456285 4.8702366559300536 4.2856655344367018 3.9367687052581459 6.3407181892544013 1.6693089855252767 1.1904040848021393 3.2832269570790231 12.597542305476967 11.100956942886111
leaf_count=883 10 38 327 24 15 38 29 47 46 132 63 62 7 28 38 72 74 25 99 206 170 41 16 71 38 31 108 25 85 52
internal_value=0.000120297 -4.82476e-05 0.00023262 8.18417e-05 -1.85989e-05 0.000466245 -0.000529449 -4.72792e-05 -0.000434228 -0.0011744 -3.72118e-05 -0.0010135 5.87961e-05 -0.000115004 -0.000703091 -0.000321085 -0.00172027 7.06615e-05 -0.000238885 -0.000645519 -0.000113541 0.000520771 0.000393203 4.7572e-05 -0.000475495 0.000836093 -0.000190251 0.00112309 0.00042531 0.000628974
internal_weight=306.154 122.436 183.718 111.656 120.83 72.0616 4.99644 118.855 25.572 8.9277 16.6443 5.99149 93.2833 63.2774 15.1837 11.0382 4.14546 48.0937 24.5412 15.9848 11.2072 8.55645 23.5524 15.9835 10.2775 7.72995 2.85971 7.56889 30.006 23.6985
internal_count=2900 1599 1301 907 1561 394 67 1546 313 178 135 72 1233 1049 191 110 81 858 680 475 376 205 178 137 109 180 139 41 184 137
is_linear=0
shrinkage=0.00192234


Tree=524
num_leaves=31
num_cat=0
split_feature=0 1 0 3 0 0 1 3 3 4 4 3 4 4 0 0 2 0 1 0 4 2 3 3 1 0 4 0 4 2
split_gain=1.22364 1.78163 2.29031 1.65813 1.80886 1.33018 1.44588 1.37227 2.12783 1.18773 2.41156 1.74776 1.25791 1.68677 3.63356 2.34935 1.94517 2.50447 2.73411 2.47198 2.96519 2.39586 3.02261 2.65555 3.37379 3.52368 4.27813 2.31545 1.86079 2.13637
threshold=98.201310130900012 77.086159974350025 100.13162306855001 0.11308000000000003 99.744485097750015 85.716110573100011 61.993156030000002 0.10332500000000001 -0.17732499999999998 44.527357125550004 45.027406014450008 0.080375000000000016 43.162556114600001 42.049402686800001 86.20003303655001 85.775256651950016 -0.067574999999999996 85.968825637350008 63.910026677050006 92.313586825200005 38.238138001450004 -0.10098 -0.115385 -0.084259999999999988 62.154463517850012 91.821598987350015 41.348489042950007 86.20003303655001 39.268993001500007 -0.12835499999999997
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 3 4 -2 6 -1 8 -8 12 -11 -12 13 15 -15 -7 21 -18 -19 20 -20 22 -17 -23 -25 -26 -27 -24 29 -29
right_child=1 -3 -4 -5 -6 9 7 -9 -10 10 11 -13 -14 14 -16 16 17 18 19 -21 -22 23 27 24 25 26 -28 28 -30 -31
leaf_value=7.5092976085134423e-05 -0.0019809381704877752 1.9575009529011059e-05 -0.002659390092565792 0.0011091469163582105 0.00089028536711216314 0.0019563613009295233 0.00035358830414058951 0.0005323505818130924 -0.0020338451533892165 -0.0028826024062715608 -0.00095314566541125233 0.00070597851074169558 0.00082677660731613487 -0.0019464735757887043 0.00011492456233014453 -0.001360696723342098 -0.0010116435144347851 0.0013243885235961813 0.00062163857040491014 0.00067402032472803266 -0.0019564686210689149 0.001216147266651688 0.0020623570415990618 -0.0019751726792491325 0.00086698493459778784 -0.0019432645523954481 0.0013738172804095429 -0.0011100669517076585 0.0008112235885172109 0.00059851609136843333
leaf_weight=38.168038973701186 3.0492132976651174 52.551581278792582 2.5508805809076875 2.2915365304797888 1.3968101572245357 3.9424479678273192 2.4028160632587969 2.4640455329790711 5.0668871675152314 1.4407606509048481 4.8869606174994242 6.4056276278570294 19.340988928102888 4.3508724905550507 26.301017004530877 3.8490643538534632 3.897752257063984 20.286829560995102 3.8581611812114742 24.093692370690405 3.9335941919125617 3.7524910978972938 4.1156765818595877 6.3413027748465565 7.5554887652397182 6.5086001690942776 2.2965379543602467 6.1265080850571367 19.03216858766973 6.6777182379737541
leaf_count=419 54 925 55 15 14 11 23 22 116 31 113 49 118 53 170 31 24 94 20 135 42 15 12 42 30 77 15 59 86 30
internal_value=0.000132232 -0.000129531 -0.000973132 -0.000334705 -0.00107888 0.000200505 -0.000109721 -0.000819823 -0.00126587 0.000279462 -0.000336823 -1.20211e-05 0.000323984 0.000262013 -0.00017768 0.000368749 0.000317582 0.000604005 0.000724709 0.000343168 -0.000679895 7.51909e-05 0.00039913 -0.000412181 -0.000681333 -0.000179847 -0.00107811 0.000587539 0.00039688 -0.000218999
internal_weight=298.936 61.84 9.28844 6.73756 4.44602 237.096 48.1018 9.93375 7.4697 188.994 12.7333 11.2926 176.261 156.92 30.6519 126.268 122.326 56.07 52.1723 31.8854 7.79176 66.2556 39.8011 26.4544 22.7019 16.3606 8.80514 35.9521 31.8364 12.8042
internal_count=2900 1063 138 83 68 1837 580 161 139 1257 193 162 1064 946 223 723 712 315 291 197 62 397 218 179 164 122 92 187 175 89
is_linear=0
shrinkage=0.0020895


Tree=525
num_leaves=31
num_cat=0
split_feature=1 0 0 4 4 3 4 2 2 2 3 4 1 3 4 1 4 2 2 2 1 4 4 3 1 0 2 2 0 2
split_gain=1.40275 2.43179 2.06351 2.24429 1.91084 1.71769 1.68283 2.04823 3.49399 3.13336 2.69673 1.77517 3.83182 1.42055 2.04047 1.46284 2.11955 1.3115 1.30207 3.62295 1.90427 2.92598 1.50692 3.30806 1.3375 2.80844 2.0218 2.56846 1.8791 1.79664
threshold=70.182199495350019 94.550383989750017 86.530713386650021 44.015822920550008 40.305698932850007 -0.16319499999999998 43.124157941850008 -0.068524999999999989 -0.022239999999999999 -0.08459499999999999 0.083290000000000017 38.175120519550006 64.071334164850015 0.087605000000000016 41.678468725050003 64.654729579150015 36.514114975300011 -0.079074999999999993 -0.058529999999999992 -0.069554999999999992 81.524804347700012 42.508878681700004 41.348489042950007 0.088395000000000015 75.28220456885002 102.21786657775002 -0.096499999999999989 -0.079824999999999993 97.550703263350016 -0.24103499999999997
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 -1 6 -2 -6 7 9 -9 10 -4 -10 -13 -12 15 -15 -17 -11 19 24 22 -22 -20 -24 26 -26 28 -28 -3 -27
right_child=1 18 3 -5 5 -7 -8 8 11 17 13 12 -14 14 -16 16 -18 -19 20 -21 21 -23 23 -25 25 29 27 -29 -30 -31
leaf_value=4.0465699598348036e-05 -0.0024495177115191119 0.00039354367784688311 -0.00058445120345183301 -0.00074429951750873066 0.0014085945993661598 -0.0012572988715338061 0.0013110044268993914 0.0015367766602777068 0.0010117707013226401 -0.0016233893856267994 0.0014505553134672269 0.00084809362850234702 -0.0011668207962093177 0.0015060646189165203 -0.00079933547177221513 0.0013335810978029462 -0.00036784255844417719 -0.00021442976823504673 0.0008226138761028987 -0.0028250548361760633 -0.0021077052528220459 0.00039357624438118833 0.00058170143196717775 -0.0020458783962147282 0.00051947753668427836 -0.0020938415547522285 -0.002275746969978067 0.00017699041615067772 -0.0014472936138811309 -0.00023175399580143858
leaf_weight=96.04279164550826 2.598210872616618 9.3501670639961976 7.6889181397855273 5.5792930559255174 1.3739574779756369 2.5521787167526782 8.7930054068565351 13.623590312898157 8.1621192730963248 4.1142254993319511 7.0029227659106281 7.2853486612439138 6.6910979524254799 5.9658283889293733 3.9239375814795485 4.5758507028222066 6.6202258467674255 6.0042552575468999 21.024177454411987 1.7838722612941627 2.7776969705882939 4.574356404482387 6.6883690208196622 2.4080909937620163 27.378949736710638 2.1691133181157047 4.0961287217214704 2.5661193672567597 2.6243094060337162 16.330745317303812
leaf_count=837 46 75 48 74 15 95 37 56 34 26 24 41 55 20 21 16 34 27 125 37 160 87 53 35 192 132 70 24 48 356
internal_value=0.000140484 -3.23005e-05 0.000239704 0.000438967 -0.00117067 -0.000324365 0.000511954 0.000425912 0.000770814 0.000157166 0.000424281 0.000299457 -0.000116529 0.000700407 0.000451272 0.000737214 0.000327531 -0.00078732 3.92711e-05 -0.000122615 0.000325692 -0.000551439 0.000539788 -0.000113893 -4.78918e-05 0.000128518 -0.000482167 -0.00133102 -9.89163e-06 -0.000450084
internal_weight=302.37 110.296 192.073 96.0306 6.52435 3.92614 90.4513 81.6583 35.7622 45.8962 35.7777 22.1386 13.9764 28.0888 21.0858 17.1619 11.1961 10.1185 103.772 66.2994 37.4727 7.35205 30.1206 9.09646 64.5155 45.8788 18.6367 6.66225 11.9745 18.4999
internal_count=2900 1550 1350 513 156 110 439 402 186 216 163 130 96 115 91 70 50 53 1394 934 460 247 213 88 897 680 217 94 123 488
is_linear=0
shrinkage=0.00192234


Tree=526
num_leaves=31
num_cat=0
split_feature=0 2 2 4 3 2 0 4 0 0 0 1 2 2 2 0 1 4 2 4 0 1 0 0 2 2 1 0 2 0
split_gain=0.331961 0.302556 0.528346 0.60057 0.471848 0.300636 0.361263 1.0336 1.72263 1.19297 1.25634 1.18574 1.13012 1.59486 1.60216 1.41806 1.09221 0.990059 0.876258 1.11374 0.820176 0.738973 1.62512 2.21065 1.32168 2.3436 1.37189 2.05985 1.92692 1.09639
threshold=113.28087178455002 -0.012769999999999998 -0.088099999999999998 46.177190236600005 -0.24523500000000001 0.68694500000000025 93.972365491700018 38.238138001450004 94.964406541850011 95.071944867050021 96.588235252600015 72.953999827850012 0.22542000000000004 0.06041500000000001 -0.0039949999999999994 101.47316367565001 77.52437864960001 38.386256906100009 0.090855000000000033 42.027086531450003 93.867515624600017 75.403185184700007 97.483491810050012 97.835679825150024 -0.057185 -0.14228499999999997 72.496961945650014 96.055920542800024 -0.079824999999999993 94.30842275800002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 3 4 -2 6 20 8 -8 -10 -11 -12 13 14 17 -14 -13 -9 -15 -20 -1 24 -23 -24 25 29 27 28 -27 -19
right_child=1 -3 -4 -5 -6 -7 7 12 9 10 11 16 15 18 -16 -17 -18 21 19 -21 -22 22 23 -25 -26 26 -28 -29 -30 -31
leaf_value=0.0017360464789402837 0.033280650530770763 -0.047692003028184812 0.021671351533922755 -0.051335880266401089 -0.047540312603193711 0.015151728461381445 -0.053375730057761223 0.034673362638092328 0.041887985419924258 -0.058110254386480813 0.018358262328637166 -0.051500064170459298 -0.057280722474907175 0.041274790640091333 -0.037245133031620026 0.0094021135299849415 -0.0054065875167573271 0.040663374302310255 0.027500365981289607 -0.019729274347737021 0.023591634762825699 -0.040937720105429162 0.035555875695512579 0.0014310520689792866 0.017503242258766205 -0.053046701463185471 -0.06439400788723465 0.013499432551548245 0.011983705919652754 -0.0022670425525592101
leaf_weight=151.93431796203367 0.45523604040499821 0.47119895518699095 0.7989310673729052 0.77299618755932897 0.2185805304616224 3.0906627196818581 1.8874847358092655 1.7176546331029303 0.95059984736144443 1.0402460647746909 2.8201098777353746 1.4422557373763991 1.5008687954396003 2.8720101015642276 2.3471524638589534 1.1526473977137355 3.8734984675829764 1.4609224498271975 2.6052162355044857 1.6782729020342229 3.5932377483695737 1.5767286994960148 4.4872471019625655 28.719823556981282 3.7986410604789844 3.6727201337926112 1.7057823967188595 2.552906240336597 1.2480381149798607 7.2587017826735973
leaf_count=1347 24 100 38 45 97 33 41 9 5 19 16 58 26 20 55 27 164 8 21 29 23 38 20 382 22 75 24 18 12 104
internal_value=0.000963576 -0.0147525 -0.00784121 -0.0241381 0.007063 0.00114076 0.000958738 -0.00146237 -0.013719 -0.00632748 -0.0113224 -0.0053401 0.000630627 0.00176511 -0.000620573 -0.0283147 -0.0179125 0.000856483 0.0219516 0.00899577 0.00224099 -0.00017192 0.00391274 0.00604231 -0.00672007 -0.0118609 -0.0278066 -0.0194559 -0.0365532 0.0049257
internal_weight=243.705 2.71694 2.24574 1.44681 0.673817 240.988 237.897 82.3695 12.0142 10.1267 9.17611 8.13586 70.3553 67.7018 60.5463 2.65352 5.31575 58.1992 7.1555 4.28349 155.528 56.4815 34.7838 33.2071 21.6977 17.8991 9.17945 7.47366 4.92076 8.71962
internal_count=2900 304 204 166 121 2596 2563 1193 303 262 257 238 890 837 767 53 222 712 70 50 1370 703 440 402 263 241 129 105 87 112
is_linear=0
shrinkage=0.0452143


Tree=527
num_leaves=31
num_cat=0
split_feature=0 0 0 3 3 3 1 1 1 1 0 1 2 0 0 3 3 1 3 1 3 3 3 0 2 2 4 0 0 0
split_gain=0.287647 0.307317 0.76557 0.660548 1.18201 1.96983 1.11974 1.36024 0.926779 1.39101 1.30813 1.3302 0.879574 1.37584 0.771975 0.650335 0.514004 0.624399 0.615604 0.788259 0.478759 0.460427 0.694572 0.433354 0.393175 0.386553 1.53473 1.90081 1.48828 1.30543
threshold=113.28087178455002 85.716110573100011 85.775256651950016 0.11467000000000002 0.099780000000000021 0.095645000000000022 62.00390986255001 64.071334164850015 61.960894532450006 61.917879202350001 84.95796538030001 58.549241164900003 -0.013805 76.591483678350016 68.456209375600011 -0.52484999999999993 -0.11050499999999999 55.855406118200008 -0.25445999999999996 55.788194664950005 0.091885000000000022 -0.49570500000000001 -0.26996499999999996 83.011521693850014 -0.072569999999999982 -0.11808 38.771633980050005 90.337570099350003 96.588235252600015 102.21786657775002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 5 6 8 -8 9 10 11 12 13 16 -14 -4 18 -18 19 -1 -13 -17 -23 -9 -6 26 27 -24 -29 -28
right_child=-2 2 15 -5 24 -7 7 23 -10 -11 -12 20 14 -15 -16 21 17 -19 -20 -21 -22 22 25 -25 -26 -27 29 28 -30 -31
leaf_value=0.014600866829442687 -0.012336481117414968 0.015776921654947301 -0.029809899068505313 -0.02252867748538186 0.022165274320247671 -0.046021115152734243 -0.044491159085524735 -0.019168291786979878 0.0210427609205949 -0.031239287584308859 0.019571923691221862 -0.04628315779137368 0.020046087497890715 0.030945380985125538 -0.046002732994698106 0.026597034520791984 -0.0019322275678875912 -0.047432672864048106 0.011392813380518899 -0.047122576711784429 -0.006554159785096254 -0.027917804756955954 0.010941284798653552 0.013971681194173274 0.003577714637780176 0.00019556010188150083 0.0092906905773429919 -0.056485282417832031 -0.010808043374779074 -0.010621726516307245
leaf_weight=0.56670561304782274 2.5574897395017606 5.6287468187510958 1.0427165941800911 2.3397175089921793 3.7238559992983937 1.6598072075285006 1.9574770887847979 1.0885957925347614 3.2120366548188022 2.1813522262964389 4.7492929492145768 1.4040434738271863 0.37352185277269079 2.4087688149884343 1.0074609004659576 1.0984792141243804 1.1201237803325046 0.79336743522435416 3.6529713752679536 0.72774650994688272 0.6999067817814647 1.2602127372520033 3.3275123871862871 1.3751531108282504 3.3099512979388228 136.81859330882435 40.905631258501671 1.7503189262934027 2.9492198789375834 5.7870282639632924
leaf_count=18 304 25 24 30 21 19 68 37 23 27 23 60 23 12 61 6 33 18 30 29 7 38 16 16 25 1270 354 29 95 159
internal_value=0.000753914 0.000894038 0.00150946 -0.00232441 -0.00101173 -0.0045143 -0.00199245 -0.0200722 0.00149856 -0.00169046 0.00199194 -0.00455412 0.00107832 0.00543094 -0.0281382 0.00109749 -0.00352681 -0.0207975 0.0031529 -0.0201003 -0.0330668 0.0012637 0.00111937 -0.000671059 0.0134184 0.00131041 0.00409794 -0.0117522 -0.0278203 0.00682277
internal_weight=241.478 238.92 200.568 38.3519 36.0121 28.9783 27.3185 4.42123 22.8973 19.6853 17.5039 12.7546 10.6507 9.26968 1.38098 194.94 6.86091 1.91349 4.94742 1.29445 2.10395 193.897 192.799 2.46375 7.03381 191.538 54.7197 8.02705 4.69954 46.6927
internal_count=2900 2596 2016 580 550 504 485 121 364 341 314 291 224 140 84 1991 128 51 77 47 67 1967 1961 53 46 1923 653 140 124 513
is_linear=0
shrinkage=0.0392411


Tree=528
num_leaves=31
num_cat=0
split_feature=2 1 1 2 0 0 1 0 1 1 4 0 3 2 1 0 4 4 4 4 2 1 0 4 3 2 3 3 2 3
split_gain=0.282417 1.40992 1.39435 1.71503 1.38853 1.21696 1.11152 1.89064 1.67882 1.91895 1.42761 1.09212 1.07455 0.945194 0.771119 2.31573 0.767433 1.96955 1.07235 0.917743 2.24261 0.831812 1.40554 0.953825 1.60822 1.82239 1.41946 1.2684 0.996244 0.944402
threshold=-0.062629999999999991 61.409760615700009 61.82916008405001 -0.053019999999999991 85.939252597950016 85.775256651950016 61.944763783650011 86.280686780500005 63.910026677050006 66.318885161900013 41.028010303750008 82.401241698250018 0.086785000000000015 -1.0000000180025095e-35 66.697957758300021 92.313586825200005 40.259171735100004 40.496232821400007 40.036761086100007 40.823855932350007 -0.12835499999999997 82.987325570650015 98.201310130900012 35.461062230100005 0.094415000000000013 -0.11420499999999999 -0.23472499999999999 0.10211000000000002 -0.11911999999999999 -0.115385
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=16 11 -3 -4 5 13 -6 -8 10 12 -9 -2 -10 -5 -11 -16 18 -18 21 20 -19 22 23 24 25 26 -1 29 -29 -25
right_child=1 2 3 4 6 -7 7 8 9 14 -12 -13 -14 -15 15 -17 17 19 -20 -21 -22 -23 -24 27 -26 -27 -28 28 -30 -31
leaf_value=0.0027164006622824618 -0.011181043301877002 0.030059108229857287 0.019042647529028397 0.0067189204851721218 0.029973754130331407 -0.050231545245643695 -0.026470173246101208 0.038155810173405177 -0.0068243363738980959 0.029887721810828313 0.0063088069388561093 -0.067564567062739889 -0.048892509825970203 -0.036218330427779562 -0.036371603857085946 0.0037639574528202306 0.030265516656593362 0.0084787294035362244 -0.029842726936338358 0.0014039409947046073 -0.040244639353052628 0.018825971632013504 -0.028300859578303941 -0.025214288350097269 0.024568634004612653 0.023818810159867223 -0.057513119908685725 -0.0021071808592326266 -0.040580614792781043 0.00059536554405549167
leaf_weight=1.1366101746680213 2.8374292808584864 3.1033289805054656 8.9800080568529648 2.5162128631491214 2.2081086412072173 1.4727007679175583 3.7344121653586617 3.56617698445916 2.0068731019273396 1.5534422174096096 6.1191477794200182 0.68207368522416789 1.8846238786354659 1.2178566736401983 2.4633904063957734 34.930812764701841 3.6833315219846545 3.191823057772126 2.5509089761471833 104.56603763392195 2.8734017746755844 2.5920808286100501 3.6329226979869409 2.54110980965197 4.9081336446106434 1.6246636835858206 1.3951682249316948 1.7851892523467539 2.7170332353562108 21.21961307164748
leaf_count=37 109 14 62 37 11 18 36 26 20 10 42 10 21 31 60 523 26 35 33 1130 23 143 117 32 26 12 38 17 32 169
internal_value=0.000692602 0.00264615 0.00379618 0.00267439 0.000365944 -0.0194321 0.00212906 0.00103618 0.00299184 -0.000409207 0.018035 -0.0221081 -0.0271976 -0.00728495 0.00226739 0.00111998 -0.000272819 0.00148455 -0.00463027 0.000526326 -0.014604 -0.00315355 -0.00454447 -0.00223237 0.00906062 -0.00925201 -0.0304738 -0.00585429 -0.0253254 -0.00216487
internal_weight=239.695 79.2766 75.7571 72.6538 63.6738 5.20677 58.467 56.2589 52.5245 42.8391 9.68532 3.5195 3.8915 3.73407 38.9476 37.3942 160.418 114.315 46.1034 110.631 6.06522 43.5525 40.9604 37.3275 9.06458 4.15644 2.53178 28.2629 4.50222 23.7607
internal_count=2900 1030 911 897 835 86 749 738 702 634 68 119 41 68 593 583 1870 1214 656 1188 58 623 480 363 113 87 75 250 49 201
is_linear=0
shrinkage=0.0400087


Tree=529
num_leaves=31
num_cat=0
split_feature=1 0 4 0 0 1 4 1 4 2 2 2 3 2 1 2 2 3 2 0 1 2 3 3 4 2 2 1 2 3
split_gain=1.15712 1.69602 1.5737 1.66765 2.19532 1.57025 1.4655 1.95091 1.40768 2.07503 3.4336 2.14338 2.10542 3.29981 2.85176 2.2181 2.10982 3.32494 3.07876 1.94016 1.8715 1.48518 1.3585 2.20388 1.23569 1.19822 1.18409 2.8552 2.06178 1.40324
threshold=69.873026810350026 85.716110573100011 38.703421923500009 94.776214472700005 101.23657936015002 61.993156030000002 39.211875820650008 70.085415002650009 40.621691032550004 -0.093604999999999994 -0.088099999999999998 -0.083794999999999994 0.083415000000000031 -0.077279999999999988 62.046925192600007 -0.060760000000000002 -0.036264999999999999 0.09660500000000001 -0.011399999999999999 85.839779647100016 62.084563606450011 -0.075840000000000005 0.10332500000000001 -0.17732499999999998 37.360990606650006 -0.46029499999999995 -0.23155499999999998 63.431481129800005 -0.13978499999999996 0.089850000000000027
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 3 24 -5 -1 -4 -8 -3 19 -11 -12 21 14 -14 -15 -17 18 -18 -10 -21 -13 23 -7 -2 -25 27 -22 -28 -29
right_child=2 8 6 4 -6 22 7 -9 9 10 11 12 13 15 -16 16 17 -19 -20 20 26 -23 -24 25 -26 -27 28 29 -30 -31
leaf_value=8.6121146240985533e-05 -0.00085530289168917785 0.00064598218139115321 0.0009825897003903157 0.00023000153183602265 -0.001558016930665038 0.00046348822818103745 -0.0024111162154563394 4.0855548758286283e-05 0.0021679623012383271 -0.0019186807495883032 0.0012242955688392492 0.001705989306635372 -0.0004480016114130033 0.0010129934187175682 -0.0035006292735618241 -0.0023045602576569251 0.00042829492392723541 0.00072798371242270847 -0.0034095225259656828 -0.00092362731593454719 0.0020366895258566429 4.7028257545770657e-05 0.00061158022513995997 0.00020864534774148207 -0.0031654241095503263 -0.0026091076659398495 0.0017516627278984958 -0.0028451941385426267 0.00013424364416398345 0.00017957898016749205
leaf_weight=37.429249273845926 3.0269476443063494 53.599310355260968 8.1110792430117709 12.525704594794663 4.6498220713692708 2.3005003198049963 1.6322708334773768 87.682143487560097 3.6697713173925903 4.6131712086498728 7.0025094822049132 4.4122003242373466 3.2024137750267974 6.8365645371377477 2.8617715910077095 2.6735257152467975 1.8422222547233102 7.87757369549945 2.3477518986910599 4.1560662854462889 1.7251598834991515 6.7293165158480388 2.2424636799842119 0.89502862794324745 1.8376136613078413 4.4536645449697954 8.4643533155322128 1.7463585394434633 7.2048844434320811 1.3374348934739826
leaf_count=419 34 260 64 133 268 23 13 1058 11 32 26 15 17 30 23 21 13 52 34 26 5 44 20 13 29 100 34 36 37 10
internal_value=0.000126355 0.00023908 -4.3132e-05 -0.000579369 -0.000254057 -0.00012198 7.81784e-05 -3.95561e-06 0.000368221 0.000179056 -9.13505e-05 9.27629e-05 -0.00011154 -0.000440258 -0.00188858 -3.32223e-05 -0.000518433 -0.000122722 -0.00172213 0.00066055 0.000435991 0.000704001 -0.000909417 -0.00135532 -0.00172796 -0.0021376 0.000711926 -0.000252641 0.00100796 -0.00153336
internal_weight=299.089 179.623 119.466 22.0401 17.1755 47.3209 97.4255 89.3144 132.302 78.703 50.399 45.7858 38.7833 27.6418 6.06419 21.5776 14.7411 12.0675 4.18997 28.304 24.6343 11.1415 9.89166 7.64919 4.86456 5.34869 20.4782 4.80895 15.6692 3.08379
internal_count=2900 1301 1599 464 401 575 1135 1071 726 466 307 275 249 190 40 150 120 99 47 159 148 59 156 136 63 113 122 51 71 46
is_linear=0
shrinkage=0.00222222


Tree=530
num_leaves=31
num_cat=0
split_feature=0 0 0 2 1 4 4 0 4 4 2 2 1 1 0 3 2 2 1 2 0 2 4 4 3 0 1 2 0 2
split_gain=1.28762 1.84335 1.78389 2.44653 1.28312 1.12599 1.24105 1.67539 1.11051 2.08731 1.78938 4.1395 2.55246 2.08765 2.04163 1.95591 3.1981 4.04148 1.90964 2.71422 1.54393 1.45598 1.80714 1.46742 1.43777 1.42856 1.38782 2.35697 1.98073 2.46069
threshold=93.972365491700018 85.716110573100011 94.550383989750017 -0.14739999999999998 61.993156030000002 40.421032462050007 42.718072821900002 83.680947768350009 40.621691032550004 40.305698932850007 -0.093604999999999994 -0.088099999999999998 64.434276012450013 62.020040611300011 90.837623311600012 0.083415000000000031 -0.083794999999999994 -0.077279999999999988 61.987779113750001 -0.024989999999999998 86.597924839850023 -0.12835499999999997 39.268993001500007 38.238138001450004 0.10017000000000002 86.345209775600011 62.009286778800011 -0.099224999999999994 88.028184565250015 0.072320000000000023
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 3 -2 -1 -6 -7 -8 9 21 13 -12 15 -10 -14 20 -17 -18 -19 -20 -13 22 -3 -23 -21 -15 -25 -28 -29 -30
right_child=2 8 -4 -5 5 6 7 -9 10 -11 11 12 14 25 -16 16 17 18 19 24 -22 23 -24 26 -26 -27 27 28 29 -31
leaf_value=5.4924124945714641e-05 0.00041508566767384345 -0.00092017496959561262 2.4307955109697382e-05 -0.0018669225973611896 -0.0021177004396355369 0.00027544499313027833 0.00035159026750515641 -0.0021398550813947663 -0.00078370899536667801 0.00141477167274651 -0.0016858452960979498 0.00026213973234054947 7.0411260296777826e-05 0.0015522065389103287 -0.0024416924413335301 0.0013408319400635613 -0.0015664799873258669 -0.0011320572337045617 0.00096450632227604023 -0.0015999588008477623 0.0016172757367532943 0.00090497188473735984 0.00056760810646390653 0.00090371417873795501 0.00027170534723647125 0.00049799315974069513 0.0012080360569137688 -0.001694222340875019 0.00075453197184115412 -0.001245031652046466
leaf_weight=38.000262253801338 2.6628755452111363 5.8632409097626788 104.70544632336532 4.0330777503550044 1.5941836822312314 4.2139425408095104 1.5060024536214771 2.3739717975258827 3.4686558563262251 7.6060198359191409 4.6641114465892306 5.8256357796490175 2.1889751330018035 5.7602330744266537 2.2293468443676829 5.3189102895557872 5.9601912908256045 3.2161531038582423 10.846068717539316 2.6700674435123757 5.6578358709812164 19.766674842685461 5.3127629943192005 6.9848703667521503 2.9484083168208599 18.42532185325399 3.6938561350107184 3.3194763083010903 5.4202011749148351 3.4311379566788673
leaf_count=419 37 42 1421 63 44 46 23 48 21 36 32 27 36 22 44 18 38 26 46 22 22 80 24 29 23 120 14 23 28 26
internal_value=0.000122631 0.000215798 -3.48196e-05 -0.000959404 -9.81083e-05 -0.000698357 -0.000418802 -0.00117281 0.000322284 0.000508776 0.000177673 -2.58169e-05 0.000139405 0.000556817 -0.00119712 0.000278536 3.69698e-05 -0.000233502 0.000170184 0.000424561 0.000929807 0.000380672 -0.000212924 0.000536341 -0.000617765 0.000749073 0.000217446 -8.47027e-05 -0.00047705 -2.058e-05
internal_weight=299.668 188.267 111.401 6.69595 47.6884 9.6881 8.09392 3.87997 140.578 61.3982 79.1799 51.5257 46.8616 27.6542 4.41832 42.4433 30.9598 25.6409 19.6807 16.4645 11.4835 53.7922 11.176 42.6162 5.61848 24.1856 22.8495 15.8647 12.1708 8.85134
internal_count=2900 1379 1521 100 580 161 117 71 799 302 497 334 302 163 80 222 173 155 117 91 49 266 66 200 45 142 120 91 77 54
is_linear=0
shrinkage=0.00184769


Tree=531
num_leaves=31
num_cat=0
split_feature=4 0 3 4 3 3 3 2 2 0 2 3 1 1 4 4 3 3 2 1 4 3 2 2 2 4 0 1 0 0
split_gain=0.301132 1.41547 1.05505 0.635571 1.42242 2.47099 1.25455 2.08924 1.60109 1.35132 1.04327 1.01357 0.904473 1.84016 0.86929 0.774191 0.679296 1.19372 0.658747 0.647672 1.2521 1.14954 0.554383 1.28011 2.02158 1.24667 1.66061 1.05051 3.84694 2.41139
threshold=42.102795028150005 104.06483731340002 -0.22253999999999999 43.19689381845 0.087725000000000011 0.087405000000000024 0.10176000000000003 -0.16030499999999998 -0.068524999999999989 86.20003303655001 -0.060760000000000002 0.090025000000000022 62.106071271500007 61.917879202350001 43.245737185650007 42.686561923500008 0.096085000000000018 0.090390000000000012 -0.61225999999999992 62.197478847950002 42.622319549950006 0.085155000000000022 -0.065399999999999986 -0.053019999999999991 -0.044409999999999998 41.811877919650009 86.597924839850023 61.409760615700009 85.656964494200011 85.872041144650012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 22 -3 4 5 12 7 -6 16 15 -11 -10 13 -2 -5 -8 17 -9 -16 -14 -21 -22 25 -24 -25 27 -27 -1 -29 -30
right_child=3 2 -4 14 6 -7 9 8 11 10 -12 -13 19 -15 18 -17 -18 -19 -20 20 21 -23 23 24 -26 26 -28 28 29 -31
leaf_value=0.014368675799328748 0.013319639900665182 0.0060408993513036968 -0.038810023990512872 0.025455733149420311 0.014270446862820241 0.032876867173822856 -0.042984997701056391 -0.049980099515695403 0.014928548102496325 0.023873391951425956 -0.0090604322916669634 -0.023771341026401046 0.022547081915426984 -0.029238600810984082 0.028502029304094803 -0.0012690504450242907 -0.05570824357755199 -0.011925760608792286 7.881732693993197e-05 0.01158537840628226 -0.029294604323792803 0.00873554469212506 0.015918128832783617 -0.028298620013953835 0.0039537064052670408 0.030662303280638594 -0.00071460483390012666 -0.035471967174964973 0.020317327655099554 -0.002470538138855454
leaf_weight=5.1163238122826433 1.9685969784623072 1.0268401040229949 1.8825084083291574 1.8628506674431253 1.9922556015080779 2.8502291622571638 1.1664958414621645 1.9218978001736102 1.5378706587944182 2.9602897641307209 2.070921984501183 1.9373692917870355 1.794889231212436 3.7177284746430814 1.0555591427255411 1.0904035931453107 1.7464328678906893 2.286753709311597 48.264090057753492 4.8229461084702034 2.6542748244246468 1.6223027613013981 10.590819239616392 2.5922417431138447 48.990308031090535 3.7991629503667337 4.8833967223763466 4.1771240778034544 6.5097267404198638 61.069157582707703
leaf_count=88 39 66 294 11 13 12 23 34 18 21 28 31 9 39 10 17 17 25 793 54 43 17 63 21 443 15 34 76 28 518
internal_value=0.000634241 0.00160516 -0.0229801 -0.00100313 -0.00448102 0.00226378 -0.0114855 -0.0188472 -0.0258437 5.25666e-05 0.0103173 -0.00664578 -0.00299861 -0.014505 0.00158863 -0.0228303 -0.0370471 -0.0293034 0.000687142 0.00300713 -0.000847141 -0.014868 0.00208934 0.00464705 0.00233289 0.000230635 0.0130148 -0.0012133 -0.00232432 -0.000275433
internal_weight=239.962 150.638 2.90935 89.3242 38.1417 19.431 18.7107 11.4226 9.43032 7.28811 5.03121 3.47524 16.5807 5.68633 51.1825 2.2569 5.95508 4.20865 49.3196 10.8944 9.09952 4.27658 147.728 62.1734 51.5825 85.5549 8.68256 76.8723 71.756 67.5789
internal_count=2900 1646 360 1254 440 213 227 138 125 89 49 49 201 78 814 40 76 59 803 123 114 60 1286 527 464 759 49 710 622 546
is_linear=0
shrinkage=0.0355924


Tree=532
num_leaves=31
num_cat=0
split_feature=1 1 0 2 2 2 3 3 4 4 3 4 1 4 3 3 3 3 3 2 0 1 1 3 4 0 2 2 3 4
split_gain=1.10582 2.0678 1.66696 1.65963 3.12879 2.54224 3.13499 2.76459 2.41653 1.65699 1.75208 1.52635 3.44617 1.64059 2.14421 1.1349 1.25228 1.5646 3.48645 2.24664 1.68486 3.48245 1.52775 1.59544 1.47052 1.17178 1.11365 2.16998 1.29793 1.59946
threshold=70.343506983200015 70.73871032835001 86.530713386650021 -0.068524999999999989 -0.022239999999999999 -0.083794999999999994 0.083185000000000023 0.078935000000000019 40.982542372850013 38.938637541200009 -0.112455 38.175120519550006 64.071334164850015 42.428475018400007 -0.11050499999999999 0.12064000000000002 -0.04931 0.087725000000000011 0.091545000000000029 -0.085249999999999992 85.737618238150006 61.993156030000002 65.036490633650018 -0.082159999999999997 41.792045663550006 85.872041144650012 -0.088329999999999992 -0.095019999999999993 0.086655000000000024 41.678468725050003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 15 5 -5 7 -7 9 -8 -4 -11 -6 -13 14 -14 16 22 20 19 -19 21 24 23 -1 -18 -17 27 28 -9 -30
right_child=1 -3 3 4 11 6 8 26 -10 10 -12 12 13 -15 -16 25 17 18 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.00030231419222083683 -0.0021105726445457568 -1.5528243544496968e-06 -0.0019741835801210944 0.0013903914610825748 0.00094474992281220723 0.00066641993617945895 -0.00025924765311375583 0.0012879515230112791 -0.0024379717585479264 -0.0011573025927550105 0.0010673930384382682 0.0008548009889363785 0.00017659785686120665 0.00032616311214121897 -0.0023862268990115648 -0.00013049222281840818 -0.0004798140345803637 -0.00041868773773823286 0.00022846556872625542 -0.0026636738088620772 0.0010168488663740967 -0.0017412519200738885 0.0016187574778401771 -0.002484849335529993 0.0010501568925155487 -0.0018340083245749412 0.0015082739114516564 -0.00071053436024366495 0.00070980606737177493 -0.00054404197993147287
leaf_weight=19.644752908963714 1.7468463140539814 103.78195214582956 2.4425715822726479 14.804548744112251 7.9378248415887382 4.4928704127669317 3.7140637040138245 8.9209786392748338 3.8122179098427296 2.6441968204453588 2.5891490802168846 7.3699510581791383 1.7867285460233677 2.4926163936033845 3.7142389202490458 4.1217576693743458 3.3314572619274276 4.4013440227136016 33.850058846641332 2.6325460432562968 14.56016321107745 3.0304868468083432 1.4226167052984227 1.3209262881428028 7.6574324369430542 2.338848874438554 4.3834836706519118 4.8630624674260643 15.768202647566797 4.9366396460682145
leaf_count=301 56 1471 20 66 34 18 19 37 28 39 14 43 9 26 41 29 30 39 201 41 52 50 8 21 36 29 16 28 65 33
internal_value=0.000122046 -3.6464e-05 0.000207833 0.000387076 0.000699333 0.00018391 -0.000604269 0.000387425 -0.00136282 -0.000666836 -5.66552e-05 0.000260269 -9.33798e-05 -0.000967587 -0.00155381 3.15786e-05 8.63553e-05 0.000213784 -2.74303e-05 -0.00125891 0.00055885 8.31838e-05 -0.000309015 -0.000439823 0.000586322 -0.000747194 0.000595604 0.000479605 0.000674966 0.000410852
internal_weight=300.515 105.529 194.986 96.6733 38.1059 58.5674 12.0192 46.5483 7.52628 7.67592 5.23335 23.3014 15.3635 7.99358 5.50097 98.3124 91.8518 69.4635 40.8839 7.03389 28.5795 14.0194 22.3883 20.9657 10.9889 6.46061 38.8724 34.4889 29.6258 20.7048
internal_count=2900 1527 1373 536 219 317 65 252 47 73 53 153 119 76 50 837 779 449 281 80 168 116 330 322 66 58 179 163 135 98
is_linear=0
shrinkage=0.00192234


Tree=533
num_leaves=31
num_cat=0
split_feature=1 0 3 1 1 1 1 3 4 4 1 2 0 0 1 4 1 1 3 1 4 1 4 2 2 2 3 3 3 3
split_gain=0.28427 1.64906 2.64535 1.03645 3.40615 0.814622 0.951704 1.54638 0.804779 1.23792 0.832142 0.782031 0.68208 1.1133 0.835327 1.59566 0.922153 2.13245 1.99348 1.61627 3.05851 1.04489 1.02015 0.778906 1.83418 2.13973 0.76894 1.09735 0.667523 0.665964
threshold=71.090898343450007 96.055920542800024 0.082775000000000029 72.953999827850012 74.986474174450009 70.865067860500019 70.343506983200015 0.08494500000000002 43.968221017800005 45.90502654165001 74.292851976800009 -0.096499999999999989 87.181320254150009 86.866770652900016 64.654729579150015 41.495754733000005 66.318885161900013 66.697957758300021 0.090640000000000012 68.214248143850014 37.797539186950011 68.961639504150014 43.082598263550004 0.090855000000000033 -0.060760000000000002 -0.12350999999999999 0.12064000000000002 0.25847000000000003 0.092425000000000021 0.091545000000000029
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 8 11 -5 6 12 -8 -2 -10 -11 -3 13 26 15 28 18 -18 -16 20 -19 -21 -22 24 25 -23 29 -28 -14 -1
right_child=1 3 -4 4 -6 -7 7 -9 9 10 -12 -13 14 -15 16 -17 17 19 -20 21 22 23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0018072889746704698 -0.020932572403064818 0.036759200471120357 -0.051705182954651721 -0.055235736613735292 0.0013397025701791865 0.024619147885959057 0.017851405166898017 -0.050780998809022926 0.033459994721331543 0.02029454429929543 -0.056834536094534378 0.0049099790834968701 0.018021311644980869 -0.026011751987148203 -0.032198110657620405 0.0034810308838192448 0.032299161279375897 0.023388023373241029 0.0074309931715592411 0.023893383128326569 -0.056218681465932341 0.0158719121369735 -0.008089959722559395 -0.020577712231775059 0.028397439389897163 -0.02945846840684092 -0.04055988125240418 -0.00010499826178855942 0.045301212038477881 0.0067672282408481645
leaf_weight=50.034225972718559 2.5126113680889812 2.8034638818353415 3.4526141976821236 2.3555216381209894 56.358746598685684 3.2760516018606713 1.1296744139399373 1.823325721430592 2.2632655343040828 0.51540185045450904 0.70203223137650639 3.940312177874147 4.5282374359667328 3.5522355996072283 4.7677315860055369 13.921528685837982 5.3519533500075331 2.3546859584748772 6.2096219807863235 5.5861839801073101 3.086361619643867 4.3929758304730084 1.3428637967444954 2.9619754366576663 4.8130645025521508 4.4573546051979056 2.3056693677790454 3.7281652195379138 3.2907986417412758 31.275329374009743
leaf_count=603 40 18 110 54 1092 23 22 56 24 14 37 37 35 24 45 76 33 11 32 32 39 34 28 22 26 34 35 28 18 218
internal_value=0.00079076 -0.00156239 -0.0195666 0.0010357 -0.000930013 0.00186428 0.00140101 -0.0245256 -0.00105224 0.0132988 -0.0241819 0.0181501 0.00188569 -0.000716074 0.00541195 0.0128397 0.00184912 0.00556604 -0.00978089 0.000631668 -0.0190603 0.00664604 -0.0416269 0.000850875 0.0054962 -0.00695815 0.000312695 -0.0155638 0.0295026 0.00149086
internal_weight=239.094 74.904 9.44593 65.458 58.7143 164.19 160.914 2.953 5.99331 3.4807 1.21743 6.74378 157.961 90.8956 67.0653 21.7406 45.3248 34.3474 10.9774 28.9955 6.78391 22.2116 4.42923 16.6254 13.6634 8.85033 87.3434 6.03383 7.81904 81.3096
internal_count=2900 1426 225 1201 1146 1474 1451 78 115 75 51 55 1373 908 465 129 336 259 77 226 78 148 67 116 94 68 884 63 53 821
is_linear=0
shrinkage=0.0460944


Tree=534
num_leaves=31
num_cat=0
split_feature=2 4 2 2 3 3 2 1 2 2 1 2 1 3 3 2 1 0 4 2 2 4 3 3 2 4 0 2 3 3
split_gain=0.275704 0.695481 0.631558 1.07275 0.947366 0.818656 0.618188 0.492137 0.48904 0.449408 1.59885 1.26116 0.654378 0.552912 1.43676 2.01043 1.11522 1.68402 1.50297 1.89599 2.48171 1.30247 0.93538 0.58257 0.825361 1.34895 1.30444 1.21273 1.28377 0.667354
threshold=-0.62958999999999998 40.580626202750004 -0.59309999999999985 -0.50001499999999999 0.085495000000000029 0.093480000000000021 -0.58350999999999986 72.496961945650014 -0.60414999999999985 -0.26138499999999998 62.305017173150013 -0.25089499999999998 74.104659907650017 0.10500500000000003 0.10721500000000002 0.20327000000000003 61.966271448700006 86.280686780500005 41.061442884200012 -0.072569999999999982 -0.11911999999999999 38.238138001450004 0.12191500000000002 0.099010000000000029 -0.067574999999999996 41.66248410610001 89.528344202050008 -0.053019999999999991 0.10236000000000002 0.096995000000000012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 5 4 6 8 -4 -6 -2 10 -5 12 -11 23 -15 16 -16 -18 19 20 -19 -21 -20 29 25 26 -25 -26 -29 -13
right_child=2 -3 3 9 7 -7 -8 -9 -10 11 -12 13 -14 14 15 -17 17 18 22 21 -22 -23 -24 24 27 -27 -28 28 -30 -31
leaf_value=0.0092588814723321491 0.011282929281448173 -0.02749551048135547 0.027884805739362528 0.036479736459479224 -0.016201864870975715 0.022732574720690169 -0.016629962423573043 -0.045666247000779502 -0.02451428864753024 -0.048211828325722718 -0.010401078538199215 0.0014029833842490571 0.0011938713137139133 -0.028513363580067959 0.011466509516634192 0.033197497873326202 -0.040171521217333146 -0.0027739682158787358 -0.0093817659484060154 0.025785759828662502 -0.069913266751272254 -0.018722313619147418 0.024378776797919374 0.027448306363806747 0.036268674630655043 -0.022791343415887642 -0.012043322638332354 0.02368334309065841 -0.011336287013352001 -0.013696583250988865
leaf_weight=1.575093900522915 1.3205712446142572 1.8926242259331045 1.0386503094341608 2.4438783142250022 2.2506071110256021 4.7231971097062342 1.0450586626538996 1.6336569681479884 1.231515204795868 1.3335200870642432 2.4151899956923444 160.93322779027949 0.67384944867808361 3.6063266134005998 5.2574793230742278 2.584407249451032 2.623055960051718 1.7776218304934528 2.2243883222108698 2.0747533140238277 1.9039115180930819 2.3317168094654335 3.5691055543720722 3.331738172098996 3.4019644451327622 3.035509567707777 2.4045687438192545 3.5672308478970063 3.4273079037666321 5.0405939440315697
leaf_count=28 20 21 18 19 27 33 31 57 31 33 41 2017 28 38 36 25 43 16 28 19 44 21 31 15 20 23 32 33 22 50
internal_value=0.000636256 -0.0108011 0.000806327 0.000424728 -0.0166696 0.0126566 0.00555897 -0.0285941 -0.0059911 0.00088853 0.0131777 0.000610923 -0.0316269 0.000914606 -0.00444228 -0.000876736 -0.00492331 -0.0101442 -0.00447027 -0.0158501 -0.0374952 0.00223398 0.0114166 0.00172339 0.00846835 -0.000762871 0.010894 0.016257 0.0065238 0.000944412
internal_weight=236.672 3.46772 233.205 225.929 5.96797 7.27528 2.08371 3.88426 2.55209 219.961 4.85907 215.102 2.00737 213.095 27.9528 24.3464 21.762 16.5046 13.8815 8.088 3.68153 4.40647 5.79349 185.142 19.1683 8.77182 5.73631 10.3965 6.99454 165.974
internal_count=2900 49 2851 2767 133 84 49 84 51 2634 60 2574 61 2513 301 263 238 202 159 100 60 40 59 2212 145 70 47 75 55 2067
is_linear=0
shrinkage=0.040863


Tree=535
num_leaves=31
num_cat=0
split_feature=1 2 2 0 0 0 3 3 3 3 0 2 4 2 2 3 3 3 0 0 3 4 4 4 3 4 3 2 3 2
split_gain=0.263455 0.473894 0.456691 0.267662 0.62113 0.608592 0.537966 1.1364 1.10519 0.869394 1.34928 0.815887 1.07537 0.816903 1.53606 0.891091 1.81799 0.857382 0.652424 0.898976 0.530946 0.394205 2.38261 2.05363 1.16837 1.44285 1.6325 2.01078 1.4817 2.30717
threshold=89.912793714750009 -0.088944999999999996 -0.022239999999999999 85.716110573100011 85.694602908050015 85.775256651950016 0.11467000000000002 0.10045500000000003 0.093480000000000021 0.091545000000000029 85.656964494200011 -0.23771499999999998 36.921550069850007 -0.082885 -0.01762 0.077600000000000016 -0.15684499999999998 0.083415000000000031 78.626646483100004 67.04476885710001 -0.084259999999999988 41.24714903835001 41.134354310300004 41.028010303750008 0.088165000000000021 43.673409002000007 0.099010000000000029 -0.086339999999999986 0.09117500000000002 -0.082074999999999995
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 6 -5 7 8 9 10 11 12 -1 15 -15 16 -13 -17 19 -16 -18 22 23 -7 -23 26 27 -26 -29 -30
right_child=1 2 -4 5 -6 21 -8 -9 -10 -11 -12 13 -14 14 18 17 20 -19 -20 -21 -22 24 -24 -25 25 -27 -28 28 29 -31
leaf_value=0.023763228633083066 -0.042172825390329641 0.010473779118381881 -0.041791750052060088 0.01491510125174539 -0.030238125184899229 0.0023446125060378642 -0.021280772850252934 0.016205431844816511 -0.026638439160097532 0.022119574948070268 -0.040922053407697064 0.010150791117658851 -0.048376787494527909 -0.055525795706870607 0.040465922511957575 0.032639757001257708 -0.047460754746925633 0.001597035315427111 0.01976845800702386 -0.043982848024975721 -0.011842910202025074 0.0026887541273826988 0.030497180544870481 -0.032767703947954516 -0.038101394198468162 0.012165396312732992 -0.00056925426350708512 0.01039015316160951 0.013876066245782848 -0.042502390030793827
leaf_weight=0.48287172010169044 0.66851512009452596 1.246765282252454 0.35972987148852453 5.3435529395937911 1.2990381270647038 91.193649568056571 2.1501641573850057 5.8253393783234051 3.1018589811865231 2.4937864986713967 1.4873398691415776 6.3141910742851977 1.2090567237464709 1.1127879102714362 0.28482319042086535 3.2179940445348612 1.3805315666249955 2.760070773307234 1.4683663994073866 0.80667780881049111 1.4154395124642194 55.967474758275785 4.9015981126576653 2.8691080063581458 5.9998450567945829 5.6578785092569879 14.673420033068394 4.1601033667102474 1.8921442255377749 3.3726336546242255
leaf_count=13 184 66 110 25 12 902 30 39 37 23 19 67 77 28 3 19 44 37 27 87 18 627 26 24 73 62 139 29 10 43
internal_value=0.000577848 -0.0132608 -0.00122963 0.000713061 -0.00248426 0.00131345 -0.00146899 -0.0001921 -0.00366108 -0.000744134 -0.0033429 -0.000610118 -0.0277882 0.00184091 -0.0154426 0.00604793 -0.00199667 0.0183073 0.00198174 -0.0219463 -0.0294295 0.000932293 0.00272103 0.00127361 -0.000997646 -0.00676782 -0.0103269 -0.0196093 -0.00783727 -0.0222402
internal_weight=235.117 2.27501 1.6065 232.842 36.8103 196.031 35.5113 33.3611 27.5358 24.4339 21.9402 20.4528 1.69193 18.7609 3.67266 15.0882 9.11016 5.97806 2.55987 1.0915 2.79597 190.688 98.9644 94.0628 91.7235 35.756 30.0981 15.4247 9.42488 5.26478
internal_count=2900 360 176 2540 580 1960 568 538 499 462 439 420 90 330 145 185 129 56 117 90 62 1935 952 926 983 356 294 155 82 53
is_linear=0
shrinkage=0.0408644


Tree=536
num_leaves=31
num_cat=0
split_feature=4 4 1 0 1 3 1 4 2 4 4 4 3 4 1 2 2 4 4 3 2 4 0 2 2 4 2 0 0 2
split_gain=0.240538 0.859679 0.66841 0.667541 1.45093 1.49346 1.44248 1.39586 1.64775 1.10914 2.14361 0.983649 0.880775 0.853302 0.811576 1.76241 1.97923 2.14909 1.81287 1.19061 3.40216 1.77225 1.0269 1.40028 1.82486 1.28211 0.961522 1.4475 2.40732 1.14957
threshold=42.599563320500003 42.654057868200006 83.715897724050009 87.181320254150009 63.910026677050006 -0.13743499999999997 64.654729579150015 41.986601436450009 -0.13820499999999999 41.840895355800008 41.395309858300003 41.621607100200002 0.083905000000000021 41.134354310300004 82.987325570650015 -0.12835499999999997 -0.21094499999999999 39.646013290900008 35.461062230100005 0.11048000000000002 0.20327000000000003 37.797539186950011 89.665455566700004 -0.090694999999999998 -0.081169999999999992 38.238138001450004 0.072320000000000023 101.23657936015002 97.152811460000024 -0.060760000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 4 7 -6 -5 -1 -9 10 13 -12 -11 14 15 16 17 18 -8 22 21 -21 -17 25 -25 -24 27 28 29 -26
right_child=1 -3 -4 6 5 -7 9 8 -10 12 11 -13 -14 -15 -16 19 -18 -19 -20 20 -22 -23 23 24 26 -27 -28 -29 -30 -31
leaf_value=0.0021812031302895787 -0.034088205375496249 -0.00085812720678050025 -0.016822788248532637 0.015779619939653294 0.012472710932874095 -0.050609043006138318 0.0019810671121199292 0.022867394132468636 -0.023638295941941209 -0.0072366326152359401 -0.011697615108330795 -0.051711515560084055 0.019214817450421653 0.017274888902932699 0.023771431723857012 0.028047889835743779 -0.046548348266518415 0.014630216653244304 -0.042187454740771506 -0.012623317035842243 0.028918149952073605 -0.065674090456599166 -0.0032249716769633878 -0.030819545488604192 -0.010222648333444133 0.026042503988078079 -0.0072898822090332162 0.031674867477210329 -0.031503620616549988 0.015144215333083558
leaf_weight=49.179734849196393 1.2257561231381249 67.771828959557752 3.082173873892315 13.112956393510101 0.85999598610214922 1.7852665599202726 2.6588020531926286 1.4307245006784794 6.6759606922278163 2.5035376299638292 2.3015305846929546 1.6180219100788233 8.7535454621538502 5.0246634976938358 2.2379205152392379 2.7853648746386233 2.3021513286512265 4.3758421521633863 3.1275645841960795 2.3726161508820942 1.9475305415689943 1.6518299879971889 3.5006663429085005 2.7983637996949104 3.651698243804268 6.8327358812093735 10.661365470383315 3.1753376754932097 2.6785537572577587 11.349594021216079
leaf_count=407 22 1034 355 81 14 45 26 8 92 27 28 23 76 29 18 15 41 34 72 30 14 22 34 38 35 36 123 23 32 66
internal_value=0.000500323 -0.00144847 0.00131804 0.00166456 -0.00162593 -0.0301007 0.00360896 -0.000311076 -0.0154306 0.00180175 0.000117195 -0.0282157 0.0133321 0.0016357 0.000481918 -0.000309339 -0.0136243 -0.00616571 -0.0218923 0.00279825 -0.0137498 -0.034398 0.00488168 0.00343647 -0.00038524 0.0161275 0.00231703 0.00722818 0.0028375 0.00896927
internal_weight=233.434 68.9976 164.436 161.354 59.9317 2.64526 101.422 57.2864 8.10669 88.3092 77.0522 3.91955 11.2571 73.1326 68.1079 65.87 12.4644 10.1622 5.78637 53.4057 5.97198 4.02445 47.4337 44.6483 34.3149 10.3334 31.5165 20.8552 17.6798 15.0013
internal_count=2900 1056 1844 1489 566 59 923 507 100 842 739 51 103 688 659 641 173 132 98 468 66 52 402 387 317 70 279 156 133 101
is_linear=0
shrinkage=0.0393254


Tree=537
num_leaves=31
num_cat=0
split_feature=1 0 1 4 0 1 2 3 2 3 1 3 1 3 1 0 2 1 1 2 4 3 0 1 0 1 3 1 3 3
split_gain=1.0798 1.61259 1.2026 1.17833 1.41948 1.50566 1.38528 2.38862 1.38793 1.37965 1.36044 1.23155 3.27458 2.38691 1.48207 2.82534 1.76229 1.40329 2.49415 1.24664 2.63098 1.82655 1.18655 2.34725 2.00643 2.96628 1.71167 1.18533 1.16463 2.14097
threshold=69.873026810350026 85.716110573100011 61.993156030000002 38.238138001450004 93.776108048200015 70.085415002650009 -0.033594999999999993 -0.22588499999999997 -0.117115 0.094165000000000013 71.787208999250012 0.087530000000000011 71.52105164435001 0.088165000000000021 71.090898343450007 96.249489528150022 0.13860000000000003 79.900975636950008 83.715897724050009 -0.59309999999999985 41.348489042950007 0.094625000000000029 98.327667663000014 78.285212300550015 97.483491810050012 75.18810853425002 0.079785000000000009 82.844837289750004 -0.17732499999999998 0.10332500000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 6 5 -5 7 -2 9 -9 -7 12 -6 -13 -15 -16 17 19 -19 -17 21 -21 24 -24 25 -14 -25 -28 -4 -30
right_child=3 -3 28 4 11 10 -8 8 -10 -11 -12 13 22 14 15 16 -18 18 -20 20 -22 -23 23 26 -26 -27 27 -29 29 -31
leaf_value=5.265327558018006e-05 0.0010578573963201082 0.00030555346660316769 0.0004482664359221506 -0.0027828575212435333 -0.0017251002651511777 0.0006630654078750392 9.8922882668098455e-05 -0.0020311471135496034 -0.0022350719490453873 0.00029183462216824372 -0.0022985703694382224 0.0014189659646813622 0.00051913085426838457 0.00083921168528518122 -0.0021602435704867235 0.00059247833062639683 0.0011226878296642494 0.0010692170169129033 -0.0012889028605594212 0.00054303306138482848 -0.0018466897979886774 -0.0011261155396425104 -0.0021824990212515366 0.00026533677782475423 0.0015610578397972693 -0.0018328081218500771 -0.00038286127982536272 -0.0021335211295851809 -0.0017532494147435441 0.00044719006731350089
leaf_weight=37.21190452715382 1.6051200430374599 128.03290831809863 2.3113366775214672 1.1977195665240281 3.9985077222809187 1.7017122036777439 7.3789757794875177 1.4423169879155473 3.6616173146612714 2.210651341942139 0.76870451914146531 5.7065264583798117 8.900771498680113 8.3336531743407232 2.0022319657728067 3.5004665888845947 4.8853107562754294 6.6019551008939725 1.9936796785041222 5.8171279318630749 4.2694790773093692 3.6379490382969379 1.9163327487185622 16.703475975664336 3.990882256999611 2.3047422415111205 5.2740125786513081 1.7613231077848466 4.8190042395144683 2.1981315342709422
leaf_count=419 35 726 23 9 65 21 133 92 114 37 47 30 64 58 41 18 37 34 100 27 56 35 43 289 16 53 46 99 113 20
internal_value=0.000107748 0.000198486 -9.60566e-05 -3.42349e-05 4.43076e-05 -0.00108275 -0.000493319 -0.000983262 -0.00143117 -0.000625358 -0.000258489 8.94414e-05 -0.000129291 0.000299291 0.00014361 -3.36209e-05 0.000105049 -8.74899e-05 0.000522272 -0.000391774 -0.000642809 -9.9191e-05 2.69055e-05 -0.000215449 0.000436058 3.53857e-05 -5.66578e-05 -0.000821146 -0.00068927 -0.00106396
internal_weight=286.139 174.573 46.5404 111.565 95.2666 3.66814 16.2987 8.91971 7.31459 3.65297 2.47042 91.5984 44.85 46.7484 41.0419 32.7082 30.706 25.8207 8.59563 17.225 13.7246 9.45508 40.8515 25.6551 15.1964 11.2055 23.7388 7.03534 9.32847 7.01714
internal_count=2900 1301 575 1599 1188 77 411 278 243 129 68 1111 675 436 406 348 307 270 134 136 118 62 610 477 133 117 434 145 156 133
is_linear=0
shrinkage=0.00184769


Tree=538
num_leaves=31
num_cat=0
split_feature=1 0 2 2 0 4 4 3 3 3 4 4 4 2 1 4 0 4 0 3 2 1 3 3 3 4 2 4 1 2
split_gain=0.243436 1.9504 0.966023 1.58535 0.744676 0.689793 0.752081 0.602872 0.458974 0.834427 0.724838 0.497705 1.4269 0.661598 0.381549 1.3781 0.764353 0.690979 0.371743 0.498929 1.07945 0.89629 0.869129 0.751863 1.75809 0.935797 0.718089 0.969868 0.644881 0.411859
threshold=60.474177186300004 79.882156430000023 -0.013805 -0.13820499999999999 67.875502419400007 48.315732392000008 42.102795028150005 -0.101725 -0.27223499999999995 -0.49570500000000001 36.072790850000011 32.785955158400007 30.509590007400003 -0.10710499999999999 61.767325547050007 38.771633980050005 83.011521693850014 48.008184682100008 113.28087178455002 -0.093074999999999991 -0.24103499999999997 61.998532946250002 -0.082159999999999997 -0.22831499999999999 -0.25276999999999999 43.162556114600001 -0.037524999999999996 40.08085804200001 65.004229136100022 -0.062629999999999991
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 5 -4 6 7 -1 9 10 -2 12 13 -10 15 -13 17 -16 19 20 28 -22 -21 24 -23 -26 -25 -28 -18 -24
right_child=8 -3 4 -5 -6 -7 -8 -9 11 -11 -12 14 -14 -15 16 -17 18 -19 -20 22 21 23 29 26 25 -27 27 -29 -30 -31
leaf_value=0.013432731713937341 0.021286361022519917 -0.038888971313339446 0.019257084112949137 0.033853655056614973 -0.044931929169832151 0.0053651643917157592 -0.047414519385698656 -0.032500481648279664 -0.042442485541543021 -0.043430220575336229 -0.01923295983850511 0.02822398948521776 -0.058239065722316706 0.023281633591787074 -0.041752735977895437 -0.006839699853301272 0.0099198311249769286 0.012629807970646625 -0.014256535323808561 -0.022683385167278761 -0.015369783763713465 0.023142326966820694 -0.00039999120804474277 0.026237081832192085 -0.023441724578141577 0.0080033078792775183 0.021247854159105982 -0.011344483807812774 -0.041708475116343527 0.0035041265098958532
leaf_weight=1.0745091356802712 1.115737847954734 2.0068740610731757 0.3482335755834346 2.2148856464773425 1.009322701662313 5.4068307429552078 0.85608971246983845 0.6612060554325575 0.28764872641477257 0.93463501424412143 1.4599987464607691 3.1337269544601432 0.76830936149781326 0.92475107863719941 1.1053330378490489 3.2930023847147822 0.52396338433027523 0.48004552721977223 2.2347865619922223 2.2727641063975161 2.0600889436900642 3.678427643142645 118.77390499741887 6.0604854328557849 3.3030593693256387 2.2995997839607298 3.0332078031497023 2.2994117308408022 1.0237230025231836 57.421171045221854
leaf_count=37 11 45 19 16 68 37 56 20 38 43 33 14 40 43 68 27 6 2 245 34 12 31 1151 40 36 33 20 29 42 604
internal_value=0.000472896 -0.00444446 0.00152956 0.00551656 -0.0284665 -0.00233021 -0.0183837 -0.00406514 0.000778485 -0.0127968 -0.00168111 0.00100016 -0.0178847 0.00768821 0.00117577 0.0102576 0.00089322 -0.0252859 0.00109569 0.00126491 0.006355 0.00843714 0.000572364 0.0108094 0.00281243 -0.0105352 0.0173239 0.00719412 -0.0242299 0.000872343
internal_weight=232.066 13.578 11.5711 10.2135 1.35756 7.99864 2.5918 1.73572 218.488 3.51037 2.57574 214.977 1.98071 1.2124 212.997 6.42673 206.57 1.58538 204.985 202.75 24.282 22.7343 178.468 20.6742 9.28109 5.60266 11.3931 5.33262 1.54769 176.195
internal_count=2900 298 253 166 87 150 113 57 2602 87 44 2515 121 81 2394 41 2353 70 2283 2038 249 201 1789 189 100 69 89 49 48 1755
is_linear=0
shrinkage=0.0378485


Tree=539
num_leaves=31
num_cat=0
split_feature=1 1 0 2 2 3 3 1 2 4 4 1 4 3 2 2 4 3 1 3 2 4 3 3 3 2 0 1 1 3
split_gain=1.31673 2.3272 1.41518 1.37513 3.034 2.83419 2.75067 2.76938 2.57085 2.37883 1.76952 3.13685 1.30568 2.01561 1.27865 2.73544 1.39997 1.23148 1.34955 1.18547 3.4296 1.17524 1.17485 1.42695 3.55898 2.08113 1.43336 3.07319 1.31454 1.315
threshold=70.343506983200015 70.73871032835001 86.530713386650021 -0.068524999999999989 -0.083794999999999994 0.083185000000000023 -0.112455 68.214248143850014 -0.022239999999999999 40.982542372850013 38.175120519550006 64.071334164850015 42.428475018400007 -0.11050499999999999 -0.088329999999999992 -0.095019999999999993 39.268993001500007 0.11614000000000002 61.966271448700006 0.086655000000000024 -0.16187499999999996 37.186372654950006 -0.04931 0.087725000000000011 0.091545000000000029 -0.085249999999999992 85.737618238150006 61.993156030000002 65.036490633650018 -0.082159999999999997
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 17 4 6 -6 7 -4 -5 -7 -10 -12 13 -13 15 16 -8 22 -19 -18 -21 -3 28 26 25 -25 27 -24 29 -1
right_child=1 21 3 8 5 9 14 -9 10 -11 11 12 -14 -15 -16 -17 19 18 -20 20 -22 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.00030596826228223656 -0.0022789555570951726 -0.00073612873883694481 -0.0028281368433014042 0.0014041017610788662 0.00060203815800981546 -0.00027675708238244915 5.7056564045418496e-05 0.00066787828282423376 0.0010597803025000133 -0.0025543810713452401 0.00083618120290518102 0.00022081302820351793 0.00026246975667452955 -0.0024588576855794852 0.0016667173116255254 -0.0009571234450598819 0.0015010982028041712 6.9768982151656675e-05 -0.0016319221879032395 0.0013690409402531301 -0.00082734626470812799 5.1850290846378109e-05 0.00061782140340261313 -0.0004788764016791004 0.00028298332216815446 -0.0028214231668307198 0.0010549155641866894 -0.0017920884151350382 0.0016598363994584913 -0.0025183465763697586
leaf_weight=17.829800688545223 1.9364284351468075 8.6620925810420868 2.0471005924046035 13.958513393998144 4.4092013835906965 3.7028725482523441 10.042331188917151 1.7562055969610808 8.1047199368476885 3.9576183706521988 7.2286386340856534 1.7308993935585002 2.2495036330074072 3.6201794706285018 4.2184904813766471 4.8123141266405645 9.9548022896051425 4.1641285866498938 3.6469899411313236 8.0568856596946645 4.69352981820703 89.297788972005947 10.928930975496771 4.2840419607236981 32.187888549640775 2.5085401919204733 14.342665717005728 2.7662761858664444 1.3238896676339198 1.195966404397043
leaf_count=301 56 286 30 66 18 19 48 21 34 28 43 9 26 41 16 29 45 25 41 36 27 1185 66 39 193 41 52 50 8 21
internal_value=0.000128135 -6.16573e-05 0.000228068 0.000405062 0.000208011 -0.000702549 0.00044912 -0.00121383 0.000712991 -0.00145344 0.000292353 -0.000127075 -0.00104319 -0.00159207 0.000600507 0.000480757 0.000692056 5.22554e-05 -0.000724746 0.000972912 0.000560533 -1.78267e-05 0.000121723 0.000252237 -5.27043e-07 -0.00134399 0.000603648 0.000131047 -0.000308102 -0.000445039
internal_weight=289.619 99.8963 189.723 94.5438 57.6514 12.0697 45.5817 3.80331 36.8925 7.66049 22.9339 14.8292 7.60058 5.35108 41.7784 37.5599 32.7475 95.1791 7.81112 22.7052 12.7504 97.9599 87.368 67.0183 38.9805 6.79258 28.0379 13.6952 20.3497 19.0258
internal_count=2900 1527 1373 536 317 65 252 51 219 47 153 119 76 50 201 185 156 837 66 108 63 1471 771 441 273 80 168 116 330 322
is_linear=0
shrinkage=0.00204248


Tree=540
num_leaves=31
num_cat=0
split_feature=1 0 0 1 4 4 0 4 4 0 2 1 3 3 4 2 3 0 0 4 3 2 2 2 4 2 0 2 2 4
split_gain=1.12449 1.55895 1.42902 1.38247 1.36037 1.55935 1.81677 1.28882 1.17292 2.80718 2.32818 2.16512 1.73174 1.13218 1.12916 1.40965 2.90454 1.5728 3.85099 1.62259 1.48146 1.38604 2.71926 2.31877 2.77955 4.60109 5.8906 2.07657 1.69629 1.62249
threshold=69.873026810350026 85.716110573100011 92.031298721500022 61.993156030000002 40.421032462050007 42.718072821900002 83.680947768350009 38.238138001450004 34.997818021800008 97.671683879200017 -0.033594999999999993 82.987325570650015 0.11467000000000002 0.10098000000000003 40.621691032550004 -0.0039949999999999994 0.09660500000000001 85.807518149550006 86.001087134900004 42.674081447500008 0.085345000000000018 -0.031989999999999998 -0.058529999999999992 -0.068524999999999989 42.654057868200006 -0.13978499999999996 89.057864029250013 -0.083794999999999994 -0.22089 41.872669623500009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -2 -1 -5 13 -7 8 9 -4 11 -10 -11 -6 -3 17 20 -16 19 -19 -17 22 23 24 25 -20 27 -27 -26 -23
right_child=2 14 7 4 5 6 -8 -9 10 12 -12 -13 -14 -15 15 16 -18 18 21 -21 -22 29 -24 -25 28 26 -28 -29 -30 -31
leaf_value=7.9073946582110553e-05 -0.0024567161251533198 0.00058633572009551816 0.0017356750783124786 -0.0025864392322346619 -0.00051287074354400242 0.00056789829177397494 -0.0025637168314258186 7.3421563006360446e-05 -0.0025717745407904812 -0.0024347381264761166 0.0001146457008474656 0.00060497399460226152 0.001614640186541732 0.0017512047187674634 0.0011319511655361225 -0.00064805170162056261 0.0007262069496398421 -0.0029688787116959152 0.0010945100704407031 -0.00032489547528536847 -0.0033800208445963595 0.002260194036562762 -0.0016709649712397096 0.0017116635066214525 -0.0006865844869962998 -0.0034434523387041854 0.00074715198575490819 -0.001307044739393028 0.00090501588040541308 0.0002641888556640599
leaf_weight=37.586050139041618 1.1512781498022366 55.163405131548643 2.8386727310717133 1.7292032209224988 2.4822896569967252 1.3469885895028713 2.5010770354419947 96.507926921418402 4.7709795335540557 1.9329575819574532 4.9355271009262625 1.2875328196096232 0.67283456076984283 1.8012181017547844 8.8390641435980779 1.821120775304734 3.3630400896072388 2.4771827738732091 6.2352614775300053 1.9686636477708814 1.9344622893258927 3.4734637662768426 3.530732709914445 4.9708391129970542 3.7679133154451803 3.7729834541678429 4.9133649244904509 4.9987758770584971 19.763220880180604 4.3161381762474775
leaf_count=419 57 260 12 40 36 23 48 1137 125 146 57 50 15 9 33 20 19 30 24 15 25 17 22 17 50 26 22 30 86 30
internal_value=0.000122353 0.000228071 -4.69823e-05 -0.000110994 -0.000835469 -0.00046312 -0.00146752 -2.24195e-05 -0.000585088 0.000240089 -0.000993731 -0.00189666 -0.00138916 0.000439175 0.000346965 0.00018221 -0.000741216 0.000272224 0.000153836 -0.0017981 -0.00205526 0.000299092 0.000170877 0.000305175 0.000144274 -0.000453311 -0.00115853 -0.00222597 0.000650162 0.00115423
internal_weight=296.854 182.756 114.098 47.4468 9.86078 8.13157 3.84807 112.946 16.4385 5.44446 10.994 6.05851 2.60579 4.28351 135.31 80.1462 7.11862 73.0276 64.1885 4.44585 3.75558 59.7427 51.9531 48.4224 43.4515 19.9204 13.6851 8.77176 23.5311 7.7896
internal_count=2900 1301 1599 575 156 116 71 1542 405 173 232 175 161 45 726 466 64 402 369 45 45 324 277 255 238 102 78 56 136 47
is_linear=0
shrinkage=0.00217391


Tree=541
num_leaves=31
num_cat=0
split_feature=1 0 1 0 2 0 0 4 0 2 3 4 1 0 1 4 2 2 2 2 4 0 4 2 4 0 1 4 1 0
split_gain=0.279109 1.84792 0.962268 2.09877 1.67095 1.59806 1.25495 1.12253 1.50052 1.3346 0.942424 0.906913 1.33889 1.54786 1.58609 1.01014 1.60589 1.39508 2.3643 1.49683 1.62213 1.29231 2.48236 2.49471 2.42719 1.69495 1.1848 1.23654 2.28589 2.1012
threshold=68.961639504150014 92.031298721500022 68.214248143850014 91.625341543800019 -0.053019999999999991 90.337570099350003 89.99344745865001 38.592454371550012 81.917319234750025 -0.26820499999999997 0.087205000000000019 40.12915366295001 62.057679025150001 86.103248543850015 61.82916008405001 40.621691032550004 -0.0039949999999999994 -0.031989999999999998 -0.058529999999999992 -0.065399999999999986 41.169697216150006 86.232294534150014 42.487106141350004 -0.082509999999999986 41.941595803500007 87.181320254150009 64.221887820150016 43.968221017800005 61.917879202350001 85.775256651950016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 5 -5 6 7 8 9 -1 -10 12 13 14 -9 -13 17 18 19 20 -17 24 25 -24 -22 -23 27 28 -26 -29
right_child=1 -3 -4 4 -6 -7 -8 11 10 -11 -12 15 -14 -15 -16 16 -18 -19 -20 -21 21 22 23 -25 26 -27 -28 29 -30 -31
leaf_value=0.036578596173132687 -0.05225290603607733 -0.0005169859984479327 0.01899881914420223 -0.053018662494601028 -0.0035466434325299679 0.018341261158544332 -0.029502314709757869 0.0056742534297361206 -0.00038203518526869039 -0.033722083541922791 0.023017325089769509 0.015259307242325763 -0.031948011275800554 0.021558643779746946 -0.038087441888221746 -0.03025566709231935 -0.021694112122098669 0.019448956398913444 -0.032606391328884467 0.028107245111964867 0.026358480140547712 -0.037403886447722079 -0.0067470315160956295 0.033822607055945142 0.012406297865608882 -0.0010031869426003035 0.025586218545698744 -0.0017569850072717507 -0.026184847756605758 0.045928781125384642
leaf_weight=0.60898572532460216 1.216932656650896 94.0658048329351 5.4128340575844041 2.1793818287551403 2.6117723681963971 9.7070134272798878 2.3416134752333155 3.0711928158998472 4.1899477504193774 2.0577044119709189 10.503883435158057 8.0062077436596137 3.6941793439909807 3.128446027636528 2.7154913870617747 2.9488298939540831 5.6615504816291056 6.7390256947837761 3.7581928987056008 3.466072005685418 8.2089643198996765 5.531778674572708 8.5111886705271882 3.8219751045107833 4.1535999448387937 3.7248625457286835 2.8325852204579851 8.3683740514097718 7.4825905244797468 1.9904124550521363
leaf_count=7 62 1584 34 40 34 71 14 21 33 94 57 54 29 16 23 25 141 78 38 19 44 36 50 13 45 18 22 99 93 6
internal_value=0.000557265 -0.00117775 0.00176019 0.00105338 -0.0260503 0.00207408 0.000730406 0.00134506 0.0111204 -0.0176677 0.016345 -0.000389895 -0.0108314 -0.00208122 -0.0148616 0.00115529 -0.000307396 0.00138515 -0.000493456 0.00148368 -0.000119084 0.00150774 -0.00642909 0.00582526 0.00669457 -0.0227563 0.000192913 -0.00307732 -0.0124095 0.0074057
internal_weight=232.711 95.2827 137.429 132.016 4.79115 127.225 117.518 115.176 17.3605 2.66669 14.6938 97.8155 12.6093 8.91513 5.78668 85.2062 77.2 71.5385 64.7994 61.0412 57.5752 54.6263 21.5898 12.3332 33.0365 9.25664 24.8276 21.995 11.6362 10.3588
internal_count=2900 1646 1254 1220 74 1146 1075 1061 191 101 90 870 89 60 44 781 727 586 508 470 451 426 117 63 309 54 265 243 138 105
is_linear=0
shrinkage=0.041715


Tree=542
num_leaves=31
num_cat=0
split_feature=4 4 1 3 1 1 3 3 4 2 4 2 2 2 1 1 1 2 4 4 3 4 1 0 1 4 1 0 0 2
split_gain=0.245272 0.805156 0.647102 0.826451 1.15441 0.800687 0.961018 0.602813 0.550443 0.409786 0.926061 0.628077 1.29002 1.1894 0.840335 0.816073 0.741365 0.593389 0.953386 1.77386 1.57283 1.03934 0.938251 2.61929 1.31203 1.18637 0.960171 1.21045 1.64894 1.01147
threshold=48.988717865950008 48.852845034800005 86.858705278550005 0.085715000000000027 55.855406118200008 87.33187390945001 0.075065000000000021 -0.52484999999999993 40.21994457600001 -0.62958999999999998 40.580626202750004 -0.59309999999999985 -0.5169149999999999 -0.58180999999999994 78.285212300550015 74.784839814650013 75.551050381850018 -0.11808 44.215931556700006 47.833738492450003 -0.22253999999999999 34.997818021800008 81.524804347700012 104.86330937810001 80.288113607700012 42.406961525800007 78.962703749400006 101.47316367565001 99.378854792050006 -0.088099999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 3 4 -2 -4 -7 8 -1 10 -9 14 13 15 -11 -13 -17 18 21 20 -20 -14 24 -24 26 -25 27 28 29 -19
right_child=2 -3 5 -5 -6 6 -8 9 -10 11 -12 12 17 -15 -16 16 -18 22 19 -21 -22 -23 23 25 -26 -27 -28 -29 -30 -31
leaf_value=-0.05273409396411579 0.0042929420939648933 0.020647377568517006 0.035295024047873685 0.02122070230612489 -0.037747790976928992 0.016658529083886604 -0.043713333899556887 0.0086864530477513621 -0.0043791517981141342 0.002727538984245729 -0.037365981837952901 0.021393315452086576 -0.027344735130698742 -0.049103499592196446 0.033242260143019703 0.0084616079465790715 -0.047870671794477661 -0.0062850676310975545 0.0026503196178797317 0.012458279324493676 -0.050869960328496978 0.009462714581147124 -0.048223126270203469 -0.043676757843422793 0.018017745204050181 0.012530438012546788 -0.025679155853537132 0.021789610525220215 -0.029470865118698328 0.0021977779158615959
leaf_weight=0.70154622802510747 1.8553784899413566 3.5140441986732176 1.230716157704592 0.94251342676579941 2.9735253248363733 1.1308165544178335 0.77888375282054756 1.51400017295964 0.99696722556836903 4.6012843030039212 1.5413903910666702 1.1933545693755152 1.3952154040744051 1.7098981282688317 2.4030165185649821 0.71165706310421206 0.95979259781597648 32.593782652169452 1.6860961836064237 3.7305687277112156 2.2317614441271862 35.121659812575672 2.6391647136188103 0.78247575027125993 7.1090043466538182 4.0916210119321477 2.5789588796906164 4.3506453274749211 3.3793046753853551 100.08971291512718
leaf_count=33 13 22 8 9 118 27 67 28 46 41 19 5 79 68 40 7 37 275 37 33 69 376 83 171 47 85 34 37 61 925
internal_value=0.00051359 0.000787144 -0.00628938 -0.0146027 -0.0215948 0.00898871 -0.00796453 0.000467173 -0.0243515 0.00066196 -0.0145462 0.000879747 0.000461681 -0.0215 0.0131964 -0.00502455 -0.0238859 0.000959592 0.00524416 -0.00818266 -0.0278369 0.0080564 -0.00024099 -0.0146641 0.000480951 0.00350707 -0.000390908 7.3559e-05 -0.000620818 0.000113962
internal_weight=230.539 221.627 8.91183 5.77142 4.8289 3.14042 1.9097 218.113 1.69851 216.414 3.05539 213.359 206.355 4.5747 7.0043 2.8648 1.67145 201.78 44.1653 7.64843 3.91786 36.5169 157.615 7.51326 150.101 4.8741 142.992 140.413 136.063 132.683
internal_count=2900 2658 242 140 131 102 94 2636 79 2557 47 2510 2429 117 81 49 44 2312 594 139 106 455 1718 339 1379 256 1332 1298 1261 1200
is_linear=0
shrinkage=0.0418233


Tree=543
num_leaves=31
num_cat=0
split_feature=0 2 4 2 1 2 1 2 3 3 2 2 4 2 4 0 0 0 3 4 4 0 0 0 0 1 2 3 3 1
split_gain=0.219903 1.3573 1.02039 1.32865 3.13401 0.889088 0.698396 0.589253 0.86635 1.43029 1.86556 0.521793 0.479889 1.09821 1.62967 0.85665 1.21387 1.56766 1.38539 0.746742 1.02918 1.4697 1.52413 1.97109 0.927977 2.02554 0.939545 1.68062 1.62841 0.853289
threshold=102.21786657775002 -0.24103499999999997 39.420767558750008 -0.078219999999999998 80.677940036650014 -0.21094499999999999 87.184008712350007 -0.15895000000000001 -0.15148999999999999 0.074640000000000026 -0.088944999999999996 -0.022239999999999999 44.527357125550004 -0.61225999999999992 44.758188263300006 91.144107538500023 95.429509798400019 95.897301513100004 0.089580000000000021 43.19689381845 42.773538294100007 86.20003303655001 86.866770652900016 90.437043050150024 85.775256651950016 61.998532946250002 -0.10282499999999999 0.08708500000000001 0.083415000000000031 61.885617704800005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=12 -2 5 4 -4 -3 -5 -6 -9 -10 -11 -8 19 -14 -15 -16 -17 -18 -19 20 -1 29 -23 -24 25 -21 -26 28 -28 -22
right_child=1 2 3 6 7 -7 11 8 9 10 -12 -13 13 14 15 16 17 18 -20 24 21 22 23 -25 26 -27 27 -29 -30 -31
leaf_value=0.0013147861374451307 -0.040240909515053908 0.035247548368083484 -0.049416657110346214 0.020065917146791866 0.01902427056781953 -0.04090232165774868 0.012932436135662128 -0.043999562701321583 0.036454590248923543 -0.041319366016316382 0.013224385986144735 -0.039684575272446197 0.036809394788035806 -0.055058618733435427 0.0028459008396732642 -0.04139081246936159 0.022091307723829522 -0.038430132484238586 0.013500531844129108 0.010806300573392614 -0.000978796973466961 0.02276843176267912 -0.034882781983530738 0.0076756842131729319 0.025542216378427223 -0.049372216681268503 0.011192501996124775 0.022021140795661791 -0.026856753772726387 -0.04776113188605751
leaf_weight=158.22285237233154 1.3306467112634006 0.25939765406656068 1.9718702542595625 5.7799069767352149 2.4831119910231836 1.4009570884918527 0.54418379813432671 0.65270943020005212 1.2942820840980749 1.5458844974928116 2.1265848057810173 0.53214250042219646 0.85576500371098774 0.95366201753495516 9.9099373688222858 1.7774885924300168 1.901746275834739 2.1853075956460093 1.1037301160395143 2.4002035416779139 0.77594101289287154 2.4028032906353456 2.9746687225997448 3.2517498179804534 5.0573208127170846 1.1964416148839516 3.3838100624270702 5.196355399210006 3.055593068827875 1.9685945292003451
leaf_count=1446 136 7 42 56 53 204 15 25 8 86 43 86 5 29 119 95 12 61 9 62 22 11 22 38 32 32 30 35 33 46
internal_value=0.000414395 -0.00337819 -0.000739754 0.0020322 -0.00669937 -0.0290054 0.0148622 0.00369646 -0.00307656 0.00230137 -0.00973519 -0.0130817 0.000776639 -0.00500035 -0.00700683 -0.00429179 -0.0144427 -0.00521475 -0.0210033 0.00134518 0.00052566 -0.010452 -0.00279252 -0.0126566 0.00819534 -0.00921238 0.011946 0.00603654 -0.00686244 -0.0345347
internal_weight=228.496 19.9217 18.591 16.9307 10.0744 1.66035 6.85623 8.10257 5.61946 4.96675 3.67247 1.07633 208.574 18.6876 17.8319 16.8782 6.96827 5.19078 3.28904 189.886 169.597 11.3738 8.62922 6.22642 20.2897 3.59665 16.6931 11.6358 6.4394 2.74454
internal_count=2900 761 625 414 257 211 157 215 162 137 129 101 2139 330 325 296 177 82 70 1809 1585 139 71 60 224 94 130 98 63 68
is_linear=0
shrinkage=0.0377826


Tree=544
num_leaves=31
num_cat=0
split_feature=0 1 4 1 1 3 3 2 3 3 1 1 1 4 3 1 0 0 1 3 2 3 4 2 0 1 4 2 3 2
split_gain=0.230464 0.535371 0.688745 0.525723 1.32709 0.487909 0.381913 0.673529 0.485354 1.41806 0.345958 1.94209 1.63004 1.63787 1.55146 1.38506 1.30454 2.88425 1.61367 1.6557 1.14117 1.12394 1.03167 2.19241 3.01242 1.62369 1.59772 1.08458 1.41977 0.919597
threshold=76.591483678350016 56.229101798300007 35.818873074050011 57.960468834350003 59.74022811670001 0.094165000000000013 -0.25445999999999996 -0.23361999999999997 -0.15684499999999998 0.070195000000000021 66.697957758300021 66.318885161900013 65.630639880500027 38.238138001450004 0.25847000000000003 65.727424373200009 92.031298721500022 90.603727454250006 67.649671936450019 -0.16319499999999998 -0.091399999999999995 0.09310000000000003 40.166811829450005 -0.057185 86.280686780500005 61.82916008405001 40.621691032550004 -0.0039949999999999994 0.09660500000000001 -0.033594999999999993
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 -3 -2 5 -5 7 -1 -8 -10 11 12 13 20 16 -14 17 18 -12 -20 21 -6 23 24 -15 -24 -27 29 -29 -28
right_child=3 2 -4 4 10 -7 8 -9 9 -11 14 -13 15 22 -16 -17 -18 -19 19 -21 -22 -23 25 -25 -26 26 27 28 -30 -31
leaf_value=-0.058563883201212516 0.020993060354735246 0.0091037436713316856 -0.057677648575026115 -0.01357170495332426 -0.020945347821927533 -0.059496263324680679 0.01817147058835844 0.0099089384557364633 -0.051973474234997687 0.018895644255318266 0.036129187106220401 0.031481566881053351 -0.00013509173773066131 -0.059008772132591078 -0.055553886868271521 -0.050820645821962648 0.00090799799648209228 -0.054603667411048808 0.019419199771234637 -0.072654143516203279 0.033194698220599131 0.022255703269561704 -0.033528486288002576 0.0092715049311076613 0.0016309639134279561 0.025231542675616125 0.0012646511626611119 -0.043711027276305672 0.0075361639944198124 0.019709512736913248
leaf_weight=0.64209371560718864 2.796710727736353 0.54045822902116902 0.92543516529258341 0.99371989292558227 2.34467228630092 1.0523636080324648 2.6428648000583048 0.62758788757491835 1.0663809489924458 1.5029654968529937 1.9872079864144319 4.9422988183796397 2.3773224279284468 3.6675234101712704 1.1430449153122015 2.3872017972171307 96.306289072927029 3.0200739284045994 0.87483789445832372 0.85144288378069155 6.1112603885121626 3.075948640704155 2.6543423326220354 6.038528314791618 3.5733694136142731 7.0063701448962084 53.567476680269458 2.5696534230373862 2.2315892593469471 6.7210671505890778
leaf_count=24 23 43 37 25 39 16 26 35 68 21 10 34 11 35 39 33 1600 57 11 42 36 16 23 40 16 45 366 42 19 68
internal_value=0.000458743 -0.00740342 -0.0330561 0.000744993 0.000482215 -0.0371921 -0.00160201 -0.0247186 0.00402914 -0.0105179 0.00084335 0.00269109 0.00132719 0.00261246 -0.00109459 -0.0255304 -0.000490463 -0.0204918 0.00725033 -0.0259936 0.0192691 0.00356923 0.000430447 -0.0116422 -0.0290832 0.00257515 0.00390437 0.00160868 -0.0198916 0.00332092
internal_weight=226.242 7.94779 1.46589 218.294 215.498 2.04608 6.48189 1.26968 5.21221 2.56935 213.452 109.269 104.326 99.5618 104.183 4.76452 103.04 6.73356 3.71349 1.72628 11.5319 5.42062 88.0299 13.2794 7.24089 74.7505 72.0962 65.0898 4.80124 60.2885
internal_count=2900 254 80 2646 2623 41 174 59 115 89 2582 823 789 745 1759 44 1720 120 63 53 91 55 654 91 51 563 540 495 61 434
is_linear=0
shrinkage=0.0470034


Tree=545
num_leaves=31
num_cat=0
split_feature=1 2 1 0 4 1 1 1 1 1 0 2 0 0 2 2 0 4 3 1 4 2 2 0 2 0 0 3 3 4
split_gain=0.228064 0.752611 0.211713 1.19304 2.23589 1.22037 1.48766 1.03371 1.23283 0.819537 1.59303 1.49622 1.27903 1.08053 1.0318 1.3466 0.842341 0.795356 1.63753 1.33276 1.12715 0.862331 2.25346 2.71228 1.4908 1.50901 4.92181 1.35076 3.27825 1.69873
threshold=55.583871847050013 0.11529000000000002 68.961639504150014 93.262612545250008 34.394321486900004 71.666228383350017 71.787208999250012 69.873026810350026 70.085415002650009 68.214248143850014 91.625341543800019 -0.053019999999999991 90.337570099350003 89.99344745865001 0.20327000000000003 0.13860000000000003 90.837623311600012 38.115457128050004 0.07797500000000003 61.767325547050007 39.134693790050008 -0.12835499999999997 -0.088099999999999998 86.232294534150014 -0.085734999999999992 85.968825637350008 85.807518149550006 0.083415000000000031 0.093295000000000031 41.495754733000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 9 4 -4 -6 -7 -5 -9 10 12 -12 13 14 15 17 -14 18 19 -2 -19 -22 23 -23 -24 26 -26 -27 -29 -30
right_child=2 -3 3 7 5 6 -8 8 -10 -11 11 -13 16 -15 -16 -17 -18 20 -20 -21 21 22 24 -25 25 27 -28 28 29 -31
leaf_value=-0.044520443786079333 0.0089977815521958514 0.040623140145420344 0.01889302187059989 0.018797115901626974 -0.070080113813140624 0.050490638575888758 -0.054178931583974493 -0.032508493578884308 -0.00032958426084980194 0.018168887968152362 -0.052833578842544346 -0.0028025307476783963 0.02750174678917822 -0.028075288966606222 0.024026373268686733 -0.029066319557450145 0.00083889582051765131 -0.020464094789468305 0.018607182596448675 -0.057773477439568385 0.0080985706310404918 -0.0042815859767142096 0.024255038035565404 -0.043332138874723064 0.00065442785119307605 0.019176105694878431 -0.066846557073949417 -0.01943662920521521 0.030562763377310197 -0.0014872558316869715
leaf_weight=0.67062508477829297 1.1628619015682482 0.26144701801240444 1.4439026862382878 4.9703018164727828 1.6106759033864366 0.42280419432790928 0.58851877762936056 2.2163314670324317 80.967536329306313 5.1720725428313008 1.8930805367417631 2.5313546340912572 5.5499152280390245 2.3389830216765395 3.4638222653884432 2.7344569307751945 3.501478950958699 4.7030224688351145 10.082078465609809 1.0139311208040451 22.528774374397457 11.071681670844539 5.2958262460306136 4.5460257604718199 10.6073861952173 9.1703450931236166 2.4001545341452575 9.2342737251892704 5.9085071198642236 6.0799353187903762
leaf_count=113 50 2 8 33 27 3 48 20 1507 34 40 34 40 14 33 32 31 34 79 31 182 98 27 31 118 51 36 68 33 43
internal_value=0.000374672 -0.0206376 0.000462414 -0.0011 -0.023644 -0.0470687 -0.0104197 -6.02114e-05 -0.00118695 0.00156239 0.000879739 -0.0242093 0.00179416 0.00055393 0.00116267 0.000419321 0.0171874 0.00119604 0.0113782 -0.0221037 -0.000167448 0.000931727 -0.00157877 -0.0156485 0.00293361 0.000331929 -0.0118009 0.00552449 -0.000374376 0.0143086
internal_weight=224.142 0.932072 223.21 92.2201 4.0659 2.622 1.01132 88.1542 83.1839 130.99 125.818 4.42444 121.393 112.342 110.003 106.539 9.05139 103.805 12.2589 2.17679 91.5459 86.8429 64.3141 15.6177 48.6964 43.4006 13.0075 30.3931 21.2227 11.9884
internal_count=2900 115 2785 1646 86 78 51 1560 1527 1139 1105 74 1031 960 946 913 71 881 160 81 721 687 505 129 376 349 154 195 144 76
is_linear=0
shrinkage=0.0425671


Tree=546
num_leaves=31
num_cat=0
split_feature=1 0 0 2 0 3 4 3 1 4 3 3 0 3 3 3 3 2 2 3 3 2 2 3 2 3 4 1 0 4
split_gain=1.25212 0.817209 2.09219 2.35123 1.61696 1.41588 1.8205 1.53908 1.30935 1.67486 1.25397 2.1413 3.41841 2.12467 1.65783 1.54691 1.48468 1.18345 1.46024 1.35613 1.09918 1.09106 2.31575 1.83452 3.60542 2.39897 1.75285 1.59216 2.23791 2.13876
threshold=90.988176966900014 93.972365491700018 94.550383989750017 -0.14739999999999998 87.181320254150009 0.11614000000000002 39.646013290900008 0.25847000000000003 64.654729579150015 41.495754733000005 0.093295000000000031 0.088105000000000017 86.103248543850015 0.091545000000000029 0.085765000000000022 0.083795000000000022 0.082055000000000017 0.68694500000000025 0.26077000000000011 0.10236000000000002 0.089475000000000013 -0.053019999999999991 -0.069554999999999992 0.070195000000000021 0.049615000000000013 0.090865000000000015 41.348489042950007 75.28220456885002 100.24991522630002 40.878805547300004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 3 -3 5 10 -7 -8 9 -6 11 14 13 20 15 16 -1 18 21 -20 -13 22 27 24 -23 -25 -27 -4 29 -29
right_child=-2 2 17 -5 8 6 7 -9 -10 -11 -12 12 -14 -15 -16 -17 -18 -19 19 -21 -22 23 -24 25 -26 26 -28 28 -30 -31
leaf_value=-0.00011874985942275552 -0.0012189087601039417 0.00040831278776982147 -0.00046618599221146418 -0.0019860846103915059 0.0014034405200894413 0.0007089645727109368 -0.0023766395799185015 -0.00038475051585386684 0.000230882577343027 0.00037992049036980456 0.00043221979666196488 0.00035428635770168028 -0.0022443213316839339 0.0010226022495666335 0.000764430480104682 -0.0012566974936703656 0.00085533603286277494 0.0011487894477760778 -0.0022806938040401048 0.00063005452470905584 -0.0017301103890254468 0.00062099064208190997 -0.001727117041569147 0.0011723722629249918 -0.0025168320727821758 0.00034965916681502099 -0.0016009683828638642 -0.00017658451955271693 -0.00017503890238780735 0.0012177456721987649
leaf_weight=31.73820249887649 2.6099636568542328 2.4421031200326979 18.860266512143426 3.9943158677779129 9.6882587522268313 2.3311602100729925 2.6620666943490505 3.1059836372733116 45.701406575739384 15.14184872433543 30.802162990672514 1.4449824071489255 3.9311581738293171 3.651986485812813 11.686929487623273 3.6111011244356623 7.0703698433935633 3.5167815588647491 1.8859229303197929 0.86178473755717266 2.6484675717074424 3.4746645297855165 3.0198081905255085 12.610882680281067 2.2163262334652245 7.2731491056038049 2.2226012796163559 6.2941855017561492 24.11374847854313 11.479830133728681
leaf_count=410 319 37 237 63 53 13 39 22 338 73 178 23 34 27 66 34 33 29 59 6 36 20 42 99 39 61 34 60 355 61
internal_value=0.000106399 0.000118775 -1.59762e-05 -0.0010776 0.000198962 4.73821e-05 -0.00072465 -0.00130405 0.000423942 0.000779279 0.000112121 -3.7761e-05 -0.000784343 -4.33383e-05 0.000123357 -5.32637e-05 5.87147e-05 5.38703e-05 1.30426e-05 -0.00136777 -0.000994321 5.44783e-05 -8.40665e-05 0.000372301 -0.000601018 0.000622865 -0.00010691 -2.38985e-06 0.000206438 0.000723981
internal_weight=282.092 279.482 104.266 6.43642 175.216 104.685 8.09921 5.76805 70.5315 24.8301 96.5854 65.7832 11.6766 7.74544 54.1066 42.4197 38.8086 97.83 94.3132 2.74771 4.09345 91.5655 63.7678 27.7976 5.69099 22.1066 9.49575 60.748 41.8878 17.774
internal_count=2900 2581 1202 100 1379 915 74 61 464 126 841 663 120 86 543 477 443 1102 1073 65 59 1008 755 253 59 194 95 713 476 121
is_linear=0
shrinkage=0.00192234


Tree=547
num_leaves=31
num_cat=0
split_feature=0 3 3 3 3 2 1 1 2 3 3 4 4 4 4 0 4 2 4 0 1 1 3 0 0 4 4 1 4 3
split_gain=0.228219 0.468754 0.87427 0.752621 0.492718 1.33538 0.446232 1.21133 0.44092 0.341912 0.726269 0.550608 0.435262 1.25129 0.440652 0.436457 0.857757 1.57831 3.28189 0.790404 1.50652 0.838244 1.30503 0.59131 1.12936 1.02563 1.26795 1.18321 3.09987 0.921893
threshold=76.591483678350016 0.078935000000000019 -1.0000000180025095e-35 -0.11050499999999999 -0.25095999999999996 -0.23361999999999997 57.960468834350003 60.474177186300004 -0.055714999999999994 -0.27223499999999995 -0.49570500000000001 36.072790850000011 32.785955158400007 30.509590007400003 29.904643970450003 85.253695774650012 42.072181850200003 -0.016334999999999999 38.175120519550006 85.613949164150014 61.917879202350001 61.917879202350001 0.09660500000000001 90.837623311600012 90.437043050150024 38.592454371550012 37.020641110850008 63.910026677050006 39.945535567850008 0.080515000000000017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 5 -1 -2 8 -8 10 11 -9 13 14 -11 16 17 18 -14 20 -17 22 -21 24 25 26 -23 -27 -29 -30
right_child=6 -3 -4 -5 -6 -7 7 9 -10 12 -12 -13 15 -15 -16 19 -18 -19 -20 21 -22 23 -24 -25 -26 27 -28 28 29 -31
leaf_value=-0.065773213746650835 0.020767325840471831 -0.035528654597899563 0.048036123427805354 -0.054868407321073794 0.01123712833921354 0.017424860816721822 -0.016230800763987124 0.026178567872656388 -0.058818676814097422 -0.019103601802368166 -0.056174027680864137 -0.022290175030548649 0.024606957463216797 -0.074929679784236786 0.044701710480683811 0.0075545415400462028 0.029005492118419376 0.03751916325636654 -0.071958495673283773 -0.039528034644163899 -0.046969361343708826 0.0045682803947093148 0.0053471455999228746 -0.0005712138591187644 0.029884603757460729 0.0035594882032237681 0.039925910121223415 -0.080945082722286038 0.028005205970965376 -0.017587782295261943
leaf_weight=0.90333925164304618 2.7475116541609159 1.2883953143609685 0.75468164682388206 0.77861439532716836 2.8727710723760533 1.0332496004411948 1.4435082669369879 1.027874667634024 1.0484581952914585 0.5855849885738269 0.81108916335506265 1.3606671375455333 1.8761869603767993 0.71028554125950893 0.50241244313656352 2.6384915411472312 4.1135555666987784 1.7395421779947335 1.6547692781314252 3.1249788366258135 2.4338635627645999 6.6065796576440317 3.3595091365277767 100.77354469693455 4.3594224110711357 62.235273897647858 4.1102128401398659 1.5352961272001255 1.879299324005842 2.6994601954065729
leaf_count=45 23 40 4 59 54 52 27 10 24 69 43 32 23 38 10 14 42 11 29 24 58 35 20 1572 34 404 20 13 24 47
internal_value=0.000451946 -0.00804265 -0.00245937 -0.00927902 -0.0018983 -0.0213836 0.000752918 0.000494301 -0.034149 0.000905126 -0.0153091 -0.00143235 0.00115583 -0.0233276 0.0103602 0.00137045 0.0119004 -0.00144982 -0.0206481 0.000865669 -0.0186076 0.00138368 -0.0162789 0.00200546 0.00511795 0.00375241 0.018129 0.00149824 -0.0194833 0.00112534
internal_weight=223.008 7.63105 6.34266 5.58797 4.80936 1.93659 215.377 212.63 2.49197 210.138 3.19963 2.38854 206.938 1.79828 1.088 205.14 9.38405 5.2705 3.53096 195.756 5.07236 190.684 6.48449 184.199 83.4255 79.0661 10.7168 68.3493 6.11406 4.57876
internal_count=2900 254 214 210 151 97 2646 2623 51 2572 85 42 2487 117 79 2370 105 63 52 2265 72 2193 44 2149 577 543 55 488 84 71
is_linear=0
shrinkage=0.0499828


Tree=548
num_leaves=31
num_cat=0
split_feature=0 3 3 0 2 0 4 2 4 4 1 3 3 2 3 3 1 1 3 4 1 2 4 2 3 2 2 2 3 1
split_gain=1.23941 1.96624 1.88433 1.47781 2.3845 1.39957 1.34296 1.92868 1.5027 1.72426 1.86991 1.34844 1.68523 1.3993 1.28109 1.26947 1.4486 1.25381 1.20003 1.08233 1.64977 2.06068 1.37771 1.32937 0.96424 0.920718 3.34838 1.81837 1.73038 1.37344
threshold=93.972365491700018 0.25847000000000003 0.11906000000000001 94.614906984850009 -0.14739999999999998 86.530713386650021 44.015822920550008 -0.083330000000000001 43.124157941850008 41.495754733000005 64.654729579150015 0.10133000000000002 0.087605000000000016 -0.096499999999999989 0.092425000000000021 0.11614000000000002 61.966271448700006 62.154463517850012 0.080515000000000017 36.173488152900006 65.966697146800016 -0.011399999999999999 39.468990633150007 0.25828500000000004 0.081815000000000013 -0.058529999999999992 -0.069554999999999992 0.22542000000000004 -0.16319499999999998 80.371455809750003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 3 4 -2 15 8 18 9 10 14 12 13 -11 24 -1 -17 -15 -8 -12 -21 22 -22 -23 -7 26 -5 -27 -29 -30
right_child=1 -3 -4 25 -6 6 7 -9 -10 11 19 -13 -14 17 -16 16 -18 -19 -20 20 21 23 -24 -25 -26 27 -28 28 29 -31
leaf_value=0.00010517038607287121 0.00047856867006536064 -0.0023046116700202964 0.0011588145518177505 -8.4881022250899652e-05 -0.0018979246939058898 0.0012341279413143672 -0.0014443689877014984 -0.0028134011750287563 0.0012255718433372743 0.0010627845757949761 0.00079948474104901885 0.00095050275762615169 -0.0011086682305679264 0.00051798076266984993 0.0016466130082164233 7.2422679552954481e-05 -0.0017067547409423476 -0.0011233611897219315 0.0010568492509506304 -0.00094232313109369581 4.7669566956668794e-05 -0.0015358177138885504 0.0012239031723071095 0.0002866367123503412 -6.0739258292395348e-05 0.0004964136131025245 -0.0028725260476703401 0.0010449531237978764 -0.0025571242235879099 -0.00049413313684074946
leaf_weight=80.177917292108759 2.5680375145748258 1.4180628719186632 4.7353763370192601 56.859196245160994 3.9755688121076664 4.1138547360897082 1.1325280985329302 1.1390515837119881 8.0637924629263562 3.8227137327194249 11.007821464911101 3.6267556510865679 6.5363123752176753 3.1253924965858477 7.7212551757693282 3.6127790203317991 3.1792813844513148 3.8243664025794715 1.8947590030729768 4.7606762051582363 6.694882475771009 3.0325004337355521 8.1710522510111314 2.8873668387532234 4.3961975127458572 24.547259674436646 1.638155862223363 1.8370468672364948 1.6856100712902833 4.0768754482560325
leaf_count=776 39 36 42 869 68 27 41 37 40 16 55 18 39 13 36 25 42 30 15 25 41 22 36 22 23 295 33 26 28 85
internal_value=0.000109963 -5.65944e-05 -2.53176e-05 -8.30133e-05 -0.00096527 0.0002095 0.000383465 -0.000681155 0.0004377 0.000351521 0.000536669 -0.000115301 -0.000338622 0.000128612 0.00107964 3.75732e-05 -0.000760389 -0.000385229 0.000121127 0.000295573 7.84406e-05 0.000312231 0.000694186 -0.00064693 0.000565214 -1.93231e-05 -0.000162946 0.000242027 -0.000579668 -0.00109759
internal_weight=276.262 103.341 101.923 97.1878 6.54361 172.921 85.9513 4.16634 81.7849 73.7211 52.7856 20.9355 17.3088 10.7725 16.2313 86.97 6.79206 6.94976 3.02729 36.5543 25.5465 20.7858 14.8659 5.91987 8.51005 90.6441 58.4974 32.1468 7.59953 5.76249
internal_count=2900 1521 1485 1443 107 1379 536 93 443 403 287 116 98 59 86 843 67 43 56 201 146 121 77 44 50 1336 902 434 139 113
is_linear=0
shrinkage=0.00192234


Tree=549
num_leaves=31
num_cat=0
split_feature=0 1 0 2 3 0 2 2 4 3 4 0 1 1 4 4 3 3 2 2 3 1 0 4 1 4 0 4 3 3
split_gain=0.964234 1.56477 2.3748 1.57107 1.56389 1.96567 1.42906 1.61056 1.23442 1.41393 1.18262 1.14898 3.02524 1.6935 1.25586 1.23443 1.21356 1.11769 1.06449 2.45684 1.9495 1.82831 3.33443 1.75295 1.46619 2.68946 1.19345 1.83271 0.944878 0.910204
threshold=98.201310130900012 77.086159974350025 100.13162306855001 -0.61225999999999992 0.11308000000000003 99.744485097750015 -0.59681499999999998 -0.50001499999999999 37.186372654950006 0.10611500000000003 33.151194885250007 97.013011637200023 75.18810853425002 75.28220456885002 38.994321257850011 40.878805547300004 0.091385000000000022 0.11467000000000002 -0.15895000000000001 -0.094344999999999998 0.074640000000000026 81.524804347700012 104.86330937810001 42.406961525800007 80.371455809750003 41.24714903835001 106.56510337475001 46.377258487500008 0.12424000000000003 -0.24523500000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=11 2 4 -3 5 -2 -5 -8 10 18 17 12 -1 14 -13 16 -15 -9 26 20 -20 24 -23 -24 25 -21 -10 -28 -11 -14
right_child=1 3 -4 6 -6 -7 7 8 9 28 -12 13 29 15 -16 -17 -18 -19 19 21 -22 22 23 -25 -26 -27 27 -29 -30 -31
leaf_value=0.000151745039085328 -0.001743083613081246 -0.0023706263475916389 -0.0023605182562236779 0.0014140199683926886 0.0010818419648453443 0.00091131255786157069 -0.002059749610216325 -0.0019351685750479163 0.0013957472961304421 -0.0027173165027291443 -0.0020835505250657669 0.00081292640037462305 0.00039732738792134587 0.0011266878035364879 -0.0010555676147827047 0.0015470041221634667 -0.00053372802525643043 0.0023758314605607784 0.00033178349752929683 0.0009565536977462094 -0.0017439644694400415 -0.0022639420352503371 -0.0020197559265474835 0.0006198361473488288 0.0012790197105957961 -0.001287541716370045 0.0011315498309727322 -0.0023902181695263616 -0.00014976952939626745 -0.0023529895360849848
leaf_weight=203.3684539059177 2.9903454175218922 0.9529652159253591 2.5612669002730399 2.6679241618840015 2.1849500462412834 1.4820216251537202 1.3156836840207677 0.3646143169025885 4.8595320899039427 0.9917350440518925 1.765523550508078 2.1773440213874009 0.52782223466783795 3.5045991875231248 3.092098006978631 6.6930830851197243 2.8227209746837616 0.51579045339894947 2.6156215451192031 5.3115627700463133 4.1678230296820402 2.3577838153578332 1.0237511678715217 7.0303695170441642 8.2295332513749582 2.9506206884980202 1.3082283226540314 0.87647347594611336 1.0460906932130454 2.2463630673009893
leaf_count=1635 54 30 55 28 15 14 72 71 28 25 96 14 9 15 31 27 26 8 39 27 118 43 87 110 38 22 40 27 16 80
internal_value=0.00010867 -0.000104481 -0.000818345 2.6216e-05 -0.000225026 -0.000863488 7.24543e-05 -4.1376e-06 5.54139e-05 0.000132697 -0.0011938 0.000165246 0.000125079 0.000617958 -0.000283502 0.000982785 0.000385949 0.000590457 0.000209344 7.00219e-05 -0.000943579 0.00032559 -0.000292736 0.00028432 0.000715964 0.000155134 0.000875616 -0.000281337 -0.0013993 -0.00182971
internal_weight=284.003 59.5702 9.21858 50.3516 6.65732 4.47237 49.3987 46.7307 45.4151 42.7691 2.64593 224.432 206.143 18.2898 5.26944 13.0204 6.32732 0.880405 40.7313 33.6871 6.78344 26.9036 10.4119 8.05412 16.4917 8.26218 7.04423 2.1847 2.03783 2.77419
internal_count=2900 1063 138 925 83 68 895 867 795 620 175 1837 1724 113 45 68 41 79 579 484 157 327 240 197 87 49 95 67 41 89
is_linear=0
shrinkage=0.00188464


Tree=550
num_leaves=31
num_cat=0
split_feature=2 3 2 4 3 3 3 3 0 1 4 2 2 0 0 0 0 4 2 4 0 0 3 4 4 4 1 3 2 2
split_gain=0.221136 0.751025 0.266581 1.53693 0.649562 0.33388 1.65903 1.33014 0.831047 1.08601 1.63398 2.4085 2.63705 0.892547 0.732059 0.596695 2.13117 0.593353 0.64396 0.508089 0.433923 1.63154 0.821506 0.797899 1.44961 1.46949 1.16568 0.688954 0.759901 0.815123
threshold=0.68694500000000025 -0.15959999999999999 0.27148500000000009 38.938637541200009 0.094415000000000013 0.10236000000000002 0.10332500000000001 0.10176000000000003 86.530713386650021 65.727424373200009 41.134354310300004 -0.057185 -0.59511499999999995 85.775256651950016 86.001087134900004 85.678472159250006 83.011521693850014 41.468518788800004 -0.063985 40.21994457600001 85.737618238150006 85.807518149550006 0.093480000000000021 41.24714903835001 42.773538294100007 43.968221017800005 61.82916008405001 -0.082159999999999997 -0.13820499999999999 -0.26820499999999997
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 5 4 -4 7 -7 20 13 19 11 12 -11 15 -15 16 -8 -12 -19 -10 22 -22 23 26 -25 -26 27 28 29 -1
right_child=1 -3 3 -5 -6 6 8 -9 9 10 17 -13 -14 14 -16 -17 -18 18 -20 -21 21 -23 -24 24 25 -27 -28 -29 -30 -31
leaf_value=0.044028887698707622 0.040699399221712382 -0.0066829336287060597 -0.019019126397551819 -0.060374624376420702 0.025941402941467774 -0.043875753063521102 0.029507571771216927 0.033451359173967257 0.031037537417193031 0.025407862973848075 0.043295899916380443 0.0051311405152572979 -0.067361135418107856 -0.04118733798064133 -0.010538767289108264 0.018895835455755471 -0.040667754738948916 0.023244490886753868 -0.021682743199740347 0.00610841266259098 0.032044090821178046 0.0010685096398350092 -0.027185565114619843 0.019068653693940722 -0.040536327280046268 0.00086682113448575959 -0.054420901735650569 -0.023194724828125717 0.04475714810745151 -0.049236724944433659
leaf_weight=0.32668480835855007 1.2704813182353976 1.7773636564088509 1.2804380801972 1.0568529020965796 1.6022211296585736 2.125899660808499 1.7339194817468508 2.8185578500269903 3.9423097893595722 0.9039432215504325 1.5699355863034714 5.5183469175826767 2.7228552864035009 2.5527659128420055 5.3298478135839105 2.915807843208313 2.1431753269862384 2.0631168443651404 1.074648257752415 3.3489346019923687 3.8673804402351371 143.77014566392245 3.1429711258388116 7.4640470027807195 2.3716672940063281 9.5179465929977578 1.410780079255346 2.089233171194798 0.97918614954687677 0.56908666749950498
leaf_count=2 9 35 42 38 19 22 14 22 21 10 7 39 87 28 44 14 32 26 30 24 16 1805 41 105 99 121 61 31 7 49
internal_value=0.000478555 0.0130682 0.000304309 -0.0118279 0.00597055 0.000525302 -0.00348326 0.00137826 -0.00108596 0.00488604 -0.00285179 -0.0144483 -0.0442394 -0.00969025 -0.0204642 0.00281209 -0.00928385 0.0196755 0.00785743 0.0195874 0.000863192 0.00187992 -0.00452247 -0.00164202 0.00281296 -0.00739203 -0.0176831 -0.00460876 0.0161013 -0.0152231
internal_weight=223.261 3.04784 220.213 3.93951 2.88266 216.273 37.9455 178.328 35.8196 21.1441 13.8528 9.14515 3.6268 14.6755 7.88261 6.7929 3.87709 4.7077 3.13777 7.29124 175.509 147.638 27.8716 24.7286 19.3537 11.8896 5.37497 3.96419 1.87496 0.895771
internal_count=2900 44 2856 99 61 2757 398 2359 376 244 199 136 97 132 72 60 46 63 56 45 2337 1821 516 475 325 220 150 89 58 51
is_linear=0
shrinkage=0.0470614


Tree=551
num_leaves=31
num_cat=0
split_feature=1 4 4 4 0 0 2 2 1 2 2 1 1 2 4 3 3 1 3 3 3 0 2 3 2 3 3 0 4 0
split_gain=1.08154 1.41054 1.34775 1.30795 1.36241 2.6605 1.25943 4.28366 1.30915 2.65289 1.92199 1.62684 1.2942 1.4106 1.93176 4.0667 2.00721 1.86304 1.60466 2.17285 1.77702 1.25255 1.36715 2.65018 1.36071 1.51501 1.93929 3.05932 1.91577 1.74361
threshold=69.873026810350026 38.238138001450004 42.599563320500003 43.279086095950007 97.483491810050012 97.900202820250016 0.22542000000000004 0.68694500000000025 70.085415002650009 0.06041500000000001 -0.011399999999999999 83.715897724050009 82.570614560500005 -0.060760000000000002 40.823855932350007 0.094625000000000029 0.090225000000000014 75.403185184700007 0.10332500000000001 0.088565000000000019 0.087405000000000024 87.29692395375001 -0.22573999999999997 0.091705000000000023 -0.095019999999999993 0.081815000000000013 0.087265000000000023 90.837623311600012 37.360990606650006 89.99344745865001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=21 -2 6 4 -4 -6 8 -8 -3 10 11 12 13 14 15 16 17 -10 19 20 -16 -1 23 -23 -24 29 -27 -28 -29 -26
right_child=1 2 3 -5 5 -7 7 -9 9 -11 -12 -13 -14 -15 18 -17 -18 -19 -20 -21 -22 22 24 -25 25 26 27 28 -30 -31
leaf_value=7.4882450319232078e-05 -0.00054074774052169708 -0.0011007435658895632 -0.0025008400866867136 -8.2979041816569826e-05 0.0017939250163221487 -0.001478199512964984 -0.002376277463569141 0.001384591435580446 -0.00190310467842681 0.0013951108862607273 -0.0015026159863980744 -0.001231277898841434 0.0015503996587940081 0.00098684530232081148 7.1916673143326054e-05 -0.0023857812436386709 0.00097409137839676266 0.00024936994516016464 0.0015615584018939547 -0.00072116916429907404 0.001778917477269381 -0.0011169113194510279 0.00096929921939199802 0.0010332805999163988 0.001971507369516773 -0.00096561047906197248 0.00076223434133094136 0.0002721610768420331 -0.0019964954922495276 0.00039813864689355335
leaf_weight=105.6114344157977 16.894065455751843 2.3091094978153697 1.6721627621445794 27.82930466462858 1.2655038088560102 2.9169943080050871 2.4999362358357748 1.8882052541011942 2.4564589178189546 7.4320039764861567 2.2833367603016077 2.4287190157629075 2.9889739388599983 7.7492926493287149 5.2328592650592345 2.9920000142883501 4.99244688404724 3.4122166773304343 3.917457563802599 5.5734359249472609 3.6961188782006502 5.2737745200283808 16.72038434818387 3.3163218609988689 3.6115503665059796 5.180020795203748 14.964574083685877 2.5490631759166709 2.7467309348285198 8.1414301665499789
leaf_count=919 411 15 28 483 4 59 50 15 26 53 46 146 14 33 35 47 23 26 17 53 15 64 80 14 21 42 72 11 30 48
internal_value=0.000104335 -3.87556e-05 5.00134e-05 -0.000253318 -0.001063 -0.000488149 0.000215203 -0.000757986 0.000289518 0.000347722 0.000184611 0.000269394 0.000354132 0.000264792 9.14144e-05 -0.000440273 9.5672e-05 -0.000651594 0.000491283 0.000202175 0.000778524 0.00020003 0.000411488 -0.000286801 0.000522746 0.000321997 6.3464e-05 0.00032657 -0.000904506 0.000881616
internal_weight=280.546 112.431 95.5365 33.684 5.85466 4.1825 61.8526 4.38814 57.4644 55.1553 47.7233 45.44 43.0113 40.0223 32.273 13.8531 10.8611 5.86868 18.4199 14.5024 8.92898 168.115 62.5039 8.5901 53.9138 37.1934 25.4404 20.2604 5.29579 11.753
internal_count=2900 1599 1188 574 91 63 614 65 549 534 481 435 289 275 242 122 75 52 120 103 50 1301 382 78 304 224 155 113 41 69
is_linear=0
shrinkage=0.00188464


Tree=552
num_leaves=31
num_cat=0
split_feature=0 0 2 0 0 2 3 3 2 2 4 0 4 2 2 1 0 2 3 1 1 1 1 4 2 2 0 1 4 4
split_gain=0.866828 1.91063 2.53139 1.50598 1.24641 1.20984 2.2998 3.87297 1.907 1.92813 1.76607 3.23137 1.40449 1.18008 2.29424 1.90478 2.55176 1.97522 1.72042 3.27794 2.59629 1.70839 3.00994 1.59863 1.50022 1.60389 1.47899 1.26468 2.6367 1.25804
threshold=93.972365491700018 94.614906984850009 -0.14739999999999998 87.181320254150009 86.866770652900016 -0.022239999999999999 0.080125000000000016 0.099425000000000027 -0.068524999999999989 -0.08459499999999999 39.468990633150007 90.259604813550013 40.712530798250008 -0.053019999999999991 -0.069554999999999992 75.28220456885002 102.21786657775002 -0.24103499999999997 0.089580000000000021 71.52105164435001 72.026481772850005 72.496961945650014 74.986474174450009 42.34047585750001 -0.12350999999999999 -0.080319999999999989 97.738895332450014 80.677940036650014 41.093509583400007 40.823855932350007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 -1 8 -7 -8 9 10 11 -5 -12 14 15 18 29 -18 19 -3 24 -15 -23 -21 -20 -26 -16 28 -19 -17
right_child=1 13 -4 5 -6 6 7 -9 -10 -11 12 -13 -14 21 26 16 17 27 20 23 -22 22 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=8.3325939494572449e-05 0.00046497292514545739 -0.0026179958758536389 -0.0020518288820800474 0.00071183857111971598 -0.0010947040136948308 0.00087733066345842866 -0.001876631891879188 0.00056494443210615278 0.0013741310104117218 -0.00058044392927343504 0.0017988712732226431 -0.0015144198158817549 0.00062761187830791612 0.0011630725395718386 -0.00033378805358726333 2.9337092763658361e-05 -0.0022339565246060865 0.0011230162255936136 0.001940170028926796 -0.001946275690345308 -0.0015937807601337356 -0.0025594962756682782 0.0002683270513640029 0.00036172160650148132 -0.0011052290203922867 0.0013936947650284449 -0.0031725723640475684 0.00014828756344732017 -0.0026986451339441036 0.00093190792314434942
leaf_weight=102.97505310387351 2.7279905015602708 3.9089675131253916 4.2692782930098465 8.1316594742238504 3.8817272093147031 7.0409560804255333 5.261120652779935 5.5713448487222195 10.234137283638118 7.0670534148812285 5.7926589809358147 4.076883095316588 16.158259134739637 8.0428964672610146 1.4331610538065427 10.46762633114122 2.180012580138281 1.1907334676943748 2.6181849874556065 1.6988381365081293 2.8457170287147164 1.6743587674573088 24.608568431445747 4.7301711710169911 2.452139550819993 1.8975301831960658 1.6380160681437699 11.995922571484696 2.040260405279696 16.68280275259167
leaf_count=891 40 69 71 36 24 55 77 31 54 35 23 35 118 50 11 102 132 14 12 24 33 27 378 48 30 13 35 305 37 90
internal_value=0.000103993 -3.89611e-05 -0.00107062 0.000192515 4.05323e-05 0.000426749 -3.06847e-05 -0.000620882 0.000585626 0.000389886 0.000590632 -3.15913e-05 0.000936697 3.17378e-05 -0.000124395 -4.25968e-05 0.000192875 -0.000417071 -0.000563251 -0.00114423 4.87771e-05 0.000340039 8.818e-05 -0.000248157 0.000719608 -1.50811e-05 -0.00184786 -0.000156951 -0.00129023 0.000583929
internal_weight=285.294 109.103 6.99727 176.191 106.857 69.3341 17.8734 10.8325 51.4607 41.2265 34.1595 12.2085 21.9509 102.106 67.7801 64.7089 44.5574 17.4069 20.1515 10.338 9.81357 34.3258 26.2829 6.42901 6.96785 4.34967 3.07118 15.2269 3.23099 27.1504
internal_count=2900 1521 111 1379 915 464 163 108 301 247 212 71 141 1410 955 909 680 488 229 141 88 455 405 72 55 43 46 356 51 192
is_linear=0
shrinkage=0.00204082


Tree=553
num_leaves=31
num_cat=0
split_feature=1 0 0 2 0 2 2 1 2 2 0 2 4 3 0 2 1 4 3 3 1 0 3 0 1 3 2 4 4 0
split_gain=1.2793 0.896656 1.997 2.31556 1.56461 1.13087 3.48256 1.89523 1.80514 2.48652 1.73837 1.60105 1.36552 2.81033 1.35553 1.28684 1.28354 2.02267 1.27763 1.16727 1.59197 1.11827 2.08299 1.48422 1.10499 2.25086 1.07298 1.06947 2.03951 1.98818
threshold=90.988176966900014 93.972365491700018 94.550383989750017 -0.14739999999999998 87.181320254150009 -0.058529999999999992 -0.069554999999999992 75.28220456885002 -0.096499999999999989 -0.079824999999999993 102.21786657775002 -0.24103499999999997 40.823855932350007 0.095845000000000027 100.13162306855001 -0.101965 80.677940036650014 41.24714903835001 0.087265000000000023 0.080125000000000016 82.844837289750004 97.32487278035002 0.076825000000000018 96.249489528150022 77.52437864960001 0.11308000000000003 -0.14228499999999997 43.45354240915001 43.124157941850008 91.410264893400026
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 3 -3 -1 6 7 8 15 -10 12 -12 13 -9 18 26 17 -13 -14 -18 -21 22 -7 -24 25 -23 -4 28 -6 -29
right_child=-2 2 5 -5 27 21 -8 10 9 -11 11 16 14 -15 -16 -17 19 -19 -20 20 -22 24 23 -25 -26 -27 -28 29 -30 -31
leaf_value=7.864285821725808e-05 -0.0012187648027122925 0.00044132699585065901 -6.9516506560566514e-05 -0.0019943460518226752 0.00044138960233420062 -0.00038079759146505602 -0.002844220510472143 0.00051889589744920654 -0.0023291243309113323 0.00013552274046449414 -0.0021301931476139422 0.00078577785561743279 0.00029254589489278603 -0.0019718214520187257 -1.0125144128027068e-05 0.0011966366918849743 0.000731223527658976 -0.0024947740521480003 0.0017260028316160893 0.00059588845381892085 -0.0022217848905606878 -0.00178762672203986 0.00036789275746410037 0.0020264845795400113 0.00034949562772290091 0.00071047962054960993 -0.0016284298068416218 0.00031194941063277356 0.0018785456801607946 -0.0022911535176799894
leaf_weight=103.48861403844785 2.66478428566188 2.4284699307754636 8.455893943901172 3.9277322606649241 60.22538420278579 3.8130544321611515 1.7128566876053799 8.1791870165616292 3.9503431478515267 2.615933956578373 1.6474599243374495 1.1975526330061286 3.4920088700018805 2.2128952036146066 4.4246561136096707 2.4421001039445409 6.6659196717664582 1.8218947555869816 7.5787247940897942 1.643493178766221 1.452058768874849 3.0760019065346595 3.4697377905249578 5.1579075455665588 16.12271319818683 2.5250482987612486 2.1238381918519744 4.5871977264760053 4.0518628854770204 1.4959296139422802
leaf_count=915 319 37 107 63 336 27 32 66 71 25 76 15 29 36 31 12 79 36 30 17 61 50 27 21 211 21 22 59 16 53
internal_value=0.000133301 0.000146356 5.44309e-07 -0.00106377 0.000232021 7.11736e-05 -8.74741e-05 -8.64943e-06 -0.000509001 -0.00134724 0.000234454 -0.000310926 0.000538422 -1.14787e-05 0.000907216 -8.63196e-05 -7.64227e-05 -0.00119366 0.00127385 0.000269166 -0.000725823 0.0003573 0.000826072 0.00135946 8.8846e-05 -0.000661438 -0.000382462 0.000457616 0.000531984 -0.000328192
internal_weight=278.651 275.986 102.137 6.3562 173.849 95.7813 61.6168 59.904 19.5881 6.56628 40.3159 14.4284 25.8875 10.3921 15.4954 13.0218 12.7809 3.01945 11.0707 9.76147 3.09555 34.1645 12.4407 8.62765 21.7238 5.60105 10.5797 70.3604 64.2772 6.08313
internal_count=2900 2581 1202 100 1379 1102 745 713 237 96 476 284 192 102 90 141 208 51 59 157 78 357 75 48 282 71 129 464 352 112
is_linear=0
shrinkage=0.00196078


Tree=554
num_leaves=31
num_cat=0
split_feature=0 0 2 0 4 2 4 4 1 3 3 3 3 2 4 1 2 2 4 3 3 2 2 1 0 2 2 2 1 3
split_gain=0.839373 1.43959 1.70194 1.27898 1.15583 1.72702 1.4871 1.41795 1.7641 1.6696 1.62392 1.26309 1.04183 1.3257 0.968852 1.78373 1.75315 1.57186 1.34959 0.959653 1.06911 0.932533 3.43524 1.42182 2.11113 1.72706 1.68289 2.17025 1.72534 1.48259
threshold=93.972365491700018 94.550383989750017 -0.14739999999999998 86.530713386650021 44.015822920550008 -0.083330000000000001 43.124157941850008 41.495754733000005 64.654729579150015 0.10133000000000002 0.087605000000000016 0.080515000000000017 0.092425000000000021 -0.068524999999999989 36.173488152900006 65.966697146800016 -0.011399999999999999 0.25828500000000004 39.468990633150007 0.12064000000000002 0.25847000000000003 -0.058529999999999992 -0.069554999999999992 75.28220456885002 102.21786657775002 -0.24103499999999997 -0.15818499999999999 -0.088944999999999996 89.619751778500017 0.089580000000000021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 19 6 11 7 8 12 10 -9 -6 13 -5 -10 -16 18 -18 -17 -1 -21 22 23 29 -25 -26 -27 28 -28 -3
right_child=1 21 -4 4 5 -7 -8 9 14 -11 -12 -13 -14 -15 15 16 17 -19 -20 20 -22 -23 -24 24 25 26 27 -29 -30 -31
leaf_value=9.1032607062599766e-05 0.0003150224450828493 -0.0010072957515672957 -0.0018602786218490115 -0.00011969980873600069 -0.0015238221514619486 -0.0027359456411602369 0.0012580398654049557 0.00011451612756508905 0.0007472299977660991 0.0010839648157206761 -0.0011433506718629752 0.0011324902741005772 0.0015872400363442041 0.0014117033444340239 -0.0010438740819771121 1.7535019469527807e-05 -0.0015797932551835365 0.00042337748358183995 0.0012273036915790513 -0.0017572946857028465 -5.8999203501578655e-05 0.00029130753667155749 -0.0027915865812050376 0.00051462937509940158 -0.0021215177575928516 0.00074245241679877637 -0.0022208095821558255 0.00023111811610732272 0.00045219420504721526 8.8791231138828032e-05
leaf_weight=81.894252590718679 2.3296177978627384 9.8274673519190419 3.4024668118217951 4.693470887839795 1.1004879865795376 1.1073917574249197 7.4724692152813068 10.416713591432204 11.275382565334438 3.7583149056881657 6.3523385263979426 1.8371880464255808 7.4534767642617217 4.0475827939808378 4.6285988762974766 6.4889734219759703 3.0249566650018105 2.9993093078956008 7.8153185285627842 2.3380576190538696 3.6498316880315542 35.1890179355687 1.779652413795701 26.46031092829071 1.9065452815411834 5.4079960107337675 3.701973392744546 5.6174619624798696 1.2391681935114318 9.1730795120820385
leaf_count=785 37 147 63 24 41 37 40 59 55 18 39 15 36 26 25 41 22 22 36 33 25 467 37 192 132 87 107 86 76 90
internal_value=0.000116778 -2.04898e-05 -0.000976199 0.000201227 0.000373511 -0.000649214 0.000424949 0.000339618 0.000510668 -9.72452e-05 -0.00036198 0.000137404 0.00104866 0.000589423 0.000270205 5.46902e-05 0.000304822 -0.000582472 0.000678506 3.56279e-05 -0.000722123 3.41269e-05 -0.00010486 -2.93642e-05 0.000162968 -0.00035765 -0.000147029 -0.000602612 -0.00155046 -0.000478127
internal_weight=278.389 106.035 5.73208 172.354 84.472 4.04507 80.4269 72.9544 52.4271 20.5274 16.7691 2.93768 16.1945 8.74105 36.2325 24.9572 20.3286 6.02427 14.3043 87.8821 5.98789 100.303 65.1137 63.334 44.3335 17.8731 15.9666 10.5586 4.94114 19.0005
internal_count=2900 1521 100 1379 536 93 443 403 287 116 98 56 86 50 201 146 121 44 77 843 58 1421 954 917 680 488 356 269 183 237
is_linear=0
shrinkage=0.00196078


Tree=555
num_leaves=31
num_cat=0
split_feature=4 0 4 3 2 2 2 2 3 0 1 0 1 1 1 2 2 4 4 0 1 0 0 4 4 4 4 1 3 4
split_gain=0.235978 1.16019 1.09519 1.08685 0.526755 1.58784 1.18904 0.910477 0.737781 0.821937 1.52109 1.16768 0.994587 1.83784 1.01437 0.984298 0.832405 0.613425 0.96614 0.891505 2.27942 1.01074 1.89182 0.732392 1.19378 0.668774 0.8746 1.37442 1.2109 1.1689
threshold=42.178283198950005 104.06483731340002 42.233786329550007 -0.22253999999999999 -0.073724999999999999 -0.053019999999999991 -0.042409999999999996 -0.078219999999999998 0.12424000000000003 101.99741301110002 75.18810853425002 95.502098167950024 62.132955852800002 62.106071271500007 61.966271448700006 -0.011399999999999999 0.06041500000000001 42.37975859965001 42.508878681700004 100.24991522630002 80.677940036650014 97.483491810050012 96.249489528150022 45.027406014450008 42.674081447500008 42.564639561200003 43.162556114600001 61.993156030000002 0.086655000000000024 44.527357125550004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -2 -3 7 -6 -7 17 9 10 11 12 13 14 -8 -14 -11 -4 -19 21 -21 22 25 24 -22 -20 27 -27 -29 -28
right_child=2 3 4 -5 5 6 8 -9 -10 16 -12 -13 15 -15 -16 -17 -18 18 19 20 23 -23 -24 -25 -26 26 29 28 -30 -31
leaf_value=0.0020145917970269336 -0.035330490429028 0.0095249371668459128 0.021815744669634336 -0.043599905589405061 -0.037454001044724738 0.035030511369788908 0.0016331916245565354 0.030627894747288144 0.024927842754696415 -0.024490911166232567 -0.047460175601387544 0.021316758906246729 -0.06738135559797874 0.041741698065733281 -0.049729275117877544 -0.015608984229942295 0.020231462051911227 -0.021189854098519423 0.024574397508294921 -0.04494504292062669 0.02145039877127216 0.023350184010806883 -0.037616608861196325 0.0084062596148400965 -0.045925849205290331 0.013405882941993562 0.013280480097966143 -0.0039044607968653482 -0.036990454173487411 -0.0031596382491047826
leaf_weight=140.08976225618972 1.481018807273357 0.96414517535595257 2.0740305925719431 1.725715422835491 2.3304882869124439 1.2788156913593436 1.4533661844034167 1.6423280704766501 1.1924181962385763 0.90021601182524991 1.7776576267788176 1.8633755194023249 0.91095398366451297 1.1064672134816644 1.074011899763718 1.6733339697821064 2.5969103649258614 3.3726805769838384 2.2353441528975955 2.3088442278094572 0.66898287140065793 3.6731814099475733 1.9031461011618365 5.301398660580162 1.1459366815834071 3.393817166797815 15.186916234029924 4.3466805815696716 3.0051397965289652 12.802800171251873
leaf_count=1304 22 66 21 298 32 10 68 11 17 33 62 19 17 5 25 42 56 37 15 60 9 35 21 121 43 23 134 38 46 210
internal_value=0.000527237 0.00151398 -0.00117635 -0.024558 -0.000553558 -0.00656842 -0.00202075 0.00117838 -0.00527751 -0.00797417 -0.0138955 -0.00651235 -0.0148518 -0.00133478 -0.0201933 -0.0338586 0.00871921 0.000390904 -0.000357868 0.000897392 -0.010343 0.00317342 0.00144479 0.00088343 -0.0210908 0.00325925 0.00202919 -0.00769017 -0.0174287 0.00576059
internal_weight=225.48 142.78 82.7003 2.68986 81.2192 18.158 15.8275 63.0612 14.5487 13.3563 9.85917 8.08151 6.21813 3.63385 2.52738 2.58429 3.49713 61.4189 59.3449 55.9722 9.42516 46.547 42.8738 7.11632 1.81492 40.9707 38.7354 10.7456 7.35182 27.9897
internal_count=2900 1668 1232 364 1210 386 354 824 344 327 238 176 157 98 93 59 89 813 792 755 233 522 487 173 52 466 451 107 84 344
is_linear=0
shrinkage=0.0400778


Tree=556
num_leaves=31
num_cat=0
split_feature=2 2 3 2 1 3 1 4 1 2 2 1 3 2 2 2 1 0 2 1 0 1 2 4 3 0 3 2 2 1
split_gain=0.239109 0.571254 0.753026 0.731013 0.863057 1.16078 0.745194 0.391263 0.390975 0.379931 1.75399 1.31338 0.6003 1.15971 0.731332 0.975915 0.72451 0.639551 1.61099 1.12362 1.04837 2.33615 1.1153 2.00917 0.597293 0.574452 0.427443 0.564483 1.23496 0.671347
threshold=-0.62958999999999998 -0.59309999999999985 0.093480000000000021 -0.50001499999999999 75.551050381850018 0.085495000000000029 71.090898343450007 40.580626202750004 75.403185184700007 -0.26138499999999998 -0.25167499999999993 62.305017173150013 0.10500500000000003 0.20327000000000003 -0.245055 -0.24103499999999997 61.907125369850007 86.20003303655001 -0.091399999999999995 61.950140699950005 91.144107538500023 70.085415002650009 -0.030985000000000002 41.134354310300004 -1.0000000180025095e-35 87.181320254150009 0.10045500000000003 -0.053019999999999991 -0.067574999999999996 62.079186690200011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 2 8 4 5 -3 -7 -1 -2 11 -11 -5 14 17 -12 16 24 18 -14 -20 25 -22 23 -23 -16 -19 -17 28 29 -28
right_child=1 3 -4 9 -6 6 -8 -9 -10 10 12 -13 13 -15 15 26 -18 20 19 -21 21 22 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.0050261314564194566 0.0083572862234533064 0.023137443653666125 0.022112355805693946 0.034659335000179328 -0.04473376891673294 -0.041635801019046625 -0.00066295037744368876 -0.02279252936290433 -0.023702207145550394 -0.045966367174339766 0.028527452781752789 -0.009177763861286126 0.0077046574131765643 0.020617113652902908 -0.04221377168195025 0.00097465192824557263 -0.054039686951550633 -0.0057323380532251682 -0.062174637588474364 -0.01848605336561409 -0.073152772328030941 -0.052622198779440875 0.011050185642216284 0.0093896463273294185 0.045134918507313895 0.014432444423430432 0.019380903360690049 -0.0022447678206788235 0.035396928780843086 -0.0086706532866456243
leaf_weight=1.4851107567083084 1.4170457338914269 1.4695522052934382 4.3664410443743691 2.1646808088989919 1.1744210947981626 1.4082764605991545 1.4596317957621066 1.812940747477114 1.0841459636721991 1.3090547541505646 1.6063328771851946 2.2512533664048533 2.4379599611274898 2.5699603314569677 0.22901433671358973 159.54988325929298 0.88905422098468989 4.1169215533882397 1.4373089531436622 2.8067294186912477 0.96484883688390155 1.719839873934695 3.1465828079963041 1.6559320368978658 0.28212332725524791 5.1157786175608635 2.4321047365665427 5.08775443478953 3.0101823844015589 3.1772738481668057
leaf_count=28 13 19 33 19 70 25 19 21 38 49 21 41 22 30 46 2023 24 29 17 38 10 66 39 20 1 33 12 40 18 36
internal_value=0.000473779 0.000634529 0.0120417 0.000267547 -0.0141761 -0.00590223 -0.0207825 -0.0102658 -0.00553896 0.000650368 0.000397387 0.0123111 0.000697496 -0.00500585 0.00153786 0.00128964 -0.0321229 -0.00781973 -0.0183277 -0.0332819 -0.00362027 -0.0147938 -0.00616078 -0.0222033 0.00599849 0.00544084 0.00155967 0.00836909 0.014634 0.00349189
internal_weight=223.638 220.34 6.86763 213.472 5.51188 4.33746 2.86791 3.29805 2.50119 207.961 203.545 4.41593 202.236 25.9719 176.264 174.657 1.40019 23.4019 6.682 4.24404 16.7199 7.4872 6.52235 3.37577 0.511138 9.2327 173.257 13.7073 8.61956 5.60938
internal_count=2900 2851 84 2767 133 63 44 49 51 2634 2574 60 2525 304 2221 2200 71 274 77 55 197 135 125 86 47 62 2129 106 66 48
is_linear=0
shrinkage=0.0401832


Tree=557
num_leaves=31
num_cat=0
split_feature=4 4 0 1 3 3 0 3 3 2 4 2 2 2 1 1 4 1 2 1 1 1 1 2 2 4 4 2 3 4
split_gain=0.212723 0.771946 0.492889 0.543715 0.940253 0.722723 1.14118 0.824787 1.14821 0.401954 0.648556 0.493878 0.933903 1.18672 0.814356 0.77161 0.756835 0.56085 0.356623 0.942807 2.74833 1.4158 1.17673 1.20701 1.83269 1.26858 0.988388 0.959903 1.12342 0.952684
threshold=48.988717865950008 48.852845034800005 71.249517373150013 55.855406118200008 -0.22125500000000001 -0.17732499999999998 99.983757871350008 0.079095000000000013 0.074640000000000026 -0.62958999999999998 40.580626202750004 -0.59309999999999985 -0.5169149999999999 -0.58180999999999994 78.285212300550015 74.784839814650013 40.08085804200001 71.666228383350017 -0.11808 62.020040611300011 61.885617704800005 62.116825104000007 62.245871094250013 -0.12835499999999997 -0.14228499999999997 39.091773401050006 38.175120519550006 -0.22089 0.096085000000000018 44.215931556700006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 9 -2 -4 -5 -6 -7 8 -8 10 -1 14 13 15 17 -13 -17 -11 19 20 -14 -21 -23 24 25 26 27 28 -24 -27
right_child=2 -3 3 4 5 6 7 -9 -10 11 -12 12 18 -15 -16 16 -18 -19 -20 21 -22 22 23 -25 -26 29 -28 -29 -30 -31
leaf_value=0.005305384347377113 -0.038631431782912576 0.023204635817878679 0.028547312297716985 -0.056786223264374415 0.048203480293674571 -0.051463136128589292 0.021786435672034161 0.025848198027434485 -0.049756077989333618 0.018687472985168731 -0.038617102637362184 0.025530947018504325 0.0032757785721143334 -0.05462478542169661 0.036272023494068911 0.013584104658654556 -0.053525942327920753 -0.014755667807082632 -0.00032328164788274943 0.030677790550791936 -0.065246152268526633 -0.037124902430126783 -0.038783894698959327 0.032185786565726113 -0.037637064605825846 0.0208056300841763 -0.048720962513100145 0.031640924603103623 0.028070702110844798 -0.0036716689783764982
leaf_weight=1.4824942028208163 0.95689812302589228 3.3460537954233578 1.0532638058066366 0.76692678639665235 0.58562379702925582 1.0185156710213057 0.91621861979365382 1.9813032839738296 1.0834257819224147 2.1663541793823233 1.4932293239980934 1.1892663314938547 7.0267423418699746 1.5346396319364419 2.2543630786094582 0.64610773055755977 0.87607265348196961 2.2748933361144736 154.01541186281975 5.1920614056289187 1.5880015869042834 1.4622723683714891 1.7932402624428507 3.452211915748193 2.2846867347834658 11.203002012247454 1.3198112549434879 1.2859007298466232 0.80628245830303047 5.1298112224321804
leaf_count=28 12 22 4 26 3 65 16 45 71 15 19 5 157 68 41 15 29 26 1750 21 30 10 58 29 39 123 22 39 10 102
internal_value=0.000499735 0.000787581 -0.00686054 -0.00275516 -0.0079456 -0.00123895 -0.00703051 0.00433747 -0.016976 0.000431206 -0.0167351 0.000677383 0.000258316 -0.0215686 0.0132455 -0.00285926 -0.0250403 0.00155725 0.000729822 0.00454221 -0.00935523 0.00807081 0.00398632 0.00619039 0.00242333 0.00667281 -0.0135501 -0.00160313 -0.0180479 0.0131178
internal_weight=222.185 213.823 8.36218 7.40528 6.35201 5.58509 4.99946 3.98095 1.99964 210.477 2.97572 207.501 200.806 4.24609 6.69561 2.71145 1.52218 4.44125 196.559 42.544 8.61474 33.9293 28.7372 27.2749 23.8227 21.538 5.20523 3.88542 2.59952 16.3328
internal_count=2900 2658 242 230 226 200 197 132 87 2636 47 2589 2507 117 82 49 44 41 2390 640 187 453 432 422 393 354 129 107 68 225
is_linear=0
shrinkage=0.047041


Tree=558
num_leaves=31
num_cat=0
split_feature=1 0 1 3 0 1 1 1 4 2 0 0 0 2 3 3 3 3 3 0 3 3 3 0 3 4 3 3 3 3
split_gain=1.31016 0.743478 1.75845 1.68925 1.47278 3.40532 1.81806 1.402 1.27484 1.13932 2.712 1.9858 2.04211 2.01401 1.887 3.7203 2.83642 2.24891 2.00325 1.874 2.01977 1.76525 2.79961 2.24284 1.25292 1.07728 1.59709 1.06116 2.99121 1.07895
threshold=90.988176966900014 98.201310130900012 75.645146416450004 0.09495000000000002 97.013011637200023 75.18810853425002 75.28220456885002 72.187789260650007 40.878805547300004 -0.065399999999999986 84.280473931450004 94.832672093450014 95.141844778450022 -0.096499999999999989 0.083795000000000022 0.093295000000000031 1.0000000180025095e-35 -0.09182499999999999 0.10236000000000002 86.280686780500005 0.10500500000000003 0.088105000000000017 0.086520000000000027 88.76213363490001 0.099425000000000027 36.735256530150004 0.11467000000000002 0.11906000000000001 0.25847000000000003 0.11112000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 3 -3 5 9 7 -6 -8 11 -11 27 -13 -14 16 21 17 -12 24 20 -20 22 -16 -23 -17 26 -4 29 -29 -1
right_child=-2 2 25 -5 6 -7 8 -9 -10 10 14 12 13 -15 15 18 -18 -19 19 -21 -22 23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.00013201257258649524 -0.0011905875270346691 -0.0021970926491739766 -0.0020571603670114006 2.5323352378035578e-06 0.00086133818747324571 -0.0019060920380746397 0.00043681281543791177 -0.0010511901155441077 0.0015741553254923924 -0.00097646885737170128 0.00075179261657753527 -0.0023669452713690354 0.00038235350474747016 -0.0014437137829997496 -0.0013879019580148139 0.00068313445062634977 0.0016580899369726375 -0.0010644610847077283 0.00040578816746555528 0.00063716641340065734 -0.001672003123265098 -0.0030359916966934725 0.00090721272639884745 -0.00055894134695849316 0.0019215148793573532 9.1856307864203067e-05 0.0012559021435751602 -0.0019719517370423391 0.00049886501005787242 0.0013411474620221402
leaf_weight=111.8127118301345 2.7352222786430493 2.5888050193898371 1.8916857044678175 2.380327851511538 2.3492393158376244 2.9004091154783955 6.7754716221243125 3.237740645185113 7.242084588855505 5.15803269133903 10.068071248009799 2.1432628454640499 5.5680046919733277 3.4899278338998547 3.1655199821107072 7.3063811620231736 9.6500686216168088 3.1882786657661226 3.3936613202095058 11.918767604045568 3.2560647674836218 1.9522010572254656 4.6767746359109879 3.8763566939160228 4.8136630821973085 49.605491406749934 0.71107440954074252 3.1174960932694367 3.93945435306523 2.6841802392154923
leaf_count=851 319 67 122 25 16 89 41 29 27 150 55 42 38 45 32 44 54 23 15 66 37 27 29 36 21 521 9 32 25 13
internal_value=0.000107547 0.000120011 -7.21212e-05 -0.00114342 0.000168261 0.000121735 0.000662081 -0.000247001 0.00102441 0.0001504 0.000340539 4.66707e-05 -0.000712647 -0.000321211 0.000441529 0.000214697 0.0008808 0.000314966 0.000578977 0.000189956 -0.000611611 -0.000603044 -1.92038e-05 -0.0013886 0.00117498 2.98443e-05 -0.00115203 0.000116642 -0.000592649 0.000160359
internal_weight=287.596 284.861 57.1774 4.96913 227.684 208.079 19.6045 5.58698 14.0176 205.179 72.4238 132.755 11.2012 9.05793 67.2658 44.3594 22.9064 13.2563 30.6885 18.5685 6.64973 13.6709 7.84229 5.82856 12.12 52.2083 2.60276 121.554 7.05695 114.497
internal_count=2900 2581 744 92 1837 1724 113 45 68 1635 589 1046 125 83 439 307 132 78 183 118 52 124 61 63 65 652 131 921 57 864
is_linear=0
shrinkage=0.00188464


Tree=559
num_leaves=31
num_cat=0
split_feature=1 2 3 2 2 3 0 0 2 0 2 4 0 3 3 4 2 0 2 3 3 1 3 2 2 3 3 1 0 3
split_gain=0.235097 0.444741 0.421412 0.234475 0.238544 1.11227 0.560811 1.57313 0.260995 1.07503 0.754087 0.611615 0.914642 0.475982 1.60148 1.02615 2.0225 1.115 1.0747 1.61557 0.77703 0.468168 1.62468 1.08303 2.61348 1.06061 2.50039 1.80518 1.04672 1.13094
threshold=89.912793714750009 -0.088944999999999996 0.07870000000000002 0.68694500000000025 0.27148500000000009 0.094415000000000013 92.652332549650012 93.910530954700008 0.20327000000000003 89.99344745865001 0.17273000000000005 41.061442884200012 93.442739239950015 0.11614000000000002 0.11308000000000003 41.134354310300004 -0.23771499999999998 87.393708446500014 -0.055714999999999994 0.13635000000000005 0.11048000000000002 61.960894532450006 0.10371000000000001 -0.095019999999999993 -0.10965999999999999 0.083415000000000031 0.093295000000000031 61.907125369850007 86.530713386650021 0.080960000000000018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 8 6 -6 -8 10 -10 13 12 -11 14 20 16 -15 -17 19 -18 21 22 23 24 -1 27 -27 28 29 -25
right_child=1 2 -4 -5 5 -7 7 -9 9 11 -12 -13 -14 15 -16 17 18 -19 -20 -21 -22 -23 -24 25 -26 26 -28 -29 -30 -31
leaf_value=-0.0033139851112971397 -0.046569797511134131 0.010623529626286446 -0.04594029266819126 0.013357636303318137 -0.061795058182910284 0.015845577487850867 0.050102764940382835 -0.052497498325097369 0.03456562846784518 0.011144785981061691 -0.021161985478355867 0.017245846427171436 -0.030235229971368176 0.019611450998619641 0.034763657001556605 -0.017943389579685172 -0.084520197174761558 0.023288203472248917 -0.0068524416190057155 -0.019841415582602773 -0.022368624722697801 0.002112851146289996 -0.043732447144165541 -0.047464966266819009 -0.065274451399998101 -0.025933196731583005 0.021264362528201255 0.04660507526809101 0.050166743285349202 0.028646346397883847
leaf_weight=12.340487436100377 0.62013212826605046 1.2484219784091681 0.34141488463865233 2.9050089808297335 0.82209773699287314 1.7645867123501373 0.48544482886791207 0.81462305539753288 2.3300596671178919 2.0295244827866554 3.2719474798068395 2.4203478721901774 2.3418115872773342 1.929433566983789 2.856144987512379 2.246404345263727 1.503491338342428 3.2903555331286043 1.78032157383859 1.6473764366819521 2.9199314945726647 151.82944970036624 1.961982775479554 1.2170222170534555 1.5609075091779239 4.4959549554623646 4.6453240816481411 2.9867320507764816 0.51738232374191273 0.59003169648349274
leaf_count=218 184 57 119 36 17 20 2 40 21 14 31 22 37 17 23 34 21 36 18 24 33 1671 14 81 15 51 26 11 2 5
internal_value=0.000477751 -0.0141638 -0.00152346 0.000625162 0.000454395 -0.0106218 -0.0326295 -0.0141866 0.000656783 0.00812283 0.000322272 -0.00094905 -0.0110233 0.000673189 0.00123805 -0.00788907 -0.0195496 0.0065595 -0.0348722 -0.050704 0.000720645 0.00109078 -0.00402799 -0.00128059 -0.0102712 0.00736719 -0.00194881 0.0234014 -0.00641372 -0.0226134
internal_weight=221.714 2.20997 1.58984 219.504 216.599 3.88675 2.12217 1.30007 212.712 9.12174 203.591 6.79168 4.37134 200.319 187.921 12.3974 6.86062 5.53676 4.93119 3.15087 185.065 182.145 30.3158 28.3538 13.9014 14.4524 9.14128 5.31117 2.32444 1.80705
internal_count=2900 360 176 2540 2504 79 59 42 2425 94 2331 73 51 2300 2150 150 80 70 63 45 2127 2094 423 409 233 176 77 99 88 86
is_linear=0
shrinkage=0.045116


Tree=560
num_leaves=31
num_cat=0
split_feature=1 3 3 4 2 4 0 1 2 3 4 1 1 0 0 1 2 2 4 0 0 2 1 3 4 0 2 3 4 4
split_gain=1.71221 2.01348 1.77695 1.57648 1.58407 2.67915 1.97353 1.88707 1.54405 2.75601 2.31373 1.81938 2.00789 2.50428 2.03072 4.24899 1.64983 1.62483 1.61598 1.46754 2.22638 1.46326 1.30996 1.79994 1.25509 1.22812 1.16641 1.38431 1.13415 1.28849
threshold=69.873026810350026 0.25847000000000003 0.21240500000000004 38.238138001450004 -0.033594999999999993 34.542090938800008 97.671683879200017 82.987325570650015 0.22542000000000004 0.081550000000000025 42.599563320500003 83.715897724050009 75.403185184700007 97.550703263350016 96.249489528150022 71.090898343450007 0.090855000000000033 0.06041500000000001 43.279086095950007 97.483491810050012 99.515966156650009 -0.074434999999999987 71.429644067900014 0.10236000000000002 37.858673296900008 86.530713386650021 0.20981000000000005 -0.24637000000000001 44.015822920550008 47.833738492450003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=25 2 3 4 5 6 -2 -7 10 -10 11 12 13 14 15 -5 18 21 19 -12 -21 -14 -6 24 -24 -1 27 -13 -27 -30
right_child=1 -3 -4 8 22 7 -8 -9 9 -11 16 26 17 -15 -16 -17 -18 -19 -20 20 -22 -23 23 -25 -26 28 -28 -29 29 -31
leaf_value=8.9042032908535549e-05 0.0014387994302638922 -0.0023027867658177064 0.0018505461015528523 0.00041540024328775047 0.0011010377836772746 -0.0023586702349489715 -0.0021449980315757229 0.00026592548605222053 0.0002464223369096066 -0.0023549500071234275 -0.0026493679045591517 0.00073422259020772577 0.00077699471675285697 -0.001816318702031344 0.0011487314484116223 -0.0020162079445823467 -0.0022189758338706086 0.001810206788107412 -8.0902097495669519e-07 0.001486078342013258 -0.0015449488254707011 -0.00046137383392058011 -0.0022838154748723127 0.00073766949707579832 0.0011680640692434054 0.00049267139821598707 0.0020799059267431427 -0.0021694017644100475 -0.0014235360311345214 0.00055913917134060138
leaf_weight=83.492814224970061 2.0884597040712856 1.5123873857955903 1.90884026599815 11.521431878209119 2.8833115287125102 5.2655040114186704 0.82379800794296887 1.3165748386527409 3.5647448798408723 2.7923097129678354 1.7379415184259404 0.85937999677844423 21.612059800885625 2.5917710084468117 6.4108376130461684 3.634391685598529 1.6453080265782762 4.7829386377707115 26.584475016628858 1.4208802469074724 2.7062910597014707 4.4184239506721488 2.1885238646354996 2.2319416482350789 0.4969201311469077 73.333107342943549 0.4185119755566119 2.3781785196042611 2.6154754259623578 2.4319649701938033
leaf_count=836 10 38 15 77 13 126 76 54 41 43 24 19 120 27 27 50 78 22 383 7 49 29 93 15 7 395 2 154 52 18
internal_value=0.000123006 -5.47008e-05 -2.59566e-05 -5.67359e-05 -0.000602967 -0.00114085 0.000425041 -0.00183369 3.86122e-05 -0.00089622 0.000102704 0.000338907 0.000427986 4.76707e-06 0.000223616 -0.000167703 -0.000303459 0.000759799 -0.000206335 -0.00113791 -0.000501443 0.000566794 5.17031e-05 -0.000563575 -0.00164507 0.00025452 -0.00100047 -0.00139866 0.000430792 -0.000468241
internal_weight=281.669 119.796 118.284 116.375 17.295 9.49434 2.91226 6.58208 99.0799 6.35705 92.7228 58.6279 54.9719 24.1584 21.5667 15.1558 34.0949 30.8134 32.4496 5.86511 4.12717 26.0305 7.8007 4.91739 2.68544 161.873 3.65607 3.23756 78.3805 5.04744
internal_count=2900 1599 1561 1546 394 266 86 180 1152 84 1068 527 352 181 154 127 541 171 463 80 56 149 128 115 100 1301 175 173 465 70
is_linear=0
shrinkage=0.00196078


Tree=561
num_leaves=31
num_cat=0
split_feature=0 0 2 1 0 0 3 1 4 1 4 1 1 2 4 0 2 2 1 0 3 1 1 4 1 1 2 2 0 4
split_gain=1.17755 1.88357 2.71017 1.74806 2.12627 1.98856 1.65455 1.29513 2.01304 1.69402 1.59791 2.39473 3.78362 2.63437 1.90735 1.23041 1.03071 3.57561 1.86048 2.39785 1.86836 3.25387 2.31605 1.80364 1.74029 3.27178 1.46341 1.31696 1.53261 1.25285
threshold=93.972365491700018 94.614906984850009 -0.14739999999999998 70.182199495350019 87.181320254150009 86.866770652900016 -0.16319499999999998 64.654729579150015 41.840895355800008 70.085415002650009 36.625813070500008 65.966697146800016 66.697957758300021 -0.10518999999999999 40.036761086100007 92.031298721500022 -0.058529999999999992 -0.069554999999999992 75.28220456885002 102.21786657775002 0.089580000000000021 71.52105164435001 72.026481772850005 42.34047585750001 72.496961945650014 74.986474174450009 -0.24103499999999997 -0.12350999999999999 94.88644125605002 37.572218886150004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 5 -1 -5 8 -6 10 15 -12 -13 -14 -15 -9 17 18 20 -20 21 -3 27 -23 -18 -26 -21 -22 -29 -27
right_child=1 16 -4 6 7 -7 -8 9 -10 -11 11 12 13 14 -16 -17 24 -19 19 26 22 23 -24 -25 25 29 -28 28 -30 -31
leaf_value=0.0001231531114448749 0.00053350203268013837 -0.0028037419634033747 -0.0022404807394973297 0.00047339247946563494 0.0016025774674313989 -0.0014807170306497658 -0.0026877549347906976 0.00031279639238381007 0.00039381225661930139 0.0017422640556049136 -0.0014907327713319927 0.0015469938562377829 0.00061810926603104641 -0.00047700573955122502 -0.0026477119817291685 0.0017159129652213603 0.0011903148018355169 -0.0032523583037263951 0.0006128056403927923 -0.0023527306560512449 0.0020140454753478369 -0.0021840706696957144 -0.0016446292240321642 0.00042336145830227051 -0.0027897696420262244 -0.0013607245856693685 -0.00023017135298511411 0.0014666679999445682 -0.0011641712362673159 0.00039443989155364716
leaf_weight=99.867025447194465 2.7436937289312482 3.9429939249530452 4.2314821806503451 1.3513271869160237 11.805210895836355 3.7920075189322224 1.8588446752401058 7.9892535395920259 14.518852679058908 3.6488612852990618 4.8327681543305543 6.8121999483555582 6.7641667677089581 5.8027632627636159 2.8537922156974673 4.6859057303518057 8.2546471292152983 1.7049897540127847 25.604620874277316 1.7147751042211883 2.5035457145422697 1.7235754597932098 2.6198587464168668 4.5993492342531681 1.7900977693498159 2.0936725774372489 14.649130626261469 1.9087561350315789 2.3164666742086411 23.435789430688601
leaf_count=884 40 69 71 14 59 24 73 39 67 14 37 36 46 35 33 18 53 36 192 132 12 24 33 48 28 95 356 14 29 289
internal_value=0.000123806 -5.75115e-05 -0.00114933 0.00023248 0.000261912 6.44811e-05 -0.00135706 0.000555478 0.000935891 0.000324685 0.000194528 -0.000103781 0.0001977 -0.000398359 -0.00119262 0.000831517 1.95213e-05 -0.000146897 -6.09195e-05 0.000197397 -0.000613629 -0.00125389 8.94577e-05 -0.000287402 0.000315587 5.1287e-05 -0.000452595 0.000764628 2.43177e-05 0.000250499
internal_weight=282.42 105.837 6.97518 176.583 173.373 103.659 3.21017 69.7138 26.3241 43.3897 39.7408 27.0657 22.2329 15.4207 8.65656 12.6752 98.8623 63.2881 61.5831 41.9685 19.6145 10.2659 9.34863 6.32292 35.5742 27.3196 16.3639 6.72877 4.22522 25.5295
internal_count=2900 1521 111 1379 1292 908 87 384 126 258 244 187 150 114 68 57 1410 945 909 680 229 141 88 72 465 412 488 55 43 384
is_linear=0
shrinkage=0.00217391


Tree=562
num_leaves=31
num_cat=0
split_feature=4 0 2 4 2 2 3 2 3 3 3 3 3 2 2 2 1 3 3 2 0 2 3 4 4 1 4 1 3 3
split_gain=0.252303 1.08619 1.01764 0.842282 0.590796 0.478337 0.528066 1.8361 1.33216 0.959181 1.48099 1.99306 0.920916 0.933384 1.40496 2.0167 1.50282 1.37197 1.64735 1.31322 1.65962 1.27716 0.605093 0.498955 1.09851 1.50454 1.42662 1.26092 1.50792 1.99074
threshold=42.178283198950005 104.06483731340002 -0.18126999999999999 42.233786329550007 -0.24103499999999997 -0.61225999999999992 0.088165000000000021 -0.24103499999999997 0.087265000000000023 0.08594000000000003 0.085765000000000022 0.085245000000000029 0.089185000000000028 -0.16030499999999998 -0.08725999999999999 -0.083794999999999994 62.084563606450011 0.090640000000000012 0.12424000000000003 -0.012769999999999998 91.144107538500023 -0.0023999999999999998 0.086520000000000027 46.177190236600005 45.027406014450008 81.188747081400024 44.215931556700006 62.55235532115001 0.083290000000000017 0.07933500000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 -2 -3 -5 7 -7 9 10 11 23 -8 -14 16 -16 -15 -17 19 20 -19 -21 -11 24 25 26 27 28 29 -9
right_child=3 2 -4 5 -6 6 12 8 -10 22 -12 -13 13 14 15 17 -18 18 -20 21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0024566652909592634 -0.03983863502063982 -0.051631607993000872 -0.053902551419128239 0.025868843218366199 0.037078861547902339 -0.053582441070094772 -0.043385677336457665 -0.034133717388752365 0.026197130235374101 -0.043385995004015569 0.043116499593662122 -0.057323963233319057 0.017130592362043791 -0.0040090820057091673 0.037475316413013458 0.023719923353656362 -0.064694061407092648 -0.071952158076938888 0.027653883179261152 0.034060828632745711 -0.002314035915062242 -0.03787721534589833 -0.0053522134949168061 -0.004937054421495818 0.034760782667289658 -0.040135933470319289 -0.028701221018828698 0.02342321426145634 -0.044366708069412883 0.025614372378525881
leaf_weight=138.86793225965812 1.4153940310352471 0.26229507623429527 1.6441624218732602 1.6256015910767008 0.65636388045095406 1.4934277047577769 1.6995921351481253 1.9781455679913174 5.3698084470815948 1.9324222835712124 2.0971816398960064 1.4567086160532188 3.8279869620237177 1.9514037696644724 2.5744414804503384 2.0994028717977802 2.1312242451822385 2.7313058599829727 1.3859527384629471 1.1709597632288935 1.2431157736573366 1.30000608763657 2.2716814125305973 15.518253836198708 3.0115075374487779 1.8819031131279178 2.5247734735603435 9.921644378686322 1.7352056261152027 4.6984734255820513
leaf_count=1304 22 80 270 15 14 124 35 65 31 24 11 27 44 26 13 22 39 45 19 6 17 44 29 323 32 48 44 91 13 23
internal_value=0.000588158 0.00186184 -0.0303689 -0.00163447 0.0117503 -0.000955421 -0.00151442 0.00107142 0.00257187 -1.56944e-05 0.00212452 0.000112482 -0.00804947 -0.00510777 -0.0102397 -0.00193152 -0.035688 -0.0121473 -0.0217625 -0.0323885 -0.0501708 -0.00378668 -0.0228345 0.00213982 0.00640443 0.00264917 0.00650939 0.0113584 -0.00287195 0.00791224
internal_weight=222.478 141.431 2.56282 81.0475 0.918659 79.6321 78.0065 55.8911 54.3977 49.0279 44.8238 42.7266 22.1154 20.4158 16.5878 12.5052 4.08263 9.93074 7.83134 6.44539 3.97442 2.47097 4.2041 41.2699 25.7517 22.7401 20.8582 18.3335 8.41182 6.67662
internal_count=2900 1668 364 1232 94 1210 1195 885 761 730 677 666 310 275 231 166 65 153 131 112 62 50 53 639 316 284 236 192 101 88
is_linear=0
shrinkage=0.0499628


Tree=563
num_leaves=31
num_cat=0
split_feature=0 0 2 3 1 3 0 3 3 4 3 1 1 4 4 2 2 1 1 1 0 0 3 3 4 3 4 3 3 3
split_gain=1.40219 2.12814 2.69481 2.06604 1.7946 2.02684 2.0153 1.70566 1.62602 1.50065 1.43657 1.22102 1.63358 1.43185 1.22599 1.82935 2.78295 1.95951 2.0902 2.64785 4.00427 1.23782 1.18664 3.01607 2.88041 1.58687 1.7331 1.39346 1.8508 1.58213
threshold=93.972365491700018 94.614906984850009 -0.14739999999999998 0.25847000000000003 70.182199495350019 -0.16319499999999998 87.181320254150009 0.13062500000000002 0.12064000000000002 39.646013290900008 0.25847000000000003 64.654729579150015 70.085415002650009 41.468518788800004 36.625813070500008 -0.11420499999999999 -0.12835499999999997 68.961639504150014 66.318885161900013 66.697957758300021 92.031298721500022 92.031298721500022 0.091975000000000015 0.088105000000000017 41.468518788800004 0.090390000000000012 41.919251152600005 0.085765000000000022 0.083795000000000022 0.082055000000000017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 -2 7 6 -6 8 -3 22 -10 -11 13 14 -8 21 16 -16 18 -17 -20 -21 -13 23 27 -25 26 -26 28 29 -1
right_child=1 3 -4 -5 5 -7 11 -9 9 10 -12 12 -14 -15 15 17 -18 -19 19 20 -22 -23 -24 24 25 -27 -28 -29 -30 -31
leaf_value=-6.8361808635985841e-05 0.00042772647093254553 1.9953476971060399e-05 -0.0019841272348333494 -0.0023369475286202342 0.00073087616993796386 -0.0024850013016426455 0.0014851178548460939 0.0016199128686759251 0.00063678349051886124 -0.0026083253694098476 -0.00052832792601423956 0.00023503556348421987 0.0015592998556252212 0.00051512906182304486 -0.00015734248579316054 -0.0012578481467560628 0.0020374396417336621 -0.0016860720513184263 0.0017276213836433336 -0.0021795981639421576 0.0011359371813040556 0.0015018330049664807 0.00044899776367926221 -0.0028815897947200167 0.00053873727674267203 0.00092189999758950439 -0.0024667200516722207 0.00077400008886776401 -0.001377633212205534 0.00096254923827797552
leaf_weight=31.0603823607089 2.9016538546420634 96.758436660587904 4.6120809980202457 1.3993120166851429 1.2385731292888524 1.9239391469163809 9.2038629278540629 2.6314078311843323 2.0457733422517768 2.0878706322982907 3.2855666019022465 7.9349082522094232 3.762829295359551 16.060775257647038 6.0039785085245967 3.9829970430582824 3.5253941193222982 3.6756403297185889 3.6991029083728773 2.6209330968558788 3.0075191427022219 4.7352611199021339 34.82532660709694 2.4930941974744192 1.2418023892678323 2.2530405502766371 1.8170724152587352 11.283526581246404 3.4528315123170605 7.0163905601948491
leaf_count=408 40 1353 71 34 14 73 50 23 11 31 22 39 14 76 51 33 14 24 18 34 13 18 213 33 7 14 36 66 34 33
internal_value=0.00012916 -4.60435e-05 -0.00105272 2.90031e-05 0.000238063 -0.00122553 0.000265119 6.23134e-05 9.18146e-05 -0.000792401 -0.00133652 0.000526456 0.000325251 0.000868494 0.000206751 -3.2995e-05 0.000654618 -0.000418751 -6.87864e-05 0.00043896 -0.000407968 0.00070848 0.000160548 -5.1669e-06 -0.00114288 -0.000326836 -0.0012466 0.000162971 -3.04501e-06 0.000121604
internal_weight=282.541 108.303 7.51373 100.789 174.238 3.16251 171.076 99.3898 102.863 7.41921 5.37344 68.2132 42.9486 25.2646 39.1857 26.5156 9.52937 16.9862 13.3106 9.32756 5.62845 12.6702 95.4435 60.6181 7.80501 5.31192 3.05887 52.8131 41.5296 38.0768
internal_count=2900 1521 111 1410 1379 87 1292 1376 908 64 53 384 258 126 244 187 65 122 98 65 47 57 844 631 90 57 43 541 475 441
is_linear=0
shrinkage=0.00196078


Tree=564
num_leaves=31
num_cat=0
split_feature=0 0 2 1 4 1 1 4 2 3 4 0 1 1 0 2 1 3 0 4 4 4 0 3 3 4 3 4 3 4
split_gain=0.230725 1.17907 1.76699 0.91181 1.32368 1.21555 0.825309 0.577252 1.18012 1.20741 1.10716 1.20226 1.09142 0.896647 3.01659 1.76649 1.7467 1.17115 1.09149 0.883229 0.674178 0.600839 1.22988 0.58057 1.58914 2.15643 1.47643 2.01556 1.35284 1.2711
threshold=93.972365491700018 94.614906984850009 -0.14739999999999998 70.182199495350019 40.305698932850007 70.085415002650009 71.787208999250012 37.858673296900008 -0.14380499999999999 0.10500500000000003 37.020641110850008 92.851278451300018 65.630639880500027 66.697957758300021 90.337570099350003 -0.10518999999999999 65.111767461350013 0.081815000000000013 90.837623311600012 35.131296350900008 39.468990633150007 36.173488152900006 89.458444290650007 0.10273500000000002 0.093295000000000031 41.24714903835001 0.08784500000000002 41.468518788800004 0.08708500000000001 41.840895355800008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 5 -5 7 -6 8 9 19 11 12 21 14 16 -15 23 -17 -16 -1 -19 22 -10 24 26 -26 28 -28 -9 -29
right_child=1 -3 -4 4 6 -7 -8 13 10 -11 -12 -13 -14 15 18 17 -18 20 -20 -21 -22 -23 -24 -25 25 -27 27 29 -30 -31
leaf_value=-0.058256870811216915 0.0098420476548522311 1.6647503258896414e-05 -0.039663639101634403 -0.055922963688848561 0.032717889888882003 0.028806034842216794 -0.04363700164973458 -9.6283338979998964e-05 -0.001855694860520785 0.031557424139307254 0.030782435571754446 0.0293400263462959 -0.018293855396553201 0.0064312367230793142 0.04065053689561722 -0.00063797081964595773 -0.037052562837149937 -0.022280905877774392 0.0072265459469339106 -0.010152493634121787 -0.056437747258429802 -0.0061031070616386967 0.045429393808119854 -0.0062241857038092584 0.029840255469780957 4.6395142216746089e-05 -0.039904419668617304 0.019708396640447302 0.023318796929077582 -0.013271446355650371
leaf_weight=0.91402489977190615 1.9825058192946015 76.728822124021463 3.0995560443843706 1.1175140634877601 0.72431163105647989 2.7610559738241127 0.35316264352877624 41.800007294485113 1.9646268868818899 0.81445531547069538 4.1262264121323815 2.9302932769060126 3.646169401705265 5.2355489865876734 4.1951282676309338 1.9740657405927757 2.1398590689059338 1.9348698444664481 2.6886689281091094 2.1359829545253888 1.9415530217811463 2.3567705693421885 1.739097326993942 18.1028073070338 7.279941717162731 9.2516846228390914 3.5116394243668756 2.777836060500702 4.5928204418160012 6.6560329558560625
leaf_count=59 40 1410 71 24 14 14 49 459 32 5 25 14 21 47 31 14 24 15 27 35 34 14 8 162 38 63 36 13 23 79
internal_value=0.000478406 -0.00124862 -0.0203515 0.00149003 -0.0246961 0.00190814 0.00769113 0.00135683 0.00766121 -0.0127396 0.0123643 0.00635035 -0.000589876 0.000216915 0.00140803 -0.0108493 -0.000467597 -0.0263135 0.0275958 -0.0245684 -0.0393888 0.0100614 0.0203472 0.000365481 0.0019378 0.0131666 -0.00119053 -0.0134192 0.00222177 -0.00356042
internal_weight=221.477 81.8109 5.08206 139.666 2.19499 137.471 1.07747 134.71 20.6276 3.86446 16.7632 12.637 9.70666 114.082 102.996 11.086 96.1126 5.85049 6.8838 3.05001 3.87642 6.06049 3.70372 93.9728 75.87 16.5316 59.3383 12.9455 46.3928 9.43387
internal_count=2900 1521 111 1379 87 1292 63 1278 213 99 114 89 75 1065 955 110 897 63 58 94 49 54 40 873 711 101 610 128 482 92
is_linear=0
shrinkage=0.040952


Tree=565
num_leaves=31
num_cat=0
split_feature=1 1 0 1 3 1 1 2 4 1 0 0 1 2 0 1 4 0 1 1 3 1 1 4 1 4 4 3 4 1
split_gain=0.919087 2.37002 1.23859 2.63759 4.19762 1.87016 5.77285 1.4194 1.35972 1.46285 1.29749 1.28574 1.46769 1.24919 1.2241 1.61649 1.86206 1.39897 1.12306 1.03003 2.77194 2.11737 1.9775 3.2979 1.18621 1.11986 1.02699 1.03571 1.00938 0.880065
threshold=70.343506983200015 70.73871032835001 96.055920542800024 71.090898343450007 0.076580000000000023 72.953999827850012 74.986474174450009 -0.16717499999999999 38.238138001450004 77.52437864960001 101.23657936015002 98.201310130900012 75.645146416450004 -0.10518999999999999 87.181320254150009 64.434276012450013 41.468518788800004 86.866770652900016 62.55235532115001 66.318885161900013 0.087265000000000023 66.697957758300021 68.214248143850014 37.797539186950011 67.649671936450019 36.514114975300011 33.151194885250007 0.11467000000000002 42.898324343550009 88.16529592995002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=14 -2 3 -3 7 28 -7 -5 9 -8 -11 13 -13 -10 17 16 -16 -1 -18 20 -17 -21 23 -23 -25 -22 27 -12 -4 -28
right_child=1 2 5 4 -6 6 8 -9 11 10 26 12 -14 -15 15 19 18 -19 -20 21 25 22 -24 24 -26 -27 29 -29 -30 -31
leaf_value=0.00010247860169602317 -0.002101761110427629 0.00075460558270988326 0.0013272428345054749 0.00109741745794855 -0.0019469105433491973 -0.0024053396376295675 -0.0022394002257139067 -0.00074991314998690284 -0.00011866226969894552 0.00085393699877170663 -0.0019160096093889414 -0.0018654824157613354 0.00010338334031356311 0.00099580575170439296 0.0014725874024343255 -0.0015184248874425342 -3.028801358550518e-05 -0.0010607914714221762 0.00097807092963969199 0.0013825062792067674 0.0010326724907497114 0.0010661662130431908 0.00039803031482437209 -0.0022376065060512196 -0.00026149033867331109 -0.00037662570267382939 -0.0020766724599096419 0.002441367256641405 4.2167134317171688e-05 0.00072711876984938434
leaf_weight=99.04867361637298 1.9244287922047068 4.6775795919820693 6.3120754510164243 3.1894321790896356 6.5368466879008338 3.3770019818330175 1.6065428284928192 2.7520581814460439 5.1595296189188984 2.4009279008023441 0.30423258824157562 1.3852525828406204 46.062923628138378 11.612719319760798 8.6917333267629164 4.2727796621620646 9.4007619507610816 3.8134177662432185 6.7328753471374503 5.8128246068954459 4.1994621008634549 2.4767920337617388 25.446756146848202 3.3393825544044375 1.5939139537513254 3.8284896798431873 2.0880352589301769 0.53354083563317545 3.3091431148350239 0.49116828941623669
leaf_count=884 56 30 29 33 148 54 44 44 31 20 86 17 688 52 48 42 46 24 29 33 16 11 148 47 20 25 86 8 41 60
internal_value=0.00011134 -2.97715e-05 9.3978e-06 -0.000452357 -0.000904794 0.000102989 2.66705e-06 0.000241746 0.000116169 -0.000647432 -0.000207829 0.000204448 4.59022e-05 0.00065297 0.000193265 0.000374997 0.000769368 5.93526e-05 0.000390519 0.000182917 -0.000292107 0.000334022 0.00014853 -0.00070827 -0.00159914 0.000360585 -0.000953876 0.000859011 0.000885251 -0.00154274
internal_weight=282.381 103.723 101.799 17.1559 12.4783 84.6431 75.0219 5.94149 71.6449 7.42445 5.8179 64.2204 47.4482 16.7722 178.658 75.7958 24.8254 102.862 16.1336 50.9704 12.3007 38.6697 32.8568 7.41009 4.9333 8.02795 3.41698 0.837773 9.62122 2.5792
internal_count=2900 1527 1471 255 225 1216 1146 77 1092 304 260 788 705 83 1373 465 123 908 75 342 83 259 226 78 67 41 240 94 70 146
is_linear=0
shrinkage=0.00188464


Tree=566
num_leaves=31
num_cat=0
split_feature=1 0 4 3 0 0 0 4 4 4 1 0 0 0 0 1 4 2 3 3 3 4 3 0 3 3 3 3 0 3
split_gain=1.23712 2.25847 1.52862 1.49647 1.13593 1.67753 1.5082 0.971796 1.65863 2.18247 1.54706 1.13327 1.04097 1.18907 1.94127 1.77894 1.70516 0.84847 0.830079 1.28291 1.11891 2.03245 1.9652 2.96516 1.81658 1.77795 2.68534 1.53011 1.28224 1.25605
threshold=70.182199495350019 94.550383989750017 40.305698932850007 -0.16319499999999998 87.181320254150009 86.866770652900016 94.047642319350018 43.45354240915001 43.124157941850008 42.541806567400009 64.654729579150015 91.144107538500023 93.262612545250008 90.837623311600012 92.031298721500022 65.966697146800016 36.514114975300011 -0.16030499999999998 0.12064000000000002 0.25847000000000003 0.093295000000000031 41.24714903835001 0.088165000000000021 86.103248543850015 0.091545000000000029 0.085765000000000022 0.084365000000000009 0.082055000000000017 85.737618238150006 0.10236000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 -2 -4 5 18 7 8 9 10 -6 -9 13 15 -15 16 -12 -5 20 -20 22 29 25 24 -24 26 27 -1 -27 -22
right_child=1 -3 3 17 6 -7 -8 11 -10 -11 12 -13 -14 14 -16 -17 -18 -19 19 -21 21 -23 23 -25 -26 28 -28 -29 -30 -31
leaf_value=-6.7548967434364007e-05 -0.0024052313500659917 2.0635866323483208e-05 0.0013901236329862353 0.00048438330579371957 0.0010983831058788197 -0.001187740805581523 -0.00062650278800229669 0.00031331565426961092 0.0017792826043976013 -0.00073274940924737643 0.00060793664575186962 -0.001480801422911186 0.00087327529404804792 -0.0015912138189548904 0.00023237434600889011 0.0012081073142800594 -0.0010693301787946859 -0.0021087453268590632 -0.0016257137359378447 0.000115760567054302 0.0014253977892408004 -5.7823902254213886e-05 -0.00089822642665770636 -0.0021375802323474113 0.00098426002640840718 -5.034640952992488e-05 -0.0022388106473258253 0.00088291437633545981 0.0013696315546088619 0.00037135429720964232
leaf_weight=31.708745332201943 2.3682973518734789 93.250843874746352 1.1482098554261031 0.67071762355044517 15.341476883739231 3.6662247218191615 4.8999120024964204 4.0494158174842587 3.8006360754370681 5.0893589071929446 5.5298407152295166 1.9146838821470735 10.8393307775259 3.2049197973683459 6.5827437974512577 7.0725686475634566 3.7597060576081276 1.5257692947052417 2.4482236593030384 4.3148710504174232 8.9528091195970827 13.996825050562618 4.0389675025362504 3.577317064628005 3.5621249470859766 3.5211603702045959 1.8664052672684182 7.7907027564942828 7.0482852309942245 7.8214224874973288
leaf_count=406 46 1394 15 14 78 24 52 27 15 32 25 38 52 34 31 36 22 81 35 28 41 100 58 30 27 35 22 38 25 39
internal_value=0.000120742 -5.12148e-05 -0.001224 -0.000387605 0.000217214 8.90298e-05 0.00040271 0.000477773 0.000549905 0.000468532 0.000585362 -0.000262658 0.000372583 0.000165041 -0.00036475 0.000481958 -7.08941e-05 -0.00131691 0.000135538 -0.000514649 0.000182375 0.000482807 3.58991e-05 -0.000694969 -1.60306e-05 0.000193209 1.34919e-05 0.000119916 0.000896573 0.000933923
internal_weight=275.363 98.9638 5.71299 3.3447 176.399 104.314 72.0846 67.1847 61.2206 57.4199 52.3306 5.9641 36.9891 26.1498 9.78766 16.3621 9.28955 2.19649 100.648 6.76309 93.8848 30.7711 63.1137 11.1784 7.60109 51.9353 41.3659 39.4994 10.5694 16.7742
internal_count=2900 1550 156 110 1350 908 442 390 325 310 278 65 200 148 65 83 47 95 884 63 821 180 641 115 85 526 466 444 60 80
is_linear=0
shrinkage=0.00192157


Tree=567
num_leaves=31
num_cat=0
split_feature=0 1 0 2 0 0 2 2 2 3 3 0 2 1 2 2 1 1 1 3 1 4 1 1 2 2 1 0 3 1
split_gain=0.227248 0.418958 0.473509 0.288397 0.257906 0.987828 1.28881 0.941359 1.20938 1.39675 1.14246 1.95198 0.661182 3.10231 0.681937 1.54324 1.46781 1.76905 1.28795 1.38768 2.32593 2.45728 1.96455 1.11708 1.02532 0.969797 1.63166 1.15197 0.969775 1.10419
threshold=114.06859001680002 89.264875305300009 122.45926784190002 0.68694500000000025 93.972365491700018 94.550383989750017 -0.14739999999999998 0.22542000000000004 0.06041500000000001 0.07968500000000002 0.10236000000000002 104.73157492975001 -0.0039949999999999994 71.429644067900014 -0.053019999999999991 -0.069554999999999992 75.085947125300024 79.900975636950008 75.28220456885002 0.089580000000000021 71.52105164435001 42.072181850200003 72.026481772850005 75.645146416450004 -0.060760000000000002 -0.094344999999999998 82.987325570650015 99.983757871350008 0.095845000000000027 83.715897724050009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 -1 6 -6 8 12 -10 11 -9 14 -14 15 18 -16 -18 19 20 -7 -22 -21 -20 -17 26 27 -25 29 -28
right_child=1 2 -4 -5 5 7 -8 10 9 -11 -12 -13 13 -15 16 24 17 -19 23 22 21 -23 -24 25 -26 -27 28 -29 -30 -31
leaf_value=0.0017404537071938962 -0.051701320656625561 0.0094329082828581903 -0.047704861057857102 0.015235293668392018 0.0075626140238346188 -0.056746336943152412 -0.042403899373489574 -0.057556171262933491 -0.017941408788686043 0.028997515940371997 0.020566326039286546 0.026204696794598241 0.037787067360761095 -0.05470862634500416 0.035701590523790981 -0.06900189800529527 -0.033894014239487714 0.02247168761869292 0.025138560096368716 0.017417365474351288 -0.063922905192454138 0.012439270254880274 -0.034774274586876687 -0.0025562848805898027 -0.0095453280086984556 0.012217304014308584 0.051344146751084375 -0.034474414272974811 -0.033406410674460742 0.0060829417104496354
leaf_weight=138.53854812227655 0.49133771297056172 1.3668274568517516 0.39969158606254485 2.8878795514756339 1.8368950071744619 2.9822917324490756 2.7464128384017377 2.2821164277847852 1.75162042537704 5.9209666450915392 1.0212961584329603 0.80162642479990598 1.2138412576168769 2.129799649992492 3.3710600482299906 1.1681825993582609 2.2472247835248709 2.5171347035793588 5.031031011138114 5.5747796557843676 1.1703533950785638 3.8688426902517676 2.1235874993726611 5.0783210885710997 1.3141768338973694 10.653149059187859 1.6325374208390702 4.5904382024891675 0.85372177732642729 3.882632810389623
leaf_count=1370 33 120 129 35 37 74 63 64 28 56 9 25 8 70 17 27 22 29 33 57 23 50 33 66 15 108 7 121 34 137
internal_value=0.000589257 -0.0139853 -0.00349505 0.000739388 0.000545852 -0.00158236 -0.0223784 -0.000279909 0.000996809 0.0182816 -0.0217633 -0.0357823 -0.001163 -0.0211299 -1.31008e-05 -0.00203328 0.012384 -0.00411455 -0.000176186 -0.0109841 -0.0244245 -0.00529585 0.00302035 0.00517973 -0.0375252 0.00141763 -0.00575614 -0.0177101 0.0123914 0.0194806
internal_weight=221.448 2.25786 1.76652 219.19 216.303 77.764 4.58331 73.1807 69.0757 7.67259 4.10504 3.08374 61.4031 3.34364 58.0595 49.924 8.13542 4.76436 47.4417 15.7199 8.02149 5.0392 7.69837 31.7218 2.48236 26.6908 16.0377 9.66876 6.36889 5.51517
internal_count=2900 282 249 2618 2583 1213 100 1113 1015 84 98 89 931 78 853 785 68 51 743 237 147 73 90 506 42 473 365 187 178 144
is_linear=0
shrinkage=0.0461763


Tree=568
num_leaves=31
num_cat=0
split_feature=1 0 0 4 0 0 1 4 3 3 3 2 0 3 4 3 3 4 0 3 3 3 4 0 4 1 1 0 0 4
split_gain=0.939151 0.593885 1.36672 1.26786 1.33135 1.11516 1.25371 1.70225 1.11027 1.51805 3.0191 3.45618 2.74286 1.93862 1.43742 1.70923 2.70673 1.64796 1.43388 1.41083 1.94841 1.2545 1.23326 1.23094 0.998291 1.87131 2.19263 1.77591 1.11439 0.958051
threshold=90.988176966900014 93.972365491700018 94.550383989750017 39.091773401050006 94.30842275800002 87.29692395375001 64.654729579150015 41.919251152600005 0.12064000000000002 0.093295000000000031 0.08784500000000002 -0.071129999999999985 86.103248543850015 0.091545000000000029 41.24714903835001 0.10236000000000002 0.10818500000000002 41.840895355800008 86.001087134900004 0.085765000000000022 0.083795000000000022 0.082055000000000017 39.468990633150007 85.872041144650012 36.625813070500008 65.966697146800016 66.697957758300021 93.867515624600017 92.031298721500022 43.124157941850008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 3 -3 -5 8 7 -7 9 10 19 12 13 -12 15 -11 -17 -16 -19 20 21 -1 -10 -24 28 -26 -27 -28 -8 -9
right_child=-2 2 -4 4 -6 6 24 29 22 14 11 -13 -14 -15 17 16 -18 18 -20 -21 -22 -23 23 -25 25 26 27 -29 -30 -31
leaf_value=-5.2665078600420401e-05 -0.0010292613912492277 -0.0022743753937915193 4.0684766621607421e-05 0.00041098873590599325 -0.0020688211834096245 0.0013788349894810939 0.00019072667365274939 -0.00014033955515696222 0.00067749483059842354 0.0013342682140516362 -0.00063361005414145971 -0.0028026462250123371 -0.0016315926253637851 0.0014514585016207181 -0.0011233749567720205 -0.00087093919863621408 0.0012524824293760086 -0.00025184888770751925 0.0011093478002216326 0.00076898197747582301 -0.001387493666837101 0.00083610458232117333 -0.00026392739915101027 -0.0021186230156363794 -0.0011034278399131806 0.0012004775126634275 -0.0003644408605890339 0.0010897991743802822 0.0013282482170012945 0.00088454618083997564
leaf_weight=31.923459457699209 2.6249246133374973 1.7113967483164731 93.369883269260754 2.6301532788202171 1.0867007421329615 8.6980857066810149 8.1785156270489079 7.459626901894806 1.7582096345722664 9.571734881494196 3.263251322321592 2.6454674033448091 3.8913334086537361 3.0775582436472178 3.5534908957779399 4.332316557178272 4.1986503438092768 6.2106696655973774 4.9311346933245659 10.099963192595167 3.3804563013836733 6.8516474477946749 2.6507986942306161 2.4418318057432771 4.6768286703154471 5.9140229597687748 16.638824012479748 3.6341464864090076 4.886768387630581 5.7266755327582359
leaf_count=411 319 30 1102 38 32 51 42 36 10 47 41 46 26 17 22 26 20 60 21 59 34 33 24 30 37 36 179 21 23 27
internal_value=9.25847e-05 0.000103516 -1.27619e-05 -0.000932084 -0.000314036 0.000170856 0.000363121 0.000731656 5.0095e-05 0.000101406 -6.51019e-05 -0.000882467 -0.000386014 0.000378393 0.000432072 0.000787552 0.000174136 -5.83245e-06 0.000350589 0.000136326 -1.52511e-05 0.000104382 -0.000683385 -0.00115322 0.000179526 -5.32238e-06 0.000190792 -0.000103753 0.00061619 0.000304758
internal_weight=272.019 269.394 98.7981 5.42825 3.71685 170.595 65.8135 21.8844 104.782 97.9311 65.1331 12.8776 10.2321 6.34081 32.798 18.1027 8.53097 14.6953 11.1418 52.2555 42.1556 38.7751 6.85084 5.09263 43.9291 30.8638 26.187 20.273 13.0653 13.1863
internal_count=2900 2581 1202 100 70 1379 452 114 927 863 667 130 84 58 196 93 46 103 81 537 478 444 64 54 338 273 236 200 65 63
is_linear=0
shrinkage=0.00188464


Tree=569
num_leaves=31
num_cat=0
split_feature=0 3 1 3 2 1 4 1 1 3 2 3 0 1 2 3 0 1 0 0 1 1 1 3 3 0 0 3 3 3
split_gain=1.08398 1.93557 1.56762 1.77291 2.76517 2.23762 1.39177 1.50208 1.9816 2.78592 1.44048 1.78689 1.3989 1.78152 1.18095 2.13173 3.37985 3.40553 2.987 1.15187 1.03903 0.934024 0.834351 1.08999 1.72098 0.809976 1.07378 1.047 0.709822 1.32034
threshold=93.972365491700018 0.25847000000000003 71.787208999250012 0.089580000000000021 -0.048664999999999993 71.225321249950014 37.572218886150004 72.496961945650014 74.986474174450009 -0.17732499999999998 -0.117115 0.11467000000000002 98.615332683000005 75.779569322950024 0.13860000000000003 0.088990000000000027 97.483491810050012 75.085947125300024 95.897301513100004 85.716110573100011 70.865067860500019 71.52105164435001 61.993156030000002 -0.17732499999999998 0.10332500000000001 99.515966156650009 100.53758024625002 0.10500500000000003 -0.04931 -0.15684499999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=19 2 3 4 21 20 10 -8 9 -9 -4 -12 14 -14 15 16 17 -10 -19 22 -5 -2 28 -24 -25 -15 -27 -28 29 -1
right_child=1 -3 6 5 -6 -7 7 8 12 -11 11 -13 13 25 -16 -17 -18 18 -20 -21 -22 -23 23 24 -26 26 27 -29 -30 -31
leaf_value=0.00012912193794112323 -0.0020905676348370009 -0.0023458842138053952 0.00023929493522696196 7.5501869729964149e-05 0.00021521921591219752 -0.0015218807543205474 0.0012314992383196074 0.0010154386995911045 0.0020040581683565179 -0.00233239640852049 -0.0022569257458465862 0.0016859659595273553 -0.0025450610714805519 -0.0011127940804992761 0.0017784011249955874 -0.00045703881924265966 0.0019335714971615364 0.00092900445691866684 -0.0028959186298771113 0.00031520202445182424 0.0015676060305589547 -0.00041917770084093624 0.00057947707085106504 -0.0018325102994385348 0.00046275669372080046 0.00084557898766012354 7.4339708344094813e-05 -0.0014304833206822199 0.00027443165391817265 -0.0013613294568955909
leaf_weight=7.1633020985173035 5.7505446546711028 1.3725426446399058 2.9268597197078634 4.4786298891995084 4.6266816137358564 2.345754717476666 5.0092869978398076 1.4570904746651647 1.7149767726659826 2.77696419507265 2.8355305947334268 0.52348794799763698 1.0218076361343253 2.1139443023130289 2.9443048089742652 6.4837389383465043 6.1300559863448143 1.2877774115186187 2.010393955744803 123.84684835502412 2.9936242625117302 1.6555514670908449 2.0582332434132695 3.8541992063401258 1.8630411848425863 6.8067305218428364 35.108307226197212 1.8724035438499402 21.674218484666198 3.3555508770514288
leaf_count=140 105 36 117 48 38 40 31 11 5 53 145 9 17 21 16 43 21 32 21 799 13 13 23 116 22 46 603 37 175 104
internal_value=0.000121753 -3.24976e-05 -2.22121e-06 -0.000469508 -0.000974016 0.000148809 0.000120763 0.000193422 0.000120926 -0.00118029 -0.00076626 -0.00164244 0.000202554 1.56464e-05 0.000628891 0.000436883 0.000957016 -0.000237111 -0.00140247 0.000221797 0.000673287 -0.00171695 -6.76283e-05 -0.00064408 -0.00108457 7.26502e-05 0.00012988 -1.85234e-06 7.15999e-05 -0.000346337
internal_weight=270.062 106.247 104.874 21.8508 12.0328 9.81801 83.0237 76.7378 71.7285 4.23405 6.28588 3.35902 67.4944 46.9232 20.5712 17.6269 11.1432 5.01315 3.29817 163.815 7.47225 7.4061 39.9685 7.77547 5.71724 45.9014 43.7874 36.9807 32.1931 10.5189
internal_count=2900 1521 1485 257 156 101 1228 957 926 64 271 154 862 724 138 122 79 58 53 1379 61 118 580 161 138 707 686 640 419 244
is_linear=0
shrinkage=0.00196078


Tree=570
num_leaves=31
num_cat=0
split_feature=0 4 0 0 0 1 1 0 4 1 1 1 3 3 2 4 2 0 4 2 3 4 0 0 2 4 4 1 2 0
split_gain=0.898202 1.60679 2.10245 1.41939 1.52032 1.63103 1.37293 1.36024 1.34822 1.60897 1.7989 2.21288 2.95138 1.77421 2.64773 2.22433 1.50257 1.21056 1.1114 1.94543 3.19495 1.81056 1.55212 3.0017 1.4067 1.36127 1.33588 1.4593 2.22424 1.59655
threshold=93.972365491700018 38.238138001450004 94.964406541850011 95.071944867050021 96.588235252600015 72.953999827850012 77.52437864960001 101.23657936015002 38.386256906100009 71.787208999250012 72.496961945650014 74.986474174450009 -0.21013499999999999 0.089580000000000021 -0.11131999999999999 41.395309858300003 -0.048664999999999993 85.716110573100011 40.621691032550004 -0.0039949999999999994 0.09660500000000001 40.305698932850007 85.807518149550006 86.001087134900004 -0.12835499999999997 39.268993001500007 38.238138001450004 62.009286778800011 -0.099224999999999994 89.057864029250013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=17 2 -2 -4 -5 -6 -7 -8 -3 13 -11 12 -12 16 -15 -16 -10 -1 21 22 -21 24 -20 -24 25 -19 -26 -28 -29 -30
right_child=1 8 3 4 5 6 7 -9 9 10 11 -13 -14 14 15 -17 -18 18 19 20 -22 -23 23 -25 26 -27 27 28 29 -31
leaf_value=-8.0316962713967296e-05 -0.0024234095426081681 0.001568975170394078 0.0018741194820820607 -0.0026170880381681475 0.00092296228307798915 -0.0023299358363852198 0.00091461951126904683 -0.0011024452727272042 -0.0016170988433232929 0.0013937102768468016 0.0011500640697095052 0.00017646317224690074 -0.0023602750142207619 0.001551209361199459 0.0004660958157825629 -0.0023429536920479325 0.00039746095567594163 -0.00095697862748097152 0.0010330693127127552 -0.0021967772375217822 0.00060608925813616238 0.0014548036056598948 -0.0015782989884768745 0.00024190056043474497 0.00093531304160883694 0.00049241394587953662 0.0009654365200424392 0.0012617832941112664 -0.0017716359948332522 -0.00010320181554760616
leaf_weight=45.379133508773521 2.2461215157527468 2.3427714649587861 1.0792519208043803 1.245781504549085 3.1718246787786466 1.772985490853898 2.2102468342054635 3.4070832074066857 6.6375712542794654 4.443886410444974 1.3886749446392057 61.75104202987859 3.1138950306922188 3.2022936269640923 2.458436368033289 2.0922665726393461 1.912222855724395 5.5658039944246394 8.5909972414374334 3.5358883839799082 3.0264874203130603 7.0928263925015917 3.8885666066780677 55.240184155292809 18.734111901372671 4.8733085133135319 6.8524696230888393 3.4054387137293807 3.2383386045694333 7.934603126719594
leaf_count=580 41 15 5 19 16 58 20 240 102 27 10 815 59 15 19 41 19 42 33 74 19 36 45 326 80 24 29 14 24 53
internal_value=0.000115051 -3.22362e-05 -0.000635618 -0.000324022 -0.000524934 -0.000278169 -0.000793678 -0.000308792 6.99671e-05 2.96014e-05 0.000160369 7.76441e-05 -0.00127762 -0.000537476 0.000156225 -0.000825415 -0.00116653 0.000201813 0.00029882 0.000136872 -0.00090413 0.00050732 0.000237751 0.000122196 0.000374518 -0.000280356 0.000544723 0.000203283 -0.000154962 -0.000586777
internal_weight=281.835 104.476 15.1333 12.8872 11.8079 10.5621 7.39032 5.61733 89.3431 87.0003 70.6975 66.2536 4.50257 16.3028 7.753 4.5507 8.54979 177.358 131.979 74.2821 6.56238 57.6969 67.7197 59.1288 50.6041 10.4391 40.165 21.4309 14.5784 11.1729
internal_count=2900 1521 399 358 353 334 318 260 1122 1107 911 884 69 196 75 60 121 1379 799 497 93 302 404 371 266 66 200 120 91 77
is_linear=0
shrinkage=0.00200243


Tree=571
num_leaves=31
num_cat=0
split_feature=1 2 0 2 4 1 0 2 2 0 3 2 0 4 4 2 3 0 1 3 2 0 0 4 2 1 4 4 1 2
split_gain=1.10281 1.91926 2.78286 2.12616 1.80762 1.56232 1.6772 1.51387 1.43855 1.11576 3.75858 1.09779 1.33448 2.11294 2.37275 2.63816 2.3587 1.16159 1.85437 1.4514 1.95298 1.07953 1.35235 3.44909 2.93349 1.15813 1.05297 1.48774 1.05491 1.55305
threshold=81.524804347700012 -0.156745 104.86330937810001 -0.61225999999999992 42.406961525800007 80.677940036650014 103.44649194340002 -0.088944999999999996 -0.0086649999999999991 104.86330937810001 0.074640000000000026 0.68694500000000025 98.201310130900012 39.995120105550008 42.467547400400008 -0.22573999999999997 0.089850000000000027 85.716110573100011 62.00390986255001 0.10332500000000001 -0.22089 85.807518149550006 86.001087134900004 39.56957118270001 -0.11420499999999999 61.93938686740001 44.269496632500008 45.027406014450008 75.28220456885002 -0.071129999999999985
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 3 -3 -2 -4 6 11 -6 -8 -5 -11 12 17 -14 16 -16 -15 18 -1 20 -20 -19 23 -23 -25 -26 28 -28 29 -24
right_child=1 2 4 9 7 -7 8 -9 -10 10 -12 -13 13 14 15 -17 -18 21 19 -21 -22 22 26 24 25 -27 27 -29 -30 -31
leaf_value=8.1427292543317538e-05 -0.0023740987857817481 -0.0018974031286567452 -0.0019764985614935176 0.0013098007994866623 -0.0020427212116170628 0.0010050823003686859 -0.0023631128192290393 0.00054266472900457979 0.00033581712816099904 0.001449338707818919 -0.0020761402784952409 0.0013216188755462753 -0.0012553306341764607 0.0013586273001245292 0.00071393064101638352 -0.0019663755520467389 -0.0003479120693758876 0.00083363904265428901 -3.8949583954423021e-05 0.00045883433155920558 -0.002176320211901422 0.0013049170119844712 5.467504893536144e-05 0.00074207960892479371 -0.00066425041881352901 -0.002560419857028675 -0.0022390245989694652 -7.0380719291470475e-05 0.00078721986483013949 0.00046661278441022198
leaf_weight=35.895305276033469 0.91456010437104751 4.7624785436782977 1.5664138329302639 4.4513894875999558 0.91046359471511085 7.2522308146581045 1.7778034366201612 6.9083203185582533 1.1586015711072821 2.5640337186050601 1.8484381273447068 2.736574017442762 6.1520757300313589 5.8671246170997637 2.0708566308021581 3.5238700569607273 5.6441366113722324 10.091317072510718 2.4848631903296337 2.1066759014502168 3.9041882434394193 2.7885882407426816 75.578965278458767 2.0488170608878136 1.7204405963420866 3.4152223486453295 1.2846275367774058 8.963210901943965 13.373343030922113 57.041744286194458
leaf_count=428 26 100 210 40 40 45 44 112 17 38 131 23 103 26 21 66 43 41 40 20 91 10 492 11 10 44 34 153 86 355
internal_value=0.000106735 -0.000280261 -0.000724025 0.000361788 -0.0001286 0.00014278 0.000117728 0.000241608 -0.00129821 0.000644073 -2.75273e-05 0.000134582 0.000121267 -0.000308113 3.25482e-05 -0.000974275 0.000521887 0.000166517 -0.000105969 -0.000897737 -0.00134504 0.000235124 0.000198787 -0.000474071 -0.00116457 -0.00192521 0.000241736 -0.000342233 0.000282727 0.000231854
internal_weight=280.807 23.9261 14.1477 9.77842 9.3852 256.881 249.628 7.81878 2.93641 8.86386 4.41247 246.692 243.955 23.2581 17.106 5.59473 11.5113 220.697 44.391 8.49573 6.38905 176.306 166.215 9.97307 7.18448 5.13566 156.242 10.2478 145.994 132.621
internal_count=2900 697 462 235 362 2203 2158 152 61 209 169 2097 2074 259 156 87 69 1815 579 151 131 1236 1195 75 65 54 1120 187 933 847
is_linear=0
shrinkage=0.00188464


Tree=572
num_leaves=31
num_cat=0
split_feature=4 0 3 2 2 2 2 0 3 2 1 3 0 1 0 1 0 4 4 4 1 0 2 2 4 4 3 1 0 4
split_gain=1.03008 2.6949 1.66336 1.56623 2.22722 2.60559 1.71757 1.96162 3.57931 3.35676 3.40085 3.06563 1.59742 1.7309 2.03856 1.99564 1.84274 1.9599 1.51382 1.46653 1.33776 2.09309 1.52845 2.08294 1.2758 3.66414 1.21554 1.35372 1.97796 1.19808
threshold=42.178283198950005 104.06483731340002 -0.22253999999999999 -0.067574999999999996 -0.053019999999999991 -0.044409999999999998 -0.085734999999999992 86.162394622750014 0.07870000000000002 -0.081169999999999992 65.461267018300006 0.091250000000000012 84.280473931450004 61.82916008405001 85.939252597950016 63.910026677050006 92.313586825200005 38.238138001450004 40.259171735100004 40.496232821400007 82.987325570650015 98.201310130900012 -0.12835499999999997 -0.26138499999999998 39.268993001500007 35.818873074050011 -0.25276999999999999 62.245871094250013 89.738043936200015 35.461062230100005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 6 -5 -6 18 -8 -9 -10 -11 -12 -7 -14 -15 -16 17 -17 20 -20 21 22 23 24 25 -1 -25 -28 -29 -24
right_child=-2 2 -4 4 5 12 7 8 9 10 11 -13 13 14 15 16 -18 -19 19 -21 -22 -23 29 26 -26 -27 27 28 -30 -31
leaf_value=0.0010732703426379912 -2.7646975375705841e-05 0.00037641197421927247 -0.0019910600263691757 0.0010766202890143159 -0.0013809221643689986 -0.00085590079470128301 0.00054774135386054083 0.0013569168904521206 -0.0027108864344747804 -0.0021994041564118512 0.0012374552059524863 -0.0010143317273887413 0.0017035208195264413 -0.00091214707008228533 0.0010090658804031371 0.00041023980000386216 0.00040800749973303718 -0.0016336685155052082 0.0015689505984315167 0.00036071574014766425 0.0013194706745233049 -0.0015491090464524921 0.0012482601734911758 0.00016827229312052703 0.00099575589166545639 -0.0019297233432015422 -0.002559912444925204 0.00037815343992927329 -0.0020226172259531208 0.00013693400229534242
leaf_weight=2.8293774952180666 105.47872130773612 1.4584410260431466 2.9305995349714058 14.076879049651323 2.9538205722346893 3.344142854679375 5.751711254357363 2.4125234624370959 3.0557178336894166 3.0240780413150734 3.7857557656243443 4.168310672044754 3.3106124997138968 3.8727381734643123 14.859456166625021 2.8858931250870219 29.303155227564275 3.2996354103088379 3.6900948034599415 30.90071264654398 2.2971155617851755 3.029446475673466 4.1710266284644666 2.2685192930512104 4.1583631644025445 2.5214676228351891 2.1245167253073314 2.2834109789691865 2.2218036642298102 13.440635192673652
leaf_count=22 1232 66 298 71 21 71 30 15 34 20 20 39 12 27 74 16 214 37 17 182 19 69 22 44 21 34 42 21 28 82
internal_value=0.000114561 0.000197695 -0.00120437 0.000232651 0.000424418 0.000280582 8.04126e-05 -0.000362832 -0.000681282 -0.00103166 -0.000564259 5.74113e-05 0.000361202 0.000431949 0.000354309 0.000451724 0.00021836 -0.000680072 0.000209984 0.000489608 -2.3957e-05 -0.000102987 1.86414e-05 -0.000346357 0.000243098 -0.000341824 -0.000976285 -0.00136792 -0.000805817 0.000400133
internal_weight=285.909 180.43 4.38904 176.041 77.9063 63.8295 98.1346 22.1981 16.4464 14.0339 10.9781 7.95407 60.8756 57.5315 54.2209 50.3481 35.4887 6.18553 75.9365 34.5908 41.3457 39.0486 36.0191 18.4075 9.50921 5.35085 8.89825 6.62973 4.50521 17.6117
internal_count=2900 1668 364 1304 543 472 761 158 128 113 79 59 451 380 368 341 267 53 603 199 404 385 316 212 77 56 135 91 49 104
is_linear=0
shrinkage=0.00181146


Tree=573
num_leaves=31
num_cat=0
split_feature=4 0 2 3 2 2 2 0 3 1 3 2 4 2 2 0 4 4 0 2 0 3 2 0 1 3 4 2 2 4
split_gain=0.237584 1.03343 0.991624 0.564862 0.525211 1.59593 1.11951 1.98504 2.97328 2.71799 1.50872 2.36155 0.930902 1.76283 2.18412 2.1242 0.831982 1.20383 0.847295 1.62804 4.35676 2.64922 1.56367 0.82328 1.09975 0.794677 3.29007 1.2196 2.05548 1.6002
threshold=42.178283198950005 104.06483731340002 -0.18126999999999999 -0.22125500000000001 -0.067574999999999996 -0.054494999999999995 -0.085734999999999992 86.162394622750014 0.07870000000000002 65.461267018300006 0.09117500000000002 -0.073724999999999999 41.24714903835001 -0.033594999999999993 -0.013805 87.393708446500014 40.259171735100004 40.496232821400007 97.483491810050012 -0.12835499999999997 85.807518149550006 0.085765000000000022 -0.14581999999999998 86.280686780500005 67.203387886850024 0.10211000000000002 36.514114975300011 -0.13820499999999999 -0.23155499999999998 39.788107623550012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 3 -3 6 23 16 -8 -9 -10 -11 -12 -7 -14 -15 -16 25 -18 19 -19 -21 -22 -20 -6 -25 27 -27 28 29 -1
right_child=-2 2 -4 -5 5 12 7 8 9 10 11 -13 13 14 15 -17 17 18 22 20 21 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.0075112866478508943 -0.0011328897542807383 0.029918318019641992 -0.044937096388876559 -0.044548590746430375 0.0025042392206710397 0.0046838428879313948 0.013950098545194913 0.030523596228048285 -0.053795549121107594 0.0058627076737687422 -0.054466788723755107 0.0089042201029570622 -0.054013349166809173 0.030401305991045801 -0.06251251922099664 0.00048596317112586777 0.034400880414254119 0.014352714842922668 -0.0041256223789533078 0.018149208896566911 0.0028063310379899246 -0.058388371578970776 0.036179454332200066 0.04623010623066056 0.011365669418718563 0.016315333843479309 -0.048185606769394318 0.0098048229584656553 -0.038165021123418456 0.033261440045322194
leaf_weight=7.9785949931247142 81.319194846088067 0.66280431507038884 1.5860520032783814 0.24368635354403556 2.8520726673305017 42.804605948156677 5.0028112184372757 2.0154481325298539 3.7863845117390147 4.4013378382660431 2.5607414570986284 1.7191974003799266 1.3713930528610943 2.3587812101468444 1.3768436278915013 2.9253667653538287 2.7352804625406888 8.276676147244876 3.0905643682926893 4.8527350910007936 1.9269848354160783 3.458204872906208 3.6986907273530951 3.3097267523407936 3.0326985865831375 2.7419369806302702 2.79163554077968 13.905085102887826 3.0324365901178671 2.1340783764608204
leaf_count=134 1232 25 270 69 16 366 30 15 28 31 42 12 14 21 44 36 17 54 33 25 14 41 15 16 30 25 43 101 86 15
internal_value=0.000671221 0.0016998 -0.0249939 0.00989983 0.00217457 0.00513228 -4.18529e-05 -0.00876252 -0.016608 -0.024227 -0.0113305 -0.0290115 0.0022322 -0.0108326 -0.0019424 -0.0196755 0.00276122 0.00804294 0.00519371 0.000559282 -0.0105918 -0.036491 0.017832 0.021167 0.0295593 -0.00178384 -0.0162248 0.0011703 -0.00796342 0.00109299
internal_weight=223.952 142.633 2.49254 0.906491 140.14 60.0315 80.1088 19.4859 14.4831 12.4677 8.68128 4.27994 50.837 8.03238 6.66099 4.30221 60.6229 28.0391 25.3039 18.5146 10.2379 5.38519 6.78926 9.1945 6.34243 32.5838 5.53357 27.0502 13.1451 10.1127
internal_count=2900 1668 364 94 1304 543 761 158 128 113 85 54 481 115 101 80 603 199 182 134 80 55 48 62 46 404 68 336 235 149
is_linear=0
shrinkage=0.0418233


Tree=574
num_leaves=31
num_cat=0
split_feature=1 0 1 0 1 3 0 4 1 4 1 4 4 4 0 0 1 3 3 4 2 0 0 2 4 2 0 2 3 0
split_gain=1.05958 0.798178 1.37166 1.23552 1.14545 2.53879 1.11438 1.38175 1.62936 3.41433 1.65607 1.3571 1.58816 1.35036 1.34148 2.13571 1.20613 1.07532 1.57957 0.980767 1.39783 1.18805 2.32991 1.15561 3.07351 5.40816 1.98434 1.33245 1.24167 0.979034
threshold=90.988176966900014 85.716110573100011 62.00390986255001 90.837623311600012 67.649671936450019 0.084795000000000023 90.437043050150024 38.592454371550012 63.910026677050006 39.945535567850008 62.837331883000012 39.468990633150007 40.12915366295001 37.020641110850008 86.280686780500005 89.99344745865001 65.004229136100022 0.10332500000000001 -0.17732499999999998 40.621691032550004 -0.0039949999999999994 85.807518149550006 86.036037090600004 -0.068524999999999989 42.541806567400009 -0.12350999999999999 86.458125017100016 -0.082885 0.090025000000000022 86.530713386650021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 6 5 -5 7 13 10 -10 11 -9 -13 -3 -11 16 -16 18 -4 -14 21 -21 -23 24 25 -24 -25 28 -26 -27
right_child=-2 3 17 4 -6 -7 -8 8 9 14 -12 12 19 -15 15 -17 -18 -19 -20 20 -22 22 23 26 27 29 -28 -29 -30 -31
leaf_value=4.9128932445392852e-05 -0.0010981594316359384 0.00037403938452453738 0.00029632552409275873 0.00042919577073256924 8.9703871881579797e-05 -0.0017603659988144422 0.0011599879082034178 0.001308008815814081 -0.0030903869752335342 0.0014641669834586767 0.0013894453079900792 -0.00093195971111057266 0.00088303465415415683 0.0016189160650240877 -3.909804634443864e-05 0.0015127664440980466 -0.0024347241273271346 0.00040178356759381403 -0.0018322501449022138 0.00089872827126147466 -0.0010431675328645251 -0.0011964688447544313 0.00092612783191970533 -0.00021297966433695513 -0.00039777384989062405 -0.00088587209263124242 0.0014230347413574148 0.0014621565900050492 0.0010474890220368508 -0.0022694704227365897
leaf_weight=35.47934728267137 2.6510263750096774 8.5436118850484473 1.8157192608341572 3.9022952420637003 122.32839157237322 3.9254220305010676 5.6087710193824014 3.8466846793889991 1.6671546474099148 1.6988352090120313 4.5978466868400565 4.7948086485266677 7.2059228941798201 5.1676385402679434 1.3686241284012797 1.3194967028684912 1.795507824164815 2.0120738104451448 4.435247623594476 7.8123197145759979 3.520554496906704 4.6793709630146614 4.8267714381217841 4.6311063058674424 5.227101653814314 3.3366260118782547 6.7080776505172253 4.8142588660120955 3.7890731059014797 4.3586852625012398
leaf_count=428 319 42 22 34 1329 51 35 15 13 6 23 29 34 22 11 17 43 20 110 31 28 50 18 30 28 21 32 15 15 29
internal_value=0.000111344 0.000122995 -0.000115151 0.000167998 4.40855e-05 -0.00066882 0.000327178 0.000278374 0.000183924 -0.000648918 0.000272091 0.000198226 0.000133254 0.000843221 9.44478e-06 -0.000541746 -0.00139851 -0.000820524 -0.00121396 0.000217107 0.000127754 0.000209898 8.28929e-05 0.000241724 2.09272e-05 -0.00066902 0.00075486 0.000645606 0.000209602 -0.00166955
internal_weight=277.868 275.217 43.7424 231.475 130.156 7.82772 101.319 95.7101 81.9988 7.84962 74.1492 69.5514 65.7047 13.7113 6.18246 4.48363 3.16413 8.26304 6.25097 60.9099 53.7039 50.1834 42.3711 37.6917 26.3525 12.5221 11.3392 13.8304 9.01617 7.69531
internal_count=2900 2581 580 2001 1414 85 587 552 488 90 398 375 360 64 77 71 54 152 132 331 297 269 238 188 126 68 62 58 43 50
is_linear=0
shrinkage=0.00192234


Tree=575
num_leaves=31
num_cat=0
split_feature=1 0 3 1 4 0 4 2 0 2 3 4 2 0 3 4 0 1 0 0 4 1 4 2 3 1 4 2 1 3
split_gain=1.23723 2.03104 1.99435 1.74063 1.6572 1.55932 1.44052 3.50359 2.97955 1.76459 1.70084 1.46586 1.66577 2.39674 1.32609 1.19067 1.88219 1.79211 2.22245 2.16255 1.41105 1.81209 1.40003 1.35585 1.89069 1.21555 1.55759 1.97853 1.2025 1.18658
threshold=69.873026810350026 87.181320254150009 0.25847000000000003 64.434276012450013 41.495754733000005 86.866770652900016 40.12915366295001 -0.094344999999999998 90.837623311600012 -0.22386500000000001 0.091705000000000023 39.646013290900008 -0.072569999999999982 90.337570099350003 0.21240500000000004 38.703421923500009 94.776214472700005 71.429644067900014 97.013011637200023 97.550703263350016 39.211875820650008 70.085415002650009 37.360990606650006 0.70697500000000024 0.10236000000000002 70.182199495350019 39.893178577750007 -0.021344999999999999 82.987325570650015 0.090720000000000023
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 14 4 -3 -1 11 9 -9 10 -8 12 13 -5 15 16 22 -18 -19 -20 -17 -22 -2 24 28 -23 27 -27 -21 -28
right_child=2 3 -4 6 -6 -7 7 8 -10 -11 -12 -13 -14 -15 -16 20 17 18 19 23 21 25 -24 -25 -26 26 29 -29 -30 -31
leaf_value=9.6042249848745059e-05 -0.00068982941563131483 0.0015116881457748971 -0.0022928922018221306 0.00043389818889195736 0.00049276046057196909 -0.0011642365138372281 -0.0024383082702713779 0.00034908816600217718 -0.0025350851415967151 0.00096286991785096698 0.00073907465103134726 0.0015390537266661401 0.00083557903757541698 -0.0014325515514260405 0.0016549605449542092 0.00088269688105569691 0.0011183338617868075 -0.0027475356765924788 0.0013807593604344803 -0.0022358355679231107 -0.0020861244504496515 0.0015320236051323953 -0.0028074945059917145 0.0021965494059237537 0.00048210248966983358 -0.0021454968351892773 0.00021417526197845845 0.00045529084040393157 -0.00018166271896001535 -0.00036690875613162779
leaf_weight=103.19369399175048 3.1316711809486177 9.924878768622877 1.498269580915802 7.6634083092212713 16.079103086143732 3.9178170654922715 1.352408927865324 2.2230332624167195 3.6189413908869028 7.3875878136605033 1.2430515848100183 4.4628733545541754 11.714828509837389 4.0394013952463865 1.7976982137188304 7.3213545093603889 3.4579704739153376 1.4633305259048928 2.6128978785127392 3.4539203391177562 1.5951822586357582 2.0049127312377086 1.9462035212200133 0.5899739572778343 2.5661391106259543 2.8208958085742779 50.581016477313824 1.870147457695565 1.6046811104024525 18.434812509425683
leaf_count=883 32 51 38 31 72 24 34 16 46 38 7 20 51 28 15 59 24 24 13 114 13 10 28 4 44 44 740 23 158 216
internal_value=0.000118261 0.000219476 -4.63083e-05 0.000479968 0.000881652 4.9945e-05 0.000240973 -0.000231525 -0.00143758 0.000474244 -0.000916555 0.000509164 0.00031289 -0.000210335 -1.49247e-05 -4.33913e-05 -0.000463381 -0.000128673 -0.00047951 -0.000172991 5.9967e-05 -1.79496e-05 -0.00150147 -0.0006672 -0.000888787 2.56251e-05 -1.53507e-05 -0.00110866 -0.00158421 5.8962e-05
internal_weight=285.572 176.821 108.751 69.7095 26.004 107.112 43.7055 15.825 5.84197 9.98305 2.59546 27.8805 23.4176 11.7028 107.253 105.455 20.8268 15.7489 12.2909 10.8276 84.6283 77.307 5.07787 8.21471 7.62474 75.7118 73.7069 4.69104 5.0586 69.0158
internal_count=2900 1301 1599 394 123 907 271 141 62 79 41 130 110 59 1561 1546 441 381 357 333 1105 1046 60 320 316 1033 1023 67 272 956
is_linear=0
shrinkage=0.00196078


Tree=576
num_leaves=31
num_cat=0
split_feature=0 1 0 0 3 3 0 2 2 0 2 1 3 4 2 2 4 4 4 0 0 3 1 3 2 4 1 4 1 1
split_gain=0.968625 2.70642 2.06639 1.79165 1.29039 1.29285 1.21436 1.20735 1.09584 1.31209 1.08953 2.6549 2.60827 2.37899 1.79626 1.71247 1.04633 1.47383 1.40695 1.79447 1.28935 1.72711 1.23141 1.07301 1.01961 1.51707 0.980956 1.45672 1.29695 2.29025
threshold=98.851916998450022 77.898074329750017 99.378854792050006 100.67200315280002 0.087725000000000011 0.091705000000000023 100.13162306855001 -0.61225999999999992 -0.60414999999999985 101.15323715815002 -0.079074999999999993 81.524804347700012 0.086355000000000029 44.710446918150005 -0.46029499999999995 -0.24103499999999997 48.988717865950008 48.852845034800005 44.527357125550004 75.994645973400011 71.249517373150013 0.080375000000000016 55.855406118200008 -0.24523500000000001 0.033180000000000008 45.90502654165001 75.403185184700007 41.590548329450009 71.225321249950014 71.52105164435001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=16 4 -3 -4 -2 -6 -7 -5 -9 -10 12 -12 15 -13 -14 -11 17 18 19 -1 -20 23 -18 -22 -15 -26 28 -28 -21 -30
right_child=1 2 3 7 5 6 -8 8 9 10 11 13 14 24 -16 -17 22 -19 20 26 21 -23 -24 -25 25 -27 27 -29 29 -31
leaf_value=-0.0012448200256083464 -0.0022347803447148079 -0.0030269757252052048 0.0010337404163063381 -0.0023696837961533963 0.00065130467689677096 -0.00038310576203774314 -0.0025951705486394255 0.0015860726800912162 -0.0016175577322987966 -0.0021412473514746283 0.0010756557572782776 -0.0014590927276576517 0.0004806837493930181 0.0018813775951490104 -0.0023463778262911759 0.00028617310349243925 0.00034859124358880812 0.0014219432067773088 0.0009755850037693975 0.00025292974928529444 -5.8423842752513065e-05 2.1005633920249267e-07 -0.0016738509028702525 -0.0020521524868121078 0.0016225687012332438 -0.0023236556989876932 0.00027121876546573934 0.0015005296419655723 -0.0016213750175367175 4.8482580415746004e-05
leaf_weight=3.0680027330527073 2.605054524377918 0.78212515660561521 6.8267358969897023 0.80003580833726928 1.9872881514020262 2.3154527517035608 1.5185352917760608 1.5762729383422911 1.8748276643455088 1.1634561160026287 9.25006873323583 4.0191432501451336 1.1280640791519543 1.5579836312681439 3.1489541556366012 13.963688274670858 2.0603053253144017 3.5597896426916114 2.0324630208779118 165.72674246365204 1.3635771072003979 6.1052537533687428 2.4184412870090455 3.7161256764084092 0.71567080821841933 0.72438173484988511 10.272483776323496 5.4530713694402939 3.7455882877111462 16.002708806656301
leaf_count=184 80 9 39 28 14 29 23 14 20 61 55 195 35 9 123 243 13 14 21 1091 29 66 64 81 4 49 67 40 65 135
internal_value=0.000120217 -0.000106169 7.18336e-05 0.000123677 -0.00111025 -0.000607013 -0.00125924 -3.1943e-05 1.58626e-05 -5.00582e-05 3.23269e-05 0.000399253 -0.000275282 -0.000492382 -0.00160074 9.94758e-05 0.000176388 0.000195026 0.000174944 0.000214274 -0.000432883 -0.000688822 -0.000743491 -0.00151696 0.000803582 -0.000362479 0.000236523 0.000697501 0.000197439 -0.000268233
internal_weight=281.482 55.9577 47.5314 46.7493 8.42633 5.82128 3.83399 39.9225 39.1225 37.5462 35.6714 16.2672 19.4042 7.01718 4.27702 15.1271 225.525 221.046 217.486 204.269 13.2174 11.185 4.47875 5.0797 2.99804 1.44005 201.201 15.7256 185.475 19.7483
internal_count=2900 1030 884 875 146 66 52 836 808 794 774 312 462 257 158 304 1870 1793 1779 1582 197 176 77 110 62 53 1398 107 1291 200
is_linear=0
shrinkage=0.00192234


Tree=577
num_leaves=31
num_cat=0
split_feature=0 3 2 2 1 1 2 2 4 3 1 1 0 4 2 1 3 3 0 3 0 4 4 2 0 3 4 4 1 1
split_gain=0.228507 0.343079 0.40147 0.474966 0.34881 0.521868 0.274175 0.269948 1.32043 0.478321 0.317978 1.38792 1.19097 1.17296 1.77486 1.32942 0.953578 0.68902 0.642639 1.0636 0.626436 1.21669 1.89444 1.55383 0.993695 0.928973 0.865856 0.641013 0.6057 0.820228
threshold=113.28087178455002 -0.15684499999999998 -0.16187499999999996 -0.046474999999999995 93.464246905050018 93.985807782350022 0.68694500000000025 0.27148500000000009 38.938637541200009 0.094415000000000013 80.677940036650014 81.524804347700012 103.44649194340002 44.710446918150005 -0.085734999999999992 83.715897724050009 -0.084259999999999988 0.089580000000000021 108.95245419455001 0.079235000000000014 98.201310130900012 40.823855932350007 42.467547400400008 -0.22573999999999997 101.83879398140002 0.089850000000000027 39.211875820650008 37.737818700150008 86.858705278550005 87.184008712350007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 2 -2 -4 -3 -6 7 10 9 -9 12 -12 20 14 15 -13 -17 -14 19 -15 -1 24 25 -24 26 -23 27 -22 -16 -30
right_child=1 4 3 -5 5 -7 -8 8 -10 -11 11 13 17 18 28 16 -18 -19 -20 -21 21 22 23 -25 -26 -27 -28 -29 29 -31
leaf_value=0.0017445502806691122 0.041073652060583922 -0.053838762065791489 -0.054118612710654226 0.013278209622013789 0.052966885676494151 -0.049477242670035351 0.015817436061331631 -0.018106027563024579 -0.061505889995901335 0.0227540198274311 0.030819550100920499 0.022718495328978107 -0.060239994623493331 -0.035337982573223167 -0.055899950524153405 0.027743667433475151 -0.053207800288230397 0.00069322076735619457 0.036012536122408359 0.028693124415221816 -0.055140916874701171 0.032003361764569242 0.011788347313551571 -0.050091312404956345 0.0031005725898140797 -0.0018176214327699062 -0.06599953480834686 -0.00078305172012961913 0.055156686451375364 -0.051151281408410916
leaf_weight=177.84720141111757 0.45099758642027143 0.73592135884609777 0.42546029789082229 0.61383349230163764 0.23080133640905842 0.24781046515454364 2.9699885980226091 1.2232610143837517 0.96902926662005473 1.5749803263461215 4.507978493813428 3.4012030124431476 1.2174711045809079 1.1073685754090541 2.1791619678551784 0.48868696729186911 1.2295533181459175 0.7037794745992868 2.4253458187449723 1.4265368077903984 0.80728319135960491 3.951467087492345 1.6023062551394112 2.4917550259269765 1.9044027095660565 3.8565775481984019 1.7344613280147312 1.4719465734669936 0.3153431313112377 0.39028703594522085
leaf_count=1784 20 64 30 23 6 161 33 36 33 15 31 40 37 39 77 11 100 14 27 11 37 20 21 66 22 35 32 22 2 51
internal_value=0.000850118 -0.0133124 0.00244879 -0.0143123 -0.0326523 -7.5532e-05 0.00102283 0.000822034 -0.0121871 0.00489191 0.00104992 0.00738903 0.000489394 -0.000758793 -0.0123658 0.00496272 -0.0301843 -0.0379194 0.017975 0.000710219 0.000866528 -0.00789622 0.00113624 -0.0258733 -0.0260617 0.0152984 -0.0398986 -0.0200361 -0.0431176 -0.0036427
internal_weight=224.502 2.70482 1.49029 1.03929 1.21453 0.478612 221.797 218.827 3.76727 2.79824 215.06 17.4715 197.589 12.9635 8.00424 5.11944 1.71824 1.92125 4.95925 2.53391 195.667 17.8202 11.9021 4.09406 5.91809 7.80804 4.01369 2.27923 2.88479 0.70563
internal_count=2900 304 73 53 231 167 2596 2563 84 51 2479 389 2090 358 281 151 111 51 77 50 2039 255 142 87 113 55 91 59 130 53
is_linear=0
shrinkage=0.0490223


Tree=578
num_leaves=31
num_cat=0
split_feature=4 0 2 4 2 2 2 2 2 2 3 3 1 2 3 2 1 2 3 3 2 1 1 2 2 2 0 1 0 3
split_gain=0.211787 0.936371 0.868413 0.788549 0.54968 0.534184 2.31125 1.00433 1.18746 1.21724 0.739292 1.75376 1.04959 0.963123 1.09615 0.878057 0.849069 0.619822 1.98517 2.21186 1.63148 2.16187 3.18591 1.24176 0.929616 1.94102 0.777224 1.43608 1.17364 2.42044
threshold=42.178283198950005 104.06483731340002 -0.18126999999999999 42.233786329550007 -0.24103499999999997 -0.067574999999999996 -0.053019999999999991 -0.042409999999999996 -0.031989999999999998 -0.024989999999999998 0.081550000000000025 0.070195000000000021 62.132955852800002 -0.011399999999999999 0.088005000000000014 0.68694500000000025 62.079186690200011 -0.088099999999999998 0.082325000000000023 0.083415000000000031 -0.08459499999999999 62.068432857650002 76.220476456350013 -0.096499999999999989 -0.098345000000000002 -0.10282499999999999 100.24991522630002 86.858705278550005 97.32487278035002 0.093675000000000022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 -2 -3 17 -7 -8 -9 -10 11 15 16 -14 -15 -11 -12 23 -19 -20 -21 -22 -23 24 25 26 28 -28 29 -5
right_child=3 2 -4 5 -6 6 7 8 9 10 12 -13 13 14 -16 -17 -18 18 19 20 21 22 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.0022831366303866446 -0.03546708272275003 -0.047700635048951182 -0.049538076965240596 0.0071644863146085201 0.033744925798936391 -0.067626589802113155 0.037360223243618505 -0.063763901327597614 0.03619451955199178 -0.050956586329743876 -0.015684309848252555 0.034397368260743542 -0.077624039616130597 -0.057144066516748943 -0.0057067105573189083 0.011693938085543098 0.036537733353189376 -0.024926190845444975 0.048652541620343659 0.030030014825221187 0.017516100529242684 -0.064417525770255585 0.014365657089457428 -0.018347436392492842 0.029246903853763495 -0.050941005632952355 -0.034763818393086947 0.0096196311945845794 0.034316062925311905 -0.045517495373439083
leaf_weight=138.87808217428392 1.40470284258481 0.25174539849103894 1.4299025842901745 20.938089040049825 0.59424375274102237 1.2769265086390102 1.2146322634071118 0.73056981270201582 1.4826471782289434 1.1477101770869866 1.5706917985808106 2.3224558910587803 0.74668683484196385 1.2498109467851488 3.0213077568332665 0.81733529176563013 1.1514344131574032 3.2247252392116961 3.27986155683175 4.1870008364785489 4.5226858314126677 2.366369959898293 2.0393081431975588 7.8278597495518616 2.4796554680797263 1.5273456310387725 3.0716710621491066 3.1521234699612251 2.769148312509059 2.0425988852512083
leaf_count=1304 22 80 270 296 14 24 10 15 17 84 40 41 9 53 65 12 8 33 13 27 24 29 22 96 16 25 78 115 30 28
internal_value=0.000718634 0.00180149 -0.0275893 -0.00115531 0.00950875 -0.000554049 -0.00789621 -0.00296124 -0.00640039 -0.00329841 -0.00816678 0.00722119 -0.0166909 -0.0292203 -0.0207583 -0.0248979 0.00640514 0.00138279 0.00820641 0.0147232 0.00623817 -0.00491914 -0.0279502 -0.00167322 0.00195438 -6.57395e-05 0.00236452 -0.0122852 0.00590539 0.00248194
internal_weight=222.719 141.154 2.27589 81.5654 0.845989 80.1607 16.7322 15.4553 14.2407 13.5101 12.0274 4.2875 7.73993 5.01781 4.27112 1.96505 2.72213 63.4284 19.62 16.3952 13.1154 8.92836 4.40568 43.8085 35.9806 33.501 31.9736 6.22379 25.7498 22.9807
internal_count=2900 1668 364 1232 94 1210 378 354 344 329 312 137 175 127 118 96 48 832 148 115 102 75 51 684 588 572 547 193 354 324
is_linear=0
shrinkage=0.0461948


Tree=579
num_leaves=31
num_cat=0
split_feature=1 0 4 4 4 1 3 3 0 3 3 3 3 2 0 3 3 3 3 4 4 3 3 2 0 1 1 0 1 3
split_gain=1.1328 1.79289 1.73173 1.84242 1.96971 2.11732 1.89818 1.71292 1.69057 1.62461 1.42648 1.76372 1.23628 1.57555 1.21635 1.8187 2.29333 3.67585 1.26586 1.2112 1.14387 0.946579 1.42101 1.37313 2.36537 1.30987 1.74337 1.23345 2.78453 1.63484
threshold=69.873026810350026 86.530713386650021 44.015822920550008 43.124157941850008 41.495754733000005 64.654729579150015 0.10133000000000002 0.25847000000000003 93.262612545250008 0.087605000000000016 0.12064000000000002 0.25847000000000003 0.092425000000000021 -0.068524999999999989 95.429509798400019 0.10176000000000003 -0.089509999999999992 0.090390000000000012 -0.25765499999999997 47.833738492450003 42.233786329550007 0.11906000000000001 0.094625000000000029 -0.58350999999999986 98.615332683000005 72.953999827850012 78.220689305400015 98.201310130900012 75.922057603850007 0.076080000000000023
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 10 3 4 5 12 9 14 -7 20 -1 -12 13 -3 15 16 -2 -18 -16 -4 -6 22 27 -24 -25 -26 -27 29 -29 -20
right_child=7 2 19 -5 6 8 -8 -9 -10 -11 11 -13 -14 -15 18 -17 17 -19 21 -21 -22 -23 23 24 25 26 -28 28 -30 -31
leaf_value=8.7189707421461953e-05 0.00043225106348789678 -0.00014104172885284506 -0.0014691931398665681 0.0013246956165155195 -0.00062194365182872318 4.2924192223796516e-05 0.0011283619812393661 -0.0022254742862935746 0.001119251841106779 -0.0011200770730734365 -0.002055710826194919 -2.2742134645513286e-05 0.0016495378536897165 0.0014578913230618724 -0.0016013131293209266 0.0010123294278548492 -0.0021213585167687804 -0.00017342984657417573 -0.00032482384022160851 0.00040032239235925543 0.00063071355405932075 0.0010789646155588127 0.00072928860931497394 -0.0019408500259695336 0.0018601639881485952 -0.0023389728236475689 4.0621660732325213e-05 -0.0021975247566439517 0.00011332717105352431 0.00081975710649229746
leaf_weight=85.830607440555468 5.608378657139844 4.7131661623716354 2.9665735918097189 8.5303387679159624 4.785245314240461 23.685962787829343 3.7827012203633776 1.3154489989610727 6.9823889955878249 6.6732838489115229 2.6446154154837123 3.9063261114060879 8.5337009206414205 4.4065709561109561 1.6008343193680037 2.9126051731873295 6.2976632232312104 8.2954196636565012 6.1092749657109406 2.2533125290647149 6.1636596694588661 3.6687401722883797 2.9448911636136463 4.0179851376451543 1.0545881614088992 1.4224902205169199 5.683597645824193 2.0397852731402955 34.830315988903749 18.809650467708707
leaf_count=778 58 24 52 37 29 126 18 38 31 41 33 25 36 26 72 28 151 76 47 18 27 35 23 55 4 29 121 58 701 103
internal_value=0.000110919 0.000205704 0.000409894 0.000481402 0.000378234 0.000593272 -0.000107218 -4.54321e-05 0.000287976 -0.000372442 2.11963e-05 -0.000843452 0.00112365 0.000631548 -1.81972e-05 -0.000407783 -0.000612532 -0.00101406 9.13756e-05 -0.000662164 8.32367e-05 0.000125003 7.94985e-05 -0.000448652 -0.000733487 -0.00013903 -0.000435723 0.000208769 -1.45174e-05 0.000539145
internal_weight=282.47 175.858 83.4769 78.257 69.7267 48.3218 21.4049 106.612 30.6684 17.6222 92.3815 6.55094 17.6534 9.11974 105.296 23.1141 20.2015 14.5931 82.1822 5.21989 10.9489 80.5813 76.9126 15.1236 12.1787 8.16068 7.10609 61.789 36.8701 24.9189
internal_count=2900 1301 465 395 358 243 115 1599 157 97 836 58 86 50 1561 313 285 227 1248 70 56 1176 1141 232 209 154 150 909 759 150
is_linear=0
shrinkage=0.00192234


Tree=580
num_leaves=31
num_cat=0
split_feature=0 0 0 2 1 1 1 4 3 1 1 0 2 2 0 4 4 3 3 2 3 3 3 2 4 3 1 0 0 0
split_gain=0.234032 0.643348 0.588026 2.71403 0.999142 0.822773 1.19691 1.09769 1.13236 0.712754 0.51481 1.45006 0.789601 1.28607 0.847858 0.621768 0.590945 0.534543 0.645527 1.04419 0.315387 0.675136 0.522794 1.29898 1.58993 0.916606 0.524612 0.553186 1.16142 0.979319
threshold=85.716110573100011 85.775256651950016 85.447264760050004 -0.093604999999999994 61.960894532450006 61.917879202350001 61.907125369850007 43.968221017800005 -0.15684499999999998 61.982402197500001 60.474177186300004 79.882156430000023 -0.013805 -0.13820499999999999 67.542133611250009 38.386256906100009 48.680511450650009 -0.11050499999999999 -0.15959999999999999 -0.22089 0.25847000000000003 0.43162500000000009 0.11308000000000003 -0.044409999999999998 40.21994457600001 0.11048000000000002 61.917879202350001 85.807518149550006 85.968825637350008 86.232294534150014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 5 -4 -5 6 10 8 -7 -6 11 12 13 16 -14 -12 17 18 19 -1 22 -22 25 24 -24 26 -3 -28 -29 -30
right_child=1 20 3 4 9 7 -8 -9 -10 -11 15 -13 14 -15 -16 -17 -18 -19 -20 -21 21 -23 23 -25 -26 -27 27 28 29 -31
leaf_value=-0.063429174231187435 0.018214654094148498 -0.014039293190349907 -0.064613335145512152 -0.026484109180501855 0.03621391772006044 0.011638138516208433 0.045632004293113558 0.017930333168905261 -0.055494462170463964 -0.0028716728492523581 0.030611220076216295 -0.044598598383961699 0.035600427523594512 0.040035742112732912 -0.055144981832173361 0.0010338256089527805 0.0084371848401082489 -0.045863085824440132 0.026901749284811521 0.032914288565934105 -0.030644880287790794 0.0050781086559927909 -0.038042509143920412 0.031746718677211648 0.014903497719266481 -0.026287939458409716 0.023079903698135756 -0.023092966263129205 0.016311430494137108 0.00085861995311532855
leaf_weight=0.70952701877104307 5.1004697121679774 5.1432098587974897 1.8944409620016811 2.1068290197290462 1.8751757033169267 0.81956535694189381 1.5128506086766709 1.2709762658923862 1.9885561558767213 2.534031322458759 2.5630689762765533 1.7878659105626855 0.31364538799971942 2.0999249354936182 0.98384098781389184 4.5669522513635457 4.6521983072161674 1.0844452941091729 0.87798620644025493 0.41000732965767395 2.2310727005824438 2.7020167454047623 1.9764310699974883 4.337022874678949 3.8857648920384236 2.8786344034742788 2.7112097442150107 4.4235040731728068 10.149859906174241 142.09575512100491
leaf_count=56 25 39 31 21 8 19 6 11 97 36 24 40 12 16 75 34 32 45 13 4 34 37 34 42 33 36 12 47 58 1923
internal_value=0.00071388 0.00137911 -0.00295174 -0.0139794 0.000741718 0.000665363 0.00440989 -0.0191284 -0.0359015 0.0137509 0.00129944 -0.00442179 0.00203109 0.00668056 -0.0332088 0.0116662 -0.0023758 -0.0186979 -0.00395002 -0.0281453 0.000908687 -0.0110782 0.00124164 0.0118057 -0.00294717 0.000598004 0.00106842 0.00155595 0.00118347 0.00188882
internal_weight=221.687 187.635 34.0519 8.41048 6.51604 25.6414 21.5623 4.0791 2.80812 4.40921 20.0495 12.9194 11.1316 9.83409 1.29749 7.13002 7.73416 3.08197 1.99752 1.11953 182.534 4.93309 177.601 10.1992 5.8622 167.402 164.524 159.38 156.669 152.246
internal_count=2900 2320 580 96 65 484 357 127 116 44 351 293 253 166 87 58 150 118 73 60 2295 71 2224 109 67 2115 2079 2040 2028 1981
is_linear=0
shrinkage=0.0480611


Tree=581
num_leaves=31
num_cat=0
split_feature=0 0 2 0 4 4 2 4 1 4 3 3 1 3 1 4 0 4 2 2 0 3 0 0 4 2 2 1 0 4
split_gain=0.913807 1.46663 1.74426 1.25712 1.47092 1.94192 1.4782 1.33191 1.79617 1.59591 1.32969 1.23518 2.74202 1.20784 1.14884 1.00621 1.57691 1.19849 2.31089 2.19272 1.0119 0.93794 1.62506 0.931585 0.926052 0.748537 3.07025 1.59158 1.88635 1.81404
threshold=93.972365491700018 94.550383989750017 -0.14739999999999998 86.530713386650021 44.015822920550008 43.124157941850008 -0.083330000000000001 41.621607100200002 64.654729579150015 41.986601436450009 0.080515000000000017 0.097615000000000021 62.197478847950002 0.11614000000000002 61.966271448700006 36.625813070500008 93.867515624600017 39.646013290900008 -0.081169999999999992 -0.072569999999999982 92.031298721500022 -0.25445999999999996 85.968825637350008 89.738043936200015 42.801286935650005 -0.058529999999999992 -0.069554999999999992 75.28220456885002 100.24991522630002 40.878805547300004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 13 5 7 10 8 11 -9 -6 12 -5 21 -15 20 17 19 -19 -17 23 22 -1 -10 -11 26 27 -3 29 -29
right_child=1 25 -4 4 6 -7 -8 9 15 24 -12 -13 -14 14 -16 16 -18 18 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.00021180300989620825 0.00031447187999694763 -0.00049287366971356706 -0.001809055742436652 -0.00029807377960385423 -0.0016213843065808801 0.0013254503646141906 -0.0026295299554622456 -0.0013245475382315404 0.00089947793966771016 0.00042989425393191418 0.00099298178087916101 0.0016583307112596429 0.0015296692433827194 -2.4281247321822419e-05 -0.001613426154133631 -0.0016528102101281566 0.0011948407607941371 0.0010645332223742925 -0.0010105646755299402 5.6673085467957951e-05 0.0013276722359860621 0.0001530695199082866 -0.0031557240642701759 -0.00039908573547689318 -0.00067347163027616918 0.0002440468040332518 -0.0026221825492872366 -0.00017126413107772134 -0.00015428696155611466 0.0011115530738940577
leaf_weight=3.8773239011643446 2.2953157341107726 18.39085585065186 3.4224689963739356 5.9042057022452372 1.1497825605329133 7.5881221455056211 1.0868432818679128 3.241282174363735 3.8203581329435092 10.379836495034395 1.7317545614205299 5.9727429747581473 5.7592191994190216 3.5629537468776098 2.9566675843670964 4.4109168658033004 3.2898808969184747 5.352956123650074 2.9603295875713211 6.7334948256611886 4.8448886182159185 72.076037416874897 0.80412645637989033 4.0344937639310956 3.6525518007110795 35.476465008876403 1.6667804433964182 6.0777198143769082 25.476850029212073 11.005234779324381
leaf_count=116 37 237 63 33 41 40 37 24 18 53 15 29 32 25 42 31 15 27 30 36 23 653 7 25 27 467 37 60 559 61
internal_value=0.000109805 -2.8758e-05 -0.000956599 0.000196883 0.000362655 0.000419639 -0.000756612 0.000321946 0.000469866 -0.000132623 -5.0195e-05 0.000961354 0.000604438 3.38261e-05 -0.000744963 0.000225335 -1.19187e-05 -0.000215956 0.000325599 -0.000619934 0.0006503 9.99748e-05 -0.000717476 0.000232496 0.000142694 2.53248e-05 -9.85941e-05 -2.95831e-05 0.000170613 0.000655156
internal_weight=269.002 103.812 5.71778 165.191 81.9137 77.9453 3.96838 70.3572 53.0835 17.2737 2.88154 17.6362 11.6634 83.2771 6.51962 35.4473 22.7476 19.4577 8.31329 11.1444 12.6997 76.7575 4.68145 7.85485 14.0324 98.0939 62.6174 60.9507 42.5598 17.083
internal_count=2900 1521 100 1379 536 443 93 403 299 104 56 94 65 843 67 205 139 124 57 67 66 776 123 43 80 1421 954 917 680 121
is_linear=0
shrinkage=0.00188464


Tree=582
num_leaves=31
num_cat=0
split_feature=0 0 2 1 3 0 1 4 1 4 1 1 2 2 3 4 4 2 2 3 3 0 0 2 2 2 1 0 3 3
split_gain=1.02429 1.49491 1.83549 1.38283 1.86084 1.6202 1.21977 1.70884 1.24857 1.17828 1.59015 3.19856 1.62824 2.90119 1.18263 0.988503 0.910412 0.901709 1.94696 0.913287 2.29254 2.53646 1.84752 1.77945 2.06568 1.78928 2.90089 2.00478 1.75303 1.46817
threshold=93.972365491700018 94.614906984850009 -0.14739999999999998 70.182199495350019 -0.16319499999999998 87.29692395375001 64.654729579150015 41.919251152600005 70.085415002650009 36.173488152900006 66.318885161900013 66.697957758300021 -0.01762 0.20327000000000003 0.090640000000000012 40.712530798250008 43.124157941850008 0.20327000000000003 0.13860000000000003 0.093295000000000031 0.08784500000000002 86.103248543850015 86.530713386650021 -0.016334999999999999 -0.053019999999999991 -0.063985 61.966271448700006 85.872041144650012 0.091545000000000029 0.085765000000000022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 5 -5 17 7 -7 9 -8 14 -12 15 -14 -11 -13 -9 18 19 20 29 28 23 24 25 26 -21 -28 -22 -1
right_child=1 -3 -4 4 -6 6 8 16 -10 10 11 12 13 -15 -16 -17 -18 -19 -20 22 21 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-3.1963152693526929e-05 0.00030651143855899699 2.1636497447169252e-05 -0.0017921126502661849 0.00079719796026174157 -0.0023929499686321529 0.0014851422056606333 0.00073405996075084619 -6.3017333803696432e-05 0.00139363708995156 -0.0016655971891994599 0.0014971311790201733 0.00072011827776184906 -0.0027180368808013104 0.00024501626173954055 -2.2257840269391156e-05 -0.00047750714036933525 0.00096898371483029649 0.0010707165373290634 -0.0016416432384214461 0.00051202068602950216 -0.0009577865010531358 -0.0018417846060239124 0.0011758870670349137 0.0013124696686538577 -0.0013727819787508189 0.0012306062521221415 -0.00034322729962250068 -0.002674704356188331 0.00097465092051192729 0.00079998208618691446
leaf_weight=39.863360924646258 2.5944834370166063 95.366477722622221 3.7895221180515355 1.1196458716876807 1.7040647375397373 8.9396331608295458 10.142408072948454 7.1920321695506555 3.3880391996353856 3.3217741977423456 5.4079323485493687 5.9543881081044674 2.2862228183075759 2.6210795342922211 3.1555836983025074 4.4502649148926139 5.6330919563770294 3.2839445199351749 2.4609046713449052 9.2517080772668177 3.7023871261626464 5.0484552979469299 7.6108947172760955 3.8687761304900077 3.8962965682148925 4.4543536505661896 3.6173314210027447 2.1868246216326952 3.2641865753103048 9.7574605252593738
leaf_count=464 40 1410 71 14 73 51 48 36 14 32 30 29 21 22 17 45 27 28 28 53 54 39 32 18 45 23 32 25 25 54
internal_value=0.00011349 -3.86496e-05 -0.000939224 0.000205864 -0.00112801 0.000228724 0.000472585 0.000839972 0.000276255 0.000174869 -3.36648e-05 0.000226226 -0.000222637 -0.00113542 -0.000865009 0.000207871 0.000390261 7.97076e-05 4.6829e-05 8.98779e-05 -5.08014e-05 -0.000804228 0.000338426 0.000104741 -9.48804e-05 0.000160323 -0.000156325 -0.00122165 -5.23434e-05 0.000131631
internal_weight=269.334 101.75 6.38401 167.583 2.82371 164.759 62.4925 21.7648 40.7277 37.3397 27.1972 20.7199 15.312 4.9073 6.47736 10.4047 12.8251 102.267 98.9829 96.522 61.6359 12.015 34.8862 27.2753 23.4065 19.5102 15.0559 5.80416 6.96657 49.6208
internal_count=2900 1521 111 1379 87 1292 372 114 258 244 196 147 117 43 49 74 63 920 892 864 636 118 228 196 178 133 110 57 79 518
is_linear=0
shrinkage=0.00192234


Tree=583
num_leaves=31
num_cat=0
split_feature=4 4 2 3 0 4 4 2 3 4 1 4 3 2 2 0 3 1 1 0 1 0 4 4 3 1 3 0 1 0
split_gain=0.235457 0.982851 1.0552 0.454695 0.43265 0.404312 0.583215 1.46405 1.27727 1.50586 0.630257 1.52576 0.657339 0.627419 0.558087 0.492444 0.480413 0.472274 0.579054 1.84282 0.564595 0.868144 1.32011 1.6589 1.33279 0.749755 1.23833 1.86632 1.33042 2.17992
threshold=49.275256100300005 49.49736495185001 -0.15726999999999999 0.079095000000000013 119.78425200215001 48.680511450650009 45.90502654165001 -0.23378499999999999 0.074640000000000026 47.833738492450003 83.715897724050009 44.710446918150005 -0.22253999999999999 0.20981000000000005 0.68694500000000025 75.994645973400011 0.076080000000000023 82.987325570650015 81.524804347700012 104.62941352080001 80.677940036650014 98.201310130900012 39.995120105550008 42.297164883650005 0.091705000000000023 74.986474174450009 0.088990000000000027 97.013011637200023 75.085947125300024 96.055920542800024
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 3 -3 -4 6 10 -8 -9 -10 14 12 -12 -14 15 -1 -7 18 20 -20 21 25 -23 24 -24 -17 27 28 -27 -30
right_child=1 2 4 -5 -6 16 7 8 9 -11 11 -13 13 -15 -16 17 -18 -19 19 -21 -22 22 23 -25 -26 26 -28 -29 29 -31
leaf_value=-0.018667838387982975 -0.053252820689372239 -0.00089103954709944338 -0.045795114219238681 0.029300649045038474 0.0091810473643562287 0.00066579643416351403 -0.042098734687366204 0.019381198077378994 -0.054892505324475864 0.009739729049576977 0.0067328880631730165 0.037091866538549866 -0.046762126349633545 0.0053676796653152432 0.022720866775591233 0.0011396086897528972 0.023816473934358848 0.020811869745764523 -0.049325877511003993 0.024167143007387457 0.016583034975654051 -0.027913194904204585 0.021251747659732305 -0.025779118511105197 -0.012796714451707649 0.035087301206149918 -0.0048863738517044087 0.036525795276049947 0.024973971621580299 -0.065147615477451834
leaf_weight=2.3491885752009685 0.78353073191828926 2.5346621579956263 1.1263214367209 1.5073199777398256 0.35730153770418827 3.6904038186185053 2.1079656692454591 3.0959117175079873 1.3198032804648394 1.4158887034282086 0.84280133817810599 0.86601923150010396 2.3336070460863989 0.53843647114263138 2.2978315483778706 150.09897541621467 3.1469188611954451 2.3420537530910215 1.566517653060145 1.1008324839640407 4.5467934678308657 4.6867373940476709 5.9278190135955793 3.6718675182200959 3.4442183598875999 1.0223400983959421 5.3399820403428739 5.6749148759990931 0.90579176734900135 1.1598138492554424
leaf_count=201 22 55 97 18 27 32 73 30 43 19 56 10 319 41 23 1297 24 21 48 28 39 127 35 54 36 5 46 27 34 13
internal_value=0.000662216 -0.0076267 -0.00115691 0.0103679 -0.0325552 0.000904896 0.000563576 -0.0110078 0.000230733 -0.0214414 0.00102129 -0.0149399 -0.0270697 -0.0369891 0.00139408 0.00114126 0.011321 0.00138428 0.00114372 -0.0189948 0.00143178 0.00105312 -0.0080977 -0.000977903 0.00873896 0.00204124 0.0116374 0.0217068 -0.00552689 -0.0256283
internal_weight=221.803 6.30914 5.52561 4.04198 1.48362 215.493 208.656 7.93957 5.8316 2.73569 200.717 4.58086 3.71484 2.87204 196.136 193.838 6.83732 191.489 189.147 2.66735 186.479 181.932 17.7306 13.0439 9.37204 164.202 14.1028 8.76286 3.08795 2.06561
internal_count=2900 219 197 73 124 2681 2625 165 92 62 2460 426 416 360 2034 2011 56 1810 1789 76 1713 1674 252 125 71 1422 125 79 52 47
is_linear=0
shrinkage=0.0435304


Tree=584
num_leaves=31
num_cat=0
split_feature=1 1 0 1 3 1 0 1 3 4 4 0 0 1 3 2 0 4 4 4 4 0 0 4 0 1 4 2 2 3
split_gain=1.27687 2.23363 1.21665 1.47733 1.31005 1.58666 0.988875 2.0183 3.23292 1.69641 1.63694 1.75033 1.2488 1.38242 1.32544 1.75027 1.28674 1.21778 1.99236 0.980894 2.03523 1.31535 2.94298 1.42625 1.14211 2.71646 1.66312 1.41331 2.45476 2.76809
threshold=70.343506983200015 70.73871032835001 85.716110573100011 62.00390986255001 0.10332500000000001 64.071334164850015 96.249489528150022 71.090898343450007 0.083795000000000022 43.633733172900008 44.215931556700006 95.429509798400019 97.835679825150024 78.220689305400015 0.07870000000000002 -0.083330000000000001 100.67200315280002 42.072181850200003 40.823855932350007 40.621691032550004 40.305698932850007 85.807518149550006 86.001087134900004 42.737166331000005 92.652332549650012 69.563854125350005 43.162556114600001 -0.14581999999999998 -0.068524999999999989 0.087605000000000016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 -1 5 -5 7 -3 9 -9 -11 -12 14 17 -8 -16 -15 18 -14 20 -4 -21 23 -23 26 -26 27 -24 29 -29
right_child=1 6 19 4 -6 -7 12 8 -10 10 11 -13 13 16 15 -17 -18 -19 -20 21 -22 22 24 -25 25 -27 -28 28 -30 -31
leaf_value=0.0001118405915472653 -0.0021945171611631115 0.00071458490015929594 0.0003675808632818277 -0.0022717705855250262 0.000515054987799943 -0.00029636115366575067 -0.00049021030592808152 -0.0012014609809199368 -0.0022548301204036694 0.0020370484973296246 -0.0021734696790135801 0.00087123800240766639 -0.0010747574412075178 0.00081970451886461163 0.0001427986385633689 0.0014640549987085976 -6.2244793640539283e-05 -0.0016777356435554286 0.00060376751920715108 0.00087661081567139674 0.0014898184679485555 -0.0025081697182206667 0.0010050546950889062 -0.00010867059728071374 -0.0017821453171882765 0.00078639671355484832 0.0008518373968791768 0.00020001388562712852 0.00044532672675810813 -0.0012702594071314452
leaf_weight=35.089758114772849 1.8507904666475941 4.2851188103668418 53.829491598531604 3.043603885220362 2.156242985278368 3.214045544853434 4.0783095415681627 3.4337785125244391 4.1700985309435046 1.8736011460423467 1.1718117017298939 1.9077392518520353 5.8396027971757558 7.9162732290569684 8.1676514754071832 7.2998021394014332 32.354206403935677 3.145986250601708 5.0872650109231472 8.8263804763555509 7.0237120389938346 2.4158677691593762 5.4878904409706513 1.5721740741282699 3.4797967774793497 2.9042141451500356 13.890685028396545 9.7406690344214386 18.959469432011261 9.954312574118374
leaf_count=428 56 30 284 72 18 57 32 44 106 11 62 11 106 51 53 36 827 72 30 35 34 35 24 13 54 18 81 46 111 63
internal_value=0.000125302 -6.20999e-05 0.000220848 -6.50944e-05 -0.000802994 -0.00125716 -1.86016e-05 -0.000447361 -0.000843878 -0.000142333 0.000591909 -0.000287315 7.9129e-05 -7.37467e-05 0.000504171 0.00076636 0.000111127 -0.000602775 -0.00029328 0.000310934 0.00049711 0.00016424 7.23222e-05 -0.00156223 0.000173517 -0.000613664 0.000260112 7.39086e-05 -5.82891e-05 -0.000543097
internal_weight=274.17 92.582 181.588 43.5037 8.41389 6.25765 90.7312 16.8421 12.557 8.38693 4.95315 3.07955 73.8891 54.3433 19.5458 15.4675 40.2705 14.0729 10.9269 138.085 60.8532 77.2315 68.4051 3.98804 64.417 6.38401 58.033 44.1423 38.6545 19.695
internal_count=2900 1527 1373 575 147 129 1471 264 234 128 84 73 1207 1086 121 89 878 208 136 798 318 480 445 48 397 72 325 244 220 109
is_linear=0
shrinkage=0.00196078


Tree=585
num_leaves=31
num_cat=0
split_feature=1 0 3 3 1 0 2 0 4 0 2 2 4 3 1 4 0 3 4 2 2 2 2 2 4 4 2 0 4 2
split_gain=0.249702 1.50828 1.48364 0.817084 0.783813 1.56722 1.36899 1.05848 0.710888 0.707084 0.853314 1.11919 0.693992 1.55533 1.03467 0.774612 1.24424 1.79518 0.772458 0.719457 1.32532 1.05556 1.90756 1.41355 1.25111 1.14873 0.967669 0.801996 2.42498 2.2366
threshold=68.961639504150014 92.031298721500022 0.25847000000000003 0.21240500000000004 68.214248143850014 91.625341543800019 -0.053019999999999991 90.337570099350003 42.773538294100007 89.99344745865001 0.20327000000000003 0.13860000000000003 38.115457128050004 0.07797500000000003 61.767325547050007 40.12915366295001 86.280686780500005 0.082975000000000021 40.621691032550004 -0.0039949999999999994 0.022230000000000003 -0.033594999999999993 -0.058529999999999992 -0.065399999999999986 41.169697216150006 41.919251152600005 0.033180000000000008 86.232294534150014 42.487106141350004 -0.082509999999999986
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 -3 5 7 -7 9 -9 10 11 12 13 14 -1 16 17 -14 -17 21 -21 22 23 24 -20 -23 -22 -26 -29 -30
right_child=1 2 -4 -5 -6 6 -8 8 -10 -11 -12 -13 15 -15 -16 18 -18 -19 19 20 26 25 -24 -25 27 -27 -28 28 29 -31
leaf_value=0.0049509828090325775 -0.056211710986964009 -0.000393915203104449 -0.054938431122266485 0.038994118868899592 0.019406350702439765 -0.056557637723942615 -0.0041775880807631499 0.0085730591499529867 0.036685917055540661 -0.0238646879700917 0.024614776348078623 -0.028459385389648921 0.0023699291359711538 0.019629299202774484 -0.06112818361718262 0.015868262124102934 0.0088407035915828731 -0.042329598659713932 -0.030060358268034434 -0.053772737232218662 0.052788399818562981 0.038713976130768948 -0.033681914951915526 0.030982019492660242 0.0061769193548456098 8.0366375826767598e-05 -0.016330907594481293 -0.023657951457045367 -0.0052720513649875227 0.038171898091192487
leaf_weight=1.1301797587657341 1.050528265594038 87.504811643295398 1.0571660048717593 1.1385151045105875 5.2818895978853098 1.8179837912321088 2.5699370247311881 5.9192474354058486 2.8405804447829723 2.3858921676874152 3.320713458757381 2.7120705237612119 3.5416503204032761 9.9172042241552827 0.91508024698123325 7.6344446381553999 4.4493424221873283 4.180368225555867 2.8372942470013944 1.4531550256069885 0.6069225370883945 3.229291862808167 3.4701788448728612 3.2908860668539992 30.824262249981984 3.3421819257782772 1.5016671105404382 8.9811553359031695 8.1673781513236445 3.6629376113414756
leaf_count=50 62 1531 38 15 34 40 34 50 21 14 34 32 28 79 31 53 23 38 25 20 2 26 36 19 309 54 85 54 50 13
internal_value=0.000678154 -0.00118131 -0.000536821 0.000111976 0.00197638 0.00123811 -0.0258795 0.00222711 0.0176893 0.00101293 0.00155664 0.000833243 0.00160353 0.0120649 -0.0246138 0.000230929 -0.0106171 -0.0218285 0.00190222 0.000408222 -0.0198288 0.00147125 -0.000416898 0.0015815 -0.000194672 0.0190653 0.00356394 0.0014464 -0.00556007 0.00817919
internal_weight=220.735 90.751 89.7005 88.6433 129.984 124.702 4.38792 120.314 8.75983 111.554 109.168 105.848 103.136 11.9625 2.04526 91.1731 12.1714 7.72202 79.0018 71.3673 3.56174 67.8056 61.2341 57.7639 54.473 6.57147 2.10859 51.6357 20.8115 11.8303
internal_count=2900 1646 1584 1546 1254 1220 74 1146 71 1075 1061 1027 995 160 81 835 89 66 746 693 107 586 506 470 451 80 87 426 117 63
is_linear=0
shrinkage=0.0461948


Tree=586
num_leaves=31
num_cat=0
split_feature=3 2 3 3 3 3 2 3 1 2 3 3 3 4 2 3 2 3 1 0 3 4 1 0 2 3 3 3 3 4
split_gain=0.227611 0.872489 0.752351 0.436582 0.699994 0.526585 1.73111 0.971965 1.11096 1.01181 0.740919 0.574131 1.02074 1.56534 0.537526 1.47546 0.530575 0.498721 0.501796 0.739689 0.649144 0.470347 0.467261 0.887748 0.45437 3.2605 1.95119 2.4871 1.74681 3.69397
threshold=-0.25765499999999997 -0.23557500000000001 -0.26439499999999999 -0.25276999999999999 -0.25095999999999996 -0.15684499999999998 -0.23955999999999997 -0.23472499999999999 62.057679025150001 -0.15626499999999999 -0.12530999999999998 -0.10585499999999999 1.0000000180025095e-35 41.919251152600005 0.36034500000000008 0.094415000000000013 -0.040019999999999993 0.072890000000000024 87.33187390945001 110.50907145210002 0.07870000000000002 39.945535567850008 62.132955852800002 97.013011637200023 -0.063985 0.083795000000000022 0.086520000000000027 0.084795000000000023 0.082975000000000021 42.428475018400007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 -2 -5 6 -6 8 -8 -10 -7 21 13 22 17 -16 -11 -14 24 -20 -21 -12 -13 -24 28 -26 27 -27 29 -19
right_child=3 2 -4 4 5 10 7 -9 9 16 11 12 14 -15 15 -17 -18 18 19 20 -22 -23 23 -25 25 26 -28 -29 -30 -31
leaf_value=-0.048289523843310762 0.018724904517592612 0.0030844133984988765 -0.035113176685160709 -0.026417139737328277 -0.044378606170994837 -0.023138624549215538 0.017640179802357717 0.022539564341191157 0.015820461827804159 -0.052576129595135697 0.025918019823153178 0.0083259971074056294 0.015569236146381161 -0.046102306557462239 -0.053777182915546201 0.015782819526584418 -0.012832624448991836 -0.043385763082329165 -0.042869473909408137 0.024171677128334748 -0.041834648946451614 -0.0029173671554043085 -0.023783591247379811 0.010537134234101346 0.027478153823756853 0.0055350581180198411 0.0022342263077153573 -0.064911180665553861 0.0016609500905398963 0.00010986600091839795
leaf_weight=0.75030981199233782 2.2651458225445813 6.6130690880236216 0.99864940167753768 1.5990054319263425 0.98174853436648746 2.2519862172484855 3.3430105163715771 7.1366500450967569 1.1443547466769817 1.0651176555547865 2.6664087175886371 2.9724051011726242 3.9615962742827824 1.8853396775084537 1.0543510101706481 0.9994704745186026 1.2041868295054881 4.7311834058491362 1.0807625347370042 0.82312539597114642 0.36049679332973028 1.4801840998698024 3.634143597795628 1.9478010535603969 8.5248453519307201 1.6639518703450442 42.855125077039702 1.7097141389385795 96.478285790624795 10.751053571235387
leaf_count=63 24 146 19 24 46 55 17 81 15 15 29 37 35 90 31 26 27 60 108 51 161 37 38 44 90 23 435 45 873 155
internal_value=0.000549986 -0.00608709 -0.00192707 0.000813552 0.000618782 0.000827921 0.0082629 0.0119827 0.000832198 -0.0156279 0.000251397 0.000529243 0.000191681 -0.0122685 0.000935022 -0.0199265 -0.0314866 0.00118277 0.00084549 -0.0183346 0.00406808 0.0156248 -0.00481165 -0.0118075 0.001106 0.00416823 -0.000130253 -0.0301658 -0.00039156 -0.0131819
internal_weight=218.933 8.36203 7.61172 210.571 208.306 206.707 14.8751 13.8933 6.75667 3.41366 191.832 189.58 185.434 10.4397 174.994 2.05382 2.2693 172.94 168.979 2.26438 1.18362 4.14659 8.55435 5.58194 166.714 54.7536 46.2288 3.37367 111.961 15.4822
internal_count=2900 228 165 2672 2648 2624 201 155 74 57 2423 2368 2302 209 2093 57 42 2036 2001 320 212 66 119 82 1681 593 503 68 1088 215
is_linear=0
shrinkage=0.0410197


Tree=587
num_leaves=31
num_cat=0
split_feature=0 1 3 3 2 0 0 1 0 3 1 4 0 4 0 0 3 2 4 1 3 3 2 1 0 1 0 3 1 1
split_gain=0.22416 0.528669 0.744546 1.29607 0.680955 0.517629 0.512623 1.06965 0.748151 0.679103 1.33604 0.652747 0.951615 0.582211 0.878039 0.495822 0.561793 0.856899 0.383646 0.68449 0.828903 0.339159 0.32979 1.8227 2.70587 1.68661 1.48873 1.79654 1.30814 1.12116
threshold=85.716110573100011 61.993156030000002 0.10332500000000001 -0.17732499999999998 -0.5422499999999999 85.775256651950016 85.447264760050004 61.950140699950005 84.95796538030001 0.099780000000000021 58.549241164900003 39.468990633150007 76.591483678350016 38.052786106700005 82.401241698250018 71.340924949550015 -0.25095999999999996 -0.23361999999999997 48.919835655300012 55.855406118200008 0.070195000000000021 -0.10778500000000001 -0.096499999999999989 62.00390986255001 86.232294534150014 62.057679025150001 85.968825637350008 0.083795000000000022 61.993156030000002 61.998532946250002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 3 -3 -5 -2 8 -8 9 10 11 21 15 14 -12 16 17 -13 19 20 -18 -1 23 -7 -25 -26 27 -24 -28 -29
right_child=5 2 -4 4 -6 22 7 -9 -10 -11 13 12 -14 -15 -16 -17 18 -19 -20 -21 -22 -23 26 24 25 -27 28 29 -30 -31
leaf_value=-0.0054594557465698218 0.014340999869377744 0.0081960746509976388 0.011167512410208349 0.010799845112451391 -0.046345728530657833 -0.029369395167338278 -0.030768071870456035 0.0078189882637831436 0.015719776707835604 0.01279697217784392 -0.04973407372821264 -0.054332515282746241 0.0287033317541435 -0.052005797314061075 0.024674367636260876 -0.027331936540518641 -0.050505928883494616 0.016954025775909796 -0.0061692271618108939 0.045651217192506366 0.026860789006768821 -0.048302190950572511 0.014419318803204743 0.035228597631807232 0.048604065178242242 0.0010107116058590188 0.014701683594597392 -0.055869003316908472 -0.00099957354278168778 -0.014474397645679421
leaf_weight=0.63376208394765854 5.0069434382021418 1.6084929317003114 1.5748258117819203 0.42482569906860579 2.5938047912204634 2.9019765467382959 2.6052253954112521 2.4312067767605186 5.6798145147040477 4.0650976160541168 0.5398480121220921 0.66022583324229345 2.1260535651817918 1.4035064359195528 0.57154519855976105 1.2498197646345941 0.38779738388257035 0.5338936374173493 1.4024740066379306 1.0643533542752264 0.64670756366103888 0.66067903814837936 1.8679289128631342 4.6593718100339165 1.3339378833770741 57.102853733653319 10.278037050738929 2.1932366220280528 96.537737557704531 2.3975425015669316
leaf_count=25 25 23 22 6 110 27 27 16 34 33 36 22 19 41 6 35 56 26 13 4 8 18 13 22 4 924 59 25 1194 27
internal_value=0.000504437 -0.00267885 -0.0136817 -0.0221391 -0.0383034 0.00107214 -0.000119431 -0.0121412 0.00268034 -0.00196425 -0.00701496 0.00025565 0.00467911 -0.0340915 -0.0114688 -0.00391205 0.00232177 -0.0224601 0.0107736 0.0220949 -0.00214111 -0.0273263 0.000701548 0.00305256 0.00454374 0.00209713 -0.000668242 -0.0201747 0.000511234 -0.0342506
internal_weight=217.144 32.864 6.20195 4.62712 3.01863 184.28 26.662 5.03643 21.6256 15.9458 11.8807 9.36577 8.07133 2.5149 1.11139 5.94527 4.69545 1.19412 3.50133 2.09886 1.0345 1.29444 179.273 65.9981 63.0962 58.4368 113.274 6.45871 106.816 4.59078
internal_count=2900 580 161 139 116 2320 419 43 376 342 309 226 183 83 42 164 129 48 81 68 64 43 2295 977 950 928 1318 65 1253 52
is_linear=0
shrinkage=0.0418401


Tree=588
num_leaves=31
num_cat=0
split_feature=1 0 4 2 4 1 0 1 1 3 0 3 4 4 4 3 4 4 1 0 3 1 0 4 3 0 2 3 3 3
split_gain=0.916499 1.25351 1.22814 1.58294 3.0243 2.25254 2.13501 1.37511 1.39233 1.73373 1.22841 1.39205 1.19461 1.31288 1.84662 1.61884 1.68283 2.24939 1.46607 1.68126 1.50314 3.05903 1.21309 1.02447 1.41296 1.80518 1.27019 1.75952 1.73384 2.39569
threshold=69.873026810350026 86.530713386650021 38.238138001450004 -0.033594999999999993 34.542090938800008 82.987325570650015 97.671683879200017 72.496961945650014 78.220689305400015 0.10236000000000002 93.679323555450011 -0.16319499999999998 44.015822920550008 43.124157941850008 41.621607100200002 0.10133000000000002 42.233786329550007 42.686561923500008 64.654729579150015 93.262612545250008 0.097615000000000021 62.197478847950002 91.625341543800019 39.211875820650008 0.091385000000000022 97.013011637200023 -0.59511499999999995 0.099010000000000029 0.090865000000000015 0.087405000000000024
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 6 -6 -2 -5 -9 -10 11 -4 13 14 18 16 -16 -18 20 -20 21 -3 -14 24 25 -12 27 -25 29 -28
right_child=2 12 10 7 5 -7 -8 8 9 -11 23 -13 22 -15 15 -17 17 -19 19 -21 -22 -23 -24 26 -26 -27 28 -29 -30 -31
leaf_value=3.922717393635399e-05 0.0015898671694775592 -0.00043846100847694052 0.00032333318519907355 0.00098254096468489995 -0.0023571301857700086 0.00060044561172260043 -0.0021262202320080567 -0.0024992028168863761 -0.0012880460149396606 0.0018047561935486303 -0.0017105083461677508 -0.0025283534051669331 0.00040531206449042511 0.0011905249986028056 -0.0014012549002815401 0.001013755429625711 0.00085123316227430214 -0.0010257451185535259 3.9604947129781168e-05 0.0011480496002703581 0.0017773649695343541 0.0015903995018833098 -0.0015197414073724355 -0.00026439467658212896 0.0012088345215787502 0.00073162712704149754 -0.0001135984466801574 0.0018757409672303439 -0.00053346720301480617 0.00083370177887675016
leaf_weight=85.966399959870614 2.1878229603171371 5.6838117167353648 1.191444537136704 3.8410780578851691 5.2567416490055621 1.2197974064911248 0.81615336454706255 1.1342589228879663 1.5844385078235066 1.243938364787027 1.8289415892213563 1.4702696241438378 2.5552534256130448 8.0731168948113901 4.8948224708437946 3.5497024841606608 5.4377279467880708 4.4747821353375912 23.102955729700628 6.8122616605833164 6.2501741200685492 5.7452878281474113 2.4800401381216943 2.7367997048422685 6.9274010795925278 3.1993438397767022 38.846113504856476 3.2085134056396782 20.646791116072563 13.949788194382561
leaf_count=836 10 33 14 20 130 55 83 18 83 12 17 57 19 37 34 18 23 29 129 31 29 32 51 34 50 46 600 16 246 108
internal_value=0.000110374 0.000203109 -2.71382e-05 -0.00050751 -0.00104587 -0.0018001 0.00058024 0.000146526 -0.000663843 7.21883e-05 6.1185e-05 -0.00125187 0.000381307 0.00044417 0.000352808 -0.000175495 -0.00046059 3.91308e-06 0.000556573 0.000292019 0.00100423 0.000581426 -0.000542837 9.9447e-05 0.000634542 -0.000156652 1.88626e-05 0.000890575 -5.1704e-05 0.000136698
internal_weight=276.316 165.026 111.29 17.2842 9.48052 6.47654 3.00398 7.80371 3.96264 2.82838 94.0054 2.66171 79.0599 74.0246 65.9515 18.357 14.8073 9.91251 47.5945 29.9152 17.6793 11.4291 5.03529 91.3437 11.9557 5.02829 79.388 5.94531 73.4427 52.7959
internal_count=2900 1301 1599 411 278 185 93 133 113 95 1188 71 465 395 358 104 86 52 254 160 94 65 70 1117 113 63 1004 50 954 708
is_linear=0
shrinkage=0.00196078


Tree=589
num_leaves=31
num_cat=0
split_feature=4 4 2 2 1 1 2 4 0 3 0 2 1 3 3 2 2 3 0 0 1 4 2 4 1 4 3 3 0 3
split_gain=0.24747 0.8401 0.951404 1.04209 1.02917 1.1871 2.19556 0.826209 0.788026 0.753154 0.676808 0.540751 0.497382 0.594267 0.500261 0.769805 0.460098 1.19279 0.509682 0.459737 1.98448 1.08828 1.66613 1.09103 1.08822 1.9752 1.10639 2.87946 2.3751 1.2024
threshold=42.599563320500003 43.19689381845 -0.08725999999999999 -0.11911999999999999 62.399113207700005 62.106071271500007 -0.082885 43.245737185650007 85.716110573100011 0.085245000000000029 92.464140480550014 -0.61225999999999992 83.715897724050009 0.090025000000000022 0.089850000000000027 -0.18126999999999999 0.11970500000000002 0.079785000000000009 105.70748523110002 87.29692395375001 64.654729579150015 42.178283198950005 -0.13820499999999999 42.428475018400007 63.910026677050006 40.660558922250004 0.091975000000000015 0.088165000000000021 85.872041144650012 0.085590000000000013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=12 2 3 10 5 6 -4 -3 -5 -6 -2 -9 19 14 15 -14 -13 18 -18 21 -21 24 -23 -24 26 -26 27 29 -29 -1
right_child=1 7 4 8 9 -7 -8 11 -10 -11 -12 16 13 -15 -16 -17 17 -19 -20 20 -22 22 23 -25 25 -27 -28 28 -30 -31
leaf_value=-0.0050453509385239136 -0.03031237763092114 0.036662383557648427 0.024380254702981888 -0.0080593857510032584 0.005345076445735686 0.030779637562221084 -0.049748155940363456 0.03875114148987252 -0.065100540238336321 -0.044773901293419086 0.016580260623152949 0.00083513842250066339 0.023878622452218442 -0.055056744055136726 0.057454066067691024 -0.053799068870138175 -0.024537096745587173 -0.059317982209676968 0.027599447928336792 0.025265358879092457 0.001655943018260697 0.025710709538915272 -0.071918531252831014 -0.016939353901726014 -0.067212598503476773 0.022115477232213944 0.0096318200626597499 -0.0026492220795363247 -0.085075632427896883 0.024187341303942993
leaf_weight=15.151135014457401 1.6218624734319749 1.6756309852935363 2.2323329946957537 0.88380679627880754 1.2422855615441224 3.3040175517089665 1.9448679793567833 0.92542939120903511 2.1939919660508167 2.0957220543641597 1.5812663871765833 40.011896609532414 0.64576680976824719 0.86499763511892513 0.29427344181021897 0.68277024494454897 0.86094353673979584 1.2051296844147144 1.1252540653804315 10.419967900961636 83.276143399300054 1.3089244300499556 1.668223861139267 2.1476878886460327 1.5894874170771793 1.0823837331263346 26.074731083121151 1.6830452204449096 1.9781971536576746 4.8260193681344381
leaf_count=197 21 11 12 18 19 17 50 10 41 41 23 684 61 118 3 173 24 66 19 69 842 10 35 33 40 17 171 24 19 32
internal_value=0.00060317 -0.00209156 -0.0117381 -0.0275274 -0.00257189 0.00793557 -0.0101333 0.00150979 -0.0487209 -0.0261214 -0.00716321 0.000174997 0.00170608 -0.0209136 -0.00271453 -0.016042 -0.000651318 -0.0192881 0.00500018 0.00207825 0.00428155 -0.00151142 -0.0239429 -0.0409749 0.000683051 -0.0310255 0.00238725 -0.00560399 -0.0471848 0.00201659
internal_weight=216.598 62.9044 17.1002 6.28093 10.8192 7.48122 4.1772 45.8043 3.0778 3.33801 3.20313 44.1287 153.694 2.48781 1.62281 1.32854 43.2032 3.19133 1.9862 151.206 93.6961 57.5098 5.12484 3.81591 52.385 2.67187 49.7131 23.6384 3.66124 19.9772
internal_count=2900 1056 242 103 139 79 62 814 59 60 44 803 1844 355 237 234 793 109 43 1489 911 578 78 68 500 57 443 272 43 229
is_linear=0
shrinkage=0.0510028


Tree=590
num_leaves=31
num_cat=0
split_feature=1 0 0 0 2 1 2 2 2 3 3 0 3 2 1 2 4 4 4 3 3 0 4 1 0 4 2 3 3 4
split_gain=1.11555 0.808739 1.37265 1.36821 1.47121 0.99709 0.87106 1.91949 1.99151 1.48528 1.37992 2.05242 1.16182 1.60019 3.1027 1.33111 1.52694 1.19166 2.42112 1.10314 1.6404 1.05208 2.72894 1.90255 1.73369 1.76899 0.925876 0.910382 1.61446 0.872429
threshold=90.988176966900014 93.972365491700018 85.716110573100011 94.550383989750017 -0.14739999999999998 62.00390986255001 0.68694500000000025 0.22542000000000004 0.06041500000000001 0.07968500000000002 0.10236000000000002 105.70748523110002 -0.093074999999999991 -0.0039949999999999994 71.273713496300005 -0.031989999999999998 38.238138001450004 39.211875820650008 39.945535567850008 0.094165000000000013 0.094625000000000029 97.32487278035002 41.468518788800004 71.52105164435001 100.13162306855001 41.590548329450009 -0.50001499999999999 0.074640000000000026 0.078505000000000019 44.710446918150005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 4 -3 -1 7 8 12 -10 11 -9 -5 15 -15 16 19 -18 -19 -14 -21 22 -20 -24 25 -23 -22 -26 -29 -30
right_child=-2 3 -4 6 -6 -7 -8 10 9 -11 -12 -13 13 14 -16 -17 17 18 21 20 26 24 23 -25 27 -27 -28 28 29 -31
leaf_value=5.4769857068963737e-05 -0.0011375101308664891 0.00026524086776419527 0.00032025415767919003 0.00051750515863212667 -0.001740309551867525 -0.00073198617359112542 0.0010135448356405564 -0.0024602259406983394 -0.00045215767596518239 0.0012783302500710718 0.00065667942195982165 0.0008168086562562011 -0.0021796693922293583 0.0015629304159232107 -0.0023367578198780019 0.00097259589992569259 0.00079021747689610948 -0.0019561254779729888 0.00074254908762254454 0.0017741321502195843 0.00062031784882717338 -0.00013587754229594175 -0.0024222998734499358 -0.00028213813884087378 0.0012212916494715698 0.001266078346910992 -0.0022333304255238605 -0.0020892628860642972 -0.00047018996183846996 0.00061085605223441699
leaf_weight=32.991284343996085 2.5479161017574361 2.285665781237185 126.81999327597441 12.424687776947385 3.3077067780541247 7.2632123087532809 3.3976050228811792 2.9689543531276281 2.3795218793675286 7.9782070922665298 1.2274866066873071 0.92670627840561781 2.1508172986796046 1.0206824634224312 2.8849892009748146 4.3793806792236856 5.8267952748574308 2.541467592935077 3.6697307266294938 0.91008437966229427 0.60911986615974467 5.8154886551201361 3.0716009186580777 3.0683027235791087 1.4101577727124119 7.7693057362921536 1.3543700619775332 1.8265339250210662 9.7535461403895152 3.8466632929630569
leaf_count=428 319 37 799 144 63 152 29 69 30 52 8 19 91 6 62 26 47 42 20 5 9 37 54 30 9 50 56 62 107 38
internal_value=0.000128423 0.000140555 0.000222086 2.68937e-06 -0.000920765 -8.71864e-05 5.8103e-05 2.19595e-05 9.10785e-05 0.000880778 -0.00112066 -0.00168068 -1.8959e-05 -0.000126623 -0.00131764 -4.6426e-05 -0.000129648 -2.53472e-05 -0.000136449 -0.00113852 -0.000359238 -2.14974e-05 -0.000568937 -0.00135279 0.000155027 0.000665918 -0.00134806 -0.000257183 -0.00039233 -0.000164428
internal_weight=268.428 265.88 167.074 98.8056 5.59337 40.2545 93.2122 89.8146 84.6915 10.3577 5.12315 3.89566 74.3337 61.909 3.90567 58.0034 53.624 48.5996 42.7728 5.02439 2.87357 40.2313 9.80963 6.1399 30.4217 13.5848 1.96349 16.8369 15.4267 13.6002
internal_count=2900 2581 1379 1202 100 580 1102 1073 977 82 96 88 895 751 68 683 657 496 449 161 70 407 104 84 303 87 65 216 207 145
is_linear=0
shrinkage=0.00192234


Tree=591
num_leaves=31
num_cat=0
split_feature=0 2 2 3 0 3 2 2 4 3 3 3 3 4 1 0 2 1 0 0 1 4 4 0 0 0 3 2 3 2
split_gain=0.21936 0.313041 0.48729 0.479646 0.267086 0.228923 0.757692 0.605931 0.892279 0.641424 0.592394 0.396068 0.797342 1.41352 0.725911 1.36096 1.19361 0.474434 1.01046 1.54182 0.505689 0.546235 0.80161 0.811177 0.44534 1.26958 0.863853 0.404879 1.33581 0.413667
threshold=113.28087178455002 -0.012769999999999998 -0.046474999999999995 -0.397505 116.55541378745001 -0.25765499999999997 -0.23557500000000001 -0.23455499999999999 39.530201452500002 -0.54481999999999997 -0.27223499999999995 -0.10585499999999999 1.0000000180025095e-35 41.919251152600005 74.292851976800009 94.30842275800002 -0.033594999999999993 68.321786469100019 88.576630023850015 86.780739992750014 64.071334164850015 41.395309858300003 48.680511450650009 71.249517373150013 93.776108048200015 97.013011637200023 -0.082159999999999997 0.36034500000000008 0.094415000000000013 -0.065399999999999986
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 3 -2 -5 6 -1 -8 10 -10 -9 14 13 24 15 17 -16 18 19 20 21 -7 23 -23 26 -26 -13 29 -29 -14
right_child=1 -3 -4 4 -6 11 7 8 9 -11 -12 12 27 -15 16 -17 -18 -19 -20 -21 -22 22 -24 -25 25 -27 -28 28 -30 -31
leaf_value=-0.05915752360555579 0.049762367236258521 -0.052767345530535352 0.045798379002285859 -0.0097907508723787777 -0.053576944804886117 0.0093942779942066696 0.04928015203387278 -0.0025772504973260724 0.010547744284192204 -0.038106550819368104 0.043635745279290136 0.0333556236521588 -0.00038473032556949862 -0.055938467123628995 0.034469902797693359 -0.041691238874435946 -0.013218843076915312 0.027491620447015429 -0.024918721305745562 0.05538520570770105 0.028055416648742934 0.0018358619936306943 0.0025789246440063402 -0.07467584754824301 -0.044594146073558161 0.011662630143994282 -0.011631903785393014 -0.063746663167661755 0.019410132338877523 0.0048534639630153009
leaf_weight=0.65414679967216205 0.22776372823864277 0.43463971077653596 0.37092283996753406 0.82035226909647441 0.60531835425535974 3.663943454390397 0.51559829525649536 2.2222816079738554 0.93198588350787748 2.480781281832606 1.0081735741114233 1.7307938098965676 113.55563957327104 1.6330160275974765 4.753470407333225 1.6321070818230499 1.8126575088826928 2.2617418710142365 2.6390080801211289 1.569231173954903 1.4822284416295586 0.55275870760669954 1.9682355299592016 0.92827775282785296 2.0653050923720002 1.9499761336483059 2.7834505141945538 0.95441634120652341 0.97782128042308614 56.42391688911448
leaf_count=52 2 100 7 46 149 43 7 48 24 54 16 24 1201 85 45 41 39 19 34 7 18 40 13 14 24 38 27 24 20 639
internal_value=0.000584842 -0.0142644 -0.00599758 -0.0176172 -0.0283817 0.000756149 -0.00764467 -0.00293762 -0.00699038 -0.0248196 0.0118451 0.00107579 0.000290814 -0.0133187 0.00721949 0.00168057 0.0213049 0.00637923 0.00264978 0.00980726 0.0014863 -0.00405008 -0.0183312 -0.0461198 -0.005159 -0.0172737 0.00561664 0.00109534 -0.0216646 0.00135406
internal_weight=215.61 2.459 2.02436 1.65343 1.42567 213.151 7.81297 7.15882 6.64322 3.41277 3.23046 205.338 182.074 10.1625 23.2637 16.6975 6.56613 15.0654 12.8037 10.1647 8.59544 7.11322 3.44927 1.48104 8.52953 4.01528 4.51424 171.912 1.93224 169.98
internal_count=2900 304 204 197 195 2596 201 149 142 78 64 2395 2082 198 313 229 84 188 169 135 128 110 67 54 113 62 51 1884 44 1840
is_linear=0
shrinkage=0.0500028


Tree=592
num_leaves=31
num_cat=0
split_feature=1 4 2 4 0 1 0 4 4 4 4 1 3 1 0 3 1 3 3 1 4 0 1 4 1 3 3 2 1 0
split_gain=0.99193 1.57178 1.28474 3.01672 1.83026 1.51299 1.24829 1.57671 1.29471 1.304 1.45522 1.19037 1.2761 1.17376 1.34313 1.29268 3.06697 1.12755 1.10446 1.06892 1.04057 1.02813 1.31084 1.04787 1.27073 1.63627 1.08863 2.07421 1.12422 2.28815
threshold=69.873026810350026 38.238138001450004 -0.033594999999999993 34.542090938800008 97.671683879200017 82.987325570650015 86.530713386650021 44.015822920550008 43.124157941850008 41.621607100200002 41.986601436450009 71.429644067900014 0.10236000000000002 64.654729579150015 93.262612545250008 0.097615000000000021 62.197478847950002 0.072890000000000024 0.11614000000000002 61.966271448700006 42.801286935650005 93.776108048200015 70.085415002650009 42.599563320500003 71.52105164435001 0.088005000000000014 -0.21013499999999999 -0.22573999999999997 80.468240302450013 98.851916998450022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 2 3 4 -2 -5 18 8 9 13 -11 -4 -13 15 -15 16 -8 -9 -1 -20 -12 22 -3 -23 25 -25 27 -26 29 -28
right_child=1 21 11 5 -6 -7 7 17 -10 10 20 12 -14 14 -16 -17 -18 -19 19 -21 -22 23 -24 24 26 -27 28 -29 -30 -31
leaf_value=0.00011345201944761249 0.0014692405689529931 -0.0026670521008812782 0.0010496812978784966 -0.0022528095750048494 -0.0020146003082712385 0.00023248998654835405 -0.0004256444971762684 -0.0021259883640502653 0.0012151968510568018 -0.0012525456384229372 0.00049216423126038987 -0.0015542586732347967 0.00045360279901306637 8.1733490121693473e-05 0.0010639289256624373 0.0016620493074569161 0.0015569900161432654 -8.1512136363971603e-05 1.4076626262309686e-05 -0.0015239811024560076 -0.00068345873308587701 0.00026334394260298441 -0.00010484916039410179 -0.0023697824918257264 0.0018967824633900512 3.8123372899934368e-05 -9.5744587002499519e-06 -0.00048636237929560041 0.00015484301814869264 -0.0020038066319240334
leaf_weight=75.754051708790939 2.0590896345674978 1.083718225359916 2.5579145886003962 4.9143207581946626 0.72393085528165091 1.057208026628359 5.5864205285906809 1.349742674268781 7.2008539270609608 3.0566442981362369 10.212569728493689 2.2718166948470753 2.2258006333140656 21.868555339053277 6.3901651808992019 5.7037684917449942 5.4994526021182537 3.3024305789731443 3.4632061421871176 2.9910665317438543 3.6228535640984765 55.228195214061998 2.0523577583371662 1.9959476464428032 2.6989552993327379 2.0136683052405715 5.719610197003929 2.4976806431077483 12.46547905934858 3.1796569302678108
leaf_count=770 10 9 13 130 83 55 33 33 37 24 53 100 20 129 31 29 32 37 25 41 27 589 68 46 16 27 77 41 243 72
internal_value=0.000114165 -2.76946e-05 -0.000575249 -0.00105755 0.000563009 -0.00181281 0.000209414 0.000387353 0.000458812 0.000370879 -7.56802e-05 2.31923e-05 -0.000560599 0.000538328 0.000303838 0.000932998 0.000557896 -0.000674679 4.96893e-05 -0.000698697 0.000184323 6.96446e-05 -0.000990257 0.000108385 -0.000171556 -0.00116051 -2.22667e-05 0.000751362 -0.00021044 -0.000722102
internal_weight=260.747 104.745 15.8101 8.75455 2.78302 5.97153 156.002 73.7935 69.1413 61.9404 16.8921 7.05553 4.49762 45.0484 28.2587 16.7896 11.0859 4.65217 82.2083 6.45427 13.8354 88.9353 3.13608 85.7992 30.571 4.00962 26.5614 5.19664 21.3647 8.89927
internal_count=2900 1599 411 278 93 185 1301 465 395 358 104 133 120 254 160 94 65 70 836 66 80 1188 77 1111 522 73 449 57 392 149
is_linear=0
shrinkage=0.00188464


Tree=593
num_leaves=31
num_cat=0
split_feature=0 4 0 4 1 1 3 2 1 3 3 1 3 3 2 0 1 4 0 1 1 0 3 2 3 2 0 0 1 1
split_gain=1.00774 1.72609 1.97707 1.59865 1.83516 1.95678 1.82108 2.13168 2.22698 1.7267 2.31469 2.22567 2.0507 1.94168 1.70513 1.57296 1.47574 1.90433 1.47156 1.59754 1.46543 1.51281 1.44998 1.61376 1.91593 1.36864 1.33537 1.33283 1.39674 1.21374
threshold=93.972365491700018 38.238138001450004 94.964406541850011 38.386256906100009 71.787208999250012 72.187789260650007 0.089580000000000021 -0.11131999999999999 70.96454081135002 0.092290000000000025 0.087530000000000011 75.085947125300024 0.088670000000000013 0.11906000000000001 -0.048664999999999993 95.071944867050021 80.677940036650014 40.380906245900007 96.588235252600015 72.953999827850012 77.52437864960001 101.23657936015002 -0.21013499999999999 -0.15895000000000001 -0.22831499999999999 -0.078219999999999998 87.181320254150009 95.502098167950024 72.496961945650014 64.654729579150015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=26 2 -2 -3 6 -6 14 -8 -9 10 22 -11 -12 16 -5 -4 17 -13 -17 -20 -21 -22 23 -7 -25 -14 -1 -24 -29 -28
right_child=1 3 15 4 5 9 7 8 -10 11 12 13 25 -15 -16 18 -18 -19 19 20 21 -23 27 24 -26 -27 29 28 -30 -31
leaf_value=5.9430822549189404e-05 -0.0023719868934448463 0.0016248427526168426 0.0018650546901942961 -0.0016628601946522385 0.0019080945041488925 0.0016231843886419764 0.0014118643974070574 0.00040226034778054323 -0.002380810078374138 -0.002510012187841431 0.0018380926806514058 -0.0028204702982547549 -0.00091094352685707923 0.00098404457036258886 0.00043509561368683505 -0.0025146619358346195 0.00022025025684055947 -0.00054080694953121376 0.00080936592829954415 -0.0023033064060205273 0.00095375421009887592 -0.001188145006842766 -0.0022365286771851424 -0.0014058562523801565 0.0014920609687238669 0.00088666397740810084 0.0007731422521993224 0.0017952493342143225 -0.0001820118246570526 0.00022345213539935667
leaf_weight=97.962840341497213 2.1991511274827635 2.4513277094811192 1.1153354234993447 6.6761443717405209 2.3662285739555946 4.1320708207786083 2.9907362069934607 2.7547124885022631 1.8463184880092738 1.7811099179089094 5.9455237643560377 1.9478827789425865 2.4403434389387257 3.9997990182600907 1.9171567456796772 1.328945574350654 5.0149505089648301 5.0909428782761097 3.2797032222151739 1.9300401255022732 2.1585838526953012 3.0721150392128038 1.1486368931364364 2.0635789675870915 1.5256012603640474 4.894141461874824 23.88531918078661 1.4462500810623193 27.327209978786414 43.696620332542807
leaf_count=915 41 15 5 102 12 31 15 28 32 27 36 24 29 37 19 19 88 38 16 58 20 240 44 51 13 38 126 9 434 338
internal_value=0.000110439 -3.9977e-05 -0.000653705 6.31571e-05 1.93107e-05 0.000154918 -0.000576609 0.000123145 -0.00071454 9.45849e-05 0.000278472 -0.000430467 0.000982294 -0.000199746 -0.00119481 -0.00036043 -0.000592563 -0.00117167 -0.00057133 -0.000323966 -0.000843046 -0.000304235 3.01741e-05 0.000787736 -0.00017408 0.000288561 0.000205702 -0.000165311 -8.26281e-05 0.000417728
internal_weight=270.389 104.845 15.0839 89.7607 87.3093 71.1243 16.1851 7.59177 4.60103 68.758 50.9234 17.8347 13.28 16.0536 8.5933 12.8847 12.0538 7.03883 11.7694 10.4404 7.16074 5.2307 37.6433 7.72125 3.58918 7.33448 165.545 29.9221 28.7735 67.5819
internal_count=2900 1521 399 1122 1107 911 196 75 60 899 685 214 103 187 121 358 150 62 353 334 318 260 582 95 64 67 1379 487 443 464
is_linear=0
shrinkage=0.00196078


Tree=594
num_leaves=31
num_cat=0
split_feature=4 0 2 0 4 3 1 0 4 0 4 4 4 0 3 4 3 0 0 3 1 1 3 1 2 0 3 4 0 0
split_gain=0.219093 1.12322 1.00925 0.449677 0.449618 0.671813 0.494793 0.997542 0.868805 1.11429 0.992747 0.764735 0.723827 0.550533 0.362917 0.8215 0.806897 0.791953 0.530268 0.52929 0.732137 0.959422 0.732497 0.930269 1.51914 1.05743 0.702915 0.973841 1.5386 1.5426
threshold=49.110028829250005 71.249517373150013 -0.15726999999999999 110.74296730945001 48.680511450650009 0.076080000000000023 60.474177186300004 79.882156430000023 41.902916368500009 71.144667506050013 39.468990633150007 44.921040431000009 35.818873074050011 75.994645973400011 -0.27223499999999995 36.072790850000011 -0.54481999999999997 81.917319234750025 83.992808911450012 -0.093074999999999991 61.998532946250002 62.057679025150001 -0.23472499999999999 73.365333921800001 -0.040019999999999993 99.870842629900025 -0.22125500000000001 40.08085804200001 105.70748523110002 91.523180134850023
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 -3 -4 6 -6 7 8 10 11 12 -10 13 -1 15 -8 -17 -16 -19 20 -20 -22 23 24 -23 -25 -24 -28 29 -29
right_child=1 2 3 -5 5 -7 14 -9 9 -11 -12 -13 -14 -15 17 16 -18 18 19 -21 21 22 26 25 -26 -27 27 28 -30 -31
leaf_value=-0.024546760037404022 -0.063503344964159561 0.0095927030857407957 -0.048007687762488094 -0.00094943588598573952 -0.0029438311192118869 0.028846732067763912 0.015616034369997792 -0.040980275464014532 -0.046465374553517257 -0.055136332071710599 0.030105145760447493 0.04227480580752041 -0.050940824020269754 0.044034502921729161 -0.041454443480826629 0.0053514326819937806 -0.0547806907964258 0.023083187886413527 -0.017002131429530866 0.00023953693928731147 0.039757645884217784 -0.038788980066018483 0.03301289108988003 0.035742433560704154 0.017638278533899571 -0.015824029271123335 0.023379826476569849 0.018800672383401894 0.028327655216759302 -0.058839700018407014
leaf_weight=0.48303116858005457 0.66046423092484374 4.6614926719921641 1.1181966409785671 0.66371796923340287 2.6116687580943099 2.8527545537799597 1.1719283159181935 1.7365172632271422 0.30105402413755689 1.1591388549422843 2.2541060188086703 0.58865262800827622 0.70294098928570747 0.4773283451795578 0.88950685402960417 0.73037361406022672 1.2260555355460381 2.2811686662025741 2.2250728029757765 166.96539637800197 2.0475779995322254 2.6465694922953844 3.0667040389089442 1.9416060759685936 1.5527486335486234 1.4065045767638364 3.8067392119992176 0.80430481128860343 1.3961780476092824 1.5108816456049678
leaf_count=38 10 84 95 42 24 20 20 41 79 40 29 10 21 4 71 21 44 31 18 1880 9 46 27 19 12 56 43 13 20 33
internal_value=0.000566762 -0.00725486 -0.00148926 -0.0304797 0.000832825 0.0136527 0.000488366 -0.0107706 -0.00197783 -0.0258751 0.0105207 0.0122474 -0.0160202 0.00954025 0.000931588 -0.0143701 -0.0323322 0.00118021 0.00137808 0.00111662 0.00765284 0.0103713 0.00705291 -0.00372693 -0.0179243 0.0140799 0.0147394 0.00728548 -0.00922246 -0.0318671
internal_weight=215.94 7.10387 6.44341 1.78191 208.837 5.46442 203.372 7.70277 5.96625 2.04885 3.91741 0.889707 1.6633 0.96036 195.669 3.12836 1.95643 192.541 191.651 189.37 22.4049 20.1798 18.1322 7.54743 4.19932 3.34811 10.5848 7.5181 3.71136 2.31519
internal_count=2900 231 221 137 2669 44 2625 262 221 129 92 89 63 42 2363 85 65 2278 2207 2176 296 278 269 133 58 75 136 109 66 46
is_linear=0
shrinkage=0.045289


Tree=595
num_leaves=31
num_cat=0
split_feature=1 1 1 0 4 0 1 3 3 4 1 4 4 1 0 2 1 0 4 3 2 4 0 2 2 1 3 3 0 2
split_gain=1.03823 0.721491 2.02192 1.19384 1.15908 1.20482 2.03355 1.32438 1.67819 1.02272 1.61114 1.47621 2.72124 2.07913 2.77937 1.52806 2.35909 1.92511 1.88232 1.29911 1.53252 1.33037 1.35141 0.961283 1.88813 0.957927 1.0452 1.64573 0.835059 0.825915
threshold=90.988176966900014 70.343506983200015 70.73871032835001 85.716110573100011 38.238138001450004 94.964406541850011 71.464594023550021 0.094165000000000013 -0.22125500000000001 42.599563320500003 71.52105164435001 41.840895355800008 41.395309858300003 71.090898343450007 96.249489528150022 -0.13978499999999996 81.188747081400024 97.900202820250016 39.091773401050006 -0.21013499999999999 -0.22573999999999997 42.871500973550006 95.502098167950024 -0.01762 -0.08756499999999999 61.993156030000002 0.10332500000000001 -0.17732499999999998 97.738895332450014 -0.5331499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 25 5 -4 -7 8 -8 11 -11 12 13 -6 -15 17 23 -16 -18 20 -12 -21 -23 24 -17 -1 27 -27 -26 -29
right_child=-2 2 4 -5 9 6 7 -9 -10 10 19 -13 -14 14 15 16 18 -19 -20 21 -22 22 -24 -25 28 26 -28 29 -30 -31
leaf_value=5.9141783962446326e-05 -0.0011282110564607021 -0.0020757673095691538 -0.0021478426045921073 0.00028539512620231322 0.002004772965165021 0.0012583243064107209 0.00021422953370207711 1.8377170465438491e-05 -0.0021873198688527593 -0.0015356561755919043 0.0018391333874192668 0.00087079303247281688 -0.0014294020611823981 -0.001703465174698184 -0.002109580710875858 0.0014180381335089124 0.00097752831892184539 0.00012824747081900217 -0.0018809494686777455 -0.0019458524342639849 -0.00029952372275679246 -0.0020808241330112351 3.2118961801076282e-05 0.001390644287606841 0.00059573616609005016 0.00033168509144839017 0.00049903243865453343 0.00026382580864693834 -0.00059583638857551625 -0.0021198710678140683
leaf_weight=33.46567909384612 2.369916708659729 1.6511699606198806 1.3908343072980631 130.80724470037967 2.2766231000423423 2.3915712758898726 1.5397455400088782 4.699475944689766 3.1435198362742085 2.7792662773281362 2.5971778370440006 11.44083042652346 3.7323410473763934 2.6629515667445949 1.8634752258658362 5.0154725778847924 1.2645837904419743 5.1084649417898618 2.3182578319683671 1.4898664047941554 2.1966736768372419 1.1445476270746464 17.732061695773154 6.4015678893774881 3.8952093645930272 2.0100380657240748 2.0466592740267515 0.60872586769983161 4.5049973540008068 3.3999003398930636
leaf_count=419 319 56 33 798 7 14 42 84 126 53 17 84 47 42 17 21 18 68 52 21 30 76 219 36 17 23 20 11 28 102
internal_value=0.000113674 0.000124756 -8.79183e-06 0.000197009 2.84715e-05 -0.000488987 -0.000293035 -0.000688462 -0.00139775 0.000115337 -0.000173965 0.000275445 0.000100994 0.000262753 0.0001427 0.000304568 0.000535312 -0.000469884 -0.000872034 -2.355e-05 0.000859142 -0.000231318 -9.59954e-05 0.000789752 0.000503024 -8.13726e-05 -0.000664413 -0.00106004 -4.32994e-05 -0.0017579
internal_weight=267.949 265.579 93.2407 172.338 91.5895 13.1651 11.7743 9.38274 4.68327 78.4244 27.9396 50.4848 39.0439 35.3116 33.035 30.372 23.4001 6.97194 3.58284 25.1603 4.79385 20.3665 18.8766 19.8172 13.4157 41.531 8.06532 6.01866 8.40021 4.00863
internal_count=2900 2581 1208 1373 1152 299 266 252 168 853 416 437 353 306 299 257 172 85 70 363 47 316 295 102 66 575 156 136 45 113
is_linear=0
shrinkage=0.00188464


Tree=596
num_leaves=31
num_cat=0
split_feature=0 4 0 0 0 1 1 0 4 1 1 3 3 1 3 3 3 2 4 2 3 2 0 1 1 3 3 0 1 3
split_gain=1.04127 1.57388 2.28999 1.85561 1.80961 1.86066 1.77104 1.72488 1.6048 1.85979 2.11682 1.89467 3.50936 2.67203 2.21495 2.12132 1.85828 3.08498 2.22893 1.83393 1.81394 1.74877 1.62227 1.5855 1.45861 1.76166 1.73686 1.52419 1.43793 1.77325
threshold=93.972365491700018 38.238138001450004 94.964406541850011 95.071944867050021 96.588235252600015 72.953999827850012 77.52437864960001 101.23657936015002 38.386256906100009 71.787208999250012 72.187789260650007 0.09117500000000002 0.087530000000000011 75.085947125300024 -0.21013499999999999 0.11906000000000001 0.089580000000000021 -0.11131999999999999 41.395309858300003 -0.15895000000000001 -0.22831499999999999 -0.048664999999999993 96.588235252600015 72.496961945650014 78.677727187550019 0.09660500000000001 0.10461500000000003 102.21786657775002 70.182199495350019 -0.16319499999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=28 2 -2 -4 -5 -6 -7 -8 -3 16 -11 12 14 -13 19 24 21 -18 -19 -12 -21 -10 -16 -24 -15 27 -27 -26 -1 -30
right_child=1 8 3 4 5 6 7 -9 9 10 11 13 -14 15 22 -17 17 18 -20 20 -22 -23 23 -25 25 26 -28 -29 29 -31
leaf_value=0.00023620856803655259 -0.0023326964898300042 0.0015978571628710307 0.0020211881678185249 -0.0025625159338473476 0.00096945957230513274 -0.0023107200157156949 0.0010435842655690264 -0.0011042374408380979 -0.0016068282123003791 0.0019285724261340358 0.0017675700268495378 -0.0024776611899937602 0.0012764122155213039 -0.0011275275209457784 -0.0016188888312076849 0.0010773133770052849 0.0015736208769572674 0.0003640669943318319 -0.002255827827378252 -0.0013696950131417854 0.0014213205884098564 0.00049632501036452276 0.0019884007049005893 -0.00016304647902277327 0.0019911875844770568 -0.0023695573196900596 0.00019673486986294608 -0.00030987956267524504 0.00067675456760108127 -0.002365363860495523
leaf_weight=171.90871239738772 2.3590180936735115 2.4717976562678805 1.1815168783068646 1.3951597660779942 3.2983356080949289 2.0033658423926681 2.3697352141607553 3.3140419462579302 6.9034305824898183 2.4190192604437462 4.4079297313001007 2.0262483302503851 10.788164311437866 7.0528731141239431 2.708130565471957 4.0633777827024451 3.2243521977216005 2.5785014741122705 2.2446870012208819 1.8925188507419082 1.5780315222218551 1.8531997501850144 1.3291872143745447 26.54031035877415 2.2869486175477487 1.645833365502767 2.3894828346965369 1.9888396030291913 1.1975647429935636 1.7323196396464471
leaf_count=1292 41 15 5 19 16 58 20 240 102 12 31 28 78 59 57 37 15 19 41 51 13 19 8 422 8 36 29 42 14 73
internal_value=0.000121695 -2.64121e-05 -0.000584631 -0.00028057 -0.000500233 -0.000238322 -0.000756547 -0.000208747 6.97803e-05 2.77758e-05 0.000160311 9.98075e-05 0.000307522 -0.000376976 3.57168e-05 -0.000157877 -0.0005489 0.000117928 -0.000855219 0.000944603 -0.000100643 -0.00116173 -0.000198462 -6.04369e-05 -0.000484553 6.10799e-05 -0.000849946 0.000920869 0.000213449 -0.00112192
internal_weight=283.153 108.314 15.9212 13.5622 12.3806 10.9855 7.68714 5.68378 92.3929 89.9211 73.1169 70.6979 49.2443 21.4536 38.4561 19.4274 16.8042 8.04754 4.82319 7.87848 3.47055 8.75663 30.5776 27.8695 15.364 8.3111 4.03532 4.27579 174.839 2.92988
internal_count=2900 1521 399 358 353 334 318 260 1122 1107 911 899 660 239 582 211 196 75 60 95 64 121 487 430 174 115 65 50 1379 87
is_linear=0
shrinkage=0.00192234


Tree=597
num_leaves=31
num_cat=0
split_feature=1 4 4 2 0 3 1 0 1 4 3 0 0 1 3 3 1 3 1 3 0 4 0 0 0 2 4 3 3 2
split_gain=0.264481 0.668754 0.995558 2.22802 1.54374 1.23031 1.13063 0.932488 0.913113 0.654379 1.21172 1.60603 0.808418 0.874024 1.25093 2.24621 1.77196 1.33819 1.31103 1.24532 1.34021 1.12132 1.67575 1.10795 2.23593 1.07234 1.26978 1.37992 0.982375 0.976845
threshold=69.873026810350026 38.238138001450004 34.997818021800008 -0.033594999999999993 97.671683879200017 0.11467000000000002 82.987325570650015 93.776108048200015 70.085415002650009 39.211875820650008 0.091885000000000022 96.943111725850017 94.157869102700019 71.787208999250012 0.09117500000000002 0.087265000000000023 75.085947125300024 0.10818500000000002 72.496961945650014 -0.21013499999999999 101.47316367565001 41.395309858300003 95.762878606550018 98.615332683000005 97.550703263350016 -0.054494999999999995 41.558544840500012 0.099010000000000029 0.088670000000000013 -0.21094499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 4 6 -2 -6 -4 8 -3 10 11 -9 -11 21 15 18 -16 25 -15 -20 23 -14 -23 24 -21 26 -18 -28 -17 -22
right_child=1 7 3 -5 5 -7 -8 9 -10 12 -12 -13 13 14 16 28 17 -19 19 20 29 22 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.0019367125760199697 0.032356194664504144 -0.063215956260180742 -0.055074917690731945 0.0045836516245863126 -0.051913231457112421 0.038782532121048006 0.0087372848621776241 -0.042795453519325316 -0.0053685809009320438 0.025410808467314666 0.029895931399178895 0.016770568505463341 0.0066719343761433673 0.033923763154116632 -0.059324783359022082 0.039778483065668072 -0.052625347013021316 0.01912657738551209 0.016009581852154335 -0.03611269532886599 -0.05147793085043853 -0.054354139710991248 -0.0039922509514124013 -0.051490646353532024 0.031722027396582836 0.0034158160113814109 -0.042474835630251208 0.025639986104035863 0.0080405542482593819 0.0044957671850572945
leaf_weight=132.58979487229954 2.3452721815556279 0.98454730212688391 3.6068412780296049 3.9900438483018652 1.2073469104361718 0.45805293349440024 0.74353337178763457 1.5699594411998967 1.5749075753847135 2.5704669777769587 4.6553833284488064 2.792380089595099 3.4185463208705169 2.1357092894613769 1.4875022624619294 5.1016828399442584 2.5340347467208613 3.656494417024077 5.0066837681224525 3.1374625425087386 0.74700804138046351 2.7245849990285933 3.1776796197518706 2.5012430632486939 1.6441193744540212 4.1265808380558155 1.2329388396683501 1.4218044435838235 3.7618341408233391 9.4382510897485208
leaf_count=1301 14 9 129 57 146 15 50 18 68 30 45 48 31 18 27 39 46 52 86 61 50 69 47 43 7 44 28 15 38 269
internal_value=0.000627337 -0.00144555 -0.011569 -0.0208456 0.00772221 -0.0269682 -0.0441686 0.000305611 -0.0276208 0.00134387 0.0131762 -0.00466661 -0.000439692 -0.00160027 0.00096693 0.00596972 -0.0106147 -0.00502907 -0.00135528 -0.00470774 -0.0106457 -0.0148024 -0.0272401 -0.0260803 -0.0127881 -0.0145107 -0.0287675 -0.00599449 0.0263083 0.00039054
internal_weight=216.343 83.7529 12.3511 8.34042 4.01067 1.6654 4.35037 71.4018 2.55945 68.8424 9.01772 4.36234 59.8246 57.2542 47.9333 33.474 14.4594 12.9719 24.6105 22.4748 17.4681 9.32081 5.90226 7.28282 4.78158 9.31536 5.18878 2.65474 8.86352 10.1853
internal_count=2900 1599 411 236 175 161 179 1188 77 1111 111 66 1000 970 823 611 212 185 534 516 430 147 116 111 68 133 89 43 77 319
is_linear=0
shrinkage=0.0471187


Tree=598
num_leaves=31
num_cat=0
split_feature=1 0 3 1 1 2 1 1 3 4 4 1 4 1 0 4 4 3 3 3 3 1 2 4 0 0 0 1 3 1
split_gain=0.25218 1.62434 2.17539 0.896263 2.789 0.738302 0.730674 0.803278 1.32432 0.722716 1.00676 0.619515 0.578948 0.913927 0.885705 0.823287 0.549031 0.577754 1.17142 1.40865 1.45065 1.40783 1.1936 1.19283 0.95155 1.39108 1.39554 1.08169 0.919085 1.64041
threshold=71.090898343450007 96.055920542800024 0.082775000000000029 72.953999827850012 74.986474174450009 -0.096499999999999989 70.865067860500019 70.343506983200015 0.08494500000000002 43.968221017800005 45.90502654165001 74.292851976800009 38.238138001450004 77.52437864960001 101.23657936015002 33.151194885250007 38.386256906100009 0.11906000000000001 0.092290000000000025 0.087530000000000011 0.088670000000000013 80.677940036650014 -0.078219999999999998 41.792045663550006 97.483491810050012 98.327667663000014 99.378854792050006 78.285212300550015 0.095845000000000027 81.188747081400024
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 2 9 5 -5 -3 7 -1 -9 -2 -11 -12 13 -6 -15 -16 -14 18 19 24 -21 23 -22 -20 -18 -26 -27 -28 -23 -30
right_child=1 3 -4 4 12 -7 -8 8 -10 10 11 -13 16 14 15 -17 17 -19 21 20 22 28 -24 -25 25 26 27 -29 29 -31
leaf_value=0.0016251369015505392 -0.021371196161534354 0.0362196275064657 -0.051409813301528863 -0.054225586525402297 -0.053833128474315296 0.0043360227947959323 0.024128275544731265 0.016332852639048386 -0.050330425516623707 0.033351929928971832 0.017892245184976396 -0.053756877046850136 0.032194043241736234 0.021164769077390597 0.02863372839097604 -0.040178406914684925 -0.030881025891396414 0.021742962892531196 -0.043435949381186452 0.040456439667396676 -0.024712389011033953 0.037539626383255746 0.019643171014790857 0.00052008044719008208 0.032525639890421246 -0.064652751496933572 -0.0576836106644735 0.0018559333636607531 0.037410142100620006 -0.040519278851271864
leaf_weight=141.11354105625651 2.4347419623518345 2.596565103624016 3.1145340622169897 2.0250635784468605 0.98812880134209891 3.8445968469604841 3.0152713572606435 1.0512230101739981 1.6096766573027705 1.844043762306683 0.44839825469534822 0.60496819752734154 1.3049843775224861 1.6684683262137698 0.4844331071199125 1.5849412223797115 2.1659356476739111 2.8950378699228159 3.7710098233073932 4.0428069609333743 1.978611192476819 1.4176276609687195 3.7451615849422524 2.0248277466744184 2.6490842932835248 0.75957768782973545 0.67923594312742608 15.745735412514476 0.96034687757492099 1.4418111197519463
leaf_count=1373 40 18 110 54 44 37 23 22 56 24 14 37 11 20 94 146 21 37 44 34 29 27 37 19 14 11 17 426 3 58
internal_value=0.000549886 -0.00179341 -0.0207356 0.000928854 -0.00107245 0.017189 0.00162297 0.00115099 -0.0239942 -0.00281861 0.0127714 -0.0232572 0.00106715 -0.0143231 -0.00387832 -0.0240697 0.00266283 0.00179244 0.00039672 0.00467285 0.0192727 -0.0137299 0.00431021 -0.0280795 -0.00180866 0.0013662 -0.00343719 -0.000606257 0.00804306 -0.00936426
internal_weight=214.01 67.2207 8.44669 58.774 52.3328 6.44116 146.79 143.774 2.6609 5.33215 2.89741 1.05337 50.3078 4.72597 3.73784 2.06937 45.5818 44.2768 41.3818 31.7661 9.76658 9.61562 5.72377 5.79584 21.9996 19.8336 17.1845 16.425 3.81979 2.40216
internal_count=2900 1426 225 1201 1146 55 1474 1451 78 115 75 51 1092 304 260 240 788 777 740 589 100 151 66 63 489 468 454 443 88 61
is_linear=0
shrinkage=0.0461948


Tree=599
num_leaves=31
num_cat=0
split_feature=0 2 2 4 3 2 2 4 3 2 0 2 2 2 4 2 2 4 4 4 4 3 3 3 0 1 2 4 3 2
split_gain=0.238658 0.290076 0.439252 0.55903 0.357495 0.270524 0.227467 1.17555 0.399976 0.275213 0.921357 0.656919 0.60384 0.742409 1.31149 1.2052 0.676136 1.7932 1.90142 1.58829 0.680385 0.583085 0.872384 0.560809 0.549284 0.52492 0.482664 1.56343 1.01165 1.23305
threshold=113.28087178455002 -0.012769999999999998 -0.088099999999999998 46.177190236600005 -0.24523500000000001 0.68694500000000025 0.27148500000000009 38.938637541200009 0.094415000000000013 0.20327000000000003 89.99344745865001 0.15675000000000003 0.12812000000000004 0.090855000000000033 38.175120519550006 0.06041500000000001 1.0000000180025095e-35 36.514114975300011 39.344049039350004 41.028010303750008 48.680511450650009 0.12746000000000005 0.25847000000000003 -0.1444 88.232507383150008 59.124571204850007 -0.062629999999999991 41.028010303750008 0.10500500000000003 -0.011399999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 3 4 -2 6 9 8 -8 11 -11 12 13 15 -15 16 21 -18 -19 -20 23 26 -23 -21 -13 -16 -1 -28 29 -29
right_child=1 -3 -4 -5 -6 -7 7 -9 -10 10 -12 24 -14 14 25 -17 17 18 19 20 -22 22 -24 -25 -26 -27 27 28 -30 -31
leaf_value=0.00026590732973811617 0.03412071369025365 -0.047740921402046589 0.021634089146399162 -0.050005204626535682 -0.047260174027627423 0.015297033375732676 -0.015921595390192913 -0.055509003097172056 0.019353671617836129 0.033650937732185499 -0.00017250910373188788 -0.033942883157213999 0.026277604857569619 0.014028536976653572 0.0016169281568780272 0.027861490976670011 0.031769471347432438 -0.082231899109917864 0.014015553952756487 0.0023426948829156176 0.012871808072010868 -0.033797828152786723 -5.2676280364392775e-05 -0.057067439607231998 -0.003009623859200073 -0.054773156197776028 0.014238875873918221 0.0059410117518251754 -0.036313697168894245 -0.035256697087039615
leaf_weight=133.63429709291086 0.3946522017067764 0.42382618276314943 0.722578042834357 0.68792732193833217 0.1538881918277184 2.5533302663825443 1.1566033351118674 0.90402584528783325 1.5333384792320428 2.2294935521204007 6.3759771652403288 2.0538132004439822 1.8792700127814885 1.3673739280202419 0.42660156032070551 3.330815060529857 1.4857848456740601 0.95972739631542925 2.4104928360902704 0.39463669795077327 0.475462479982525 2.4298520417651153 4.4474024093942717 1.8709827605925968 2.7592703701448045 1.6411790891143025 20.235358474979876 9.3237412262242252 1.911730539985 1.7735688202083117
leaf_count=1608 24 100 38 45 97 33 36 33 15 21 74 26 20 13 6 31 21 20 21 47 7 32 53 69 27 71 151 114 27 20
internal_value=0.000483542 -0.0137684 -0.00641874 -0.0228125 0.01129 0.000645596 0.000464881 -0.0108295 0.00418625 0.000664429 0.00859042 0.000314312 0.000732892 0.000477706 -0.0203835 0.000865728 0.000369911 -0.012855 -0.0237042 -0.0128006 -0.0363826 0.000948142 -0.0119754 -0.0467191 -0.0162093 -0.0431394 0.00148074 0.00636405 -0.00588512 -0.000643194
internal_weight=211.947 2.38287 1.95905 1.23647 0.54854 209.564 207.011 3.59397 2.68994 203.417 8.60547 194.811 189.998 188.119 3.43515 184.684 181.353 7.59709 6.1113 5.15157 2.74108 173.756 6.87725 2.26562 4.81308 2.06778 166.879 33.2444 13.009 11.0973
internal_count=2900 304 204 166 121 2596 2563 84 51 2479 95 2384 2331 2311 90 2221 2190 185 164 144 123 2005 85 116 53 77 1920 312 161 134
is_linear=0
shrinkage=0.045289


Tree=600
num_leaves=31
num_cat=0
split_feature=1 0 3 1 1 2 4 4 1 1 1 3 4 1 0 4 0 1 3 3 3 1 3 1 0 0 4 4 2 0
split_gain=0.224497 1.40704 1.9675 0.694594 2.46103 0.674722 0.621681 0.858185 0.755695 0.586423 0.724055 1.13339 0.530171 0.829557 0.744912 0.687616 0.512277 1.02917 0.771197 0.995293 0.840634 0.73119 1.94848 1.4941 1.15013 2.87827 0.75335 1.59224 0.70937 0.798422
threshold=71.090898343450007 96.055920542800024 0.082775000000000029 72.953999827850012 74.986474174450009 -0.096499999999999989 43.968221017800005 45.90502654165001 74.188002109750016 70.865067860500019 70.343506983200015 0.08494500000000002 38.238138001450004 77.52437864960001 101.23657936015002 33.151194885250007 87.568458224950021 64.434276012450013 0.12064000000000002 0.11112000000000002 0.25847000000000003 66.318885161900013 0.090640000000000012 66.697957758300021 92.031298721500022 90.337570099350003 36.372781240150012 38.771633980050005 -0.56818499999999994 86.866770652900016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=9 2 6 5 -5 -3 -2 -8 -9 10 16 -12 13 -6 -15 -16 18 -18 19 28 -20 22 -19 -23 25 -25 -26 -28 -1 -30
right_child=1 3 -4 4 12 -7 7 8 -10 -11 11 -13 -14 14 15 -17 17 21 20 -21 -22 23 -24 24 26 -27 27 -29 29 -31
leaf_value=0.030736786210803738 -0.021928505449873365 0.036587104882587235 -0.055074096680181719 -0.058026169243272932 -0.057825391080222513 0.0031039893209284853 0.033841886026831178 0.033123694311140421 -0.057114495256399556 0.023600872401599863 0.014607817969968214 -0.05406797184298559 0.002647215814455716 0.020540257007531103 0.02764300772187572 -0.041702179607531864 0.01705293139927512 -0.035258010993640114 -0.045624509976416872 0.026899145857806912 -0.0045396075675993176 0.032214560748804008 0.0086715777601285206 0.027824629110957757 0.026196550004855049 -0.049589724442536433 -0.022636213523988077 0.011251672024738616 0.0001692000915344041 -0.017512508156680675
leaf_weight=1.7477267775684584 2.3839820094872257 2.5069147064350545 2.8351837630325463 1.833437414432409 0.91602082003373553 3.7640611766837528 1.7684726098086687 0.36583930021151878 0.63441771920770407 2.9592643035575739 1.0241628491785371 1.4536588929477146 44.295916571289126 1.6249762828228997 0.4692593520230729 1.5014483903669313 14.020540080964564 4.4194838469848019 1.9222312488127489 3.3975698286667457 3.5351827908307314 4.3931761458516148 5.8874915614724159 1.9220019895583416 3.7523698890581754 3.2002314431592822 4.8834095112979439 11.948876771610228 68.148588381824084 7.045270070899277
leaf_count=10 40 18 110 54 44 37 24 10 41 23 22 56 788 20 94 146 92 48 35 27 30 33 34 14 23 47 36 104 789 51
internal_value=0.000479202 -0.00196682 -0.021619 0.000791469 -0.00115243 0.0164894 -0.00321097 0.0129055 -0.0241103 0.00156904 0.00111215 -0.0256821 0.000984008 -0.0153454 -0.00452334 -0.0251899 0.00158562 0.00538017 -0.000821566 0.000414015 -0.0190107 0.00132993 -0.0101648 0.00526599 0.00066062 -0.0205417 0.00593656 0.00142007 -0.000755509 -0.00148748
internal_weight=210.561 64.8999 7.9879 56.912 50.6411 6.27098 5.15271 2.76873 1.00026 145.661 142.702 2.47782 48.8076 4.5117 3.59568 1.97071 140.224 54.4276 85.7966 80.3392 5.45741 40.407 10.307 30.1001 25.7069 5.12223 20.5847 16.8323 76.9416 75.1939
internal_count=2900 1426 225 1201 1146 55 115 75 51 1474 1451 78 1092 304 260 240 1373 431 942 877 65 339 82 257 224 61 163 140 850 840
is_linear=0
shrinkage=0.0500028


Tree=601
num_leaves=31
num_cat=0
split_feature=4 3 2 4 1 0 0 0 4 4 4 2 4 1 4 2 1 1 2 0 1 3 3 1 0 3 2 4 1 4
split_gain=0.253807 0.949052 0.972442 0.42595 0.731073 1.65398 1.25263 0.835928 1.01635 0.647459 1.10969 1.85806 1.48913 1.39442 0.553439 0.785324 0.414188 1.72998 1.58297 1.39522 1.17946 0.595241 0.704819 0.519723 0.436116 0.519461 0.350306 0.336641 0.532517 0.310567
threshold=32.785955158400007 0.088500000000000023 -0.10710499999999999 35.461062230100005 65.727424373200009 92.031298721500022 89.528344202050008 98.327667663000014 33.151194885250007 37.020641110850008 36.514114975300011 -0.081169999999999992 36.372781240150012 69.64719632740001 37.360990606650006 0.18145000000000003 61.614083433650009 58.549241164900003 -0.23557500000000001 76.591483678350016 61.409760615700009 -0.27223499999999995 -0.54481999999999997 61.767325547050007 71.340924949550015 -0.25095999999999996 -0.092624999999999999 48.919835655300012 55.855406118200008 41.24714903835001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 6 -6 -2 -7 -9 10 12 -12 13 -5 15 -11 17 18 -16 24 -19 22 -18 -23 25 -20 -3 28 -27 -25
right_child=3 26 -4 9 5 7 -8 8 -10 14 11 -13 -14 -15 16 -17 21 20 19 -21 -22 23 -24 29 -26 27 -28 -29 -30 -31
leaf_value=-0.048284408709493076 0.0020551214363822459 -0.017119583413734915 0.029625446667245765 0.0039091284107636006 -0.044174447461923477 0.026717429849345258 0.05032193000071649 0.043920128851564828 -0.048826168684076542 -0.0017999574729913679 -0.068208234467421885 -0.0049449880798813975 0.037289386749049289 -0.052338429830048737 -0.054887259016307047 0.046287235148598796 0.009320732348517222 -0.058009865745321798 -0.022697306964038006 0.03908353351723174 -0.0055973468168749596 0.022150641551316713 -0.052102503706475851 0.0032413074411977174 -0.026673133590370397 0.00044379677280065853 -0.071288342331427668 -0.0040438183866490117 0.048656685756507535 -0.00071650710411069632
leaf_weight=0.45682181489246421 2.5092484457418305 0.42585779633191123 1.1706975752422288 3.0253362809307855 1.3825523443520067 2.7920830659568314 1.9676220566034315 0.35404958985600365 0.76811755171002005 1.4885981442603218 1.5593386319305862 2.4457926645991392 1.6866448769724227 1.2892529392120193 0.86702682328177516 1.3092523142695425 0.6536226503085345 1.9439534693956366 1.1132016151095725 2.3208647472783923 1.6100062234327197 2.4038485288619986 0.9260707574430842 69.976418264370295 1.2174679346499031 0.90216195191897053 0.57617264127838985 1.355550257489085 0.98065738007426262 97.086365777919127
leaf_count=72 35 22 43 30 12 18 9 7 63 42 34 26 12 54 56 6 17 51 34 21 12 12 39 728 30 44 31 13 4 1323
internal_value=0.000389735 -0.0135916 0.00775725 0.000568261 0.00979579 -0.00159163 0.0232688 0.0134491 -0.0195642 0.000108503 -0.011114 -0.0295756 0.0012069 -0.0128983 0.000711747 0.0207024 0.000406709 -0.00761662 0.00319893 0.00958206 -0.0342661 0.00098418 -0.0266877 0.00124213 -0.00271251 0.00399112 -0.0482669 0.0131654 0.0255552 0.000941275
internal_weight=208.565 2.62955 1.62752 205.935 9.77367 5.2968 4.47687 3.91425 1.12217 196.161 10.0064 4.00513 6.00123 4.31459 186.155 2.79785 183.357 12.3109 8.75693 7.8899 3.55396 171.046 1.57969 169.467 5.56904 4.35157 1.00203 3.23837 1.88282 167.063
internal_count=2900 168 115 2732 144 100 44 88 70 2588 156 60 96 84 2432 48 2384 265 202 146 63 2119 56 2063 125 95 53 61 48 2051
is_linear=0
shrinkage=0.045289


Tree=602
num_leaves=31
num_cat=0
split_feature=1 3 0 0 3 4 0 4 4 0 1 0 0 1 4 4 0 4 2 2 3 2 4 2 2 3 1 3 3 2
split_gain=1.12782 1.59931 1.36792 1.39697 1.16787 1.16261 1.70368 1.60218 1.96044 1.25699 1.22646 1.76079 1.82396 1.80036 1.72748 1.65112 1.01632 1.53742 2.21722 1.67413 1.2522 1.60934 0.866878 0.855069 1.85384 3.54897 1.40502 1.21414 1.42388 1.05187
threshold=69.873026810350026 0.25847000000000003 87.181320254150009 86.866770652900016 0.21240500000000004 43.45354240915001 91.410264893400026 43.124157941850008 42.674081447500008 95.762878606550018 64.654729579150015 93.262612545250008 90.837623311600012 65.966697146800016 40.12915366295001 36.514114975300011 94.614906984850009 38.771633980050005 -1.0000000180025095e-35 -0.060760000000000002 -0.16319499999999998 -0.10965999999999999 37.360990606650006 0.22542000000000004 0.06041500000000001 0.07797500000000003 78.349735295650007 0.08079500000000002 0.10098000000000003 -0.0039949999999999994
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 -1 16 7 -7 8 10 -8 -4 12 13 15 -14 -12 17 22 19 20 -19 -22 -2 24 29 -26 -25 -28 -29 -18
right_child=1 -3 5 -5 -6 6 9 -9 -10 -11 11 -13 14 -15 -16 -17 23 18 -20 -21 21 -23 -24 26 25 -27 27 28 -30 -31
leaf_value=0.00010711931745669803 -0.00084895545374812998 -0.0022633839056543552 0.00099460667052191478 -0.0011509450274708663 0.00171144045570972 0.000488201492445783 -0.0023283517784954103 0.0017581916452486164 -0.00096157056269890876 0.00028988892274065935 0.00062380372096670531 0.0011902719178730511 -2.7938025892232588e-05 0.001192521951644586 -0.001887855732467712 -0.0010814545529694119 2.8792382038079406e-05 0.0013381692566643599 -0.0024379292992181352 0.0016250233122392474 0.0001023285416737294 -0.0026889606743862142 -0.002699724256611238 -0.0025112575066613286 -0.0018980693067729949 0.0014389627018322241 0.00060024512274107404 -0.0024374288698067615 0.00057038116907475584 -0.001012632450592778
leaf_weight=91.721334450296126 2.534151613013818 1.2475350192544272 15.726569727063177 3.5238075396046034 1.4598436302039761 4.4555532429367295 2.0021476936526601 3.8188934549689284 3.561613503843545 1.0881001050584016 4.9765798375010579 7.0438794661313286 5.7621252704411727 7.262685425579547 2.8793008867651224 3.8889404758810997 65.624191836592203 1.2101148483343411 1.3101483341306437 2.5096798003651202 2.0284187335055313 1.3050949391908955 1.5794328897027297 1.2623755983076979 1.457122158841228 7.7015420891402755 3.0974193867878057 1.5106313048745508 1.009458382730372 3.953417205877499
leaf_count=883 29 38 84 24 15 28 48 16 27 10 25 34 34 38 28 22 987 12 51 16 50 22 26 22 30 85 62 40 13 101
internal_value=0.000104921 -5.70773e-05 0.000208461 6.05744e-05 -2.94293e-05 0.000433951 -0.000287719 0.000533104 0.000441552 -0.00140645 0.000546671 0.000325241 7.92471e-05 0.00046872 -0.000647658 -0.000124223 -5.53373e-05 -0.000578152 -9.54397e-05 0.000339676 -0.000370287 -0.000990482 -0.00155957 2.08537e-05 7.87773e-05 0.000908049 -0.000642048 -0.000221997 -0.00123261 -3.03816e-05
internal_weight=258.512 100.801 157.712 95.2451 99.553 62.4664 7.5458 54.9206 51.1017 3.09025 47.5401 31.8135 24.7696 16.1282 8.64143 8.86552 98.0932 12.477 8.36346 7.05331 4.54363 3.33351 4.11358 85.6162 78.7363 9.15866 6.87988 5.61751 2.52009 69.5776
internal_count=2900 1599 1301 907 1561 394 86 308 292 58 265 181 147 85 62 47 1546 206 151 100 84 72 55 1340 1203 115 137 115 53 1088
is_linear=0
shrinkage=0.00196078


Tree=603
num_leaves=31
num_cat=0
split_feature=1 2 0 4 4 3 0 4 1 0 1 4 4 0 2 0 3 0 4 2 0 2 3 3 4 2 2 4 4 2
split_gain=0.228035 0.424 0.397631 0.486611 0.21466 0.809789 0.881958 0.355045 0.622324 1.34591 0.738792 0.548995 0.974142 0.987986 1.7063 0.666239 0.603582 0.506782 0.497867 1.53582 1.67603 0.486521 0.453842 0.433798 0.346065 2.46109 1.04503 0.850945 0.840659 0.563437
threshold=89.912793714750009 -0.088944999999999996 122.45926784190002 45.027406014450008 32.785955158400007 0.088500000000000023 92.851278451300018 35.461062230100005 65.727424373200009 92.031298721500022 72.026481772850005 37.020641110850008 36.82350895510001 89.738043936200015 -0.033594999999999993 91.144107538500023 0.090865000000000015 88.76213363490001 37.737818700150008 0.18145000000000003 90.837623311600012 -0.117115 -0.087385000000000004 0.099425000000000027 38.703421923500009 -0.10710499999999999 -0.10098 38.386256906100009 38.175120519550006 -0.11600999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 -3 5 6 -1 8 17 -10 -11 12 13 -9 15 -15 -17 -6 19 20 -13 -12 -22 -23 25 28 -27 -28 -20 -26
right_child=1 2 -4 -5 7 -7 -8 11 9 10 21 18 -14 14 -16 16 -18 -19 24 -21 22 23 -24 -25 29 26 27 -29 -30 -31
leaf_value=-0.052127138162934177 -0.050602450955493816 -0.050147485401374703 -0.050834784472365772 0.029342181303913709 0.0057053090176273635 -0.048722578849481543 0.031100466896960215 0.025089854665732103 -0.042641838131693956 0.035930426729444714 0.023342793046724902 0.02890314571294314 -0.038238600439054804 -0.084640474494315054 0.015212904587882121 -0.0610731361842504 -0.0065955910740266828 0.039359626104769216 -0.020404859061978593 0.051262683568475638 -0.0046059612999865473 -0.057717659982871108 -0.051479503456820112 0.0019333027930163338 0.0051364845613681475 0.042239531411089312 0.0082891679971700011 -0.029064458201753286 -0.074555412009570984 -0.00096040885429483046
leaf_weight=0.42061154122347888 0.59800699153129278 0.2352847162674141 0.30536589739494946 0.86727199354209006 2.0060440145316516 0.97096489111572726 1.1227902780374277 2.2277381003368628 1.3929196931421755 1.843532817438245 0.74945362427388307 2.1115130735561243 2.385290217527654 0.6389283370226625 2.5107149633113295 0.79022672970313612 1.2811227483325636 2.3175840377807617 1.3459113425924436 1.899547293782234 0.8170979938004167 0.57316898826684315 1.2647982838388998 0.59934075469209347 53.76172190575744 1.5038537438958872 4.9425251286593257 2.0834379261359572 1.411539946682751 112.96830425864027
leaf_count=47 184 87 75 14 31 41 39 25 12 11 17 21 24 6 24 31 33 13 22 9 14 27 38 14 702 7 61 27 22 1222
internal_value=0.00042864 -0.0160201 -0.00133139 0.0123792 0.000588856 -0.0136471 0.00841908 0.000764814 0.0100271 -0.00147073 0.0137591 0.000311974 -0.0109733 -0.00224222 -0.0139045 -0.0408779 -0.027379 0.023745 0.000914764 0.0146941 -0.00187087 -0.00750739 -0.0330827 -0.0272264 0.000443142 -0.00786404 0.00515105 -0.00278746 -0.0481245 0.00100552
internal_weight=207.947 2.00593 1.40792 1.10256 205.941 2.51437 1.5434 203.426 9.48204 5.15842 3.7655 193.944 9.83402 7.44873 5.22099 2.71028 2.07135 4.32363 184.11 6.09296 4.19341 1.92196 2.0819 1.17251 178.017 11.2873 8.52982 7.02596 2.75745 166.73
internal_count=2900 360 176 101 2540 127 86 2413 125 81 69 2288 143 119 94 70 64 44 2145 82 73 58 52 41 2063 139 95 88 44 1924
is_linear=0
shrinkage=0.0490223


Tree=604
num_leaves=31
num_cat=0
split_feature=4 4 2 3 0 0 0 4 4 2 4 2 1 4 3 3 2 2 1 1 0 0 4 1 4 1 0 4 4 4
split_gain=0.211516 0.828054 0.902392 0.384156 0.399872 0.829566 0.324679 0.322261 0.465623 1.13033 1.17918 0.592838 0.494897 1.27483 0.597513 0.561369 0.551574 0.525133 0.44161 0.525106 1.58307 0.480472 1.44223 0.724532 0.440925 0.71954 0.428074 1.44384 0.916715 0.89128
threshold=49.275256100300005 49.49736495185001 -0.15726999999999999 0.079095000000000013 85.57362229215002 110.50907145210002 119.78425200215001 48.680511450650009 45.90502654165001 -0.23378499999999999 47.001379125850008 -0.59681499999999998 83.715897724050009 44.710446918150005 -0.22253999999999999 -0.52484999999999993 0.20981000000000005 0.68694500000000025 82.987325570650015 81.524804347700012 104.62941352080001 102.84427732220001 40.922041107600009 80.677940036650014 40.580626202750004 78.962703749400006 98.201310130900012 40.259171735100004 42.467547400400008 39.211875820650008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 -2 3 4 -3 -6 -4 8 12 11 -11 -10 15 14 -14 -1 -16 18 19 21 -21 23 24 26 25 -23 -17 29 -29 -28
right_child=1 2 6 -5 5 -7 -8 -9 9 10 -12 -13 13 -15 16 17 -18 -19 -20 20 -22 22 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.037820749388218146 -0.063126033537510645 0.023126558345811829 -0.0555087671743663 0.032065419093352712 -0.057747012146215096 0.022665864113724777 0.0074929963048151593 0.012674833415441992 0.0062559846958035277 -0.039308426155522568 0.015659661181779118 -0.064967996643511855 0.0086794869114977385 0.043558463816694031 -0.056582608662733569 0.0018874802695112286 0.0068955012174246131 0.02866209599295046 0.024594021895986688 -0.059641652712555546 0.026398697722618329 0.034731874923693971 -0.062645173558223896 0.025254110865902492 0.037579149436847953 -0.058945278993945874 -0.017576074771366957 0.01269175487692448 -0.025337622518588114 -0.070575780718190775
leaf_weight=1.0298357388819557 0.71223628465668198 1.0243341624736793 0.98347350792027988 1.4595285268733276 0.77313249604776479 0.67803625483065844 0.30075949872843921 6.1460946202278128 0.42744270409457374 1.5551362636615511 3.7453992578084581 1.4296269988990387 0.77821257270989042 0.77903319732286025 2.0323315624555103 155.22589874381083 0.47563249773884297 1.9776268824934948 2.2379506388679138 1.4302877054433332 1.0398979366291312 0.43732007060316325 1.2798576871864495 3.5671369712799779 0.88974803686141968 0.48906980894389562 2.9208801122149444 7.3332639709115011 2.3588924815412611 1.2871167119592426
leaf_count=62 22 6 97 18 36 13 27 56 7 36 56 66 56 10 319 1567 41 23 21 47 28 13 22 25 4 27 73 59 36 27
internal_value=0.000419917 -0.00945571 -0.0021317 0.0104731 -0.00225752 -0.0201753 -0.0407541 0.000711529 0.000333937 -0.0129491 -0.000467552 -0.0485743 0.000840812 -0.0174719 -0.03194 0.0012465 -0.0445441 0.00146698 0.00116902 0.000874927 -0.0234204 0.00121632 -0.0195027 0.00158777 0.0109004 -0.0147232 0.00108861 -0.00783255 0.0034361 -0.0337873
internal_weight=206.805 5.9315 5.21926 3.93503 2.4755 1.45117 1.28423 200.874 194.728 7.15761 5.30054 1.85707 187.57 4.06521 3.28618 183.505 2.50796 182.475 180.497 178.259 2.47019 175.789 3.096 172.693 1.81614 0.92639 169.126 13.9002 9.69216 4.208
internal_count=2900 219 197 73 55 49 124 2681 2625 165 92 73 2460 426 416 2034 360 1972 1949 1928 75 1853 66 1787 44 40 1762 195 95 100
is_linear=0
shrinkage=0.0530633


Tree=605
num_leaves=31
num_cat=0
split_feature=0 1 0 0 1 3 3 2 4 3 3 3 1 1 1 1 3 0 4 0 0 0 4 2 3 1 0 2 1 1
split_gain=0.206536 0.316191 0.36824 0.218275 0.557304 0.700678 1.18126 0.537309 0.508875 0.912428 1.04211 1.51904 0.810674 0.807101 0.913666 0.951614 0.642592 1.02801 0.497672 0.6886 0.484007 0.502347 1.72372 1.54975 0.914997 0.526856 0.559101 1.42266 0.465824 2.46151
threshold=114.06859001680002 89.264875305300009 122.45926784190002 85.716110573100011 61.993156030000002 0.10332500000000001 -0.17732499999999998 -0.54972999999999994 35.131296350900008 0.10236000000000002 0.10045500000000003 0.096085000000000018 61.960894532450006 61.917879202350001 61.614083433650009 58.549241164900003 0.10332500000000001 83.680947768350009 39.468990633150007 76.591483678350016 85.807518149550006 86.001087134900004 39.468990633150007 -0.101965 0.094415000000000013 61.885617704800005 86.232294534150014 -0.048664999999999993 62.079186690200011 62.095317438950012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 8 6 -6 -8 16 10 11 12 13 14 15 18 17 -1 -10 -20 -5 22 -22 -24 -25 -23 27 -27 -28 -30
right_child=1 2 -4 20 5 -7 7 -9 9 -11 -12 -13 -14 -15 -16 -17 -18 -19 19 -21 21 25 23 24 -26 26 28 -29 29 -31
leaf_value=-0.057000032602839694 -0.05483636142904736 0.0083224687855960686 -0.051432665748970763 0.013223961304359422 0.0084300376546146919 0.011852101428788127 0.0084246948604767766 -0.055000879375783678 -0.03064993035770365 -0.029042125296214326 0.040076400044147399 -0.049908714996801856 0.030705040566238937 -0.033576331661019046 0.023543308896136428 -0.045109808653947578 0.053262452594674999 0.053866893138952279 -0.0035734122104318288 0.031900857316641405 0.0331535345267659 -0.026704194253889962 0.016269673784552515 -0.021388897490238198 -0.068583490172309941 0.026031045093731633 0.009537986498040019 -0.013054989925899464 -0.04431142529722485 0.00086775994158020775
leaf_weight=0.45885519866715785 0.41237074476521129 1.1329538550508003 0.33382680852446345 7.9763647355139247 1.5007276729447765 1.5325303989229722 0.38639615476131428 2.4604481521819248 1.1056611766107503 2.7692895210348061 1.6159675195813168 1.5075437128543843 2.2106258946005246 1.75672679231502 3.7171010337769976 1.3180335860233743 0.96623890846967697 0.38420894742012024 5.4322985978360521 1.8286897991783915 1.655422806739806 1.6714506880380202 1.6698070820420969 2.5274199778214106 1.7303109162021426 6.8440438937395811 13.564773038029669 3.528849240858106 3.0878280475735655 128.14754506153986
leaf_count=47 33 120 129 41 23 22 4 112 27 30 9 13 13 26 25 38 7 2 163 19 8 17 12 27 28 36 85 31 20 1733
internal_value=0.000348322 -0.0161528 -0.00527729 0.000500805 -0.00336556 -0.0172202 -0.0274683 -0.0463923 -0.000116141 -0.0021029 0.00153756 -0.00176162 0.00241728 -0.00170804 0.00246931 -0.00561916 0.0254273 -0.00647474 0.000601972 0.00536083 0.00119493 0.000611397 -0.0119583 -0.024557 -0.0405684 0.0012191 0.00151988 0.012734 0.000716545 -0.000195258
internal_weight=205.234 1.87915 1.46678 203.355 30.9513 5.8801 4.34757 2.84684 25.0712 23.2619 20.4926 18.8767 17.3691 15.1585 13.4018 9.68468 1.8093 0.843064 8.36665 7.26099 172.404 164.427 7.58296 5.92754 4.25773 156.844 155.173 10.3729 144.8 131.235
internal_count=2900 282 249 2618 580 161 139 116 419 363 333 324 311 298 272 247 56 49 209 182 2038 1997 75 67 55 1922 1905 67 1838 1753
is_linear=0
shrinkage=0.0500028


Tree=606
num_leaves=31
num_cat=0
split_feature=1 2 2 1 2 1 4 2 3 2 2 4 1 4 2 0 2 2 2 4 2 0 0 2 1 0 3 3 2 2
split_gain=0.192605 0.382892 0.335081 0.216093 0.935549 0.79688 0.650817 0.817042 0.628884 0.307647 0.279006 1.13838 0.686489 0.745228 0.413719 0.680991 0.599155 0.592413 0.603955 1.08169 1.06956 0.513498 0.50153 0.50054 1.59159 2.06623 0.423804 0.617311 0.44944 1.14948
threshold=89.912793714750009 -0.088944999999999996 -0.022239999999999999 86.858705278550005 -0.156745 87.184008712350007 49.275256100300005 -0.23557500000000001 -0.23958499999999999 0.68694500000000025 0.25677000000000011 40.08085804200001 69.276189105400007 37.962710038050005 0.20327000000000003 91.625341543800019 0.15675000000000003 0.12812000000000004 0.090855000000000033 38.175120519550006 0.06041500000000001 83.011521693850014 88.232507383150008 1.0000000180025095e-35 71.429644067900014 86.001087134900004 0.12746000000000005 0.25847000000000003 -0.59309999999999985 -0.5169149999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 6 -5 -6 9 -8 -9 10 14 12 -12 -14 16 -16 17 18 20 -20 23 -21 -18 26 25 -25 28 -28 -1 -30
right_child=1 2 -4 4 5 -7 7 8 -10 -11 11 -13 13 -15 15 -17 22 -19 19 21 -22 -23 -24 24 -26 -27 27 -29 29 -31
leaf_value=0.01341165892077412 -0.053641813570769234 0.012763163854765757 -0.05303714964166157 0.033200804878355292 0.039076601950316238 -0.042406518885060182 0.021056726537170507 -0.0055520248650022634 -0.060080965519162761 0.019431362159177241 0.016836361416681912 -0.053687056406280846 0.0033722366096290797 -0.062515552086133006 0.040640246767095801 0.00083028115218158579 -0.037691467237501455 0.030812195011927435 0.015912431996610927 0.0036304459211683373 0.031053229237506759 -0.061607133203901349 -0.0032999836109376349 -0.069799452618961894 -0.062403639738638154 0.014012574676907532 -0.033627722558929006 -0.00027744313298610031 -0.027273169651843794 0.0016136789734883994
leaf_weight=8.1506113062641798 0.53236141714842222 0.99831954807086731 0.26506236705608788 2.3669413740863097 0.45898471912369032 1.1112590857301254 0.84554281318560276 0.94907047692686375 1.4422823982313262 2.3252840591594568 2.9511857796460381 1.3025059706415048 1.1590390363417098 0.77539804857224215 1.8435453299898643 3.1498179389163852 2.0048922519199541 1.7664337689056981 1.2200656221248203 0.42076921043917526 3.1346861696802071 1.458050040004309 2.683723779860884 0.96490797409205598 1.420601796118717 4.5496831219643354 2.3090268858359186 4.298131977498997 3.8278025528707067 143.139436500991
leaf_count=81 184 66 110 41 5 64 14 12 97 30 24 38 33 22 19 30 26 18 10 6 31 70 25 81 52 39 31 51 97 1493
internal_value=0.0003267 -0.0166356 -0.00104199 0.00047747 0.0125458 -0.0185889 0.000237605 -0.0228981 -0.0384397 0.000621929 0.000394759 -0.0104727 0.00104825 -0.0230382 0.000755649 0.0155281 0.000348897 0.000836043 0.000533283 -0.0222288 0.000943872 -0.0469969 -0.0180061 0.000384265 -0.0133014 -0.000652319 0.000971144 -0.0119325 0.00152077 0.000861313
internal_weight=203.825 1.79574 1.26338 202.03 3.93719 1.57024 198.092 3.2369 2.39135 194.856 192.53 6.18813 4.88562 1.93444 186.342 4.99336 181.349 176.66 174.894 3.09888 171.795 1.87882 4.68862 168.66 6.93519 5.51459 161.725 6.60716 155.118 146.967
internal_count=2900 360 176 2540 110 69 2430 123 109 2307 2277 117 79 55 2160 49 2111 2060 2042 86 1956 76 51 1925 172 120 1753 82 1671 1590
is_linear=0
shrinkage=0.0520229


Tree=607
num_leaves=31
num_cat=0
split_feature=2 2 2 1 2 3 1 2 2 1 3 3 2 1 0 1 3 0 0 4 3 2 0 1 4 0 1 1 1 3
split_gain=0.287855 0.604599 0.450609 0.82836 0.667474 1.31725 0.958246 0.816753 0.353522 1.35131 0.323318 1.27177 1.17606 0.805746 1.63317 1.25498 0.973996 1.21841 0.924179 0.912898 0.588815 2.08401 1.48239 2.03455 1.62832 1.01634 1.48096 1.1199 0.924838 1.78719
threshold=-0.68276999999999999 -0.62958999999999998 -0.59309999999999985 78.285212300550015 -0.50001499999999999 0.098200000000000023 75.551050381850018 -0.58180999999999994 -0.26138499999999998 62.305017173150013 0.10500500000000003 0.10661000000000002 0.20327000000000003 61.966271448700006 86.280686780500005 64.071334164850015 0.23821500000000004 93.910530954700008 99.515966156650009 37.797539186950011 0.093295000000000031 -0.24103499999999997 97.483491810050012 78.677727187550019 41.24714903835001 87.181320254150009 61.971648364950006 62.55235532115001 62.55235532115001 0.08784500000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 -3 5 6 7 -4 9 -6 20 -12 13 -13 -15 -16 17 -17 -19 -20 21 -10 24 -24 -22 26 -26 -27 29 -23
right_child=1 2 4 -5 8 -7 -8 -9 10 -11 11 12 -14 14 15 16 -18 18 19 -21 22 28 23 -25 25 27 -28 -29 -30 -31
leaf_value=0.029342084225361713 -0.025289086699292827 0.00063364545858622873 0.03009609229594069 0.038443725598054049 0.043618868683446464 -0.0810693423316661 -0.054855674961982334 -0.019093851225805158 -0.044389426485520717 -0.013879264584668221 -0.039186372330800592 0.012801678604004881 0.034539466939329896 -0.047676801822922124 0.017978680286081579 -0.051519425618913581 0.013112419525696677 0.013902003600393646 0.015510039231987786 -0.069098983714229817 0.020333862050522806 5.727883042858461e-06 -0.064559752021068798 0.0064811663590673705 -0.023073528846765883 0.0028738188188071516 0.021399529058503071 -0.04711231816522992 0.0036702731177832718 -0.022880590901860922
leaf_weight=0.81532017988501948 2.2196174017153671 4.1161551998229688 1.5533041730523112 2.1044055327911337 1.9754296757746481 0.68392321831197467 0.82133504094599619 1.6979117128066707 2.556349103440879 1.9537963161674268 2.3771898708546386 4.6171510205604198 1.9860733849636734 2.3990577226504675 4.2813154458999625 2.4632348148152214 2.1832667140542981 2.1012054684688342 0.48118999271900953 0.84397792230447521 17.152388430637078 37.34479654559982 1.5794407615903754 2.5058925149696734 2.6460437984205765 2.147887021303176 5.624075026018545 2.1606589125003666 76.470276377953269 10.506837038032243
leaf_count=12 37 41 11 43 19 21 58 43 135 41 30 37 25 46 28 22 39 31 19 27 119 414 28 77 23 12 39 38 1271 114
internal_value=0.000272425 0.000154834 0.000438155 0.0134247 1.98333e-05 -0.0181167 -0.0075447 0.00440719 0.000477823 0.0150281 0.000167831 -0.00517306 -0.00138703 -0.00507062 -0.0106639 -0.00347638 -0.0148547 -0.0252221 -0.00631682 -0.0383761 0.000956648 -0.000575329 0.00670459 -0.0209841 0.0105093 -0.00288759 0.00717027 -0.0221933 0.000325591 -0.00501945
internal_weight=202.37 201.554 199.335 6.22056 193.114 4.75647 4.07255 3.25122 188.358 3.92923 184.428 23.7337 21.3565 19.3704 14.7532 12.3542 8.07287 5.88961 3.42637 1.32517 160.695 126.878 33.8164 4.08533 29.7311 12.5787 8.27012 4.30855 124.322 47.8516
internal_count=2900 2888 2851 84 2767 133 112 54 2634 60 2574 304 274 249 212 166 138 99 77 46 2270 1934 336 105 231 112 62 50 1799 528
is_linear=0
shrinkage=0.0490223


Tree=608
num_leaves=31
num_cat=0
split_feature=0 0 4 4 2 3 4 0 0 0 4 4 1 3 2 0 0 0 1 1 1 3 1 3 3 4 0 3 0 2
split_gain=0.928633 1.35412 1.19717 1.50586 1.49899 1.226 1.14468 1.73607 1.58142 1.34963 1.09727 1.0844 1.1986 1.72085 1.83886 1.89849 1.44431 2.43207 1.24505 0.869087 1.05254 0.834895 1.44496 0.950459 1.05155 2.15877 0.814153 0.930959 0.858513 0.803537
threshold=93.972365491700018 86.530713386650021 44.015822920550008 43.124157941850008 -0.083330000000000001 0.080515000000000017 38.238138001450004 94.964406541850011 95.071944867050021 96.588235252600015 42.801286935650005 38.386256906100009 71.787208999250012 0.089580000000000021 -0.11131999999999999 94.832672093450014 96.249489528150022 95.429509798400019 72.187789260650007 72.953999827850012 77.52437864960001 0.11614000000000002 61.966271448700006 -0.04931 -0.101725 39.039757512550004 71.144667506050013 -0.15959999999999999 85.807518149550006 -0.068524999999999989
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 21 3 10 5 -4 7 -2 -9 -10 29 -8 13 16 -15 -16 17 -13 -14 -11 -21 23 -23 24 26 -26 27 -1 -28 -3
right_child=6 2 4 -5 -6 -7 11 8 9 19 -12 12 18 14 15 -17 -18 -19 -20 20 -22 22 -24 -25 25 -27 28 -29 -30 -31
leaf_value=-0.0025224687368517042 -0.0022704017656024343 0.00021843602755689483 -0.0015872730503151888 0.0012739247961664798 -0.0027019825904912803 0.0010486030812053009 0.0014206549694537325 0.0019690089263961212 -0.0025315307200539715 0.00063763314980419691 -0.00068606089161183748 -0.001718887000036678 0.0016353390513741883 0.001448909812382693 0.00044691630113806051 -0.0023570353383947926 -0.0026042121327476422 0.00084645089246286316 7.8284782162024098e-05 -0.0021846512157521723 -0.00022916219981714372 0.00020854475538258668 -0.0016290742176044487 0.0002112848192983712 0.0012877566707252554 -0.0023719807571109105 0.00039809653953963407 0.00086912676180222884 -0.00068506029354435183 0.00065527282181305016
leaf_weight=0.97087520197965205 1.896382275794166 35.244197697844356 1.0462989402003593 7.273324185400269 0.98761873744660889 1.7306687068194149 2.0786967150634146 1.0475503560155619 1.0907660955563176 2.7086088508367521 3.5569992437958708 3.2518831002525967 1.9594074292108405 2.675355882383883 2.3115027965977792 1.4534104475751517 1.8403983432799575 2.354458125308156 60.307984511120594 1.3267268865020012 4.3592085955460789 3.4458728497847906 2.9222278746310622 56.343452711764257 0.8267532010795543 2.1304469329188578 8.8029313224833441 0.4322209440870235 3.9030540790408841 27.861881284508854
leaf_count=76 41 196 41 40 37 15 15 5 19 16 27 63 12 15 32 28 41 17 899 58 260 25 42 445 17 63 121 25 29 180
internal_value=0.000119674 0.000208902 0.000389526 0.000443369 -0.000667937 5.54643e-05 -3.5315e-05 -0.000577229 -0.000272383 -0.000519921 0.00035275 5.07814e-05 1.33896e-05 -0.000497286 0.000230372 -0.000635524 -0.0011266 -0.000641539 0.000127282 -0.000258537 -0.000685446 3.29807e-05 -0.000634712 9.09012e-05 -0.000306539 -0.00134882 -8.80822e-05 -0.00147769 6.53699e-05 0.000411303
internal_weight=248.141 157.479 77.701 73.9364 3.76459 2.77697 90.6623 12.4292 10.5329 9.48531 66.6631 78.2331 76.1544 13.887 6.44027 3.76491 7.44674 5.60634 62.2674 8.39454 5.68594 79.7778 6.3681 73.4097 17.0663 2.9572 14.1091 1.4031 12.706 63.1061
internal_count=2900 1379 536 443 93 56 1521 399 358 353 403 1122 1107 196 75 60 121 80 911 334 318 843 67 776 331 80 251 101 150 376
is_linear=0
shrinkage=0.00192234


Tree=609
num_leaves=31
num_cat=0
split_feature=4 3 2 2 4 1 0 1 0 4 0 4 4 0 2 0 4 4 3 0 3 4 2 2 3 3 2 1 1 3
split_gain=0.212309 0.730782 0.737984 0.325033 0.289149 0.592043 0.985186 1.51776 0.780715 0.522346 0.812154 1.00532 0.83541 0.933817 0.688761 0.518542 0.876507 0.416934 1.61963 1.81841 0.481374 0.480509 0.476343 1.33143 0.869177 1.31343 0.535567 0.419278 1.21612 1.30815
threshold=32.785955158400007 0.088500000000000023 -0.10710499999999999 -0.092624999999999999 35.461062230100005 61.767325547050007 89.528344202050008 65.727424373200009 92.313586825200005 37.020641110850008 95.141844778450022 36.625813070500008 36.372781240150012 91.144107538500023 -0.14739999999999998 98.327667663000014 33.151194885250007 37.858673296900008 0.099780000000000021 90.837623311600012 -0.087385000000000004 38.052786106700005 0.22542000000000004 0.20327000000000003 0.081550000000000025 0.094415000000000013 0.26462000000000008 61.82916008405001 58.549241164900003 0.10211000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -3 5 -2 -7 -8 -9 10 11 12 13 -6 -12 -10 -17 18 19 -11 -21 -19 23 27 26 -26 -24 28 -23 -30
right_child=4 3 -4 -5 9 6 7 8 15 17 14 -13 -14 -15 -16 16 -18 21 -20 20 -22 22 24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.054925719292639168 0.044572694153096823 -0.015804099888155409 0.029439851908005767 -0.077990203056026497 -0.031639023934395334 -0.028851794493597167 0.056829005384036409 -0.042016589387328447 0.02396260361891233 0.029683227735812466 0.013334563425762553 -0.03180802993606445 0.037120469928399763 0.022337029645263337 -0.0633660961656628 0.048459097104943422 -0.055673773127985521 -0.027622612817682465 0.047495197172485598 -0.0099898056439465654 -0.054889693365323754 0.0043070143123128887 -0.022735527847057169 0.040926757088842969 -0.063762581094380516 0.0038599681238426328 0.01853542083190023 0.0012581333877633688 -0.046841649616672136 0.0074486484592983532
leaf_weight=0.37769852225028455 1.1451245546340922 0.39943702664186276 1.0916603849345838 0.52837237881249155 1.8719813439529374 1.8325426024966871 1.6711294353008268 0.99405960738658894 2.3247277177870278 2.2570013729855409 0.42105098564570642 2.5103227067156695 1.7862532846629617 1.6165504576638339 1.2803798778750204 0.32767242983391032 0.6581601343350485 1.6654731675807841 2.4365708071927656 1.2014462859369817 1.3983495178908922 8.0943033740186348 1.3133914547506713 2.2314532182645044 1.7170517323611423 1.4203779200906863 2.4169512972002849 149.21751278651573 3.4240609940607092 1.8502257158979771
leaf_count=72 12 22 43 31 25 26 9 10 17 26 26 20 11 24 50 7 63 24 23 22 49 194 21 17 47 32 39 1866 57 15
internal_value=0.000318742 -0.015071 0.00775369 -0.0512181 0.000504049 0.00964031 0.00451731 0.0147504 -0.00158528 7.38142e-05 -0.011825 -0.00470907 0.0081876 -0.00662707 -0.0443851 0.010555 -0.0210619 0.000698683 0.0128834 -0.00448075 -0.0341401 0.000186038 0.000455802 0.00101516 -0.0129682 -0.0331485 0.00400461 0.000467388 -0.00835875 -0.0277966
internal_weight=201.481 2.39717 1.46936 0.927809 199.084 8.95342 7.80829 5.97575 4.30462 190.131 9.48654 7.78511 5.27479 3.48853 1.70143 3.31056 0.985833 180.644 7.29337 4.8568 2.5998 173.351 171.685 164.818 6.86777 3.13743 3.73034 162.586 13.3686 5.27429
internal_count=2900 168 115 53 2732 144 132 106 97 2588 156 80 60 49 76 87 70 2432 120 97 71 2312 2288 2149 139 79 60 2132 266 72
is_linear=0
shrinkage=0.0520229


Tree=610
num_leaves=31
num_cat=0
split_feature=4 4 1 1 1 3 1 1 3 2 2 1 0 2 3 3 0 4 4 3 1 0 1 1 1 0 3 2 2 4
split_gain=0.193573 0.744239 0.637052 0.985675 0.83745 0.926272 0.681782 0.760733 0.516707 0.303894 0.877019 1.35102 1.94969 1.34692 1.2161 1.94328 0.995618 1.54381 1.3061 2.31076 0.991731 1.52415 0.991377 0.799458 0.789838 1.64478 0.783855 0.763971 0.728365 2.39676
threshold=33.96174662340001 34.542090938800008 68.579878449600017 69.276189105400007 65.630639880500027 0.099780000000000021 69.873026810350026 70.865067860500019 0.11467000000000002 -0.11808 -0.088099999999999998 62.197478847950002 86.036037090600004 -0.085734999999999992 0.082620000000000013 0.09660500000000001 88.76213363490001 37.797539186950011 41.21013581150001 0.088165000000000021 81.524804347700012 106.56510337475001 75.465019721650009 61.409760615700009 67.171126389250006 96.055920542800024 0.083565000000000014 -0.046474999999999995 -0.079824999999999993 41.811877919650009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 4 -4 5 -1 -5 -8 -9 -3 11 12 14 -12 -11 -16 -13 -18 22 24 23 -22 -19 -15 -20 -26 -27 -23 29 -25
right_child=1 9 3 6 -6 -7 7 8 -10 10 13 16 -14 20 15 -17 17 18 19 -21 21 27 -24 28 25 26 -28 -29 -30 -31
leaf_value=-0.053638508281706319 0.028627310093071862 0.0032290802428105014 0.053938308089896664 -0.073127355284148612 -0.086333904968171796 0.041082865452699353 0.055423034983572775 -0.03685305346817172 0.033806318805592595 0.020946056417682223 0.02157845237720616 0.030759050520993293 -0.059905688965171733 -0.026106003128531265 -0.051341090702958593 0.0051813411427474856 -0.044638240543969331 0.0016734120866543105 0.023619148081374622 -0.066215937821587356 -0.056528182396562876 -0.059274968051662963 0.041820494994099788 -0.041825461852293605 -0.059527102837446333 -0.022995039150618058 0.022632316193073335 0.012794711732423868 0.0034404971638639296 0.0034822496234203854
leaf_weight=0.5526069703628298 2.3264799205089721 57.352310953901906 0.73488400876522098 0.38761561363935504 0.53680008277297009 0.48438264057040215 0.46100039780139912 1.0170276759799888 0.3470575785386244 2.2246916773729044 7.4396799579553763 2.2251865621656206 2.6557431966066352 2.7127725087775607 2.9551789490506053 3.1333590387366712 2.1318903957108004 3.7350027556531122 2.4379169531166536 1.5844599725678561 1.9627948800334696 0.43799719486196442 2.6142840805114247 3.9888943982950869 1.3040093504823742 1.5250824215909236 2.4597313277045032 2.293190634023631 75.329403427545913 10.886170425685121
leaf_count=62 36 972 4 3 5 5 2 123 12 21 62 15 22 117 39 27 35 33 13 40 73 45 18 45 26 25 23 144 774 79
internal_value=0.000278221 0.000514521 -0.0099505 0.0037642 -0.0356371 -0.00939372 -0.0128997 -0.000108376 -0.0188755 0.000176324 -0.00111069 -0.00850304 -0.0226077 0.0010698 -0.0106924 -0.0222528 -0.000774178 -0.00471785 0.000716584 -0.0112079 -0.000493312 -0.0229176 0.0182038 0.000639515 7.21792e-05 -0.0107819 0.00516965 0.00123699 0.00144385 -0.00866746
internal_weight=200.238 195.716 4.52137 2.94759 1.57379 1.03699 2.2127 1.82509 1.36409 193.39 136.037 30.9865 10.969 105.051 8.31323 6.08854 20.0176 17.7924 15.6605 9.3112 97.6112 4.69398 6.34929 92.9172 7.72674 5.28882 3.98481 2.73119 90.2045 14.8751
internal_count=2900 2684 216 144 72 67 140 137 135 2648 1676 337 109 1339 87 66 228 213 178 127 1277 262 51 1015 87 74 48 189 898 124
is_linear=0
shrinkage=0.0500028


Tree=611
num_leaves=31
num_cat=0
split_feature=1 0 4 2 2 4 0 4 0 3 3 3 4 1 0 3 3 3 3 2 2 2 0 0 2 0 3 0 3 1
split_gain=0.189994 0.578426 1.29681 1.66626 1.19332 1.71201 1.10055 0.633548 0.529622 0.715579 0.858551 2.71592 1.76536 2.21965 0.939812 0.926334 1.4902 1.09489 0.811942 0.82583 0.757939 0.980121 0.737751 1.31963 0.868013 1.26583 1.37855 1.04824 0.680856 0.633297
threshold=69.873026810350026 94.614906984850009 38.771633980050005 1.0000000180025095e-35 -0.060760000000000002 39.468990633150007 94.157869102700019 37.360990606650006 87.29692395375001 0.12064000000000002 0.091545000000000029 0.088105000000000017 41.468518788800004 61.923256118600001 86.530713386650021 0.085765000000000022 0.083795000000000022 0.082055000000000017 0.078295000000000017 -0.088329999999999992 -0.10098 -0.077279999999999988 86.135510041400025 85.968825637350008 -0.067574999999999996 85.656964494200011 0.10045500000000003 85.694602908050015 0.25847000000000003 64.434276012450013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 2 7 4 5 -4 -7 -2 9 10 11 15 -13 -14 22 16 17 18 -1 -20 -17 -22 23 24 25 26 -12 -26 -11 -10
right_child=1 -3 3 -5 -6 6 -8 -9 29 28 14 12 13 -15 -16 20 -18 -19 19 -21 21 -23 -24 -25 27 -27 -28 -29 -30 -31
leaf_value=-0.00027739184580416042 -0.019133368057787602 -2.0676212451443851e-05 -0.068804610770628938 -0.056154798773071182 0.038298245889071526 0.027229080481202372 -0.035475993552229128 -0.060712962202266144 0.012586002934927587 -0.041296926343237381 -0.030974146382663371 -0.074316988582302401 0.027673088332028094 -0.044662721038328267 0.023470642628712395 0.033155940208552455 -0.035254092025054008 0.0187433074769131 6.0750774243517368e-05 -0.039984610162826305 -0.013695909085715009 0.022412329437819505 -0.013406392247516366 0.035503776841516795 0.0037873410425807402 0.030569246415961291 0.017925021429317303 -0.034978610201991944 -0.0055500688421384727 0.0012549539773815111
leaf_weight=18.238203693035768 1.9321971595054477 63.638789514177006 0.74474534019827876 0.9738181446737143 1.9698947658762334 2.1211636082734917 0.83142013382166613 1.3136629768996497 16.280645112507045 1.7298921777401108 2.3036312730982953 1.6430877428501833 1.4626684919930997 2.3753243203100283 5.5851468108594409 2.8307343255728483 2.8489331887103608 5.2888609524816266 1.9702434483915565 2.4849754935130468 3.1902914359234273 3.2266436077188683 4.9725116882473221 2.8537143114954224 3.638027704611889 3.8110161796212196 2.6404478847980499 2.519226117990911 3.3175656413659453 29.777597151463851
leaf_count=365 31 1388 8 51 16 47 31 27 111 35 33 28 16 39 29 12 34 33 20 23 25 30 38 14 47 21 20 28 29 271
internal_value=0.000227649 -0.00163566 -0.0120308 -0.000334448 0.00925735 -0.00621531 0.00957191 -0.0359614 0.00132375 -0.000973295 0.00017634 -0.00374998 -0.0342489 -0.0170954 0.006492 0.000420977 -0.0034253 -0.000184741 -0.00459605 -0.0222752 0.0132442 0.00446049 0.00232163 0.00672372 0.0012162 0.0105626 -0.00485893 -0.0120737 -0.0178014 0.00526025
internal_weight=198.515 73.5257 9.8869 6.64104 5.66722 3.69733 2.95258 3.24586 124.989 78.9311 73.8837 45.56 5.48108 3.83799 28.3237 40.0789 30.8312 27.9823 22.6934 4.45522 9.24767 6.41694 22.7386 17.7661 14.9123 8.7551 4.94408 6.15725 5.04746 46.0582
internal_count=2900 1599 211 153 102 86 78 58 1301 919 855 625 83 55 230 542 475 441 408 43 67 55 201 163 149 74 53 75 64 382
is_linear=0
shrinkage=0.0461948


Tree=612
num_leaves=31
num_cat=0
split_feature=4 4 1 1 2 0 4 0 0 1 2 2 2 2 3 1 3 0 1 0 2 1 4 3 4 2 0 3 4 4
split_gain=0.193244 0.740372 0.882373 2.09304 1.28198 0.83608 0.656575 0.638558 0.62506 0.856241 0.575049 0.453362 0.416233 0.412644 1.91234 0.556074 0.543197 0.449838 1.42031 1.29211 1.13967 1.3307 0.967438 0.709791 0.643759 0.613279 0.786517 0.429541 0.556385 1.14481
threshold=42.599563320500003 43.19689381845 62.132955852800002 62.106071271500007 -0.082885 89.057864029250013 43.245737185650007 94.30842275800002 97.550703263350016 76.42211081615001 -0.08725999999999999 -0.61225999999999992 0.68694500000000025 -0.23871499999999998 0.09495000000000002 74.292851976800009 0.10273500000000002 91.410264893400026 62.55235532115001 93.910530954700008 -0.088099999999999998 61.993156030000002 44.215931556700006 0.075065000000000021 51.779769178100004 -0.156745 105.70748523110002 0.090640000000000012 43.673409002000007 45.027406014450008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=12 2 3 4 10 -4 -3 -7 -9 -10 -2 -8 -1 14 15 -13 17 18 20 -19 22 -22 -15 25 27 -21 -27 28 -25 -30
right_child=1 6 5 -5 -6 7 11 8 9 -11 -12 13 -14 16 -16 -17 -18 19 -20 23 21 -23 -24 24 -26 26 -28 -29 29 -31
leaf_value=0.0011217379144231852 -0.020031152298491648 0.03911839814693565 -0.055839821054370985 0.057833711093677923 -0.057185732488992613 0.0054682626702904956 0.041671077952867813 -0.071359531716161981 0.036299777881510321 -0.041520542070201033 0.023782520087162723 -0.069254738712604694 0.0330625858501526 -0.046024659803871069 0.047068973926655565 0.0087408581172576418 -0.039553345176873644 -0.069150833658420216 0.039738367106275221 0.03522146765911207 0.048251387474093597 -0.010271896504360877 -0.0016433254137860184 0.025047391591499834 -0.061663207138738046 -0.048053306039207683 0.016771718923929878 -0.040279375066817162 -0.055540838791499819 0.003424346972756038
leaf_weight=137.50985148519339 2.0065894946455956 1.534539540298282 2.3776591183850524 1.7268019411712883 1.7717341680545358 2.8248298158869147 0.87988824443891545 0.99291241867467794 0.73275962704792652 1.436939195882587 2.108734651003032 1.6219075653061734 1.4147506405861339 2.2577125774696469 0.93975488835712884 0.38899976035463613 1.1076416836003762 1.004129624110649 3.9279872072511344 2.8320276816375554 2.8942570384242581 2.4730517668649554 6.6553872325457633 2.0759822373802255 0.76321787131019014 0.91597647196613552 2.15099029277917 1.0977824251167483 1.4566106921993194 5.0423191487643635
leaf_count=1820 35 11 32 8 50 23 10 24 8 50 12 117 24 22 13 20 23 35 53 30 37 19 66 20 81 29 46 32 33 117
internal_value=0.000261185 -0.00257921 -0.0133133 0.0011172 -0.015519 -0.0264478 0.00150262 -0.014776 -0.0328581 -0.0152387 0.00241943 7.68585e-05 0.00144701 -0.000847206 -0.0219243 -0.0541669 0.000849461 0.00210839 0.00853965 -0.00464532 -4.1906e-05 0.0212861 -0.0128852 -0.000680075 -0.00986183 0.0155634 -0.00258884 -0.00577448 -0.00135707 -0.00979157
internal_weight=196.924 57.9991 15.979 7.61386 5.88706 8.3651 42.0202 5.98744 3.16261 2.1697 4.11532 40.4856 138.925 39.6057 2.95066 2.01091 36.6551 35.5474 18.2084 17.339 14.2804 5.36731 8.9131 16.3349 10.4359 5.89899 3.06697 9.67269 8.57491 6.49893
internal_count=2900 1056 242 105 97 137 814 105 82 58 47 803 1844 793 150 137 643 620 197 423 144 56 88 388 283 105 75 202 170 150
is_linear=0
shrinkage=0.0585862


Tree=613
num_leaves=31
num_cat=0
split_feature=4 3 3 1 2 1 3 0 1 4 0 0 1 1 1 1 4 4 4 4 2 2 2 2 0 3 2 1 0 0
split_gain=0.611824 1.00424 1.26547 0.860338 1.43904 1.05976 1.10593 0.514779 1.07763 1.16429 0.914211 0.993707 2.13568 0.927234 2.66649 2.30142 1.56288 1.59081 1.8519 1.63174 1.64048 1.65532 2.40453 1.81057 1.73922 1.64063 1.46908 1.33958 1.29707 3.57994
threshold=49.275256100300005 -0.25095999999999996 -0.24299499999999999 86.858705278550005 -0.23455499999999999 87.33187390945001 0.075065000000000021 84.95796538030001 61.767325547050007 42.131954243650007 85.253695774650012 85.613949164150014 61.917879202350001 66.697957758300021 66.318885161900013 65.630639880500027 38.441102963850007 40.12915366295001 39.56957118270001 40.532725462000009 -0.12350999999999999 -0.088099999999999998 -0.091779999999999987 -0.0039949999999999994 85.807518149550006 0.09660500000000001 -0.081169999999999992 65.727424373200009 92.031298721500022 90.603727454250006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 -2 -3 4 -4 -5 -7 8 -1 -10 -9 12 -12 14 15 16 26 18 -18 -19 -21 22 24 -23 -22 -25 -13 -17 29 -15
right_child=1 2 3 5 -6 6 -8 10 9 -11 11 13 -14 28 -16 27 17 19 -20 20 21 23 -24 25 -26 -27 -28 -29 -30 -31
leaf_value=9.9308663040190581e-06 -0.0024584460357453069 0.0025899840336706184 0.00064967758359197247 0.0017556477148605941 -0.0021855936436380318 0.00075146216683063193 -0.0020361944592671316 0.0010186279682006733 -0.0021916072595318161 0.00021386352286564659 0.0005189127287499398 0.00028628614501652745 -0.0018560353302272989 0.00045601743920188511 0.0014840382853617872 -2.7154321356644506e-05 0.00014990768497370293 0.0011684002114718082 -0.0014558848902395782 0.00089721363653783655 0.00088710068108161975 0.00037461962476618358 -0.0020860787512138332 -0.0019684103727829094 -0.00086842521354199337 0.00035181559934226197 0.0018783239478978322 -0.0020399757408973785 8.0373488254614376e-05 -0.0022195000068051481
leaf_weight=17.560270892921839 0.81328590726479877 0.55264508724212635 1.0125578027218578 1.1129262000322344 1.908141152467578 1.1156344856135549 0.99490026955027122 4.3215085325064129 1.843196225469 1.2463714033365247 2.7862382717430583 4.4750390723347664 2.8107581618241966 4.0992452406790099 6.3591716811060897 2.3254569619894019 6.6404547691345197 7.0673754177987567 4.4208808839321136 10.294204664416602 3.831868924200533 37.36722677480428 2.9476640857756058 2.4710176247172333 4.5757347345352173 2.0692693148739636 4.1082359850406629 2.5746139525435865 100.47082133409276 3.3652234468609095
leaf_count=311 15 1 14 6 97 20 66 24 73 27 15 25 59 55 34 11 34 39 30 51 24 217 27 32 32 15 18 32 1441 55
internal_value=9.89935e-05 -0.000441301 -0.000196331 -0.00044695 -0.00120265 0.000237773 -0.000562631 0.000115898 -0.000174269 -0.00122121 0.000143211 0.00012562 -0.000673764 0.00014698 0.000278854 0.000198324 0.000267972 0.000185979 -0.000491879 0.000292146 0.000194709 5.89348e-05 -0.000592103 0.00023534 -6.83227e-05 -0.00091095 0.00104829 -0.00108474 2.29342e-05 -0.000750192
internal_weight=247.542 7.51009 6.6968 6.14416 2.9207 3.22346 2.11053 240.032 20.6498 3.08957 219.382 215.061 5.597 209.464 101.528 95.169 90.269 81.6857 11.0613 70.6244 63.557 53.2628 11.3553 41.9075 8.4076 4.54029 8.58328 4.90007 107.935 7.46447
internal_count=2900 219 204 203 111 92 86 2681 411 100 2270 2246 74 2172 621 587 544 501 64 437 398 347 83 264 56 47 43 43 1551 110
is_linear=0
shrinkage=0.00192234


Tree=614
num_leaves=31
num_cat=0
split_feature=0 1 0 3 2 3 4 3 3 3 4 4 1 2 3 3 3 3 4 4 4 1 1 0 3 3 4 2 1 0
split_gain=0.205896 0.279796 0.310304 0.177287 0.436739 0.167483 0.609735 1.25774 0.417124 0.397109 0.322194 0.318643 0.459077 0.310266 0.302765 0.749525 0.683349 1.0092 0.781232 0.34783 0.429709 0.420204 1.43504 0.451065 0.812683 0.777813 0.546063 0.764241 0.433779 1.71825
threshold=114.06859001680002 89.264875305300009 122.45926784190002 -0.397505 -0.088099999999999998 -0.25765499999999997 39.530201452500002 -0.54481999999999997 -0.27223499999999995 -0.25276999999999999 35.616518500750011 32.785955158400007 69.276189105400007 -0.060760000000000002 -0.2485 -0.24637000000000001 -0.23472499999999999 -0.21013499999999999 40.621691032550004 34.542090938800008 33.96174662340001 60.474177186300004 57.960468834350003 76.591483678350016 0.078935000000000019 -1.0000000180025095e-35 48.680511450650009 -0.22984499999999999 66.697957758300021 90.337570099350003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 3 -3 -5 6 8 -8 10 -7 -1 12 -11 -9 -13 -16 18 -18 -17 20 -19 22 23 24 25 26 27 -21 29 -23
right_child=1 2 -4 4 -6 9 7 13 -10 11 -12 14 -14 -15 15 16 17 19 -20 21 -22 28 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.019604446003989823 -0.062482339147809665 0.061266371838820784 -0.058987747435486411 -0.063382462593699007 0.023643463864648627 0.026690173981977955 0.02064632155689039 -0.058966221599977497 0.047283419854127151 -0.0048168689066834377 -0.02640520986455136 -0.016827909335145348 -0.070356137789621132 -0.016291224629020256 0.038624391029402218 0.0092453409075596883 0.031300339475543754 -0.0041920382570951441 -0.052484222828216798 0.047768480391332982 0.034532821260710132 0.0009542222785114639 -0.067326309095188747 0.025366952161503826 -0.066686479861632939 0.051565820135839005 -0.0652808285684537 -0.060086233996603428 -0.0025673655811114257 0.029780374457455704
leaf_weight=1.0852734872605658 0.38622095654136401 0.16923528909683228 0.2975452596310787 0.273357757487247 0.62572498445479119 1.9319418626837421 1.4450871481094507 1.8436031359306069 0.80176458362257008 1.183343327109468 0.93447465167264443 3.1796709781046948 0.5022415064377127 0.80855679913656819 1.7347225029952813 1.1381488733459257 3.5844323560595504 1.680025345514877 1.6670508213574065 0.572672879032325 2.1617047128092963 81.05469792324584 1.3348235000157727 1.5670545855537055 0.70229320926591743 0.75522801280021634 0.55228865519165993 0.34872474829899147 74.512449421759811 7.4488082437310359
leaf_count=35 33 1 129 70 49 21 42 55 20 35 25 32 51 26 18 13 41 36 38 22 28 667 38 19 19 4 12 44 1206 71
internal_value=0.000283692 -0.0193181 -0.00711263 0.0073355 -0.00281596 0.000460239 -0.00831588 -0.0224656 0.0122315 0.000783885 -0.00168279 0.000514338 -0.0243451 -0.045956 0.000742077 0.00105105 0.000687082 0.00113467 -0.0274388 0.000508541 0.0175981 0.000119712 -0.0150278 0.000491342 -0.0128074 0.00416896 -0.0201208 0.00694831 0.000661725 0.00338035
internal_weight=196.283 1.75208 1.36586 1.06832 0.899083 194.531 6.91876 4.09725 2.82151 187.612 2.01975 185.68 1.68558 2.65216 183.995 180.815 179.08 176.275 2.8052 172.691 3.84173 168.849 5.83309 4.49826 2.93121 2.22891 1.47369 0.921398 163.016 88.5035
internal_count=2900 282 249 120 119 2618 203 123 80 2415 60 2394 86 81 2308 2276 2258 2207 51 2166 64 2102 158 120 101 82 78 66 1944 738
is_linear=0
shrinkage=0.0574375


Tree=615
num_leaves=31
num_cat=0
split_feature=0 0 3 1 3 4 1 3 0 3 2 0 2 2 4 2 3 3 3 3 0 0 0 1 3 0 4 3 0 1
split_gain=0.646232 2.40243 2.00294 1.42254 2.03209 1.25248 2.27772 2.19354 1.69872 1.72911 1.02255 0.874194 1.75953 2.61839 2.52735 1.49862 0.880166 2.62289 1.817 1.51373 2.09296 1.24974 1.02499 0.965527 1.59452 1.71361 1.08574 0.871892 0.83093 2.00509
threshold=90.837623311600012 90.337570099350003 0.25847000000000003 67.649671936450019 0.084795000000000023 38.592454371550012 65.004229136100022 -0.16319499999999998 81.917319234750025 0.10500500000000003 -0.25397999999999998 86.530713386650021 -0.068524999999999989 -0.14380499999999999 42.526729949000007 -0.013805 -0.04931 -0.101725 0.088165000000000021 0.091545000000000029 85.775256651950016 85.807518149550006 71.144667506050013 61.82916008405001 0.10500500000000003 86.135510041400025 41.840895355800008 -0.15959999999999999 85.737618238150006 61.950140699950005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 3 4 -2 8 11 -8 9 10 -1 16 13 -13 -15 -14 17 21 28 20 -20 22 27 -21 25 -25 -26 -7 29 -18
right_child=2 -3 -4 -5 -6 6 7 -9 -10 -11 -12 12 15 14 -16 -17 18 -19 19 23 -22 -23 -24 24 26 -27 -28 -29 -30 -31
leaf_value=0.00091657306778188564 0.0002363215876630567 0.0012635911662758484 -0.0023729664519716422 8.0792469718466063e-05 -0.0018401418036825237 -0.0024742645091054591 0.0005918255475941852 -0.0021842809251749183 0.00081680316993807095 0.0017645491924807061 -0.002292709853384083 0.00114827398622752 0.0014769345982349898 -0.0013048978299643364 0.00035332089963351808 4.4104966254787272e-05 0.00075926888962062023 -0.0024251285770170963 -4.4024480110838026e-05 -0.00090902069971927825 -0.0026940342910404922 -0.0011281369933101536 0.00058470656762863165 0.00089100066973587491 -8.4168936340036428e-05 -0.0007433968219178593 -0.0015607529634479339 0.00086279657078774171 0.00085950761938273512 -0.0011359431327802253
leaf_weight=0.48315135180019164 3.5695521039888254 7.6241212044842532 1.3592057369751263 103.29344877521362 3.6800814350135624 0.85114874911960015 1.6422110563144086 3.2797835042001671 17.186441652942449 0.77676882594823826 1.8178931209258735 5.6127357482910183 7.8073945790529251 6.7293657474219817 7.4416005611419678 4.3814661353826505 6.072292379569264 2.1909041021135627 2.5463677374646059 4.0673405051929903 2.0833199070766568 3.2453534230589858 7.3343401071615517 11.287674399092795 6.7507958468049747 3.1559299156069747 2.6725056804716587 0.46572990517597646 12.63230290263891 3.3195112443063408
leaf_count=11 34 46 40 1609 50 59 17 72 101 5 86 23 42 40 33 31 43 62 36 41 25 25 71 67 39 22 48 24 52 46
internal_value=0.000102671 0.000194815 -7.2235e-06 2.1865e-05 -0.000817739 0.000130059 4.43535e-05 -0.00125804 0.000576559 -0.000764962 -0.00161886 0.000108044 0.000375865 1.48151e-05 -0.000434117 0.000961883 -1.66418e-05 -0.000453603 9.61244e-05 -0.000198073 -0.00123651 -9.05222e-05 0.000298721 -2.59684e-05 0.000124519 0.000533885 -0.000502937 -0.00129407 0.000531113 8.94106e-05
internal_weight=245.361 133.458 111.902 110.543 7.24963 125.834 105.57 4.92199 20.2643 3.07781 2.30104 100.648 31.9726 19.7837 14.171 12.1889 68.6755 14.0875 54.588 32.5639 4.62969 11.8966 8.65122 27.9342 23.8669 14.4436 9.4233 1.31688 22.0241 9.3918
internal_count=2900 1167 1733 1693 84 1121 918 89 203 102 97 829 169 96 73 73 660 241 419 278 61 179 154 217 176 89 87 83 141 89
is_linear=0
shrinkage=0.00196078


Tree=616
num_leaves=31
num_cat=0
split_feature=0 1 0 1 0 4 4 2 2 2 1 0 4 3 4 2 4 0 1 0 3 3 3 1 1 4 0 0 3 4
split_gain=0.183481 0.256124 0.282381 0.176929 0.829477 1.07879 2.11955 1.22349 0.779967 0.826755 1.28016 1.79725 0.878095 0.861132 1.25748 0.752737 0.561957 0.409453 0.395103 1.07739 1.45094 1.23895 1.3358 0.567649 0.980161 1.74405 1.09759 0.908704 1.13518 0.90845
threshold=114.06859001680002 89.264875305300009 122.45926784190002 80.288113607700012 98.851916998450022 42.297164883650005 39.995120105550008 -0.22573999999999997 -0.61225999999999992 -0.15895000000000001 81.524804347700012 104.86330937810001 42.406961525800007 0.075065000000000021 46.377258487500008 0.11529000000000002 41.093509583400007 100.67200315280002 75.403185184700007 97.550703263350016 0.088990000000000027 0.087265000000000023 -0.25445999999999996 71.090898343450007 71.52105164435001 36.82350895510001 97.550703263350016 96.055920542800024 -0.21013499999999999 45.673096293200011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 18 6 15 -7 -5 -10 17 -12 -13 -14 -15 -6 -8 -11 23 21 -21 22 -20 -1 25 -25 27 28 -26 -30
right_child=1 2 -4 8 5 7 16 -9 9 10 11 12 13 14 -16 -17 -18 -19 19 20 -22 -23 -24 24 26 -27 -28 -29 29 -31
leaf_value=0.0014522864874986466 -0.059597951160533284 0.0065942877952133439 -0.056566538748899935 -0.065938522714115419 -0.061253592791903531 0.0046604459554479803 0.032419791091517651 -0.057560636993377837 0.030543267852363557 0.035556311503476996 -0.050712885674880193 -0.057723198433626416 0.047141400721076025 0.027268516702061835 -0.048173231612088564 0.004765111441011334 -0.00036549574569159899 0.0075661744328567593 0.043134075693515038 0.055024326736476378 4.9340833699812262e-05 0.014213511170274222 -0.068498716667951376 0.030896438215492972 0.023442253242609991 -0.062674295999453178 -0.036086524531501858 0.017880685500627169 -0.062032698630154967 0.0019640038742396288
leaf_weight=135.6210920267622 0.35457470232358801 1.0275701866994493 0.27307142097470194 0.45279360396671364 1.9757579243305357 1.4671373560559002 2.9465688755735755 2.8041619637515387 3.7318251699616711 2.7211565943434799 2.65787107203505 0.58678450750448963 1.5539256911724804 1.6139933406375351 1.1554748833877964 0.71754826098913316 3.4698593504726887 3.8416914525441825 0.42214524489827443 2.8894020346924663 2.9644098558928818 2.9486053873552009 1.4449514893058202 0.8309164282400191 1.5252616307698188 2.2540037848521024 2.471165318042039 6.4260741481557488 1.647652646992354 1.1464361392427234
leaf_count=1456 33 120 129 15 96 25 18 77 109 16 105 116 14 29 39 16 31 52 8 18 27 27 71 11 15 66 42 46 49 24
internal_value=0.000297724 -0.0180052 -0.00666641 0.000453654 -8.38204e-05 -0.0132961 -0.00256255 -0.0361885 0.00561763 0.00743148 0.00132789 -0.0141459 0.00564774 0.0142486 -0.00420722 -0.0436649 0.0146902 0.0191717 0.00100353 0.0112728 0.0271846 -0.00806911 -0.0432589 0.000282319 -0.00945128 -0.0374712 -0.00291106 0.00471842 -0.0148636 -0.0357744
internal_weight=195.944 1.65522 1.30064 194.289 175.973 13.381 9.10973 4.2713 18.3155 17.8627 14.1309 7.56805 4.91018 4.32339 2.76947 2.69331 6.41643 6.56285 162.592 10.6695 5.85381 4.8157 1.8671 151.923 16.3015 3.08492 13.2166 10.7454 4.31935 2.79409
internal_count=2900 282 249 2618 2123 263 161 102 495 480 371 303 198 82 68 112 49 68 1860 151 45 106 79 1709 253 77 176 134 88 73
is_linear=0
shrinkage=0.0552071


Tree=617
num_leaves=31
num_cat=0
split_feature=0 3 0 0 4 2 3 3 1 1 3 3 4 4 2 3 3 2 3 2 4 0 1 4 1 0 2 2 4 4
split_gain=0.174821 1.38701 0.472845 0.369947 0.655978 0.733884 0.357353 0.87299 0.308592 0.492457 0.936122 0.254069 0.748005 0.617012 0.849806 0.515413 0.565274 1.77689 0.931784 0.514876 0.504386 0.389993 0.680194 0.959362 0.469558 0.374266 0.573057 0.503374 0.359082 1.14767
threshold=71.249517373150013 -0.23472499999999999 71.340924949550015 76.591483678350016 41.468518788800004 -0.16297999999999999 -0.15684499999999998 0.070195000000000021 57.729261435100007 59.74022811670001 0.087405000000000024 -0.2485 35.97706729810001 41.755948821900006 -0.091779999999999987 -0.24637000000000001 -0.23472499999999999 -0.040019999999999993 -0.21013499999999999 -0.044409999999999998 44.421469061800003 83.992808911450012 61.86411003975001 44.758188263300006 61.409760615700009 110.99299391555002 -0.088944999999999996 -0.036264999999999999 47.480720532750006 44.527357125550004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -2 4 5 -4 -3 -8 -5 10 -10 12 -11 14 -14 -13 17 -17 -18 -16 -15 22 -20 -24 -23 28 -27 -28 29 -26
right_child=2 6 3 8 -6 -7 7 -9 9 11 -12 15 13 20 19 16 18 -19 21 -21 -22 24 23 -25 25 26 27 -29 -30 -31
leaf_value=-0.068290182521933224 0.029384691264510494 0.045602066335850823 0.031937871530211784 0.022825998165742135 -0.061688593528621161 -0.036944470772326515 -0.057057368424593691 0.02922116013656012 0.011159573145953337 0.024278344688210676 -0.06088150680286495 0.029223348638560596 -0.064386782439805987 0.018442025555783573 0.011281908524485611 -0.069144309194837675 0.028067130713504831 0.028744712671700486 0.045057396772498572 -0.032438722005094546 -0.024857185677839396 -0.04250875496335408 -0.056318516003239533 0.039175500647883381 0.00081892818437533804 -0.057721598916631804 0.023538016170389701 -0.05446683860727778 0.011516839702328835 -0.026356162818213479
leaf_weight=0.84564734221203286 1.5146704567887344 0.58331923215882864 0.84275685949251067 1.6550764320418228 0.71887218576739531 0.83171959186438393 0.50750654809234996 0.84725283202715218 0.95362900895997782 1.5920514544122832 1.0001105043920686 1.7308426476083685 1.2338638467481358 1.9680500095710161 1.3139574622618964 1.1525373616896106 3.3785579292598404 0.8889334067935114 1.3963670288212591 1.6374369414697869 1.1556425323942674 0.69501132960431178 0.57598003483144544 0.56304923910647631 150.38059431387228 0.7568620557349276 0.78026090979983564 0.3139872480824113 7.7742825339664696 4.3269574915902913
leaf_count=65 12 17 25 15 38 33 51 13 20 41 29 24 38 24 18 34 48 20 13 26 33 10 51 5 1632 143 37 96 186 103
internal_value=0.000244951 -0.0126981 0.00043346 0.000202196 -0.0201215 -0.00227628 0.0115585 -0.00309965 0.000462001 0.000262538 -0.0257179 0.000538981 -0.00803457 -0.015073 -0.0281313 0.00097577 0.000693129 -0.0265197 0.00101812 -0.0129743 0.00242303 0.000472733 0.020721 -0.00911355 0.000161649 0.000342115 -0.0229178 0.00115504 0.000607108 5.88783e-05
internal_weight=193.916 2.78373 191.132 189.617 2.39335 1.67448 1.93808 1.35476 187.224 185.569 1.95374 183.615 8.901 7.30895 4.18526 174.714 172.983 2.04147 170.942 2.95139 3.12369 167.563 2.5354 1.13903 165.028 164.333 1.85111 1.09425 162.482 154.708
internal_count=2900 146 2754 2742 96 58 81 64 2646 2631 49 2582 180 139 82 2402 2378 54 2324 44 57 2276 69 56 2207 2197 276 133 1921 1735
is_linear=0
shrinkage=0.0520229


Tree=618
num_leaves=31
num_cat=0
split_feature=1 4 2 4 1 2 1 0 1 1 1 2 2 3 0 1 1 0 4 0 0 2 0 1 3 3 3 2 2 1
split_gain=0.67998 1.0078 0.989682 1.85422 1.46036 1.06357 0.966184 0.888707 0.983076 0.874532 1.20668 0.820948 1.71597 1.67517 2.56997 2.35629 1.8113 1.44459 1.09127 1.05572 0.905849 2.90162 1.91939 2.83215 1.23724 1.21619 1.64679 2.19126 1.1182 1.1148
threshold=69.873026810350026 38.238138001450004 -0.033594999999999993 34.542090938800008 82.987325570650015 -0.024989999999999998 73.365333921800001 93.776108048200015 70.085415002650009 71.429644067900014 78.220689305400015 -0.079824999999999993 -0.08459499999999999 0.070195000000000021 97.32487278035002 77.52437864960001 81.320481529800006 96.943111725850017 44.710446918150005 101.99741301110002 97.32487278035002 -0.096499999999999989 102.21786657775002 80.677940036650014 0.086355000000000029 0.090720000000000023 -0.21013499999999999 -0.097799999999999984 -0.094344999999999998 78.285212300550015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 6 -5 -4 -2 8 -3 -7 -11 12 20 17 -15 -16 19 -13 -18 -17 21 25 28 -24 -25 26 -9 -28 29 -22
right_child=1 7 5 4 -6 9 -8 11 -10 10 -12 13 -14 14 15 16 18 -19 -20 -21 22 -23 23 24 -26 -27 27 -29 -30 -31
leaf_value=0.00019224796878158438 0.0015891860646968414 -0.0026017439529133954 0.0019345675427548004 -0.0022803275665846151 0.00052857170680617579 0.00081227804716313943 -0.0011344144306162014 0.0011194551258018157 -0.00019220293080426544 -0.0023936360054909477 0.00010300880251646909 -0.0025464791276252497 -0.0013543664731984306 0.0013071036437792309 -0.0015597433232503277 0.00019009770821282578 -0.0013870148106634782 -0.00011231957238669762 0.00072077539838509054 0.0015879451686192367 -8.2429084834676007e-05 -0.0025025410316562502 -0.0023675297431244289 0.00031806234086667156 -0.002144712383260083 0.0009635557216036856 -0.0019717694022323546 0.0011097150508845024 0.0015129926011683147 0.0011350291598885697
leaf_weight=149.64050195633899 1.2350375428795817 0.98099644482135717 0.96477028127992515 3.7389661620254628 0.87889235677721433 1.6789862774312476 0.84227682163327688 1.7660171003080893 1.9352215421968137 1.286812541773543 1.7653632798392207 1.1887660368811364 3.6789017550763665 10.397909540683033 2.8630331563763312 3.8807282131165248 2.6904167592001604 4.4322388372384012 1.4551072907634077 4.4698386490345001 7.9791957149282116 2.0990485721267751 2.2265638988465062 8.5380982791539246 0.86358919912891074 3.5027937297709286 3.2078817514702664 1.2264223694801333 4.3483477719128159 4.5352170513942838
leaf_count=1301 6 9 7 130 55 10 87 17 68 24 92 17 61 76 52 27 105 74 45 20 89 45 52 208 62 27 73 6 22 33
internal_value=0.000111062 -2.29442e-05 -0.000542518 -0.00105364 -0.00174572 5.82704e-05 0.000484863 5.93145e-05 -0.00100276 -0.000324341 -0.000949589 0.000100419 -7.2471e-05 0.000342701 0.000554345 4.4738e-05 0.000412348 -0.000627111 -0.000647166 0.000938329 4.45703e-05 -0.000412218 0.000233791 -0.000379073 9.18449e-05 3.99758e-05 -0.000481789 -0.0011195 0.000656411 0.000358777
internal_weight=240.298 90.6574 12.3911 6.69517 4.61786 5.69593 2.07731 78.2663 2.91622 4.73116 3.05218 75.3501 43.9721 31.378 25.757 15.3591 12.4961 5.621 4.14552 8.35057 40.2932 11.8022 28.491 11.6283 9.40169 9.70311 6.20032 4.4343 16.8628 12.5144
internal_count=2900 1599 411 278 185 133 93 1188 77 126 116 1111 695 416 325 249 197 91 150 47 634 168 466 322 270 123 96 79 144 122
is_linear=0
shrinkage=0.00196078


Tree=619
num_leaves=31
num_cat=0
split_feature=1 0 0 4 2 4 1 2 1 1 0 3 3 4 2 2 1 1 1 0 0 1 3 1 0 4 2 2 3 1
split_gain=0.68846 1.02314 1.01417 0.813784 1.32799 1.57786 1.40344 1.02586 0.932116 1.35051 0.890781 0.958808 0.804355 0.980663 1.70887 2.16543 1.63949 1.33293 1.18983 1.34423 1.008 1.2912 1.26116 0.974088 0.845425 0.807434 0.782414 2.15416 1.40039 1.46527
threshold=69.873026810350026 87.181320254150009 86.866770652900016 38.238138001450004 -0.033594999999999993 34.542090938800008 82.987325570650015 -0.024989999999999998 71.429644067900014 78.220689305400015 93.679323555450011 -0.16319499999999998 0.11308000000000003 41.621607100200002 -0.22386500000000001 -0.083794999999999994 62.154463517850012 63.154569942350008 64.654729579150015 93.262612545250008 90.837623311600012 65.966697146800016 0.085245000000000029 64.84561010645001 88.232507383150008 43.19689381845 -0.060760000000000002 -0.040019999999999993 0.070195000000000021 81.188747081400024
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 5 -2 -7 -6 -9 -10 11 -5 13 18 -15 25 -17 -18 24 20 21 -20 -22 -19 -3 -16 -12 -28 -29 -30
right_child=3 12 -4 10 7 6 -8 8 9 -11 26 -13 -14 14 15 16 17 23 19 -21 22 -23 -24 -25 -26 -27 27 28 29 -31
leaf_value=0.00011058733322370348 0.00035754000608573749 0.00063547159643271027 -0.00097573442082998286 0.00031380175054113591 0.0019926615939817654 -0.0022622825337609517 0.00048629041441952719 0.00099535586976229611 -0.0023768904657369624 0.00024082256142433171 -5.2829150750660685e-05 -0.0023546410898391992 0.0011401482853392369 -0.001618318281780257 0.00023816921626413373 0.00095963875867722658 -0.0022240456396637803 0.00077773959056109574 -0.00013904390368103513 0.0012073350009546462 0.00025341472696240725 0.0012052559744130961 -0.0014275456803035473 -0.0012946508060600469 0.0018768677525805425 0.0013717431043688546 0.0014235273306092797 -0.00094158137957421021 0.00067938921070008094 -0.00073881829460159792
leaf_weight=85.585599496058421 2.0100024662569922 4.9282859042286891 3.436777531169354 0.91264414950273964 1.0095216627814805 3.6728306711884215 0.88664982252521429 1.688825398683546 1.2656733780167999 1.8880777816521002 48.660575757792685 1.1962936246418383 5.2033388111740342 2.254294014535847 4.7293495684862172 2.0139928087592098 2.3754192590713501 1.6445853449404242 6.535071820020681 5.0612052381038657 3.7035040687769643 4.7391164302825928 3.19755948940292 1.8561906474642453 3.6872177198529243 4.9385137110948563 5.7814140082336989 4.204096004774331 11.580161878839133 3.6944750906841355
leaf_count=883 93 27 24 14 7 130 55 10 24 92 759 57 30 45 27 8 17 10 38 27 21 27 31 32 26 28 36 79 110 133
internal_value=0.000117137 0.00019989 6.8649e-05 -1.93549e-05 -0.000484658 -0.00108976 -0.00172779 0.000194621 -0.000180213 -0.000809726 5.66653e-05 -0.00119987 0.000405338 0.000331332 -1.11952e-05 0.000195145 -0.000567083 -0.00109035 0.000544388 0.000313629 6.4761e-05 0.000426034 -0.000525447 -0.000321089 0.00116676 0.000817219 9.25139e-05 0.0003725 6.05477e-05 0.000336367
internal_weight=234.341 145.89 89.0224 88.4512 12.4216 6.56948 4.55948 5.8521 4.84258 3.15375 76.0297 2.10894 56.8676 51.6643 19.8123 17.5581 7.89019 5.8762 31.852 23.2365 18.1753 11.2742 6.90106 3.50078 8.6155 9.66786 73.9207 25.2601 19.4787 15.2746
internal_count=2900 1301 907 1599 411 278 185 133 126 116 1188 71 394 364 167 122 67 59 197 144 117 65 52 42 53 55 1117 358 322 243
is_linear=0
shrinkage=0.00196078


Tree=620
num_leaves=31
num_cat=0
split_feature=1 0 0 0 1 3 0 4 4 1 4 2 3 0 2 1 1 2 3 4 1 4 2 2 2 2 3 3 0 4
split_gain=0.727757 0.994092 1.25173 1.03055 2.3456 2.34031 1.10902 1.40548 1.88162 1.12427 0.945385 1.12661 1.382 1.10458 1.0958 0.9609 1.29274 0.939376 1.03772 0.928371 0.873078 2.16037 1.41106 1.90129 1.37835 1.34287 2.1678 1.68515 1.26521 1.58154
threshold=69.873026810350026 87.181320254150009 86.866770652900016 90.837623311600012 67.649671936450019 0.084795000000000023 90.337570099350003 42.541806567400009 43.162556114600001 64.654729579150015 38.238138001450004 -0.033594999999999993 -0.22588499999999997 93.776108048200015 -0.024989999999999998 71.429644067900014 78.220689305400015 -0.117115 0.094165000000000013 36.921550069850007 62.057679025150001 40.259171735100004 -0.13978499999999996 -0.082509999999999986 -0.103615 -0.076709999999999987 0.093295000000000031 0.079235000000000014 86.692020874450009 41.872669623500009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 20 6 5 -5 7 9 -9 -3 11 12 -2 -12 -13 -16 -17 18 -14 -11 28 24 -23 -24 -22 -25 27 -27 29 -1
right_child=10 3 -4 4 -6 -7 -8 8 -10 19 13 14 17 -15 15 16 -18 -19 -20 -21 21 22 23 25 -26 26 -28 -29 -30 -31
leaf_value=0.00042265145181725588 0.00082742266294407937 0.000991978290272158 -0.0010272571401743486 0.0002903717351289526 0.00049413390748421083 -0.0018952344555423376 0.0012343754062997328 -0.0012404658905313748 0.00065599732065866538 0.00055882491602898658 -0.0010887663034899932 0.0018917496247589617 -0.0020358719357114708 9.5767159252820424e-05 0.00086219437891081911 -0.0023021180406743221 0.00012816653067179896 -0.0022094066607256549 0.00030512941771539262 -0.00065233001360379345 -0.00027812440777037675 0.0007614011998302102 -0.0011951200537798467 0.0012397894708258957 -0.0024749397145673638 5.7068854930688497e-07 0.0006201510304242317 -0.002806255926713692 0.0015677375819930866 -0.00020219811830568283
leaf_weight=36.945030921837315 1.1715031418134456 13.487890966236597 3.5635293861851087 3.3407716285437372 13.731936939060686 3.6320366505533457 7.1328966096043578 3.7650346495211116 3.66916458401829 6.8830064311623556 2.9007669375278047 1.0031079046893863 1.1398208167811388 77.544775030095479 1.7311067804694156 1.3291498955804857 1.8728682565633787 2.740183905611048 1.6406592976272802 3.3381191939115524 1.9214313594275152 6.933581950841476 5.1705682156607553 3.1108842212706831 2.1491004526615169 1.4643966765142864 4.3286396265029907 1.5788824018090961 2.4246096089482299 23.564321936049964
leaf_count=306 35 73 24 34 92 51 43 24 23 33 77 7 92 1111 10 24 92 114 37 21 28 45 49 14 25 16 32 25 11 332
internal_value=0.000109065 0.000189372 6.81503e-05 0.00038083 4.21121e-05 -0.000848079 0.000564053 0.000410526 -0.000304463 0.000634718 -2.2202e-05 -0.0005016 -0.00103177 5.30543e-05 9.60809e-05 -0.000269053 -0.000880639 -0.0014263 -0.000654533 0.000163274 0.00011172 -0.000174141 5.36207e-05 -0.000259887 -0.00143797 0.00020141 -0.000236777 -0.00145564 0.000232805 0.000179315
internal_weight=245.21 152.136 93.155 58.9809 20.7047 6.97281 38.2761 31.1432 7.4342 23.709 93.0739 12.6284 6.69217 80.4455 5.93623 4.93312 3.20202 5.52066 2.78048 10.2211 89.5914 26.6575 22.587 15.6534 4.07053 10.4828 7.37192 3.04328 62.934 60.5094
internal_count=2900 1301 907 394 177 85 217 174 47 127 1599 411 278 1188 133 126 116 243 129 54 883 234 181 136 53 87 73 41 649 638
is_linear=0
shrinkage=0.00188464


Tree=621
num_leaves=31
num_cat=0
split_feature=1 3 0 4 4 4 4 1 3 1 0 4 4 0 3 1 3 1 0 0 1 3 0 3 4 4 1 0 1 4
split_gain=0.835785 1.86151 1.06991 1.27412 1.1988 1.40181 1.4802 1.3557 1.41237 2.71371 1.27694 1.07358 1.04998 1.07266 1.07527 2.4657 1.41795 1.50221 2.17734 1.69429 1.77022 3.69569 1.06302 0.998132 1.73724 1.45815 1.51866 0.9762 1.25819 0.968322
threshold=69.873026810350026 0.25847000000000003 86.530713386650021 44.015822920550008 43.124157941850008 41.621607100200002 42.027086531450003 64.434276012450013 0.097615000000000021 62.197478847950002 93.262612545250008 42.801286935650005 38.238138001450004 93.776108048200015 0.087530000000000011 71.52105164435001 0.088165000000000021 71.090898343450007 96.249489528150022 97.152811460000024 77.52437864960001 0.10818500000000002 100.37896121655002 0.09660500000000001 42.027086531450003 41.24714903835001 82.011415269350024 90.837623311600012 65.966697146800016 47.833738492450003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 12 -1 4 5 7 -7 8 9 -4 27 -8 -2 -14 15 -15 -16 -18 -19 -20 21 -21 -22 25 -25 -24 -27 28 -9 -5
right_child=1 -3 3 29 -6 6 11 10 -10 -11 -12 -13 13 14 16 -17 17 18 19 20 22 -23 23 24 -26 26 -28 -29 -30 -31
leaf_value=5.3926259003975546e-05 -0.00051253233554517813 -0.0022479818693667505 -0.00035167838722635706 -0.0014143494253387537 0.0011818855473929902 -0.0011160237675144798 0.00053017934353478046 -7.4476338748438232e-05 0.001753616093465672 0.0015934076128419252 0.001061764822769664 -0.00068776250490221397 -0.0010347686633966353 -0.0017176182827565315 0.0013722603929983664 5.3841862295762573e-05 0.0010029597146275176 -0.0022256783460181842 0.0016156965302221284 -0.0016690883899239924 0.0013191381202003862 0.00098594497015924622 0.0011685062639977938 -0.0018945336997371325 0.0010210633606389118 -0.0024212762378761302 0.00048666048263554674 -0.00047974704073881172 0.0010992085282954334 0.00033210205912417065
leaf_weight=79.748927660431946 12.265732249856226 1.3675615240936156 5.6252417117357272 2.4946109419688574 7.2169345282018176 4.1003497727215317 9.9204416722059232 9.0279362946748787 5.6574632823467246 5.0124805830419064 6.0855876775458446 3.6616633273661128 3.0087082629324859 3.1603180402889839 4.5396194631466633 35.74393733193574 7.2624826794490209 1.5096311639063085 2.6156147532165077 5.3970853434875625 3.486343700438737 3.0222805701196194 4.4913142709265212 2.0075635103130485 1.2106155449291689 1.0539613477885725 1.7921934829646486 7.8038872163742772 5.390579365193843 2.2147527001798153
leaf_count=836 397 38 33 52 37 29 48 49 28 30 31 27 77 65 30 610 55 39 13 58 16 26 49 44 25 15 42 54 29 18
internal_value=0.000121326 -2.15744e-05 0.000208513 0.000374634 0.0004402 0.000354262 -0.000103766 0.000535842 0.000977569 0.000564844 0.000281566 0.000201829 1.13179e-05 9.13337e-05 0.000135168 -9.00596e-05 0.000363421 0.000228122 1.64651e-05 0.000151442 -1.90699e-05 -0.000716017 0.000398809 9.48407e-05 -0.000797744 0.000486324 -0.000590179 6.79095e-05 0.000364323 -0.000593016
internal_weight=247.896 93.935 153.961 74.2119 69.5026 62.2856 17.6825 44.6032 16.2952 10.6377 28.308 13.5821 92.5674 80.3017 77.293 38.9043 38.3887 33.8491 26.5866 25.077 22.4614 8.41937 14.042 10.5556 3.21818 7.33747 2.84615 22.2224 14.4185 4.70936
internal_count=2900 1599 1301 465 395 358 104 254 91 63 163 75 1561 1164 1087 675 412 382 327 288 275 84 191 175 69 106 57 132 78 70
is_linear=0
shrinkage=0.00192234


Tree=622
num_leaves=31
num_cat=0
split_feature=1 0 4 4 4 3 3 1 0 3 1 4 1 4 0 3 4 2 3 2 3 4 2 3 3 1 0 1 3 4
split_gain=0.819908 0.995749 1.01034 1.66685 1.96895 1.37063 1.82448 1.31017 1.13583 1.09988 2.04277 1.05885 0.934909 0.900319 1.14371 1.14521 0.965229 0.954392 1.465 1.28738 1.37569 1.06753 1.25312 0.854239 0.841054 1.2753 0.791601 1.46069 1.14063 1.03693
threshold=69.873026810350026 86.530713386650021 44.015822920550008 43.124157941850008 41.495754733000005 0.10133000000000002 0.087605000000000016 64.434276012450013 93.262612545250008 0.09495000000000002 62.197478847950002 47.833738492450003 62.55235532115001 38.238138001450004 93.679323555450011 -0.16319499999999998 37.962710038050005 -0.033594999999999993 -0.22588499999999997 -0.117115 0.094165000000000013 37.064694648750013 0.12812000000000004 0.082055000000000017 0.11614000000000002 61.966271448700006 90.837623311600012 65.966697146800016 0.085245000000000029 36.514114975300011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 24 3 4 7 6 12 9 26 10 -3 23 -6 16 15 -15 17 18 -2 20 -20 22 -19 -4 -1 -26 27 29 -28 -9
right_child=13 2 11 -5 5 -7 -8 8 -10 -11 -12 -13 -14 14 -16 -17 -18 21 19 -21 -22 -23 -24 -25 25 -27 28 -29 -30 -31
leaf_value=9.5180020309990933e-05 0.0010095632676849564 -0.00034736811488400668 -0.00041732498787266052 0.0012230818360001903 -0.00050747584741588992 0.00091785595091234439 -0.0012018487603552698 0.00049498459038128234 0.0010219235815142106 0.001601842312510509 0.0014999213482203885 0.00044087096926214841 0.00064609475938221385 0.00031261420612897078 7.248532988430147e-05 -0.0023363388772123382 -0.0022391541010643363 0.00036230216477717319 -0.0020365979105549958 -0.0022201716818063808 0.00087155576751762475 0.0010942554615797145 -0.0021164398173943969 -0.0026891168984754265 0.00017879052512386097 -0.0015126349587763776 0.00030937819328397283 0.0011322497082468029 -0.0011783481052424077 -0.00080300469940212515
leaf_weight=72.862732002628036 1.2020939228823397 4.3842725455760938 1.3956627924926572 7.7425862587988368 4.8529610112309509 3.2711602728813878 6.4221948720514765 4.5667193997651392 5.8024073168635359 6.0047878921031943 4.128329548984766 2.1674958574585617 5.1366873197257519 0.9833957054652277 80.939213934994768 1.4120826445287082 1.0410381742403831 1.9991656257843708 0.97234253948408778 2.6193819184481995 1.4237103922350796 2.6185989697405603 1.1360895977122707 1.0157726705074308 3.3533787271007887 2.9995610192418098 3.7307559996843329 5.23083372414112 3.5935922926291823 4.1935046091675758
leaf_count=770 33 26 33 37 25 18 41 26 31 31 26 18 31 14 1117 57 34 41 86 103 32 20 62 19 25 41 20 28 32 23
internal_value=9.86741e-05 0.000184499 0.000342265 0.000399108 0.000295066 -0.00019611 -0.000418142 0.000527268 0.000282655 0.000984195 0.000548506 -0.000515053 8.56913e-05 -3.74882e-05 3.45021e-05 -0.00124889 -0.000498532 -0.000347166 -0.000859074 -0.00130695 -0.000308602 0.000205993 -0.000535894 -0.00137428 3.78383e-05 -0.000619821 8.14141e-05 0.000344196 -0.000420555 -0.000126361
internal_weight=249.203 152.855 73.6397 69.0608 61.3182 19.683 16.4118 41.6352 27.1178 14.5174 8.5126 4.57893 9.98965 96.3471 83.3347 2.39548 13.0124 11.9714 6.21753 5.01543 2.39605 5.75385 3.13526 2.41144 79.2157 6.35294 21.3154 13.9911 7.32435 8.76022
internal_count=2900 1301 465 395 358 115 97 243 160 83 52 70 56 1599 1188 71 411 377 254 221 118 123 103 52 836 66 129 77 52 49
is_linear=0
shrinkage=0.00188464


Tree=623
num_leaves=31
num_cat=0
split_feature=1 2 3 3 2 2 4 3 3 2 4 3 3 4 3 0 4 4 0 2 1 2 0 4 3 1 4 1 4 4
split_gain=0.18268 0.333342 0.280961 0.342984 0.284899 0.1745 0.811754 0.693607 2.2266 1.06245 0.671091 1.02843 0.673578 0.643935 0.613939 0.92667 0.784571 1.48253 1.38316 0.95319 1.8602 0.974039 0.592157 0.578886 0.529869 0.518463 1.27442 0.646316 0.871397 0.819055
threshold=89.912793714750009 -0.088944999999999996 0.07870000000000002 0.078505000000000019 -0.046474999999999995 -0.11808 34.176526048000007 0.085345000000000018 0.087205000000000019 -0.23955999999999997 44.215931556700006 -0.072169999999999998 -0.112455 39.945535567850008 0.093925000000000022 94.30842275800002 36.82350895510001 39.945535567850008 87.181320254150009 -0.59511499999999995 65.727424373200009 -0.14869999999999997 97.900202820250016 41.726652433350004 0.09117500000000002 82.844837289750004 44.710446918150005 80.288113607700012 42.406961525800007 40.496232821400007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 3 4 -3 6 -1 9 -9 10 11 12 23 -13 15 24 -16 -18 -19 -20 -21 -22 -17 -8 -10 27 -27 -7 29 -29
right_child=1 2 -4 -5 -6 25 7 8 14 -11 -12 13 -14 -15 16 22 17 18 19 20 21 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.0446923917244028 -0.058040867201100285 -0.062743358120615184 -0.057173347214136881 0.058483814662197035 0.016235390219446384 -0.00085753952101503097 -0.062059640387509531 0.050497218696669878 0.011266378612741927 0.0040341787754353126 -0.064850707061167703 -0.018359157560967055 0.035323009029306608 -0.073561326920128081 0.028377385839226176 -0.036576587232477059 -0.04839563987881719 -0.029133291453788575 0.036562169790650925 0.048886971273162216 -0.046285795449035994 0.015971255841855572 0.015133387842037561 0.021611551227424728 0.046458671383190861 -0.048587373635449488 0.025254681579922989 0.014852758762907609 0.038014839832176905 -0.03650449928294567
leaf_weight=1.0966296340338875 0.47319618258006801 0.22955970198381692 0.23535472132971336 0.3247348356526345 0.39239480285323114 126.20668740733527 0.56272138477652334 3.8040691232308772 2.51251811347902 21.202305594779318 0.97949992460780766 2.0195373495807902 1.5443269773095381 1.0027878368273375 2.3101417245343354 1.3412730391137304 2.2997520205826723 3.4346863717073566 3.3533332231454587 1.5701198428869192 2.3090162976877799 1.216810971498486 1.4738842355291124 0.49096172646386549 2.9488909724168479 2.1078434340597592 1.143024901859462 3.5068795417901111 3.2670536424266174 1.369123302050866
leaf_count=89 184 10 119 3 44 1376 20 25 25 337 83 33 28 28 20 14 42 33 23 7 45 8 28 23 19 119 12 54 27 22
internal_value=0.000527274 -0.0181011 -0.0021124 0.0115762 -0.0129152 0.00068534 0.00329132 0.00422469 0.0103857 -0.00210748 -0.0218379 -0.0143417 0.0116391 -0.0366749 0.00422565 0.0167405 -0.00205428 -0.00701077 0.000997913 0.0132464 -0.00209623 -0.0248 -0.00950367 -0.0230732 0.0302685 -0.00040313 -0.0226241 0.000134552 0.0155107 0.000432255
internal_weight=196.729 1.65524 1.18204 0.946689 0.621955 195.074 57.4733 56.3766 28.5745 27.8021 6.59984 5.62034 2.59801 3.02233 24.7704 8.27657 16.4939 14.1837 11.884 8.44928 5.09595 3.52583 2.81516 1.05368 5.46141 137.601 3.25087 134.35 8.14306 4.876
internal_count=2900 360 176 57 54 2540 930 841 289 552 215 132 71 61 264 86 178 158 116 83 60 53 42 43 44 1610 131 1479 103 76
is_linear=0
shrinkage=0.0563112


Tree=624
num_leaves=31
num_cat=0
split_feature=2 2 3 2 3 3 2 4 2 2 2 2 4 3 3 1 0 3 0 2 4 3 1 0 3 0 4 3 4 1
split_gain=0.174378 1.09198 0.943531 3.35162 3.31182 2.48522 1.55865 1.16245 1.44815 1.14787 1.28558 1.02792 0.984037 1.03602 1.38326 1.75322 1.44008 0.978363 1.4648 1.05097 1.44066 1.77368 0.969143 0.881256 0.861899 0.773926 0.633411 0.62941 0.627118 0.525921
threshold=-0.062629999999999991 -0.053019999999999991 0.084795000000000023 -0.036264999999999999 0.086520000000000027 0.070195000000000021 -0.0086649999999999991 36.514114975300011 0.26462000000000008 0.049615000000000013 0.098830000000000015 0.033180000000000008 34.823977857500005 0.09642000000000002 0.088395000000000015 77.52437864960001 86.001087134900004 0.10236000000000002 86.001087134900004 -0.026349999999999998 38.175120519550006 0.12424000000000003 64.071334164850015 89.528344202050008 0.079785000000000009 88.76213363490001 39.852039223600009 -0.1444 40.79983011445001 62.245871094250013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 26 5 -4 -5 7 -7 -3 11 -8 -11 27 -6 14 -14 16 -16 29 -19 -20 -21 22 -22 28 -12 -18 -2 -9 -13 -15
right_child=1 2 3 4 12 6 9 8 -10 10 24 23 13 17 15 -17 25 18 19 20 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00063112199175272238 0.033982213696840922 0.023572619871658013 -0.052253491257836598 -0.073978507656795381 -0.042025275985430682 0.047228649183565147 -0.04851402105532248 0.0053706830977775719 0.019509510454584298 0.049919684786503028 0.02037305600037637 0.052108444569957557 0.017353216499555742 0.049102986443317495 0.0061289502793445321 0.017785882007696232 -0.076161956493877886 -0.037134535418475716 0.04138601717363477 0.0376852463424047 -0.00053225478176120939 0.026358925669137948 -0.055698399276476108 -0.063886456300864425 -0.044548613911069623 -0.031104329063020061 0.0059809899687258746 -0.029700243762453116 -0.052343523849546311 0.014966182440473501
leaf_weight=130.15035418583102 3.9711797920608642 2.6301024919812361 3.3961174286087035 1.4409025481290907 1.134660445619377 4.8832433180650696 0.78289686810967207 2.7349797405768186 2.4983960438112263 1.72132083773613 1.1470416887168542 0.32226142287254367 4.3040762736782217 2.4571565799415138 1.6419245294819118 2.4151082875905558 1.6176559436134996 1.6790530055295665 2.5049917390570045 2.2393752743955684 1.3572485698387029 2.052720382111147 1.9262012047765891 2.138953651272459 0.92247524474441878 2.3201865555602126 4.1106403858866543 2.4041638500057143 0.25939594350347761 2.0866527277321438
leaf_count=1870 28 54 48 57 39 37 33 32 38 15 26 3 55 14 30 47 20 25 13 16 19 30 33 66 44 38 38 32 64 36
internal_value=0.000425729 0.00253859 0.000100488 -0.00508212 5.61187e-05 0.00808364 0.0275827 -0.00611398 -0.0136519 0.00660731 0.0179912 -0.024193 0.00364346 0.00545514 -0.00550161 -0.0178056 -0.0332108 0.0137207 0.00610659 0.013309 0.00402482 -0.0101011 -0.0328949 -0.0490461 -0.0085654 -0.0496139 0.01974 -0.011036 0.00552704 0.0334263
internal_weight=195.251 65.1011 57.0193 34.574 31.1779 22.4452 9.45698 12.9883 10.3582 4.57373 3.79084 7.85975 29.737 28.6024 12.299 7.99488 5.57977 16.3034 11.7596 10.0805 7.57555 5.33617 3.28345 2.72061 2.06952 3.93784 8.08182 5.13914 0.581657 4.54381
internal_count=2900 1030 964 520 472 444 155 289 235 118 85 197 415 376 190 135 88 186 136 111 98 82 52 133 70 58 66 64 67 50
is_linear=0
shrinkage=0.0500028


Tree=625
num_leaves=31
num_cat=0
split_feature=2 2 2 1 2 0 0 4 2 3 3 4 3 3 4 2 1 0 2 2 3 1 1 0 1 3 2 3 0 3
split_gain=0.194899 0.520964 0.349865 0.71915 0.706155 1.11044 0.470266 0.649109 0.233535 0.908486 1.48379 1.17076 1.14207 1.04933 0.772278 0.607061 0.574009 0.795613 0.532493 1.636 0.896135 0.694127 2.37889 0.504851 1.17419 0.843007 1.16628 0.621501 1.6018 0.515212
threshold=-0.68276999999999999 -0.62958999999999998 -0.59309999999999985 78.285212300550015 -0.5422499999999999 87.393708446500014 91.144107538500023 40.036761086100007 -0.11808 0.083185000000000023 0.095845000000000027 38.771633980050005 0.10176000000000003 0.080515000000000017 35.337501601400007 -0.14380499999999999 70.182199495350019 86.692020874450009 -0.13820499999999999 -0.156745 0.079785000000000009 62.030794443850006 57.129735272050006 89.738043936200015 72.026481772850005 -0.22125500000000001 -0.21094499999999999 0.074640000000000026 104.3578792496 -0.22831499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 -3 5 -4 -7 -8 9 13 11 -11 -12 14 -6 -14 17 -13 19 21 -21 22 -16 -23 29 -26 -27 -28 -29 -25
right_child=1 2 4 -5 8 6 7 -9 -10 10 12 16 15 -15 18 -17 -18 -19 -20 20 -22 23 -24 24 25 26 27 28 -30 -31
leaf_value=0.027123410027357745 -0.025920230121191174 0.00046816285958972117 0.033884029351936032 0.039838445767513289 -0.044211364014117342 -0.087035576010355109 0.0019149893647459173 -0.058371748793112466 -0.00046106493258898229 -0.020437248367269897 -0.026453808859445906 0.018248277761003479 -0.0042536034648226403 -0.05210947380955077 0.0076003942022881627 0.035457631874644534 0.0092551884359434507 0.052402218080432071 0.028181414529324138 -0.06159799130442082 0.031272395316888794 0.028786987481694962 -0.067657841604400262 -0.061526722309677755 0.041235328113803704 -0.058348147619359893 0.053908174942759339 0.039019060882942797 -0.058248075847009473 -0.0071163011335618554
leaf_weight=0.76624808907217712 2.1089224563329472 4.0219792491989201 0.71654433570802156 1.9348446461954152 1.0829909947006005 0.50036225898657027 0.96318049603269207 1.0522707669806548 136.57468282755963 1.4533833607347357 3.789992289937798 3.3815774687100184 2.4524097047687974 1.1622518330696028 5.28626767790412 1.9424228581283385 2.6961072429767228 4.4447702374309301 1.94740754528902 1.7075906436948565 0.35304027143865813 3.547499461215919 1.5234794381540266 0.85791783453896675 2.3526638181065316 0.7527977159625262 0.85035135271025586 1.1782860616222022 0.80066017815988733 1.14267983706668
leaf_count=12 37 41 7 43 79 7 39 44 1809 42 38 29 38 33 90 15 42 23 13 115 6 37 42 33 34 47 6 13 60 26
internal_value=0.000414747 0.000308477 0.000598885 0.0132561 0.000190261 -0.0243934 -0.0409918 -0.0295608 0.000628604 0.00395745 0.012304 0.0242049 -0.00510916 -0.00289792 -0.00045193 0.0132979 0.0303709 0.0376451 0.00167317 -0.000863153 -0.0456869 0.00418616 -0.00923641 0.0121462 0.00470698 0.0165581 0.00035042 0.0159685 -0.000334167 -0.0304492
internal_weight=193.346 192.579 190.47 5.95682 184.514 3.23236 2.51581 2.01545 181.281 44.7065 20.1607 11.9758 8.18482 24.5459 23.3836 4.39483 10.5225 7.82635 22.3006 20.3532 2.06063 18.2926 6.80975 11.4829 7.93536 5.93476 3.5821 2.8293 1.97895 2.0006
internal_count=2900 2888 2851 84 2767 97 90 83 2670 861 227 136 91 634 601 53 94 52 522 509 121 388 132 256 219 160 126 79 73 59
is_linear=0
shrinkage=0.0530633


Tree=626
num_leaves=31
num_cat=0
split_feature=1 4 0 0 0 1 3 0 4 4 1 0 2 4 2 4 1 4 2 0 4 1 1 1 2 0 3 1 3 3
split_gain=0.74047 1.09084 1.03244 0.945852 0.853368 1.83446 2.14206 0.923199 1.06684 1.96478 0.906034 0.831111 0.984731 0.796586 0.831009 1.71482 1.44211 0.980003 1.33518 0.787743 1.25266 1.58837 1.63055 1.8728 1.11336 1.4271 1.26357 1.02951 0.851306 1.51052
threshold=69.873026810350026 38.238138001450004 87.181320254150009 86.866770652900016 90.837623311600012 67.649671936450019 0.084795000000000023 90.337570099350003 42.541806567400009 43.162556114600001 64.654729579150015 93.867515624600017 -0.037524999999999996 37.962710038050005 -0.033594999999999993 34.542090938800008 82.987325570650015 37.064694648750013 0.12812000000000004 94.157869102700019 38.386256906100009 71.787208999250012 72.496961945650014 74.292851976800009 -0.079824999999999993 95.141844778450022 0.091975000000000015 71.464594023550021 0.092290000000000025 0.11906000000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 13 3 -1 7 6 -6 8 10 -10 -4 12 -3 14 15 -2 -17 18 -16 -13 -21 24 -23 -24 25 -22 27 -27 -25 -30
right_child=1 11 4 -5 5 -7 -8 -9 9 -11 -12 19 -14 -15 17 16 -18 -19 -20 20 21 22 23 28 -26 26 -28 -29 29 -31
leaf_value=0.00010968660632777051 0.00048198191115002189 -0.00020184553890879628 0.00097422291656087945 -0.00093711232798260162 0.00036452168692044086 0.00050087232675638429 -0.0018391807179735384 0.0012347325476940363 -0.0012451813464107303 0.000788094469343575 0.00019913626770356937 0.0010044235670116268 -0.0023793841995105973 -0.0022695586095791806 0.00038102052001070944 -0.0022349225954079364 0.00093559126360410561 0.0010634905471168196 -0.0022228445062692291 0.0015171188544886589 -0.0023077141135825945 0.0013920635978760577 -0.0018676718996967095 0.00027869782508112859 0.00021570267379919343 -0.0025153997989814723 0.00090387554160226418 -5.4547470724220567e-05 -0.0006334640681396553 0.000884937086608962
leaf_weight=82.937391704559559 2.0745181106176451 2.7357462294748989 12.863585717976099 3.3173286058008662 3.2205541823059347 12.859818300697951 3.3003816911950707 6.5165165960788718 3.4791665039956561 3.5463983239606023 9.8336317893117648 3.4598202740307888 1.0666669629281376 0.92716557846870351 1.9675073276121087 3.1167554831190505 0.63880722753310681 2.3394518727145623 1.154866416894947 2.1231188796227789 2.4682409670203924 3.610268910881131 1.8051668964326371 36.450403308721434 3.2969808001071197 1.270727966912091 1.5596811417490242 1.2425137367099521 10.517689574480753 3.145071175415068
leaf_count=883 93 39 73 24 34 92 51 43 24 23 54 37 45 34 41 111 50 20 62 15 53 27 46 629 43 31 15 11 160 37
internal_value=0.000115497 -2.41647e-05 0.000201111 6.94271e-05 0.000405325 7.97229e-05 -0.000750818 0.000579456 0.000435792 -0.000218815 0.000638414 6.28776e-05 -0.000812697 -0.00055666 -0.000416015 -0.00092077 -0.00169563 0.000122772 -0.000582066 0.000109802 6.39402e-05 1.67408e-05 0.000142873 5.60072e-05 -0.000695175 -0.00115429 -0.000455301 -0.00129879 0.000125302 -0.000283939
internal_weight=228.846 86.9712 141.875 86.2547 55.6201 19.3808 6.52094 36.2393 29.7228 7.02556 22.6972 74.7521 3.80241 12.2191 11.2919 5.83008 3.75556 5.46183 3.12237 70.9497 67.4899 65.3667 55.5286 51.9183 9.83814 6.54116 4.07292 2.51324 50.1132 13.6628
internal_count=2900 1599 1301 907 394 177 85 217 174 47 127 1188 84 411 377 254 161 123 103 1104 1067 1052 899 872 153 110 57 42 826 197
is_linear=0
shrinkage=0.00192234


Tree=627
num_leaves=31
num_cat=0
split_feature=1 4 2 4 1 0 0 2 1 1 3 1 3 1 3 1 0 0 1 3 4 1 3 0 4 1 3 1 2 4
split_gain=0.688785 1.03628 1.34277 1.71779 1.59852 1.22844 1.10065 1.06328 0.96444 1.47716 1.13547 0.915376 0.895727 2.17083 1.50221 1.76864 2.53535 1.35185 2.29354 4.58184 1.40286 1.27108 1.10337 1.55899 1.16293 0.894134 1.15112 1.18155 1.17395 1.16309
threshold=69.873026810350026 38.238138001450004 -0.033594999999999993 34.542090938800008 82.987325570650015 97.671683879200017 93.776108048200015 -0.024989999999999998 71.429644067900014 78.220689305400015 0.10236000000000002 70.085415002650009 0.087265000000000023 71.52105164435001 0.088670000000000013 71.090898343450007 96.249489528150022 97.152811460000024 77.52437864960001 0.10818500000000002 41.532441862050007 75.465019721650009 0.09117500000000002 102.84427732220001 44.710446918150005 72.496961945650014 -0.098985000000000004 74.986474174450009 -0.033594999999999993 46.177190236600005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 5 -5 -2 11 -4 -9 -10 -11 -3 13 -8 21 -16 -17 -18 19 20 -19 -14 -20 -24 -25 -15 28 -28 29 -27
right_child=1 6 7 4 -6 -7 12 8 9 10 -12 -13 14 25 15 16 17 18 22 -21 -22 -23 23 24 -26 26 27 -29 -30 -31
leaf_value=0.00018477722883452886 0.0012050929425605793 -0.0025891107715882555 0.0019378879174235481 -0.0022461755407180818 0.00048399286188547107 -0.0020483652433289077 -0.0016525245567240844 0.00096125957324771666 -0.0023410992376605285 -0.0010692761797937603 0.0016547261185272395 -0.00029567510163778696 -0.00014558524113021364 0.00089076151503734936 0.00094789085634502403 -0.0022325641666342696 0.0013958672233527498 -0.0028752103364218361 0.0013069668340806408 0.00080175674756343893 -0.00079235130946531433 0.0015287545605611758 0.00041617489691419147 -0.0022944864370414405 0.00110860638652886 0.0012998909126080444 -0.0022731239114514219 -0.00024041082836917134 -0.00075970539438055659 -0.00044102667659863044
leaf_weight=149.75836591792176 1.6030158214271071 1.0125992670655244 1.0067408422473816 4.0148915711906739 0.98740032620116824 0.58551332339629869 3.1315559481736264 1.7476445287466029 1.3836403598543259 1.2359481675157442 1.0424257740960454 1.7624710698146371 2.3754993537440878 3.8657060470432034 7.3994100326672188 1.9351983917877102 2.4879364594817188 3.0637974739074725 3.5242920819728161 3.5019007865339518 1.9590349625796077 5.6859694521990605 8.8359507862478477 1.514905441188602 0.49146111303707574 5.3085792291385587 1.1194572136737466 18.854831640346674 2.2320079081691784 1.9350598109886048
leaf_count=1301 10 9 7 130 55 83 61 10 24 80 12 68 25 28 53 41 12 36 36 35 19 39 66 70 15 66 25 396 51 37
internal_value=0.000103398 -2.40758e-05 -0.000515374 -0.0010858 -0.00170727 0.000334671 5.74535e-05 0.000123903 -0.000213681 -0.000774404 0.000177038 -0.00113253 9.91372e-05 -0.000122304 0.000287818 0.000114217 -0.000111623 5.01014e-05 -9.61627e-05 -0.000886084 -0.00206284 0.00103537 0.000372554 6.88236e-05 -0.0014609 2.15317e-05 -9.25665e-05 -0.000354334 0.000459229 0.000834824
internal_weight=245.363 95.6048 13.6072 7.19082 5.00229 2.18853 81.9976 6.4164 5.40966 3.66201 2.27837 2.77507 79.2226 36.4472 42.7754 34.7139 27.3145 25.3793 22.8913 8.52473 5.02283 8.06147 14.3666 10.8423 2.00637 33.3156 29.4499 19.9743 9.47565 7.24364
internal_count=2900 1599 411 278 185 93 1188 133 126 116 92 77 1111 664 447 383 330 289 277 90 55 64 187 151 85 603 575 421 154 103
is_linear=0
shrinkage=0.00192234


Tree=628
num_leaves=31
num_cat=0
split_feature=4 0 3 1 0 4 1 0 2 2 4 3 3 3 2 3 0 0 3 0 3 3 4 4 4 0 0 3 0 3
split_gain=0.766647 2.08946 1.31409 0.722029 2.22017 1.74278 1.58366 1.71892 1.17647 1.65929 1.41774 1.28508 3.08608 2.27267 2.90712 2.19312 1.82237 2.10832 1.476 1.26516 1.23662 1.17356 1.16485 1.0992 1.2021 1.01648 1.7093 0.857444 0.916957 0.79015
threshold=42.102795028150005 104.06483731340002 -0.22253999999999999 80.468240302450013 100.13162306855001 42.564639561200003 81.524804347700012 103.82556453975 -0.11600999999999999 -0.088099999999999998 44.215931556700006 0.076825000000000018 0.083415000000000031 0.08708500000000001 -0.082885 0.087725000000000011 86.692020874450009 87.735142629050017 0.093295000000000031 92.464140480550014 0.082620000000000013 0.088165000000000021 43.673409002000007 43.162556114600001 43.411469133450005 97.32487278035002 91.625341543800019 0.076580000000000023 95.429509798400019 0.080375000000000016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 4 8 -6 -5 -8 10 21 19 23 20 14 -14 -15 18 -18 -17 -2 -13 22 -10 -11 -25 26 29 28 -28 -12
right_child=3 2 -4 6 5 -7 7 -9 9 11 25 12 13 15 -16 16 17 -19 -20 -21 -22 -23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=0.00023758397512461119 0.00032236697893639103 0.00050222709959675928 -0.0021440743141848337 0.0015108867116826316 0.00054853902583059408 -0.0020622421967195917 -0.0022697582703218415 0.00026484235091120737 3.1452920543716418e-05 -0.0025871629699977415 -0.00017388473698693948 0.0004461991753977665 0.00044485329458011545 0.0015782197602173379 -0.0027633384449250831 -0.0024692638403241312 0.0018809320984468185 -0.00022314603233908464 -0.00039006850712083901 0.0015847897016864477 0.0020759060581997729 -0.0017851285433111495 -0.0014231689947902899 0.0017005208941267341 -0.0012293864239347621 0.001272772641131023 -0.0020561089890744708 -0.0024542453707189333 0.00078309515067888325 0.0011832750584814598
leaf_weight=146.30169226008002 8.2555519017041679 1.0053449441620617 2.2350771232959223 3.4430387788452199 1.2926304526627053 3.5117649827152491 1.0916469694348041 10.492458090404396 6.2098005544394237 1.1703006254974746 7.0947932782582921 3.3399755363352623 1.7759861573576925 3.1232781484723118 2.5316123256343444 1.7900440236553539 2.4489160687662643 6.2542957318946719 4.2746750649530441 4.5506033450365058 3.5486731880810112 3.2702496885322025 3.0255534276366234 0.75154121813830022 1.6615263497224075 1.7242521098814894 0.77277211588807337 1.6645734058693049 0.92173885554075241 2.0414273049682379
leaf_count=1286 85 66 294 22 9 77 18 272 46 47 96 29 8 12 56 37 8 64 54 26 13 48 35 7 48 21 43 48 10 15
internal_value=0.000118811 0.000203767 -0.00132306 -1.92304e-05 -9.4446e-05 -0.00135981 0.000366212 2.59901e-05 -1.02477e-05 -0.00020004 0.00030701 2.78931e-05 0.000161709 -0.000187096 -0.00144063 0.000114712 -0.000194806 0.000368901 -0.00100376 0.000770963 0.00128574 -0.000795513 -0.000445089 -0.00105834 -0.000316877 -0.000110826 -0.000301751 -0.00147432 -0.000511708 0.000129364
internal_weight=241.576 149.542 3.24042 92.0337 77.0065 4.8044 15.0271 11.5841 72.2021 45.1764 27.0257 32.6708 29.0875 22.1988 4.3076 17.8912 14.7679 8.70321 6.06472 12.8062 6.88865 12.5056 9.23535 3.58337 2.41307 14.2196 12.4953 3.35908 1.69451 9.13622
internal_count=2900 1646 360 1254 942 86 312 290 856 512 344 383 281 239 64 175 163 72 91 111 42 129 81 102 55 233 212 101 53 111
is_linear=0
shrinkage=0.00192234


Tree=629
num_leaves=31
num_cat=0
split_feature=0 1 2 2 3 2 0 0 4 0 3 2 2 0 2 3 1 0 3 4 1 1 2 4 2 2 4 2 0 2
split_gain=0.178426 0.926799 1.25702 0.864346 1.07588 1.02653 0.909002 0.752084 0.622085 0.471933 0.647458 0.599229 0.494 1.60229 1.18507 1.4013 1.04829 0.90193 1.08699 0.850556 0.740917 0.87601 0.68322 0.608096 0.463625 0.432368 0.421608 0.40436 1.22593 1.6386
threshold=97.835679825150024 78.220689305400015 -0.59681499999999998 -0.08756499999999999 0.089335000000000012 -0.094344999999999998 98.615332683000005 97.550703263350016 49.842240509300005 100.67200315280002 0.087405000000000024 -0.61225999999999992 -0.15895000000000001 101.15323715815002 -0.088944999999999996 0.074640000000000026 78.820215468450016 102.21786657775002 0.079785000000000009 44.710446918150005 82.844837289750004 80.468240302450013 -0.22089 42.406961525800007 -0.66246499999999997 -0.156745 42.686561923500008 -0.071129999999999985 94.832672093450014 -0.096499999999999989
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 2 -2 5 -5 6 -4 24 -8 10 -3 -11 17 -14 15 25 -16 -13 22 20 21 -18 26 -23 -1 -15 -19 28 -26 -30
right_child=1 9 3 4 -6 -7 8 -9 -10 11 -12 12 13 14 16 -17 19 18 -20 -21 -22 23 -24 -25 27 -27 -28 -29 29 -31
leaf_value=0.031804095988490301 -0.079676448296098684 -0.0036917327047535013 0.015010267671549142 -0.071686988901914606 -0.012299259824351204 0.046718909285990783 -0.058052527660355249 0.024294539182403371 0.012389233580121674 -0.061941348571060824 0.032503262585090648 0.047659928755652038 -0.068440794549375947 0.045000917430900136 0.041707613511241928 -0.057650733440803292 -0.029734463185205694 0.013783862150807902 -0.056581307719731168 0.024429964894110891 -0.040204485974239819 -0.0021137572115209292 0.036125822862921576 0.04357748463961697 0.00043470923843411417 -0.015547410606102239 -0.064187340062409337 0.0040583428629353312 -0.005195138508361047 -0.051807314717742303
leaf_weight=1.3402318581938732 0.81398469962004938 2.5497306836769011 1.9803745879326009 1.1654366872971866 3.2659217453328893 1.2149397442117331 1.2232588170445522 3.9116609962657085 0.49619244644418348 0.44807980177393147 3.0635695098899305 1.5942608822370008 1.0280058679636557 0.63426347798667848 2.10516732739051 1.9059497236066816 1.8055662584956715 0.39879394532363255 0.76033143969834771 2.9294278841989581 1.6918322256406098 2.0775521842879248 1.6021102132945091 1.3551102317869661 85.857588160957675 0.69700066033693209 0.38260960970364977 55.593644796812441 7.1422156179323792 3.0220932059455645
leaf_count=9 14 27 21 43 59 9 59 33 14 28 24 15 18 10 14 155 24 38 87 77 211 48 45 10 922 33 14 675 96 68
internal_value=0.000535685 -0.00276888 -0.0164319 -0.0109237 -0.0279181 0.00439915 -0.00949771 0.00131912 -0.0377247 0.00236692 0.0160624 -0.00122276 7.47772e-05 -0.00432595 9.72743e-06 -0.0284731 0.00771618 0.015149 -0.00133746 0.00045843 -0.00967465 0.000185809 0.0162851 0.0159237 0.000731549 0.0133001 -0.0243943 0.000456878 -0.00162826 -0.0190541
internal_weight=194.057 37.1895 10.1601 9.34612 4.43136 4.91477 3.69983 156.867 1.71945 27.0294 5.6133 21.4161 20.968 16.2299 15.2019 3.23721 11.9647 4.73811 3.14385 9.85949 6.93006 5.23823 2.38351 3.43266 152.956 1.33126 0.781404 151.616 96.0219 10.1643
internal_count=2900 1097 219 205 102 103 94 1803 73 878 51 827 799 600 582 198 384 199 184 370 293 82 97 58 1770 43 52 1761 1086 164
is_linear=0
shrinkage=0.0530633


Tree=630
num_leaves=31
num_cat=0
split_feature=1 4 0 4 2 0 1 0 4 3 0 3 3 4 3 0 3 3 1 1 3 2 1 3 0 0 0 2 2 2
split_gain=0.949702 1.79305 1.23682 1.12188 2.03517 1.75865 1.37551 1.11871 1.22858 1.26292 1.19299 1.08226 0.925169 0.880869 1.26705 2.1372 1.15205 3.05276 1.61975 1.58588 1.58587 1.50599 1.49534 1.76212 1.65033 2.34563 3.23394 1.2356 1.20272 1.15256
threshold=69.873026810350026 38.238138001450004 93.679323555450011 34.997818021800008 -0.033594999999999993 97.671683879200017 82.987325570650015 87.181320254150009 44.157169339850007 0.080515000000000017 86.866770652900016 0.11467000000000002 -0.16319499999999998 39.211875820650008 0.091885000000000022 96.943111725850017 0.090865000000000015 0.087405000000000024 71.52105164435001 75.465019721650009 0.10332500000000001 -0.081474999999999992 72.496961945650014 -0.21013499999999999 97.483491810050012 98.615332683000005 101.47316367565001 -0.044409999999999998 -0.21094499999999999 -0.22573999999999997
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 3 12 5 6 -2 -5 10 -9 -10 -1 -7 -3 14 15 -4 17 18 -15 21 -18 -19 -20 29 27 -26 -27 -25 -28 -24
right_child=1 2 13 4 -6 11 -8 8 9 -11 -12 -13 -14 16 -16 -17 20 19 22 -21 -22 -23 23 24 25 26 28 -29 -30 -31
leaf_value=0.00012097144529470355 0.0011437299893724653 0.00012906150713643731 -0.0017815264934038675 -0.0022104786705154991 -7.0535380553066545e-05 -0.0020597745668407552 0.00043466194756807211 0.00048686320414086576 -0.00214514040058256 0.0001361685756593859 -0.0010118546354383933 0.0013622617706236025 -0.0023107322728596847 -0.0014650752821381648 0.0012152730587393643 0.00079341971375675646 -0.0007088409077414666 -0.00093082290732047774 0.0010750388179427825 0.0013982087959630565 0.00033323508401564256 0.0011781606493531588 0.0016456502841596706 -0.0024460217792218156 0.0016371535614113323 -0.0022104915343348634 -0.0020708287821006315 -0.00031707706643409821 0.00018007506273676722 1.6587569152373559e-05
leaf_weight=87.629676607553847 2.5765243805944911 0.94476984441280398 1.7231002189218978 4.4669412163202642 4.4750164251308879 1.4169327532217719 0.82765202029986529 54.156386576592922 1.276041743345558 2.6558297085575759 3.431246740743517 0.42724249169259554 1.3280383398523543 2.8466696722898623 5.791218109530746 3.411928458372131 13.896674228453778 2.5484683993272483 4.1398145509883788 9.2077909922809322 8.2764306247991026 2.2773183211684218 2.7709638827946037 2.1863860427401964 2.2677972763776806 2.8895666678436092 0.91225069807842452 1.7380279644858152 11.132953719716166 3.4796900930814436
leaf_count=883 14 14 18 129 57 146 50 327 38 29 24 15 57 58 47 48 175 27 28 67 98 16 27 57 8 43 50 18 270 62
internal_value=0.000113962 -3.02047e-05 7.47383e-05 -0.000649716 -0.00100618 0.000138056 -0.00179699 0.000208649 0.000413011 -0.000604203 7.82857e-05 -0.00126699 -0.00129655 0.000112981 0.000610938 -7.06242e-05 3.58841e-05 0.000198871 -0.000103608 0.000939553 -0.000319871 6.44194e-05 1.93608e-05 -0.00014027 -0.000400342 -0.000148756 -0.00041994 -0.00150316 9.60153e-06 0.000738764
internal_weight=247.109 97.9602 83.7699 14.1903 9.76961 4.4207 5.29459 149.149 58.0883 3.93187 91.0609 1.84418 2.27281 81.497 10.9262 5.13503 70.5708 48.3977 34.3641 14.0336 22.1731 4.82579 31.5175 27.3776 21.127 17.2026 14.9348 3.92441 12.0452 6.25065
internal_count=2900 1599 1188 411 236 175 179 1301 394 67 907 161 71 1117 113 66 1004 731 621 110 273 43 563 535 446 371 363 75 320 89
is_linear=0
shrinkage=0.00188464


Tree=631
num_leaves=31
num_cat=0
split_feature=0 3 0 0 4 2 3 3 1 1 3 1 4 1 4 1 4 4 3 1 4 1 4 3 0 0 0 2 2 0
split_gain=0.180997 1.25872 0.382529 0.325042 0.632765 0.60414 0.323894 0.808431 0.273883 0.471968 0.846973 0.281204 1.471 1.28622 0.954364 0.869109 0.729744 1.34138 1.11127 1.69214 0.686112 1.09924 1.63705 1.4344 1.23709 1.02362 0.637431 0.901818 1.28625 0.891333
threshold=71.249517373150013 -0.23472499999999999 71.340924949550015 76.591483678350016 41.468518788800004 -0.16297999999999999 -0.15684499999999998 0.070195000000000021 57.729261435100007 59.74022811670001 0.087405000000000024 62.057679025150001 39.468990633150007 62.084563606450011 42.207998345450008 61.82916008405001 40.12915366295001 40.532725462000009 0.10461500000000003 61.944763783650011 41.919251152600005 61.917879202350001 42.988308018450006 0.087725000000000011 86.20003303655001 85.807518149550006 85.775256651950016 -0.22089 -0.012769999999999998 86.232294534150014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -2 4 5 -4 -3 -8 -5 10 -10 12 -11 14 -13 -14 -17 -18 20 -20 25 -22 23 -23 -24 -19 27 -15 -29 -28
right_child=2 6 3 8 -6 -7 7 -9 9 11 -12 13 15 26 -16 16 17 18 19 -21 21 22 24 -25 -26 -27 29 28 -30 -31
leaf_value=-0.075632377089385874 0.030131141583641642 0.048520253203557455 0.033173211121442246 0.024420503648412861 -0.068785612535403287 -0.037636425657230077 -0.063982999167844584 0.030330038392947348 0.010313666930110175 0.029378089507486292 -0.06789474395178742 -0.054529025948637427 -0.031997107255347178 0.011879787206103691 -0.0039939532323054559 -0.023043377236984901 0.03982450515326514 0.039963618850717982 0.015064845694246116 -0.055046644820045329 0.027752644735369515 -0.012049741333156835 -0.019441435992241358 -0.082925033645396828 0.034150297182553378 0.0021712065503179611 0.024446229672232977 -0.07428787876615478 0.015200137144297026 0.00042617693484566844
leaf_weight=0.80978583302930962 1.5147610316926137 0.56976069882512104 0.84174381327466119 1.6760002234950651 0.67889296723296855 0.81301542278379124 0.49203321429376823 0.85235361382365227 0.95994303654879221 7.1248473580926648 0.94137603923445567 2.554913322441279 2.650734214053954 1.6263179105008019 2.5759013225324452 3.3875010181218377 3.4901201240718391 4.2537315473891848 2.1015806333161882 2.6988895389949903 3.1916800234466782 2.4657519038300943 2.8902063122950494 1.6266827974468467 3.026622474193573 5.8333083353936672 5.5402907300740472 1.6443766003649214 0.82934931002091561 123.55829328339041
leaf_count=65 12 17 25 15 38 33 51 13 20 55 29 20 27 35 24 25 19 22 13 44 17 27 35 26 13 43 40 52 19 2026
internal_value=0.000592808 -0.0144023 0.000807224 0.000572182 -0.0211573 -0.00161694 0.0115013 -0.00418767 0.000843864 0.000630241 -0.0284087 0.00093183 0.00496919 -0.000374026 -0.0291581 0.000346002 0.00279789 0.00556994 0.00131365 -0.0243528 0.00660441 -0.00218595 -0.0117325 -0.0402216 0.00797223 0.0181084 0.000734739 -0.0220073 -0.0442858 0.001457
internal_weight=193.221 2.72393 190.497 188.982 2.33365 1.65476 1.91415 1.34439 186.648 184.972 1.90132 183.071 44.7417 138.329 5.13081 37.6168 34.9661 31.5786 28.0885 4.80047 23.288 13.2009 10.0093 4.09243 5.91683 10.087 133.199 4.10004 2.47373 129.099
internal_count=2900 146 2754 2742 96 58 81 64 2646 2631 49 2582 366 2216 44 311 284 259 240 57 183 118 101 53 48 65 2172 106 71 2066
is_linear=0
shrinkage=0.0585862


Tree=632
num_leaves=31
num_cat=0
split_feature=4 0 2 2 0 2 2 2 0 3 2 1 3 1 0 4 0 4 4 4 4 2 2 4 4 2 1 3 3 3
split_gain=0.712625 1.8316 1.09522 0.997952 2.02742 1.60432 1.54916 1.35299 1.63542 3.37615 2.89218 3.2964 3.36177 1.01013 1.65107 2.15438 1.25013 1.01372 0.969865 0.857419 1.25478 1.03769 2.55511 1.86417 1.37031 1.33014 1.5829 1.32998 1.12966 0.937356
threshold=42.178283198950005 104.06483731340002 -0.18126999999999999 -0.067574999999999996 84.280473931450004 -0.053019999999999991 -0.042409999999999996 -0.085734999999999992 86.162394622750014 0.07870000000000002 -0.081169999999999992 65.461267018300006 0.091250000000000012 63.910026677050006 87.29692395375001 41.028010303750008 92.313586825200005 38.238138001450004 40.337496327150006 40.259171735100004 40.496232821400007 -0.13820499999999999 -0.23155499999999998 38.115457128050004 39.788107623550012 -0.5169149999999999 78.285212300550015 0.10211000000000002 0.085590000000000013 0.093480000000000021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 7 -5 18 -7 19 -9 -10 -11 -12 -13 14 15 -8 17 -15 -6 21 -21 22 24 28 25 26 -1 -23 -24 -27
right_child=-2 2 -4 4 5 6 13 8 9 10 11 12 -14 16 -16 -17 -18 -19 -20 20 -22 27 23 -25 -26 29 -28 -29 -30 -31
leaf_value=-0.0019996735812377203 -1.8640467407136817e-05 0.00036322148595211443 -0.0020974731939237862 -0.0011101805005186553 0.00056949973292640598 -0.00090031706362885531 0.00092765926929913643 0.00058791439507426262 0.0015188410743673865 -0.0027323432458982045 -0.0022768568716344598 0.0014487448673306176 -0.0011068564171139456 0.00029704432140585565 0.0017805385771603494 -0.00080455316762261453 0.00038981588229802756 -0.0013487244331842332 0.0016379279498713209 0.0016257269745420164 0.00033195448734811892 0.00058059299876018372 -0.0014786894221455072 -0.0032128045834675521 0.0013125434505157723 -0.00026680366146687452 0.00065742998264830242 -0.00081566790585740412 0.0013411166165720057 0.0012450757480449298
leaf_weight=2.5347090184222902 88.563155486990581 0.99805425829254124 2.0237523691466768 3.1224527950398615 6.4210918899625522 3.5463318098336449 9.329964507371189 5.3054109500953954 2.2748403102159491 2.8501059381524092 2.9470491521060449 3.6507874582894146 3.9712182604707778 2.4917858354747322 4.5452341362833968 3.7076382664963594 24.62653840938583 3.1082896143198013 6.1435934565961361 3.0894955226685878 26.804214498959482 14.906791038811209 1.6176183958887134 1.663002210203558 2.7171510197222242 3.9902659395011133 1.2308124324772505 3.0341161251999429 0.77728867158293713 2.4433263731189072
leaf_count=45 1232 94 270 75 45 25 47 30 15 34 20 20 39 16 32 29 210 39 25 17 182 101 56 25 19 77 18 35 12 16
internal_value=0.00011906 0.000197298 -0.00128475 0.000226598 0.000402325 0.000476209 0.000325571 8.93005e-05 -0.000334759 -0.000646672 -0.00101377 -0.000550335 0.000117225 0.000416503 0.000782866 0.000435052 0.000203389 -0.00061643 0.00109192 0.000226705 0.000465665 2.21107e-05 -0.000318599 -0.00164923 9.94459e-05 -0.000223736 -0.00113116 0.000344461 -0.000563496 0.000307372
internal_weight=244.436 155.873 3.02181 152.851 67.0429 63.9205 51.3558 85.8082 20.9994 15.694 13.4192 10.5691 7.62201 47.8095 17.5828 13.0376 30.2266 5.60008 12.5647 64.8088 29.8937 34.9151 16.9742 4.05791 12.9163 10.1991 3.76552 17.9409 2.39491 6.43359
internal_count=2900 1668 364 1304 543 468 398 761 158 128 113 79 59 373 108 76 265 55 70 603 199 404 268 93 175 156 63 136 68 93
is_linear=0
shrinkage=0.00192234


Tree=633
num_leaves=31
num_cat=0
split_feature=0 2 2 3 0 0 3 4 2 3 3 2 3 1 2 4 2 1 2 2 2 0 0 4 0 0 1 2 3 4
split_gain=0.176017 0.200183 0.327293 0.312811 0.199274 0.16836 0.838327 0.266362 0.524884 0.173556 1.12537 0.566157 0.482829 0.797532 0.584554 0.981734 0.772875 0.489768 1.6793 0.785588 1.24601 0.95111 1.2306 0.444154 0.424618 0.843258 0.398216 0.3565 0.33359 0.443488
threshold=113.28087178455002 -0.012769999999999998 -0.046474999999999995 -0.397505 116.55541378745001 71.144667506050013 -0.15959999999999999 48.315732392000008 0.11529000000000002 -0.093074999999999991 -0.085699999999999998 -0.25089499999999998 -0.23958499999999999 61.998532946250002 -0.042409999999999996 37.737818700150008 0.26077000000000011 61.944763783650011 -0.23361999999999997 -0.18126999999999999 -0.091779999999999987 86.345209775600011 93.063666643600016 44.710446918150005 90.837623311600012 97.671683879200017 61.885617704800005 0.049615000000000013 1.0000000180025095e-35 41.43512228960001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 3 -2 -5 6 -1 8 -8 11 -11 26 17 -14 24 -16 -17 18 -13 23 -21 -22 -23 -19 -15 -26 -7 -24 29 -12
right_child=1 -3 -4 4 -6 9 7 -9 -10 10 28 12 13 14 15 16 -18 19 -20 20 21 22 27 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.071353668542924659 0.054741393882487457 -0.059575606698048032 0.049780764261978125 -0.010840903524586743 -0.061173514775941351 0.01283473170567735 -0.061723568314906913 0.045834772001755036 0.056290858515378926 -0.049232599716438258 -0.0032597477728898492 -0.035926613975732706 -0.022045091317044786 0.055275398843863524 0.048870087148078001 -0.033882453055148948 0.02104490119107285 0.032688635025608412 0.042412260715598345 -0.071450513536585533 -0.039283872645600779 0.045658523555310811 0.0051132063017842351 -0.010577958678857892 -0.0086566681365392133 0.047898815104067329 -0.061186821578969451 -0.044410670697527396 0.0011687633406460255 -0.039107280176622738
leaf_weight=0.60104183555813506 0.15633013565093268 0.30694472701543318 0.26087914389790956 0.609068217956519 0.45214841086180968 0.3643893757835055 0.30660095285565947 0.47233788855373859 0.20914399530738592 1.5053373976261344 4.255945213866652 1.3491608648619147 1.6197755698522058 1.9891082757385437 1.3082851381041098 1.9130049952073025 1.5139683084562419 2.0183837319491453 2.7282659532502338 1.1969512845389561 1.9487927274312768 1.724200147436932 0.90424961125245307 1.2785850475775076 1.6019354844465854 1.902977996971458 0.70108288606570568 1.0209671386401167 154.83615873224335 1.5543834590935146
leaf_count=76 2 100 7 46 149 8 50 5 2 33 64 34 37 18 17 31 17 23 26 28 20 16 20 33 24 18 49 35 1872 40
internal_value=0.000585153 -0.0173657 -0.0086023 -0.0211118 -0.0322859 0.000753102 -0.0178643 0.0146727 -0.0138666 0.000909444 0.000198543 0.00516559 0.00684608 0.0154024 0.0213321 0.00654241 -0.00961665 -0.000308984 0.0164911 -0.00709655 -0.018259 -0.00688611 0.0104143 0.0159096 0.0340792 0.0220499 -0.0358716 -0.0211499 0.000661738 -0.0128497
internal_weight=192.61 1.78537 1.47843 1.21755 1.06122 190.825 1.58912 0.988083 0.515745 189.236 162.152 27.0841 26.0186 11.8491 10.2293 4.73526 3.42697 14.1696 4.07743 10.0921 6.79516 5.59821 3.64942 3.29697 5.49402 3.50491 1.06547 1.92522 160.646 5.81033
internal_count=2900 304 204 197 195 2596 133 57 52 2463 2009 454 397 162 125 65 48 235 60 175 119 91 71 56 60 42 57 55 1976 104
is_linear=0
shrinkage=0.0574375


Tree=634
num_leaves=31
num_cat=0
split_feature=0 3 0 1 3 4 1 3 3 3 3 0 1 4 2 4 1 2 1 0 3 3 3 0 4 2 0 2 3 2
split_gain=0.868772 2.57841 2.40378 1.8349 2.28482 1.51413 2.65875 2.40353 1.87859 1.02016 0.956886 0.940747 0.905069 1.03332 1.05738 1.93611 1.64872 0.914074 0.876717 0.814465 1.70516 4.4386 1.2445 1.38642 0.827539 1.4126 0.803342 0.781831 1.43354 1.24049
threshold=90.837623311600012 0.25847000000000003 90.337570099350003 67.649671936450019 0.084795000000000023 38.592454371550012 65.004229136100022 -0.16319499999999998 0.087205000000000019 0.21240500000000004 0.43162500000000009 84.95796538030001 69.873026810350026 38.238138001450004 -0.033594999999999993 34.542090938800008 82.987325570650015 -0.024989999999999998 73.365333921800001 86.530713386650021 0.08079500000000002 0.086355000000000029 0.12064000000000002 85.775256651950016 41.322103772800006 -0.083794999999999994 85.872041144650012 0.22542000000000004 0.081550000000000025 -0.060760000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 5 4 -2 8 10 -8 11 12 19 -1 -5 14 15 18 -17 -16 -14 22 -21 -22 -7 -24 -23 -26 -9 29 -29 -15
right_child=1 -3 -4 9 -6 6 7 26 -10 -11 -12 -13 13 27 17 16 -18 -19 -20 20 21 24 23 -25 25 -27 -28 28 -30 -31
leaf_value=-0.0013712937401733651 0.00024269377781732949 -0.0023890060761625675 0.0012813380654575332 0.00053243507604404817 -0.0019475888873194825 3.7349782426012202e-05 0.00063950551864918432 -0.00079533498698387969 0.0010647646080015252 0.001713434989542991 0.0012524759788933109 0.00025459390437642369 0.0016329761391635864 -4.0563334241348443e-05 0.0018591752478263955 -0.0022386759463814774 0.00071935710307122148 -0.00025111178970127132 -0.00094349914977446127 0.0012154384967235554 -0.0015420838383362295 0.0010761702763498612 5.2222833206297132e-05 -0.0023440162329424349 0.00093614032520994753 -0.00037328036260438053 -0.0028819723669155678 0.0002190240360275351 -0.0021186774812382708 0.00052580970870366045
leaf_weight=1.8220084701897601 3.2973625389859071 1.667769342973769 7.3804651033715336 13.179977362509815 3.7748349891044199 61.119600071251625 1.548242427408695 0.96697654726449345 13.002351620234547 1.404902446840423 2.7137037664651862 4.726636809296906 1.1586406752467158 48.77033658956497 0.91196007392136369 3.8796058768639341 0.8486112939135636 4.5076358554215386 0.84325610463201872 6.6424331516027477 4.7781336568295982 6.6728972345590618 1.8079613335430615 1.7617010301910339 5.6831837967038217 6.5573252663016239 2.3120079780928791 2.3402764657512303 1.6548249930783638 20.213241114819546
leaf_count=92 34 40 46 91 50 606 17 25 82 15 13 29 5 754 7 124 54 121 80 35 30 35 20 29 23 38 47 41 42 275
internal_value=0.000109688 -1.72366e-05 0.000215989 1.98056e-05 -0.000926385 0.0001516 5.81432e-05 -0.00133454 0.000641876 8.69145e-05 0.000126928 -0.000197772 6.36702e-05 -8.90613e-06 -0.000527974 -0.00103688 -0.00170777 0.000103988 0.000547691 9.47838e-05 0.000354681 0.00011335 -2.7087e-05 -0.00113037 0.000531565 0.000234675 -0.00226662 7.75099e-05 -0.000749284 0.000125393
internal_weight=237.949 108.453 129.496 106.785 7.0722 122.115 102.564 4.82723 19.551 99.7133 97.7369 6.54865 98.3084 85.1284 12.1497 6.73011 4.72822 5.4196 2.0019 95.0232 30.334 23.6915 64.6893 3.56966 18.9134 12.2405 3.27898 72.9787 3.9951 68.9836
internal_count=2900 1733 1167 1693 84 1121 918 89 203 1609 829 121 1594 1503 391 263 178 128 85 816 161 126 655 49 96 61 72 1112 83 1029
is_linear=0
shrinkage=0.00192234


Tree=635
num_leaves=31
num_cat=0
split_feature=4 3 3 4 2 1 1 3 4 4 0 4 0 4 0 4 4 0 2 4 4 0 0 0 2 3 3 3 0 1
split_gain=0.179955 0.697923 0.696874 0.552396 0.599033 1.20209 0.415267 0.774895 0.325386 0.427424 0.83563 0.832462 0.822623 0.381544 0.678443 0.552713 1.08265 0.468292 0.565362 0.477424 0.976892 0.893871 1.05258 1.51442 0.640524 1.14979 2.25831 1.28996 0.63236 0.567436
threshold=49.275256100300005 -0.25095999999999996 -0.24299499999999999 49.842240509300005 -0.23361999999999997 86.858705278550005 87.33187390945001 0.075065000000000021 48.680511450650009 45.90502654165001 97.32487278035002 47.480720532750006 90.837623311600012 45.027406014450008 103.44649194340002 44.527357125550004 44.758188263300006 75.994645973400011 -0.16297999999999999 43.19689381845 42.773538294100007 86.20003303655001 86.866770652900016 90.437043050150024 -0.10282499999999999 0.08708500000000001 0.083795000000000022 0.082325000000000023 94.73051068445001 61.917879202350001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 -2 -3 -4 -5 -6 -7 -8 9 13 12 -12 -11 14 15 17 -17 18 -1 20 -19 29 -23 -24 -21 26 27 -26 -25 -22
right_child=1 2 3 4 5 6 7 -9 -10 10 11 -13 -14 -15 -16 16 -18 19 -20 24 21 22 23 28 25 -27 -28 -29 -30 -31
leaf_value=0.0092502659808775464 -0.067303319507643802 0.066473030727318666 -0.058683354040490597 0.051277934785196079 -0.061735589692694874 0.04711618388151019 0.036629702944545664 -0.057661966228557848 0.013990321543666234 -0.012041738739874103 -0.03159007216304998 0.031316450673030558 -0.069194860383709242 0.022338083325314857 -0.019224703291956701 -0.077754882459190627 0.0077736981777007065 0.0020022968459139068 -0.058087614400483822 0.028157571108382452 -0.0099663224294259615 0.027710969262588182 -0.048783085940732863 0.039499460231508195 -0.023463417571403057 0.023701387536600289 -0.060455237126857249 0.031984033448491114 -0.015147357634562257 -0.068308609238294918
leaf_weight=0.67435987354838289 0.57021677226293821 0.40657040476799 0.59015725592325852 0.56109965909854542 0.94544605957344208 0.73349037021398533 0.57643050467595436 0.4926723231037613 5.5599026987329117 2.141160615778062 1.0066049704328182 1.7660111510485874 1.1964603804517535 2.5015260664513326 5.0950856761510286 0.78886622776917548 1.053472538362257 138.15150651102886 0.87062030617380404 4.6107709999196258 0.7965677024913006 1.9470398295670746 2.6913849152624607 1.2092492897063496 2.2022418408887443 5.2678413047106005 1.9797911153873426 3.0497202225378715 1.3841146347112951 1.4029687371803445
leaf_count=80 15 1 35 8 82 6 15 57 56 36 38 38 53 55 492 29 21 1372 104 45 8 11 22 17 36 50 34 18 23 43
internal_value=0.000561952 -0.00990842 -0.00230773 -0.00947934 -0.000704216 -0.011318 0.0151256 -0.00682252 0.000834464 0.000432097 -0.0139218 0.00847809 -0.0325298 0.000931342 0.000622121 0.00122374 -0.0288486 0.00155702 -0.0286957 0.00184082 0.000828727 -0.0163619 -0.00698868 -0.0197729 0.0105705 0.00408306 -0.0102076 0.00873392 0.0103337 -0.0471798
internal_weight=192.223 4.87608 4.30587 3.8993 3.30914 2.74804 1.80259 1.0691 187.347 181.787 6.11024 2.77262 3.33762 175.677 173.176 168.081 1.84234 166.238 1.54498 164.693 147.583 9.43133 7.23179 5.28475 17.1104 12.4996 7.23175 5.25196 2.59336 2.19954
internal_count=2900 219 204 203 168 160 78 72 2681 2625 165 76 89 2460 2405 1913 50 1863 184 1679 1496 124 73 62 183 138 88 54 40 51
is_linear=0
shrinkage=0.0552071


Tree=636
num_leaves=31
num_cat=0
split_feature=4 4 2 3 0 0 4 4 0 1 4 0 3 2 4 2 2 2 4 1 4 4 0 1 2 4 1 0 1 1
split_gain=0.158187 0.622268 0.615273 0.318998 0.368569 0.594323 0.265772 0.356814 0.703295 0.789281 0.688561 0.639367 0.346937 0.313278 0.669908 0.395812 0.831347 0.779971 0.651341 0.632447 0.424593 0.491283 0.748283 0.61128 0.484861 0.710548 0.625126 1.0892 0.671241 0.52568
threshold=49.275256100300005 49.49736495185001 -0.15726999999999999 0.079095000000000013 85.57362229215002 110.50907145210002 48.680511450650009 45.90502654165001 97.32487278035002 67.649671936450019 47.480720532750006 85.716110573100011 0.076080000000000023 -0.62958999999999998 40.580626202750004 -0.59309999999999985 -0.5169149999999999 -0.58180999999999994 39.995120105550008 74.784839814650013 45.027406014450008 44.527357125550004 96.588235252600015 83.715897724050009 -0.11808 34.997818021800008 81.524804347700012 104.73157492975001 80.288113607700012 62.020040611300011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 -2 3 4 -3 -6 7 13 9 11 -10 -9 -8 14 -1 18 17 19 -15 -17 21 23 -23 24 25 -18 28 -28 -26 -27
right_child=1 2 -4 -5 5 -7 12 8 10 -11 -12 -13 -14 15 -16 16 20 -19 -20 -21 -22 22 -24 -25 26 29 27 -29 -30 -31
leaf_value=0.012731638152653301 -0.075421438549655606 0.028341748740012735 -0.048858535561600872 0.03862114415732857 -0.069908288275269209 0.026768961173590806 -0.00041962682439207645 -0.052369956702073277 -0.033687020658342837 -0.082014215390727618 0.033865050857811517 0.017747102286905708 0.032061596434694126 -0.017840483014869568 -0.05391601326685902 0.031142869164499556 -0.039679185707366338 -0.073685439734883076 0.032859171405991983 -0.039016145315768982 0.028706363811401639 -0.061580228777676806 0.022307263059621781 -0.031401667866150201 -0.0002505598705979174 -0.0069228514608734989 -0.072832298470939388 0.030381809946351843 0.023057316268496469 0.015864363041145215
leaf_weight=1.2239421427075279 0.5564453964252597 0.8136249799281362 0.91603284132725127 1.1425094408332368 0.63149619498290099 0.45974335190840065 2.9254024433903387 0.98320825054543082 0.99597926432034034 1.0367997802095485 1.7243842009629586 1.2183972441125659 2.5975516804028302 1.4689214142617846 1.3025524285039862 0.95709013566374856 1.1802016226283765 1.1716300018542813 3.8104039101745002 1.2265016710243797 2.3512008406105442 1.2368577120068938 0.69483610522001971 2.3404081372291321 120.82890471123392 5.2196713673765798 1.225483027024892 0.65718895499594498 5.4007730605080715 22.470791486426606
leaf_count=28 22 6 124 18 36 13 32 25 38 44 38 20 24 33 18 5 74 61 40 44 50 43 10 346 1285 106 46 20 44 207
internal_value=0.000589277 -0.0113675 -0.00237458 0.0115984 -0.00460947 -0.0291778 0.000879441 0.000452293 -0.015113 -0.0354804 0.00913289 -0.0135663 0.0148569 0.000982999 -0.021629 0.00131468 0.000763298 -0.0311094 0.0187525 -0.00826475 0.00141694 0.00101904 -0.0314056 0.00141217 0.00190138 0.00947399 0.000194863 -0.0368031 0.000746674 0.011569
internal_weight=190.769 4.51985 3.96341 3.04737 1.90486 1.09124 186.249 180.726 5.95877 3.23841 2.72036 2.20161 5.52295 174.767 2.52649 172.241 166.962 3.35522 5.27933 2.18359 163.606 161.255 1.93169 159.323 156.983 28.8707 128.112 1.88267 126.23 27.6905
internal_count=2900 219 197 73 55 49 2681 2625 165 89 76 45 56 2460 46 2414 2341 110 73 49 2231 2181 53 2128 1782 387 1395 66 1329 313
is_linear=0
shrinkage=0.0646839


Tree=637
num_leaves=31
num_cat=0
split_feature=0 1 0 3 0 0 0 3 3 4 4 3 3 3 0 2 2 1 3 0 4 4 2 2 2 1 0 1 3 0
split_gain=0.169341 0.864592 1.40292 0.946042 1.02064 0.62554 0.428851 0.445084 0.703544 0.744602 0.672762 1.23524 0.992064 0.960146 0.807125 0.802385 0.860213 0.732107 0.663829 1.04297 0.61473 1.05775 0.867733 0.490731 0.589153 0.416978 0.386818 0.680355 0.935142 1.66181
threshold=98.201310130900012 77.086159974350025 100.13162306855001 0.11308000000000003 99.744485097750015 99.515966156650009 100.53758024625002 0.09660500000000001 0.093925000000000022 38.703421923500009 41.093509583400007 0.086355000000000029 0.087725000000000011 0.084795000000000023 106.56510337475001 -0.088944999999999996 -0.156745 80.059594666650014 0.074640000000000026 104.3578792496 42.027086531450003 37.962710038050005 0.11529000000000002 -0.084239999999999995 -0.046474999999999995 88.16529592995002 96.693085119700015 71.090898343450007 0.083795000000000022 96.249489528150022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=26 2 3 4 -2 -3 -7 8 9 25 12 15 13 -11 -13 16 17 -12 -19 -20 21 22 -9 -17 -25 -8 27 -1 -29 -30
right_child=1 5 -4 -5 -6 6 7 20 -10 10 11 14 -14 -15 -16 23 -18 18 19 -21 -22 -23 -24 24 -26 -27 -28 28 29 -31
leaf_value=0.001450888126201812 -0.056860350870882558 -0.042567399647887166 -0.074125296785766639 0.031582387598212955 0.030293004694692805 0.021962672830762617 -0.066279821379359297 -0.065665853624208945 0.045679242811096893 0.017092618587965517 -0.070674526470155249 -0.076533447883933403 0.042737022851189466 -0.074607668361623414 -0.0014252696831946309 0.046592134328183675 -0.065840790058846729 0.042524748795307279 0.035073684587968466 -0.066044924297854413 0.025611894808121725 -0.065313025952800141 0.055684227983225525 -0.038526017361959007 0.02378047562955201 0.029671954274767758 0.010358080483714605 0.00043928125781269407 -0.068382325053425036 0.01453945928687916
leaf_weight=131.64859186620743 1.6290347536560146 1.1739591786754342 1.5769699135416884 1.5184621056541798 0.71981519856490184 3.7576012955978539 0.89878675665023411 0.32975075554259081 1.3553296158515866 1.3073494220843738 0.46409411448986526 1.3040089943679043 3.1646575661725365 0.62799053708295094 0.89737143036472833 1.879443821380846 0.93112194812420046 1.3718593694939047 0.75037029664963462 0.76565636349187116 0.81591229659534281 1.6180195449287564 0.65139707584967255 0.78349848560174029 2.0111035239096831 0.20702514851927845 15.838180365972219 5.6425393086101376 2.483752512474894 1.4063293244689701
leaf_count=1439 54 21 55 15 14 48 97 47 33 68 11 23 35 22 43 16 69 26 11 74 29 49 13 22 77 91 147 135 106 10
internal_value=0.000496544 -0.00350753 -0.0256708 -0.0059125 -0.0301518 0.00095052 0.00292362 -0.000308452 0.00338329 8.19822e-05 0.00337375 -0.00500864 0.021714 -0.0126628 -0.0459163 0.00504517 -0.0140125 0.000384512 0.011804 -0.0159954 -0.0205446 -0.0350337 0.0149001 0.0225088 0.00631214 -0.0483162 0.00132558 0.000312283 -0.0154122 -0.0384047
internal_weight=189.53 32.5106 5.44428 3.86731 2.34885 27.0663 25.8923 22.1347 18.7197 17.3643 16.2585 11.1585 5.1 1.93534 2.20138 8.95715 4.2831 3.35198 2.88789 1.51603 3.41508 2.59917 0.981148 4.67405 2.7946 1.10581 157.019 141.181 9.53262 3.89008
internal_count=2900 1063 138 83 68 925 904 856 718 685 497 372 125 90 66 306 191 122 111 85 138 109 60 115 99 188 1837 1690 251 116
is_linear=0
shrinkage=0.0609531


Tree=638
num_leaves=31
num_cat=0
split_feature=0 1 0 2 2 4 0 3 2 2 0 1 2 2 2 4 0 2 1 0 2 3 2 4 4 2 0 3 3 1
split_gain=0.177409 0.229711 0.232795 0.164846 0.256557 0.9212 0.567929 0.899281 0.486125 0.548463 0.601374 0.516199 0.475395 0.523076 0.90108 0.858359 0.508019 0.474931 1.31768 1.68381 0.45283 0.701524 1.29757 0.638598 0.884368 1.50945 0.69238 0.56888 0.420042 1.25437
threshold=114.06859001680002 89.264875305300009 122.45926784190002 0.68694500000000025 0.25677000000000011 40.08085804200001 94.614906984850009 0.10236000000000002 0.20327000000000003 0.15675000000000003 88.232507383150008 67.203387886850024 0.12812000000000004 0.090855000000000033 0.06041500000000001 38.175120519550006 79.882156430000023 1.0000000180025095e-35 71.429644067900014 86.001087134900004 -0.031989999999999998 0.12191500000000002 -0.088099999999999998 41.872669623500009 42.686561923500008 -0.022239999999999999 87.29692395375001 0.23821500000000004 0.10790500000000001 61.971648364950006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 8 6 -6 -8 9 12 -11 -10 13 14 17 -15 -17 20 19 -19 21 28 27 26 25 -25 -22 -23 -1 -30
right_child=1 2 -4 -5 5 -7 7 -9 11 10 -12 -13 -14 15 -16 16 -18 18 -20 -21 23 22 -24 24 -26 -27 -28 -29 29 -31
leaf_value=0.00017578563670788848 -0.062626892474347343 0.0062959885325924491 -0.058595652549443628 0.016583534435106878 0.015440214177464407 -0.057277405911320377 -0.068186245571145401 0.020776377650662394 0.045388371180822701 -0.044284374766656212 -0.0014042457151191795 0.0051415474518999842 0.032047133990553832 0.014806518463933617 0.032899429598061143 0.016289441197660938 -0.066133259675768608 -0.074905779004846476 -0.066706985490341444 0.012759429720616283 -0.00082705320292439182 -0.02690516053831828 -0.061317516998063634 0.021409518757053794 0.013065592138614666 -0.083269899471006686 0.032092952257444247 0.010845407430169001 0.050254708100282035 -0.0014161538026903984
leaf_weight=127.65723930178501 0.32023023212968738 0.86773692592396379 0.23091930976625008 2.0961164054169776 2.8419681871309868 1.1609677166561594 0.83211827701597918 0.68217479612212628 1.6102743265219022 1.8840811599511642 2.5251377742679324 3.0288956119911745 1.5904111950658251 1.099311583064263 2.8544660909101358 0.30288484320044506 1.330045064576552 0.86841754632769053 1.2954457781379458 4.3112132241949439 3.3459648129064572 2.1639587519457564 1.699471600295509 0.81103532528504718 3.0724629347678274 1.0336211187532161 5.6955322330468334 3.364478399977088 2.229169098660349 5.0871936295734486
leaf_count=1670 33 120 129 35 25 39 55 7 18 26 27 35 20 13 31 3 75 81 65 40 33 29 32 13 38 33 53 33 14 75
internal_value=0.000412936 -0.0198202 -0.00734316 0.000566891 0.000384805 -0.0118144 0.000301795 -0.0281094 0.000761106 0.000272475 -0.0197271 0.0191114 0.00079177 0.000496274 0.000907813 -0.0244303 -0.050845 0.000346317 -0.0148965 -0.00193853 0.000978351 9.29952e-06 -0.0174241 0.0108504 -0.00580871 -0.0372458 0.0199103 -0.00393104 0.000942868 0.0143271
internal_weight=187.893 1.41889 1.09866 186.474 184.378 5.51723 4.35626 1.51429 178.861 174.222 4.40922 4.63917 169.812 168.222 165.49 2.73224 1.63293 162.635 6.47508 5.17963 156.16 142.202 7.22791 13.9586 4.91712 1.84466 9.0415 5.52844 134.974 7.31636
internal_count=2900 282 249 2618 2583 126 87 62 2457 2404 53 53 2351 2331 2240 91 78 2209 186 121 2023 1853 94 170 84 46 86 62 1759 89
is_linear=0
shrinkage=0.0574375


Tree=639
num_leaves=31
num_cat=0
split_feature=0 1 0 3 1 2 2 4 3 2 0 4 3 2 0 2 2 4 2 0 2 4 4 1 0 2 4 2 2 1
split_gain=0.150548 0.21307 0.21037 0.161403 0.288254 0.135073 0.234334 0.85489 0.331406 0.178657 0.621481 0.485116 0.508007 0.445832 0.493138 0.396359 0.448392 0.76167 0.758259 0.469029 0.402235 1.20978 1.36274 1.23871 1.75432 0.397423 0.927784 0.794213 1.76923 1.60653
threshold=114.06859001680002 89.264875305300009 122.45926784190002 -0.21013499999999999 93.464246905050018 0.68694500000000025 0.27148500000000009 38.938637541200009 0.094415000000000013 0.20327000000000003 89.99344745865001 41.061442884200012 0.077015000000000014 0.15675000000000003 88.232507383150008 0.12812000000000004 0.090855000000000033 38.175120519550006 0.06041500000000001 79.882156430000023 1.0000000180025095e-35 36.514114975300011 39.344049039350004 70.343506983200015 86.001087134900004 -0.062629999999999991 41.028010303750008 -0.057185 -0.031989999999999998 62.116825104000007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 3 -3 -5 6 9 8 -8 13 -11 12 -12 15 -15 16 18 -18 20 -19 25 -22 -23 24 -24 -1 -27 -28 29 -29
right_child=1 2 -4 4 -6 -7 7 -9 -10 10 11 -13 -14 14 -16 -17 17 19 -20 -21 21 22 23 -25 -26 26 27 28 -30 -31
leaf_value=-0.00061177650889781404 -0.06593892882289383 0.039675831434847472 -0.06206565866750377 -0.067685089305285565 0.022918251938870624 0.016001147872228148 -0.023595857537894484 -0.072986513973145123 0.024203808413012552 0.042507341424445122 0.010650410045552325 0.025628854060255189 -0.035856881412364178 -0.042633022915842006 -0.0013406371040785008 0.031426913367160636 0.014285692514191982 0.015703312268069813 0.032541480169580472 -0.069361971072967696 0.043080754182050381 -0.10018230650259438 -0.078957594138113291 -0.0691719281743228 0.029221611004888171 0.015577566331692027 0.031798704215733005 -0.095243062479911156 0.0050571454732776227 -0.011679395777795495
leaf_weight=124.20309230137354 0.2919299063141797 0.32865768071496859 0.20931673173890886 0.22240765804963281 0.31556427329269354 2.0759572389506493 0.98442947241710488 0.74756903006345954 1.1907036406337281 1.6801034153904755 1.6949040618492293 1.8040772492531685 1.7986069296312051 1.8699627325404424 2.5261018954770407 1.5511114638065908 1.0887978239334182 0.30022627860307682 2.7613006667233995 1.2169627105176912 1.1040950989627152 0.80300598562462244 0.71484159606188802 1.114858613873366 2.52146559022367 18.925421248859497 1.7897322054486746 1.5046097887679946 7.2717438286053886 1.9790643021697176
leaf_count=1691 33 20 129 27 73 35 36 33 15 21 20 22 32 26 27 20 13 3 31 75 21 20 77 48 20 158 15 22 108 29
internal_value=0.000391894 -0.0197552 -0.00722444 0.00602133 -0.0145389 0.000540681 0.000365438 -0.0167555 0.00257047 0.000643089 0.0102057 -3.86175e-05 -0.0132935 0.000257945 -0.0189053 0.000756864 0.000472507 -0.0246134 0.000869448 -0.052529 0.000329369 -0.0148219 -0.0272255 -0.0137613 0.00532679 0.000938469 0.00705674 -0.00579766 -0.0120538 -0.0477708
internal_weight=186.591 1.36788 1.07595 0.86663 0.537972 185.223 183.147 2.9227 2.17513 180.224 6.97769 5.29759 3.49351 173.246 4.39606 168.85 167.299 2.60599 164.693 1.51719 161.932 6.25827 5.15417 4.35117 3.23631 155.674 31.4706 12.5452 10.7554 3.48367
internal_count=2900 282 249 120 100 2618 2583 84 51 2499 95 74 52 2404 53 2351 2331 91 2240 78 2209 186 165 145 97 2023 332 174 159 51
is_linear=0
shrinkage=0.0609531


Tree=640
num_leaves=31
num_cat=0
split_feature=0 3 3 3 0 3 0 4 2 2 3 0 2 4 0 1 3 3 2 2 4 3 0 0 4 4 2 1 4 4
split_gain=0.55114 1.52551 1.43925 0.979596 1.1152 0.955597 1.00605 0.946458 0.7442 0.475676 0.416667 0.821421 0.802918 0.555717 0.408871 0.629163 0.398333 2.17971 1.28757 2.3258 1.89546 1.36679 2.40261 4.41298 1.74133 1.62333 1.88222 1.2617 1.25774 1.02499
threshold=102.84427732220001 0.090720000000000023 0.089785000000000018 0.079785000000000009 105.98708487665002 0.079095000000000013 105.48703166445002 44.710446918150005 -0.24103499999999997 0.68694500000000025 0.075065000000000021 114.06859001680002 -0.088944999999999996 47.480720532750006 118.45077676945002 90.740838818900016 0.093295000000000031 0.093480000000000021 -0.23955999999999997 -0.26138499999999998 38.828362408050005 0.088165000000000021 87.568458224950021 86.103248543850015 41.872669623500009 41.395309858300003 -0.090694999999999998 67.980352286500008 40.823855932350007 39.788107623550012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=9 2 3 5 -5 6 -2 -3 -8 16 11 13 -12 -10 -13 -16 18 -18 19 20 -1 29 23 24 -23 26 -24 -22 -28 -20
right_child=1 7 -4 4 -6 -7 8 -9 10 -11 12 14 -14 -15 15 -17 17 -19 21 -21 27 22 25 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.0018133618182252951 -0.0016492889424631401 -0.0023038839873941236 0.0018033951055155778 -0.00012571949969885735 -0.0022587163720789545 0.001657490427209532 -0.0021047055035577538 0.00056379819270308018 0.00046844397214451146 0.0010218115779689443 -0.0020828378550647236 -0.0022438183630108265 0.001083202244652323 0.0019708768516475167 0.0021028658161504296 -0.0012371464244733856 0.0019939769785225804 0.00017635428908396671 -0.00012032459750150871 -0.0017890429868055557 0.0013947317178487583 0.00082677774788239978 0.0015465532506207702 -0.0025811559972587954 -0.001398263487990479 -0.00074930747712910386 -0.00057621825021189307 -0.00039402258032229332 0.00097317719013052611 0.00033794014137305818
leaf_weight=1.6319252462126312 1.3709460312966273 1.9253933467552991 1.5423864092808788 2.2174833161989222 1.6388937206502303 1.3630258325138118 0.50689041514123978 0.57451844838215027 2.4606877967016803 2.2962581124156705 0.68601802333432715 0.45032308824011102 0.55882857571123146 1.5381603911519048 0.3505355566740036 0.56848706687742379 2.6268344577401868 73.833761037094519 24.837514635175467 3.9305412905523536 3.2718049332033843 3.8867460326291638 4.569846945814791 4.1478481963276863 2.0737879134248942 5.3773427726700893 5.4957441464066488 2.8251199235673994 3.1797475777566433 76.749928428296698
leaf_count=39 61 149 21 39 151 26 51 18 56 25 56 20 16 8 2 54 9 627 268 132 32 31 23 36 45 63 45 33 17 747
internal_value=0.000107302 -0.000225077 7.62356e-06 -0.000194398 -0.00103221 0.000133483 -0.000111164 -0.00164485 0.000185003 0.000134033 0.000360509 0.00059752 -0.000661559 0.00104636 -0.000713199 3.68081e-05 0.000124701 0.000238799 6.32545e-05 -0.000561011 6.35099e-05 0.000119107 -0.000258484 -0.0010281 5.26418e-05 0.000159265 0.000528127 0.00056588 -8.3327e-06 0.000225897
internal_weight=238.487 17.7526 15.2527 13.7103 3.85638 9.8539 8.49088 2.49991 7.11993 220.735 6.61304 5.36819 1.24485 3.99885 1.36935 0.919023 218.438 76.4606 141.978 11.6594 7.72885 130.319 28.7311 10.1084 5.96053 18.6227 13.2453 6.09692 8.67549 101.587
internal_count=2900 728 561 540 190 350 324 167 263 2172 212 140 72 64 76 56 2147 636 1511 236 104 1275 260 112 76 148 85 65 62 1015
is_linear=0
shrinkage=0.00196078


Tree=641
num_leaves=31
num_cat=0
split_feature=0 0 3 4 1 3 1 3 0 3 2 4 2 4 0 0 4 2 3 3 1 2 0 3 0 0 3 2 1 4
split_gain=0.851933 2.4617 1.91622 1.45037 1.92991 2.04054 1.40219 2.00526 1.06939 1.39866 1.15256 1.01105 1.47946 1.61184 1.84128 1.86177 1.1992 1.353 2.31281 1.53185 1.82929 1.81748 1.57678 1.30051 1.19505 1.2789 1.6238 1.50388 1.24864 1.13184
threshold=90.837623311600012 90.337570099350003 0.25847000000000003 38.238138001450004 65.004229136100022 -0.16319499999999998 67.649671936450019 0.084795000000000023 81.917319234750025 0.10500500000000003 -0.26820499999999997 38.703421923500009 -0.033594999999999993 34.542090938800008 94.776214472700005 94.832672093450014 39.211875820650008 -0.59511499999999995 0.090865000000000015 0.087265000000000023 75.465019721650009 -0.079824999999999993 92.652332549650012 0.099010000000000029 93.776108048200015 94.157869102700019 0.12191500000000002 -0.054494999999999995 71.343613407700005 40.922041107600009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 6 8 -5 -6 7 -2 9 10 -1 12 13 -8 -15 -16 -13 23 19 22 21 -21 -19 -18 -20 -26 27 28 -27 -22
right_child=2 -3 -4 4 5 -7 11 -9 -10 -11 -12 16 -14 14 15 -17 17 18 24 20 29 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=0.001651406080403118 0.00028054607167197012 0.0013250650135983072 -0.002356164135106054 0.0001247390273784127 0.00063579437223823315 -0.0021414929176731975 0.00043935597670728639 -0.0018344483193983396 0.00087143836904667808 0.0018415725402148757 -0.0022242230174680084 0.00096412051225128301 0.00023619421539137342 -0.0026276832032419758 0.0026306465235494125 -0.0010112501529014894 0.00022723194727959772 0.001549360872060821 -0.002426228265781225 -0.0013277468928799337 0.0021694126728427098 0.0011787890295985668 -9.3317953386883317e-05 0.002021188979356331 0.0011998132197723953 -0.00017719266356040257 0.0010526416788625207 -0.00015944543138413883 -0.0020534047077625079 0.00071529608302280589
leaf_weight=0.3716147025115798 3.262319916393607 7.36790252738865 1.3251796516706225 95.991128589346772 1.5491622248664496 2.9613875780778462 2.9758909317606621 3.6538576642051339 15.147759286453946 0.6992930881679057 1.4311575194587949 6.8588764509622697 10.275977184508518 2.5503387986682338 0.60506317950785149 4.9936998945886444 3.7906691130483514 2.4226823179051271 1.2668535728007579 2.4405876533128321 3.7350124790100363 2.0433896407484999 30.908895069689606 2.6326464954763651 1.6270941048860574 1.9024975695647315 1.9048841726034869 5.8039110446989035 4.8158440689439885 4.5835191615624353
leaf_count=5 34 46 40 839 17 73 92 50 93 5 89 62 168 42 2 171 41 25 11 34 21 16 631 13 7 26 18 77 104 48
internal_value=0.000116042 0.000225452 -1.30532e-05 0.00015688 6.58397e-05 -0.00118763 1.65032e-05 -0.000836818 0.000675282 -0.000512268 -0.00142532 7.664e-05 -0.000300223 -0.000795702 -0.00124672 -0.000617667 0.000181742 0.000104948 1.81412e-05 0.000247514 0.000824026 -0.000185495 2.6079e-05 0.000962499 -0.000592786 -0.000448108 -0.00063396 -0.000890526 -0.0015221 0.00136819
internal_weight=231.899 125.519 106.38 118.152 100.502 4.51055 105.055 6.91618 17.6498 2.50207 1.80277 98.1383 21.401 11.125 8.1491 5.59876 76.7374 69.8785 63.4552 46.1341 12.8025 4.48398 33.3316 6.42332 17.3211 16.0542 14.4271 12.5223 6.71834 8.31853
internal_count=2900 1167 1733 1121 929 90 1693 84 192 99 94 1609 475 307 215 173 1134 1072 1018 775 119 50 656 54 243 232 225 207 130 69
is_linear=0
shrinkage=0.00196078


Tree=642
num_leaves=31
num_cat=0
split_feature=0 0 3 1 3 4 1 0 0 3 4 3 4 2 4 0 0 4 0 0 2 1 2 3 3 0 3 2 2 0
split_gain=0.167521 1.37666 1.29216 0.979241 1.65892 0.845486 1.46142 1.3758 0.765423 1.01815 0.702305 0.859253 0.673251 1.08813 1.1984 1.5824 1.47081 0.985734 0.931304 1.59242 0.821902 0.767687 0.75787 1.6853 1.07478 0.905438 0.938564 1.13601 1.26971 0.899202
threshold=90.837623311600012 90.337570099350003 0.25847000000000003 67.649671936450019 0.084795000000000023 38.238138001450004 65.004229136100022 86.458125017100016 81.917319234750025 0.10500500000000003 37.020641110850008 0.090640000000000012 38.703421923500009 -0.033594999999999993 34.542090938800008 94.776214472700005 94.832672093450014 39.211875820650008 97.013011637200023 97.152811460000024 -0.024989999999999998 82.987325570650015 -0.59511499999999995 0.090865000000000015 0.099010000000000029 93.776108048200015 0.10332500000000001 -0.058529999999999992 -0.16297999999999999 92.652332549650012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 3 4 -2 8 -7 -8 9 -1 11 -10 13 14 -5 -16 -17 -14 -18 -20 -15 -21 24 29 -19 -25 27 28 -27 -24
right_child=2 -3 -4 12 -6 6 7 -9 10 -11 -12 -13 17 20 15 16 18 22 19 21 -22 -23 23 25 -26 26 -28 -29 -30 -31
leaf_value=-0.046730458568775293 0.0097894887928380876 0.032260581663493201 -0.069401281348039967 0.012646926598698906 -0.056044187559940346 -8.5602883702675352e-05 0.0027729206648429133 -0.071051528127177979 -0.019862584318691499 0.054685523085543794 0.037854088120138102 0.022824202223693579 0.028424238446074345 0.05625320116976032 -0.079286459396937459 0.076190456326398689 -0.074135176979265249 0.0021358692522884621 0.068087408898552387 -0.067132245777049349 -0.0011223731704774365 0.017930410959247405 0.045369403939853885 -0.070354035100827245 0.060303577852349438 -0.0052566544281058341 0.0080307155133497541 -0.0015257702388255748 -0.071445179649551396 0.0039392187545331213
leaf_weight=1.4124402605229978 2.578638744307681 5.1231629855174097 0.99021516645006968 2.2776279283343701 2.9086028744932264 81.539214288299263 1.6054796911485021 2.0557199357572244 2.5543280568672326 0.47150791063904751 4.6430702531943098 4.9418193486053497 5.378883959594531 1.0147443341265896 2.1660987924551591 0.53553395066410292 1.155336825642735 2.9881951515999381 0.68661447195336256 1.166138944099657 7.3452514581331325 0.5612129890359937 1.9816240483196441 1.1030060853809107 1.82843228476122 1.6605615387416013 4.4869757513260984 3.6771788096812088 2.7472335955244493 33.433760247624377
leaf_count=94 34 46 40 92 50 839 34 56 29 5 33 31 62 11 42 2 34 41 3 72 157 62 26 11 13 37 71 54 70 749
internal_value=0.000461627 0.00205357 -0.00154769 -0.000725112 -0.0251067 0.000493907 -0.00174401 -0.0386786 0.0140908 -0.0213484 0.0195908 0.00827859 0.00103076 -0.00948752 -0.0244788 -0.037963 -0.0161569 0.00403062 -0.0300126 -0.0088953 0.00584193 -0.0394956 0.0015966 -0.00062284 0.0242168 -0.0184413 -0.0138867 -0.0260503 -0.0465098 0.00625739
internal_weight=187.019 104.347 82.6719 81.6817 5.48724 99.2236 85.2004 3.6612 14.0232 1.88395 12.1392 7.49615 76.1944 16.9086 8.54856 6.27094 4.10484 59.2859 3.5693 2.41397 8.36 1.72735 53.907 49.0903 4.81663 13.675 12.5719 8.08497 4.4078 35.4154
internal_count=2900 1167 1733 1693 84 1121 929 90 192 99 93 60 1609 475 307 215 173 1134 171 137 168 134 1072 1018 54 243 232 161 107 775
is_linear=0
shrinkage=0.0597579


Tree=643
num_leaves=31
num_cat=0
split_feature=0 1 2 2 3 2 0 4 0 3 1 1 4 0 0 3 2 2 1 2 0 3 3 3 2 1 4 2 2 3
split_gain=0.152738 0.673119 1.1199 0.833507 0.91485 0.821293 0.820573 0.550224 0.546685 0.501797 0.907378 0.393366 0.592832 0.564198 0.730836 0.545747 0.924336 1.13675 2.16693 0.944728 0.60949 0.686857 0.537578 0.765568 0.683204 0.492732 0.647144 0.458038 0.431805 0.323013
threshold=97.835679825150024 78.220689305400015 -0.59681499999999998 -0.08756499999999999 0.089335000000000012 -0.094344999999999998 98.615332683000005 50.065525775750011 97.550703263350016 0.091705000000000023 75.645146416450004 78.433077497700012 36.735256530150004 99.515966156650009 100.67200315280002 0.09660500000000001 0.25828500000000004 -0.078219999999999998 80.677940036650014 -0.085734999999999992 105.98708487665002 0.07870000000000002 0.10236000000000002 0.10500500000000003 -0.22699 81.320481529800006 44.710446918150005 -0.15895000000000001 0.066885000000000014 0.090390000000000012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 2 -2 5 -5 6 -4 -8 29 -6 -11 -3 -13 -14 -15 16 17 18 -16 20 27 -22 -17 -24 -25 -19 28 -20 -27 -1
right_child=1 11 3 4 9 -7 7 -9 -10 10 -12 12 13 14 15 22 -18 25 19 -21 21 -23 23 24 -26 26 -28 -29 -30 -31
leaf_value=-0.0017514309560235164 -0.086036666174831494 0.027122151261397009 0.017265969749506498 -0.078251398217153684 0.02315591413163149 0.050005377781487198 -0.063125639703729419 0.016762094559424633 0.02338507887197282 0.0071252926863560294 -0.067770244154522791 -0.060537772844715572 -0.043231641931260702 0.027555859836587867 -0.064451261596457504 -0.067095764025351043 -0.055598197618839336 0.045579015966247242 0.048221357931385739 -0.067343543690261798 0.008413574089108625 -0.063133772162456303 0.042613222967859625 0.019807060257124236 -0.080320289427275371 -0.062736115441610452 0.039362658023394101 0.0053306121495115674 0.009083222332110643 0.0037760098162136469
leaf_weight=83.91032909869682 0.7323843910562563 1.9668350890278841 1.9521804919932031 1.0059659025282588 0.89113283355254713 1.1297424724325535 1.0554063750023486 0.41121378273237486 3.7179176690988234 1.1551261530257764 1.0690920216729862 0.54546133922576956 0.93398436903953808 3.5390019617043462 1.7680744465178646 0.79267020852785153 0.88269531008700219 2.6843138644471685 2.0873132168781017 0.52675102758075087 2.3895729711584868 0.57049416420522892 0.62360119560617 0.38845371421484753 0.58790097490418691 0.50717162024739104 1.1860647111461728 1.4470791416242788 0.66291828324028756 63.939117802452529
leaf_count=1154 14 19 21 43 8 9 60 13 33 23 28 174 11 29 50 37 42 22 27 37 119 93 8 13 29 56 49 35 28 616
internal_value=0.000405733 -0.00317475 -0.0164693 -0.0105926 -0.0296763 0.00669865 -0.00761206 -0.0407266 0.00119693 -0.013991 -0.028874 0.00201398 -0.000218195 0.00130659 0.0033216 -0.00169241 0.0025277 0.00623763 -0.00648217 0.00811555 0.0142359 -0.00537576 -0.0276422 -0.00809559 -0.0404835 0.0284177 0.00886619 0.0306607 -0.0220466 0.000638972
internal_weight=185.06 33.4926 9.40224 8.66986 4.12132 4.54854 3.4188 1.46662 151.567 3.11535 2.22422 24.0904 22.1235 21.5781 20.6441 17.1051 14.7124 13.8298 8.78928 7.02121 6.49446 2.96007 2.39263 1.59996 0.976355 5.04047 2.35615 3.53439 1.17009 147.849
internal_count=2900 1097 219 205 102 103 94 73 1803 59 51 878 859 685 674 645 558 516 361 311 274 212 87 50 42 155 133 62 84 1770
is_linear=0
shrinkage=0.0585862


Tree=644
num_leaves=31
num_cat=0
split_feature=1 4 4 2 1 0 3 0 4 0 3 1 3 1 0 0 1 3 4 3 0 1 3 2 2 1 2 2 2 1
split_gain=0.522063 1.00911 0.935278 1.85943 1.20718 1.16477 1.16177 0.920323 0.855569 0.867179 0.766184 1.89161 1.10498 1.09644 2.11782 1.49747 1.67775 3.07765 1.23808 1.20756 1.02244 0.927983 0.992872 1.08461 1.06696 0.912156 0.907778 1.52172 1.15174 1.16427
threshold=69.873026810350026 38.238138001450004 34.997818021800008 -0.033594999999999993 82.987325570650015 97.671683879200017 0.11467000000000002 93.679323555450011 40.305698932850007 92.031298721500022 0.087265000000000023 71.52105164435001 0.088165000000000021 71.090898343450007 96.249489528150022 97.152811460000024 76.919475570250015 0.10818500000000002 40.878805547300004 0.09117500000000002 102.84427732220001 72.496961945650014 -0.098985000000000004 -0.022239999999999999 0.68694500000000025 74.986474174450009 -0.088944999999999996 -0.14228499999999997 -0.08459499999999999 81.524804347700012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 5 4 -4 -2 -7 8 -3 -10 11 -9 -12 -14 -15 -16 17 18 -17 -18 -21 -13 23 -23 -25 -24 27 -27 -28 -30
right_child=1 7 3 -5 -6 6 -8 10 9 -11 12 21 13 14 15 16 19 -19 -20 20 -22 22 25 24 -26 26 28 -29 29 -31
leaf_value=0.00017067860593137916 0.0011094459736026897 -0.0025020594081544044 -0.0021861045345603091 8.0261229593916954e-05 0.00045244470438471032 -0.0020281679087836707 0.0016567949915109684 -0.0016081752073799343 -0.0021273023663822559 0.0013712136335536011 0.0010695397587405901 0.00092891319109622322 0.00077504940434707306 -0.0021361318633522615 0.0014123133407784381 -0.0029471169125812433 0.0012335849197236289 0.00083243493479846537 -0.0009449637159343069 0.00025340556460659678 -0.0014125215194559398 0.00078481727705480243 -0.002171073749010819 -0.0022942483700941116 0.00079818282808003784 -0.0002764493561362976 0.0015217899544464227 -0.0023728838107098462 0.0002711826969565088 -0.0014618349620720698
leaf_weight=141.22644196666079 2.2510518096387382 0.93993732542730768 3.5776512195589012 3.7619063149613785 0.74396099396835769 1.112406790252862 0.41810689500925935 2.7474508120212731 0.41902212053537347 0.63002593192504719 5.4535017670132211 3.5639567119069424 7.6375095690600565 1.6043289052322531 2.7350466288626221 1.801428467035296 3.7540870372031341 2.6137509467080235 2.8054506499320269 7.5081974416971189 1.5847250183869617 6.4771145007398445 0.93737783678807574 0.90712135593639842 0.70370988792274147 5.195375002578662 1.7313111177645621 1.6111672352126332 5.1198191884905029 1.8834473969764074
leaf_count=1301 14 12 129 57 50 146 15 61 47 12 41 29 62 41 14 23 50 29 31 75 85 109 25 34 11 204 13 37 42 101
internal_value=0.000101168 -1.82137e-05 -0.000526637 -0.000888547 -0.00173188 0.000246985 -0.00102151 6.75178e-05 -0.00119622 -2.62015e-05 0.000104279 -0.000115571 0.000285314 0.000151851 -4.31622e-05 0.000104093 -7.42063e-05 -0.000801079 -0.00172787 0.00033433 -3.69341e-05 3.02096e-05 -0.000100169 0.000440641 -0.000943285 -0.000365608 -0.00025671 -0.000772693 0.000145377 -0.000194892
internal_weight=223.456 82.2299 11.8651 8.08352 4.32161 3.78157 1.53051 70.3649 1.98899 1.04905 68.3759 30.8779 37.498 32.0445 24.407 22.8027 20.0676 7.22063 4.60688 12.847 9.09292 28.1304 24.5664 8.08795 1.61083 16.4785 15.5411 6.80654 8.73458 7.00327
internal_count=2900 1599 411 236 179 175 161 1188 71 59 1117 666 451 410 348 307 293 83 54 210 160 605 576 154 45 422 397 241 156 143
is_linear=0
shrinkage=0.00188464


Tree=645
num_leaves=31
num_cat=0
split_feature=3 4 2 3 4 4 1 4 2 4 1 4 3 4 1 2 0 0 4 2 2 2 2 3 3 1 3 3 4 1
split_gain=0.155632 0.471365 0.4509 0.340325 0.871751 0.275299 0.439735 0.36322 0.364719 0.273401 1.01827 1.00239 0.541729 0.521664 1.18215 0.999287 0.500691 0.720103 0.48031 0.438622 0.325436 1.10798 0.589693 0.726289 1.06541 0.48968 0.418629 1.26214 1.57707 1.10191
threshold=-0.54481999999999997 48.919835655300012 -0.16297999999999999 -0.27223499999999995 39.530201452500002 32.785955158400007 69.276189105400007 34.542090938800008 -0.081844999999999987 37.020641110850008 69.64719632740001 36.625813070500008 0.096085000000000018 37.858673296900008 68.214248143850014 -0.033594999999999993 94.964406541850011 95.238629271150003 38.052786106700005 -0.057185 0.22542000000000004 0.20327000000000003 0.28022500000000006 -0.15959999999999999 0.094415000000000013 68.214248143850014 0.10500500000000003 0.10661000000000002 40.259171735100004 63.910026677050006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 -2 6 -5 8 -7 10 11 12 19 14 -11 -16 -12 -18 -15 -9 21 26 25 -24 -25 -22 -20 -28 29 -29
right_child=3 -3 -4 5 -6 7 -8 9 -10 13 16 -13 -14 18 15 -17 17 -19 20 -21 22 -23 23 24 -26 -27 27 28 -30 -31
leaf_value=-0.072558857176376015 0.0031335417769419154 0.055667063741487402 0.026309241165578149 -0.0039389200031506441 -0.076278296475084106 0.036878114821250148 -0.076040737990547197 -0.028410307445794248 -0.0032285403740921581 0.0473809591189834 -0.077994824864944939 -0.034328036297915809 0.033996686988865682 -0.035456829561158455 -0.056036579020575093 0.020031658026763984 0.060916282272720855 -0.04020391340069368 0.0020484719725786036 0.017569612932682856 -0.072461405711793755 0.049573412084049868 0.054582903023894173 -0.055424771367012203 0.041152852101534868 -0.01613599910994102 -0.060788395040585863 -0.0039374995427496852 0.0082523341657056749 -0.067973147643125634
leaf_weight=0.32965734857134521 1.7695252288758632 0.79908455908298492 0.46557998485513852 1.1940628505253688 0.85922456855769258 2.302035908269318 0.50299028763674858 1.5581080990377816 1.6136788513067575 3.14374243794009 1.025107370631303 2.3551514736027457 3.1955911181867123 1.5475960961048247 1.171243926866737 1.8861937945912357 0.35658015636727247 1.6966343129979575 127.36262269810868 1.9600201933644692 0.96520454273559098 1.9666085129138071 0.90213118307292495 1.1558462931934625 0.81484049392747682 1.9515089519263709 1.7350357568648203 2.2399434167891767 13.245566680612681 2.2574410311790416
leaf_count=31 52 5 24 39 56 45 100 26 34 30 28 16 17 24 64 20 3 95 1776 17 23 17 8 40 18 44 21 19 167 41
internal_value=0.000458668 0.0205807 -0.0146755 0.000283107 -0.0228228 0.000620352 -0.0253092 0.000866998 0.02035 0.000429788 -0.00893051 0.00198065 0.0147176 0.00113015 0.0195293 -0.00910858 -0.0410753 -0.0226424 0.000399444 -0.00279397 0.000758384 0.00134376 -0.0142875 0.00651327 -0.0154918 -0.0347753 0.000697834 -0.00813371 -0.00298475 -0.0360799
internal_weight=184.329 1.59432 0.795237 182.734 2.62875 180.105 1.69705 178.408 3.91571 174.493 12.1472 9.06887 6.71372 162.346 6.20118 3.05744 3.07832 2.05321 156.144 3.51813 154.597 148.807 5.78953 2.87282 1.97069 2.91671 146.841 19.478 17.743 4.49738
internal_count=2900 60 55 2840 108 2732 139 2593 79 2514 202 76 60 2312 114 84 126 98 2198 43 2174 2041 133 66 58 67 2024 248 227 60
is_linear=0
shrinkage=0.0646839


Tree=646
num_leaves=31
num_cat=0
split_feature=4 0 4 1 0 3 3 4 0 2 4 2 2 3 4 1 1 3 2 3 3 2 4 2 1 0 2 4 1 2
split_gain=0.154733 0.588331 0.497143 0.473792 0.618163 0.602505 0.574512 0.292988 0.53413 0.243324 0.610656 0.27402 0.751503 1.01869 0.776079 0.55284 0.493967 0.397191 0.341552 0.806599 1.63993 1.27228 1.30148 0.823542 1.44989 1.19927 0.72001 0.686563 0.553807 0.475876
threshold=48.988717865950008 71.144667506050013 48.852845034800005 55.855406118200008 99.983757871350008 0.079095000000000013 0.074640000000000026 50.264779514000004 85.57362229215002 -0.62958999999999998 40.580626202750004 -0.59309999999999985 -0.50001499999999999 0.098200000000000023 40.712530798250008 74.292851976800009 78.285212300550015 0.085345000000000018 -0.11808 0.085155000000000022 0.087605000000000016 -0.16297999999999999 40.380906245900007 -0.24103499999999997 62.305017173150013 86.280686780500005 -0.13820499999999999 38.771633980050005 65.461267018300006 -0.088099999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 9 -3 7 6 -6 -5 -9 10 -1 16 13 14 15 -13 -11 -17 19 23 -21 28 26 24 25 27 -23 -14 -22 -20
right_child=1 3 -4 4 5 -7 -8 8 -10 11 -12 12 18 -15 -16 17 -18 -19 29 20 21 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.013710877667707115 -0.084015383589982687 0.032851801632541623 0.029200189414548487 -0.076597392317949112 0.011550122370397804 0.035569462501346835 -0.069389190482361071 0.071294301494315565 -0.068307490013241434 0.0021106972479961413 -0.052990041837769168 0.030984566949929997 0.037531375130301546 -0.11188158878679291 -0.07151526841341159 0.009279024006358964 0.04595968538518045 -0.072498740462867695 -0.0079576887767152851 0.058085080035093828 0.055652421052407502 -0.092147675588165459 0.0068996353050740852 0.0041320082691486959 -0.087816195835900127 0.052296937398829964 -0.016555723630879836 -0.074594129151318897 0.011945009710083944 0.0014978125393064021
leaf_weight=1.1628182907006697 0.43479050230234761 1.1719671199098227 2.6370608548168084 0.81191355595365144 0.83712112560169794 1.3060883270591146 0.70176267466740683 0.19934011995792389 0.29714611463714391 3.687887964071705 1.2289413000107741 1.3870482561178508 0.32541109289741121 0.5508868348551913 0.79099553635023756 0.50321333088504594 1.6050588026791954 0.53171739033587073 30.218410153985133 3.4084304085154136 2.3300712148193261 1.0728499422493771 5.3081957772665191 14.197775587181242 1.271809305062561 1.03932349383831 1.1222818930400524 0.88214168534614146 2.7528899679527967 99.327466238117267
leaf_count=28 7 8 22 25 34 45 71 1 51 41 19 13 11 19 52 16 41 28 365 29 14 25 46 296 78 4 16 63 47 1385
internal_value=0.000421446 -0.0102208 0.000767107 -0.00419574 -0.0146495 0.00261196 -0.0253599 -0.0521828 -0.0122571 0.000337929 -0.0205616 0.000628019 0.000159647 -0.0289875 -0.0147747 0.00375626 0.0154077 -0.032736 0.000831628 0.00674743 0.0174883 0.00649446 -0.0107707 -0.00294958 -0.0315236 0.000340015 -0.0535006 -0.0443786 0.0319808 -0.000707817
internal_weight=183.103 5.76013 177.343 5.32534 4.15337 2.84497 1.53888 1.3084 0.496486 174.706 2.39176 172.314 167.021 3.76386 3.21297 2.42198 5.29295 1.03493 163.257 33.7112 15.9947 12.5863 7.50333 17.7165 3.51869 2.24688 2.19513 1.20755 5.08296 129.546
internal_count=2900 242 2658 235 227 150 105 77 52 2636 47 2589 2507 128 109 57 82 44 2379 629 177 148 87 452 156 78 41 74 61 1750
is_linear=0
shrinkage=0.0659776


Tree=647
num_leaves=31
num_cat=0
split_feature=0 1 3 2 2 3 3 4 1 0 2 2 1 0 0 2 1 1 3 2 4 4 2 3 3 3 2 3 3 2
split_gain=0.16704 0.180567 0.194034 0.221003 0.289211 0.156925 0.929704 1.21164 0.478616 1.11283 0.686882 1.28312 0.623002 0.768325 1.33545 0.327166 0.600487 1.48161 0.926289 0.422715 0.3861 0.296324 0.287334 1.40504 1.99621 1.45105 1.42391 1.33524 1.13987 2.37105
threshold=114.06859001680002 89.264875305300009 -0.5582649999999999 -0.088099999999999998 -0.012769999999999998 -0.098985000000000004 -0.087385000000000004 38.052786106700005 74.292851976800009 93.679323555450011 -0.033594999999999993 0.68694500000000025 68.214248143850014 88.028184565250015 86.780739992750014 -0.01762 58.549241164900003 62.009286778800011 -0.24701499999999998 0.045780000000000008 48.988717865950008 43.902382686800003 -0.065399999999999986 0.083795000000000022 0.086520000000000027 -0.038009999999999995 -0.0086649999999999991 0.084795000000000023 0.082975000000000021 -0.074434999999999987
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 -3 -4 -5 8 7 -7 9 12 -10 -12 13 14 15 16 20 -18 -19 -17 -1 -11 28 25 27 -24 -27 -25 29 -8
right_child=1 2 3 4 -6 6 22 -9 10 21 11 -13 -14 -15 -16 19 17 18 -20 -21 -22 -23 23 24 -26 26 -28 -29 -30 -31
leaf_value=0.02498529018270949 -0.068348196809776551 0.061027838858557011 -0.069039101510503506 0.028653126750590303 -0.065078311649532039 0.019554714657757682 -0.0098732952102887385 -0.084161202962072607 0.033861972332694668 -0.062718931423927898 -0.06979783908363682 0.054373924047958926 0.031038692783731517 -0.034727384153761476 0.061032074031130652 0.064033492130765202 -0.07244015426163046 -0.028747538528946671 0.03772600252151919 -0.016991540832261069 -0.014897961098846078 -0.013080601146685533 -0.027278800600453731 -0.010108168865139754 0.0025658692272770315 0.056480715091863039 0.0070952636970705169 -0.095892060219997785 0.0016114929776022827 -0.10315619587221679
leaf_weight=2.8637825592886692 0.27112473690794914 0.13389617484062899 0.26765724224605936 0.43116202300006989 0.1910417074450379 0.73724434085306612 18.120355564271453 1.1747805823542874 4.2987256081833038 1.2659828355535858 0.79685713522485346 0.57700072601437569 3.1784829911775878 2.1723809035029253 1.5573333501815785 0.63852263521403496 1.5434123853337949 1.7913484493037715 1.5924466988944885 0.4355854109453503 1.4809172488749025 0.7826316124992444 1.8609634863823892 1.4995804840727935 37.747910873396904 5.1523545737436498 4.3135037057218115 1.4212795297207774 82.42038118718483 1.1663236861350004
leaf_count=78 33 2 126 32 89 17 357 48 80 24 56 5 31 39 10 8 48 25 24 60 13 38 31 27 494 46 82 49 913 15
internal_value=0.000363843 -0.0223316 -0.0101449 -0.0208542 -0.000126215 0.000526577 -0.000222329 -0.0441701 0.00519279 0.000433816 0.0213868 -0.0176475 0.00568048 -4.57316e-05 0.00628373 -0.00195726 -0.00579551 -0.02095 0.00253555 0.0311752 0.0113908 -0.0437556 0.000324372 0.00415916 -0.00134234 0.0239122 0.0339762 -0.0518503 -0.00163608 -0.0155144
internal_weight=181.885 1.29488 1.02376 0.889861 0.622204 180.59 155.615 1.91202 24.9754 19.3028 5.67258 1.37386 17.2542 14.0757 11.9033 10.346 9.27191 4.92721 3.3838 1.07411 4.3447 2.04861 153.703 51.9956 40.6688 11.3268 9.46586 2.92086 101.707 19.2867
internal_count=2900 282 249 247 121 2618 2079 65 539 398 141 61 336 305 266 256 188 97 49 68 91 62 2014 729 570 159 128 76 1285 372
is_linear=0
shrinkage=0.0634156


Tree=648
num_leaves=31
num_cat=0
split_feature=0 3 3 4 4 3 0 3 3 3 2 4 2 2 2 2 2 2 0 3 3 3 4 2 1 1 0 3 1 0
split_gain=0.595949 1.41909 1.25966 0.999162 0.896129 0.909945 1.11443 0.687943 0.740869 1.57242 0.551147 0.515167 1.08326 1.58336 1.22683 1.04126 2.21957 1.91479 2.5034 3.37727 2.57239 2.91513 2.21145 1.6233 1.07658 1.33946 1.62618 2.04566 1.60457 1.95137
threshold=102.84427732220001 0.090720000000000023 0.089785000000000018 44.710446918150005 45.027406014450008 -0.21013499999999999 103.44649194340002 0.079785000000000009 0.078505000000000019 0.075065000000000021 -0.16717499999999999 42.178283198950005 -0.072569999999999982 -0.031989999999999998 -0.02852 -0.067574999999999996 -0.053019999999999991 -0.085734999999999992 86.162394622750014 0.07870000000000002 0.089335000000000012 0.091250000000000012 39.685256516350002 -0.044409999999999998 60.474177186300004 61.82916008405001 85.939252597950016 0.087405000000000024 63.910026677050006 92.313586825200005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=11 2 4 -3 5 10 -7 8 9 -6 -2 15 -13 -14 -15 17 -17 -1 -19 -20 -21 -22 -23 -18 -25 -26 27 -27 -28 -30
right_child=1 3 -4 -5 7 6 -8 -9 -10 -11 -12 12 13 14 -16 16 23 18 19 20 21 22 -24 24 25 26 28 -29 29 -31
leaf_value=0.000227368838869341 0.0015684714416737185 -0.0023294077505429029 0.0016959732879544341 0.00057273153023164368 0.00071826220095594232 0.00091105993569261018 -0.0016410345037943643 -0.0012903448361669596 0.0016933563331115468 -0.0020874806080272983 -0.0010397588920561067 0.00012319725101786455 -0.0015988776278354779 0.0019601420921247525 -0.00030792951475540749 0.0011394142343773106 -0.0013178745898070863 0.00068862686779476347 0.0014940916224923952 -0.0026039195633921872 0.0012622347815632214 -0.00036933209204872383 -0.0027709129758825171 -0.0012818188568727586 0.0016971438080003957 0.00046627004401389113 0.0009816709180500904 -0.0025981315497505615 -0.0010216064979552963 0.00035855355741625476
leaf_weight=61.053306119749323 0.87233608076348901 1.8672303953517251 1.4884728662873374 0.60351700868341129 3.5495239462470636 0.79801778681576419 3.7449867785762763 0.94482727008289646 1.5197489280253647 0.9799658583360723 0.48447350339847595 58.507347180100624 3.6075765651185057 1.0041403467766929 10.555601281346751 12.353249790612606 2.5372074525803319 5.1459722653380622 1.9389297394081939 3.9038268625736228 2.1976888850331289 3.5238223505439237 2.5343902078457177 1.6114838224602852 2.666465498507022 1.6966478903777891 11.767918661236761 1.6540197045542298 4.7856429973617223 22.251754605909809
leaf_count=583 27 149 21 18 55 8 258 44 26 67 55 617 46 10 241 71 21 30 14 37 8 36 27 51 13 18 74 28 53 194
internal_value=0.000107328 -0.000247755 -1.19277e-05 -0.00162052 -0.000209088 -0.000771908 -0.00119274 0.000265676 0.00050871 0.000111233 0.000637155 0.000135123 2.14114e-06 -0.000464828 -0.000110913 0.000204302 0.000396691 5.73729e-05 -0.000481937 -0.000909189 -0.0012924 -0.000672251 -0.00137401 0.000209335 0.000292784 0.000349395 0.000264147 -0.00104644 0.00037731 0.000114264
internal_weight=232.15 16.8531 14.3824 2.47075 12.8939 5.89981 4.543 6.99407 6.04924 4.52949 1.35681 215.297 73.6747 15.1673 11.5597 141.622 61.3244 80.2979 19.2446 14.0987 12.1597 8.2559 6.05821 48.9711 46.4339 44.8224 42.156 3.35067 38.8053 27.0374
internal_count=2900 728 561 167 540 348 266 192 148 122 82 2172 914 297 251 1258 523 735 152 122 108 71 63 452 431 380 367 46 321 247
is_linear=0
shrinkage=0.00196078


Tree=649
num_leaves=31
num_cat=0
split_feature=1 4 0 4 2 0 1 3 4 1 1 4 4 3 3 3 4 3 2 0 3 4 2 3 3 3 0 2 3 0
split_gain=0.699551 0.881055 1.0735 1.04446 1.74459 1.57015 1.16189 1.06475 0.862267 0.844151 0.892902 0.833395 2.14115 0.946304 2.26138 2.07442 1.40282 1.58074 1.37294 1.61079 2.01602 1.30487 1.26067 0.869907 1.19685 1.3756 0.840417 0.821565 2.23898 1.87629
threshold=69.873026810350026 38.238138001450004 93.776108048200015 34.997818021800008 -0.033594999999999993 97.671683879200017 82.987325570650015 0.11467000000000002 38.386256906100009 70.085415002650009 71.787208999250012 42.178283198950005 42.428475018400007 0.083415000000000031 0.082325000000000023 0.085765000000000022 43.411469133450005 0.087725000000000011 -0.08725999999999999 86.692020874450009 0.10461500000000003 42.622319549950006 -0.23557500000000001 0.080960000000000018 0.077470000000000025 -0.22588499999999997 87.735142629050017 -0.079824999999999993 0.070195000000000021 97.32487278035002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=11 3 9 5 6 -2 -5 -7 -4 -3 -11 -1 26 14 22 -15 17 -17 21 20 -20 -19 -14 24 25 -24 -13 -10 -29 -30
right_child=1 2 8 4 -6 7 -8 -9 27 10 -12 12 13 15 -16 16 -18 18 19 -21 -22 -23 23 -25 -26 -27 -28 28 29 -31
leaf_value=0.00030104632317803828 0.0013293742245093839 -0.0026161376497068063 0.0012344129996354212 -0.0022448631605086365 4.4934697525443635e-05 -0.0021191249512854532 0.00043999203444505228 0.0014939453397881473 -0.00012779438286689165 0.00057253881065563207 -0.0024694934413441449 -0.002127241794645132 -0.0015798372557995083 -0.0017034646682679234 0.0016920550716977808 0.00069384830145851131 0.00072974721068493455 -0.00020998082293477557 -0.0025166589447095096 0.00060254641537280367 0.00048313246802242642 -0.0025517567105656663 0.00064983859563709403 -0.0010027068824667584 0.0012000959704914337 -0.00094678024658177045 -0.00030278079692722397 -0.00096451748735748057 0.0011974880053536681 8.8187452746786812e-05
leaf_weight=92.22095042973524 2.3361678421497341 0.98116793483495657 2.4510904267663127 3.5745568018755867 3.7743675105739376 1.2047816450613025 0.74966655625030387 0.42392417600785837 40.807223653398978 1.2281690934323704 0.53150918844039541 2.3817326547577968 1.568622719671114 2.9029503325000432 4.2643864806741467 4.6130514077376636 7.8832878044340751 1.5139566455036466 1.9405578152509328 4.3578330464661121 1.5487704668194053 2.3116606744006276 5.0356874261051425 1.8321416825056065 4.9903071792796245 3.5283252579101836 1.6384816281497476 4.5062818326405276 9.8969977293163556 14.37958872457966
leaf_count=720 14 9 17 129 57 146 50 15 686 21 47 38 91 31 17 26 62 11 34 24 19 38 54 15 33 77 11 88 74 246
internal_value=0.000105334 -3.37536e-05 4.55687e-05 -0.000525476 -0.000929167 0.000299096 -0.0017794 -0.0011787 9.13918e-05 -0.00115886 -0.000346304 0.000188907 -8.78391e-06 0.000105673 0.000415703 -0.000137332 5.07757e-05 -0.000277886 -0.000661913 -0.000192383 -0.00118517 -0.00162502 9.46862e-05 0.000265401 0.000436812 -7.95942e-06 -0.00138366 5.11325e-05 0.000304808 0.000540423
internal_weight=231.378 86.8455 74.782 12.0635 8.09859 3.96487 4.32422 1.62871 72.0412 2.74085 1.75968 144.533 52.3118 48.2915 21.2195 27.0721 24.1691 16.2858 11.6728 7.84716 3.48933 3.82562 16.9551 15.3865 13.5543 8.56401 4.02021 69.5901 28.7829 24.2766
internal_count=2900 1599 1188 411 236 175 179 161 1111 77 68 1301 581 532 287 245 214 152 126 77 53 49 270 179 164 131 49 1094 408 320
is_linear=0
shrinkage=0.00196078


Tree=650
num_leaves=31
num_cat=0
split_feature=1 1 1 0 0 1 0 1 2 2 0 4 2 2 2 2 4 4 2 1 2 1 1 1 2 0 3 0 1 2
split_gain=0.635137 2.9555 2.81338 1.58489 2.68115 1.83263 1.54459 0.871051 2.01079 2.41743 2.14592 1.2567 1.59455 2.05325 1.17622 1.78397 1.23913 2.0613 2.32585 1.35775 1.28559 1.16268 0.973483 1.02518 0.954846 1.2284 1.56382 1.50773 0.943679 1.18796
threshold=66.697957758300021 66.318885161900013 65.727424373200009 92.031298721500022 90.603727454250006 68.579878449600017 87.29692395375001 62.041548276350007 -0.103615 -0.082509999999999986 85.807518149550006 42.674081447500008 -0.067574999999999996 -0.058529999999999992 -0.095019999999999993 -0.10282499999999999 43.740100730350001 41.872669623500009 -0.067574999999999996 61.923256118600001 -0.083135000000000001 62.132955852800002 62.197478847950002 63.910026677050006 -0.085734999999999992 85.968825637350008 0.091975000000000015 85.807518149550006 61.960894532450006 0.18145000000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 4 5 -2 7 14 22 10 -10 12 -11 -14 15 -1 17 24 19 -19 -21 -15 -9 -24 -16 27 -27 28 29 -26
right_child=3 -3 -4 -5 -6 -7 -8 8 9 11 -12 -13 13 21 16 -17 -18 18 -20 20 -22 -23 23 -25 25 26 -28 -29 -30 -31
leaf_value=-2.0957015273593882e-05 0.0011338536733705104 0.0015470973881032556 -0.0019780212848303008 6.4162261025015757e-05 -0.0022759464861511515 -0.0016364674558766456 0.0005869548925492462 -0.00018343545962355351 -0.00051493616084807891 -0.0018242646437610678 -0.0029280189151170651 0.00075933604294150332 0.0014594303810317711 4.3943232645080422e-05 0.001464007985547729 -0.0021889152325641746 0.001571492732354904 0.001162396194190692 -0.0023268269700391924 -0.0014393472198562728 0.0004168041740340425 -0.0018465244235499345 0.0017241607049424713 0.00015875071095083532 -0.00082446741519988332 3.9439303505205226e-07 0.0015266246328373139 -0.0013309378707014412 0.0012807337204443286 0.0010608439710791961
leaf_weight=17.202674276486508 2.6009640358388415 6.0062378495931616 2.3689230713061979 89.690088209852547 3.0769611649448052 1.4188999793550463 27.4877246953547 5.3117491118609923 2.9685089979320791 2.6739930715411919 2.7106644213199615 4.1190683512832029 2.346106670796873 2.9586003418080455 4.0307396370917514 1.5945689100772131 3.1477724352153009 2.6779040358960611 2.0341270862554657 2.9230916425585747 2.8173299245536327 2.1668498158687726 3.2553284838795662 3.1793259317055345 3.3779203833546578 4.3865130767226201 6.2712060213088989 2.6293824110180131 2.8769629066810012 2.0739102624356747
leaf_count=259 15 34 33 1638 58 48 162 29 36 21 26 38 10 28 18 20 27 11 98 31 18 35 18 41 46 25 29 19 14 15
internal_value=0.000112952 0.00020494 0.000137532 -6.41772e-06 -0.000898412 0.000156008 0.000180285 5.57126e-05 -0.000205738 -0.00058479 -0.0016667 -0.00015405 -0.000524883 -5.98471e-05 0.000198456 -0.000204865 0.000391626 0.000288744 -0.000445192 9.4694e-06 -0.00052837 -0.000755276 0.000437842 0.000950701 0.000587864 0.000424488 0.000898457 -3.64852e-05 0.000372171 -0.000107283
internal_weight=222.384 125.597 119.591 96.7869 7.09683 4.01986 117.222 89.7343 31.6902 19.9438 5.67917 14.2646 10.1455 7.47156 58.0441 18.7972 39.2469 36.0991 10.4525 8.41833 5.74042 5.12545 11.7464 6.43465 25.6466 21.6159 10.6577 10.9582 8.32879 5.45183
internal_count=2900 1141 1107 1759 121 63 1074 912 282 194 62 132 94 73 630 279 351 324 158 60 49 63 88 59 166 148 54 94 75 61
is_linear=0
shrinkage=0.00196078


Tree=651
num_leaves=31
num_cat=0
split_feature=0 1 0 3 0 0 4 0 3 3 3 2 1 3 0 3 1 1 0 4 4 1 0 1 1 2 2 3 4 1
split_gain=0.148578 0.631676 1.22552 0.780872 0.99528 0.51405 0.354131 0.327739 0.651434 0.95589 0.838927 0.719428 0.559977 0.80045 1.40336 1.01975 0.704006 0.857855 0.625828 0.56114 0.792044 0.586944 0.356849 0.780598 0.683775 1.69054 2.61187 1.67189 1.33502 1.56282
threshold=98.201310130900012 77.086159974350025 100.13162306855001 0.11308000000000003 99.870842629900025 99.378854792050006 41.941595803500007 96.693085119700015 0.093480000000000021 0.07870000000000002 0.10790500000000001 -0.088099999999999998 71.090898343450007 0.083795000000000022 96.249489528150022 0.083415000000000031 70.865067860500019 70.343506983200015 95.429509798400019 43.968221017800005 45.90502654165001 74.292851976800009 87.568458224950021 64.434276012450013 62.041548276350007 -0.103615 -0.082509999999999986 0.09660500000000001 40.982542372850013 62.106071271500007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 2 3 4 6 -3 -2 12 9 -9 -10 -11 16 15 -15 19 17 22 -19 -14 -21 -22 24 -24 -1 -26 27 -27 -28 -30
right_child=1 5 -4 -5 -6 -7 -8 8 10 11 -12 -13 13 14 -16 -17 -18 18 -20 20 21 -23 23 -25 25 26 28 -29 29 -31
leaf_value=0.0027600390652172437 -0.067488692165663611 -0.039145168619991705 -0.062846695858955179 0.027416682901402444 0.033045179647878994 0.0019435921914444313 -0.015403019701930176 -0.0096935817272217929 -0.029835019940708904 0.0082574223398951957 0.021587081878796578 0.03974730664787491 -0.027865136407008342 -0.058469723179782919 0.010371269073311987 0.05473048850066823 0.029222159164011115 -0.057042008009110613 0.0104728706804259 0.034347518008063779 0.024507748077615275 -0.062456076347278774 0.015843183668931896 0.00057621331868299092 0.0089055564946086182 -0.069859281705453247 -0.035499736479715369 -0.0043138896145813637 -0.019999513890035091 0.022987802304416861
leaf_weight=48.891194139992876 0.92136506119277661 0.88959413667908194 1.3777047715993829 1.3744077919982371 0.61826083716005076 23.638357450062358 0.61148138402495533 3.2104712778236708 2.3769550488796081 3.9667783039621991 1.4312369721010325 4.2119212001562119 2.3221668502665107 2.1851354652608284 1.3482765592634676 0.82084386644419272 2.4710828540846697 1.229549341049277 0.56387390103191126 1.3910093912272716 0.35490290890447784 0.56870234775124118 13.019993015564976 34.199900815146975 10.929687070049114 3.5403534686192897 3.0323498689685939 1.5869002467952666 4.12607122043846 5.6314689658756834
leaf_count=641 36 15 55 15 8 910 24 36 32 30 20 29 47 106 10 6 15 58 7 28 14 40 92 325 99 50 36 15 43 58
internal_value=0.000431107 -0.00302238 -0.0204095 -0.00382586 -0.0237877 0.000453361 -0.0467107 0.00109364 0.00849007 0.0148428 -0.010509 0.0244743 0.000280365 -0.0125243 -0.0322014 0.000215179 0.00117129 0.000624422 -0.0358145 -0.0094356 0.00905407 -0.0290395 0.0011474 0.00478579 -0.00106264 -0.00754153 -0.0175745 -0.0495728 -0.00474687 0.0048102
internal_weight=182.842 29.4312 4.90322 3.52552 2.15111 24.528 1.53285 153.411 15.1974 11.3892 3.80819 8.1787 138.213 8.99104 3.53341 5.45763 129.222 126.751 1.79342 4.63678 2.31461 0.923605 124.958 47.2199 77.738 28.8468 17.9171 5.12725 12.7899 9.75754
internal_count=2900 1063 138 83 68 925 60 1837 147 95 52 59 1690 251 116 135 1439 1424 65 129 82 54 1359 417 942 301 202 65 137 101
is_linear=0
shrinkage=0.0530633


Tree=652
num_leaves=31
num_cat=0
split_feature=0 1 1 1 1 4 1 1 4 3 0 0 3 1 3 1 2 2 2 1 0 4 4 0 0 0 4 3 0 0
split_gain=0.693024 2.46706 1.1113 2.70533 1.9913 1.85882 1.36029 2.57589 1.39434 1.34967 1.2837 3.67247 1.11223 1.09205 1.91591 1.01337 0.954345 3.38226 1.09375 1.03621 1.10234 0.928573 1.34917 1.46918 1.33867 1.02119 0.912537 1.06311 1.0484 1.6557
threshold=85.678472159250006 62.00390986255001 66.697957758300021 66.318885161900013 65.630639880500027 38.441102963850007 63.910026677050006 62.837331883000012 42.526729949000007 0.093295000000000031 92.031298721500022 90.603727454250006 0.089475000000000013 67.649671936450019 -0.16319499999999998 65.727424373200009 -0.060760000000000002 -0.069554999999999992 -0.042409999999999996 81.524804347700012 107.15656416340002 38.771633980050005 34.542090938800008 94.776214472700005 94.832672093450014 92.652332549650012 41.24714903835001 0.10419000000000002 85.807518149550006 86.345209775600011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 5 -2 7 9 -8 12 11 13 -7 -4 -15 -6 17 21 -18 -20 -21 22 -12 -24 -25 -23 27 -11 -28 -30
right_child=2 -3 10 -5 15 6 8 -9 -10 26 16 -13 -14 14 -16 -17 18 -19 19 20 -22 25 23 24 -26 -27 28 -29 29 -31
leaf_value=8.3456444685387412e-05 0.0011675975694450795 -0.0013639528195349439 0.0015272100163444215 0.0015431051548775816 -9.755354808447534e-05 7.0120496397384433e-05 -0.0016638295918442974 0.0015514557830903046 0.00032338729736797927 0.0015739243766701946 0.00051836096377873297 -0.0022979452640472663 -0.00085374634885817245 0.0012454547973816087 -0.0027290312798279115 -0.001905885686448405 0.0010769267307486011 -0.0029583971372433059 0.00030324189819621754 -0.0021375630419825649 0.00013431266126878505 0.0016865167544177918 -0.0026153070255241131 0.0023765047989939749 -0.00094538481896984231 5.3854193244542746e-05 0.0010462022262499946 0.00041125247974835473 -0.0012412821632515521 0.00038178553879864057
leaf_weight=28.702363394055283 8.1001344919204694 5.1293590896530068 1.9140717750415199 6.1525098904967299 2.271260254085063 33.454684539232403 2.8228067122399798 5.3500926643609992 2.4262610599398613 4.9526650309562701 2.643074674797389 3.179860781179741 5.6250989632681003 0.98887029895558953 0.8197497271466998 2.309735978487879 5.9883419976977157 1.4650067713228043 25.538735742797147 1.3986301837430795 1.8113802889274664 1.4614775900263328 1.7333533133496528 0.52477628272026811 3.075911670755886 45.204235451798013 3.7770936265587798 7.0332826189696789 3.3959010022226703 7.3482908923178911
leaf_count=418 42 135 10 34 11 198 22 31 21 21 92 58 42 10 35 32 49 35 265 75 164 10 35 2 151 760 18 40 46 38
internal_value=0.000117773 -0.000135991 0.00016231 0.000310348 0.000225001 0.000292087 0.000199002 0.000268876 -0.000745284 0.000164252 1.84022e-05 -0.000780796 -6.28598e-05 0.000515127 -0.000555965 -0.00100931 7.91266e-05 -7.59038e-05 0.000329534 0.000173853 -0.000855564 1.37754e-06 -0.000604726 -0.00116123 -0.000461242 0.000104986 0.000499086 0.000891675 0.00017504 -0.000131215
internal_weight=226.599 33.8317 192.767 95.0198 88.8673 84.2863 76.1862 70.9371 5.24907 65.587 97.7475 6.90255 39.0798 3.72269 1.80862 4.581 90.8449 56.1078 34.7371 28.7487 3.21001 54.6428 7.97712 5.33404 3.60069 46.6657 26.5072 11.9859 14.5213 10.7442
internal_count=2900 553 2347 596 562 519 477 434 43 403 1751 113 240 55 45 43 1638 1085 553 504 239 1050 280 188 153 770 163 61 102 84
is_linear=0
shrinkage=0.00192234


Tree=653
num_leaves=31
num_cat=0
split_feature=0 1 0 0 1 4 3 1 0 4 1 4 0 4 0 2 1 4 0 2 4 0 2 2 0 2 0 2 4 2
split_gain=0.157767 0.167916 0.18112 0.15813 1.81334 0.848545 0.678463 0.447145 0.573085 1.03404 1.04401 0.684434 0.519896 1.16826 1.2299 0.351582 1.32184 1.32013 1.2963 1.27732 1.73527 1.05036 1.0368 1.03846 1.00387 0.951267 1.5043 0.722263 0.688382 1.30078
threshold=114.06859001680002 89.264875305300009 122.45926784190002 85.613949164150014 61.917879202350001 43.968221017800005 -0.15684499999999998 61.86411003975001 85.807518149550006 42.773538294100007 61.971648364950006 44.269496632500008 86.001087134900004 40.532725462000009 85.839779647100016 -0.068524999999999989 63.910026677050006 42.297164883650005 92.313586825200005 -0.075840000000000005 39.344049039350004 86.232294534150014 -0.058529999999999992 -0.046474999999999995 86.530713386650021 -0.048664999999999993 87.29692395375001 -0.0023999999999999998 36.173488152900006 0.049235000000000008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 -1 6 -6 -5 9 10 -9 -11 13 -10 -15 19 17 25 28 21 -21 -14 -20 -24 -23 -17 27 -27 -18 -30
right_child=1 2 -4 7 5 -7 -8 8 12 11 -12 -13 15 14 -16 16 18 -19 22 20 -22 24 23 -25 -26 26 -28 -29 29 -31
leaf_value=0.0036235916449436664 -0.05358452901804199 0.0025537244182921299 -0.050905676980875628 -0.020671110103562925 -0.0027067904450614271 0.0063920379498952689 -0.057735535384799898 -0.0010098664522683099 0.0067350429124165044 -0.035283003496703776 0.033424306423906529 0.010447488558960341 0.022605902672433755 0.0043152169343785522 -0.063747050033801003 0.043479894891681421 0.011212522603962773 -0.010860842615345544 -0.041422710706311427 0.011975599028626304 -0.047449561847722185 -0.020546475432654157 0.031423539524016206 0.0015535136606471391 0.00092366291544702342 -0.016729615076682681 0.042554565380921464 0.017931557390009102 -0.068827494156286931 -0.012297392262728728
leaf_weight=17.675830311345639 0.25388442988150817 0.79983051325325505 0.19760188056488914 2.3267743354663244 0.72201751754619214 1.0482183368876574 2.4993678083992554 3.5807244637981039 3.2040477544069281 1.6438674128148698 5.7153419111855328 1.6293608325067905 5.1441482771188012 1.0811172323301437 1.7197259711101649 4.0385805293917665 1.162312265485524 3.6095715509727588 1.2503906346391911 1.9850820606952755 3.2240259014070034 5.9019654709845772 3.3057688777043976 24.312645860187331 70.318504038310493 3.1599395293742418 3.1149449367076159 2.8668372482061386 1.560826046974398 2.9249213227303699
leaf_count=366 33 120 129 22 20 13 124 23 20 25 31 15 30 10 38 21 11 39 30 27 27 39 29 429 1065 20 32 23 22 67
internal_value=0.000415325 -0.0172784 -0.00803715 0.000537833 -0.00344064 -0.032686 -0.0454018 0.00108771 0.0014113 0.0116504 0.0201607 -0.0125191 0.000516849 -0.0138858 -0.0374752 0.00114411 0.00442401 0.0159317 -0.00117362 -0.000799688 -0.0248039 0.000737103 0.00311251 0.00512879 -0.00073883 0.0232692 0.0143406 -0.000241873 -0.0230812 -0.0319672
internal_weight=181.978 1.25132 0.997432 180.727 21.9454 4.2696 3.22139 158.781 156.455 12.5693 9.29607 3.27323 143.885 6.00489 2.80084 137.88 51.3067 16.7899 34.5169 86.5737 5.20911 81.3646 28.8688 27.6184 76.2205 13.1803 9.14172 6.02678 5.64806 4.48575
internal_count=2900 282 249 2618 523 157 144 2095 2073 94 54 40 1979 68 48 1911 723 135 588 1188 54 1134 488 458 1104 96 75 43 100 89
is_linear=0
shrinkage=0.0500028


Tree=654
num_leaves=31
num_cat=0
split_feature=0 3 3 4 3 0 4 3 3 3 2 1 3 2 3 3 0 0 1 3 0 0 4 4 3 0 3 2 4 2
split_gain=0.563643 1.44252 1.29746 0.918227 0.896807 1.04712 0.783483 0.661344 0.609061 1.46684 0.575795 0.474514 0.44761 0.38703 0.38669 1.37819 0.370264 1.20316 1.10271 1.19106 0.85076 1.35727 0.71522 2.13757 1.91497 1.99424 2.13057 1.9233 1.92183 1.43917
threshold=102.84427732220001 0.090720000000000023 0.089785000000000018 45.027406014450008 -0.21013499999999999 103.44649194340002 44.710446918150005 0.079785000000000009 0.078505000000000019 0.075065000000000021 0.68694500000000025 82.393176323850014 -0.15148999999999999 -0.16717499999999999 0.086230000000000015 0.086355000000000029 85.716110573100011 85.807518149550006 62.00390986255001 0.10332500000000001 83.680947768350009 83.011521693850014 41.24714903835001 41.134354310300004 0.088165000000000021 86.692020874450009 0.11906000000000001 -0.063985 45.90502654165001 -0.086894999999999986
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=10 2 3 4 13 -6 -3 8 9 12 16 -9 -5 -2 -7 -16 18 -18 -1 20 21 -20 23 -19 28 29 27 -27 -24 -26
right_child=1 6 -4 7 5 14 -8 11 -10 -11 -12 -13 -14 -15 15 -17 17 22 19 -21 -22 -23 24 -25 25 26 -28 -29 -30 -31
leaf_value=9.5001387565640138e-05 0.0014245469061192958 -0.0021570288620092384 0.0016366170641791251 9.1095850225278007e-05 0.00083545379938462414 -0.0020237521582018719 0.00045948563715445933 0.00026057678184303974 0.001586725631695496 -0.0019486752500247981 0.0010824622413824004 -0.0023235390162940624 0.0014612601383359447 -0.0007312995575285816 0.001797422597541874 -0.0021595002833443523 0.00081503306498376029 0.00016294712150801319 -0.0014562747681452347 0.00054602885083178659 -0.0020791862085834914 0.0017770007913429533 0.00036723730127988377 0.001468998032681476 -0.0024976658852154448 8.9525393449562714e-07 0.0013265026249300075 -0.0013881851749333385 -0.00091874013262846022 -0.00070551944254761796
leaf_weight=28.352281671570381 0.78166122423135675 1.7959228942745533 1.467760740124503 1.7302607960882599 0.75175536051392544 2.275372333482665 0.49932575807906676 0.44994261767715205 1.3669725436484439 0.88272368555772107 2.1368406573310486 0.52643453027121723 1.5370744506362823 0.44679625669959733 0.4639044992654815 0.85315644870570395 8.8955412395298463 84.533815489034168 1.4001334122149267 1.6677941575180737 2.2460353057831526 0.6485544592142104 38.79812453003251 4.5062390062957993 2.0095747523009777 15.33459916315042 3.1618957472965112 4.3734235659940159 4.4193173508392638 6.4069562826771307
leaf_count=428 27 149 21 39 8 199 18 5 26 67 25 39 16 55 4 55 41 724 62 20 66 3 317 24 23 132 28 62 152 65
internal_value=0.000102778 -0.000233379 -3.67607e-06 -0.000203208 -0.000753416 -0.00114758 -0.00158781 0.000268982 0.000517045 0.000164707 0.000128251 -0.0011327 0.000735671 0.000640455 -0.00156255 -0.000765765 0.000118389 0.000153269 -5.68924e-05 -0.000779161 -0.00129378 -0.000432715 0.000117274 0.000229045 -1.63038e-05 -0.000364458 -8.14664e-05 -0.000307357 0.000235736 -0.00113342
internal_weight=224.72 15.8291 13.5338 12.0661 5.57265 4.34419 2.29525 6.49341 5.51703 4.15006 208.891 0.976377 3.26734 1.22846 3.59243 1.31706 206.754 172.439 34.3148 5.96252 4.29472 2.04869 163.544 89.0401 74.5039 31.2864 22.8699 19.708 43.2174 8.41653
internal_count=2900 728 561 540 348 266 167 192 148 122 2172 44 55 82 258 59 2147 1568 579 151 131 65 1527 748 779 310 222 194 469 88
is_linear=0
shrinkage=0.00184769


Tree=655
num_leaves=31
num_cat=0
split_feature=0 0 1 3 1 0 1 0 3 1 3 3 0 0 3 0 3 3 4 4 3 0 3 2 1 2 2 2 4 0
split_gain=0.128588 0.622106 0.564254 0.77597 0.565034 0.354085 1.78875 0.41287 0.359238 0.868332 0.548795 0.485307 0.383595 0.356981 0.398214 0.732849 0.578855 0.877171 0.308842 1.51492 0.860886 1.25603 1.40115 1.09886 0.952914 0.850351 3.21256 1.48502 1.76815 0.956524
threshold=85.716110573100011 85.807518149550006 62.00390986255001 0.10332500000000001 64.071334164850015 85.447264760050004 61.960894532450006 84.95796538030001 0.099780000000000021 58.549241164900003 0.093295000000000031 0.086355000000000029 76.591483678350016 73.913779380400015 0.070195000000000021 71.249517373150013 -0.23472499999999999 -0.15684499999999998 41.24714903835001 41.134354310300004 0.088165000000000021 86.692020874450009 0.11906000000000001 -0.086894999999999986 62.025417527550012 -0.14869999999999997 -0.08725999999999999 -0.063985 42.487106141350004 88.576630023850015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 5 4 -4 7 -7 8 9 11 -11 12 13 14 15 16 -1 -18 19 -3 -20 23 25 -22 -25 -23 -27 28 -28 -29
right_child=1 18 3 -5 -6 6 -8 -9 -10 10 -12 -13 -14 -15 -16 -17 17 -19 20 -21 21 22 -24 24 -26 26 27 29 -30 -31
leaf_value=-0.072616628167783304 0.018001319978985717 0.0010813470454692537 -0.065024646855408264 0.015954341174379435 -0.015204761387936827 -0.046476017954820585 0.025857018376740884 0.018736922990839931 0.015507227529080628 -0.068704822949216066 -0.0030334822869243212 -0.042712821995037807 0.033884105438078016 -0.033964848636772828 0.050061911079906048 0.025236847557617889 0.050471362836527027 -0.064839342325278992 0.0027146954702224543 0.040951893140695549 -0.077187945432396529 0.011887360835519138 0.038187881137652237 0.0070443277694072822 -0.043743119705619928 -0.081291276753824401 -0.018486871831974672 -0.085905874156945977 0.045937504077270083 -0.015998057107551214
leaf_weight=0.67208970751381003 7.4676861949264994 73.194051613348165 1.4983644574822386 1.3421990721835753 1.7771352008276151 2.6833264686865723 2.2400483610108495 5.1820882046595207 3.3257548166438928 1.1713704031426457 0.74242067709565152 0.77421339694410551 1.4963237047195432 0.93191700556781132 0.64621303230524052 1.796235064990469 0.53560967196245202 0.42055080329009797 42.78534090010362 3.5690651570839682 1.5544783594086764 4.86492079820892 2.5302980890264726 2.4728046157397356 2.8280629630899057 2.3073775355587776 2.8742452653241397 0.87596680945715366 3.2318362675141543 3.4583297509889235
leaf_count=61 41 1086 72 20 60 33 15 38 33 75 8 22 14 36 4 21 17 51 776 28 23 70 36 26 39 53 30 9 23 80
internal_value=0.00050748 0.00117682 -0.00327752 -0.0223136 -0.0379947 0.000608868 -0.0135658 0.0045528 -0.0013215 -0.00741365 -0.0432288 0.00201042 0.00733827 -0.00060181 0.00703609 -0.00108304 -0.0301183 -0.000246075 0.000319481 0.00293511 -0.00255775 -0.0109132 -0.00339386 -0.0330072 -0.0200513 -0.00936764 -0.0174792 -0.00337637 0.0156118 -0.0301265
internal_weight=181.25 154.014 27.2359 4.6177 3.2755 22.6182 4.92337 17.6948 12.5127 9.18694 1.91379 7.27315 6.49894 5.00262 4.0707 3.42449 1.62825 0.95616 146.547 76.7631 69.7837 26.9983 20.143 6.85535 5.30087 17.6127 12.7478 10.4404 6.10608 4.3343
internal_count=2900 2320 580 152 132 428 48 380 342 309 83 226 204 190 154 150 129 68 2279 1114 1165 389 301 88 65 265 195 142 53 89
is_linear=0
shrinkage=0.0597579


Tree=656
num_leaves=31
num_cat=0
split_feature=0 0 1 4 2 2 2 1 2 0 1 0 1 0 1 2 0 4 3 3 3 4 1 1 0 3 1 3 2 2
split_gain=0.142103 0.95269 0.830183 0.423288 0.326799 1.20697 0.955218 0.817154 0.800187 0.74968 0.645462 1.31035 0.538037 0.663328 0.644511 0.64845 0.500803 0.469569 0.416006 0.49367 0.382567 0.329288 0.317269 0.304954 1.53442 1.01342 0.385568 1.33971 0.912738 1.70308
threshold=98.851916998450022 99.20948192980002 75.779569322950024 49.842240509300005 -0.094344999999999998 -0.156745 -0.08459499999999999 77.52437864960001 -0.081844999999999987 102.65877371115 81.524804347700012 106.56510337475001 78.285212300550015 101.33605231100002 83.366398167100016 -0.50001499999999999 101.06989495610001 45.027406014450008 0.089850000000000027 0.07968500000000002 -0.094899999999999998 45.027406014450008 78.820215468450016 75.465019721650009 97.013011637200023 0.088990000000000027 72.953999827850012 -0.096794999999999992 -0.054494999999999995 -0.58892999999999995
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=23 -2 3 -3 5 12 9 -8 -9 -6 16 -12 -4 -14 -15 -16 -10 -11 19 21 -7 -13 -18 26 -25 -26 -1 -28 29 -29
right_child=1 2 4 -5 6 20 7 8 10 17 11 18 13 14 15 -17 22 -19 -20 -21 -22 -23 -24 24 25 -27 27 28 -30 -31
leaf_value=0.0012171088627534355 -0.073980753991584852 -0.066970341959727897 -0.068854824197370088 0.0026038252583056418 0.056966559937278297 -0.0039119207887617947 -0.070664390089666795 -0.050392780421261107 -0.0061821105646282619 -0.023991569849017784 -0.065719870911651102 -0.033592407604295285 0.038513628562470745 -0.036300648025684966 -0.062512852433345853 0.023107850774413307 0.044876919437359199 0.035779785358728257 0.046694546826506263 -0.068615779980591263 -0.065280839055958745 0.038378662346840724 0.014400954504649219 -0.052617278776514197 0.042829482793723742 -0.00096139836634181965 0.034604727195993848 0.011636147185917191 -0.00070567148072102608 -0.08236677307331991
leaf_weight=136.57095751228917 0.66848974139429884 1.0118918956577569 0.34603609767509613 0.451650314265862 2.0080771287903292 0.48228582252340868 0.59432960534467127 0.99075988121695147 2.6500783329829485 0.98568231822537178 1.2201521637616681 0.34780931196291953 1.7741752332076428 1.5146266560332149 0.36267694814796358 2.4475316864209171 1.9393522194586692 0.89602058753371239 0.7794963956112041 0.35517945324954769 1.4634915384658647 0.65364082832820714 3.2879333106102422 1.1394461547970403 3.9244522261433303 3.6353494795039296 1.6355628829915074 1.0635141308885065 2.5664294083835553 1.9504958124016409
leaf_count=1601 23 49 19 15 9 29 27 33 29 40 75 55 21 57 81 124 19 10 50 68 128 26 43 85 31 35 28 11 32 47
internal_value=0.000453023 -0.00352331 -0.00175016 -0.0454997 0.000800878 -0.00882126 0.00563301 -0.00223778 0.00108901 0.0315711 0.00562949 -0.0163153 0.00363178 0.00774441 -0.00487804 0.0120579 0.0149794 0.00447008 0.0119045 -0.00808534 -0.0500698 0.0133827 0.0257077 0.00116313 0.0120278 0.0217714 0.000505804 -0.0129564 -0.0268961 -0.0491972
internal_weight=179.718 27.2314 26.5629 1.46354 25.0993 8.39082 16.7085 12.8187 12.2244 3.88978 11.2336 3.35628 6.44505 6.09901 4.32484 2.81021 7.87736 1.8817 2.13613 1.35663 1.94578 1.00145 5.22729 152.486 8.69925 7.5598 143.787 7.216 5.58044 3.01401
internal_count=2900 1030 1007 64 943 459 484 425 398 59 365 274 302 283 262 205 91 50 199 149 157 81 62 1870 151 66 1719 118 90 58
is_linear=0
shrinkage=0.0597579


Tree=657
num_leaves=31
num_cat=0
split_feature=0 3 2 2 2 3 3 3 0 4 1 4 2 4 4 3 4 4 3 2 1 3 3 3 4 0 1 4 3 1
split_gain=0.161002 0.161676 0.274952 0.25292 0.141897 0.17749 1.10806 0.83865 0.540498 1.38341 0.98058 1.00172 0.647769 1.17271 0.627672 0.667095 0.472882 0.900075 0.54945 0.38467 1.20512 0.274774 0.355917 1.32189 1.00933 1.5131 1.83093 1.08468 1.72901 0.764925
threshold=114.06859001680002 -0.5582649999999999 -0.088099999999999998 -0.012769999999999998 0.68694500000000025 0.10236000000000002 0.10176000000000003 0.10332500000000001 86.345209775600011 35.131296350900008 75.922057603850007 40.166811829450005 -0.053019999999999991 41.840895355800008 39.420767558750008 0.11048000000000002 41.134354310300004 41.495754733000005 0.12424000000000003 -0.069554999999999992 61.944763783650011 0.10098000000000003 0.093295000000000031 0.093480000000000021 41.24714903835001 97.483491810050012 78.677727187550019 43.740100730350001 0.099010000000000029 62.197478847950002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 -3 -4 5 6 21 -7 12 -10 14 -12 19 -14 15 -11 -16 -18 -19 20 -9 22 -1 -24 25 -25 -27 28 29 -26
right_child=1 2 3 -5 -6 7 -8 8 9 10 11 -13 13 -15 16 -17 17 18 -20 -21 -22 -23 23 24 27 26 -28 -29 -30 -31
leaf_value=-0.000573357969648226 0.041193152757046887 -0.07007652084665901 0.024263978903707024 -0.066156673993746931 0.017980720007084897 -0.044007507919166466 0.047157428426841043 0.013853871956740805 -0.056605972871242832 0.065444991735397265 -0.075562115726927323 0.0041017108708497636 -0.073238629027312319 0.006250285939051789 -0.010793992242574673 0.018103226195361474 0.05960635922836531 -0.023890534183395117 0.02857324381725079 0.021657499534941581 -0.046152629485711361 -0.028296645342438295 0.059304153023162338 0.024660764046619238 -0.081061558668463596 -0.089387176938069024 0.020373022434257485 0.031525306383787338 0.016965153595269244 -0.027007936369396801
leaf_weight=115.30182752514884 0.1439495775848626 0.45201922659862237 0.42185942653304664 0.18671943183107842 1.9430994275026012 2.0496111441170823 2.1774605478858566 3.3644415177404881 1.3841285296512094 1.9335573427379156 1.0100187896314303 1.9079651692300101 1.7231698303367031 1.4135934817022642 3.6508273540530336 3.4988720676337834 1.6112164258956907 1.776162779890001 1.5765996333211658 2.0239897463470697 2.3986737452214584 1.3578370874747623 1.9344907552003885 11.377041107189145 1.8218624773435275 1.1831793941091739 1.3746780667424898 1.8149765580310484 2.6689735190011561 2.7469266026746482
leaf_count=1858 3 150 34 95 35 23 21 24 25 14 43 32 20 28 33 37 10 28 20 16 37 20 10 92 22 30 51 23 22 44
internal_value=0.000436788 -0.0231315 -0.0318619 -0.00347818 0.000597155 0.000404229 0.00136556 -0.00400792 -0.00120728 0.00557438 0.0106474 -0.0234728 -0.0125988 -0.0374167 0.0177351 0.0349535 0.00687733 0.0198739 0.00077998 -0.00260174 -0.0111215 0.000661307 0.000941717 0.00795119 0.00362966 0.0145542 -0.0303984 -0.0131866 -0.0243987 -0.0485625
internal_weight=178.23 1.20455 1.0606 0.608579 177.025 175.082 143.759 31.3228 29.2732 18.3493 16.9652 2.91798 10.9239 3.13676 14.0472 5.43243 8.61481 4.96398 3.35276 7.78711 5.76312 141.582 140.224 24.9221 22.9876 13.9349 2.55786 9.05274 7.23776 4.56879
internal_count=2900 282 279 129 2618 2583 2193 390 367 242 217 75 125 48 142 51 91 58 48 77 61 2172 2152 294 284 173 81 111 88 66
is_linear=0
shrinkage=0.0646839


Tree=658
num_leaves=31
num_cat=0
split_feature=1 4 2 3 3 2 0 1 4 3 1 3 0 4 2 0 2 1 1 0 0 2 0 2 1 4 3 3 2 2
split_gain=0.133944 0.25018 0.250408 0.194245 0.242481 0.210354 0.133361 1.42063 0.777217 0.688744 0.42714 1.11584 0.574414 1.09641 0.995181 0.610935 0.901522 0.591404 0.328631 0.390236 0.363639 0.289439 1.04625 0.819865 1.23956 2.31488 1.12776 1.87107 2.24947 1.19703
threshold=89.786436182600013 53.584625139500005 -0.088944999999999996 0.07870000000000002 0.075725000000000028 -0.046474999999999995 85.613949164150014 61.917879202350001 43.968221017800005 -0.15684499999999998 61.917879202350001 0.095845000000000027 85.807518149550006 42.102795028150005 -0.084239999999999995 85.968825637350008 -0.073724999999999999 61.944763783650011 61.907125369850007 85.328972602300013 84.95796538030001 -0.096499999999999989 86.232294534150014 -0.068524999999999989 62.106071271500007 43.022303514600004 0.09117500000000002 0.086230000000000015 -0.088944999999999996 -0.08459499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 2 -2 4 5 -4 7 18 9 -9 11 -8 13 -12 -15 16 -14 -17 19 20 -1 22 -19 24 25 -23 27 28 -26 -28
right_child=1 -3 3 -5 -6 -7 10 8 -10 -11 12 -13 15 14 -16 17 -18 21 -20 -21 -22 23 -24 -25 26 -27 29 -29 -30 -31
leaf_value=-0.0012596930095141172 -0.062579869464733026 0.060092833107370243 -0.066910152338544443 -0.061786902314265528 0.056601434796548888 0.017036190291372315 -0.042307679140513546 -0.00074703833718044112 0.0085566585150211576 -0.069605443408750828 0.032512549180266227 0.01052202034451976 0.002417000414504991 -0.02723309264255909 0.027128295274492183 0.030636068242708359 -0.054573479204041771 0.04385598654597931 0.030009942175464304 -0.037765413077655331 0.023505659227361066 -0.059326023727046366 0.0025575797219987294 0.0037699323238966735 -0.065393186510866397 0.0099058848789968651 0.0094195396499839879 0.024700610540798675 0.0036091098352168502 -0.040007889462143516
leaf_weight=11.947460567833334 0.4566538697758914 0.13866889657947457 0.19272041541989893 0.18949170253654302 0.24539774670847692 0.26122387884242826 2.8593094376847139 0.71275897230953056 1.0345162861049173 2.2224393216310991 6.1080147875472885 3.0912573784589767 2.3897958705201745 3.1347843906842172 2.0822144756093621 2.5261558294296256 1.8140501916059282 2.3988960376009336 1.5874475464224822 0.91304292529821474 2.7007323503494254 4.3330641034990469 45.632414729778247 48.336570945702995 2.3452833495102841 3.062592089176178 2.8749487625500478 9.4866365562284027 6.9771865016082337 4.9626077574066576
leaf_count=331 189 5 10 119 7 40 28 20 13 124 35 21 24 36 19 14 29 17 8 11 16 37 740 691 39 16 41 84 67 69
internal_value=0.000374142 -0.0178602 -0.0258942 -0.00704624 0.00778614 -0.0186029 0.000528314 -0.00401471 -0.0368728 -0.0528844 0.00114963 -0.0148632 0.00179144 0.0149849 -0.00553631 0.000701922 -0.0221756 0.00142538 0.00359154 0.000896517 0.00330637 0.000859543 0.0046202 -0.00133312 -0.00857894 -0.0306566 -0.00245138 0.0056431 -0.01375 -0.0218771
internal_weight=177.018 1.48416 1.34549 0.888834 0.699342 0.453944 175.534 21.1184 3.96971 2.9352 154.416 5.95057 148.465 11.325 5.217 137.14 4.20385 132.936 17.1487 15.5612 14.6482 130.41 48.0313 82.3789 34.0423 7.39566 26.6467 18.8091 9.32247 7.83756
internal_count=2900 370 365 176 57 50 2530 523 157 144 2007 49 1958 90 55 1868 53 1815 366 358 347 1801 757 1044 353 53 300 190 106 110
is_linear=0
shrinkage=0.0609531


Tree=659
num_leaves=31
num_cat=0
split_feature=4 4 0 0 0 2 2 2 4 1 3 0 3 2 2 3 4 3 0 0 1 0 3 4 2 4 1 0 2 3
split_gain=0.452077 0.77162 0.650941 1.33732 1.18861 0.907445 1.72342 1.46727 1.09855 1.90781 1.20107 2.45735 1.63417 1.33169 1.09183 0.851738 0.696052 1.09708 0.620898 0.929353 0.92645 1.44656 0.865786 0.672329 0.760824 1.2342 3.03436 1.13859 1.36744 0.998008
threshold=42.599563320500003 42.654057868200006 92.652332549650012 90.437043050150024 93.910530954700008 -0.077279999999999988 -0.030145000000000002 -0.081474999999999992 43.19689381845 61.993156030000002 0.08708500000000001 86.280686780500005 0.082325000000000023 -0.22699 0.11970500000000002 0.10211000000000002 43.279086095950007 0.085155000000000022 85.678472159250006 85.775256651950016 61.917879202350001 85.656964494200011 -0.1444 42.233786329550007 0.18145000000000003 38.115457128050004 58.549241164900003 83.680947768350009 -0.26820499999999997 0.10818500000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=18 -2 3 5 -4 7 -7 8 9 -3 11 12 13 -10 15 -8 17 -6 20 -20 23 22 -22 24 25 27 -27 28 -1 -30
right_child=1 2 4 -5 16 6 14 -9 10 -11 -12 -13 -14 -15 -16 -17 -18 -19 19 -21 21 -23 -24 -25 -26 26 -28 -29 29 -31
leaf_value=0.0017834367254955543 -0.0016281044593444787 0.0004668186312319244 -0.0023498330128913759 0.0012678166539803189 -0.002340138068499044 -0.0026475814380111972 -0.00041890385408138709 0.0015765845150601465 0.00022413220817076384 -0.0015478429771912312 0.0011514344932946079 -0.0018937583966963853 0.0014029627274896302 -0.0018303765894977042 -0.0021691411717083484 0.0016880034923038585 -9.4882618423140694e-06 -0.00011263178651119978 0.00098946547817930662 0.00018135581064899499 -0.00010390706043540519 0.0011464860390197164 -0.0023212146234317136 0.0013063349482188194 0.0010123910418139937 0.00062392417480771039 -0.0020698840892179279 0.0017933772721587186 -0.0022737717895361395 0.00096901703859135697
leaf_weight=0.82662978908047069 1.137472758127841 3.3655981095507768 0.99761125392979266 3.7767911151750004 1.3604350879177247 1.3261310467496512 1.7344567875261416 2.6033498551696566 6.8014990852098007 3.9026037296280265 4.617446628632023 2.2223969252081579 3.8575705029070368 1.4762218506075431 0.74795508536044497 1.2836462818086145 18.667304333808715 2.2660377076063014 5.7076715137809506 132.18442316776964 0.98488672240637276 0.93728868663310994 2.1660979979205868 1.504790391656569 2.0574151603505006 2.9833076808135957 3.4864601911976933 1.6707558222115038 1.1964390921639299 0.52499670907855023
leaf_count=8 22 25 31 46 30 25 56 11 104 50 29 27 20 22 40 7 462 49 28 1508 18 5 80 18 14 50 39 9 63 4
internal_value=0.00011346 -2.79947e-05 1.83923e-06 0.000161004 -0.000255896 3.78357e-05 -0.000725274 0.000172544 3.3263e-05 -0.000614938 0.000281549 1.79262e-06 0.000348934 -0.000142262 -4.83772e-05 0.000477197 -0.000162196 -0.000948259 0.000169726 0.000214805 -0.000169225 -0.000992039 -0.00162816 6.68241e-05 -7.95122e-05 -0.000289689 -0.000827728 0.000535419 -0.000289418 -0.0012848
internal_weight=218.376 62.1445 61.0071 37.7157 23.2914 33.9389 5.09219 28.8467 26.2433 7.2682 18.9751 14.3577 12.1353 8.27772 3.76606 3.0181 22.2938 3.62647 156.231 137.892 18.3391 4.08827 3.15098 14.2508 12.746 10.6886 6.46977 4.21882 2.54807 1.72144
internal_count=2900 1056 1034 462 572 416 128 288 277 75 202 173 146 126 103 63 541 79 1844 1536 308 103 98 205 187 173 89 84 75 67
is_linear=0
shrinkage=0.00196078


Tree=660
num_leaves=31
num_cat=0
split_feature=0 0 3 1 3 4 4 1 3 4 1 3 0 3 3 3 4 2 0 1 3 0 2 2 4 3 2 3 4 2
split_gain=0.129207 1.29053 1.11966 0.828751 1.39681 0.76785 0.715211 1.13025 1.39106 0.872624 0.625422 0.86202 0.602717 0.745101 0.53006 0.630936 0.464242 1.41513 1.17411 0.607434 0.78865 0.536285 0.458951 0.443967 1.28473 1.05943 0.887854 0.827841 0.866386 0.694148
threshold=90.837623311600012 90.337570099350003 0.25847000000000003 67.649671936450019 0.084795000000000023 38.994321257850011 38.238138001450004 65.004229136100022 0.080515000000000017 33.96174662340001 65.630639880500027 0.099780000000000021 83.680947768350009 0.099780000000000021 0.10098000000000003 0.086520000000000027 40.12915366295001 -0.057185 86.280686780500005 62.55235532115001 0.084365000000000009 88.576630023850015 -0.101965 -0.0039949999999999994 41.169697216150006 0.077330000000000024 -0.033594999999999993 0.11614000000000002 40.496232821400007 -0.12835499999999997
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 3 4 -2 -6 9 16 -9 10 11 -1 13 -11 15 -14 17 18 22 21 -21 23 -8 26 -25 -26 27 28 -18 -30
right_child=2 -3 -4 -5 5 -7 7 8 -10 12 -12 -13 14 -15 -16 -17 19 -19 -20 20 -22 -23 -24 24 25 -27 -28 -29 29 -31
leaf_value=-0.06537251417435852 0.009206972889630188 0.032017020802288458 -0.069764854457337239 0.0010569087672468187 -0.010538306799537989 -0.077229167204958954 -0.02864666521087816 -0.0039173809330387442 -0.08210349806533869 -0.04100087630292229 -0.098736081428859562 0.053188899253866245 0.014457950755046958 0.032275298060152738 0.0051032396439849772 0.052402226260272661 0.037134974720466583 0.013450260492865148 -0.0013278811811301221 0.048518405898450127 0.0020926935236841187 -0.033491854160040496 -0.072247722983946355 0.018684329622969141 0.039409580673941548 -0.063827370929757862 0.027136431180748648 -0.034067817085594483 0.012671756655413811 -0.0047073359285598982
leaf_weight=0.45855416297854279 2.4958268844056866 5.0025430924288221 0.88193499184489965 70.557795208032076 0.99544812180101905 1.803444796008989 1.5925989792449402 2.0752255133120339 1.4266237657429881 1.2573610607651056 0.38957496359944344 0.45282549411058426 3.0260829236358386 0.87388621672289435 3.3629546873271465 3.5242554446449503 2.4319910649210135 4.7834849562495929 2.918707974255085 2.2659523785114279 3.3980812109075487 1.7464726269245137 2.0533999688923359 2.0497119105421069 0.44662007808801751 2.1335973828681745 4.8767926199361673 2.5325074810534707 11.506988021050331 33.100726625649273
leaf_count=62 34 46 40 1609 7 43 23 43 47 49 4 5 22 9 20 21 16 39 15 30 30 11 19 18 59 54 66 33 155 271
internal_value=0.000397812 0.00184504 -0.00148232 -0.000688398 -0.0239465 -0.05351 0.000250948 -0.00189485 -0.0357697 0.0133294 -0.0340955 -0.00646443 0.0184518 -0.0109551 0.024774 0.034873 -0.000370847 -0.0117651 -0.0301387 0.00157389 0.0206658 -0.00020394 -0.0532025 0.000780107 -0.0173401 -0.0459577 0.00232091 -0.000120381 0.00170727 -0.000224232
internal_weight=176.422 99.6875 76.7345 75.8525 5.29472 2.79889 94.685 81.3395 3.50185 13.3455 1.30095 0.91138 12.0445 2.13125 9.91329 6.55034 77.8376 11.3482 6.56471 66.4894 5.66403 60.8254 3.646 59.0789 4.62993 2.58022 54.449 49.5722 47.0397 44.6077
internal_count=2900 1167 1733 1693 84 50 1121 929 90 192 71 67 121 58 63 43 839 96 57 743 60 683 42 672 131 113 541 475 442 426
is_linear=0
shrinkage=0.0609531


Tree=661
num_leaves=31
num_cat=0
split_feature=4 3 3 4 2 1 1 3 2 2 2 2 2 4 3 1 4 2 4 3 3 4 1 3 3 2 4 3 3 2
split_gain=0.144854 0.578203 0.56408 0.392565 0.42337 0.857352 0.261425 0.569333 0.25543 0.347651 0.246304 0.661355 0.764691 0.484749 0.75533 0.416473 0.413495 0.197353 0.517585 0.452429 1.61237 0.810019 0.776064 0.539813 0.930973 0.518242 0.986029 0.953885 0.641881 0.650259
threshold=49.275256100300005 -0.25095999999999996 -0.24299499999999999 49.842240509300005 -0.23361999999999997 86.858705278550005 87.33187390945001 0.075065000000000021 -0.68276999999999999 -0.62958999999999998 -0.59309999999999985 -0.5169149999999999 -0.58180999999999994 39.995120105550008 0.099010000000000029 74.784839814650013 40.08085804200001 -0.11808 34.997818021800008 0.093760000000000024 0.085155000000000022 41.532441862050007 65.848404989100018 0.087605000000000016 0.090390000000000012 -0.23557500000000001 45.673096293200011 -0.084259999999999988 -0.15517999999999998 -0.12835499999999997
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 -2 -3 -4 -5 -6 -7 -8 -1 -10 13 12 15 -11 -15 -12 -17 18 -13 20 25 22 -21 -22 -25 26 27 -20 -27 -30
right_child=1 2 3 4 5 6 7 -9 9 10 11 17 -14 14 -16 16 -18 -19 19 21 23 -23 -24 24 -26 28 -28 -29 29 -31
leaf_value=0.038290793514197528 -0.071782092402193035 0.06956084849161856 -0.062537059590920513 0.052623861890889453 -0.065502664125340976 0.046094181419457043 0.037935953135022835 -0.06179000905411848 -0.024833029679943046 -0.018457298032396711 0.025724110092092502 -0.036244523914232912 -0.067507244470309188 0.0012820597153902589 0.05501441083519587 0.0093254605063855939 -0.06609156287702915 -0.00024324161037843177 0.020946498380998973 0.020128602377089674 0.051182425047084874 -0.042638340841814608 -0.024645422675949352 -0.0093182123125193205 0.046345199034408327 0.020710407858472637 -0.071881315053266753 -0.036927763253412745 -0.014630827726169819 0.026168359687427725
leaf_weight=0.63997379819920652 0.48974104074295643 0.34969183802604753 0.44348020476536376 0.42759144687443162 0.72040623368229662 0.56585359573364236 0.45757983939256519 0.36951092901290394 1.9176750909537066 1.2570219538247318 0.87273253127932582 1.0637584342648541 1.0857437011254649 2.1777622568770316 1.6361069784616118 0.49476319455516182 0.54622304571967106 125.05920210193972 2.4082774354828871 3.7834813110530368 3.3070142910946734 1.7336839611525645 2.1783254796464462 2.1046481139273965 2.1888940790231572 6.2316762932023284 0.91880674503045145 1.7603771562025965 5.9359877352226258 1.8235460271680484
leaf_count=11 15 1 35 8 82 6 15 57 37 33 5 98 69 35 14 15 29 1764 88 22 30 30 38 24 20 68 62 38 136 15
internal_value=0.000351545 -0.0111515 -0.00224554 -0.0106593 -0.00160484 -0.0125769 0.0147954 -0.0066176 0.000608583 0.000467131 0.000754952 0.00035267 -0.027449 0.0137254 0.0243326 -0.004722 -0.0302471 0.000872241 0.00480868 0.00607911 0.0097611 -0.00668586 0.00376907 0.0330363 0.0190596 0.00048874 -0.0158442 -0.00349317 0.0064277 -0.00504273
internal_weight=174.95 3.82386 3.33411 2.98442 2.54094 2.11335 1.39294 0.827091 171.126 170.486 168.568 163.497 2.99946 5.07089 3.81387 1.91372 1.04099 160.498 35.4385 34.3747 26.6792 7.69549 5.96181 7.60056 4.29354 19.0787 5.08746 4.16865 13.9912 7.75953
internal_count=2900 219 204 203 168 160 78 72 2681 2670 2633 2551 118 82 49 49 44 2433 669 571 481 90 60 74 44 407 188 126 219 151
is_linear=0
shrinkage=0.0597579


Tree=662
num_leaves=31
num_cat=0
split_feature=1 1 4 4 4 2 2 2 1 1 1 0 4 2 0 2 0 1 4 3 3 0 0 0 3 3 3 3 2 2
split_gain=0.496571 0.813283 0.912857 1.00244 1.1891 1.02931 2.34942 1.49521 1.20364 0.98074 0.965357 0.956754 0.937822 2.27772 1.18377 1.00315 1.70752 0.88147 0.879948 1.06215 1.36857 2.47421 0.73491 1.69465 0.716896 0.709287 1.16887 0.622337 0.572503 0.567346
threshold=69.873026810350026 70.085415002650009 38.238138001450004 42.599563320500003 43.279086095950007 0.22542000000000004 0.68694500000000025 0.06041500000000001 70.284360904350009 83.715897724050009 82.570614560500005 94.964406541850011 40.823855932350007 -0.10518999999999999 97.900202820250016 -0.090694999999999998 97.152811460000024 71.464594023550021 41.061442884200012 0.10332500000000001 0.088165000000000021 94.73051068445001 97.483491810050012 97.900202820250016 -0.24637000000000001 0.094165000000000013 -0.22253999999999999 0.094625000000000029 -0.026349999999999998 -0.16717499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 11 5 22 7 -7 8 -4 10 12 -3 13 14 -10 -15 -17 -13 -14 20 -20 -22 -5 -24 -11 26 29 -27 -29 -19
right_child=1 2 3 4 -6 6 -8 -9 9 24 -12 17 18 15 -16 16 -18 25 19 -21 21 -23 23 -25 -26 27 -28 28 -30 -31
leaf_value=0.00017960720060859991 -0.0010359957124081425 -0.0017168732311559284 0.0013307064056085555 -0.0024641815964258676 -2.0217080116297917e-05 -0.0023512595321890295 0.0011822784933273893 0.001300715501264345 -0.0029053879951087373 0.00071262212038178635 0.0014389294976029788 0.00099378908826502021 0.0013668528509079274 0.0013153677404841955 -0.00060056767901608846 0.0005513943490911442 -0.0012541886903689001 0.0019406062546750589 0.00052510880543553385 0.0012808117714863626 0.0010747654328703686 -0.002049044854614073 0.0016202074358035508 -0.0016394200171869458 -0.0020723781362811241 0.0017582712450961398 -0.0021921127823156246 -0.0021541750709483483 0.00015054071303835157 -0.00079103815081996598
leaf_weight=136.95578479245887 2.8874252364039412 2.0678534621256386 3.3401335068047038 1.2184995507122973 18.296568616904551 1.6988043638702941 1.2600114420056341 5.5292286976618916 1.5955802852986374 0.48830887366784748 2.1690406338311723 1.784839338622987 3.0178260998800388 2.2895040661096564 1.8502272218465803 5.2052027303725499 3.2842054702341557 0.47474239621078596 5.6442373730242235 2.689984996803104 1.5067239087074993 2.7614166643470526 0.88066478818655047 2.0190858532660059 1.3051669952983489 0.67887308544595759 1.8972517842630623 0.53575393637766033 1.8291840323654462 0.76074662667815574
leaf_count=1301 24 52 16 27 481 50 15 53 26 19 14 17 17 13 32 39 30 16 46 24 19 43 4 59 143 6 171 65 36 42
internal_value=0.00010764 -1.40918e-05 2.36988e-05 0.000105091 -0.000234478 0.000271876 -0.000846503 0.000349414 0.000207818 9.68779e-05 0.000175924 -0.000528561 8.41321e-05 -0.000280098 -0.00166781 0.000163527 -0.000147112 -0.000219915 0.000415823 0.000188085 -0.000108456 -0.000946288 -0.0011864 -0.000649459 -0.00131411 -0.000570639 -0.0012256 0.000103456 -0.00037157 0.000258609
internal_weight=217.923 80.9671 78.0797 68.0504 22.4148 45.6356 2.95882 42.6768 37.1476 33.8074 32.0139 10.0292 29.8449 14.2247 3.44581 10.7789 8.48941 7.96139 15.6202 12.6024 9.91238 4.26814 4.11825 2.89975 1.79348 6.17655 3.13274 3.04381 2.36494 1.23549
internal_count=2900 1599 1575 1170 571 599 65 534 481 465 303 405 289 140 58 82 69 353 149 132 108 62 90 63 162 336 229 107 101 58
is_linear=0
shrinkage=0.00196078


Tree=663
num_leaves=31
num_cat=0
split_feature=4 3 2 1 1 1 1 0 0 1 0 0 1 4 4 0 4 3 2 0 4 4 4 2 3 0 2 2 0 3
split_gain=0.423613 0.820787 0.820328 0.432574 0.348104 2.35468 2.53834 1.32822 2.45751 0.945127 1.71419 0.927313 0.782364 1.80837 0.903551 1.69661 1.10545 0.745458 1.0164 0.732534 0.730499 0.711966 0.706885 0.98613 1.28641 0.746659 0.686671 1.76451 1.81051 1.48931
threshold=49.275256100300005 -0.25095999999999996 -0.15818499999999999 89.619751778500017 66.697957758300021 66.318885161900013 65.727424373200009 92.031298721500022 90.259604813550013 67.649671936450019 89.219171517050015 87.29692395375001 63.910026677050006 40.660558922250004 39.56957118270001 85.807518149550006 40.12915366295001 0.11614000000000002 -0.091399999999999995 75.994645973400011 42.622319549950006 37.572218886150004 40.621691032550004 -0.0086649999999999991 0.09660500000000001 70.623106628750023 -0.088099999999999998 -0.12835499999999997 85.807518149550006 0.082325000000000023
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 -3 -4 5 6 11 8 9 -6 -11 12 14 -14 15 19 -16 22 -19 -1 -10 -21 -18 26 25 -25 27 -24 -29 -28
right_child=1 2 3 -5 7 -7 -8 -9 20 10 -12 -13 13 -15 16 -17 17 18 -20 21 -22 -23 23 24 -26 -27 29 28 -30 -31
leaf_value=-0.00154257840608689 -0.0024473157139942208 0.00047164517823214045 -0.0020205649487104521 9.6672057014692513e-05 0.0017088562770114068 0.00145342415526496 -0.0019032171672265375 9.1161100758025773e-05 -0.0025356418244793003 -0.0026049368466345485 0.0014350914788560372 0.00048897116539844867 -0.0024726932181497385 0.00018611498095217648 -0.00094854983561654062 0.0013506788761451438 0.00080043276390963662 0.00020598846868316055 -0.0017545087051448391 0.00091711700773567794 -0.00060693767672603642 -0.00032137749445650474 0.00041313962120099362 0.00041670773914411787 0.00054346859611748564 -0.0024460231172676161 -0.00058537297185736815 -0.00011784611047157043 -0.0018584982156829161 0.00055535976359859837
leaf_weight=1.0116689004935304 0.65891693299636234 2.8228806842234917 1.0018388292519365 0.55367819433740795 1.2855696175247424 5.1809881180524817 2.2288384851999572 83.437167381111976 2.3320568408817057 0.75174812346813247 0.80232248251559213 25.607177287340164 1.4522213577874925 2.708131012681406 4.0940378196537486 5.8091153725981703 5.4076173380017272 2.0519536496140067 1.865762611851095 2.9925489267334342 1.0535150580399202 4.0186804579570889 10.736180785286699 0.42177751634154237 1.3415737086907027 1.6687776453909462 5.2178329138550934 6.4358084904961288 3.361582774668932 22.325849947985262
leaf_count=72 15 61 97 46 8 34 33 1441 37 29 16 160 34 44 35 27 33 18 30 32 28 32 130 48 12 54 54 64 30 146
internal_value=0.000103705 -0.000447051 -0.000146025 -0.00126695 0.000117198 0.000186759 0.000127507 2.72528e-05 -0.000829317 0.0004895 -0.000519185 0.000169212 7.0466e-05 -0.000741974 0.000113381 0.000559476 1.83481e-05 8.34182e-05 -0.000727673 -1.34084e-05 -0.00193547 0.00020724 0.000139247 6.9834e-05 -0.000925667 -0.00186846 0.000140901 -0.00012518 -0.000715081 0.000339261
internal_weight=210.638 5.03731 4.3784 1.55552 205.601 115.938 110.757 89.6624 6.22521 2.83964 1.55407 108.528 82.9211 4.16035 78.7608 13.832 64.9288 60.8347 3.91772 8.0229 3.38557 7.01123 56.917 51.5094 3.43213 2.09056 48.0773 20.5336 9.79739 27.5437
internal_count=2900 219 204 143 2681 1122 1088 1559 118 53 45 1055 895 78 817 163 654 619 48 136 65 64 571 538 114 102 424 224 94 200
is_linear=0
shrinkage=0.00192234


Tree=664
num_leaves=31
num_cat=0
split_feature=1 0 4 4 3 1 1 0 2 2 0 4 4 2 1 2 2 1 0 4 0 0 0 3 2 0 2 0 2 2
split_gain=0.526584 0.289584 0.987968 0.5364 0.774913 0.804499 0.437161 1.29885 1.00361 1.68923 1.45071 1.34453 2.04835 2.50117 1.28833 1.2613 0.71753 0.638962 0.626244 0.54672 0.543188 2.17697 1.11958 0.755898 0.424655 1.51991 1.23917 2.6624 2.19187 2.33105
threshold=89.912793714750009 75.994645973400011 41.24714903835001 41.395309858300003 -0.25095999999999996 55.788194664950005 62.041548276350007 85.678472159250006 -0.095019999999999993 -0.10965999999999999 85.328972602300013 43.740100730350001 41.872669623500009 -0.075174999999999992 61.944763783650011 -0.083135000000000001 -0.14143499999999998 64.071334164850015 83.011521693850014 40.532725462000009 85.968825637350008 85.775256651950016 85.656964494200011 0.09642000000000002 -0.096499999999999989 86.232294534150014 -0.081474999999999992 87.735142629050017 -0.08459499999999999 -0.088329999999999992
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -4 5 -5 8 17 9 10 16 12 20 14 -14 -16 -3 -8 -19 -12 21 22 -10 -22 25 -9 27 -26 29 -29
right_child=-2 6 3 4 -6 -7 7 24 11 -11 19 -13 13 -15 15 -17 -18 18 -20 -21 23 -23 -24 -25 26 -27 -28 28 -30 -31
leaf_value=-0.0017386097868385007 -0.00090542812475853088 0.00018448352816303657 0.0022765417089126534 0.00041380602301354389 0.00040674893408261796 -0.0025558601417729702 -0.0021631345902805806 0.0012831249923383956 0.00024357761369520959 -0.0016291665606464939 0.00010988017754993333 0.0016602556555289155 0.00095709377725701321 -0.0020702303913988237 -0.0016997409814558185 0.00039537090970585365 0.0015361517614167709 -0.0014875769533818715 0.00056867536848094187 -0.0012729636656313983 0.00047039179834484777 -0.0008367798128613653 0.0015499342162345134 0.0014667464787744555 -0.0017016441539009642 0.00013079335791684621 0.000143133626107666 -0.00032204013673767137 -0.0013348409253581498 0.0013184716946920943
leaf_weight=1.4310181625187386 1.9933884296970052 3.507690076250582 0.40061158221214999 0.60848687880206787 3.582105466164649 0.82795491116121411 1.3473971026251086 4.7996888495981684 5.402679895982148 2.5496445181779555 1.8855269365012644 3.1361976359039536 3.8947268147021514 2.5953903724439433 2.0826619863510123 2.3527957960031936 2.6511828042566767 1.1391486729262399 1.1386228342307729 2.6357822907157242 6.2915399521589261 4.1210946701467028 4.7309102714061737 5.4750604368746281 4.6900279130786684 52.941296352422796 68.361404823597695 8.4793452659869235 3.9335304258856896 5.4836254082620153
leaf_count=82 360 45 2 45 95 18 48 26 38 27 13 15 18 55 26 16 13 45 19 29 35 29 18 31 41 744 773 104 46 44
internal_value=9.76617e-05 0.000107072 -0.000289525 9.31298e-05 -8.11637e-05 -0.00129789 0.000120284 6.67964e-05 0.000273099 -0.000195176 0.000147156 0.000427658 0.00032303 -0.000389471 0.000134194 -0.000588385 0.00076633 -0.00109282 -0.000459688 -0.000696275 0.000622188 0.000364801 0.000853456 0.000934001 9.5069e-05 0.00022658 1.15751e-05 -0.000386606 -4.19815e-05 0.000322232
internal_weight=214.471 212.477 6.85018 5.41916 5.01855 1.43644 205.627 152.314 53.3129 13.2298 10.6802 40.0831 36.9469 10.9256 8.33018 4.43546 6.15887 3.62517 2.27777 4.52131 26.0213 14.2547 10.1336 11.7666 148.689 57.741 90.9479 22.5865 17.8965 13.963
internal_count=2900 2540 242 160 158 63 2298 1890 408 127 100 281 266 115 60 42 58 112 64 42 151 85 56 66 1778 770 1008 235 194 148
is_linear=0
shrinkage=0.00196078


Tree=665
num_leaves=31
num_cat=0
split_feature=4 3 3 4 2 1 1 3 4 3 4 4 0 3 4 4 3 3 4 1 0 2 0 0 1 1 3 0 4 0
split_gain=0.135531 0.523454 0.509996 0.364584 0.374186 0.779855 0.235482 0.512237 0.220604 0.360487 0.260767 0.788195 0.550283 0.361596 0.285431 0.956532 0.852063 1.7662 1.22626 0.509303 1.3066 1.09666 1.00702 0.690473 2.23658 1.63612 1.28671 1.08427 0.529767 0.449984
threshold=49.275256100300005 -0.25095999999999996 -0.24299499999999999 49.842240509300005 -0.23361999999999997 86.858705278550005 87.33187390945001 0.075065000000000021 48.852845034800005 -1.0000000180025095e-35 45.90502654165001 47.001379125850008 97.32487278035002 -0.21013499999999999 43.19689381845 42.773538294100007 0.08594000000000003 0.10017000000000002 42.988308018450006 61.971648364950006 85.775256651950016 -0.088099999999999998 85.509099297050014 86.280686780500005 62.245871094250013 64.071334164850015 0.083795000000000022 97.32487278035002 43.633733172900008 96.249489528150022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 -2 -3 -4 -5 -6 -7 -8 10 -10 14 13 -13 -12 15 -1 18 -18 -17 21 22 28 -21 -22 -25 -26 29 -28 -16 -27
right_child=1 2 3 4 5 6 7 -9 9 -11 11 12 -14 -15 19 16 17 -19 -20 20 23 -23 -24 24 25 26 27 -29 -30 -31
leaf_value=0.0013078807935443383 -0.078063821752234974 0.075758586988371651 -0.068808981202800323 0.055574583936290729 -0.071731421418702271 0.048823757349283889 0.038828414299385237 -0.068049182761493451 -0.0040790027672418802 0.035548738755530732 -0.0094927617909383658 -0.017112256436242607 0.028326029683326301 -0.078179269299886583 0.028419364382173601 -0.038827014737288022 -0.082603755301311546 0.00084114422304173867 0.029609083919235314 0.006839342622113608 0.038785896627568546 0.048677309944604931 -0.09039685538540404 -0.071289502746386985 0.061889331122028039 0.036034306516812852 -0.071943800557903309 0.0060895416466982153 -0.081044927806852157 -0.0027876161399373925
leaf_weight=131.75027972197404 0.45751529687549952 0.32477340102195817 0.41317932431775162 0.41141477202472865 0.66810623055789564 0.54704979807138421 0.45115607779007405 0.34408018922113115 1.9609217033721509 2.0376343112438908 0.50629108145949431 3.0670831137686037 1.8661111133842494 0.97834928418160305 0.31682179842027869 2.0645574027585081 2.2468561658752151 2.171090727642877 2.5443534677979187 0.81570175435627135 2.8864274937659493 2.9625535396044169 1.0741886899340896 1.5456628836691368 2.3783095329999915 3.0707422413979639 1.5879074493423107 1.5143151990414478 0.49028590793022886 2.2534380193683319
leaf_count=1921 15 1 35 8 82 6 15 57 24 21 23 52 58 43 11 32 62 35 36 23 16 39 24 11 12 53 59 36 39 51
internal_value=0.00053331 -0.0121056 -0.00255518 -0.0115267 -0.00175393 -0.0134859 0.0155051 -0.00741503 0.000798975 0.016115 0.000434638 -0.0126083 7.59763e-05 -0.0547558 0.000952393 -0.000115669 -0.0208929 -0.0415968 -0.0010468 0.00814785 0.00331544 0.0301029 -0.0484284 0.00973346 0.00294357 0.0135629 -7.69325e-05 -0.0338527 -0.0380758 0.0196031
internal_weight=175.707 3.61728 3.15976 2.83499 2.42181 2.01039 1.34229 0.795236 172.09 3.99856 168.091 6.41783 4.93319 1.48464 161.673 140.777 9.02686 4.41795 4.60891 20.8964 17.1267 3.76966 1.88989 15.2368 12.3504 10.8047 8.4264 3.10222 0.807108 5.32418
internal_count=2900 219 204 203 168 160 78 72 2681 45 2636 176 110 66 2460 2086 165 97 68 374 285 89 47 238 222 211 199 95 50 104
is_linear=0
shrinkage=0.0659776


Tree=666
num_leaves=31
num_cat=0
split_feature=1 0 0 2 2 4 3 0 0 3 2 3 4 2 2 4 3 3 3 0 3 3 3 2 2 0 3 1 1 0
split_gain=0.687925 0.790616 1.40182 1.46334 1.95241 2.74433 0.855816 0.787594 1.16844 0.763838 0.835793 2.50551 1.02966 1.18209 1.12143 1.10493 1.57422 1.07187 0.890553 0.671765 1.09078 0.761304 0.950132 0.621139 3.16547 1.12056 1.68354 1.14438 1.13657 1.82539
threshold=69.873026810350026 94.614906984850009 94.157869102700019 -0.042409999999999996 -0.060760000000000002 39.468990633150007 0.091385000000000022 87.181320254150009 86.866770652900016 0.11308000000000003 0.090855000000000033 0.082055000000000017 41.495754733000005 -0.083794999999999994 -0.21094499999999999 39.268993001500007 0.087265000000000023 0.086655000000000024 0.084795000000000023 86.530713386650021 0.095645000000000022 0.11614000000000002 0.13635000000000005 -0.058529999999999992 -0.069554999999999992 97.32487278035002 0.076825000000000018 78.677727187550019 81.524804347700012 106.56510337475001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 2 3 4 5 -2 -5 8 19 10 12 -12 15 14 -14 16 -9 -17 -15 21 -21 -1 -23 24 -3 26 -25 -27 -29 -30
right_child=1 23 -4 6 -6 -7 -8 9 -10 -11 11 -13 13 18 -16 17 -18 -19 -20 20 -22 22 -24 25 -26 27 -28 28 29 -31
leaf_value=0.0001251606046117588 -0.001962785900928095 1.1583928926138065e-05 -0.0019157354460112043 -0.0020383726454185095 0.0020456061136189634 0.0010526898771556319 0.00018625015857845831 -0.00052528253119630392 -0.0010436572674411937 0.0011048389524553563 0.00072678251362188161 -0.0018072378391664409 -0.00080675903100366382 0.00023065676677788509 0.00074143908466149622 0.0018265037991514745 0.00081998584983322567 0.00059585056493112931 -0.001132206809311042 6.3972381491899733e-05 0.0014121987423881973 -0.0016706580435895371 -1.7450335793264123e-05 -0.00034675515046738922 -0.0029253507936279808 -0.00073677876567304927 0.0014227167468934588 0.00088807686709081908 -0.0021671990569639655 0.00051417149068121745
leaf_weight=62.543074647110188 2.0564977351459666 41.473226540508222 2.0900904568843535 1.9349716476572205 1.7922473363578317 2.4368154908297583 0.95415458665229369 5.2337285336107042 3.26541575603187 4.9257015781477085 3.3329651895910493 2.5413243249058723 2.1290085405344135 3.1147122308611896 9.2004426289349777 4.6085902387276274 8.33150666952133 6.0469990409910679 4.1094489907845855 5.3846393935382348 3.7701878026127815 2.0162564406637093 3.5404839878901839 2.9643768481910246 1.4019965795741871 5.3171329846372819 6.0264590454753488 6.1231944219325651 1.4363765597809104 2.705189609543595
leaf_count=770 31 892 63 51 9 47 10 38 24 30 27 37 49 17 54 31 42 36 33 29 18 34 32 24 36 90 46 54 69 177
internal_value=0.000119126 -2.353e-05 -0.000494956 -0.000171287 0.00034921 -0.000327432 -0.00130368 0.000202864 8.26927e-05 0.000383477 0.000310439 -0.000369481 0.000403814 6.30419e-05 0.000450505 0.000664851 0.000300955 0.00112811 -0.000544605 0.000130301 0.000619206 6.45768e-05 -0.000617315 5.52049e-05 -8.44522e-05 0.000298883 0.000839303 -1.29423e-05 0.000362004 -0.000415781
internal_weight=212.807 78.7127 11.2648 9.17469 6.28556 4.49331 2.88913 134.094 80.5201 53.5744 48.6487 5.87429 42.7744 18.5536 11.3295 24.2208 13.5652 10.6556 7.22416 77.2546 9.15483 68.0998 5.55674 67.448 42.8752 24.5727 8.99084 15.5819 10.2648 4.14157
internal_count=2900 1599 211 148 87 78 61 1301 907 394 364 64 300 153 103 147 80 67 50 883 47 836 66 1388 928 460 70 390 300 246
is_linear=0
shrinkage=0.00192234


Tree=667
num_leaves=31
num_cat=0
split_feature=0 3 2 1 1 3 3 4 3 3 3 3 3 3 4 1 0 1 4 4 3 4 3 2 4 4 2 3 2 4
split_gain=0.138149 0.146554 0.244927 0.182069 0.167224 0.135508 0.128349 0.543169 0.960705 0.475413 0.560998 0.408 0.2899 0.768745 1.15895 0.500973 0.59568 0.867512 0.432211 0.769749 0.812546 0.675729 0.672906 0.520123 0.272422 0.252289 0.225688 0.217863 0.667822 1.18426
threshold=113.28087178455002 -0.21013499999999999 -0.15895000000000001 93.464246905050018 93.985807782350022 -0.23472499999999999 -0.25765499999999997 39.530201452500002 -0.54481999999999997 -0.25276999999999999 -0.25095999999999996 -0.27223499999999995 -0.098985000000000004 -0.087385000000000004 38.052786106700005 79.535345331150026 93.679323555450011 74.784839814650013 41.289992964000007 42.541806567400009 -0.24523500000000001 40.305698932850007 -0.115385 -0.23280999999999999 43.902382686800003 35.616518500750011 -0.060760000000000002 1.0000000180025095e-35 -0.26138499999999998 41.43512228960001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 2 -2 -3 -5 -4 7 11 -9 -8 -11 25 15 14 -14 16 18 24 21 -20 -21 22 -12 -22 -18 -1 -10 28 -15 -30
right_child=1 3 5 4 -6 -7 9 8 26 10 12 -13 13 27 -16 -17 17 -19 19 20 23 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.01923094658301084 0.050219817001876992 -0.063220397983904775 -0.06406690913745787 0.059482329318968227 -0.030372559241867658 0.01370266594188377 0.032453220371487214 0.021011052047244204 -0.058866186033861317 -0.04195614912894978 -0.027848752801633618 0.052441320907065221 0.01811131871644028 0.041778931226497666 -0.078733398010893338 0.035473918943446432 -0.076144651870785035 0.011515653267441476 -0.041543498341047723 0.064230969551451689 0.014726643213233283 0.046588767309523452 0.027965530038867429 -0.044198337201213841 -0.024101855523766289 -0.025541106889716933 -0.018318606703261301 0.0010562328226344565 -0.0025611674720849892 -0.069836106082042895
leaf_weight=0.96142658148892246 0.24009810589632252 0.40469997407126246 0.17961391734570498 0.10302637394124758 0.26217419269778475 0.14427638286360889 1.6931619641836722 1.1497920252149927 1.5505436345119963 1.0974793798523013 1.3326564058952501 0.68590344284893845 0.75460504519287397 0.76051433419343073 1.0627064194704869 2.1517062320490359 0.78456940199248426 1.6017930425005031 1.2815994289703665 0.82859248202293923 1.6639788098400443 2.3834143597632647 1.8313753909897039 0.78837765561184303 0.66245657240506262 0.84398811132996343 0.71681071515195061 141.83042292627215 4.0359695013030423 1.2158986642316447
leaf_count=35 20 66 29 7 168 14 21 42 55 20 28 18 17 11 47 41 15 29 23 5 42 20 20 34 34 25 26 1884 60 44
internal_value=0.000496221 -0.0186617 0.0044812 -0.0356149 -0.00502368 -0.0294246 0.000643365 -0.00801304 -0.0234837 0.000948239 0.000627027 0.0132068 0.000910315 0.000109083 -0.0385204 0.00874235 0.00437125 -0.0187815 0.0113533 -0.00227088 0.0130697 0.0225587 0.00445715 -0.00421642 -0.0523192 -0.00169892 -0.0460473 0.000583924 -0.0105577 -0.0181365
internal_weight=175.004 1.33389 0.563988 0.769901 0.365201 0.32389 173.67 5.90846 3.41715 167.761 166.068 2.49132 164.971 149.66 1.81731 15.3105 13.1588 3.04882 10.11 4.56255 3.28095 5.54745 3.16403 2.45236 1.44703 1.80541 2.26735 147.843 6.01238 5.25187
internal_count=2900 304 63 241 175 43 2596 201 123 2395 2374 78 2354 2063 64 291 250 78 172 104 81 68 48 76 49 60 81 1999 115 104
is_linear=0
shrinkage=0.0597579


Tree=668
num_leaves=31
num_cat=0
split_feature=0 0 2 0 1 3 0 1 2 2 3 1 1 3 0 1 3 1 0 1 0 1 3 3 2 4 4 1 4 4
split_gain=0.606644 1.22503 1.7661 0.769897 0.73305 1.17035 0.81672 1.43018 0.777248 1.56526 0.643607 0.664638 1.81874 1.0351 1.08711 2.14854 1.00396 1.10229 0.956687 2.38008 0.788341 0.779874 0.594609 1.93221 1.67876 1.1881 3.25564 1.15156 1.16349 1.00373
threshold=93.972365491700018 94.550383989750017 -0.14739999999999998 93.867515624600017 69.873026810350026 -0.10585499999999999 93.262612545250008 68.579878449600017 -0.060760000000000002 -0.033594999999999993 0.43162500000000009 66.318885161900013 66.697957758300021 0.11614000000000002 86.692020874450009 61.966271448700006 0.11263500000000003 65.630639880500027 90.437043050150024 67.649671936450019 89.057864029250013 64.071334164850015 0.091545000000000029 0.08784500000000002 -0.082314999999999985 42.207998345450008 43.57842012870001 62.020040611300011 40.660558922250004 42.072181850200003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 6 -6 7 10 -7 -10 11 13 -13 16 15 -15 17 20 -14 -20 22 -22 23 -1 -25 27 -27 28 -24 -26
right_child=1 -3 -4 -5 5 8 -8 -9 9 -11 -12 12 18 14 -16 -17 -18 -19 19 -21 21 -23 25 24 29 26 -28 -29 -30 -31
leaf_value=0.00015696562636126763 0.00053844810686161902 3.3438586554763968e-05 -0.0019096551994546927 0.0011194202513713674 0.0007417441340844571 -0.002546885372710527 0.0010506788887742595 -0.0013079528801664907 0.0012668075363852997 -0.0023675968129520685 0.0011534772130283898 0.001521496224853796 0.0011833815383710583 -8.2648027575648903e-06 0.00060413757095650314 -0.0025961218241296507 0.0014604947829199378 -0.00095615572603221372 -0.001692306430758891 0.00068587770201205699 0.0011247244968405523 0.0001012584717309354 0.00068748659911397302 -0.00022750127832361135 -0.0030399747295347434 -0.0012845992919677885 0.0015268168867749047 0.0010319659822946314 -0.00045712698206233041 -0.00082238932680992621
leaf_weight=47.784871393232606 1.8187012996058909 73.547708399517433 3.0048011312610461 3.3125367690809062 1.6207166647072879 1.2023372802650554 4.1036019576713434 2.4951583668589583 0.92877840995788552 0.89426050483598329 2.6159723214805117 4.9984185248613349 2.124042656272648 2.9530474171042433 2.0456449538469315 2.1181998429819942 2.2682597115635863 3.400097078178077 2.8227338590659201 3.7906670356169343 6.3157824687659723 5.2351063471287489 7.532025566324597 6.2448049895465374 1.6478718424914389 4.8485453288303679 2.351694094017148 10.441770056262611 6.2453871453180909 1.4981384865241123
leaf_count=558 37 1421 63 24 23 35 27 18 5 38 15 32 13 23 12 39 15 28 43 29 38 35 45 58 22 61 12 65 43 23
internal_value=0.000109454 -2.93415e-05 -0.000986598 0.000185077 0.000163052 -0.000602813 0.000189239 0.000162413 -0.0013231 -0.000515987 0.000190791 0.00017091 0.000578168 0.000121375 -0.000602462 -0.00108918 0.000170059 0.000141791 3.85188e-05 -0.00032918 0.000179068 0.000660868 0.000116251 -2.82744e-06 -0.000815929 0.000332945 -0.000366353 0.000540843 0.000168626 -0.00198395
internal_weight=222.212 78.3712 4.8235 143.84 140.528 4.64609 135.882 131.778 3.02538 1.82304 129.283 126.667 13.7359 112.931 7.11689 5.07125 105.814 103.546 8.73744 6.6134 100.146 11.5509 88.5951 57.1757 9.39082 31.4194 7.20024 24.2192 13.7774 3.14601
internal_count=2900 1521 100 1379 1355 101 1254 1227 78 43 1209 1194 117 1077 74 62 1003 988 85 72 960 73 887 661 103 226 73 153 88 45
is_linear=0
shrinkage=0.00196078


Tree=669
num_leaves=31
num_cat=0
split_feature=0 0 1 2 2 2 3 2 2 1 2 0 1 0 0 1 0 4 4 1 1 1 4 1 0 3 3 1 3 1
split_gain=0.134702 0.83059 0.761557 0.509398 0.376061 0.375327 0.967463 1.11601 0.805626 0.704055 0.701585 0.674865 0.602411 1.24088 0.518632 0.754894 0.437775 0.423865 0.367198 0.36951 0.33411 0.307052 0.297754 0.270194 1.32289 0.847977 0.505688 0.305692 1.17135 0.923337
threshold=98.851916998450022 99.20948192980002 75.779569322950024 -0.61225999999999992 -0.59967499999999996 -0.094344999999999998 0.074640000000000026 -0.15895000000000001 -0.08459499999999999 77.52437864960001 -0.081844999999999987 102.65877371115 81.524804347700012 106.56510337475001 104.3578792496 82.987325570650015 101.06989495610001 45.027406014450008 42.508878681700004 87.482427564800005 80.677940036650014 78.820215468450016 49.39887334565001 75.465019721650009 97.013011637200023 0.088990000000000027 -0.25445999999999996 72.953999827850012 -0.096794999999999992 74.986474174450009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=23 -2 22 -4 -5 6 20 14 11 -10 -11 -7 16 -14 15 -8 -12 -13 -15 -20 -6 -18 -3 27 26 -26 -25 -1 -29 -30
right_child=1 2 3 4 5 8 7 -9 9 10 12 17 13 18 -16 -17 21 -19 19 -21 -22 -23 -24 24 25 -27 -28 28 29 -31
leaf_value=0.0014182720273077018 -0.085262516423793649 -0.077970255877475997 -0.07802629274709004 0.04993007123860764 -0.016907874578062424 0.064737022361768981 -0.031405606031631797 -0.076414102642730464 -0.081047189025935426 -0.055803503153784378 -0.0065237192001981843 -0.026395823090646406 -0.076656163599482213 -0.071385561918029833 -0.072425441698786966 0.058165634927932267 0.051110552588830772 0.042353357234023475 0.044076190043297978 -0.026835417535315039 0.037178817074914647 0.015729649454268597 -0.0077716416519693528 0.04087397450818113 0.047480657611807205 -9.3722731279804067e-05 -0.08083230297246248 0.039438587315453147 -0.077906599295495677 -0.011891587863686864
leaf_weight=133.499199101665 0.60316378145944582 0.86660838894022407 0.39614471175446553 0.77714298963111161 0.82253753059923385 1.8544451789930598 0.91729828593088336 1.7832184512412821 0.53225673001721929 0.97194244593994383 2.6620762152597148 0.98249546977785918 1.174404139062972 0.22046867218887234 0.42174827724647901 0.92778762233501766 1.8684894300531594 0.79565491387620568 1.2958241016604004 0.49893691191027745 1.753416015899347 3.373338412027806 0.45002467127051204 0.2059041238389907 3.7661942830309272 3.58496183459647 0.89403067042439766 1.5737416015472261 1.4098213363322418 3.945082688704133
leaf_count=1601 23 44 30 18 24 9 34 158 27 33 29 40 75 110 109 17 19 10 14 75 69 43 20 7 31 35 78 28 51 39
internal_value=0.000594403 -0.00406071 -0.00212835 0.00071251 0.00203233 0.00040375 -0.0136385 -0.0349752 0.00613647 -0.00224002 0.00123648 0.0351859 0.00623395 -0.0194498 -0.002377 0.0136346 0.0165987 0.00436683 0.013888 0.024363 0.0199082 0.0283414 -0.0539764 0.00140578 0.0135645 0.0242799 -0.0580493 0.000674059 -0.0136652 -0.0292718
internal_weight=174.828 25.9494 25.3463 24.0296 23.6335 22.8563 6.62601 4.05005 16.2303 12.5977 12.0655 3.6326 11.0935 3.18963 2.26683 1.84509 7.9039 1.77815 2.01523 1.79476 2.57595 5.24183 1.31663 148.879 8.45109 7.35116 1.09993 140.428 6.92865 5.3549
internal_count=2900 1030 1007 943 913 895 411 318 484 425 398 59 365 274 160 51 91 50 199 89 93 62 64 1870 151 66 85 1719 118 90
is_linear=0
shrinkage=0.0700159


Tree=670
num_leaves=31
num_cat=0
split_feature=3 3 3 2 4 2 3 2 4 2 0 2 3 2 3 3 3 0 3 4 2 1 1 3 1 1 4 3 3 2
split_gain=0.129591 1.27342 0.620969 1.14712 0.596306 0.70378 1.22408 1.15893 0.882924 1.45238 0.99597 0.991965 1.74322 2.09557 1.28536 0.971248 0.896865 0.829203 0.826403 0.688555 0.628169 0.555678 1.96283 1.47352 1.43798 1.1076 1.04107 0.936329 0.956709 1.87171
threshold=0.093295000000000031 0.093480000000000021 0.092425000000000021 -0.099224999999999994 39.788107623550012 -0.14581999999999998 0.084365000000000009 -0.26820499999999997 35.131296350900008 -0.11808 94.157869102700019 0.072320000000000023 0.090640000000000012 -0.057185 -0.072169999999999998 -0.12059499999999999 0.087530000000000011 93.262612545250008 -0.10778500000000001 34.823977857500005 -0.012769999999999998 62.55235532115001 62.132955852800002 0.085880000000000026 66.697957758300021 67.316303128300021 40.166811829450005 0.083565000000000014 0.080960000000000018 -0.075174999999999992
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 4 -4 5 6 7 -1 10 -10 -7 12 13 14 -11 -13 -16 -15 -9 -12 -19 22 26 -24 -23 -26 -6 28 -27 -30
right_child=1 -3 3 -5 21 8 -8 18 9 11 19 15 -14 17 16 -17 -18 20 -20 -21 -22 24 23 -25 25 27 -28 -29 29 -31
leaf_value=0.035804199866389316 0.062342372723493626 0.0013982108346561591 0.019352896050893357 -0.076968989426104653 -0.072207738166412322 0.057851101837904373 -0.10306562749746741 -0.014243936866609826 0.054797867424480166 0.0045290444059743855 -0.079729115406588405 0.0058345639521867358 0.039285263305470039 -0.025879959604765572 -0.1129112922487734 -0.069825036942122998 -0.031151880364701876 0.001951085309315206 -0.091203043092931299 0.072776162303365172 0.059609318126002654 0.033030282964699939 -0.08016635618088544 -0.0053855940459117792 -0.085069668605307125 -0.0011331819411057376 0.0052622543919781904 0.015188624100025309 -0.098407514588549641 0.024756328449270549
leaf_weight=1.4901782554652521 1.8043304946040724 56.659626483530246 1.1064821036889045 1.4662110149511125 0.90959530090913077 2.1670677278889374 1.0040467976659782 2.0784649064953555 1.6759230368988998 1.1546315177110953 0.54477427891197283 1.2626226684078572 3.3409689248073837 2.6280108375940374 1.9447288852716238 2.7503642539886632 1.0558114628474866 2.3268812046444589 1.0821790087538863 0.20889431322939345 1.6450278183692639 9.5007524118409474 2.7306353342719367 2.6463381089270115 0.7335630749585097 14.869015509189923 32.352359796801466 17.66897535004955 1.5394555033126383 1.0644472512194614
leaf_count=46 11 769 16 29 11 23 48 85 21 15 73 19 23 24 37 50 17 27 60 6 23 121 25 19 22 504 434 276 38 28
internal_value=0.000541602 0.00327909 -0.000850712 -0.0355422 -5.64962e-05 -0.00901049 -0.0315536 -0.0161152 -0.00339611 -0.00880701 0.0332572 -0.0146934 -0.00577509 -0.0197727 -0.0595025 -0.0460199 -0.0841423 0.00524038 -0.0405941 -0.0374592 0.0258311 0.00296606 -0.00332801 -0.0433622 0.00832561 0.00178317 0.00314373 0.00359616 -0.00812637 -0.0480595
internal_weight=173.412 58.464 114.948 2.57269 112.376 28.3606 5.65487 4.65082 22.7057 19.785 2.92074 18.109 14.0961 10.7551 4.15517 4.01299 3.00054 6.59992 3.16064 0.753669 3.97191 84.0151 38.6389 5.37697 45.3762 35.8755 33.262 35.1419 17.4729 2.6039
internal_count=2900 780 2120 45 2075 597 239 191 358 256 102 235 166 143 69 69 54 74 145 79 50 1478 489 44 989 868 445 846 570 66
is_linear=0
shrinkage=0.0714163


Tree=671
num_leaves=31
num_cat=0
split_feature=0 2 4 4 4 1 2 2 2 4 4 4 2 2 0 0 4 0 2 4 4 3 4 4 3 3 2 3 2 1
split_gain=0.541751 1.07506 0.689363 1.42029 1.04741 1.01448 0.934434 0.671525 1.2243 0.601872 0.550953 1.22107 0.925309 0.983815 1.05403 0.928108 0.809568 0.806058 1.55693 1.4139 1.29985 1.00409 0.878684 1.04538 2.09487 2.27477 1.23105 1.77783 1.16386 1.09073
threshold=102.21786657775002 -0.24103499999999997 44.710446918150005 42.654057868200006 42.406961525800007 78.962703749400006 -0.18126999999999999 -0.0086649999999999991 0.066885000000000014 45.673096293200011 44.527357125550004 44.758188263300006 -0.61225999999999992 -0.23871499999999998 95.897301513100004 95.429509798400019 48.680511450650009 81.917319234750025 -0.016334999999999999 41.872669623500009 39.468990633150007 0.10500500000000003 43.19689381845 42.178283198950005 0.087725000000000011 0.087405000000000024 -0.16030499999999998 0.11467000000000002 -0.012769999999999998 62.068432857650002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=10 -2 3 4 5 -3 -7 -8 -9 -4 17 -12 -13 16 15 -15 -14 18 19 20 21 -1 23 -19 25 -25 -26 28 29 -28
right_child=1 2 9 -5 -6 6 7 8 -10 -11 11 12 13 14 -16 -17 -18 22 -20 -21 -22 -23 -24 24 26 -27 27 -29 -30 -31
leaf_value=-0.0013571677864429093 -0.0020596083152377509 0.001033588194452952 0.0017257933953789546 -0.0020085390452887941 0.0012999713048999671 0.00118298858078886 -0.0023117277776408085 0.0010310285482180541 -0.0022123198763362639 0.00012883544598287912 -0.0025082460754736087 0.0018800786154151629 -0.0022515086226025877 1.4191306083416298e-05 -0.0012709669176865037 0.0016626498881156281 0.00087273076476536155 0.00023425469794464697 -0.0022352122227690735 -0.0021741358149859062 0.0013320854123749551 0.0016302921635048665 0.00060311033425418132 8.1784093944964785e-07 0.00062156925689206706 0.0020023565469462056 -0.00084064940026505489 0.00071132612489879191 -3.2417141133360524e-05 -0.0022743303445913049
leaf_weight=1.825683767674491 1.1407168642945205 1.2946845807600746 1.0836011818610121 1.7859395145933374 1.6803252187091855 0.65384251679642957 1.5766277788388827 0.91394476350979104 0.8766990115691442 5.5786021705716848 0.83220627607079478 0.88195824436843828 1.401812758529563 9.8368442945065819 2.123131697298958 1.5154035631567229 0.41277357982471574 128.30917002033675 1.5043833067757066 0.97287075035274018 2.7198633812367916 0.56683527305722226 18.902046226605307 13.683599620650062 2.3005729224532869 2.5974783040583125 3.7908518644981068 2.0942933619953683 2.2938436922850043 4.4177929442375898
leaf_count=88 136 17 9 60 22 17 172 44 91 193 29 5 78 146 54 9 9 1062 101 58 25 5 168 119 16 9 43 28 32 55
internal_value=0.000118022 -0.000222714 -8.70402e-05 -0.000447852 -4.94468e-05 -0.000475998 -0.000962042 -0.00137856 -0.000556915 0.000388579 0.000145862 -0.000191979 -7.27835e-05 -0.000185429 -2.91249e-06 0.000234243 -0.00154082 0.000176751 -0.000449077 -7.51241e-06 0.000404789 -0.000649379 0.000203377 0.000156002 -0.000166035 0.000320143 -0.00069737 -0.00093825 -0.00126719 -0.00161224
internal_weight=219.568 16.585 15.4443 8.78206 6.99612 5.3158 4.02111 3.36727 1.79064 6.6622 202.983 17.0041 16.1719 15.29 13.4754 11.3522 1.81459 185.979 7.58964 6.08525 5.11238 2.39252 178.39 159.488 31.1784 16.2811 14.8974 12.5968 10.5025 8.20864
internal_count=2900 761 625 423 363 341 324 307 135 202 2139 330 301 296 209 155 87 1809 277 176 118 93 1532 1364 302 128 174 158 130 98
is_linear=0
shrinkage=0.00196078


Tree=672
num_leaves=31
num_cat=0
split_feature=4 0 2 4 3 2 2 1 0 4 4 4 0 2 0 3 1 0 0 1 4 3 1 0 4 3 2 4 4 4
split_gain=0.420295 0.689604 0.915983 0.628202 0.614385 0.673932 0.976074 0.525679 1.39234 0.823197 0.604817 0.560194 1.4189 0.951783 0.844644 0.805848 0.798387 0.610754 1.23276 1.22801 0.605121 0.733854 0.529129 0.633648 0.985012 1.09718 1.07451 0.779709 1.33679 1.20134
threshold=49.110028829250005 71.249517373150013 -0.15726999999999999 48.852845034800005 -0.27223499999999995 -0.065399999999999986 -0.23280999999999999 83.715897724050009 107.15656416340002 44.710446918150005 42.526729949000007 44.527357125550004 71.249517373150013 0.68694500000000025 75.994645973400011 -0.25276999999999999 63.565904036300005 91.625341543800019 97.32487278035002 74.784839814650013 43.874475754150005 0.083415000000000031 82.570614560500005 98.201310130900012 40.823855932350007 0.11614000000000002 -0.094344999999999998 41.395309858300003 41.941595803500007 42.297164883650005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 5 6 -1 11 -9 10 -10 13 -13 14 15 -6 -14 -18 19 -19 22 -22 23 -16 25 26 -25 -26 -29 -30
right_child=1 2 -4 -5 7 -7 -8 8 9 -11 -12 12 16 -15 20 -17 17 18 -20 -21 21 -23 -24 24 27 -27 -28 28 29 -31
leaf_value=-0.0020560067078920158 -0.002259509043649412 0.00029353451519033611 -0.0013321516086813652 0.00081195067168512687 0.0011985302520401747 -0.00217206503625406 0.0003064993268755916 -0.001776151650892825 0.00016410406244367706 0.0012370820709088975 -0.0019610423381191656 0.0014163998431252086 -0.0016647456917485549 0.001349753729697342 0.00015167556161158638 -0.0016207785392193161 0.00046094359712706368 -0.0021758275507985855 0.00025392468931400062 0.00020098412304003112 0.0010903380832494381 -0.00010643789287108535 0.00091785822455699184 -0.0020027337659694841 0.0008254043244671674 -0.0025297174992292438 -0.00012482935088091882 -0.0018695958016529931 0.001397647748532389 -0.00035952874451694366
leaf_weight=0.78261949797160957 0.60003404133021732 4.0805460846313508 1.6664659856032811 4.2398065123707047 0.43731072195805643 0.77134864756953803 2.517625704058446 1.8217684577975877 1.3447517996355607 1.5236641124647574 0.69271114180446591 1.5110194553853933 1.6824810579419125 2.2213346045464268 155.55114499808406 1.6598328423860937 2.6824705895705829 2.1921052688267086 3.0696344629395753 1.1219381925184277 4.838606765610165 2.7396148618427105 2.8252657612902103 1.2482269387692211 3.9005125514231604 0.9663515455322339 6.2421472518472019 1.334986080881208 1.8928024619817732 4.4537758347578347
leaf_count=64 10 84 137 33 15 55 40 102 249 50 54 13 29 20 1256 113 36 63 37 18 37 33 38 70 28 21 103 24 13 55
internal_value=9.39798e-05 -0.00037466 -0.000177867 0.000107734 9.36516e-05 -0.000617164 -0.000253745 0.000107569 -0.000462316 0.000209805 -0.000558418 0.000122712 -0.000260115 0.000147374 0.000133174 -0.00103288 -0.000495796 -0.000278865 -0.000589738 -0.00137118 0.000146321 0.00065769 0.000124601 0.000111837 -0.000197409 -0.000676818 -0.000437771 0.000152635 -0.000188982 0.000164531
internal_weight=222.613 6.34705 5.74701 216.266 212.026 4.07159 3.30025 207.954 5.3829 3.56113 2.03746 202.572 12.2596 190.312 188.091 2.09714 10.7486 9.06615 6.38368 3.31404 185.993 7.57822 178.415 175.59 20.0388 8.45673 7.49037 11.5821 7.68156 6.34658
internal_count=2900 231 221 2669 2636 159 104 2477 455 353 303 2022 196 1826 1806 128 183 154 118 81 1678 70 1608 1570 314 194 173 120 92 68
is_linear=0
shrinkage=0.00184769


Tree=673
num_leaves=31
num_cat=0
split_feature=1 1 0 0 2 2 4 3 0 1 0 4 1 4 2 2 2 2 0 3 2 0 4 2 0 0 3 3 1 0
split_gain=0.610089 0.435194 0.816354 1.32936 1.07834 1.61543 2.49832 0.987867 0.72573 1.07281 0.905016 0.969409 1.2809 1.6983 3.10606 1.27768 2.93747 1.43021 1.46696 1.76174 3.4763 1.25102 1.14028 1.05638 0.964473 0.919284 0.893604 0.941021 0.792444 1.59946
threshold=89.912793714750009 69.873026810350026 94.614906984850009 94.157869102700019 -0.042409999999999996 -0.060760000000000002 39.468990633150007 0.091545000000000029 85.716110573100011 61.993156030000002 85.775256651950016 40.621691032550004 61.998532946250002 42.852084787850011 -0.065399999999999986 -0.09715 -0.08756499999999999 -0.083794999999999994 90.662873533100012 0.083415000000000031 -0.077279999999999988 86.345209775600011 40.305698932850007 -0.024989999999999998 93.262612545250008 91.523180134850023 0.10332500000000001 -0.17732499999999998 61.971648364950006 85.447264760050004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 8 3 4 5 6 -3 -6 9 28 -10 22 13 14 -13 21 -17 -18 19 -19 -21 -14 24 -22 25 -12 27 -11 29 -1
right_child=-2 2 -4 -5 7 -7 -8 -9 10 26 11 12 15 -15 -16 16 17 18 -20 20 23 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.00022439059601879005 -0.0009399700515777483 -0.0018539927198140515 9.1572171585165059e-05 -0.0018880434871140358 -0.0019695185132500154 0.0020184726810061862 0.0010452068926947785 0.00055490078060657004 0.0010535683889775899 -2.7104266591598942e-05 0.00035462880688317156 -0.0027879704228206403 0.0016440777917674163 0.0006536734335731893 -5.9929503634775514e-05 -0.0016894505075586857 0.0014563641015625426 0.0010706109750589631 -0.0013450106045005319 -0.0018780704707489868 0.00084600741533122543 0.00034952177774924038 0.0013733207173107439 -0.00036044689127944402 0.0011372111674906773 -0.00057707736013263612 0.00052063099853193965 -0.0018211298418998104 0.0013376726619317026 -0.0011389951005019935
leaf_weight=22.314312397269539 2.0802468988495084 2.1126523286802685 63.439897676671535 2.1048564759548745 1.8917169043706956 1.568388197571039 2.4891644460149109 0.8701133154099806 5.4085678681731215 1.7414175099693237 27.978387882933021 2.6402294468134642 3.6396062299609175 2.9525427129119635 4.0907710958272201 3.6728554712608448 2.998651813715699 6.2154370089993014 2.6875131814740589 3.512724928557879 6.7874251380562827 13.573036341229452 4.6297641694545737 4.7382966377772258 5.0810885652899733 4.7648638244718304 1.5543498056940732 3.1709541407180941 1.8876475300639857 3.8840513380710027
leaf_count=370 360 31 1028 63 52 9 47 9 25 23 164 27 17 18 34 33 13 31 42 29 39 113 31 49 29 32 20 113 13 36
internal_value=0.00011678 0.000127033 5.94712e-06 -0.000486224 -0.000155882 0.000299925 -0.000285789 -0.0011742 0.000191483 -5.51162e-05 0.000272346 0.000230077 6.41741e-05 -0.000586153 -0.00113 0.00019585 -4.4466e-05 0.000179802 1.9913e-05 0.000192505 -0.000170419 0.000623255 0.000454813 0.000350026 0.000342386 0.000219045 -0.00077515 -0.00118515 0.000110669 2.22612e-05
internal_weight=216.482 214.401 74.4768 11.0369 8.93204 6.1702 4.60182 2.76183 139.924 34.5527 105.372 99.9632 57.5091 9.68354 6.731 47.8255 30.6129 26.94 23.9414 21.2539 15.0384 17.2126 42.4541 11.5257 37.8243 32.7433 6.46672 4.91237 28.086 26.1984
internal_count=2900 2540 1239 211 148 87 78 61 1301 575 726 701 445 79 61 366 236 203 190 148 117 130 256 88 225 196 156 136 419 406
is_linear=0
shrinkage=0.00196078


Tree=674
num_leaves=31
num_cat=0
split_feature=0 2 4 2 1 2 0 3 2 1 0 1 2 2 1 0 2 4 4 3 2 4 4 0 2 0 4 1 3 3
split_gain=0.13151 0.724274 0.444204 0.745244 1.61713 0.457454 0.34251 0.800172 0.330941 0.251883 0.245135 0.254916 1.1537 0.332616 0.319572 0.863863 0.605238 0.58746 0.431612 0.234492 0.30048 0.888789 1.46037 1.05224 1.02362 1.07817 0.531487 0.815993 0.41917 0.660279
threshold=102.21786657775002 -0.24103499999999997 39.420767558750008 -0.078219999999999998 80.677940036650014 -0.21094499999999999 105.98708487665002 0.07870000000000002 -0.076709999999999987 87.184008712350007 101.83879398140002 81.524804347700012 -0.18126999999999999 -0.66246499999999997 77.898074329750017 99.378854792050006 -0.030145000000000002 40.878805547300004 41.840895355800008 0.43162500000000009 -0.23557500000000001 39.344049039350004 35.818873074050011 86.530713386650021 -0.58350999999999986 95.762878606550018 42.871500973550006 73.365333921800001 0.11614000000000002 0.048965000000000009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=10 -2 5 4 -4 -3 -6 -8 -5 -10 11 13 -13 -1 15 19 18 -17 -16 20 21 22 -15 28 -25 26 -26 -28 29 -23
right_child=1 2 3 8 6 -7 7 -9 9 -11 -12 12 -14 14 16 17 -18 -19 -20 -21 -22 23 -24 24 25 -27 27 -29 -30 -31
leaf_value=0.033049471231792561 -0.065829643093686135 0.053350282173855158 -0.076532650783975725 0.070191824461991792 0.021945165013532199 -0.067141895416203398 0.010444855436566432 -0.070132750998639332 0.021997653444436722 -0.024700347977347065 0.022591888138887063 0.028237665160554582 -0.070372823694151404 0.0072275670669147956 0.010108304724262336 -0.073406275026898338 -0.013385540510055452 -0.011187357301980659 0.046450968709124046 0.021377413652700124 0.0014390041855714987 -0.05700127619074933 -0.071881316911322379 0.046488790032511856 0.029214049041987336 -0.063821692807639663 -0.07189144789327058 0.031857457320271308 -0.075237381450270424 0.0085100061499649229
leaf_weight=1.2981481859460462 0.75712142576594388 0.15441145496151876 1.2587191266939024 0.50255903601646412 2.2921488676802255 0.70640099540378187 1.7685936846246479 0.68857980087705062 3.3365748019132302 0.53963556984490413 2.1038355751661575 0.93232154473662376 0.97726288912235648 1.771505321376025 3.2089330028975382 1.0319840646989171 2.3747158409096292 1.4934293576516209 2.2256578569649719 2.1927892210951532 130.08896996906697 1.0289235476811871 1.9955578414956106 2.6028376137837759 2.4618452619761242 0.94069716264493752 0.63342462806031086 0.58775394718395546 0.63183462619781483 1.5518894735141655
leaf_count=11 136 7 42 2 49 204 83 83 54 101 34 11 37 30 34 53 36 39 48 21 1499 74 46 21 18 32 40 22 9 24
internal_value=0.000611845 -0.0057927 -0.00175138 0.00187664 -0.0126249 -0.0455282 0.00431268 -0.0121356 0.021774 0.0154965 0.00108605 0.000803324 -0.022228 0.00108147 0.000816842 0.000161498 0.0133218 -0.0366125 0.0249919 0.000795471 0.000482697 -0.00827435 -0.0346794 0.00125411 0.0146782 -0.00322898 0.0122473 -0.021957 -0.0289422 -0.0176082
internal_weight=174.139 12.0047 11.2476 10.3868 6.00804 0.860812 4.74932 2.45717 4.37877 3.87621 162.134 160.03 1.90958 158.121 156.823 149.013 7.80931 2.52541 5.43459 146.488 144.295 14.2063 3.76706 10.4392 7.22656 4.62372 3.68302 1.22118 3.21265 2.58081
internal_count=2900 761 625 414 257 211 215 166 157 155 2139 2105 48 2057 2046 1928 118 92 82 1836 1815 316 76 240 133 112 80 62 107 98
is_linear=0
shrinkage=0.0634156


Tree=675
num_leaves=31
num_cat=0
split_feature=0 3 3 4 4 3 0 2 2 4 3 3 0 3 3 0 4 4 4 4 3 0 1 4 2 3 3 2 2 1
split_gain=0.548331 1.15108 0.975459 0.697524 0.637578 0.696167 0.777875 0.54188 0.536908 0.503521 0.464372 1.26084 0.439245 0.553559 0.866737 0.375023 0.350314 0.960419 0.715346 0.963037 0.674253 0.668816 0.521132 0.734075 0.889848 0.442062 1.92546 1.17358 0.981133 1.31072
threshold=102.84427732220001 0.090720000000000023 0.089785000000000018 44.710446918150005 45.027406014450008 -0.21013499999999999 103.44649194340002 -0.16717499999999999 0.68694500000000025 45.673096293200011 0.086230000000000015 0.086355000000000029 110.99299391555002 0.074640000000000026 0.079095000000000013 116.05267211710002 48.988717865950008 48.852845034800005 45.90502654165001 47.833738492450003 -0.24266999999999997 75.994645973400011 55.855406118200008 50.065525775750011 -0.23361999999999997 0.084365000000000009 0.083905000000000021 -0.24103499999999997 -0.26138499999999998 64.654729579150015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 2 4 -3 5 7 -7 -2 16 -6 -8 -12 13 -11 -15 -14 17 18 21 20 -20 -1 -18 -24 -25 26 27 28 29 -23
right_child=1 3 -4 -5 9 6 10 -9 -10 12 11 -13 15 14 -16 -17 22 -19 19 -21 -22 25 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.00086965382121732013 0.0014871055426222489 -0.0022207053791225102 0.0015803618773563869 0.00056567380157323112 0.0017577130343489594 0.00081763702019628493 -0.0020955128092008009 -0.0011271209302489344 0.0011058502093565866 0.0012228705063975199 0.0019028811784792105 -0.0021851267892043797 -0.002205117101453183 -0.0020280661493849018 0.0007181189368052303 -0.00021341753223960984 0.0003785600763210111 0.0012543616821830785 0.00022122648971567688 3.7704299928083993e-05 -0.0022577004562684784 0.0014651115975606577 -0.0021912260261978522 0.0018149320998947489 -0.0019897466377659843 8.3746301190189021e-05 0.0020791997609806287 0.00030018520905666549 -0.0016921997149317238 -0.0012308790389643982
leaf_weight=2.4168473325553341 0.78786848927848041 1.5507913963810995 1.2321586007237773 0.42243725144362532 0.68555987300351251 0.62643873598426658 1.9776005894746052 0.46649250893096661 2.0625459095463148 1.5988936163485052 0.46168354780820642 0.70382912713830592 0.49602319428231556 0.68755292834248383 1.1109329173341391 1.1815249976207267 1.4902824163436883 2.7715557590126982 0.55221789120696518 3.6843025083653629 1.5257486542686809 1.2893361672759058 1.0877108532004061 0.51613787654787335 0.40573870507068888 126.42058193519188 2.1301015289791385 52.867592945927754 2.0686605297960332 1.3792733522132037
leaf_count=201 27 149 21 18 6 8 199 55 25 14 4 55 16 61 14 81 13 14 29 38 48 9 32 4 56 1132 13 477 45 36
internal_value=0.000104652 -0.000263436 -3.99881e-05 -0.00162419 -0.000225119 -0.000725623 -0.00113842 0.000514884 0.00013006 0.000211386 -0.00152827 -0.000565783 2.49691e-06 0.000399902 -0.000331735 -0.00080233 0.000120027 0.000130732 0.000114707 -0.000552491 -0.00159893 0.000135095 -0.000482824 -0.00112161 0.000140407 0.000148139 0.000284418 0.000218051 -0.000698564 7.16863e-05
internal_weight=216.658 13.9898 12.0166 1.97323 10.7844 5.02391 3.76955 1.25436 202.669 5.76049 3.14311 1.16551 5.07493 3.39738 1.79849 1.67755 200.606 197.106 194.335 5.76227 2.07797 188.572 3.49987 2.00959 0.921877 186.156 59.735 57.6049 4.73727 2.66861
internal_count=2900 728 561 167 540 348 266 82 2172 192 258 59 186 89 75 97 2147 2042 2028 115 77 1913 105 92 60 1712 580 567 90 45
is_linear=0
shrinkage=0.00192234


Tree=676
num_leaves=31
num_cat=0
split_feature=0 0 1 3 4 4 1 2 2 1 4 1 1 2 4 4 1 3 0 1 0 1 0 1 1 4 0 2 2 2
split_gain=0.12588 1.18844 0.793935 1.17797 0.891449 0.587921 1.16521 1.92227 1.48534 0.779698 0.754833 0.742836 0.664261 0.598226 0.668133 0.863296 0.562626 0.823421 0.513173 0.497618 0.423331 0.611939 0.446086 0.890159 0.886896 0.521934 0.629725 0.614572 0.514805 2.09854
threshold=90.837623311600012 90.337570099350003 67.649671936450019 0.084795000000000023 37.858673296900008 38.238138001450004 63.910026677050006 -0.14581999999999998 -0.23771499999999998 62.55235532115001 33.96174662340001 64.434276012450013 64.654729579150015 -0.29600999999999994 39.468990633150007 40.12915366295001 65.630639880500027 0.099780000000000021 85.807518149550006 59.74022811670001 92.031298721500022 68.961639504150014 93.262612545250008 69.873026810350026 70.085415002650009 37.064694648750013 94.964406541850011 0.11970500000000002 -0.060760000000000002 -0.069554999999999992
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 3 -2 -5 10 9 8 11 13 16 -8 -9 -7 -15 -16 17 -1 19 -12 -4 -22 -23 -24 -25 26 -26 -28 29 -27
right_child=2 -3 20 4 -6 6 7 12 -10 -11 18 -13 -14 14 15 -17 -18 -19 -20 -21 21 22 23 24 25 28 27 -29 -30 -31
leaf_value=-0.079403237632122342 0.0080293305189490585 0.038200901082414529 -0.051963694257283463 -0.0024970455616736028 -0.092579269793499411 -0.044911479949491885 0.0082410652171529819 -0.028824175734685559 0.048995212490788545 0.030894900126423007 -0.041118691383098906 -0.093545195276669796 -0.10283551025174432 0.029184152271537693 -0.031615481747349683 0.00064276685419163151 -0.11597549393660044 0.063485179486403032 0.032062000466276414 0.016456143643709429 0.028967768232803736 -0.032615693167889218 0.034828487910976334 -0.051754118652292389 -0.084412532981544872 -0.00039203448991890447 0.0021554712284586521 -0.080680121044721956 0.011941324705592825 -0.11525141307494227
leaf_weight=0.44109510364069027 2.4295712694292879 4.877929724942077 0.83901854936266218 0.90327157080173526 1.8457527607679365 1.6773098465055216 0.7171594984829428 1.0373073518276208 1.9190342444926498 4.4815539431292555 1.1825551632791742 0.88343639491358772 1.8879870691889662 4.0736624249257138 4.9627256917301557 59.401643051467545 0.37297774106264114 0.4495861753821373 7.8450154084712267 2.7700548807333689 4.1004110194044179 2.3211975298181633 3.920529503026045 1.8944031838327635 0.79658956354251031 32.411906652436294 3.0168979863633472 0.5913902258107554 18.545617488240175 0.90262739060562935
leaf_count=62 34 46 22 6 45 25 8 15 13 37 31 35 59 33 42 662 4 5 47 43 42 24 33 20 25 806 198 61 389 28
internal_value=0.000704591 0.00244113 -0.00160198 -0.0296656 -0.0629801 0.000587482 -0.00177024 -0.0320809 0.00491314 0.000848501 0.0152165 -0.0479391 -0.0765911 -0.00107197 2.46688e-06 -0.00184446 -0.0393608 -0.00727793 0.0210624 -0.000769289 0.000493904 0.00113641 -0.000635605 0.000560145 -0.00174989 -6.62786e-05 -0.0246211 -0.0114211 0.00201935 -0.00350405
internal_weight=173.5 98.981 74.5192 5.1786 2.74902 94.1031 81.0418 6.44492 3.51963 74.5969 13.0613 1.6006 2.92529 70.1153 68.438 64.3644 1.26366 0.890681 11.7976 3.95261 69.3406 68.5016 64.4012 62.08 58.1594 56.265 4.40488 3.60829 51.8602 33.3145
internal_count=2900 1167 1733 85 51 1121 929 130 56 799 192 43 74 762 737 704 71 67 121 74 1648 1626 1584 1560 1527 1507 284 259 1223 834
is_linear=0
shrinkage=0.0743015


Tree=677
num_leaves=31
num_cat=0
split_feature=1 1 4 4 4 0 1 4 0 0 2 2 4 1 0 0 2 4 4 2 4 3 4 0 3 0 0 0 3 0
split_gain=0.131218 0.647218 0.59362 1.85796 1.291 0.872363 0.855692 0.901302 0.982804 1.40935 0.788779 0.702129 1.06938 1.92733 1.55977 0.704353 0.931506 0.575196 0.572988 0.559568 0.886423 0.668205 0.773883 0.843189 0.659152 0.617074 0.895553 0.504256 0.46458 0.541035
threshold=62.057679025150001 62.084563606450011 41.872669623500009 42.428475018400007 41.811877919650009 85.447264760050004 61.917879202350001 39.56957118270001 85.775256651950016 85.968825637350008 -0.063985 0.12812000000000004 38.115457128050004 58.549241164900003 85.839779647100016 83.680947768350009 -0.26820499999999997 34.542090938800008 42.102795028150005 -0.067574999999999996 43.812290675100009 0.08079500000000002 48.680511450650009 86.458125017100016 0.083290000000000017 86.20003303655001 85.253695774650012 71.249517373150013 0.43644500000000008 83.011521693850014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 18 4 5 6 -4 11 -8 -9 -10 -11 12 15 -14 -15 16 -1 -18 -2 21 -21 22 23 27 -23 26 -26 -5 29 -3
right_child=1 28 3 19 -6 -7 7 8 9 10 -12 -13 13 14 -16 -17 17 -19 -20 20 -22 24 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.065876668258640816 -0.050776437358648958 -0.053729947354466213 0.0013655271911178165 -0.0028872941699815699 0.064290300906112985 -0.079054053460490673 0.051647975691723809 0.038636593407196773 -0.045851981241749752 -0.015249002133369702 0.035314484652497084 0.030965474889290318 0.034946368997491581 -0.088982405687986849 -0.016857207537547443 0.059257285621011464 0.022954476476774149 -0.080665747576236416 -0.002533800631605505 -0.077268440571582941 0.030736902605476398 0.051288595259246422 0.0093776398044505965 0.029829363131664902 0.034448367793164777 0.031729224388374756 -0.033964004472629074 -0.092891024296385821 -0.043628423660310937 0.0012529640425118828
leaf_weight=0.55393291788641352 2.3268990349024525 0.8840928115969281 0.94228931819089057 0.40903981903102726 1.9867179640568782 2.2171141132130288 2.9652880326029836 3.8010061020031563 2.7255827197805029 2.5713479518890363 3.6726029664278048 1.9728845395147789 1.8273736766423097 2.5328350465279073 3.5024407785385847 1.3226635251194236 0.40316537380568307 0.75330956629477441 2.5075148490723222 0.97833802569220718 0.60157188191078603 2.3241419810801727 3.3408012188738212 0.55812331102788437 1.4593963874503968 3.146834135055542 2.6256924751214683 1.2015654443821402 1.1637199641086216 114.71362180078631
leaf_count=8 18 61 31 40 10 34 28 29 26 20 26 20 29 32 27 10 36 31 26 66 19 12 37 5 13 15 40 37 25 2089
internal_value=0.000594947 -0.000650077 0.00359895 -0.00584523 0.00971317 -0.055069 0.00592252 0.0168737 0.00879917 -0.00384499 0.0144917 -0.00746863 -0.0144279 -0.0280515 -0.0471261 0.0208887 -0.00878187 -0.0445421 -0.0257539 0.00349769 -0.036144 0.00765486 -0.0117648 -0.0443334 0.0188512 0.00842672 -0.00952371 -0.0700331 0.000389328 0.000832454
internal_weight=171.992 121.596 50.3961 19.8049 30.5912 3.1594 28.6044 15.7358 12.7705 8.96953 6.24395 12.8686 10.8957 7.86265 6.03528 3.03307 1.71041 1.15647 4.83441 16.6455 1.57991 15.0656 5.50953 2.16873 9.55606 7.23192 4.08509 1.61061 116.761 115.598
internal_count=2900 2219 681 349 332 65 322 129 101 72 46 193 173 88 59 85 75 67 44 284 85 199 119 82 80 68 53 77 2175 2150
is_linear=0
shrinkage=0.0700159


Tree=678
num_leaves=31
num_cat=0
split_feature=3 3 3 2 2 4 0 3 3 0 3 1 1 4 1 3 2 2 4 4 1 2 1 0 0 1 0 4 2 2
split_gain=0.13353 1.10554 0.527839 1.02089 0.504925 0.555383 0.542754 1.25358 1.1843 1.40785 0.713684 0.839909 1.37618 1.05156 0.794549 1.28757 0.681263 1.99934 1.57148 1.89608 1.31041 1.2389 1.04925 1.02989 0.961327 0.768289 0.635379 0.585377 0.490328 1.40694
threshold=0.093295000000000031 0.093480000000000021 0.092425000000000021 -0.099224999999999994 0.20981000000000005 37.064694648750013 85.678472159250006 0.099780000000000021 0.10236000000000002 83.011521693850014 0.098200000000000023 72.026481772850005 82.987325570650015 38.512991772500008 61.885617704800005 0.099425000000000027 -0.072569999999999982 -0.086339999999999986 40.259171735100004 36.514114975300011 72.953999827850012 -0.060760000000000002 64.654729579150015 86.345209775600011 100.24991522630002 69.563854125350005 86.780739992750014 41.028010303750008 -0.016334999999999999 0.048530000000000011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 28 -4 6 -6 7 -3 -9 -10 11 -8 13 -13 -12 -16 17 18 19 -17 21 -18 -21 -23 -22 -19 -20 -25 -1 -30
right_child=1 4 3 -5 5 -7 10 8 9 -11 14 12 -14 -15 15 16 20 25 26 22 24 23 -24 27 -26 -27 -28 -29 29 -31
leaf_value=0.001888557383058621 0.054363184227382254 -0.067537584293727818 0.01674702997363987 -0.066586617069569864 -0.017901184303361801 0.041717179743161387 0.024743127237717665 0.038898796030536441 0.023652285020736644 -0.064534788837098442 0.043638855351470655 0.011361843886705796 0.046296878728819484 -0.076969091486504465 -0.057216333762750649 0.021399706683812355 0.053256918110692185 -0.09329215086898146 -0.0084491159002071433 -0.011948627631594346 -0.08243606144311566 -0.022587356930993389 -0.10000149918412667 0.035512116498430044 0.0026090271683757472 -0.023519721964370927 0.032453615393112319 -0.0028014989864484597 -0.036804068400067246 0.0014566379797240926
leaf_weight=90.574588938373381 1.7035536161856715 1.5873423162556708 1.0921592851327662 1.4080810612067569 0.8911716756447271 2.4541531940922141 9.7935545961372537 1.8839473006082696 1.3398702689446511 1.7423882160801438 1.4772179406136263 0.95627836254425336 1.1285172194584445 1.3742944599507607 1.8523088423189644 1.6668797761781151 2.8332108731847248 1.4866034537553816 2.4143312415108085 0.88889457285404239 1.0716360921505832 3.671212537854446 1.5598119814330855 4.0734682939946651 1.1560242487612411 1.1879864574693781 4.6481778236775426 2.8260142146609724 5.60097158408644 14.257617152367855
leaf_count=1516 11 31 16 29 25 43 82 16 16 33 9 21 40 37 27 33 20 17 22 8 28 40 47 29 28 28 60 29 154 405
internal_value=0.000498146 0.00303056 -0.000795017 -0.0301847 0.00146802 0.0258353 -8.11299e-05 -0.0174983 -0.00150424 -0.0261995 0.00239668 0.0150654 -0.0123345 -0.0407252 -0.0027199 -0.00490527 -0.0016189 -0.0120635 -4.31789e-05 -0.0318141 0.00763712 0.0152721 -0.0680378 0.00509119 -0.0383027 -0.062301 0.0184709 0.0198189 -0.000129626 -0.00933452
internal_weight=170.602 57.6688 112.933 2.50024 55.9653 3.34532 52.62 6.55355 4.96621 3.08226 46.0664 13.2526 3.45909 2.33057 32.8138 31.3366 29.4843 13.8527 11.1781 4.11559 15.6316 13.4039 2.44871 10.5707 2.22766 2.67459 7.06251 6.89948 110.433 19.8586
internal_count=2900 780 2120 45 769 68 701 96 65 49 605 180 98 58 425 416 389 215 170 88 174 118 55 98 56 45 82 58 2075 559
is_linear=0
shrinkage=0.0646839


Tree=679
num_leaves=31
num_cat=0
split_feature=0 3 3 4 2 2 3 0 3 3 2 4 4 2 2 0 3 2 0 2 1 2 4 4 4 3 3 4 1 0
split_gain=0.445399 1.25933 0.989862 0.579158 0.551704 0.53175 0.451154 1.09862 0.652625 0.997148 0.477609 0.928924 0.396546 0.669623 0.938786 1.29532 0.618338 1.54871 0.476009 1.42105 1.14539 0.741871 0.487844 0.470651 1.03029 1.21326 2.0646 1.01256 0.768718 1.44393
threshold=102.84427732220001 0.090720000000000023 0.089785000000000018 44.710446918150005 -0.24103499999999997 0.68694500000000025 0.079785000000000009 105.98708487665002 0.078505000000000019 0.075065000000000021 -0.15626499999999999 43.45354240915001 44.527357125550004 -0.16297999999999999 -0.098345000000000002 95.897301513100004 0.089580000000000021 -0.23871499999999998 81.917319234750025 -0.016334999999999999 61.409760615700009 -0.13820499999999999 41.678468725050003 43.19689381845 42.773538294100007 0.08594000000000003 0.10017000000000002 42.988308018450006 61.93938686740001 85.775256651950016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 4 -3 -2 12 8 -8 9 10 -6 -12 18 16 -15 -16 17 -14 19 20 21 22 -1 24 -20 27 -27 -26 -25 -30
right_child=1 3 -4 -5 6 -7 7 -9 -10 -11 11 -13 13 14 15 -17 -18 -19 23 -21 -22 -23 -24 28 25 26 -28 -29 29 -31
leaf_value=0.00012036904544841178 -0.0020414336058556929 -0.0022573776200041692 0.001685216000583412 0.00035993607731036036 0.0010403267697050387 0.0011623718917495025 0.00028531574108309866 -0.0022097444937593806 0.0014726320942747295 -0.0020721348157999313 -0.0020787934483469522 0.00046808609963991312 -0.0022171605256111901 -0.0024259093028880137 0.00049928842703544766 -0.0022823738864235824 0.0011404400450449475 0.00018176044702416039 0.00018302711341219765 -0.0022290889929130297 -0.0020976799082409654 0.0012063294149418351 -0.0021839242554870728 0.0015463741535436202 -0.00079738347315309681 -0.0024908753032345634 7.9262952499082985e-05 0.00095027869618585369 -0.0015175645342307875 0.00051782643629861766
leaf_weight=1.5353757397388101 0.58026856393916837 1.5175318253568537 1.219485203429939 0.41364655541838136 1.8375556484243096 1.9312781803309906 1.6671887955162676 1.144113821290375 1.2674827365553936 0.82688980197053741 0.7687630832515463 1.9399966733762992 1.1854182514362008 1.0701743685640392 2.2407380855438528 0.90298718423582602 1.771403782069682 8.1357977371662855 139.32444011326879 1.2670422538940318 0.78341773498686951 2.4141537491232161 0.45878735202131782 2.2585533279925611 2.2577515480224957 2.3526584028732032 2.4562226161360741 2.9269408972468227 1.4833129146136332 13.871452189894624
leaf_count=61 87 149 21 18 29 25 27 136 36 88 91 46 83 64 50 27 17 87 1256 101 58 20 37 10 25 45 27 20 31 128
internal_value=0.000114621 -0.00023394 1.71302e-05 -0.00169677 -0.000185636 0.000138726 -7.17067e-05 -0.000730097 0.00020702 -9.15251e-05 0.000268711 -0.000254734 0.000128249 -0.000174281 -0.00083968 -0.000299702 7.84921e-05 -0.00012332 0.000154955 -0.000367344 8.70152e-05 0.000475265 -0.000409768 0.000175164 0.000139406 -0.000468739 -0.00117813 0.000189233 0.000478306 0.000321202
internal_weight=203.811 13.1829 11.2517 1.93118 10.0323 190.628 9.45199 2.8113 6.64069 5.37321 4.54632 2.70876 188.697 15.3065 4.2139 3.14373 11.0926 9.32122 173.39 6.45878 5.19173 4.40832 1.99416 166.931 149.318 9.99357 4.80888 5.18469 17.6133 15.3548
internal_count=2900 728 561 167 540 2172 453 163 290 254 166 137 2147 328 141 77 187 170 1819 277 176 118 98 1542 1373 117 72 45 169 159
is_linear=0
shrinkage=0.00196078


Tree=680
num_leaves=31
num_cat=0
split_feature=0 3 3 4 4 3 0 4 4 2 0 0 4 3 3 2 2 2 3 0 0 3 3 3 4 3 1 0 0 4
split_gain=0.640796 1.22988 0.992856 0.65878 0.655463 0.864692 0.856557 0.592311 0.56341 1.08873 0.863493 0.773392 0.777181 0.676057 0.681415 0.54185 0.529717 0.602576 0.489101 0.965194 0.653962 0.545955 0.481929 1.39152 0.427564 0.587941 0.407947 0.379424 0.793398 0.371846
threshold=102.84427732220001 0.090720000000000023 0.089785000000000018 44.710446918150005 45.027406014450008 -0.21013499999999999 103.44649194340002 45.673096293200011 44.527357125550004 -0.61225999999999992 75.994645973400011 81.648473421750012 44.758188263300006 0.080375000000000016 -0.24523500000000001 -0.16717499999999999 -0.16297999999999999 -0.22089 0.074640000000000026 105.98708487665002 114.06859001680002 0.07933500000000003 0.086230000000000015 0.086355000000000029 43.874475754150005 0.083415000000000031 67.649671936450019 95.590817286200021 96.055920542800024 43.673409002000007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 2 4 -3 5 15 -7 -6 10 -10 16 -11 -13 14 -14 -2 17 -1 20 21 -9 -20 -8 -24 29 -26 -15 -16 -29 -12
right_child=1 3 -4 -5 7 6 22 18 9 11 24 12 13 26 27 -17 -18 -19 19 -21 -22 -23 23 -25 25 -27 -28 28 -30 -31
leaf_value=-0.0013277542579442478 0.0016598804475858198 -0.0022686823562921045 0.0016027371853273313 0.00050256017096039242 0.0018199813181465627 0.00080655365252128288 -0.0021611076790780657 0.0012967230348394042 0.0019009520878171011 0.00024626714037099498 0.00017639668048635902 -0.0025537366281741317 0.00013657230816941669 0.00067084120971378793 -0.0022106634029606491 -0.001043200078105249 -0.0020713497780772655 0.0018963009227743331 -0.00063793773708319818 -0.001764846447222555 -0.00058131124367157168 0.0017812072903049634 0.0020443018328698405 -0.0022817972285478615 0.0010479519088786898 -0.00011420955389484704 -0.00047445841595604048 0.00085451206120986994 -0.0021151573270907029 -0.00057224602659498522
leaf_weight=0.55739693768555298 0.78904380425228737 1.6130035087280696 1.2477926355422813 0.41456334583926935 0.74796266527846444 0.68422907032072533 2.1352308794739661 1.7372682671993973 0.89234281517565506 5.7756091058254233 165.62832806500955 0.76519395969808002 1.2801468942780037 2.0369938830845058 1.6359331550775089 0.44642927746462902 1.0501801567734208 0.37137236446142186 0.7508413400501015 1.4118135680619159 1.2089247255353255 0.6866944981738925 0.46582501541706711 0.73993812876869924 4.8438816400011993 2.557178485498298 2.8951456024660729 0.61269828304648377 0.79428772046230733 2.5906850300088982
leaf_count=78 27 149 21 18 6 8 199 14 5 73 1552 25 27 21 91 55 104 2 35 94 36 7 4 55 40 33 48 5 40 28
internal_value=0.000108059 -0.000281312 -6.06051e-05 -0.00170206 -0.000236433 -0.000751744 -0.00119216 0.000177855 0.00013828 -0.000206176 0.000170647 -0.000325211 -0.000654603 -0.000497588 -0.00106363 0.000683142 -0.00111733 -3.86021e-05 -3.40753e-05 -0.000613291 0.000526101 0.00051766 -0.00160149 -0.000610486 0.00018516 0.000646408 -1.44496e-06 -0.00156855 -0.000821959 0.000164867
internal_weight=209.367 15.0796 13.052 2.02757 11.8042 5.2607 4.02522 6.54351 194.287 16.6884 177.599 15.796 10.0204 9.25521 4.32307 1.23547 1.97895 0.928769 5.79554 2.84935 2.94619 1.43754 3.34099 1.20576 175.62 7.40106 4.93214 3.04292 1.40699 168.219
internal_count=2900 728 561 167 540 348 266 192 2172 335 1837 330 257 232 163 82 184 80 186 136 50 42 258 59 1653 73 69 136 45 1580
is_linear=0
shrinkage=0.00196078


Tree=681
num_leaves=31
num_cat=0
split_feature=0 3 3 4 4 3 3 3 0 4 2 2 2 2 0 2 3 2 1 3 2 1 0 2 1 2 2 1 4 3
split_gain=0.715224 1.11807 1.00509 0.704155 0.67426 0.566367 0.735712 0.781307 0.71904 0.551677 1.21582 1.44935 1.10574 1.03533 1.03116 0.97806 0.786621 1.41128 1.42232 0.968349 2.31785 1.04978 2.55352 1.79449 1.49353 2.27382 1.41758 1.24763 0.727562 0.57131
threshold=102.84427732220001 0.090720000000000023 0.089785000000000018 44.710446918150005 45.027406014450008 -0.21013499999999999 0.086230000000000015 0.086355000000000029 103.63199555440001 42.178283198950005 -0.072569999999999982 -0.031989999999999998 -0.080319999999999989 -0.02852 87.568458224950021 -0.082314999999999985 0.096845000000000028 -0.58180999999999994 62.116825104000007 0.090390000000000012 -0.24103499999999997 62.55235532115001 86.458125017100016 -0.084239999999999995 61.93938686740001 -0.10282499999999999 -0.089514999999999997 65.004229136100022 43.740100730350001 0.070195000000000021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=9 2 4 -3 5 -2 -7 -8 -9 -1 12 14 15 -13 -12 16 19 -18 -19 20 -11 22 23 24 26 -26 -22 -23 -21 -15
right_child=1 3 -4 -5 -6 6 7 8 -10 10 11 13 -14 29 -16 -17 17 18 -20 28 21 27 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.00021705786727077835 0.00035387180987025296 -0.0022399126206198196 0.0015958749157131246 0.0005034553877927945 0.00018060125055607514 -0.0018385371534635432 0.0019616284844950708 0.0012159367112445697 -0.0022225269276449125 -0.002160092163422416 -0.0027587624599570296 0.0018171671635419154 0.0011096423836014662 -0.0015612753725369446 -0.0006371043659753647 -0.0012615979019097153 0.00076645085101949414 -0.0001133197052462152 -0.0027232289088530586 0.00031792557412675746 -0.00012184991014792188 0.0015439881807343123 -0.0019317149987703275 0.0017396767923721658 0.00058564654032247198 -0.0020904210617958712 0.0017276102970753963 0.00025359276566050355 0.001635091529376154 -0.00015725121004675458
leaf_weight=128.50603873704677 1.2131743708741831 1.5659201145426771 1.1851909223914834 0.44371896918164555 5.7081354560068576 2.2870656318591505 0.46603084515663784 0.34077739389613249 0.66002742831187788 1.6362546776654117 1.5339226792566472 0.90431835362687607 3.9857189599424592 1.2236844651051786 1.8889497194904832 1.9953200826421369 1.7322943098843095 1.5633481633849435 1.5236515158321706 3.5540092056617132 5.3526723633985966 3.5188566390424993 2.5346481427550307 2.2448198818601748 2.0252924542874098 2.7892555603757501 2.1453182846307755 12.990948330843819 2.7479079426266253 8.582314113766186
leaf_count=1258 82 149 21 18 192 205 4 5 52 111 24 10 26 78 22 23 14 18 22 32 62 16 20 9 11 44 7 184 18 163
internal_value=0.000113511 -0.000308272 -8.36076e-05 -0.00163419 -0.000270068 -0.000787975 -0.00115699 -9.4343e-05 -0.00105172 0.000143515 1.34277e-06 -0.000498966 0.000136439 -0.000150956 -0.0015879 5.62203e-05 0.00011294 -0.000622226 -0.00140149 0.000198231 7.41103e-05 0.000182906 -0.000151037 0.000159005 -0.000129182 -0.000964704 0.000407316 0.000528624 0.000892267 -0.000332459
internal_weight=208.85 13.87 11.8604 2.00964 10.6752 4.96708 3.7539 1.46684 1.0008 194.98 66.4735 14.1332 52.3403 10.7103 3.42287 48.3546 46.3593 4.81929 3.087 41.54 35.2381 33.6018 17.092 14.5574 12.3125 4.81455 7.49799 16.5098 6.30192 9.806
internal_count=2900 728 561 167 540 348 266 61 57 2172 914 297 617 251 46 591 568 54 40 514 464 353 153 133 124 55 69 200 50 241
is_linear=0
shrinkage=0.00192234


Tree=682
num_leaves=31
num_cat=0
split_feature=0 1 2 0 2 2 4 4 2 2 0 0 2 4 0 2 3 2 0 4 1 4 3 1 0 4 4 0 4 4
split_gain=0.517437 1.10587 0.840283 1.00768 0.780599 0.894664 0.479897 1.26941 0.82045 2.15699 1.23114 2.90527 5.26004 2.57863 1.02622 0.951987 1.57103 0.993635 1.13774 1.4214 1.56529 2.14988 2.27669 0.882697 2.39428 1.17866 0.882168 1.72924 1.72467 2.35556
threshold=98.851916998450022 75.779569322950024 -0.61225999999999992 99.20948192980002 -0.59681499999999998 -0.50001499999999999 42.178283198950005 42.34047585750001 -0.067574999999999996 -0.054494999999999995 86.20003303655001 87.181320254150009 -0.12350999999999999 41.348489042950007 84.280473931450004 -0.040019999999999993 0.085345000000000018 -0.013805 96.588235252600015 41.289992964000007 63.910026677050006 38.175120519550006 0.089580000000000021 61.409760615700009 85.678472159250006 38.115457128050004 39.468990633150007 90.337570099350003 34.823977857500005 38.238138001450004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 -2 -3 -4 -5 -6 8 -8 10 -10 13 12 -12 23 -11 16 -16 -17 19 20 -19 -22 -23 -1 25 -25 27 -13 -29 -30
right_child=1 2 3 4 5 -7 7 -9 9 14 11 26 -14 -15 15 17 -18 18 -20 -21 21 22 -24 24 -26 -27 -28 28 29 -31
leaf_value=0.0006828859654632786 -0.0014965241806747264 -0.002195450582098849 -0.0023949478937158116 0.0012786803109509125 -0.002029213491050941 4.3684838334105772e-05 -0.0014282118611351623 5.9646632237017877e-05 0.0011970671119729069 -0.0009796609781064702 0.00037755681401312641 0.00049216410730249557 -0.0024622840264280884 0.0012917661892915984 0.00063005589211341518 0.00093431811770842434 -0.0013242572859799391 0.00090170650213216262 0.0011719348569326428 -0.001281549275609725 0.00047911650816763023 3.736773791949301e-05 -0.0026842164405948992 -0.0002609338007896152 0.0003608852703483286 -0.0026082779078100515 0.00041933203774281171 0.00076672931335745713 -0.0023396069541731707 -0.00023815438189739299
leaf_weight=3.7508573952363831 1.9222776188689739 0.621718851980403 0.60371517110616224 1.7708045646286361 0.7590353423802324 28.797155379621472 2.1113323074532664 57.663318587015965 9.6490454552695137 2.4345690534682936 4.6569647844880819 8.1100042238831538 4.6098594814538938 8.0843679541721922 2.7263000756502143 9.1454914798960036 3.1480479128658772 7.1150434166193142 3.6487961639650157 2.5679226880893102 6.1065201144665462 2.3057678325567394 2.0735084321349859 1.2383101712912306 5.320714520290494 1.9661747825448399 19.637259191367775 2.2810462610796076 3.1991334925405681 4.6460757376626134
leaf_count=85 76 30 11 28 67 818 39 771 53 74 25 43 34 43 13 61 27 50 37 31 42 28 25 38 36 31 149 15 76 44
internal_value=0.000103866 -0.000107485 -2.54596e-05 1.6792e-05 6.32696e-05 -9.54946e-06 0.000144754 7.09319e-06 0.00021424 0.000394852 7.79911e-05 -8.9282e-05 -0.00103515 0.000465277 0.000207301 0.000281707 -0.000417255 0.000406269 0.000203508 2.83067e-05 0.000219412 -0.000243553 -0.00125125 -7.90052e-05 -0.000414217 -0.00170119 0.00014215 -0.000156326 -0.000675694 -0.00109509
internal_weight=212.671 34.4747 32.5524 31.9307 31.327 29.5562 178.196 59.7747 118.422 50.921 67.5008 47.1403 9.26682 20.3604 41.272 38.8374 5.87435 32.9631 23.8176 20.1688 17.6008 10.4858 4.37928 12.2761 8.5252 3.20448 37.8735 18.2363 10.1263 7.84521
internal_count=2900 1030 954 924 913 885 1870 810 1060 441 619 386 59 233 388 314 40 274 213 176 145 95 53 190 105 69 327 178 135 120
is_linear=0
shrinkage=0.00188464


Tree=683
num_leaves=31
num_cat=0
split_feature=0 1 2 2 0 1 4 1 2 2 4 4 4 4 3 1 2 1 3 1 0 3 4 0 3 3 3 4 4 1
split_gain=0.154986 0.748675 0.406733 0.361704 0.506479 0.545819 0.469117 0.430118 1.47684 0.401175 0.373348 1.04421 0.513286 0.71806 0.506834 0.416711 0.385779 0.296023 0.671581 1.45805 0.44498 0.349616 0.307864 0.232415 0.441755 0.636525 0.209385 0.200871 0.722865 0.547537
threshold=100.53758024625002 77.172190634500012 -0.61225999999999992 -0.59681499999999998 101.06989495610001 78.433077497700012 37.186372654950006 80.468240302450013 -0.078219999999999998 0.36034500000000008 39.468990633150007 42.406961525800007 42.622319549950006 44.710446918150005 0.080375000000000016 82.570614560500005 -0.046474999999999995 77.898074329750017 0.087405000000000024 80.468240302450013 99.378854792050006 0.095290000000000027 41.093509583400007 113.28087178455002 0.075065000000000021 0.078505000000000019 0.43162500000000009 48.988717865950008 48.852845034800005 55.855406118200008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=17 -2 -3 -4 -5 -6 -7 8 -8 10 -9 14 -13 15 -12 -14 23 20 19 22 26 -22 -19 24 -15 -26 27 28 -1 -29
right_child=1 2 3 4 5 6 7 9 -10 -11 11 12 13 16 -16 -17 -18 18 -20 -21 21 -23 -24 -25 25 -27 -28 29 -30 -31
leaf_value=0.00066364599139617602 -0.074393035110472072 -0.074630962632479855 0.040541627243921102 -0.043651194823628892 0.034053011700562213 -0.070038606482789145 -0.070708795122049431 0.036267535123411049 0.021519557051607484 -0.055308532396737595 0.0046385891608146249 0.052591297169367071 0.014875112970293985 0.052494613434140851 -0.075969982473450506 -0.072364260068270569 0.050732726018357294 0.05581955395065176 0.039758914656426773 -0.083511867046295235 -0.0096227795424879779 -0.075783234624744317 0.00075425634751051691 -0.030621027588782757 -0.071271847335156915 0.021893156266174919 0.022311343733178415 0.011612761674102318 0.040560391265454077 -0.054450394261820335
leaf_weight=139.11583008967136 0.67914385121548804 0.34675154522119811 0.89976087723335396 1.2976685967296351 1.8864873248094216 0.47797091321990492 1.5514412316988457 1.6837713814657007 1.5944049116224039 0.48440951201701032 0.54059406416490485 1.220728663538466 0.36986318230628945 0.87657044269144879 1.0194220645225867 0.75244105122419569 1.1235078241734271 0.82669395394623224 2.8089540154323913 0.79832291571074154 0.93101543650845886 0.5915844285627827 1.0361803869600406 0.66332083647284878 0.48393339326139528 1.0587536657694725 2.1053238182212217 1.2320322515442961 2.0875832960009566 1.0544844277901573
leaf_count=1756 39 28 25 19 29 166 50 91 13 30 48 20 5 9 98 59 49 7 26 18 40 26 42 53 46 18 21 13 13 43
internal_value=0.000721401 -0.00500846 -0.00243795 -0.00104607 -0.0032362 8.5726e-05 -0.00452389 -0.00219104 -0.0239648 0.00447382 0.00743098 0.00144339 0.0132296 0.00421193 -0.0480366 -0.0436139 0.0169732 0.00143529 0.0168074 -0.00741854 0.000863719 -0.0353285 0.0251908 0.00466891 0.0143448 -0.00733225 0.00124221 0.000933076 0.00125349 -0.0188539
internal_weight=171.599 19.0109 18.3318 17.985 17.0853 15.7876 13.9011 13.4232 3.14585 10.2773 9.79291 8.10914 6.54912 5.32839 1.56002 1.1223 4.20609 152.588 5.47015 2.6612 147.118 1.5226 1.86287 3.08258 2.41926 1.54269 145.595 143.49 141.203 2.28652
internal_count=2900 895 856 828 803 784 755 589 63 526 496 405 259 239 146 64 175 2005 93 67 1912 66 49 126 73 64 1846 1825 1769 56
is_linear=0
shrinkage=0.0672971


Tree=684
num_leaves=31
num_cat=0
split_feature=0 1 2 2 0 1 4 1 4 2 1 3 3 3 3 3 2 1 3 4 3 0 1 1 1 3 3 2 4 3
split_gain=0.131716 0.674028 0.364904 0.304161 0.416069 0.454394 0.42456 0.364116 1.30798 0.338496 0.34246 0.409849 0.394047 0.35067 0.456025 0.515886 0.363845 0.249876 0.562788 0.60028 0.536281 0.302189 0.42489 0.501983 0.344645 0.246793 0.725958 0.2697 0.611175 0.173077
threshold=100.53758024625002 77.172190634500012 -0.61225999999999992 -0.59681499999999998 101.06989495610001 78.433077497700012 37.186372654950006 80.468240302450013 41.24714903835001 0.36034500000000008 81.524804347700012 0.095845000000000027 0.095290000000000027 0.079785000000000009 0.086230000000000015 0.086355000000000029 -0.044409999999999998 77.898074329750017 0.087405000000000024 41.678468725050003 -0.22253999999999999 98.851916998450022 76.220476456350013 75.779569322950024 71.787208999250012 0.078505000000000019 0.075065000000000021 -0.11420499999999999 45.027406014450008 0.43162500000000009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=17 -2 -3 -4 -5 -6 -7 8 -8 10 -9 12 13 25 -15 -16 -17 21 19 -19 -21 29 23 24 -23 26 27 -12 -29 -1
right_child=1 2 3 4 5 6 7 9 -10 -11 11 -13 -14 14 15 16 -18 18 -20 20 -22 22 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.00087497184614299442 -0.075215041819930759 -0.075410059366069995 0.038459372141895085 -0.040776432505532714 0.031901609978336583 -0.071176065450354542 0.019035327454640066 0.029097754995476177 -0.071416963591207569 -0.052808156013437781 0.036122488213742643 -0.07041886172036925 0.072514433152001831 -0.0735343210468688 0.069083702354562765 -0.076277300703297593 0.0051699459008891623 0.021755484554455772 0.037698969461687354 0.019498736908969944 -0.080849578380247741 0.012390916553489876 -0.07509850657323805 0.044323593307675602 -0.075538343589219625 0.042336393646283492 -0.072000758847197546 -0.072679191610089094 0.028422687496888054 0.020880062095284924
leaf_weight=142.80325862625614 0.61967749366886238 0.31657088332576933 0.87220326653915137 1.2764209937304247 1.8505612078588445 0.43400449010277853 1.6222564830677577 2.4582633288809994 1.4062683470547197 0.4667017970314199 1.4633866822259778 0.37599694009986695 0.3656765563191583 0.61368143729487235 0.35409661923767988 0.42100479931104917 0.66928752901003452 1.4561907358001911 2.7241166972671635 0.3877325028879568 0.71125914008007363 0.36211117252241753 0.58145460858941067 0.57200364442542195 0.5001378592569381 0.90772017741255684 0.52537793091323681 0.43689159349014117 0.79331296565942466 2.067252877430291
leaf_count=1799 39 28 25 19 29 166 24 33 39 30 52 58 4 92 3 52 33 14 26 7 46 18 35 9 30 41 72 36 20 21
internal_value=0.000659642 -0.00485093 -0.00237766 -0.00104226 -0.00313785 3.02547e-05 -0.00439968 -0.00214957 -0.0229654 0.00424964 0.00708713 -0.000724674 0.00327579 -0.000817971 -0.0239629 -0.00290131 -0.02628 0.00132053 0.015993 -0.00714805 -0.0454459 0.000793181 -0.0256018 -0.00553559 -0.0386115 0.0107249 0.00181074 0.0162075 -0.00748237 0.00116044
internal_weight=170.415 18.2494 17.6297 17.3131 16.4409 15.1645 13.3139 12.8799 3.02852 9.8514 9.3847 6.92643 6.55044 6.18476 2.05807 1.44439 1.09029 152.166 5.2793 2.55518 1.09899 146.886 2.01571 1.43425 0.862249 4.12669 3.21897 2.69359 1.2302 144.871
internal_count=2900 895 856 828 803 784 755 589 63 526 496 463 405 401 180 88 85 2005 93 67 53 1912 92 57 48 221 180 108 56 1820
is_linear=0
shrinkage=0.0686431


Tree=685
num_leaves=31
num_cat=0
split_feature=1 0 2 0 2 0 3 4 2 4 3 2 1 1 1 0 0 4 1 1 3 3 4 3 3 2 2 3 2 4
split_gain=0.63528 0.413468 0.858018 1.03343 0.892229 1.71952 0.555319 0.963786 0.568494 1.00545 0.550728 0.470193 0.439712 2.26447 1.83573 1.35558 2.63973 1.09129 0.968426 0.912114 0.812762 1.31389 1.7552 1.35907 2.09945 1.74385 1.99998 1.72169 2.08455 1.63304
threshold=89.912793714750009 84.95796538030001 -0.074434999999999987 84.280473931450004 -0.093604999999999994 83.992808911450012 0.10500500000000003 39.468990633150007 -0.22386500000000001 48.680511450650009 -0.15959999999999999 -0.26820499999999997 66.697957758300021 66.318885161900013 65.630639880500027 92.031298721500022 90.259604813550013 36.514114975300011 65.727424373200009 67.649671936450019 0.10236000000000002 0.093295000000000031 41.24714903835001 0.083415000000000031 0.085765000000000022 -0.11808 -0.087910000000000002 0.08784500000000002 -0.067574999999999996 43.162556114600001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 -4 5 6 7 11 9 10 -9 -1 13 14 17 16 19 -3 -16 -14 21 23 -23 -19 -25 -26 29 -28 -29 -27
right_child=-2 12 3 -5 -6 -7 -8 8 -10 -11 -12 -13 15 -15 18 -17 -18 20 -20 -21 -22 22 -24 24 25 26 27 28 -30 -31
leaf_value=0.00032539687705902375 -0.00095647838109830371 0.0012441775365679873 -0.0012612013421347329 0.0013549809428006004 0.0017735063575742428 -0.002492216816436917 0.0013290584757280745 -0.0023884948286935466 0.0012509217601506673 0.00057832109926570961 -0.00029478589057030055 -0.00166687806818452 0.0017190225242937752 0.0014660845539736646 -0.00013728341244365693 0.00010030009080100285 -0.0019286766671105064 0.00045457341686058603 -0.0019530231394929646 -0.00048130991544212496 -0.00019049630973930835 0.0015348885271789122 0.0002049444918471466 -0.0012633238720650155 0.001277420895330767 -0.0019451501840717905 0.0010132569596634994 0.000326051270198595 -0.0017154353676436228 0.0001107472819111864
leaf_weight=0.60018888022750649 2.093349346325339 3.6411492684856048 3.9308819979778482 0.65025904774665821 1.0522575108334429 0.99584401445463377 1.291854825336485 0.75825644156429639 1.8152142059989298 3.9569731280207634 1.1974058846826663 1.6175781571655514 1.3394211065024131 5.1284072920680037 2.1222264543175688 90.663023842054827 3.5181363744195551 25.232456339057535 2.2219495591707528 1.4497262632648924 18.289460638072342 6.3636322133243075 8.6539094178006035 5.1869383375160423 3.8136232495307913 3.4187294966541257 6.1819196039577973 5.8574554761871704 2.7004598407074782 2.4516223464161158
leaf_count=8 360 23 153 3 8 16 9 38 19 33 47 89 8 34 11 1278 68 181 32 39 151 32 53 37 15 33 34 36 36 16
internal_value=9.74179e-05 0.000107627 -0.000172458 -0.000889854 7.49153e-05 -7.11902e-05 0.000143357 -1.06563e-05 0.000309921 2.1028e-05 -0.00110657 -0.00112771 0.000132871 0.000221467 0.000155072 4.03514e-05 -0.000821371 0.000212861 -0.00106599 0.000575347 0.000170262 0.000264708 0.000768504 0.000126755 -0.000152592 8.32962e-05 -0.00013766 0.00024025 -0.000318142 -0.00108655
internal_weight=218.194 216.101 17.8667 4.58114 13.2856 12.2333 11.2375 9.94562 7.72785 5.91264 1.95566 2.21777 198.234 101.264 96.1355 96.9703 6.30728 91.7914 4.34418 2.78915 88.1502 69.8607 15.0175 54.8432 29.6107 24.4238 20.6102 14.7398 8.55792 5.87035
internal_count=2900 2540 423 156 267 259 243 234 137 118 85 97 2117 724 690 1393 115 647 43 47 624 473 85 388 207 170 155 106 72 49
is_linear=0
shrinkage=0.00192234


Tree=686
num_leaves=31
num_cat=0
split_feature=0 2 2 2 2 4 4 1 1 3 1 0 4 3 0 2 1 4 4 0 3 4 2 3 3 0 4 2 2 3
split_gain=0.135413 0.132347 0.170474 1.14059 0.737228 0.541322 1.03212 0.563812 0.881799 1.30477 0.840033 0.886128 0.777029 0.41389 0.381078 0.374084 1.06869 1.28037 1.31644 1.36647 0.462479 1.15924 1.83142 1.12994 0.776269 0.764776 0.61038 0.588165 0.723583 1.09613
threshold=113.28087178455002 0.68694500000000025 0.072320000000000023 0.06041500000000001 0.11529000000000002 37.663157789700008 37.020641110850008 62.057679025150001 76.763544998700013 0.087605000000000016 69.873026810350026 90.437043050150024 45.027406014450008 0.083905000000000021 85.737618238150006 1.0000000180025095e-35 71.429644067900014 36.735256530150004 39.344049039350004 86.001087134900004 0.11614000000000002 41.134354310300004 -0.23771499999999998 0.11263500000000003 0.11048000000000002 87.393708446500014 39.646013290900008 -0.079824999999999993 -0.082314999999999985 0.083185000000000023
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 15 -4 6 13 14 10 12 11 -9 -10 -6 -7 20 17 -17 -19 -20 23 22 -22 24 27 -23 -24 28 -1 -30
right_child=-2 -3 4 -5 5 7 -8 8 9 -11 -12 -13 -14 -15 -16 16 -18 18 19 -21 21 25 26 -25 -26 -27 -28 -29 29 -31
leaf_value=0.00051771137806253702 -0.022981652952488892 0.020058142732117309 -0.050261727119872472 0.05894490106571619 0.025828715562788044 -0.0083673501956059645 0.073474294863685091 -0.057550489674009331 -0.081239324931806939 0.046096782295410837 -0.086990620608388761 0.01468229286951876 0.03341628006165745 -0.029147422203017307 0.044085943616785597 0.079150842938503455 -0.083482491562520078 -0.11828207058904514 -0.091988428965341679 0.022970617818934929 0.033142402063439345 -0.018707592500144539 -0.039124005765544312 0.058409484065469738 -0.048762830522229836 0.046056731447040693 -0.099700520599879161 0.0094431708788065612 0.023619196749313152 -0.053400586286999556
leaf_weight=82.922869462890944 1.2729431720404125 1.885397600242867 1.8034023824147905 1.8085244698449958 1.3671224305580829 1.454518538899719 1.3584001660346983 1.738193986268014 0.97257553943200059 2.0716820398229174 1.3759784679859874 1.8715409112628547 0.46294177789241076 1.5511134972039142 1.4856466427445409 0.83665938570629705 1.0611927378267862 0.61168849235400591 0.69925226640043581 2.5477580074220896 1.3903114475542677 1.8459491094108673 2.0422483547881698 1.8944696115795512 1.5949244550283754 2.0331360993441194 1.5544797256588934 42.100696932640858 1.4273597584106159 3.1320252710138448
leaf_count=1333 304 33 42 21 34 26 9 29 71 27 29 30 8 32 15 6 64 7 77 31 17 32 36 25 23 27 21 432 11 48
internal_value=0.000687996 0.000866384 0.000649735 0.00144626 -0.00614998 -0.00108615 0.021023 -0.00935624 -0.0188741 0.00911163 -0.0385607 -0.0200999 -0.0442639 -0.00339244 0.018137 0.000742195 -0.0174619 -0.0025406 -0.0202533 -0.00178612 0.00148049 -0.0146286 -0.0378592 0.00255378 0.00174711 0.0152372 -0.0653047 0.00236879 -0.00103574 -0.0292888
internal_weight=170.175 168.902 167.017 149.504 17.5131 15.7097 4.27664 11.4331 8.49291 3.5072 4.98571 3.60973 1.43552 2.91824 2.94017 147.695 5.75655 4.69536 3.8587 3.24701 141.938 8.86612 4.98704 133.072 131.178 3.87909 3.59673 129.583 87.4823 4.55939
internal_count=2900 2596 2563 2211 352 310 75 235 194 106 88 59 79 66 41 2190 185 121 115 108 2005 133 74 1872 1847 59 57 1824 1392 59
is_linear=0
shrinkage=0.0728446


Tree=687
num_leaves=31
num_cat=0
split_feature=4 4 2 1 1 2 0 2 4 1 0 1 4 3 2 1 2 4 2 4 3 3 2 3 1 2 4 4 0 1
split_gain=0.398354 0.79997 1.17321 1.28618 1.27496 2.85871 1.20312 1.02776 0.86383 0.827872 0.638031 0.635994 0.652178 0.815176 0.618876 0.91695 0.615224 0.59279 0.575254 0.517346 1.02559 1.47817 2.7645 0.948843 2.44244 0.94175 0.978454 0.887632 0.74323 0.71581
threshold=42.599563320500003 43.19689381845 -0.08725999999999999 62.399113207700005 62.106071271500007 -0.082885 90.437043050150024 -0.11911999999999999 43.245737185650007 61.993156030000002 75.994645973400011 83.715897724050009 42.508878681700004 -0.22253999999999999 -0.16297999999999999 56.229101798300007 -0.61225999999999992 43.061965423550006 -0.15009499999999998 44.527357125550004 0.083415000000000031 0.08708500000000001 -0.095714999999999995 0.082325000000000023 62.55235532115001 -0.23871499999999998 50.065525775750011 44.758188263300006 95.762878606550018 61.987779113750001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=10 2 7 4 5 -4 -5 18 -3 -9 14 -12 13 -13 15 -1 -10 -8 -2 20 23 22 -22 24 29 26 -21 -27 -26 -18
right_child=1 8 3 6 -6 -7 17 9 16 -11 11 12 -14 -15 -16 -17 19 -19 -20 25 21 -23 -24 -25 28 27 -28 -29 -30 -31
leaf_value=0.0021033257623598017 -0.0010957199298588839 0.0014962133367576091 0.0012080677236005919 -0.0027961111066167267 0.0013100302279410224 -0.0020312520594723943 -0.0011938710890691715 -0.0003212184061860573 0.0016150629814027199 -0.0024825720433440898 0.0001886843133718673 0.00036167904923055784 0.0015260280722631733 -0.0020747321556416295 -0.0020802321615004372 -0.0020303463755535905 2.8048805363340622e-05 0.00083585454682620457 0.00058646764846891552 -0.0021596189020790515 0.00024783010319888123 0.00048791650598936566 -0.0030403602111560169 0.0017553731985373753 0.001688440571293011 -0.0017396748207890969 0.0013895640117783312 4.2618722822489259e-05 0.0001023132882503315 -0.0029666757895230617
leaf_weight=0.45551035180687904 1.5608234229221127 1.6689595491625357 2.2660561073571452 1.0202199923805895 3.5155912153422832 1.9476859213027609 1.1566664671117908 0.97597392834723296 0.9535367616917928 2.2570594290737063 151.60848075163085 0.83306870888918716 0.40224995301105071 1.4416240105711029 0.95773268985794746 0.37713201716542244 0.46209924470167763 1.060338689247146 1.5654843505471943 1.5659656400093798 2.4651699718087912 5.5691404887329554 1.6349944795947502 2.5812153902370483 2.670490552787669 1.135512110486167 0.36900823298492458 19.935826255372376 1.9764263687538912 0.91345003806054592
leaf_count=3 30 11 12 14 17 50 32 12 10 47 1370 52 7 296 68 48 45 14 14 98 16 68 36 13 27 31 5 408 33 13
internal_value=0.000105869 -2.8168e-05 -0.000384936 3.60813e-06 0.00043818 -0.000289218 -0.00103399 -0.00105497 0.000112631 -0.00183011 0.000158451 0.000171956 -0.00077545 -0.00118244 -0.00100534 0.000231045 5.79545e-05 -0.000223104 -0.000253372 2.19859e-05 0.000268291 -0.000169894 -0.00106338 0.000760747 0.000334453 -0.000173644 -0.00148277 -5.34272e-05 0.00101383 -0.00196063
internal_weight=217.303 61.2277 17.3259 10.9666 7.72933 4.21374 3.23723 6.35934 43.9018 3.23303 156.076 154.285 2.67694 2.27469 1.79038 0.832642 42.2328 2.21701 3.12631 41.2793 18.273 9.6693 4.10016 8.60368 6.02247 23.0063 1.93497 21.0713 4.64692 1.37555
internal_count=2900 1056 242 139 79 62 60 103 814 59 1844 1725 355 348 119 51 803 46 44 793 251 120 52 131 118 542 103 439 60 58
is_linear=0
shrinkage=0.00196078


Tree=688
num_leaves=31
num_cat=0
split_feature=1 1 1 0 0 1 0 3 2 0 3 3 2 0 4 1 2 2 1 0 0 1 4 2 4 4 3 0 1 4
split_gain=0.132682 1.65178 1.8263 0.896449 1.97955 0.807934 1.45513 0.553375 0.590248 0.446942 0.657542 2.30884 1.05859 0.646287 0.504408 0.403465 0.601424 1.52546 3.18911 0.591931 0.685412 0.524712 0.530986 1.5922 1.10229 1.34186 1.15747 1.14913 0.99214 0.614118
threshold=66.697957758300021 66.318885161900013 65.727424373200009 92.031298721500022 90.259604813550013 67.649671936450019 89.219171517050015 0.083415000000000031 -0.10282499999999999 87.29692395375001 0.087265000000000023 0.083565000000000014 -0.068524999999999989 86.866770652900016 42.541806567400009 62.116825104000007 -0.058529999999999992 -0.081474999999999992 62.197478847950002 86.530713386650021 86.420486603250012 62.095317438950012 43.968221017800005 -0.097799999999999984 41.872669623500009 41.755948821900006 0.08079500000000002 85.447264760050004 62.036171360100006 42.686561923500008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 9 4 5 -2 -7 -6 -9 13 11 12 -11 15 -12 19 17 18 -17 20 21 22 24 -24 25 -1 -26 -28 29 -29
right_child=3 -3 -4 -5 7 6 -8 8 -10 10 14 -13 -14 -15 -16 16 -18 -19 -20 -21 -22 -23 23 -25 26 -27 27 28 -30 -31
leaf_value=0.00010036444226244675 0.059613292548401892 0.044209460189539231 -0.063163687629225404 0.00049942584539513146 -0.099996916103382419 -0.095172753121409881 0.049754379601002548 0.0039396557909271669 -0.075875374728120615 -0.0045107430874535906 0.027430759250681256 -0.053568290487654303 0.053173283680110588 -0.024274699501840986 -0.0015198369886318681 -0.099911192147420808 -0.043816373099868411 0.044113478499027019 0.0094766518006087954 0.02262270339241703 -0.036137070141404048 0.036804291133551457 -0.0044114739847063295 0.060886237870431209 -0.082457983018024303 0.048935952713887787 0.016810007925773893 -0.084878267352243256 0.0011074283674332812 -0.029494735751639408
leaf_weight=24.031786142382774 1.0596804120577865 3.9129549115896216 1.9238645697478194 67.278578651200633 1.1690991086652505 0.57608112412708556 0.63289129239274189 0.72356727253645658 0.91130119588342473 3.275194488465786 9.4307017102837545 2.7736401185393333 2.3994623627513665 4.745558693073689 3.6274031512439242 1.6050949003547419 1.9815663688059411 2.1610268219374129 4.1854765325842891 6.0497806705534449 2.0989825899014241 1.853371595032512 4.9044888713688124 2.4313739788485682 1.1460804167654703 2.7271519973874083 3.6803726840589643 1.47560974303633 2.6333612614544109 2.128931004437618
leaf_count=291 8 34 33 1638 25 29 16 10 33 27 59 21 29 35 26 23 49 15 62 36 18 16 88 24 92 16 55 28 32 32
internal_value=0.000622027 0.0022146 0.0004528 -0.00151715 -0.0282631 0.017558 -0.0193041 -0.0653364 -0.0405505 0.00179264 0.0101092 -0.00423345 0.0198803 -0.000768351 0.0193886 0.000945324 -0.0112952 -0.00319083 -0.0208447 0.00314954 0.000750746 0.00239769 0.00098561 0.0172306 -0.00216512 0.00507747 -0.0196812 -0.0124272 -0.0296772 -0.0521674
internal_weight=169.534 97.1832 93.2703 72.3512 5.07262 2.26865 1.20897 2.80397 1.63487 91.3464 21.5064 8.4483 5.67466 69.84 13.0581 65.0945 9.93316 7.9516 5.79057 55.1613 49.1115 47.0125 45.1592 7.33586 37.8233 26.7589 11.0644 9.91827 6.2379 3.60454
internal_count=2900 1141 1107 1759 121 53 45 68 43 1074 162 77 56 912 85 877 149 100 85 728 692 674 658 112 546 307 239 147 92 60
is_linear=0
shrinkage=0.0659776


Tree=689
num_leaves=31
num_cat=0
split_feature=1 2 1 1 1 1 3 3 4 3 1 3 2 0 0 3 4 2 0 3 3 0 3 0 4 2 2 1 3 2
split_gain=0.173694 0.481897 0.139834 1.44477 0.579178 0.669883 0.445941 1.27865 2.32569 1.84193 1.97998 0.932304 1.92137 2.6429 0.969884 0.856311 0.759154 0.754955 0.727038 0.700653 0.605354 0.595024 0.703084 1.06275 1.3735 0.578072 0.560786 0.830853 1.09739 0.863254
threshold=55.583871847050013 0.11529000000000002 63.910026677050006 62.837331883000012 64.221887820150016 64.321360770950022 0.091975000000000015 0.08784500000000002 41.468518788800004 0.086655000000000024 62.116825104000007 0.083415000000000031 -0.10098 85.872041144650012 87.181320254150009 0.083185000000000023 39.852039223600009 -0.082314999999999985 85.656964494200011 0.10045500000000003 0.10236000000000002 85.807518149550006 0.10273500000000002 86.280686780500005 41.840895355800008 -0.062629999999999991 -0.26138499999999998 61.950140699950005 0.08079500000000002 -0.080319999999999989
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 6 -4 -6 7 9 -9 10 11 14 -13 -14 15 26 20 -10 19 -18 -8 -20 25 24 -24 -23 -2 28 -28 -29
right_child=2 -3 4 -5 5 -7 16 8 17 -11 -12 12 13 -15 -16 -17 18 -19 21 -21 -22 22 23 -25 -26 -27 27 29 -30 -31
leaf_value=-0.076899614890830054 0.053701462207037802 0.067944060612712687 -0.047156863661941564 0.042425538664242098 0.068903935245430495 -0.0010380718293414655 0.058782687709399657 -0.09697471966519286 0.0088789003141342138 0.045617576214226865 -0.050341059030665353 0.034495740016601863 0.0017071730680142086 -0.12017673704290215 0.062999813024400761 0.053216269899785382 -0.072569311602311198 -0.048091857608714393 0.029582504512990552 -0.0029111318781305058 0.010620854072122361 0.0009958694065628495 -0.1007023784532079 0.0070087128246682827 0.0013872293579149722 0.040062445491908426 -0.0003612231029499 -0.052315275918875574 0.063669928891599656 -0.00089088894853465214
leaf_weight=0.45248760416143241 0.99133433017415029 0.16682078503072262 1.4320332321367448 4.6429329987149677 0.73275070171803136 87.079636970063802 2.4413037812337306 2.066356247989459 4.308414398226887 4.4518319144845 4.3040948368143281 2.0235548643395305 2.0906898337416346 1.7212146185338495 1.6875743223354209 1.8026870116591442 1.2702143755741446 1.7298373761586843 4.6882030256092575 1.9310985393822191 3.2000971827656031 6.7103775031864643 1.4718778831884258 3.773350290954113 1.3322480834904125 2.8692422537133115 7.5030535132391467 2.8598999199457467 1.7518946384079752 4.3928654601331791
leaf_count=113 14 2 22 47 11 1937 20 32 35 27 43 14 27 15 12 9 23 29 29 33 29 40 18 31 28 24 153 43 10 30
internal_value=0.000622871 -0.0378836 0.000765447 0.00301815 -0.00120384 -0.000454441 0.000524522 -0.00415703 -0.0302694 0.00179087 -0.00447692 0.00288208 -0.0228734 -0.0533279 0.0100426 0.00541252 0.00741333 -0.00744207 0.00177126 -0.03055 0.0314628 0.006735 0.000105488 -0.018233 -0.0521993 0.0126969 0.000487959 -0.00270766 0.0117594 -0.0211685
internal_weight=167.88 0.619308 167.261 78.0162 89.2444 87.8124 73.3733 43.6853 8.10461 35.5807 31.1289 26.8248 5.83546 3.8119 20.9893 19.3017 29.688 6.03825 24.0466 3.20131 5.6414 20.8453 16.1571 6.57748 2.80413 9.57962 17.499 16.5077 9.25495 7.25277
internal_count=2900 115 2785 815 1970 1948 768 493 96 397 370 327 56 42 271 259 275 64 226 56 49 170 141 77 46 64 250 236 163 73
is_linear=0
shrinkage=0.0728446


Tree=690
num_leaves=31
num_cat=0
split_feature=0 1 4 3 1 0 1 3 4 3 2 3 3 0 2 4 2 2 3 4 3 4 4 0 2 2 4 2 3 3
split_gain=0.118049 1.15255 0.645844 0.598987 0.342349 0.306734 0.79124 1.11137 0.291351 0.420727 0.470428 0.400647 0.372849 0.692482 0.332311 0.915618 0.977481 0.757801 0.670308 0.442399 0.498997 0.388108 0.807015 0.321689 0.22217 1.05816 1.42134 0.749969 0.752797 0.726851
threshold=85.613949164150014 61.917879202350001 43.968221017800005 -0.15684499999999998 61.907125369850007 85.807518149550006 61.960894532450006 0.087530000000000011 35.131296350900008 0.10236000000000002 0.18145000000000003 0.093480000000000021 0.10332500000000001 83.680947768350009 -0.11600999999999999 43.022303514600004 -0.01762 -0.013805 1.0000000180025095e-35 41.678468725050003 -0.5351999999999999 48.919835655300012 48.680511450650009 71.249517373150013 -0.068524999999999989 -0.075840000000000005 39.344049039350004 -0.054494999999999995 0.087530000000000011 -0.2485
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 3 -3 8 6 -2 -8 12 10 11 14 13 -1 18 16 -16 -18 19 -10 -21 22 23 -22 25 -7 -27 28 -26 -29
right_child=5 2 -4 -5 -6 24 7 -9 9 -11 -12 -13 -14 -15 15 -17 17 -19 -20 20 21 -23 -24 -25 27 26 -28 29 -30 -31
leaf_value=-0.068333622410166273 -0.013573015971866579 -0.0023105234570499388 0.0079472187736937122 -0.071004992367177056 0.032233262260801684 7.9937675120041798e-05 -0.0054829675602945322 0.041440805097164003 0.030363255590942877 -0.029100349124245552 0.04182493183753775 -0.034660608064577964 0.065886659190476829 0.066932160463015575 -0.087640671724823468 0.037590069152539117 0.066857529767493706 -0.066073140370780326 0.04720821927603755 0.032269566028026456 -0.0001250846522404041 -0.048147141951118202 0.054514540489623897 -0.077692423382599587 -0.0061866039591068588 0.014592976178583121 -0.054178335100934311 -0.039826301191897215 0.034260429114943203 0.0018570575862007388
leaf_weight=0.32353516304283825 3.7024828919675192 0.69344453990925181 0.95789310708641995 1.9345331374934165 1.475933117792011 78.580285033100836 3.5086136946920288 4.8162010489031672 1.3372115322854359 2.0287876660004249 1.091864407993852 1.3138486568350334 0.59309742599725723 0.28741452097892761 0.92151893489062797 0.81973127937089874 0.41334810107946407 0.29594002173689571 1.5188605671282855 0.7946749608963718 0.40792181383585713 1.4176402557641266 0.605185367166996 0.45467702677706257 2.7626483051790256 1.8912699577776937 3.3481306073954329 1.7547040093777457 5.6049443310475908 40.789857192198269
leaf_count=43 33 20 13 124 8 1347 35 30 27 23 11 19 7 2 12 39 3 57 20 17 35 21 4 18 33 28 38 49 52 732
internal_value=0.000494714 -0.00411637 -0.0366302 -0.0528786 0.00312473 0.00111327 0.0108167 0.0216641 0.000187194 -0.00249369 0.00224448 -0.00195107 0.0300704 -0.00469933 0.00283103 -0.0170848 -0.0445674 0.0113942 0.0102979 -0.000875767 -0.0122269 -0.0244816 -0.00162461 -0.0410109 0.000247059 -0.00175991 -0.0293539 0.00355126 0.0209064 0.000137873
internal_weight=166.446 19.6871 3.58587 2.62798 16.1012 146.759 12.0273 8.32481 14.6253 13.4212 11.3924 10.3006 1.20405 0.61095 8.98671 2.45054 1.63081 0.709288 6.53617 5.01731 3.6801 2.88542 1.46778 0.862599 134.732 83.8197 5.2394 50.9122 8.36759 42.5446
internal_count=2900 523 157 144 366 2377 98 65 358 306 283 272 52 45 253 111 72 60 142 122 95 78 57 53 2279 1413 66 866 85 781
is_linear=0
shrinkage=0.0634156


Tree=691
num_leaves=31
num_cat=0
split_feature=0 1 3 4 4 2 2 2 2 3 2 0 2 0 1 0 2 4 2 2 1 0 3 1 0 1 0 1 1 1
split_gain=0.11483 0.580307 0.281614 0.435942 0.817384 0.66054 0.405704 0.522618 0.648916 0.409549 0.384237 0.742142 1.16992 0.522583 1.19964 0.346916 0.332096 0.279388 0.26901 0.603749 0.773018 0.259358 0.560354 0.23626 0.503637 0.740397 0.265793 0.381798 0.423958 0.323315
threshold=100.53758024625002 77.172190634500012 0.09660500000000001 42.027086531450003 37.962710038050005 0.11529000000000002 0.25828500000000004 0.06041500000000001 -0.0039949999999999994 -0.21013499999999999 -0.078219999999999998 101.15323715815002 -0.08459499999999999 101.99741301110002 80.677940036650014 102.65877371115 -0.50001499999999999 41.061442884200012 -0.15895000000000001 -0.088944999999999996 89.619751778500017 106.56510337475001 -0.21013499999999999 77.898074329750017 99.515966156650009 78.349735295650007 98.851916998450022 76.220476456350013 75.779569322950024 71.787208999250012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=23 -2 6 4 5 -4 7 8 10 -8 11 -3 13 -13 -15 -12 -16 -9 21 20 -20 -18 -23 26 25 -25 -1 28 29 -28
right_child=1 2 3 -5 -6 -7 9 17 -10 -11 15 12 -14 14 16 -17 18 -19 19 -21 -22 22 -24 24 -26 -27 27 -29 -30 -31
leaf_value=0.00081059912974592706 -0.064442483422035082 0.056340662638785122 -0.064091379574289287 0.024206354217491382 -0.063459277426629046 0.055586991052108327 0.018871822770834119 -0.00037254073160303866 -0.065875779120045247 -0.067277740666205829 -0.0085884944835986198 0.036078693641547352 -0.071033612775973143 -0.06763827891056369 -0.061924475393371918 0.037410800388329057 0.046644921856761078 0.046525337342098558 -0.064473014031791731 0.026951804720933774 0.027654610232724648 0.047792255050750097 -0.061789443407408884 0.022334519620681406 0.030806535563044118 -0.045031637289796873 0.009981068858253575 -0.064762982301346778 0.035783173486574456 -0.065290316279403585
leaf_weight=140.7466453236193 0.55208202864014566 0.65932063758373249 0.24672891206705516 0.60197502308074025 1.2437211812848543 0.49527044748356275 0.29738658304268029 0.67208341729565413 0.53094154780228286 0.58409239455068096 0.88682519458234255 1.1366834514192294 0.97088336661909203 1.000693451023835 0.25298611651396541 1.7230154008702809 0.99673223431454816 1.3955199747360891 0.87801029190268198 1.2411077351425808 0.51659992655004316 0.37155307224020362 0.30215337133631692 1.35340639372589 2.7786110558081418 1.0229535556427434 0.36491749412380048 0.52985062537481997 0.54662984330207109 0.46147620849660598
leaf_count=1820 39 7 47 29 49 13 17 34 65 57 11 18 44 54 74 45 16 42 65 27 69 9 64 31 31 31 18 35 9 30
internal_value=0.00042212 -0.00414701 -0.00218939 -0.0203411 -0.0338458 0.0157917 0.00106875 0.003627 -0.00135904 -0.0382133 0.00177308 -0.00449775 -0.00972925 -0.000841138 -0.00838923 0.0217802 0.00461544 0.031281 0.00852465 -0.00336588 -0.0303465 0.0272862 -0.00135449 0.000964847 0.0135329 -0.00666464 0.00051067 -0.0216736 -0.00504544 -0.0320521
internal_weight=165.361 17.5564 17.0043 2.5877 1.98572 0.741999 14.4166 13.5351 11.4675 0.881479 10.9366 8.32672 7.6674 6.69652 5.55984 2.60984 4.55914 2.0676 4.30616 2.63572 1.39461 1.67044 0.673706 147.804 5.15497 2.37636 142.65 1.90287 1.37302 0.826394
internal_count=2900 895 856 138 109 60 718 644 568 74 503 447 440 396 378 56 324 76 250 161 134 89 73 2005 93 62 1912 92 57 48
is_linear=0
shrinkage=0.0597579


Tree=692
num_leaves=31
num_cat=0
split_feature=0 2 2 2 2 4 4 4 3 1 2 2 2 1 1 1 3 2 1 4 4 4 4 3 3 3 4 2 3 0
split_gain=0.119059 0.134586 0.161101 0.995845 0.531958 0.51801 1.18139 0.575002 1.14814 0.7129 0.593759 0.530729 0.9832 0.875852 0.50549 0.325206 0.355485 0.300968 0.950092 1.14778 1.12031 1.27192 0.462825 0.471348 0.40125 0.990247 0.982271 1.6016 0.678713 0.63567
threshold=113.28087178455002 0.68694500000000025 0.072320000000000023 0.06041500000000001 0.11529000000000002 39.344049039350004 39.788107623550012 40.21994457600001 0.070195000000000021 76.919475570250015 0.19122000000000003 0.19122000000000003 0.20981000000000005 65.727424373200009 78.820215468450016 70.284360904350009 0.10236000000000002 1.0000000180025095e-35 71.429644067900014 36.735256530150004 39.344049039350004 41.028010303750008 45.673096293200011 -0.1444 0.11614000000000002 0.11263500000000003 41.134354310300004 -0.11911999999999999 0.11048000000000002 87.393708446500014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 17 -4 11 -7 -8 -9 10 -10 -6 -13 -14 -11 -15 -17 24 19 -19 -21 -22 23 -23 25 28 27 -26 -1 -28
right_child=-2 -3 4 -5 5 6 7 8 9 14 -12 12 13 15 -16 16 -18 18 -20 20 21 22 -24 -25 26 -27 29 -29 -30 -31
leaf_value=0.0019277831132634851 -0.020894346335019479 0.01914621104487383 -0.042378415642938594 0.053800919197455471 0.045716503639056709 -0.088585743157754568 0.042298953039669358 -0.084685424917885652 -0.0016029601292168378 0.065806241106614261 -0.070409398404418094 -0.059674544070209792 0.062756091049874813 0.0093013880778434997 -0.0032224879902090805 -0.073284509190815875 0.01592028280184879 0.073828048623589937 -0.077902515895557398 -0.10736621444091114 0.042709078836890846 0.020789391732546413 0.027732976527142874 -0.086566019269048611 0.0052893835885368043 0.053007192827625407 -0.016532086364600018 -0.074133122225717496 -0.042950860991623707 0.040306199585856857
leaf_weight=125.7425899640657 1.2243881981269158 1.8213032281491894 1.7023599808162568 1.6709285899996746 1.6367940682684983 0.89110891369637091 1.0456286570988593 0.89042058536142565 1.9920428422628904 1.0063767066749276 0.84018546345760103 1.0193357361204105 1.2908488619141278 2.3502248628064994 0.9931428285781293 0.55344974854233431 0.33968634525081143 0.77366863924544205 0.94578888900286973 0.56191777344793115 1.515127048827708 0.24027411616407335 0.31788881635293353 0.97330206300830446 2.4256460900069214 1.7736530002439383 1.775080901803449 2.3606546847004193 1.6081229874689587 1.9408595885615794
leaf_count=1824 304 33 42 21 16 14 18 37 44 25 28 13 16 18 22 54 5 6 64 7 14 46 4 44 29 25 32 45 23 27
internal_value=0.000430843 0.000591031 0.000381357 0.00111552 -0.00603364 -0.00186697 -0.0142894 -0.00450683 -0.0130598 0.000139775 -0.0220145 0.0113649 0.0012405 0.0149348 0.0315203 -0.00409792 -0.0393573 0.000499704 -0.015508 -0.00204158 -0.0183081 -0.00188212 -0.0459976 -0.0653109 0.00111941 0.00207049 -0.0133247 -0.0338826 0.00136108 0.0131549
internal_weight=164.223 162.998 161.177 144.626 16.5516 14.8492 7.65891 6.7678 5.72217 4.83175 2.83223 7.19034 5.55355 4.53421 1.99952 3.24336 0.893136 142.955 5.32797 4.38218 3.60851 3.04659 1.53146 1.21358 137.627 129.124 8.50224 4.7863 127.351 3.71594
internal_count=2900 2596 2563 2211 352 310 188 174 156 119 72 122 106 93 47 77 59 2190 185 121 115 108 94 90 2005 1872 133 74 1847 59
is_linear=0
shrinkage=0.0686431


Tree=693
num_leaves=31
num_cat=0
split_feature=0 0 2 0 3 3 3 0 4 0 4 0 0 3 4 4 2 2 0 1 2 2 2 3 3 2 0 4 1 0
split_gain=0.358561 1.20822 1.33028 0.657023 0.54726 0.632222 1.22938 0.644716 0.883018 0.828041 0.718938 1.20594 1.09235 0.89332 1.82373 1.67289 1.28946 1.13336 1.80587 1.48126 1.26981 2.52753 2.22633 1.09356 1.20406 1.70311 2.81416 0.936783 0.88081 0.874966
threshold=93.972365491700018 94.550383989750017 -0.14739999999999998 93.867515624600017 0.43162500000000009 0.10236000000000002 0.10176000000000003 84.95796538030001 34.997818021800008 85.253695774650012 36.514114975300011 92.851278451300018 92.031298721500022 0.084535000000000013 43.411469133450005 42.773538294100007 -0.092864999999999989 -0.121865 90.337570099350003 62.020040611300011 -0.083135000000000001 -0.075840000000000005 -0.040019999999999993 0.091545000000000029 0.089475000000000013 -0.117115 85.939252597950016 41.678468725050003 69.563854125350005 86.388225105700016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 5 6 7 8 -1 -9 12 13 -11 17 15 23 -17 29 19 -19 -21 -22 -23 24 25 -15 -27 -28 -13 -12
right_child=1 -3 -4 -5 -6 -7 -8 9 -10 10 11 28 -14 14 -16 16 -18 18 -20 20 21 22 -24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.0021335385126298873 0.00034422278932574033 4.5943739366165789e-05 -0.0018430224614705249 0.0010467362701127123 0.0010686766723093386 -0.00017704296939463946 0.0016722259192227334 0.0012871324069845204 -0.0001133477352519055 0.00017848825140998387 0.00052770768096604222 -0.0019450441929512875 0.0016864680548301493 0.0013424284720514677 0.001123258777036347 0.00018095747807700209 -0.0019285025884553809 0.00087578292621957106 0.0015833838916090646 -0.0012404968859330691 0.001498616548558493 -0.002129896228488447 0.00076680838471163712 0.00040569107470054991 -0.0013959345871859801 0.0012505352431918637 -0.0016416317682149035 -0.00030183332575431398 -0.00021379297656725512 -0.00085060623823260059
leaf_weight=0.88665554096223687 1.7360208305763078 64.772401551951589 2.782730300561524 3.0764937608037135 2.3463611006736746 23.614862521644682 2.0745241604745379 2.6596683268435291 13.457621798035687 4.9526563910767427 3.071380245499312 1.7264604037627567 2.945054835639894 2.6311794742941794 4.8043606595892916 1.6808545067906377 3.3041435994673511 10.100517665967351 5.7192766846856093 3.053401564247908 3.4367179041728395 2.1910254694521445 1.9087782848218848 14.268250397406517 3.2908670254982999 2.874759618658584 4.2521550247911346 3.7989941770210862 3.2695615499396808 4.1814832782838494
leaf_count=68 37 1421 63 24 15 209 11 15 322 35 28 23 18 13 43 12 46 59 43 33 13 17 37 95 31 18 40 25 33 53
internal_value=9.22997e-05 -2.2444e-05 -0.00100272 0.000150943 0.000130144 0.000113224 0.000177563 0.000147881 -0.000238221 0.000209335 0.00017656 0.000120551 0.000740814 0.000183035 -1.16526e-05 -0.000162687 -0.00121723 0.000419613 0.000608158 0.000338584 -0.000173788 0.000258386 -0.000781254 6.25685e-06 -0.000332017 -7.37605e-05 -0.000414807 -0.00100944 -0.000812056 -0.00026693
internal_weight=204.869 69.2912 4.51875 135.578 132.502 130.155 106.54 104.466 14.3443 90.1215 87.4619 79.5642 7.89771 74.5681 40.9056 36.1012 4.985 33.6626 26.4097 20.6904 10.5899 7.53652 4.0998 31.1162 16.848 13.5571 10.9259 8.05115 4.99602 7.25286
internal_count=2900 1521 100 1379 1355 1340 1131 1120 390 730 715 662 53 606 323 280 58 283 202 159 100 67 54 222 127 96 83 65 56 81
is_linear=0
shrinkage=0.00196078


Tree=694
num_leaves=31
num_cat=0
split_feature=4 4 2 4 4 2 2 2 3 2 3 0 3 0 3 4 2 1 1 2 0 1 1 3 0 0 0 3 3 3
split_gain=0.115324 0.984078 1.73318 0.708437 0.713397 0.942544 0.555004 0.807071 0.950242 0.730541 1.02514 1.34791 0.867275 0.414037 0.396313 0.26609 0.444362 0.235119 1.09869 1.04762 0.930331 0.589069 0.415478 0.289011 0.458837 0.476302 0.253485 0.348908 0.227321 1.11118
threshold=37.020641110850008 36.514114975300011 -0.081169999999999992 36.372781240150012 36.173488152900006 -0.58892999999999995 -0.26820499999999997 -0.121865 -0.25215499999999996 -0.10518999999999999 0.091250000000000012 94.047642319350018 0.099780000000000021 89.99344745865001 0.081315000000000012 37.360990606650006 0.18145000000000003 61.614083433650009 58.549241164900003 -0.23557500000000001 76.591483678350016 61.409760615700009 61.767325547050007 -0.25765499999999997 86.597924839850023 95.071944867050021 71.340924949550015 -0.25095999999999996 0.088165000000000021 0.090225000000000014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 5 -1 -7 8 -8 -9 11 -11 -12 -14 -13 16 -2 18 19 -17 26 -20 -19 24 -24 -26 27 -21 -25 -30
right_child=15 2 -4 -5 -6 6 7 9 -10 10 12 14 13 -15 -16 17 -18 22 21 20 -22 -23 23 28 25 -27 -28 -29 29 -31
leaf_value=-0.094091152772660044 -0.0022646266544856328 -0.099213344483712815 0.0010372197827438318 0.053814194448498026 -0.067362776608856839 0.05214070170198383 0.013450480062228296 0.055660270055350403 -0.083154948387311911 0.05059681690949247 -0.08258062461795361 -0.078120235385117406 0.023401682660590378 -0.034182698076521606 0.02608361220222884 -0.079136175364261471 0.065265469840813023 0.032704514605457695 -0.080219131173044397 -0.032940704854576605 0.054505565153770162 -0.014571997361371576 -0.059856566014108277 0.0042670931185487728 0.024860664057411035 -0.04944197327658971 -0.036005282502718873 0.018435379557581073 -0.024946636370021209 0.002011016316578631
leaf_weight=0.45666220395105384 1.0677821037006641 1.3264912094882677 2.0973689025413469 1.1959038709364911 0.72940494887734608 1.1298493083772854 0.89167186766280782 1.4156068526572152 1.0385459276831142 2.7130820206366546 0.92343672279184863 0.60701617962877197 1.231626767665148 1.1264014985006268 0.23995745301272109 0.6312826225766911 0.8054690659046172 1.9753980860114086 1.3085860634746496 0.8461232489789835 1.8358725314028559 1.2682928559370339 0.94270147569477503 66.52466840615034 1.1797370839631183 0.62021752375585482 0.91948509197391093 2.3603538762836238 8.2684071545809257 56.001426246871233
leaf_count=23 42 34 26 12 24 28 40 17 77 28 41 50 11 32 25 56 6 12 51 34 21 12 17 1141 24 48 30 61 137 740
internal_value=0.000444366 -0.00488617 -0.0378024 0.00334065 -0.00148701 0.00259407 0.00649544 0.00143305 -0.0385277 0.0107744 0.00148691 0.0269973 -0.0261893 -0.00410568 -0.0485981 0.00106717 0.0267723 0.000734354 -0.0099031 0.00495119 0.013855 -0.0479088 0.00145418 0.000991898 -0.0210608 -0.000742091 -0.00423276 0.00487829 0.00145433 -0.00145712
internal_weight=163.679 17.123 3.42386 13.6992 12.5033 11.7739 11.3172 10.1873 1.93022 8.25713 6.84152 3.56006 3.28146 2.35803 0.846974 146.556 1.87325 144.683 9.17 6.59312 5.96183 2.57688 135.513 133.537 2.74266 1.79995 4.12596 3.20648 130.795 64.2698
internal_count=2900 468 60 408 396 372 349 321 117 204 187 103 84 43 75 2432 48 2384 265 202 146 63 2119 2107 89 72 125 95 2018 877
is_linear=0
shrinkage=0.0686431


Tree=695
num_leaves=31
num_cat=0
split_feature=4 0 2 2 1 0 0 2 4 1 3 2 0 3 3 0 4 2 0 4 3 3 1 2 3 4 2 3 1 2
split_gain=0.572279 1.21013 1.01097 2.2498 1.60277 1.30337 3.44272 4.94905 2.88613 1.16374 1.08851 3.47622 2.97371 2.90883 1.65979 2.80788 1.24496 1.32055 1.046 1.0338 1.29766 1.79031 2.36579 1.16522 1.10077 1.73064 1.06034 3.19822 2.79168 1.52499
threshold=42.178283198950005 104.06483731340002 -0.067574999999999996 -0.054494999999999995 60.474177186300004 86.20003303655001 87.181320254150009 -0.12350999999999999 41.348489042950007 61.82916008405001 0.084365000000000009 -0.036264999999999999 85.872041144650012 0.076080000000000023 0.094165000000000013 96.249489528150022 36.625813070500008 0.26077000000000011 86.388225105700016 39.788107623550012 0.087405000000000024 0.094625000000000029 69.276189105400007 -0.121865 -0.25445999999999996 38.828362408050005 -0.14228499999999997 0.085765000000000022 75.465019721650009 -0.086339999999999986
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 -4 -5 8 7 -7 -1 -6 13 -12 -13 16 15 -14 -11 -18 -16 20 24 23 -23 -22 -8 -26 -21 -28 29 -29
right_child=-2 -3 3 4 9 6 19 -9 -10 10 11 12 14 -15 18 -17 17 -19 -20 26 21 22 -24 -25 25 -27 27 28 -30 -31
leaf_value=-0.0001253687431131232 -4.0741263187857049e-05 -0.0012361047605008761 0.0012497136883453234 -0.0015227179444452124 0.0014970054427013064 0.00020473958185306636 0.00064402881989952907 -0.0026765227520841842 0.0013656772555221046 0.0011924326342119746 -0.0019188972684639392 -0.0025554212800217345 -0.0012087769396635212 0.0018022907004643289 0.0018066289173181245 0.0010814144034247534 -0.00080722924735600625 0.00093736967711456815 0.00052677630956257865 0.00094172950084602121 -0.00053455104307237355 0.00040139832537839059 -0.0018226225479653932 0.0011626760109048793 -0.0021584597892721591 6.4274129207496348e-05 0.0013593600605860685 -0.0026294878590835393 0.00047459536786811294 -0.0003313139910356333
leaf_weight=12.595221716037488 73.570160827068321 2.3012550106577683 9.7793021586257947 1.9494386622682203 2.8903102800250045 4.6790851298719645 1.4443255076184867 4.4927208386361581 8.2670284695923311 2.7276663449592915 3.2850850000977507 1.3885281865950734 5.0937505960464495 5.3315158654004327 3.1498113460838786 3.4538239159155637 6.1223676041699928 2.2928019084502012 11.131713955197482 8.7423312645405549 2.0590912294574082 4.2040473297238341 3.2686536374385469 6.3552755368873459 3.3884435095824328 2.2351378365419805 4.8491983860731116 2.7142756292596451 4.5740002188831568 1.878288485109805
leaf_count=190 1232 364 62 53 15 25 13 34 43 27 34 26 56 39 17 35 59 18 102 67 36 23 87 36 70 22 30 36 30 19
internal_value=9.8686e-05 0.000173754 0.000197905 0.000391297 0.000219334 4.83011e-05 -0.000110274 -0.00120662 0.000465484 0.000291794 0.000212584 -2.617e-05 0.000230576 0.000611165 0.000400028 -0.000283378 4.12469e-05 -0.000331895 0.00080905 0.000109695 -0.000183906 0.000127048 -0.000571416 0.000747345 -0.00088286 -0.00127502 0.000405836 7.15728e-05 -0.000609679 -0.00168957
internal_weight=210.215 136.644 134.343 58.5961 48.8168 75.7471 54.8849 9.17181 20.8623 46.8674 43.9771 27.5027 24.2176 16.4744 22.8291 8.54757 11.1428 8.41517 14.2815 45.7131 22.955 15.8871 7.4727 8.41437 7.06791 5.62358 22.7581 14.0158 9.16656 4.59256
internal_count=2900 1668 1304 543 481 761 528 59 233 428 413 270 236 143 210 91 104 77 119 469 287 182 110 72 105 92 182 115 85 55
is_linear=0
shrinkage=0.00196078


Tree=696
num_leaves=31
num_cat=0
split_feature=0 0 1 3 1 1 0 2 1 3 4 4 3 2 3 2 4 0 0 2 0 2 2 0 1 1 4 4 0 3
split_gain=0.111833 0.538472 0.379918 0.629091 0.601047 0.353673 0.903536 0.375998 0.521072 0.493001 0.732822 0.770741 0.527539 0.345248 0.877983 0.568235 0.317912 0.236355 0.237202 0.227825 0.429128 0.186783 1.32138 2.79742 1.2317 1.61717 1.18934 1.3437 1.14225 0.738365
threshold=85.716110573100011 85.775256651950016 62.00390986255001 0.10332500000000001 64.071334164850015 61.971648364950006 85.447264760050004 1.0000000180025095e-35 60.474177186300004 0.077600000000000016 41.322103772800006 38.703421923500009 -0.11050499999999999 -0.23361999999999997 -0.23958499999999999 -0.23455499999999999 44.157169339850007 83.011521693850014 81.648473421750012 -0.121865 76.591483678350016 -0.096499999999999989 -0.088099999999999998 97.483491810050012 62.00390986255001 62.057679025150001 37.858673296900008 43.19689381845 86.232294534150014 0.083415000000000031
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 5 4 -4 6 7 9 16 12 11 -11 13 14 15 -1 -9 18 -6 20 -14 24 23 26 -3 -26 -23 -28 -27 -24
right_child=1 21 3 -5 17 -7 -8 8 -10 10 -12 -13 19 -15 -16 -17 -18 -19 -20 -21 -22 22 29 -25 25 28 27 -29 -30 -31
leaf_value=0.0099995673896374499 0.026330806638237503 -0.045659074983844042 -0.07909133408464375 0.022091239333366989 -0.0022359122093639694 0.030186886509079344 -0.039359984435108658 -0.080995045033199889 0.015497290467221862 0.028399145611732832 0.041297283817747221 -0.043922799749778238 -0.077978678484258906 0.027912543816179386 0.040125981608432726 -0.088704807184022794 0.01682354818790429 0.012642167511875744 -0.087771987095197665 -0.089747257695749816 0.022926532896721689 0.0020769800199263331 0.011766808886505652 0.031167926639898116 0.078345260560620522 0.048800937205303978 -0.10098252170942065 -0.01954133221189773 0.0011207565615746545 -0.0034139380450225426
leaf_weight=0.49141660322493863 4.407540187239646 2.5061645435634992 1.3067243670666355 1.1043355721340047 0.35009276567143366 1.8658022908493865 3.0332247495534821 0.8300450546958007 0.8892738022841512 1.6773795769549908 4.158744769403711 1.4646994217764584 0.43505328994069714 1.9151762252440674 0.93033195828320447 0.83600591836147953 0.22384804137982428 0.88526539690792561 0.33824642041872721 0.4477993179461961 0.46022347523830831 1.465253584086893 25.188533528564221 2.9125782348610301 1.6166689451783884 2.8486780542880288 3.1252563113812357 1.6386531740427015 41.602176789623627 52.304444534404865
leaf_count=36 25 27 72 20 28 22 36 83 10 27 40 25 44 36 19 20 8 18 14 13 9 12 414 52 7 19 55 19 924 766
internal_value=0.000490043 0.00127461 -0.00414285 -0.024653 -0.0425751 1.4341e-05 -0.00314956 0.00429179 -0.0255677 0.00881881 0.021237 -0.00531417 -0.0076175 0.00516283 -0.014135 -0.0521641 -0.0602183 -0.0122519 -0.0442679 -0.0473259 -0.0261076 0.000457829 -0.00156947 -0.0277623 0.00407367 0.00677923 -0.0553163 -0.072969 0.00417639 0.00152045
internal_weight=163.26 139.616 23.6437 3.98466 2.88033 19.659 17.7932 14.76 1.94317 12.8168 7.30082 3.14208 5.51601 4.17293 2.25775 1.32742 1.05389 1.5736 0.688339 1.34308 0.895277 135.208 86.6347 9.14174 48.5737 46.0675 6.22916 4.76391 44.4509 77.493
internal_count=2900 2320 580 152 132 428 406 370 101 269 92 52 177 111 75 56 91 60 42 66 53 2295 1318 138 977 950 86 74 943 1180
is_linear=0
shrinkage=0.0728446


Tree=697
num_leaves=31
num_cat=0
split_feature=4 0 3 3 4 1 2 1 2 3 3 0 1 0 2 1 2 1 2 2 0 4 0 3 1 4 0 4 0 0
split_gain=0.536064 1.07404 0.906173 0.744048 1.3341 1.00691 1.9949 1.25743 1.00673 1.18117 1.1725 0.703048 1.86658 1.26233 1.243 1.21126 1.2729 1.56481 3.02692 1.28455 2.56269 0.825355 1.10101 0.812721 0.756762 0.773875 1.10016 1.17398 0.699131 0.647429
threshold=42.102795028150005 104.06483731340002 -0.22253999999999999 0.095645000000000022 42.428475018400007 75.403185184700007 -0.012769999999999998 62.084563606450011 -0.042409999999999996 0.090025000000000022 0.094415000000000013 94.30842275800002 71.52105164435001 97.013011637200023 -0.24103499999999997 62.55235532115001 -0.081474999999999992 61.993156030000002 -0.093604999999999994 -0.089514999999999997 85.328972602300013 42.428475018400007 96.588235252600015 1.0000000180025095e-35 76.220476456350013 43.061965423550006 100.37896121655002 45.027406014450008 86.866770652900016 85.656964494200011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 29 -3 8 -5 6 7 -6 10 28 11 15 13 -13 -14 16 17 19 -19 20 23 -16 -23 -2 -24 -26 -27 -28 -10 -1
right_child=3 2 -4 4 5 -7 -8 -9 9 -11 -12 12 14 -15 21 -17 -18 18 -20 -21 -22 22 24 -25 25 26 27 -29 -30 -31
leaf_value=-0.00023269541407387571 -0.00016193323092531303 0.00059605890642675018 -0.0021705926535350419 -0.0018533334338293301 -0.00015671300220335247 0.0011691361277463151 0.0012210692679047324 -0.0019845165488491961 -0.001552592253946084 -0.0023580028260579986 0.0018098099540998027 -0.0023840018447685331 -0.0021456203766603301 0.00033004584405737526 0.0016380249224028924 0.0008133924643300549 0.00093760448717851647 0.00060873678752009365 -0.0019296138808384943 0.00098103445287507445 -0.0027819714865070407 0.0012627868320481447 -0.0017174617309593191 0.0015534766586381651 -0.0017447429501790119 0.0019282477981042204 -0.0021984959494185316 0.0002577440782858327 -2.1184963118116054e-05 0.0002420594383337368
leaf_weight=12.231404823338378 4.3741498030722159 0.6862340525403855 1.3516940789886565 2.2316889619687563 2.9459031112492076 1.761905765335541 1.9901997647248197 2.8440911681391299 1.3749542456644102 1.1998121439828526 1.595428914297371 2.2355563868768544 0.88866440315177442 0.93419056688435365 1.4628246030042671 10.583831763360648 4.687257258687171 3.0305123757570982 4.4706465441267929 5.1293014511466026 1.3111709398217497 2.322359751793555 1.1812556171789745 1.4022651975974438 0.88237792532891024 1.1742231782991437 0.90798137814272184 4.2495596222870518 6.8871050257730531 113.72691714941175
leaf_count=257 92 66 294 35 34 37 20 43 84 39 12 54 50 25 13 127 26 28 54 25 19 28 24 11 25 11 29 137 172 1029
internal_value=9.62874e-05 0.000173111 -0.00123897 -3.64862e-05 -0.000488525 -0.000169326 -0.000472435 -0.00105454 4.89625e-05 -0.000540042 0.000154466 0.000102913 -0.000234262 -0.00158412 9.31245e-05 0.000259401 1.91517e-05 -0.000199177 -0.000904105 0.000233648 -0.000307238 0.000256458 6.78929e-05 0.000254495 -0.000262642 -2.44276e-05 0.000215311 -0.000174675 -0.000276038 0.000195958
internal_weight=202.055 127.996 2.03793 74.0592 11.7738 9.5421 7.78019 5.78999 62.2854 9.46187 52.8236 51.2281 16.239 3.16975 13.0692 34.9891 24.4053 19.718 7.50116 12.2169 7.08759 12.1806 10.7178 5.77642 8.3954 7.21414 6.33176 5.15754 8.26206 125.958
internal_count=2900 1646 360 1254 169 134 97 77 1085 295 790 778 396 79 317 382 255 229 82 147 122 267 254 103 226 202 177 166 256 1286
is_linear=0
shrinkage=0.00196078


Tree=698
num_leaves=31
num_cat=0
split_feature=1 4 1 2 0 1 4 3 1 1 0 4 1 0 4 4 2 2 1 3 2 4 0 3 3 3 2 3 0 2
split_gain=0.133652 0.222895 0.133552 0.152912 0.118247 0.961421 0.617346 0.607515 0.274828 0.27071 0.390924 0.861951 0.662672 0.313053 1.1621 0.549017 0.24563 1.03699 1.48364 1.71962 0.706332 1.08619 0.737992 0.641143 0.666201 1.87509 1.39603 1.97857 1.55063 0.98084
threshold=89.786436182600013 45.027406014450008 90.988176966900014 -0.088099999999999998 85.613949164150014 61.917879202350001 43.968221017800005 -0.15684499999999998 61.907125369850007 61.82916008405001 85.807518149550006 42.773538294100007 61.971648364950006 86.001087134900004 40.532725462000009 42.718072821900002 -0.068524999999999989 -0.054494999999999995 62.079186690200011 0.090865000000000015 -0.075840000000000005 39.344049039350004 86.232294534150014 -0.2485 0.084065000000000015 0.076080000000000023 -0.036264999999999999 0.09642000000000002 95.762878606550018 0.26462000000000008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 -3 -4 5 8 7 -7 -1 -6 11 12 -11 14 -12 -16 20 18 -18 -20 22 -22 -15 -19 25 29 -26 28 -28 -25
right_child=1 2 3 -5 9 6 -8 -9 -10 10 13 -13 -14 16 15 -17 17 23 19 -21 21 -23 -24 24 26 -27 27 -29 -30 -31
leaf_value=-8.2827661287692707e-05 -0.07445052911628286 0.025039939637886543 -0.07883707392950684 0.0010454157240498642 -0.027904783335386416 0.00031760918685764232 0.010619611139080477 -0.081229049910645723 0.033644508195081649 0.0009733700120643263 0.012151584633089638 -0.019326171481111452 0.043003034800206071 0.02921326600321902 -0.085049725539853668 -0.015040785290567901 0.079736128729046424 -0.043392264366626326 -0.049828742646650409 0.03892724447598353 0.01543007972323253 -0.055645194885850471 -0.0012114301054397913 -0.017236764292356158 -0.05610639606577824 0.051104503412373478 -0.048443322461343148 0.021781004764041868 0.010432785859723355 0.048186618409298443
leaf_weight=13.506399290126865 0.33024781223821154 0.43143077607965097 0.20516795269213617 0.33440621827321593 1.6544294048799191 0.66551775555126447 0.93022563308477391 1.7849907204654289 1.4164578542113311 3.2614043659996224 3.2782058296725145 2.9222634385805568 5.1086183227598667 4.507076338864862 1.3592762158950793 1.0562953809276221 2.260082844644784 1.6673787536856242 1.7472769233281722 3.43652305949945 1.860479700466384 2.9500840492546558 68.945479269124917 6.7567920770234178 2.4908134410361518 4.9941237553066449 5.4570781820220926 11.6214617396472 4.2010329910553992 1.4828388249152338
leaf_count=358 256 17 45 52 18 20 13 124 8 23 23 40 31 31 34 14 12 39 29 34 26 27 1037 105 33 82 96 154 86 33
internal_value=0.000497482 -0.0227545 -0.00517222 -0.0293291 0.000685036 -0.00482778 -0.0399035 -0.0590823 0.00311853 0.00139057 0.00173342 0.0147343 0.0266261 0.000604738 -0.016098 -0.0544358 0.00136935 0.00558652 0.0304841 0.00901072 -0.00111556 -0.0281569 0.000655441 0.000793986 0.00278499 0.0158844 -0.00450788 0.00153183 -0.0228337 -0.0054629
internal_weight=162.624 1.30125 0.971005 0.539574 161.323 18.3036 3.38073 2.45051 14.9229 143.019 141.365 11.2923 8.37002 130.072 5.69378 2.41557 124.379 46.1154 7.44388 5.1838 78.2631 4.81056 73.4526 38.6715 37.0041 13.2338 23.7704 21.2796 9.65811 8.23963
internal_count=2900 370 114 97 2530 523 157 144 366 2007 1989 94 54 1895 71 48 1824 703 75 63 1121 53 1068 628 589 220 369 336 182 138
is_linear=0
shrinkage=0.0728446


Tree=699
num_leaves=31
num_cat=0
split_feature=1 4 2 2 0 3 3 1 1 2 2 3 2 0 0 2 2 4 3 2 2 2 2 0 1 0 4 0 1 0
split_gain=0.420787 0.373292 0.78171 1.77515 0.76752 0.775458 0.991676 0.915044 1.46696 0.726866 0.997596 1.50119 0.803446 1.56124 1.30454 1.12657 0.759744 0.684088 0.676626 0.609867 0.598146 1.41878 1.25286 0.929193 1.02024 1.32375 1.27273 1.14519 0.946109 0.908669
threshold=89.912793714750009 42.178283198950005 -0.067574999999999996 -0.053019999999999991 105.70748523110002 0.070195000000000021 0.083290000000000017 70.343506983200015 62.106071271500007 -0.08756499999999999 -0.11600999999999999 0.088165000000000021 -0.08459499999999999 88.028184565250015 97.550703263350016 -0.081474999999999992 -0.098345000000000002 43.279086095950007 0.099425000000000027 -0.121865 -0.067574999999999996 -0.053019999999999991 -0.044409999999999998 84.280473931450004 63.910026677050006 87.29692395375001 41.028010303750008 92.313586825200005 81.320481529800006 86.20003303655001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 20 9 -4 5 -5 -7 8 -8 10 19 16 -11 15 -15 -14 -12 -13 -10 -3 29 -22 -23 -24 25 26 -25 -26 -29 -1
right_child=-2 2 3 4 -6 6 7 -9 18 12 11 17 13 14 -16 -17 -18 -19 -20 -21 21 22 23 24 27 -27 -28 28 -30 -31
leaf_value=0.00042679799546068852 -0.00084671010991101202 0.0001026172616058166 -0.0026874848752086789 -0.0017731443945428961 0.00092283427418404914 0.00083946498560213772 -0.0016409099364514028 -0.0018539040854148507 -0.00038652287360680569 0.0011307242482895322 -0.0012311005523051239 -0.0024257346542760228 1.5769826183825764e-05 -0.0020983432167015169 0.00026293485270248126 0.0014328017526625924 0.00013689793624937423 -0.00041827772385339285 0.0012935022578103444 0.0014496747505679643 0.00097535657079751725 -0.0012142460138416539 -0.0010278630569204134 0.00080489791167492484 -0.00080603528827415214 0.0017440332142863615 -0.00066633104463987983 0.00040105472225819967 -0.0011408732694881507 -6.8137530183307889e-05
leaf_weight=19.192157262179535 1.7792539697438758 24.220719707838725 1.2079274341231201 1.3903420568385616 1.975804719608276 2.5623914899770153 1.8146830885671077 1.6679926492070078 1.725265203684103 4.6688817963004139 1.943330060224979 1.9039620733819895 5.0521116345189512 1.7902245754376047 1.8080431558191774 3.7641907823272032 7.9299684893339899 0.99304923601448525 1.9787760786712167 1.365002367645501 10.53715817662305 2.3626029847655436 2.070143273449502 8.0186638087034208 4.5960219773696762 3.6951222233474246 3.1482368642464271 18.930845752882309 1.6644502707931668 55.513196594503825
leaf_count=233 360 458 23 86 24 33 49 60 28 24 26 44 36 20 22 22 77 14 16 10 74 24 71 50 55 32 29 183 102 615
internal_value=0.000102612 0.000111079 -4.5847e-06 -0.000412933 -0.000203445 -0.000403213 -0.000207844 -0.000581257 -0.00019661 0.000100915 -4.89217e-05 -0.00049652 0.000437331 0.000176559 -0.000911858 0.000620783 -0.000132361 -0.00173761 0.000510982 0.000174483 0.000173279 0.000328417 0.00017518 0.000253109 0.000319316 0.000726742 0.000390121 7.89487e-05 0.000276441 5.90137e-05
internal_weight=201.271 199.491 69.7627 14.3232 13.1153 11.1395 9.74911 7.18672 5.51872 55.4395 38.356 12.7703 17.0835 12.4146 3.59827 8.8163 9.8733 2.89701 3.70404 25.5857 129.729 55.0232 44.4861 42.1235 40.0533 14.862 11.1669 25.1913 20.5953 74.7054
internal_count=2900 2540 1072 319 296 272 186 153 93 753 629 161 124 100 42 58 103 58 44 468 1468 620 546 522 451 111 79 340 285 848
is_linear=0
shrinkage=0.00196078


Tree=700
num_leaves=31
num_cat=0
split_feature=0 0 2 1 3 1 0 0 1 4 1 3 1 4 1 2 0 2 0 3 3 1 3 3 3 3 3 2 0 4
split_gain=0.546162 1.5514 1.6891 1.02914 1.32184 1.24304 0.859553 1.27501 0.835586 1.2347 0.898482 1.95659 1.89532 1.50933 2.79463 1.29959 0.580079 1.14543 0.535126 1.11566 0.707439 1.02994 0.618718 0.744942 1.47962 0.865521 2.08376 1.51906 0.918031 0.776215
threshold=93.972365491700018 94.550383989750017 -0.14739999999999998 70.182199495350019 -0.16319499999999998 70.085415002650009 87.181320254150009 86.866770652900016 64.654729579150015 41.468518788800004 65.966697146800016 0.090640000000000012 66.697957758300021 37.797539186950011 67.649671936450019 -0.11420499999999999 89.057864029250013 -0.078219999999999998 86.530713386650021 0.090390000000000012 0.11614000000000002 61.966271448700006 -0.04931 0.083795000000000022 0.085765000000000022 0.087725000000000011 0.091545000000000029 -0.085249999999999992 85.737618238150006 42.131954243650007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 5 -5 6 7 18 9 -8 11 -10 -12 -14 -15 -16 17 -11 20 -20 22 -22 -1 -24 -25 28 27 -27 -26 -28
right_child=1 -3 -4 4 -6 -7 8 -9 10 16 12 -13 13 14 15 -17 -18 -19 19 -21 21 -23 23 24 25 26 29 -29 -30 -31
leaf_value=-0.00027843843468883337 0.00043023376918404943 4.3149713762088296e-05 -0.0019847512912262127 0.0006446443530541573 -0.002441969920624198 0.0015182261456474868 0.0013472866470686262 -0.0011510130757594517 -0.0015533686122634104 -0.00080142125204853804 0.0013742120791009524 0.00037534604041511617 0.00080204052457955651 -0.0022566065239827413 0.0011106789972665518 -0.00050964763176651281 0.00083183359072278344 0.00070811306707730455 -0.00020350134535373788 0.0012147390562623126 0.00013053309083898597 -0.0016301906864555097 0.00062410723595420045 -0.0015862755628652484 -9.0847404943686065e-05 -0.0003197611179800314 0.00046964719371702551 -0.0025185112375798705 0.0013807032032261452 -0.00038177428138357148
leaf_weight=13.356394957110743 1.7453452210174871 63.70707303535346 3.075714186881668 0.91506847343407605 1.2790096739772696 2.6914627181831738 6.996900342404845 3.2914561051875344 3.3050179793499428 3.7104058787226686 5.4981862115673747 5.2099109617993236 6.3015476167202022 2.4254580626729858 3.2105046901851946 4.6732535772025532 5.1936988951638341 4.0335026569664452 3.9776822924613935 4.5971083864569664 2.8421674361452451 2.3198368151206523 11.904371642507618 1.9868540526367713 2.7449704347527577 3.3485437508206815 16.830231468658898 1.8898384059430124 4.0124596580862999 5.4497585655772118
leaf_count=330 37 1421 63 14 73 14 50 24 37 23 39 28 35 44 29 32 30 23 23 24 25 41 91 28 31 39 124 41 18 69
internal_value=0.000104376 -3.80089e-05 -0.00111047 0.000177194 -0.00115466 0.000199366 0.000171872 4.35195e-05 0.000371292 0.000683724 0.000167915 -0.000373273 0.000376345 4.60496e-05 -0.000416053 0.000150198 0.000324857 -1.51632e-05 9.57616e-05 0.000556844 3.6473e-05 -0.000660747 9.49719e-05 0.000198516 5.88022e-05 0.000154162 -2.40568e-07 -0.001113 0.000782937 0.000261387
internal_weight=202.524 68.5281 4.82106 133.996 2.19408 131.802 129.11 78.5517 50.5584 19.9345 30.6239 8.51493 22.109 16.6108 10.3092 7.88376 12.9376 7.74391 75.2602 8.57479 66.6854 5.162 61.5234 48.167 36.2627 34.2758 27.5184 5.23838 6.75743 22.28
internal_count=2900 1521 100 1379 87 1292 1278 908 370 126 244 65 179 140 105 61 76 46 884 47 837 66 771 441 350 322 273 80 49 193
is_linear=0
shrinkage=0.00196078


Tree=701
num_leaves=31
num_cat=0
split_feature=0 1 2 2 2 2 3 2 1 0 2 2 2 0 0 2 2 0 1 2 3 4 3 3 0 4 0 1 0 4
split_gain=0.111579 0.530065 0.296395 0.263144 0.522251 0.564047 0.414452 0.367763 0.312778 0.465686 0.268221 0.45724 0.261063 0.565933 0.539678 0.904371 0.482623 0.551141 0.909764 0.245613 0.536661 0.436243 0.289546 0.632129 0.370437 0.394846 0.227021 0.348245 0.303207 0.713265
threshold=100.53758024625002 77.172190634500012 -0.66246499999999997 0.25828500000000004 0.06041500000000001 -0.0039949999999999994 0.10500500000000003 -0.14869999999999997 81.524804347700012 107.15656416340002 0.28022500000000006 0.70697500000000024 -0.079074999999999993 102.32271644485002 101.15323715815002 -0.08459499999999999 -0.50001499999999999 102.21786657775002 80.677940036650014 -0.086339999999999986 0.080125000000000016 48.988717865950008 0.078505000000000019 0.074640000000000026 113.28087178455002 47.001379125850008 99.870842629900025 79.215418813700012 98.851916998450022 41.134354310300004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 -1 4 5 6 12 -8 -6 -10 -5 -12 14 -14 -3 16 -16 -18 -19 20 22 -22 23 24 -20 -26 28 -28 -4 -30
right_child=1 3 26 10 8 -7 7 -9 9 -11 11 -13 13 -15 15 -17 17 18 19 -21 21 -23 -24 -25 25 -27 27 -29 29 -31
leaf_value=0.036842621732794213 -0.079541175846213591 0.049469062140637045 0.00097924986756453883 -0.082129793161442435 0.053719360184581469 -0.080737006471827563 0.0064513152865553047 -0.097204885213548614 -0.081241887273556343 0.036226732594081032 0.027477447595359823 -0.089773973285949604 -0.023796571027582987 0.042400503307301579 -0.05865080352958419 -0.086308074208993779 0.050601858399825103 -0.084157962353788932 0.046685906477307047 0.066781286092795863 -0.08052997012410297 0.043809602496807709 0.06039865995363957 -0.077574472131586927 0.039534298718393021 -0.081570448978015755 -0.012699223732444479 0.041724609589716889 -0.086005040497511884 0.0019928054401852245
leaf_weight=1.2812306797131885 0.51230106429284461 0.87029080512001922 139.2948952145307 0.44006181795702903 1.4410288818180554 0.53245853343560057 0.31901893344183918 0.46350236397211197 0.28146267420379434 0.55113714210892795 0.56689829959850613 0.27157265162531985 1.0969835929572593 2.0368386276550154 0.77049617788907099 0.81359723315108645 1.1275028025265781 0.71946534267044615 1.2046018333639947 0.34163862214336527 0.64983240775109141 0.20489481064578285 0.64008295744133636 0.42706196542985697 0.27937647321778047 0.31757916242349893 1.0213073265040287 1.7809710945002732 0.74517584368004408 1.6011432755622079
leaf_count=11 39 10 1860 24 18 75 18 32 18 53 61 10 17 51 104 42 13 44 21 9 89 8 21 70 32 16 37 18 41 38
internal_value=0.000600575 -0.00511826 0.001263 -0.00278881 -4.64019e-05 -0.00586885 -0.00262331 -0.0549462 0.0327716 -0.00348386 -0.0351539 -0.0104992 0.000936943 0.0192284 -0.00591453 -0.0123445 -0.00333944 0.00386911 -0.00714374 0.0064868 0.000954558 -0.0507233 0.0163519 0.00370126 0.0229678 -0.0248932 0.000947408 0.0218895 0.000533082 -0.0259547
internal_weight=162.604 16.8797 145.725 16.3674 15.0889 12.8152 12.2828 0.782521 2.27363 0.8326 1.27853 0.838471 11.5002 3.13382 8.36642 7.49613 6.68253 5.91204 4.78453 4.06507 3.72343 0.854727 2.8687 2.22862 1.80156 0.596956 144.443 2.80228 141.641 2.34632
internal_count=2900 895 2005 856 761 672 597 50 89 71 95 71 547 68 479 469 427 323 310 266 257 97 160 139 69 48 1994 55 1939 79
is_linear=0
shrinkage=0.0743015


Tree=702
num_leaves=31
num_cat=0
split_feature=0 0 2 0 3 0 4 3 3 3 1 0 3 4 0 1 4 1 1 0 3 3 4 2 0 2 2 0 1 0
split_gain=0.525859 1.19594 1.51699 0.698518 0.776753 1.16225 0.909724 0.766213 0.709542 1.82302 1.16062 0.981626 1.70329 0.91477 2.6054 1.86448 0.896501 0.779078 0.731628 1.53113 0.717183 0.601491 1.73263 0.583931 1.69938 2.28076 1.70519 1.69748 1.1055 1.50557
threshold=93.972365491700018 94.614906984850009 -0.14739999999999998 86.530713386650021 0.10500500000000003 83.011521693850014 41.840895355800008 -0.04931 0.083795000000000022 0.085765000000000022 60.474177186300004 86.103248543850015 0.088565000000000019 41.941595803500007 85.253695774650012 61.971648364950006 41.43512228960001 57.960468834350003 61.950140699950005 85.968825637350008 0.093760000000000024 -0.101725 39.039757512550004 -0.079824999999999993 97.32487278035002 -0.096499999999999989 -0.101965 97.671683879200017 81.524804347700012 106.56510337475001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 7 -6 -7 21 18 -10 17 13 -13 16 -15 -16 20 -11 -9 -20 -12 -1 -23 24 25 26 -3 -26 -25 -30
right_child=1 23 -4 -5 5 6 -8 8 9 10 11 12 -14 14 15 -17 -18 -19 19 -21 -22 22 -24 28 27 -27 -28 -29 29 -31
leaf_value=-8.384318327568356e-05 0.00038924808172043665 -0.00087142098598604501 -0.0018059910772408524 0.00033222135774358226 0.0011031603921162968 -0.00032847781958774878 -0.0017283678446565482 0.0012636603155388104 -0.0017389782867559668 -4.5395503994443098e-05 -0.00035143951682666235 0.00091746301253776573 -0.0010058180182146517 0.0020368656118038148 -0.0025106609862074938 9.1228994643456981e-05 0.0016736404605963767 -0.0022882209183365514 -0.00076812751774483318 0.0011156112035226168 0.00097081283391339953 0.001529494317590123 -0.0023116796382345378 0.00041450001751351878 0.0012237342006622993 -0.0023555017529773826 0.0011212900520369373 -7.9807100377858047e-05 -0.0021676045094733525 0.00024778301814906456
leaf_weight=11.076970852271186 2.0028925789520144 5.256032707169652 3.0581958318362004 66.402356593447621 1.5836368077434588 6.3693659639684466 2.4795705038122833 4.8539940905757231 1.91507839644328 1.3102992866188317 2.374613415449863 2.9383146651089183 4.4538945201784372 1.8513614633120585 1.5053874148288739 3.5697760355542414 4.1632424301933497 1.091464271827135 3.0280106952413917 3.6691271737217903 4.6959098681109026 0.63400352804455851 1.5682185349578501 25.061681369086731 4.6671281214803484 2.650863135699181 2.4070837683975697 21.691046874280801 1.6018567033461284 2.6067780918492645
leaf_count=251 40 85 71 536 16 51 49 34 28 24 34 15 39 14 25 46 21 29 42 15 30 17 63 287 27 60 13 665 77 196
internal_value=0.0001173 -1.86854e-05 -0.00093724 0.000190706 4.64302e-05 -0.000443879 -0.000720743 0.000139944 0.000271343 0.000111751 0.00023854 0.000361029 -0.000241337 0.000606224 4.5784e-05 -0.00068054 0.000951781 -0.00106463 0.000684021 0.000263907 0.000526738 -0.000269914 -0.00120583 5.18137e-05 -0.00011303 -0.000787794 -0.000245485 0.000151005 0.000258343 -0.000671542
internal_weight=202.538 71.0036 5.06109 131.535 65.1322 10.4326 8.84894 54.6997 41.4205 29.8693 27.9543 25.5525 7.39221 18.1603 6.92652 5.07516 11.2338 2.40176 11.5511 6.69714 7.07052 13.2792 2.20222 65.9425 36.6722 10.314 7.66312 26.3582 29.2703 4.20863
internal_count=2900 1521 111 1379 843 116 100 727 396 305 277 224 54 170 85 71 85 53 91 57 64 331 80 1410 850 158 98 692 560 273
is_linear=0
shrinkage=0.00196078


Tree=703
num_leaves=31
num_cat=0
split_feature=0 0 2 0 1 3 2 2 0 1 0 0 3 2 3 2 4 3 3 3 4 4 0 0 1 4 2 2 2 1
split_gain=0.545766 1.17855 1.68348 0.68737 0.673457 1.20707 0.846189 2.19381 0.757492 1.17068 0.740402 0.919508 0.879253 0.982138 1.29079 1.18978 0.984756 0.758313 0.585259 1.18856 0.566958 1.35586 0.682289 1.44566 0.657532 0.628151 1.29536 1.49752 1.58648 2.28145
threshold=93.972365491700018 94.550383989750017 -0.14739999999999998 93.867515624600017 69.873026810350026 -0.10585499999999999 -0.060760000000000002 -0.037524999999999996 93.262612545250008 68.579878449600017 87.181320254150009 86.866770652900016 0.11308000000000003 -0.022239999999999999 0.084365000000000009 -0.22386500000000001 38.938637541200009 0.099425000000000027 0.12064000000000002 0.25847000000000003 42.599563320500003 43.279086095950007 97.483491810050012 97.900202820250016 83.715897724050009 40.823855932350007 -0.054494999999999995 -0.090694999999999998 -0.11808 82.987325570650015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 8 -6 -7 -8 9 10 11 18 13 15 -15 16 -12 -16 -1 -20 24 22 -22 -24 25 26 27 28 29 -3
right_child=1 20 -4 -5 5 6 7 -9 -10 -11 12 -13 -14 14 17 -17 -18 -19 19 -21 21 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.00015626853336642092 0.00049724053751557873 -0.0012846544968252 -0.0018559992681987938 0.0010344514862785259 0.00072261690710011652 -0.0025523500581068467 0.0019575733274397262 -0.0023700078910505796 0.0010063602283907744 -0.001149231547986922 -0.0014396678150549928 -0.0009270902222779765 0.0012837571637985118 0.00062011056609816834 -0.0017400596837321349 0.00063840134430973711 0.000291942059021515 -0.00018745735433793901 -0.0018265884913822067 0.00017299756685534552 -0.0024294817630691147 6.8604294944823167e-06 0.0013980871777257839 -0.001698290305297742 -0.00085290576427859771 0.0005064186816723914 0.00046809646509826436 -0.0014353098234575028 0.0010573983182749012 0.0017263726573122364
leaf_weight=68.039095616884879 1.8120553276967255 4.239254061787503 2.9560004299273706 3.3318755973596117 1.7014068681746719 1.2018932506034614 0.77526906505227067 0.98016716646088708 3.9407510543242088 2.5099335480481377 1.9891883712261904 3.2989087160676709 3.671762026846408 3.2867800295352927 2.2952548325993121 24.172895284369591 3.1128033837303519 2.3554642237722874 1.7057120653334994 3.0857935324311256 1.2572664753533929 15.875035749777451 0.82270472496748004 1.726627404335886 2.2696466211209545 16.018552490160801 12.006439304677771 3.7348597869276992 3.3537759925820874 1.1912121954374013
leaf_count=817 37 117 63 24 23 35 4 39 27 18 17 24 24 35 35 142 35 17 35 28 20 423 4 59 355 162 146 84 40 11
internal_value=0.000100391 -4.04445e-05 -0.000961672 0.000172455 0.000150038 -0.000567438 -0.00130963 -0.000458779 0.000177111 0.00014977 0.000177634 6.55749e-05 0.000386296 0.000297743 -0.000302017 0.00046036 -0.000383186 -0.000953708 0.000110538 -0.000538828 2.98401e-05 -0.000240209 -0.00127059 -0.000699046 0.000153983 0.000210348 1.69728e-05 -0.000415677 1.78475e-05 -0.000624164
internal_weight=198.718 67.2634 4.76806 131.455 128.123 4.65874 2.95733 1.75544 123.464 119.524 117.014 76.1295 40.8841 37.2124 7.9375 29.2749 5.10199 4.65072 72.8306 4.79151 62.4954 19.6816 3.8066 2.54933 42.8137 40.5441 24.5255 12.5191 8.78424 5.43047
internal_count=2900 1521 100 1379 1355 101 78 43 1254 1227 1209 904 305 281 87 194 52 52 880 63 1421 506 83 63 915 560 398 252 168 128
is_linear=0
shrinkage=0.00192234


Tree=704
num_leaves=31
num_cat=0
split_feature=4 4 2 2 2 1 2 4 0 1 4 4 3 4 2 1 2 0 1 3 2 3 3 3 3 2 2 3 2 3
split_gain=0.114641 0.675156 0.512084 1.51885 0.647034 1.21965 0.497603 0.475881 1.21091 2.70809 0.838232 0.792825 1.21772 1.4324 0.890882 0.533161 0.497839 0.468784 0.455728 0.43864 0.709 0.483014 0.899292 1.16889 0.462719 0.67491 1.25629 0.465708 0.436012 0.447316
threshold=42.178283198950005 42.233786329550007 -0.067574999999999996 -0.053019999999999991 -0.081474999999999992 62.116825104000007 -0.042409999999999996 43.19689381845 89.057864029250013 61.993156030000002 42.674081447500008 43.673409002000007 0.089580000000000021 43.874475754150005 -0.24103499999999997 62.197478847950002 -0.12350999999999999 103.44649194340002 64.071334164850015 0.12424000000000003 -0.031989999999999998 0.10611500000000003 0.099425000000000027 0.090025000000000022 0.070195000000000021 -0.01762 0.049235000000000008 -0.21013499999999999 0.098830000000000015 0.079785000000000009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=17 -2 4 -4 7 -6 -5 8 9 -3 -10 15 13 -13 -15 -9 -11 -1 -17 20 -8 22 23 24 27 -26 -27 -22 -28 -30
right_child=1 2 3 6 5 -7 19 11 10 16 -12 12 -14 14 -16 18 -18 -19 -20 -21 21 -23 -24 -25 25 26 28 -29 29 -31
leaf_value=0.0027279952175587106 -0.060161790641935865 0.012631024783948277 -0.099204953752028965 0.052766170525436557 0.064094519576568212 -0.010635411622337377 -0.096738933814284292 -0.0019314189030858063 0.026941595646656519 -0.03414539469726869 -0.027204108864203533 -0.081129631167093028 0.042562559713514914 -0.078727696412887571 0.0015691992447870579 0.081513817274533468 -0.090364058691724272 -0.034639593573282439 0.027586258212029438 0.040437964766463642 0.0051618722155393959 -0.061420013463792771 0.069482120878793935 -0.085132926492559352 0.066685976655967039 -0.081305257565469538 0.065142969550592372 -0.080635336789614709 0.043215095450539143 -0.038985131392391778
leaf_weight=103.73074332362739 1.0384766764764197 3.8801369466818851 1.0288359191035841 0.70416694891173293 2.4205156331881872 2.223384260898456 0.53541332890744975 1.8448165040172195 5.086305854289094 1.2049927152693274 2.1620631361374762 1.3295652224333085 2.896094480645842 0.77111579028132915 14.90773118378274 1.2632332444190981 2.7283466135850176 1.8125927094283714 2.4331962275391561 0.81219763687113378 0.6906868793303147 0.86999971913610341 0.78782572038471688 1.0046239063958635 0.9448417816311071 0.81423851891304888 0.85739434231072698 0.65319079146138193 0.65732707286952041 0.75451349479408236
leaf_count=1281 22 36 24 10 15 34 12 27 59 17 51 20 37 95 345 5 52 387 39 17 53 25 8 39 7 46 12 54 14 57
internal_value=0.000662094 -0.00196088 -0.000886702 -0.0148928 0.00256128 0.0283157 -0.00629282 -0.00039127 -0.0106536 -0.0305471 0.0107909 0.00568322 -0.0011011 -0.0085359 -0.00237996 0.0300529 -0.0731413 0.00208625 0.0460157 -0.0107254 -0.0155742 -0.0101655 -0.00394173 -0.0130129 0.000473859 0.0128219 -0.00368319 -0.0365398 0.0241689 -0.000714213
internal_weight=162.849 57.3052 56.2668 11.1153 45.1515 4.6439 10.0864 40.5076 15.0618 7.81348 7.24837 25.4458 19.9045 17.0084 15.6788 5.54125 3.93334 105.543 3.69643 9.38225 8.57006 8.03464 7.16464 6.37682 5.37219 4.02832 3.08347 1.34388 2.26923 1.41184
internal_count=2900 1232 1210 378 832 49 354 783 215 105 110 568 497 460 440 71 69 1668 44 344 327 315 290 282 243 136 129 107 83 71
is_linear=0
shrinkage=0.0728446


Tree=705
num_leaves=31
num_cat=0
split_feature=4 4 2 4 4 2 2 2 3 2 3 0 3 3 0 4 2 1 2 3 0 3 2 0 1 3 3 3 2 4
split_gain=0.112023 0.833847 1.50396 0.617268 0.538761 0.815717 0.485198 0.720101 0.872411 0.666151 0.941117 1.23065 0.79595 0.368346 0.365688 0.230195 0.40296 0.334289 0.201022 0.875713 1.42007 0.980946 0.784132 0.720219 0.665926 0.650816 0.624898 0.899094 0.531958 0.907154
threshold=37.020641110850008 36.514114975300011 -0.081169999999999992 36.372781240150012 36.173488152900006 -0.58892999999999995 -0.26820499999999997 -0.121865 -0.25215499999999996 -0.10518999999999999 0.091250000000000012 94.047642319350018 0.099780000000000021 0.081315000000000012 89.99344745865001 37.360990606650006 0.18145000000000003 54.884872733100003 -0.013805 0.093760000000000024 95.762878606550018 0.087265000000000023 0.049235000000000008 92.851278451300018 81.320481529800006 0.070195000000000021 0.10236000000000002 0.12424000000000003 0.049235000000000008 40.259171735100004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 5 -1 -7 8 -8 -9 11 -11 -12 -13 -14 16 -2 -17 -19 20 21 23 -22 28 25 -24 -21 -28 -20 -30
right_child=15 2 -4 -5 -6 6 7 9 -10 10 12 13 14 -15 -16 17 -18 18 19 26 22 -23 24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.099278372501580489 -0.0018837083773495819 -0.10261749761007485 0.0010651389397057702 0.056360532131320404 -0.064268774124116759 0.054135218690223551 0.011981562768128904 0.059260485559915949 -0.090718344345576726 0.053668987642312108 -0.090422860184244183 -0.085768069000019709 0.023268796498823772 0.025159963093140159 -0.03650251040281921 -0.079370915972868897 0.070040718249408163 0.0023691242098572885 -0.042607441786437363 0.039898567968554961 -0.049700140747638517 -0.078862405675995978 -0.010420676761153609 -0.070185193312553365 -0.02318177221631788 0.055287585417866575 -0.026998359426348775 0.040045114566301436 0.047445527925375278 -0.04165235267337998
leaf_weight=0.43663950803511298 1.0803173285339642 1.3051897446111982 2.090802530583459 1.1496573820622877 0.74299527725088488 1.0984857813673414 0.92299012144212611 1.3628881750773825 0.97902097876248884 2.6467308709397979 0.86737051931822895 0.57476648094234395 1.2215436436235907 0.24532348168850149 1.1334413542858781 0.29697077442688069 0.76368439197540272 119.49572823855669 1.4690371876349688 3.3030180313071451 1.0920358953626417 2.3844544411986135 1.2265880079939959 1.2976080580556297 1.4822497428613131 2.9434071148280054 3.1619545142748393 1.8046372371609321 1.7349026873707774 1.0557930204595321
leaf_count=23 42 34 26 12 24 28 40 17 77 28 41 50 11 25 32 91 6 1752 23 49 52 61 26 30 97 40 55 33 16 59
internal_value=0.000617334 -0.00524466 -0.0387835 0.00326668 -0.0017234 0.00232134 0.00633511 0.00106012 -0.0408811 0.0109672 0.0011277 0.0285342 -0.0283581 -0.0525848 -0.00549881 0.00129753 0.0279034 0.000953842 0.0011213 -0.00537427 -0.0164819 -0.0381994 0.00909163 -0.0207523 0.0204504 0.0359598 0.0143519 -0.00263776 -0.00569397 0.0137375
internal_weight=161.37 16.7778 3.39599 13.3819 12.2322 11.4892 11.0526 9.95408 1.90201 8.05206 6.68918 3.46682 3.22236 0.82009 2.35498 144.592 1.844 142.748 142.451 22.9557 14.6861 7.9418 6.74428 5.55734 5.65224 4.17 8.26961 4.96659 4.25973 2.7907
internal_count=2900 468 60 408 396 372 349 321 117 204 187 103 84 75 43 2432 48 2384 2293 541 404 189 215 128 163 66 137 88 98 75
is_linear=0
shrinkage=0.0757875


Tree=706
num_leaves=31
num_cat=0
split_feature=1 1 1 0 0 2 0 0 1 0 3 3 2 2 2 4 4 1 3 3 1 1 1 1 2 2 4 1 4 0
split_gain=0.483177 2.33996 2.17966 1.12211 2.19162 1.49474 0.94473 1.15335 0.858491 1.4629 0.601184 1.36158 0.537311 1.5815 0.977103 0.842348 1.73583 1.23059 0.686134 1.6615 1.34207 1.17403 0.811955 1.13059 1.50603 1.08606 1.18936 2.03779 1.47537 1.16272
threshold=66.697957758300021 66.318885161900013 65.727424373200009 92.031298721500022 90.259604813550013 -0.15484000000000001 87.181320254150009 86.866770652900016 67.649671936450019 89.219171517050015 0.12064000000000002 0.25847000000000003 -0.058529999999999992 -0.069554999999999992 -0.046474999999999995 38.238138001450004 34.542090938800008 82.987325570650015 0.083565000000000014 0.076580000000000023 71.666228383350017 86.858705278550005 69.873026810350026 70.865067860500019 -0.10098 -0.079824999999999993 40.878805547300004 75.551050381850018 39.344049039350004 100.13162306855001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 4 8 -6 7 10 -2 -10 -1 -12 13 15 -14 16 -5 -18 19 20 -17 -21 -20 24 -24 26 27 -25 -29 -28
right_child=3 -3 -4 12 5 -7 -8 -9 9 -11 11 -13 14 -15 -16 18 17 -19 22 21 -22 -23 23 25 -26 -27 29 28 -30 -31
leaf_value=0.00015365428591413078 0.0016842339504729406 0.0014449621370095215 -0.0017595032890376299 0.00056731664350549639 0.00030766624276636864 -0.002615775457151377 0.00047747136633964117 -0.0010845721688152242 -0.002551023690546622 0.0012886862145490212 -0.001858533539968432 0.000211128888685148 0.0012094329172119163 -0.0018314921785080554 0.00013360942528315399 -0.0014789195016305524 -0.0022553262767006322 0.000699674048159218 0.0010918440151790551 -0.0015736222745670124 0.0005715304024117864 0.00045956248023202998 0.0001766713732329929 -0.0026332830444006187 -0.0021929348642945341 0.0012704176008541807 0.00076512955493604636 0.0014057862029750235 -0.00096724778635205939 -0.00053277960642975303
leaf_weight=65.87306164909387 1.1668156189844006 5.0092701986432067 2.1330866417847565 2.1802352801196312 0.84321837546303902 2.3593907933391165 25.653892243281007 3.0119178844615808 0.65943489130586364 0.75702555329189636 1.7585890989284951 3.1537764850072563 3.3979823914123726 1.7332734356168646 25.511714643045707 1.3394676537718604 2.3961140266474108 0.63274255038413674 3.5966316340491202 4.085325396154075 7.3842870254011359 1.3395032630505737 2.3289473238401119 1.3515635449439383 1.6121032838709677 3.4729717200971164 9.4237734377384168 1.6435933401808145 2.1450869514665101 3.3136135662571169
leaf_count=814 8 34 33 92 14 54 174 23 29 16 35 28 29 41 518 48 105 54 22 117 158 86 18 26 34 26 88 26 46 104
internal_value=0.000103077 0.000187502 0.000125495 -3.2027e-06 -0.000804316 -0.00184606 0.000165925 5.76239e-05 0.000487182 -0.000498895 0.000106224 -0.000529794 5.55527e-05 -6.27409e-05 0.000260059 8.02827e-07 -0.000714985 -0.00163801 8.74403e-05 -0.00025259 0.000256699 -0.00107159 0.000253977 0.000134827 -0.000792626 0.000306023 0.000118676 -0.000646533 6.22143e-05 0.00042748
internal_weight=191.268 106.594 101.584 84.6748 5.78589 3.20261 99.4512 73.7973 2.58328 1.41646 70.7854 4.91237 78.8889 49.9792 28.9097 48.246 5.20909 3.02886 43.0369 14.1486 8.72375 5.42483 28.8883 25.2917 3.94105 21.3506 17.8776 5.14024 3.78868 12.7374
internal_count=2900 1141 1107 1759 121 68 1074 900 53 45 877 63 1638 1091 547 1050 251 159 799 409 206 203 390 368 52 316 290 98 72 192
is_linear=0
shrinkage=0.00188464


Tree=707
num_leaves=31
num_cat=0
split_feature=0 0 3 3 3 1 1 4 4 4 3 4 0 2 3 4 2 2 3 4 4 3 4 3 0 4 4 4 4 2
split_gain=0.117227 0.425492 0.357194 0.431448 0.774143 0.671622 0.64544 0.574749 0.673661 0.82105 0.779692 0.55276 0.440435 0.77713 0.403059 0.544808 0.37601 0.396765 0.35014 0.450022 0.476808 0.317028 0.756847 0.452972 0.264272 0.23858 0.202698 1.05983 0.87587 0.652123
threshold=85.716110573100011 85.807518149550006 0.11467000000000002 0.10045500000000003 0.095645000000000022 62.00390986255001 64.071334164850015 40.742467179200005 42.773538294100007 43.968221017800005 -1.0000000180025095e-35 39.788107623550012 85.253695774650012 -0.082074999999999995 -0.082159999999999997 38.115457128050004 -0.13820499999999999 -0.26138499999999998 -0.5351999999999999 48.919835655300012 48.680511450650009 0.078295000000000017 41.468518788800004 -0.15148999999999999 83.011521693850014 41.811877919650009 41.24714903835001 41.134354310300004 41.028010303750008 -0.060760000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 25 3 4 5 7 -7 14 21 12 18 -5 13 -10 16 -16 17 -1 -11 20 -20 22 -9 -24 -8 -2 27 28 29 -3
right_child=1 26 -4 11 -6 6 24 8 9 10 -12 -13 -14 -15 15 -17 -18 -19 19 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.041465661240810428 0.033008532783400615 -0.0039963983741439814 -0.043445055272793534 -0.010680781521033265 -0.059419604394482906 -0.079021255297523144 -0.039916830964074786 0.063141073026901182 0.056160987030438522 0.0331196156293556 0.053068587085029623 0.043454752218806757 -0.089645861795187368 -0.10833873215968814 0.00059644209431011634 -0.077304682621326823 0.049364756478750077 -0.075432037574421462 -0.032632137127152704 -0.05120004752201348 0.059429018094509421 0.046511732758096148 0.024490164186851553 -0.092512835064353177 0.023045465265072618 0.0057226456220543891 -0.0025396900943805822 0.045176387148331804 -0.046571366623613067 0.010784706951137141
leaf_weight=0.25178816320840269 3.3533331006765357 34.774685181105497 1.1682604133966368 1.8039483726024617 1.3782367716194119 1.1013076385133893 0.63539989956188925 0.62486166751477668 0.39136711650644429 0.78941902378574758 1.5615287949331031 2.2481148487131577 0.7694600970717147 0.24956655596179167 0.82953644800001214 1.1189593623857943 0.6170460954308512 0.39698272821260616 0.64350817759986989 1.3526810901239512 0.55685960128903389 3.0695759269874543 0.29153650277294196 0.44143222110869851 0.79800452571362257 3.4496410973370075 61.864290930010611 3.0510427101908126 1.9706708715902994 29.085596356831047
leaf_count=9 18 619 30 16 24 68 37 8 23 14 16 25 16 32 24 19 5 52 40 21 4 33 27 21 16 23 1165 28 28 439
internal_value=0.000604732 0.00141097 -0.00419823 -0.00210662 -0.00697313 -0.00258986 -0.0370849 0.00367513 0.0117616 -0.00351363 0.0105731 0.019354 -0.0524939 -0.00789186 -0.0233488 -0.0441397 0.00865502 -0.030064 -0.00927982 -0.02239 0.0100757 0.0335473 0.00423916 -0.0459752 -0.00486448 0.0191724 0.000486807 0.00320497 0.00125973 0.00273576
internal_weight=160.639 137.549 23.0894 21.9211 17.8691 16.4908 2.53471 13.9561 10.7418 6.31439 4.904 4.05206 1.41039 0.640934 3.21431 1.9485 1.26582 0.648771 3.34247 2.55305 1.20037 4.42741 1.35783 0.732969 1.4334 6.80297 130.746 68.882 65.831 63.8603
internal_count=2900 2320 580 550 509 485 121 364 255 166 95 41 71 55 109 43 66 61 79 65 44 89 56 48 53 41 2279 1114 1086 1058
is_linear=0
shrinkage=0.0728446


Tree=708
num_leaves=31
num_cat=0
split_feature=2 2 2 3 3 1 2 3 1 2 2 4 4 2 1 3 2 2 3 1 3 3 2 4 1 1 2 2 3 3
split_gain=0.124732 0.707276 0.504516 0.554952 0.973484 0.666199 0.583188 0.510647 1.21706 1.7158 0.550534 1.25019 0.355747 0.340416 0.264295 0.252531 0.749746 1.18472 0.72691 0.579968 1.10213 0.430347 0.430491 1.30881 0.554634 1.0889 0.4797 0.748273 0.838289 2.43023
threshold=0.072320000000000023 0.06041500000000001 0.11529000000000002 0.11112000000000002 0.10236000000000002 62.057679025150001 0.20327000000000003 0.075065000000000021 76.763544998700013 0.24816000000000005 0.26462000000000008 36.072790850000011 40.305698932850007 0.28022500000000006 78.677727187550019 0.11614000000000002 -0.033594999999999993 -0.074434999999999987 0.11263500000000003 75.403185184700007 0.25847000000000003 0.11048000000000002 -0.0023999999999999998 36.514114975300011 61.987779113750001 67.004441985200017 -0.062629999999999991 -0.053019999999999991 0.084365000000000009 0.076080000000000023
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 15 12 4 5 -4 -5 10 13 14 11 -7 -2 -9 -10 18 17 19 21 20 -17 22 26 -24 -25 -26 -1 -28 29 -29
right_child=2 -3 3 6 -6 7 -8 8 9 -11 -12 -13 -14 -15 -16 16 -18 -19 -20 -21 -22 -23 23 24 25 -27 27 28 -30 -31
leaf_value=1.0688870711033759e-05 -0.076660366817248762 0.055865481055295992 0.034024333599238697 -0.006233000108020954 -0.078771270817097547 0.064126913714971756 0.061891419795564104 -0.085430944047665935 0.080505846220502025 -0.086400762399861261 0.038458145510934787 -0.059614896449870371 -0.0033362898097059231 -0.025381931089105067 0.021641113967306284 -0.060935542851788191 0.045390909044804265 -0.078906239926577762 0.051340066201856528 0.040521696493108016 0.015857046279719907 -0.037801470126514553 0.059765565009217626 -0.099513889897355406 0.019182918443593457 -0.072149317768544816 0.035959018770167418 -0.017628999056078603 -0.010252842062253784 0.069031285932773662
leaf_weight=99.940367536208214 0.96118396684687712 1.4073852701985732 2.4400523838121435 1.4713804472994518 1.0753864549260459 0.73593853675993015 1.5336245453436275 1.7065135553712028 0.89720319448679242 0.77987962450788462 1.9689358133182393 1.4477065848768687 0.67174632395472145 0.84274918094160955 0.92646524055635382 1.9876624236349005 1.1764173358678798 1.6468728256295442 1.7348272710223671 1.3147991827916028 2.549205070536118 1.6886812204320438 0.95963696080616401 0.77577694235151318 1.5603888571786231 1.5598973663563809 5.9502517384535194 4.0769010158255723 10.187900161920878 3.6786058006982785
leaf_count=1727 23 22 38 20 19 10 24 51 24 49 63 52 32 15 31 35 30 28 28 34 27 24 24 75 19 87 55 63 134 37
internal_value=0.00057959 0.0013367 -0.00558682 -0.00136569 -0.00837389 -0.00192846 0.0285348 -0.011356 -0.0276125 0.00956297 0.00881625 -0.0179111 -0.0464967 -0.0655796 0.0506012 0.000791606 -0.0119849 -0.0209864 0.00163055 -0.00468559 -0.0177868 0.00096911 0.00147786 -0.021101 -0.0410192 -0.026476 0.00236321 0.0122031 0.00432539 0.0234759
internal_weight=159.654 142.196 17.4588 15.8258 12.8208 11.7454 3.005 9.30539 5.15281 2.60355 4.15258 2.18365 1.63293 2.54926 1.82367 140.788 8.67496 7.49854 132.113 5.85167 4.53687 130.378 128.69 4.8557 3.89606 3.12029 123.834 23.8937 17.9434 7.75551
internal_count=2900 2449 451 396 352 333 44 295 170 104 125 62 55 66 55 2427 154 124 2273 96 62 2245 2221 205 181 106 2016 289 234 100
is_linear=0
shrinkage=0.0773033


Tree=709
num_leaves=31
num_cat=0
split_feature=1 1 1 0 0 1 0 3 0 3 3 1 2 4 3 0 2 0 4 2 0 3 3 2 2 0 4 1 1 1
split_gain=0.122156 1.528 1.37335 0.708186 1.69592 0.631282 1.16142 0.53446 0.450493 0.581684 1.50607 0.784959 0.497698 1.17581 0.468553 0.61519 0.548375 0.594028 0.458634 0.360838 0.87015 0.774133 2.14984 1.27944 0.77412 1.78267 1.08579 0.582098 1.74702 0.982338
threshold=66.697957758300021 66.318885161900013 65.727424373200009 92.031298721500022 90.259604813550013 67.649671936450019 89.219171517050015 0.086945000000000022 87.29692395375001 0.087265000000000023 0.083565000000000014 62.305017173150013 -0.083794999999999994 41.468518788800004 0.12064000000000002 85.872041144650012 -0.56818499999999994 86.866770652900016 42.049402686800001 -0.088099999999999998 86.530713386650021 0.082055000000000017 0.083795000000000022 -0.077279999999999988 -0.10282499999999999 85.807518149550006 41.792045663550006 62.020040611300011 61.987779113750001 61.950140699950005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 8 4 5 -2 -7 -6 14 10 11 -10 -11 -14 16 -16 -1 19 -13 24 21 23 -23 -21 -18 26 -26 28 29 -25
right_child=3 -3 -4 -5 7 6 -8 -9 9 12 -12 18 13 -15 15 -17 17 -19 -20 20 -22 22 -24 27 25 -27 -28 -29 -30 -31
leaf_value=0.056843174733084423 0.07626837720212927 0.05806246412790679 -0.076101503094938114 0.00023776271984714595 -0.12875132433803627 -0.11855578328866399 0.060775703340749013 -0.047563520115166395 0.074508051725270419 0.044479372841661251 -0.058386069916046036 -0.03037441396884584 0.049622247769919504 -0.026521812456471266 0.0022026671127738594 -0.066597013045583769 0.0022233386467058482 -0.033774772363215765 0.033743233290129217 -0.12231589213500946 0.044716288451427506 0.08284164576913397 -0.0012115070057720754 0.00029853139374601126 0.058098352072915749 -0.1180450876370744 -0.038933649576937353 -0.057933108551166068 0.091749922968012265 -0.13678472589626409
leaf_weight=1.323982702102511 0.96912429342046325 3.7744590900838366 1.8141987435519684 63.823543482778177 1.1510069967334859 0.52377839954715433 0.62399927552905865 1.4382057132170301 1.6089639784768248 5.8230679184198388 2.7425697455182672 1.8765166597440841 2.971589365974066 3.4620382376015186 2.1446583175566039 1.9625681637553496 17.15079053484806 4.0460411068052045 1.6558625204488633 0.94019956106785674 4.3028707541525355 2.7393084820359972 19.33460439243936 1.3557207081830847 1.399944329634301 1.5152102387510238 2.5946029536426067 1.3349847699282689 1.2932221661321817 0.59224476292729367
leaf_count=11 8 34 33 1638 38 29 16 30 14 33 21 27 22 30 29 35 313 32 15 17 26 14 235 85 13 21 43 25 8 5
internal_value=0.000609726 0.00276512 0.000337769 -0.00221341 -0.0354558 0.0234969 -0.0210607 -0.0836547 0.00198531 0.0135682 -0.00524753 0.0230984 0.0256712 0.00864791 -0.00165804 -0.0306721 0.000330604 -0.000946222 -0.000318182 0.00148855 0.00757591 0.00178365 0.00921925 -0.0279701 -0.007079 -0.0360353 -0.00492744 -0.00858624 0.0117388 -0.0413792
internal_weight=158.29 89.7602 85.9858 68.5297 4.70611 2.1169 1.14778 2.58921 84.1716 20.1406 7.88391 5.14134 12.2567 6.43363 64.031 4.10723 59.9237 58.5997 3.53238 54.5537 31.8932 27.5903 22.0739 5.51637 22.6605 5.50976 3.99455 4.57617 3.24119 1.94797
internal_count=2900 1141 1107 1759 121 53 45 68 1074 162 77 56 85 52 912 64 848 837 42 805 415 389 249 140 390 77 56 123 98 90
is_linear=0
shrinkage=0.0887971


Tree=710
num_leaves=31
num_cat=0
split_feature=1 4 2 3 3 3 4 4 4 1 4 1 3 1 0 1 4 4 0 0 0 1 0 4 1 2 1 0 4 1
split_gain=0.451201 0.370835 0.689314 0.979853 0.436763 0.696542 0.603656 0.475401 0.615651 1.02889 0.928107 0.597922 0.553056 0.506646 1.15022 0.594388 0.49815 0.611667 1.15938 1.40893 0.923731 1.21435 1.01256 0.876691 0.792415 1.67385 0.728579 0.691712 0.966169 1.29593
threshold=89.912793714750009 32.785955158400007 -0.10710499999999999 0.088500000000000023 -0.27223499999999995 -0.54481999999999997 40.036761086100007 34.997818021800008 37.020641110850008 69.64719632740001 36.514114975300011 71.381251821550009 0.085880000000000026 61.614083433650009 82.401241698250018 61.767325547050007 42.178283198950005 43.19689381845 86.388225105700016 85.775256651950016 91.625341543800019 68.321786469100019 85.775256651950016 42.773538294100007 61.950140699950005 -0.23361999999999997 62.197478847950002 86.780739992750014 42.599563320500003 62.154463517850012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -4 5 -3 -7 -6 9 10 12 -11 -9 14 -10 -15 -17 18 19 23 22 -22 24 -18 -19 -26 -24 -20 -29 -30
right_child=-2 4 3 -5 7 6 -8 8 13 11 -12 -13 -14 15 -16 16 17 20 27 -21 21 -23 26 -25 25 -27 -28 28 29 -31
leaf_value=-0.0021534644503710268 -0.00082355598898447137 0.00048660830872378555 0.0013283687414365156 -0.0016483550718448608 0.00072227652866799284 -0.00037000396091290961 -0.0022603167224369155 -0.00037313256847265586 6.5660319871093864e-05 -0.0023520086580730275 -0.00095846710702874422 -0.00052401164397333094 0.00086117693575498734 0.0011507944239057002 -0.0015410234434573894 0.00024298910022974135 0.00037513800726140324 0.0011108947392857846 0.0011841726830700246 -0.0018562051918234192 -0.0021859939255432287 2.1354494467128042e-05 0.00035377682491605689 -0.0013854068190846823 0.0011130437738201991 -0.0019398853604135952 0.0013745881202927 0.00039000387710528162 0.00098034809759507701 -0.00088771228312583043
leaf_weight=0.79291940876282785 2.0234206971708764 1.7232856040354816 0.9923565341887286 0.74382579302618979 5.0944040633912655 1.6699380502104753 1.0629116827913092 2.1542132042814028 7.9539053522603336 1.2742641079821617 2.6728520722826943 1.4951290469034573 3.9635661942884326 2.3485890477895728 2.18333002878353 98.04744051846501 3.4617557614692505 1.151094358414414 1.9034578176215315 3.1069923808099702 1.0211270460858966 15.551629323454106 5.2664440684020501 1.5855257404036818 1.0981190372258423 1.8599504673038612 5.4906263075245079 9.1423324625939149 1.7823850587010364 7.1763989210594445
leaf_count=71 360 48 29 27 87 30 50 28 169 28 19 65 23 12 38 945 39 7 12 55 35 342 28 39 12 41 68 85 9 99
internal_value=9.7564e-05 0.000107183 -0.000638724 5.30626e-05 0.000117047 -0.000489625 -0.00110522 0.00013152 0.000114956 -0.000322911 5.4244e-06 -0.00136512 0.000426548 0.000144708 -0.000280383 0.000171642 0.000157055 1.568e-05 -0.000194214 -0.000817385 0.000203675 -0.000114651 0.000558541 -0.00017791 -0.00026942 -0.000806552 0.00087482 5.98037e-05 -5.84315e-05 -0.000516054
internal_weight=195.794 193.771 2.5291 1.73618 191.242 4.45614 2.73285 186.786 181.691 11.56 8.79063 2.76939 6.11778 170.131 10.1372 159.994 157.645 59.5978 28.1588 8.15427 31.439 16.5728 14.8662 5.04728 4.10916 2.95807 10.7571 20.0046 18.1011 8.95878
internal_count=2900 2540 127 56 2413 128 80 2285 2198 163 70 93 51 2035 207 1828 1816 871 338 133 533 377 156 78 60 53 96 205 193 108
is_linear=0
shrinkage=0.00196078


Tree=711
num_leaves=31
num_cat=0
split_feature=4 4 3 3 2 0 4 2 4 4 1 4 3 4 1 0 0 3 4 4 1 1 2 2 1 4 2 2 4 4
split_gain=0.121694 1.62411 0.455605 0.740914 1.0084 2.0693 0.821416 0.670191 0.663618 1.47739 0.860517 0.953202 0.540731 0.488251 0.485831 1.72666 1.01114 0.890575 0.81583 1.18394 0.611473 0.621999 0.597096 0.423163 0.405897 0.391207 0.612346 1.77129 0.399644 0.981122
threshold=40.305698932850007 40.496232821400007 0.091885000000000022 0.098200000000000023 -0.072569999999999982 89.872466842800023 39.646013290900008 -0.054494999999999995 38.238138001450004 39.344049039350004 69.276189105400007 36.82350895510001 0.091250000000000012 36.921550069850007 70.133807249000014 94.964406541850011 88.576630023850015 0.082975000000000021 38.828362408050005 36.173488152900006 62.068432857650002 61.614083433650009 -0.10710499999999999 -0.13820499999999999 62.041548276350007 40.823855932350007 -0.103615 -0.060760000000000002 41.028010303750008 41.134354310300004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 12 8 5 13 7 -6 10 -10 -4 -12 14 -5 16 -16 17 20 19 -18 21 22 23 -1 -19 26 -3 -28 -27 -30
right_child=1 25 3 4 6 -7 -8 -9 9 -11 11 -13 -14 -15 15 -17 18 24 -20 -21 -22 -23 -24 -25 -26 28 27 -29 29 -31
leaf_value=-0.034201003542915415 0.04872962731578432 0.0076153359172104144 0.043691742130489812 0.024374322480159943 0.065511286121492623 -0.096240413496822413 -0.035896907780735877 0.009940108369707594 0.069326652646910944 -0.0047490994432963923 0.0031948174373004142 -0.10109987573365385 -0.059166946135546419 -0.025767379786431312 -0.096688352458579124 -0.0064282623839407842 0.036323228622855905 -0.081917675213376825 0.046412945654819945 -0.024247669017163062 -0.055113259798144555 0.031774523043568183 -0.098113586522471208 0.068356567906828966 -0.022765993252522855 0.02481362878115724 -0.11254944086543778 0.00038081518894830845 -0.050860383281883324 0.0016259387141371446
leaf_weight=0.63456293256604057 4.2839787175125812 3.0476279003996751 1.3608293898869326 2.3270917795598498 1.6838041249720843 1.9090692217341709 1.7753295406037066 5.6434357973930656 3.6014696385827847 2.9081357262039091 1.4696448753998086 0.8135567009449004 1.2230364715505846 2.3148916903883219 1.51796746405307 7.6458370985660622 3.3463517008349282 1.5672587403096261 3.4644506354816258 4.551012871786952 1.0513914694238335 2.862280806468334 0.50476553151384917 0.38706832751631726 1.2430589254072399 4.1659001927182535 1.2805375778261807 2.358847149727807 2.1834028615867274 84.281147930196312
leaf_count=54 48 40 17 19 22 98 19 76 31 34 51 16 25 21 39 329 32 27 33 39 24 33 7 3 19 48 18 38 34 1606
internal_value=0.000553627 0.00214661 -0.00234657 0.00518409 -0.00536498 -0.0284927 0.0112799 0.0227104 0.0214473 0.0362337 -0.00496654 -0.0339678 -0.00882496 -0.000630637 -0.00668533 -0.0213797 0.00018061 -0.0204175 0.0151379 0.00141805 -0.00216291 0.0105224 -0.0293295 0.00465527 -0.0557537 9.59908e-05 -0.0179477 -0.0393543 0.00142732 0.000300554
internal_weight=157.408 101.601 55.8063 25.8073 15.6536 6.55105 9.10257 7.32724 10.1536 6.50961 3.64403 2.2832 29.999 4.64198 28.776 9.1638 19.6122 8.25039 11.3618 7.89736 5.44007 4.38868 1.5264 1.02163 2.81032 97.3175 6.68701 3.63938 90.6305 86.4646
internal_count=2900 1832 1068 404 255 138 117 98 149 65 84 67 664 40 639 368 271 167 104 71 121 97 64 57 46 1784 96 56 1688 1640
is_linear=0
shrinkage=0.0773033


Tree=712
num_leaves=31
num_cat=0
split_feature=4 4 2 4 2 2 0 3 1 0 1 4 1 1 4 4 3 0 3 4 2 2 4 4 2 1 3 0 3 3
split_gain=0.125238 0.614238 1.23727 0.492811 0.579244 0.519793 0.444066 0.620214 0.650737 1.09058 0.968732 0.630096 0.498939 0.485648 0.364876 0.263884 0.86746 0.951147 0.547943 0.218224 1.87546 0.740413 0.62416 0.296627 0.253266 0.628045 0.905996 0.294822 0.269817 0.791941
threshold=37.020641110850008 36.514114975300011 -0.081169999999999992 36.372781240150012 -0.58892999999999995 -0.26820499999999997 88.576630023850015 -0.25445999999999996 65.630639880500027 92.031298721500022 69.64719632740001 34.997818021800008 61.767325547050007 59.74022811670001 32.785955158400007 37.858673296900008 0.099780000000000021 90.837623311600012 -0.087385000000000004 38.703421923500009 -0.10710499999999999 -0.097799999999999984 38.386256906100009 38.115457128050004 0.22542000000000004 68.214248143850014 0.081550000000000025 100.87363751255002 0.088165000000000021 0.08883000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 -1 -6 12 -8 -9 -10 -11 14 13 -7 -12 16 17 -2 -19 20 -17 -22 23 -23 28 -26 -27 -28 -21 -30
right_child=15 2 -4 -5 5 6 7 8 9 10 11 -13 -14 -15 -16 19 -18 18 -20 24 21 22 -24 -25 25 26 27 -29 29 -31
leaf_value=-0.088851788894959122 0.040149556025796548 -0.092488411013972774 0.0014691245350192024 0.050808300908265283 0.050156065981913647 -0.054394805229111311 0.055712893160855925 0.043338448743878016 -0.065571143697072939 0.044025593933857285 -0.081874399167084375 -0.081867252516931055 -0.087208224177106303 0.049456966947954706 0.017743666073849473 -0.076120206437669563 0.063951716545191689 0.0053850539244487466 -0.072350538166391198 0.0051313307347073565 0.061192269894360406 -0.0096392444475023997 -0.043559159694812402 0.037135613996771781 -0.065606620722869699 0.03624057573161317 -0.0035551256280373883 -0.083268738791139094 -0.041490762105848733 7.2369814758343486e-05
leaf_weight=0.41532816540347717 1.6169129610061639 1.2520119212849752 2.0254949712689259 1.0361119531016818 1.0534501659321875 0.52797775191720642 1.051343821047334 1.2441976750269566 1.7181816920638082 1.890032786875963 0.24441085109492666 0.78498845193098521 0.7033936465086299 0.4697877197759226 1.197608647396464 1.8770629028949768 1.5604855431274698 0.93194199736171901 1.0815764967974244 65.509136658598436 1.2062251968891358 1.4112712028436356 1.4967343703901859 1.5937294835603095 1.0782775215047871 1.6352787505893505 0.42427003808552377 0.64640555056757876 2.6512571819912401 55.739707498944881
leaf_count=24 26 34 26 12 29 42 24 11 16 14 72 56 41 11 56 44 23 22 49 1263 9 21 30 28 36 40 13 34 54 740
internal_value=0.000481223 -0.00583147 -0.0344228 0.00176435 -0.00273227 0.000553591 -0.00476111 0.00246174 -0.00544643 -0.0158484 0.00490254 -0.0283007 -0.039283 -0.00549726 0.000859195 0.00118298 0.0176231 -0.00229057 -0.0363712 0.000552092 -0.0116923 0.00949476 -0.00435742 0.0151682 0.00127947 -0.0176555 0.00145225 -0.0516811 0.00185779 -0.00181482
internal_weight=156.075 15.6143 3.27751 12.3368 11.3007 10.8854 9.83192 8.13076 7.07942 5.83522 4.11704 2.22701 1.70116 0.997765 1.44202 140.46 5.19092 3.63043 2.01352 135.269 7.58502 5.70796 4.50174 3.005 127.684 3.78423 2.70595 1.07068 123.9 58.391
internal_count=2900 468 60 408 396 372 343 249 225 214 198 184 94 53 128 2432 120 97 71 2312 132 88 79 49 2180 123 87 47 2057 794
is_linear=0
shrinkage=0.0743015


Tree=713
num_leaves=31
num_cat=0
split_feature=3 3 0 1 1 2 1 1 0 3 0 2 1 4 4 1 1 1 1 0 0 0 1 2 4 3 3 1 1 1
split_gain=0.112606 0.777548 0.738299 0.695144 0.800067 0.474751 0.360557 0.546549 0.848161 0.710531 0.505563 0.4515 0.307635 0.280183 0.264512 0.295649 0.435121 0.7213 0.403764 1.37365 1.19822 0.933263 0.658245 0.515843 1.99572 1.40116 1.10984 0.936729 0.916203 0.615267
threshold=-0.23472499999999999 -0.22125500000000001 71.249517373150013 61.944763783650011 61.987779113750001 -0.23361999999999997 62.020040611300011 73.365333921800001 101.06989495610001 -0.25276999999999999 89.219171517050015 -0.15895000000000001 67.316303128300021 32.785955158400007 34.542090938800008 61.614083433650009 57.960468834350003 60.474177186300004 66.697957758300021 90.337570099350003 90.837623311600012 92.313586825200005 67.980352286500008 -0.058529999999999992 38.238138001450004 0.083565000000000014 0.084065000000000015 83.366398167100016 69.873026810350026 82.987325570650015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 -1 5 -5 -4 -6 9 -9 12 -11 -10 -8 -3 -15 16 -16 -18 19 -17 -21 22 -20 24 29 27 -27 -26 -28 -23
right_child=1 13 3 4 6 -7 7 8 11 10 -12 -13 -14 14 15 18 17 -19 21 20 -22 23 -24 -25 25 26 28 -29 -30 -31
leaf_value=-0.094479858339404726 0.043725330894595529 -0.038372780636586709 -0.011721722707619432 -0.118471181596378 0.041573973640485214 0.053191271468186613 -0.036300057252696194 0.055360296202475567 0.019879544583873508 -0.024301174833841324 -0.099299194527081899 -0.086344424083018831 0.018941514170207435 0.025300849599963888 0.0032022745959508388 0.0015289461205426878 -0.091909422772210911 -0.0096212088359034619 -0.016242370184092417 0.07099746540129688 -0.00014528463659806072 -0.094714610742984054 -0.086885871556710001 0.0091065741686645277 -0.053127706383925132 0.085976764775801739 0.044847238313810892 0.009745132990769791 -0.0027075419535806389 0.026706353309763928
leaf_weight=0.59204846061766048 2.7174476026702896 1.2021239659800347 1.1370235619251619 0.44997494295239349 0.840609621256588 2.0298013678984708 1.0406868816353383 1.4978815194917845 0.46711829940613525 1.1597808869555595 1.1658189994050188 0.5804498255747631 1.7462624345207585 2.7536875657724513 3.3167420010395281 65.822812415353837 1.0731344580854056 1.9250419267918915 2.1855992478085677 3.6211909409612408 2.6534400556702167 2.0487788980317343 1.3994859938102306 19.252647343246288 4.9093053126707664 1.0979401655495191 2.9976522941142347 2.2286207890902006 20.833967181088155 0.31090788188339491
leaf_count=65 48 109 34 6 7 26 25 36 31 12 36 65 29 72 121 642 39 25 42 35 37 110 58 418 173 9 22 147 373 48
internal_value=0.000469322 0.00111688 -0.00678474 -0.00249931 -0.0139598 0.0298848 -0.00842619 -0.0139147 0.0165356 -0.0290753 -0.0618975 -0.0389784 -0.00168648 0.000287666 0.00062339 0.00012254 -0.0168698 -0.0390746 0.000952032 0.00495648 0.0409123 -0.00408963 -0.043819 -0.00143625 -0.00733209 -0.00207927 0.00691649 -0.0334974 0.00327412 -0.0787164
internal_weight=155.058 142.351 12.7075 12.1154 8.94858 3.16682 8.49861 7.658 2.54545 5.11255 2.3256 1.04757 2.78695 139.633 138.431 135.677 6.31492 2.99818 129.362 72.0974 6.27463 57.2649 3.58509 53.6798 34.4272 32.0675 24.9296 7.13793 23.8316 2.35969
internal_count=2900 2528 372 307 247 60 241 234 132 102 48 96 54 2480 2371 2299 185 64 2114 714 72 1400 100 1300 882 724 404 320 395 158
is_linear=0
shrinkage=0.0804263


Tree=714
num_leaves=31
num_cat=0
split_feature=1 4 0 3 3 1 2 0 4 3 2 2 2 2 4 2 3 2 3 0 2 3 1 3 3 2 1 2 2 3
split_gain=0.392281 0.27948 0.734494 1.01857 0.469239 1.34171 1.10414 0.874794 1.18218 0.826729 0.596728 0.558878 1.98478 0.549463 1.27775 1.32312 1.13279 0.944743 0.801214 0.749703 0.718991 0.654205 1.76632 3.27947 1.34836 1.56723 1.2999 1.19779 0.634808 0.620735
threshold=89.912793714750009 42.102795028150005 104.06483731340002 -0.22125500000000001 0.095645000000000022 75.403185184700007 -0.012769999999999998 88.232507383150008 42.852084787850011 0.094415000000000013 -0.071129999999999985 -0.61225999999999992 -0.25089499999999998 -0.11600999999999999 44.215931556700006 -0.156745 0.09117500000000002 -0.098345000000000002 0.070195000000000021 106.56510337475001 -0.23557500000000001 0.083415000000000031 71.52105164435001 0.08708500000000001 0.088165000000000021 -0.086339999999999986 62.197478847950002 -0.053019999999999991 -0.082885 -0.24701499999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -4 9 6 7 8 10 11 -6 -3 -13 14 -14 20 17 -15 19 29 -16 26 23 28 -25 -26 -20 -28 -23 -19
right_child=-2 4 3 -5 5 -7 -8 -9 -10 -11 -12 12 13 16 15 -17 -18 18 21 -21 -22 22 -24 24 25 -27 27 -29 -30 -31
leaf_value=0.00019962761179864616 -0.00083468041405485081 0.0016159660381724387 0.0010332192139775706 -0.0021730193150893964 -0.0024557453388382449 0.0011098386034322379 0.00075451732887478701 -0.0024012646113057644 0.00023374038397967227 0.0013874865445935713 -0.00063028081971897162 -0.0022461736394490282 0.0009331103976482866 -0.0012864980595123639 -0.00095780106673827299 -0.0020852152206151026 -0.0015904384440179611 0.00019974654721281436 0.0013373461536521573 0.000769271353943125 0.00036176797705177768 -0.0011547253190355377 0.0008936702559512739 0.0011581477256758916 -0.0025038520884959111 0.00049540393714858893 -0.0014170085558676928 0.00076348427825754541 -0.0027139257519558841 -0.0018946195004587473
leaf_weight=116.19772118930996 1.6584942823719746 0.86250576539896329 0.57369011553237204 1.1338250953740487 1.4431477403268202 1.9506363326217968 1.6402919654501591 1.4291210742667315 2.7373029657173902 1.835397911723702 1.31656469590962 1.4401011972222466 8.2775155918206966 2.002053795382376 1.9067919306689862 1.128293398534878 1.7871144214295771 0.76455150436959285 4.8769212269689906 0.91324139712378372 9.481126544880679 2.2238801887724549 5.5478392158402121 3.7350827646441758 1.0730529483407756 1.7825534770381617 1.7017296848353001 2.2481177534209564 1.8300492002163098 1.8867349195643497
leaf_count=1284 360 8 30 134 23 25 25 27 30 14 22 57 81 30 80 85 45 35 30 12 117 25 69 23 21 31 25 35 37 80
internal_value=0.000114702 0.000123179 0.000180867 -0.00109579 2.2891e-05 -0.000357815 -0.000692011 -0.00103459 -0.000679276 9.27617e-05 -0.00158488 4.99211e-05 2.51857e-05 8.6709e-05 0.000335425 -5.98499e-05 -7.30461e-05 1.56144e-05 0.000106817 -0.000762905 0.000140819 0.000230727 -3.36908e-06 -0.000470895 0.000382676 -0.000631628 0.00066017 -0.000175947 -0.00185859 -0.00129067
internal_weight=187.385 185.727 117.905 1.70752 67.8217 10.5171 8.56643 6.92614 5.49702 57.3047 2.75971 55.4693 54.6068 53.1666 20.7937 12.5162 32.3729 30.5858 28.5838 3.56453 11.3879 25.0192 16.1925 10.6446 6.59069 2.85561 8.82677 3.94985 4.05393 2.65129
internal_count=2900 2540 1448 164 1092 152 127 102 75 940 45 926 918 861 363 282 498 453 423 127 197 296 206 137 75 52 90 60 62 115
is_linear=0
shrinkage=0.00196078


Tree=715
num_leaves=31
num_cat=0
split_feature=1 4 2 2 4 4 4 3 1 4 3 3 1 0 1 1 2 2 1 2 4 4 4 3 4 1 2 2 3 3
split_gain=0.128198 0.204808 0.113703 0.646077 0.506801 0.498339 0.849094 0.679823 0.428403 0.299517 0.178912 0.675532 0.467091 0.766853 1.13328 0.801608 0.242732 0.945221 0.976082 0.300685 0.833024 0.618652 0.540269 1.08033 0.538797 0.497152 0.867378 0.801415 1.00131 1.78086
threshold=89.786436182600013 45.027406014450008 -0.58350999999999986 -0.5169149999999999 40.660558922250004 39.268993001500007 40.621691032550004 0.099010000000000029 77.285105876000003 42.599563320500003 0.13062500000000002 0.12064000000000002 61.93938686740001 87.393708446500014 68.961639504150014 75.403185184700007 -0.25167499999999993 -0.26138499999999998 62.197478847950002 -0.11808 35.337501601400007 44.215931556700006 47.833738492450003 -0.24523500000000001 48.461603274950008 62.036171360100006 -0.22089 -0.22089 0.088395000000000015 0.081550000000000025
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 5 4 -4 8 -7 9 -1 -8 11 16 -12 -14 -15 -16 17 18 -5 20 -18 25 23 -23 -24 26 -22 -27 29 -29
right_child=1 -3 3 10 -6 6 7 -9 -10 -11 12 -13 13 14 15 -17 19 -19 -20 -21 21 22 24 -25 -26 27 -28 28 -30 -31
leaf_value=-0.067260292587715195 -0.082081723783579794 -0.0064869286446488346 -0.093398551280358288 0.061415312082874145 -0.0067548783415362435 0.060382404546011258 -0.055984548597511084 0.036941262665492504 0.01847602355100262 0.0006589010044983426 0.061139514435767171 -0.045509063824185611 -0.046671787262517569 0.076757585664449471 -0.08704389062917256 0.025819150822110899 -0.063228745131764255 -0.09217161488939242 -0.036389972705670355 -0.00054394584100156537 -0.069878628747391577 0.036732540922535639 0.047807253743219362 -0.081831164918516039 -0.0061520119445281525 0.056576707269553321 0.018655628184932656 -0.021222675090663792 -0.019965331865327264 0.062587600388116282
leaf_weight=0.88889272106462047 0.30812049635574001 0.93622018570022192 0.84041088632511562 1.1185389317688539 0.90898406802443787 2.2057357057929039 1.2638193114544267 1.744394135661423 0.65459437249228358 1.1562955437693743 1.1271004928275932 2.0584940219996488 1.3822043398395178 1.4712777808308604 0.68294961946958199 1.0076322357926981 1.0028602097372665 0.87956552645846287 1.6100997772300614 103.37322163577846 1.0163624579727186 0.76406898142886381 1.5178217615466563 1.4227458274981453 5.6627813573577441 4.1163510790211157 2.4203150062821868 2.5697879549115861 3.5670270646805875 4.5323556858929805
leaf_count=20 256 114 38 18 38 20 22 22 26 22 9 38 21 14 20 26 73 43 36 1503 47 28 17 68 171 44 36 30 42 38
internal_value=0.000504904 -0.0252055 0.000714051 0.000201883 -0.0483786 0.0101017 0.0200362 -0.00133325 -0.0308994 -0.0289211 0.000794934 0.000218082 0.0147945 0.00329912 0.0251439 -0.0197745 0.000912382 -0.0196682 0.00370292 0.0014751 0.00877475 0.011392 -0.00540526 -0.0404052 0.00525379 0.0200269 -0.00752748 0.0264315 0.014801 0.0322623
internal_weight=154.211 1.24434 152.967 145.053 1.74939 7.91373 6.37024 4.16451 1.54349 2.42011 143.304 137.632 5.67116 4.54406 3.16186 1.69058 135.574 3.6082 2.72864 131.966 28.5925 27.5896 9.36742 2.18681 7.1806 18.2222 3.43668 14.7855 10.6692 7.10214
internal_count=2900 370 2530 2398 76 132 86 66 46 44 2322 2232 90 81 60 46 2194 97 54 2097 594 521 284 96 188 237 83 154 110 68
is_linear=0
shrinkage=0.0804263


Tree=716
num_leaves=31
num_cat=0
split_feature=3 2 3 0 0 3 2 3 3 3 2 3 3 3 3 3 4 4 2 0 4 4 2 2 4 4 2 1 4 2
split_gain=0.122589 0.435753 0.381878 0.294686 0.473733 0.588544 0.320062 0.294647 0.322522 0.438581 0.751885 0.57784 0.470141 0.336837 0.507791 0.933419 0.262369 0.405148 0.37327 0.272962 0.184429 1.24951 0.519965 0.504621 0.383958 0.45016 0.421797 0.362864 0.881597 0.536136
threshold=-0.25765499999999997 -0.23557500000000001 -0.25276999999999999 95.071944867050021 89.219171517050015 -0.54481999999999997 -0.13820499999999999 -0.2485 -0.24637000000000001 -0.23958499999999999 -0.046474999999999995 -0.15684499999999998 -0.12530999999999998 -0.10585499999999999 -0.087385000000000004 -0.093074999999999991 40.742467179200005 41.755948821900006 -0.16187499999999996 106.56510337475001 47.833738492450003 45.90502654165001 -0.23361999999999997 -0.21094499999999999 48.315732392000008 48.852845034800005 -0.16717499999999999 83.715897724050009 44.710446918150005 0.20981000000000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -2 4 5 -3 -7 -4 -9 10 -10 16 -13 -14 15 -15 -11 -18 -19 -20 21 27 -22 -24 -25 -26 -27 -16 29 -29
right_child=2 3 7 -5 -6 6 -8 8 9 11 -12 12 13 14 20 -17 17 18 19 -21 22 -23 23 24 25 26 -28 28 -30 -31
leaf_value=-0.095443785834138081 0.044988366288391639 0.037060441302344524 -0.030044914268830051 -0.061628644586686217 0.042068500028251993 -0.099917731203928134 -0.020984395986843651 0.045051131984921111 -0.10410812188790053 -0.0060004934818231898 0.01883465782406258 -0.049413363066018123 0.031074282881238945 0.0027595538340237404 0.0014226854520240303 -0.11300289288603733 0.093681117143737891 0.04784346006209543 -0.059830195648199171 0.026257568556172974 0.055927762113912802 -0.086529592300438801 -0.1013483339896689 0.071486236450736484 -0.077025133591633807 0.0919191075178942 -0.0045158642257624492 -0.091566183719882135 0.084812364375334029 0.038130913450710846
leaf_weight=0.44103239871037647 1.4781450820446469 0.91328226425684977 2.3524143625181742 0.60596639869618218 1.5157278794795273 0.61269719482515905 1.0678824154747413 1.2495967171998916 0.79763000880484469 1.2147772856296786 0.71490096522029378 1.4417149738219439 2.6878762304913826 1.392422568114853 120.76958646556523 0.85020948629244131 0.84662448009476055 2.0690838407026604 0.53080876771127827 0.58873634343035519 1.7224588738754389 1.2535169174952887 0.3484300766140217 0.60785969186690625 0.53241875229286995 0.40962172282161224 2.1372667819523485 1.2263216557573731 0.36361315293470386 0.30080318775708281
leaf_count=63 24 30 36 53 21 30 31 24 29 31 19 55 66 55 1588 33 7 35 23 21 24 60 7 11 11 5 168 302 7 31
internal_value=0.000501083 -0.0126936 0.000961162 -0.00495425 0.0034025 -0.0191921 -0.0497615 0.000516663 0.00101573 0.000630406 -0.045999 0.00112957 3.59082e-05 0.000565555 -5.60874e-05 -0.0411274 0.0294695 0.0401475 0.0259336 -0.0145591 0.000654227 -5.35047e-05 0.0158847 -0.00120636 0.00825686 -0.00422471 0.010994 0.00083023 -0.0370124 -0.0660193
internal_weight=153.043 5.15659 147.887 4.71556 4.10959 2.59386 1.68058 146.409 144.056 142.807 1.51253 141.294 136.044 134.602 131.915 2.24263 5.25003 4.03525 3.18863 1.11955 129.672 123.914 5.75806 4.0356 3.68717 3.07931 2.54689 122.66 1.89074 1.52712
internal_count=2900 228 2672 165 112 91 61 2648 2612 2588 48 2540 2423 2368 2302 88 117 86 79 44 2214 1988 226 202 195 184 173 1928 340 333
is_linear=0
shrinkage=0.087056


Tree=717
num_leaves=31
num_cat=0
split_feature=2 2 2 3 3 1 2 1 0 1 1 1 2 1 3 2 1 4 4 0 2 4 3 4 0 3 2 3 2 3
split_gain=0.108241 0.646896 0.438054 0.386576 1.41224 0.623451 0.528378 0.471327 0.602779 0.439179 0.606758 0.67664 0.500996 0.291822 0.263994 0.21478 0.828661 0.730924 0.822519 1.08905 0.285928 0.669275 0.751667 0.664098 0.566821 0.490748 0.78386 0.492395 0.268686 0.670143
threshold=0.072320000000000023 0.06041500000000001 0.11529000000000002 0.11112000000000002 0.10273500000000002 62.057679025150001 0.20327000000000003 68.214248143850014 91.410264893400026 68.961639504150014 76.763544998700013 78.820215468450016 0.20981000000000005 66.697957758300021 0.082055000000000017 1.0000000180025095e-35 71.429644067900014 36.735256530150004 39.344049039350004 86.001087134900004 -0.033594999999999993 41.872669623500009 0.082620000000000013 42.686561923500008 87.29692395375001 0.12191500000000002 -0.088099999999999998 0.23821500000000004 -0.59309999999999985 0.10790500000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 15 13 4 5 -4 -5 8 -7 -9 14 -12 -13 -2 -11 20 17 -17 -19 -20 25 24 -23 -24 -22 28 27 -27 29 -1
right_child=2 -3 3 6 -6 7 -8 9 -10 10 11 12 -14 -15 -16 16 -18 18 19 -21 21 22 23 -25 -26 26 -28 -29 -30 -31
leaf_value=0.0045161396970499644 0.0047169549867787063 0.058185441945705192 0.036971112218886742 -0.009954162137845406 -0.11971160027768332 -0.011557414067720663 0.061644053751554566 0.053366830170164539 -0.10251020645179149 -0.007484234496314285 0.054535629297598601 -0.091971408942384536 0.0013115568765302706 -0.072350093170271607 -0.072089724158667906 0.085294030055761166 -0.090748081178553805 -0.11354967006051632 -0.10032447448727183 0.0284436921647001 -0.0011488410107889794 -0.079389226353792655 -0.042444905352840907 0.032087528336421492 0.044615084770131395 -0.043921658590906437 -0.080851823031391976 0.013737047377102124 0.00024118527722254027 0.07466339764428831
leaf_weight=4.6230364281591383 0.48530402933829719 1.3265018598613085 2.3243843987584087 1.3809938356844207 0.71571611781473699 1.3554300941759705 1.3936429308141667 0.89494686573743809 0.76833965652622271 0.68250735400943074 1.4373923104431012 0.47256471897071639 2.1514382713285158 1.0376406988907545 1.1310028505977241 0.56856048339977805 0.83482373740844185 0.48919470002874765 0.55609918066693387 2.1543439724482596 2.8989760940894467 0.8982787278946488 1.2688161972910168 2.1985884418245405 4.89979108571697 1.5639617205065404 1.254500788199947 2.7482250630941962 106.41995761675707 1.1431516517768612
leaf_count=102 13 22 38 20 17 28 24 7 27 17 47 38 108 42 25 6 93 7 77 31 34 36 30 27 62 31 31 37 1809 14
internal_value=0.000421586 0.00117809 -0.00590996 -0.0015734 -0.00798621 -0.000858059 0.0260081 -0.0107449 -0.0444624 -0.00016734 -0.00832241 0.00929444 -0.0154881 -0.0477918 -0.0477757 0.000615946 -0.0167987 -0.000415568 -0.0156458 0.00202444 0.00123295 0.0132068 -0.0125115 0.00481412 0.0276036 -4.00142e-06 -0.0237786 -0.00717485 0.0011757 0.0184229
internal_weight=152.078 135.847 16.2313 14.7084 11.9337 11.218 2.77464 8.89362 2.12377 6.76985 5.87491 4.0614 2.624 1.52294 1.81351 134.52 4.60302 3.7682 3.19964 2.71044 129.917 12.1645 4.36568 3.4674 7.79877 117.753 5.56669 4.31219 112.186 5.76619
internal_count=2900 2449 451 396 352 335 44 297 55 242 235 193 146 55 42 2427 214 121 115 108 2213 189 93 57 96 2024 99 68 1925 116
is_linear=0
shrinkage=0.0820348


Tree=718
num_leaves=31
num_cat=0
split_feature=3 2 3 0 0 0 0 1 3 3 4 4 0 2 3 3 1 1 2 4 4 1 0 1 4 0 0 2 4 2
split_gain=0.103017 0.395675 0.317144 0.250399 0.402931 0.783154 0.385926 0.40083 0.239337 0.272726 0.733238 0.809858 0.547299 0.397095 0.377024 0.316292 0.292728 0.85743 0.381866 0.463808 0.286406 0.237255 1.37036 0.934635 0.967841 0.846693 0.791498 0.694659 1.22178 1.20029
threshold=-0.25765499999999997 -0.23557500000000001 -0.25276999999999999 95.071944867050021 86.597924839850023 85.968825637350008 76.591483678350016 55.788194664950005 -0.2485 -0.15684499999999998 40.305698932850007 41.289992964000007 93.577162146500015 -0.16187499999999996 -0.12530999999999998 -0.11050499999999999 60.474177186300004 57.960468834350003 -0.11911999999999999 48.680511450650009 44.921040431000009 66.697957758300021 90.337570099350003 65.630639880500027 38.238138001450004 90.837623311600012 92.313586825200005 -0.12835499999999997 40.259171735100004 -0.088099999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -2 4 5 6 7 -3 -4 10 12 -12 -10 20 -11 -16 17 18 19 -17 -13 22 23 24 -18 -24 -23 28 -26 -29
right_child=2 3 8 -5 -6 -7 -8 -9 9 14 11 13 -14 -15 15 16 21 -19 -20 -21 -22 26 25 -25 27 -27 -28 29 -30 -31
leaf_value=-0.087490208804507183 0.038255823230161884 0.026546914117028614 -0.025103287381384311 -0.053457110632042996 0.030985284529773102 -0.10609054862899309 0.043351771925023465 -0.089960802219395966 -0.097845621964674584 -0.041550583220610358 0.07287077148513868 0.070128435456759439 0.0063757712481060441 -0.01821541804853468 0.040464179912632091 -0.077319410535639885 0.033286431352332405 -0.080377602353261343 0.029630723720581141 0.017028217728567729 0.012169436990712556 -0.040797246946194167 0.068685206085213779 -0.047652996596096689 -0.029732951650787393 0.0055603847579099785 -0.00080856081975025189 -0.027916081747081024 0.034949199235237566 0.0022039963275132914
leaf_weight=0.40226009557954956 1.444578280657878 0.36267015074554343 2.3445251351513425 0.58387409413262492 1.8073426599148659 0.52366914972662915 0.87534579914063215 0.40353365198825486 0.57638401235453673 1.4005242522471224 1.7803745797136796 0.78600299614481617 0.75001174865610665 1.9786427698272748 1.2623362110389269 0.6597605137794742 5.9500127406863603 1.1404031638667218 1.5241458495584077 0.68900672532618046 1.8483876977115867 3.4102650179847833 3.2333669448271385 2.5082402650732538 2.5311782967764866 2.3906265806872398 52.333776275477476 11.143996407161458 7.444914797320962 36.87915303673072
leaf_count=63 24 29 36 53 27 7 14 35 14 55 17 14 36 65 44 40 77 49 38 13 43 95 34 24 24 32 1350 116 64 368
internal_value=0.00037162 -0.0110287 0.000758789 -0.00427839 0.00294974 -0.020452 0.00686751 -0.0348138 0.000384099 0.000804259 0.015505 0.0267949 -0.0389135 0.00901212 -3.94992e-05 0.000397291 1.36567e-05 -0.0213741 0.00204733 -0.0291227 0.0294622 0.000685165 0.00373225 0.00050632 0.00239524 0.0418523 -0.00325496 -0.000773817 0.0185378 -0.00478551
internal_weight=150.969 4.9587 146.011 4.55644 3.97256 2.16522 1.64155 0.766204 144.566 142.222 7.7198 6.39341 1.3264 4.61303 134.502 133.101 131.839 4.01332 2.87291 1.34877 2.63439 127.826 72.0815 66.4575 63.9493 5.62399 55.744 57.9992 9.97609 48.0231
internal_count=2900 228 2672 165 112 85 78 64 2648 2612 189 139 50 122 2423 2368 2324 140 91 53 57 2184 739 673 649 66 1445 572 88 484
is_linear=0
shrinkage=0.0804263


Tree=719
num_leaves=31
num_cat=0
split_feature=0 0 3 3 3 1 1 4 4 4 3 0 2 3 3 0 3 2 2 4 3 4 0 3 3 4 1 2 1 2
split_gain=0.0984515 0.383654 0.303949 0.352545 0.725393 0.57243 0.538296 0.523718 0.661633 0.672468 0.614988 0.387517 0.679231 0.341027 0.305855 0.658282 0.54463 0.280143 0.401042 0.273984 0.247273 0.21274 0.210889 0.188781 0.614339 0.385992 0.448429 1.04024 0.619078 0.515069
threshold=85.716110573100011 85.807518149550006 0.11467000000000002 0.10045500000000003 0.093480000000000021 62.00390986255001 64.071334164850015 40.742467179200005 42.773538294100007 43.968221017800005 -1.0000000180025095e-35 85.253695774650012 -0.082074999999999995 -0.082159999999999997 0.078295000000000017 85.656964494200011 -0.21013499999999999 -0.13820499999999999 -0.26820499999999997 40.421032462050007 -0.22588499999999997 41.811877919650009 83.011521693850014 -0.23472499999999999 -0.21013499999999999 35.616518500750011 73.365333921800001 -0.079824999999999993 75.922057603850007 -0.15895000000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 21 3 4 5 7 -7 13 14 11 20 12 -10 17 15 16 -9 18 -1 -5 -11 -2 -8 25 -25 -3 27 -27 -28 -30
right_child=1 23 -4 19 -6 6 22 8 9 10 -12 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 24 -26 26 28 -29 29 -31
leaf_value=0.068918400523614559 0.037813808570539287 0.037091265442828418 -0.049443089015290161 -0.0023704914771809048 -0.0610839817986061 -0.091713020991038549 -0.044302656077763236 0.048549820856976351 0.06165165215338618 0.0043325744888137417 0.058519842967452683 -0.10291824051354904 -0.12316069827437093 -0.056267212734820472 0.055402119858554422 0.087766184191084062 -0.10117702584211455 0.0523848134641497 -0.087842270364324238 0.043315158253410112 -0.050760384273583342 0.006727791004563919 0.02461034762823263 0.04500920770301909 0.00016907877915362744 -0.080543421896565784 0.076813841939508742 8.6359902000604109e-05 0.043768419445097961 -0.06388319652890706
leaf_weight=0.17805591411888599 3.0697141811251631 0.99298904718307213 1.0661199723253947 1.8989390172646374 1.6905614434654115 0.92302014539018218 0.59062729231663957 0.28511688768048749 0.37681549234548584 2.2685895191389176 1.3793986113741956 0.68269687035353854 0.23533130381474598 1.4610769300488851 2.8848798288963735 0.43261014577001333 0.46655943273799316 0.51560164615511916 0.35770995155326091 1.9261793158948419 0.80368341616122041 3.3578996658325195 0.71518014636239968 2.2707625498333064 112.21863565831461 2.031048831064254 0.72596086022531414 2.7352895562071353 0.53876623234828003 0.81127571994147707
leaf_count=2 18 44 30 18 37 65 35 24 23 42 15 16 31 39 31 3 29 5 59 23 37 23 16 42 2003 64 13 28 17 68
internal_value=0.000362957 0.00124926 -0.00503538 -0.00267675 -0.00816498 -0.00201927 -0.041824 0.00517711 0.014077 -0.00456946 0.0111769 -0.0587053 -0.00939688 -0.0295934 0.0404098 0.00388911 -0.0443844 0.007475 -0.0357446 0.020635 -0.0100793 0.0215739 -0.00655956 0.000181294 0.00105843 -0.0126354 -0.0198519 -0.0342719 0.0132552 -0.0209223
internal_weight=149.891 128.752 21.1388 20.0726 16.2475 14.557 2.22883 12.3281 9.81568 5.74652 4.45167 1.29484 0.612147 2.51244 4.06917 1.18429 0.751676 1.05137 0.535766 3.82512 3.07227 6.42761 1.30581 122.325 114.489 7.83533 6.84234 4.76634 2.076 1.35004
internal_count=2900 2320 580 550 509 472 116 356 251 164 94 70 54 105 87 56 53 66 61 41 79 41 51 2279 2045 234 190 92 98 85
is_linear=0
shrinkage=0.085349


Tree=720
num_leaves=31
num_cat=0
split_feature=3 2 3 3 4 3 3 4 4 0 2 3 3 1 1 2 4 4 1 0 4 2 2 1 2 2 3 4 4 2
split_gain=0.0945409 0.35331 0.262172 0.213336 0.593294 0.176092 0.224765 0.606385 0.704596 0.490681 0.334481 0.302835 0.272611 0.251375 0.726603 0.31187 0.381705 0.219694 0.197306 1.0544 1.05825 0.603576 1.3807 0.905928 1.77859 2.42868 1.27141 1.08813 0.913071 0.960623
threshold=-0.25765499999999997 -0.23557500000000001 -0.25276999999999999 -0.54481999999999997 39.530201452500002 -0.2485 -0.15684499999999998 40.305698932850007 41.289992964000007 93.577162146500015 -0.16187499999999996 -0.12530999999999998 -0.11050499999999999 60.474177186300004 57.960468834350003 -0.11911999999999999 48.680511450650009 45.673096293200011 64.434276012450013 89.057864029250013 38.592454371550012 -0.12835499999999997 -0.097799999999999984 61.993156030000002 -0.086894999999999986 -0.093604999999999994 0.083290000000000017 40.922041107600009 40.21994457600001 -0.082314999999999985
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -2 -3 -5 -4 7 9 -9 -7 17 -8 -13 14 15 16 -14 -10 19 20 -15 -22 -23 26 25 -25 -24 -26 -28 -30
right_child=2 3 5 4 -6 6 11 8 10 -11 -12 12 13 18 -16 -17 -18 -19 -20 -21 21 22 23 24 27 -27 28 -29 29 -31
leaf_value=-0.097821287428399725 0.04010377389561804 0.030055648268206496 -0.024606803288179352 0.019838889504453006 -0.057763130981913879 -0.10846585022938361 -0.042324602818392211 0.078934702235280013 0.065373873569200297 0.0060940300907270806 -0.018966070651608456 0.04315353884545671 -0.083281912297992436 0.046086721468336665 -0.087308216787780335 0.030208374961313698 0.016808959000238273 0.010370526007146053 -0.0027356606423767304 0.044815000934717929 0.01923373551926506 -0.057874531963039773 0.064164405781660716 0.031768995474740325 -0.051826488247572453 -0.12380725579024909 0.050101658443838328 0.0072250817643721224 0.017093845443280593 -0.038195255493496325
leaf_weight=0.36556189596740285 1.3758112430805329 1.0668105046715934 2.2775990227819412 1.7196024257063975 1.524903517012717 0.51935673842672148 1.3771114566843596 1.6328357806196434 0.95402502303477366 0.74911057476128917 1.9333542281528937 1.210554969999065 0.60399601273820758 3.9416645188539396 1.0443701442854942 1.4517130274034564 0.64778756070882082 1.5861370458151212 66.720752779550139 4.8709953259676686 8.6331748730735836 3.9729099334217599 3.3557867177296457 1.2439801283180716 3.0537709752097824 2.4333001063205257 2.5490492209792128 15.826833260769488 5.1772537818178535 5.1346627793391217
leaf_count=63 24 40 36 64 61 14 55 17 18 36 65 44 40 61 49 38 13 39 1580 39 73 40 26 13 34 42 18 159 38 61
internal_value=0.000344063 -0.0123296 0.000754891 -0.0050807 -0.0166337 0.000376053 0.000780684 0.0161725 0.0280096 -0.040811 0.00942195 -7.11901e-05 0.000370052 -2.63282e-05 -0.0231442 0.00164253 -0.0314857 0.0310285 0.00065636 0.00441621 0.000859202 -0.00261042 -0.00702201 -0.00181158 -0.0135499 -0.0711777 0.0145167 -0.00232599 0.00156217 -0.0104365
internal_weight=148.955 4.67688 144.278 4.31132 3.24451 142.902 140.624 7.37482 6.10635 1.26847 4.47352 133.25 131.873 130.662 3.74787 2.7035 1.25178 2.54016 126.914 60.1934 55.3224 51.3807 42.7475 38.7746 22.5579 3.67728 16.2168 18.8806 12.861 10.3119
internal_count=2900 228 2672 165 125 2648 2612 189 139 50 122 2423 2368 2324 140 91 53 57 2184 604 565 504 431 391 248 55 143 193 117 99
is_linear=0
shrinkage=0.0905731


Tree=721
num_leaves=31
num_cat=0
split_feature=0 3 0 2 1 3 1 3 0 0 3 2 2 2 2 3 1 0 2 2 0 3 1 4 0 3 1 2 3 3
split_gain=0.534285 1.1544 1.10198 1.43446 0.943565 1.08251 1.0539 0.862298 0.65072 0.837589 0.629669 1.65599 1.5653 1.95613 1.67547 1.81257 0.858963 0.664015 0.597448 2.12636 1.19932 2.02912 1.70629 2.05298 1.69047 1.47298 1.02477 0.847023 0.957457 1.35917
threshold=93.972365491700018 0.25847000000000003 94.614906984850009 -0.14739999999999998 70.182199495350019 -0.16319499999999998 70.085415002650009 0.11906000000000001 87.181320254150009 86.866770652900016 0.081815000000000013 -0.12835499999999997 -0.083794999999999994 -0.072569999999999982 -0.022239999999999999 0.099425000000000027 64.434276012450013 90.437043050150024 -0.058529999999999992 -0.069554999999999992 97.32487278035002 0.090390000000000012 71.52105164435001 42.34047585750001 98.201310130900012 0.089185000000000028 75.922057603850007 0.22542000000000004 0.076080000000000023 0.083795000000000022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 3 -2 6 -6 8 18 9 -1 11 17 -12 -14 -15 -16 -13 -10 19 20 21 22 -4 -24 25 -22 -26 28 -20 -30
right_child=1 -3 7 -5 5 -7 -8 -9 10 -11 12 16 13 14 15 -17 -18 -19 27 -21 24 -23 23 -25 26 -27 -28 -29 29 -31
leaf_value=9.5261436189045042e-05 0.0004283000837861944 -0.0022459517481550261 -0.0024504885964083166 -0.0018156894092473592 0.00059765570755515628 -0.0023290006404613987 0.0014352869507674201 0.0011261831565682484 0.00017958512070630409 -0.00092630022131879751 0.00060082087115142558 0.0018965800714155659 -0.0015274587057975786 0.00098032489355629436 -0.0015895992250535603 0.00039665689814910512 0.00068604687774563588 -0.001720929496639028 -0.00034582709339582687 -0.0027501015876644111 0.0017909245032338927 0.00043513021895093468 -0.0026392329577067655 0.00031374727774008691 -0.0014979337521399698 4.5029046653675191e-05 1.546237055979237e-05 -0.00051074552760164201 0.0018620058580002664 0.00036650863853254307
leaf_weight=68.946126325128716 1.7946518717799333 0.90328180859796603 2.7220691083930344 2.8102605577441855 0.81056929263286326 1.2131105850858137 2.5709849330596617 2.7495344949347773 1.7475085072219365 3.2303328784182659 17.938223796896633 3.3474363144487125 3.5484545342624143 5.1308104544877962 3.1852444149553873 3.9654044611379504 6.8968175044283271 1.1868199524469671 4.020213296855224 1.1593768100137882 3.931424384936693 4.6584610808640718 1.2434039590880273 3.3273610700853169 1.8968269335164247 3.5225483002141118 18.474614328273674 4.14811736249976 3.1678484011572428 8.902942711436479
leaf_count=884 39 36 52 70 14 73 14 40 16 24 112 25 22 33 49 30 54 29 79 33 22 50 20 48 65 36 576 139 51 165
internal_value=9.38872e-05 -4.37709e-05 -1.47442e-05 -0.000941149 0.000171144 -0.00115675 0.000193225 5.19908e-05 0.000166419 4.95404e-05 0.000346109 0.000709607 0.000204247 -0.000245144 0.000125352 -0.000488118 0.0010816 -0.000589098 3.71098e-06 -0.000132538 -5.6244e-05 -0.000575757 -0.00122148 -0.000489564 0.000166892 0.000965861 -0.000125453 0.000279292 0.000482957 0.000758986
internal_weight=193.151 69.4329 68.5297 4.60491 123.718 2.02368 121.694 63.9247 119.123 72.1765 46.9467 13.1786 33.7681 15.8299 12.2815 7.15065 10.2443 2.93433 61.1752 40.9361 39.7767 11.9513 7.29283 4.57077 27.8254 7.45397 20.3714 20.2391 16.091 12.0708
internal_count=2900 1521 1485 109 1379 87 1292 1376 1278 908 370 124 246 134 112 79 79 45 1336 902 869 170 120 68 699 58 641 434 295 216
is_linear=0
shrinkage=0.00196078


Tree=722
num_leaves=31
num_cat=0
split_feature=3 3 3 1 4 3 2 4 4 2 3 2 3 3 3 1 1 2 3 0 3 2 4 1 4 4 0 1 1 4
split_gain=0.10564 0.822052 0.758584 1.40735 0.819255 0.613575 0.637828 0.479888 0.832483 0.548082 0.773312 0.956429 0.644271 0.574082 0.665843 0.651897 0.471436 0.466409 0.46599 1.11148 1.19099 0.740872 0.847057 0.646201 0.452391 1.00533 0.859087 0.789032 1.05289 0.974617
threshold=0.090225000000000014 0.090720000000000023 0.088565000000000019 77.898074329750017 41.261521012900012 0.091545000000000029 -0.084239999999999995 39.852039223600009 39.995120105550008 -0.057185 -0.082159999999999997 -0.087910000000000002 0.048965000000000009 -0.115385 -0.27687999999999996 77.52437864960001 69.64719632740001 -0.59511499999999995 0.086945000000000022 96.693085119700015 0.087605000000000016 -0.24103499999999997 40.036761086100007 62.154463517850012 43.57842012870001 42.178283198950005 89.057864029250013 63.910026677050006 62.020040611300011 40.496232821400007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 7 4 -4 6 -3 9 -9 10 13 12 -12 14 -1 -16 -14 -18 21 20 -20 22 -10 -22 25 27 -27 28 29 -7
right_child=1 5 3 -5 -6 24 -8 8 18 -11 11 -13 16 -15 15 -17 17 -19 19 -21 23 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.03656671857377556 0.043641645327068046 0.012363156662263772 -0.099357269400178597 0.051372145750213496 -0.025544167256802901 0.027526866478418777 -0.063859226128946095 0.069684392739590095 0.095639852416687404 0.0042369757798727059 -0.1061615037222209 -0.1162352523544566 0.0010929564085307543 0.045584402816493744 -0.099440320262317181 0.032958963293526801 0.024735432389428838 -0.10407519676221567 0.041225186985142805 0.063211856287979984 0.0028366052978009192 0.0016397405074283036 -0.071433793320828345 -0.067682316135766002 0.034508674610195571 -0.049245302109966513 0.0051956191601514965 -0.0046919300422826413 0.041825982627369251 -0.021074475170076549
leaf_weight=0.86681093550578259 3.5696825761915525 1.3496011156239549 1.7605401367181901 1.260450390957885 3.2310358393006027 6.0310200965031999 2.1695371306450388 1.4495874656276999 0.26225706096738521 8.8874426145498528 0.68943215993567708 1.1521731476896109 3.199993034824729 1.5689662483109712 0.96988579976459754 0.39729160110437078 0.30055702284880625 0.73163862416413428 3.0828673257492465 3.1067926513824204 2.0528740277513866 45.738346955359702 1.8687837226343615 1.8928650912421288 3.2230088644937487 5.0805309969873615 3.870195899362443 23.600709068128026 8.644685988314448 6.4943300867453218
leaf_count=40 35 20 30 41 51 59 39 15 2 180 26 35 37 38 42 37 10 64 24 41 26 981 167 25 66 96 73 467 69 64
internal_value=0.000379329 0.00304615 -0.00164226 -0.0308227 -0.0515782 0.000649449 -0.0346277 0.000690138 0.00452091 -0.0114477 -0.0255613 -0.0448365 -0.0281218 0.00522367 -0.0231223 -0.0609661 -0.0154089 -0.0665678 0.00289243 0.01985 0.000683134 -0.000698005 -0.0508728 -0.030993 0.00282956 0.000928974 -0.0257056 0.00625386 0.0184564 0.00232732
internal_weight=148.504 64.0333 84.4706 6.25203 4.99158 60.4636 3.51914 78.2186 59.4544 18.7642 9.87675 6.07379 4.92162 3.80295 2.23399 1.36718 4.23219 1.0322 58.0048 10.1354 7.02861 47.8694 2.13104 3.94574 56.9445 53.7215 8.95073 44.7707 21.17 12.5254
internal_count=2900 988 1912 122 81 953 59 1790 1281 509 329 172 137 157 119 79 111 74 1266 116 75 1150 169 51 894 828 169 659 192 123
is_linear=0
shrinkage=0.087056


Tree=723
num_leaves=31
num_cat=0
split_feature=2 2 2 3 3 1 2 1 4 1 1 3 2 3 0 0 1 1 2 1 1 3 4 3 3 1 3 0 3 3
split_gain=0.109583 0.6462 0.373787 0.334978 1.25384 0.54348 0.489181 0.460661 0.410933 0.320615 0.489773 0.579889 0.645691 0.363157 0.255124 0.218449 0.218393 0.825593 1.14004 0.548377 0.543153 0.801107 0.541727 0.362915 1.53134 0.571936 2.0451 0.861018 1.71705 0.832182
threshold=0.090855000000000033 0.11529000000000002 0.06041500000000001 0.11112000000000002 0.10273500000000002 62.057679025150001 0.20327000000000003 68.214248143850014 38.592454371550012 68.961639504150014 76.763544998700013 0.087605000000000016 0.23643500000000003 0.076825000000000018 100.13162306855001 93.442739239950015 71.090898343450007 71.52105164435001 -0.0039949999999999994 70.865067860500019 70.343506983200015 0.08494500000000002 37.064694648750013 0.088670000000000013 0.087530000000000011 77.898074329750017 0.092425000000000021 97.483491810050012 0.10818500000000002 0.090720000000000023
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 16 4 5 -3 -5 8 -7 -9 15 12 -12 -14 -13 -11 19 22 23 20 -1 -22 -18 24 -19 26 -25 -28 -29 -27
right_child=1 3 -4 6 -6 7 -8 9 -10 10 11 14 13 -15 -16 -17 17 18 -20 -21 21 -23 -24 25 -26 29 27 28 -30 -31
leaf_value=0.0025759934784173929 -0.081089110188504995 0.038213016663476103 0.040779371809374763 -0.011782202995260964 -0.12672002023741527 0.0041341575801740731 0.063965837271664508 0.052070946052125727 -0.079630000436850021 -0.0030294615164544111 -0.097966561274551042 0.084628159470964498 0.039366951512160103 -0.059773172087954213 0.018267252234130265 -0.069151381950990895 0.020073667061434399 -0.00010086179883521978 -0.097588291802271229 0.044050424023817703 0.034560429961836017 -0.09466033830021657 -0.078198411956217878 -0.13237483579508263 0.079864768087801991 0.065294028984042782 0.040808806545671671 -0.087355504493497951 0.04329051172132433 -0.010120016286458366
leaf_weight=92.265909893907519 0.87100008223569503 2.1614289905410233 1.8513820555708651 1.3509686356701416 0.67063301758025851 0.72768495231866648 1.338053574952937 0.80968707799911488 1.2638631967420222 0.59712103754281987 0.628806969686594 0.76637264511373349 0.99325308879269847 0.41225687829501112 1.130832762308273 1.1579545813146976 0.578371306881308 16.031272057609392 0.94754263728828192 2.4710053447633973 0.58646389018394884 1.0657040849037001 1.8800217238022012 1.2167964412947165 2.1403774314530883 1.5570303446338583 2.0238193913537543 1.9034862333210187 1.3599040411645544 4.4545389305956178
leaf_count=1206 44 38 33 20 17 10 24 7 45 7 67 9 58 24 35 35 13 587 98 21 20 52 69 23 33 30 32 45 25 173
internal_value=0.000347972 -0.00687691 0.00116036 -0.00226279 -0.00895517 -0.00153898 0.0259099 -0.0116618 -0.0490237 -0.00020791 -0.00765164 0.00975991 -0.0231737 0.0102877 0.0450736 -0.046655 0.000598211 -0.00551013 -0.00165808 0.00275875 0.00167236 -0.0487913 -0.0550785 0.00130399 0.00931802 -0.0103318 -0.0285813 -0.00469423 -0.0329133 0.00941265
internal_weight=147.214 14.8799 132.334 14.0089 11.3199 10.6493 2.68902 8.48783 1.99155 6.49629 5.6866 3.93152 2.03432 1.40551 1.89721 1.75508 130.482 34.0932 31.6348 96.3891 93.9181 1.65217 2.45839 30.6872 18.1716 12.5156 6.50401 5.28721 3.26339 6.01157
internal_count=2900 440 2460 396 352 335 44 297 55 242 235 193 149 82 44 42 2427 1128 1046 1299 1278 72 82 948 620 328 125 102 70 203
is_linear=0
shrinkage=0.0887971


Tree=724
num_leaves=31
num_cat=0
split_feature=1 0 2 0 0 0 3 2 2 2 3 3 4 0 4 0 1 0 3 3 4 1 0 4 4 4 4 0 3 3
split_gain=0.451125 1.68991 1.0757 0.759363 1.0159 0.907628 0.756538 0.718857 1.42671 1.31236 1.05014 2.19095 0.87297 1.21786 0.57967 0.584312 1.13961 0.520501 1.32975 0.658034 0.983378 0.900335 0.588668 1.1617 0.814509 1.12895 0.753946 1.00572 1.96364 1.41534
threshold=70.182199495350019 94.614906984850009 -0.16030499999999998 87.181320254150009 86.866770652900016 94.047642319350018 -0.12530999999999998 -0.022239999999999999 -0.068524999999999989 -0.08459499999999999 0.084365000000000009 0.099425000000000027 39.468990633150007 90.259604813550013 40.712530798250008 89.057864029250013 66.697957758300021 86.530713386650021 0.090390000000000012 0.10500500000000003 41.840895355800008 61.944763783650011 83.011521693850014 48.315732392000008 38.771633980050005 40.166811829450005 42.102795028150005 85.253695774650012 0.087725000000000011 0.082055000000000017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 17 7 -4 8 9 12 -9 -12 13 -5 -14 -16 -17 19 -19 22 -21 -22 23 -1 -24 -26 -27 -28 29 -29
right_child=1 -3 6 5 -6 -7 -8 10 -10 -11 11 -13 14 -15 15 16 -18 18 -20 20 21 -23 24 -25 25 26 27 28 -30 -31
leaf_value=-0.00090805734539916303 0.00030733274904933791 4.145696575583332e-05 0.00034935746590577762 0.00055881254800576035 -0.0010522058534910886 -0.00062509453195887515 -0.0022412667478307561 0.00071801251962718446 0.0012888816952114973 -0.00050090940602015815 -0.0016946316901942145 0.00044409714191052414 0.001480546727015642 -0.001001502601906385 -0.00012677333745483111 0.0013588261754963324 -0.00014497708024894997 -0.0003326038594642959 0.0012299590865444165 -6.8157102724298934e-05 8.3516333750774824e-05 -0.0022430344033303688 0.0010250327092430861 0.00043512020745798714 -0.00079536385820197107 0.00054927285477660438 0.0012495951375426459 -0.00081290891159713902 -0.0013123103765603182 0.00073429098551546976
leaf_weight=5.6734389001067012 1.2812250648858023 58.624389069130302 0.51748841255903277 5.8086954960599559 3.2102834023535243 3.5473236460238686 2.6669069924973874 4.6711919652298075 7.6863978095352676 5.7417354434728614 3.203745135338977 4.3310757353901863 3.8274298235774031 2.8751853127032518 3.112072756048291 5.8680970724672061 2.892487317090854 3.7861590310931188 4.6847608648240566 7.494256869889794 0.98416031245142255 1.8260408523492513 4.2017282266169778 4.3922216109931469 4.5982664227485648 15.864815630484371 2.0298065961978891 3.3337116381153447 4.45229961676523 7.1452009892673232
leaf_count=319 32 1384 12 35 24 52 122 49 50 34 47 31 21 27 22 38 36 23 24 58 10 46 35 38 40 102 20 53 69 47
internal_value=8.8456e-05 -4.71122e-05 -0.00120984 0.000155674 2.65181e-05 0.000333323 -0.00182027 0.000401295 0.000534849 0.000342462 -1.24345e-05 -0.000465273 0.000541053 4.22008e-05 0.000816973 0.000603054 0.000862315 7.56619e-05 0.000531557 1.337e-05 -0.000439078 -0.00142825 0.000103564 -0.000321952 0.000206459 0.000114555 0.000242017 -4.53811e-05 -0.000221425 0.000242072
internal_weight=190.333 63.09 4.46562 127.243 73.6772 53.5654 3.1844 50.0181 37.8121 30.1257 12.206 7.53482 24.384 8.68388 15.7001 11.8727 8.76058 70.4669 8.47092 61.9959 10.3045 2.8102 51.6915 10.0657 41.6258 37.4241 32.8258 16.961 14.9312 10.4789
internal_count=2900 1550 166 1350 908 442 134 390 263 213 127 78 179 62 117 96 74 884 47 837 114 56 723 357 366 331 291 189 169 100
is_linear=0
shrinkage=0.00196078


Tree=725
num_leaves=31
num_cat=0
split_feature=0 0 3 3 3 3 0 2 2 2 2 2 0 0 2 4 0 0 0 4 0 3 3 3 2 4 3 2 3 4
split_gain=0.115778 0.362069 0.257039 0.299146 0.585754 0.528189 0.491174 0.495023 0.654028 0.60361 0.675673 0.458506 0.359029 0.346052 0.441163 0.325757 0.307476 0.287996 0.314066 0.285234 0.261531 0.207912 0.438619 0.248817 0.775362 0.718553 0.62171 0.618739 0.289016 0.205548
threshold=85.716110573100011 85.775256651950016 0.11467000000000002 0.10045500000000003 0.093480000000000021 0.091545000000000029 85.656964494200011 -0.082885 -0.01762 -0.089514999999999997 -0.10710499999999999 -0.23771499999999998 76.591483678350016 84.95796538030001 -0.016334999999999999 36.921550069850007 67.542133611250009 71.340924949550015 73.913779380400015 40.421032462050007 71.249517373150013 0.25847000000000003 0.43162500000000009 0.11308000000000003 -0.044409999999999998 41.134354310300004 0.11048000000000002 -0.13324 0.10818500000000002 40.621691032550004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 4 5 6 7 9 -9 10 11 15 17 14 -10 -1 -16 20 -19 -5 -13 23 -23 26 25 27 28 -25 29 -3
right_child=1 21 -4 19 -6 -7 -8 8 13 -11 -12 12 -14 -15 16 -17 -18 18 -20 -21 -22 22 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.031053907066992469 0.027173485711341892 0.0051957449852805884 -0.048810495412420898 -0.0056108253951816095 -0.05886314620862234 0.049595371117705206 -0.054769875630634457 -0.10572146352024299 0.090078073982237286 0.045534609290138368 -0.099491632076328315 -0.016111673488344233 0.037769044624700494 0.077862007222719562 0.061008799150314742 -0.098480718251915303 -0.09164029041701896 0.012234507205742887 -0.095229624142879513 0.042573042037111368 0.039861889972433236 -0.056171635859567234 0.0076086417887511817 0.015310577233083961 0.055905296841419636 0.03698450541035158 -0.047505963210719711 -0.079025051940371099 0.040578063575904752 -0.0025143768151537176
leaf_weight=0.20269656117306833 3.9857566617429248 43.46155272100259 0.99846954643726249 1.8496766875032329 1.5914309771615069 1.3058686449949153 1.531882186885922 0.75187327573075879 0.18144329637289036 2.236945835989899 0.54535663954447944 1.5382044700381825 2.1631453506270191 0.3068720034789294 0.12289986229735106 0.53678721839969512 0.53681551212866907 0.34835308959009115 0.50474226707592607 1.8748866505920885 1.0746015522163361 1.4832840457092964 1.8196499442699403 0.9055764501972593 2.4741811948188106 1.6266482778592033 2.0354490987301679 1.2602201383724607 1.3841434795613157 66.000211958803447
leaf_count=13 25 829 30 18 37 23 29 28 2 20 22 41 42 10 12 77 93 11 39 23 10 34 37 15 42 23 36 29 24 1226
internal_value=0.000374051 0.00135187 -0.00574544 -0.00350643 -0.008836 -0.00310357 -0.00857285 -0.0021689 -0.042606 0.00622669 -0.00649115 0.00147277 0.00993917 -0.0012702 -0.0301393 -0.0629746 -0.0632029 -0.00743007 -0.0513477 0.0186442 0.00690928 0.000511378 -0.0210339 0.00110864 0.0179932 -0.00674058 0.000171292 -0.0395808 0.00104678 0.00054691
internal_weight=146.64 126.437 20.203 19.2045 15.4799 13.8885 12.5826 11.0507 1.8999 9.15083 6.91389 6.36853 5.62905 1.14803 0.841159 0.739484 0.659715 3.4659 0.853095 3.72456 2.61281 122.451 3.30293 119.148 6.26663 3.79244 112.881 2.1658 110.846 109.462
internal_count=2900 2320 580 550 509 472 449 420 145 275 255 233 143 117 107 90 105 101 50 41 51 2295 71 2224 109 67 2115 44 2079 2055
is_linear=0
shrinkage=0.087056


Tree=726
num_leaves=31
num_cat=0
split_feature=4 3 0 4 4 1 4 1 2 1 3 2 0 0 4 4 3 0 4 3 3 3 4 4 4 0 1 0 3 3
split_gain=0.101236 0.356358 0.502922 0.203062 0.383004 0.531309 0.55639 0.429288 0.393741 0.50114 0.290381 0.49481 0.380517 0.561011 0.524934 0.284425 0.700692 0.765603 0.445236 0.414931 0.214247 0.957022 0.448001 0.639356 0.581988 0.716017 1.32066 0.526694 0.455542 0.380772
threshold=32.785955158400007 0.088500000000000023 92.851278451300018 35.461062230100005 37.020641110850008 69.64719632740001 36.625813070500008 71.381251821550009 -0.59681499999999998 71.429644067900014 0.094415000000000013 -0.091779999999999987 89.219171517050015 90.337570099350003 34.176526048000007 37.858673296900008 0.099780000000000021 90.837623311600012 38.052786106700005 -0.087385000000000004 0.10500500000000003 0.10661000000000002 40.259171735100004 39.646013290900008 40.532725462000009 86.280686780500005 61.944763783650011 86.950112854950021 0.11048000000000002 0.10176000000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 10 5 6 -5 -7 -9 -10 12 -12 -2 -14 -15 16 17 -6 -17 -19 29 -22 23 27 -24 26 -26 -23 -27 -20
right_child=3 -3 -4 4 15 7 -8 8 9 -11 11 -13 13 14 -16 18 -18 19 20 -21 21 22 24 -25 25 28 -28 -29 -30 -31
leaf_value=-0.09804978498839742 -0.0761708819981496 -0.076393384657279545 0.060574736615372715 0.021559999487913241 0.050988712056941471 -0.10902098620211409 -0.042037144262294268 0.097047473234034301 0.071765115821253139 -0.10068508128358064 0.068557971116357266 -0.0061787431555928316 0.083769940258911518 0.041771232252157134 -0.071412598008220335 -0.055026850566354958 0.079189196168920437 0.006392618521920114 0.00087791186757512328 -0.085095750231930486 -0.080611330071152787 0.039974293901816157 0.068109603739366115 -0.085619232812163687 0.01243242697963879 0.064359366347329305 -0.10748963462279294 -0.038982506839835576 0.0045058176098944757 0.024764798146363936
leaf_weight=0.24772068669699254 0.53625694157381021 0.65367207902249902 0.62597495384079593 2.8507590428926042 1.4222268867306405 0.95017821912188061 2.137371230579447 0.20296987175970549 0.20971045456826709 0.52233109705230163 1.8519455433747682 1.3674709074330165 0.67388226091861758 0.66580265820812179 0.8023371292383672 1.283780578378354 1.4159811624813299 0.83385845625889465 103.10231497036784 0.93241035691426077 1.5169630821110356 1.3240525126457208 1.2760426083696064 1.2132307830215721 2.1149979070760296 1.5413519659196024 1.3271146729530299 1.7309480658732352 4.222099273079948 6.2871277489321065
leaf_count=47 22 53 68 38 26 27 17 5 2 67 26 27 7 25 37 24 23 22 1953 49 23 11 15 21 19 17 46 40 75 68
internal_value=0.000361926 -0.0237709 0.0155996 0.000617337 -0.000112294 -0.0217972 -0.00569083 -0.0644141 -0.0190836 -0.0512827 0.0177416 0.036813 -0.00518306 0.0125888 -0.0200836 0.00102076 0.0240276 -0.000469219 0.000186242 -0.0419039 0.000750332 -0.0093399 -0.00200991 -0.0277456 0.00846995 0.000202913 -0.0338038 -0.00476223 0.0205128 0.0022508
internal_weight=145.843 1.52737 0.873696 144.316 138.418 6.87332 4.98813 1.88519 0.935011 0.732042 5.8977 3.21942 2.67828 2.14202 1.46814 131.545 4.60448 3.1885 126.94 1.76627 125.656 16.2668 14.7498 4.26823 10.4816 9.20556 3.44211 3.055 5.76345 109.389
internal_count=2900 168 115 2732 2588 156 55 101 74 69 144 53 91 69 62 2432 120 97 2312 71 2288 267 244 72 172 157 65 51 92 2021
is_linear=0
shrinkage=0.0942322


Tree=727
num_leaves=31
num_cat=0
split_feature=3 2 3 2 2 2 4 4 1 1 4 3 4 1 2 1 4 4 3 0 3 4 1 0 0 0 0 1 2 1
split_gain=0.102574 0.398378 0.307791 0.299071 0.394533 0.245613 0.166889 0.308297 0.304486 0.207409 0.184174 0.609258 0.979413 0.74799 0.66745 0.563923 0.560068 0.324119 0.524381 0.596854 0.479482 0.361009 0.237544 0.830136 0.2545 0.42 0.372742 0.579648 0.272518 0.449873
threshold=-0.27223499999999995 -0.065399999999999986 -0.49570500000000001 -0.23361999999999997 -0.23455499999999999 -0.13820499999999999 32.785955158400007 34.542090938800008 69.276189105400007 69.563854125350005 37.020641110850008 0.090640000000000012 36.82350895510001 67.980352286500008 -0.012769999999999998 65.461267018300006 36.514114975300011 37.858673296900008 0.099780000000000021 90.837623311600012 -0.087385000000000004 38.052786106700005 61.614083433650009 82.401241698250018 85.253695774650012 84.95796538030001 85.613949164150014 61.917879202350001 0.22542000000000004 68.214248143850014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 -4 8 9 -2 -8 11 12 14 -13 15 -9 -15 18 19 -12 -21 -19 23 -23 25 -24 27 -26 -28 -30
right_child=6 -3 5 -5 -6 -7 7 10 -10 -11 17 13 -14 16 -16 -17 -18 21 -20 20 -22 22 24 -25 26 -27 28 -29 29 -31
leaf_value=0.03239060841776352 -0.0035284085668067702 -0.095438421427422426 -0.094739419590374893 0.046080619248142995 -0.101820864497084 0.0062499889044940636 0.054650002205473877 0.022518714728139957 -0.098490705481300428 0.0072779851953661606 0.046965139836004872 0.026428111990222405 -0.12972252003990542 -0.1041306589909245 0.027763684770191029 -0.085482035790406627 0.013617766584020127 -0.045393538071368644 0.069906123493884101 0.021185375329757165 -0.07421950788896263 0.001034838160613422 -0.0071838624260017591 -0.077451109052473627 0.0077183488849769874 0.055042267041509461 0.0025740012212572545 -0.075712236334829763 -0.069553629835823375 -0.0026880727882554922
leaf_weight=0.36764213832793791 0.87932692532922263 0.40996950759290385 0.41019133790905471 1.0604477782326283 0.30264983900997344 0.32882597122807067 1.3161967218620696 0.52442680596141222 0.36093122712770764 1.4972945094195891 1.3498958640266203 3.9315604148432612 0.71637840430048516 0.68087758498677409 1.4025622426233875 1.2160113650897981 0.55625919062003959 1.293410905454947 1.3378207825280695 0.72329294838709735 0.89108722092896642 4.6875999307922021 1.5628313615889047 1.3058344080345703 1.3247662493959063 1.7343079498386942 107.72703558059129 1.2053467245423233 1.0516992530319833 2.7738820599333849
leaf_count=33 39 55 43 17 12 8 25 16 100 54 23 28 13 50 25 52 18 24 23 19 49 160 57 35 11 18 1713 57 31 92
internal_value=0.000301122 -0.015965 -0.00277272 0.0173095 -0.0282085 -0.0498042 0.000630877 0.000910924 -0.0311637 0.0294394 0.000329283 -0.0116912 -0.037863 0.00785082 -0.0169257 -0.0529394 -0.0511869 0.00117074 0.024664 0.00424563 -0.0314751 0.000360018 0.000839686 -0.0160655 0.00170287 0.0255473 0.00101373 -0.032028 0.00176315 -0.0210702
internal_weight=144.93 2.87973 2.46976 1.73074 0.670292 0.739017 142.051 140.81 1.24026 2.81349 137.997 9.02808 3.85938 5.1687 3.143 1.74044 1.23714 128.969 4.3021 2.96428 1.61438 124.667 123.373 5.99343 117.38 3.29714 114.083 2.53011 111.553 3.82558
internal_count=2900 168 113 62 45 51 2732 2593 139 79 2514 202 106 96 93 68 68 2312 114 91 68 2198 2174 195 1979 75 1904 68 1836 123
is_linear=0
shrinkage=0.087056


Tree=728
num_leaves=31
num_cat=0
split_feature=0 0 3 3 3 4 4 4 2 3 4 1 2 3 1 3 0 0 4 1 3 4 3 4 4 4 2 3 2 1
split_gain=0.0958216 0.31307 0.2192 0.247188 0.568176 0.426084 0.576669 0.654724 0.435208 0.462585 0.347463 0.327291 0.508186 0.326639 0.268179 0.353826 0.306022 0.257195 0.24807 0.238044 0.21685 0.575472 0.432735 0.202437 0.800577 0.547479 1.07731 1.91351 1.73923 0.743741
threshold=85.716110573100011 85.807518149550006 0.11467000000000002 0.10045500000000003 0.095645000000000022 41.24714903835001 42.773538294100007 43.968221017800005 -0.01762 0.078295000000000017 39.788107623550012 61.885617704800005 -0.082074999999999995 -0.25095999999999996 61.923256118600001 0.087530000000000011 84.95796538030001 75.994645973400011 41.395309858300003 57.729261435100007 -0.15684499999999998 44.086690780350004 1.0000000180025095e-35 41.24714903835001 41.134354310300004 41.811877919650009 -0.079824999999999993 0.091545000000000029 -0.12350999999999999 62.154463517850012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 4 5 8 14 11 9 17 -5 12 -8 -9 16 -16 18 -1 -7 -20 -15 -22 -23 24 -3 26 28 29 -25 -28
right_child=1 23 -4 10 -6 6 7 13 -10 -11 -12 -13 -14 20 15 -17 -18 -19 19 -21 21 22 -24 25 -26 -27 27 -29 -30 -31
leaf_value=-0.092964191165861756 0.020628682619115209 0.0015346440201468466 -0.047787440071455328 -0.012163280272801225 -0.068194038647866204 0.077308080109605881 0.053566656716690607 -0.035336371577010563 0.01660579708532843 -0.10604378595715509 0.043061095491297004 -0.10273170330411775 -0.12076111606816081 0.042855138518397749 -0.017597617691823379 0.049993881233198145 0.095215791902253502 0.00093338454947542674 0.033141918602658561 -0.09794989184851606 0.073507969226249095 -0.097176180316399241 0.0016077429378124715 0.0043579197414891245 0.050889711120657932 0.0004681207358915952 -0.0018795903593059834 -0.071252649870560736 -0.10474505228251832 0.074292275411861106
leaf_weight=0.3012167076085468 6.19567697495222 57.791894918500134 0.92262568205478501 1.6785365696996444 1.1594794289849222 0.32294795929919728 0.34018476335040759 1.295143897907111 0.97751961875474691 0.84327090637816571 1.9327515109616795 0.79962726426310837 0.21530027665357898 1.4791425727307808 1.3650656662357508 1.1049827778333563 0.86531496979296207 0.97302849451079965 0.24603708430367988 0.19641116645652801 0.60504982044221645 0.49544411689566903 1.188323257025331 2.1548931604629615 2.7130731334946168 47.538671870338476 1.9549014642834643 1.8626909949816761 2.475619587712572 2.092662327180733
leaf_count=56 41 1086 30 16 24 5 24 35 30 37 25 46 32 14 28 18 5 35 40 11 7 33 29 35 28 1016 14 28 45 27
internal_value=0.000269099 0.00116985 -0.00555231 -0.00343277 -0.00852342 -0.00344139 0.00507979 -0.011539 -0.032402 -0.0550257 0.0173927 -0.0663594 -0.014001 0.00313332 0.0310904 0.0126396 0.0590379 -0.0212629 0.0181372 -0.0250522 0.0163563 -0.00076846 -0.0274592 0.000153189 0.00374775 -0.00359149 -0.0219003 0.00322703 -0.053972 0.0375026
internal_weight=144.087 124.78 19.3074 18.3848 14.7735 13.614 10.519 6.41822 3.09504 2.11752 3.61129 1.35511 0.555485 5.0631 4.10076 2.47005 1.63071 1.27425 0.765396 0.442448 3.76796 2.28882 1.68377 118.584 60.505 58.0794 10.5408 5.91025 4.63051 4.04756
internal_count=2900 2320 580 550 509 485 327 220 158 128 41 102 56 118 107 46 61 91 56 51 83 69 62 2279 1114 1165 149 69 80 41
is_linear=0
shrinkage=0.0887971


Tree=729
num_leaves=31
num_cat=0
split_feature=1 0 4 0 0 0 1 4 1 3 1 1 4 2 2 2 4 4 4 1 2 3 3 4 3 3 0 4 4 3
split_gain=0.336756 1.15985 0.923715 0.977797 0.588926 0.840538 0.750334 1.18466 0.821505 1.5869 1.16657 0.95829 1.38244 1.14675 0.677533 1.15194 0.591212 1.10481 0.947596 0.553979 0.523405 2.44421 0.56417 1.20014 0.771524 1.15816 1.46473 2.43076 1.34539 0.647178
threshold=70.182199495350019 94.550383989750017 40.305698932850007 94.157869102700019 87.181320254150009 86.866770652900016 64.434276012450013 41.468518788800004 66.318885161900013 0.090640000000000012 66.697957758300021 68.214248143850014 37.797539186950011 -0.15484000000000001 -0.50001499999999999 -0.26138499999999998 38.771633980050005 36.625813070500008 40.982542372850013 62.837331883000012 -0.23771499999999998 0.093295000000000031 0.10500500000000003 41.840895355800008 0.09660500000000001 0.088165000000000021 86.103248543850015 41.840895355800008 41.468518788800004 0.085765000000000022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 -2 -4 5 14 7 -6 9 -8 -10 12 -12 -14 -1 -16 17 -13 -18 -9 21 -17 24 -24 25 29 27 28 -27 -22
right_child=1 -3 3 -5 6 -7 8 19 10 -11 11 16 13 -15 15 20 18 -19 -20 -21 22 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.00091075403944736199 -0.0022807550125436391 3.658209708581356e-05 0.00061759635538958808 -0.0021026391037948025 0.0013241402482168287 -0.00092220546770641987 -0.0013385659189441498 2.6426291312777572e-05 0.0012335124591533197 0.00032653779872220871 0.00087075406670446157 0.00064257102947707279 0.00045307929296285146 -0.0020487395336688083 0.0016759133264500007 -0.0023616675998377446 0.0010818045716792083 -0.0010640317150280641 -0.00020330383467715931 0.00093406287242714164 8.6693966942838182e-05 0.0021033465906278343 4.3433190307364501e-05 -0.0015672776434505196 0.0006288486645653538 -8.0579952591930238e-05 -0.001453772751042835 -0.0016813619620989636 0.0021419037120624764 0.00073209601376512522
leaf_weight=2.4735504927812135 1.4419144440325902 53.763009629960834 1.4497566867066782 0.73631669415044587 5.8821651022881296 3.2582351001910856 3.6756515374872816 8.9992081904783827 4.1781092360615757 4.9816846041940153 1.5509740151464964 3.067551987245678 0.95037784380838264 2.3540786845842381 1.7000122205354262 1.368920615903334 6.2849137373268587 2.5814494043588638 3.199857254861854 3.4329872392117968 24.073443431450873 0.67717188596725453 7.5836738636717183 2.2069069179706275 11.26858561276458 2.2327133655198832 3.7793388748541474 1.9678683703677959 1.8327867020270785 7.5396426157094529
leaf_count=42 46 1394 78 32 48 24 49 54 33 34 11 25 22 45 19 72 37 25 38 21 367 3 59 49 78 36 36 57 7 59
internal_value=8.72011e-05 -3.44084e-05 -0.00108641 -0.000298638 0.000143896 3.18108e-05 0.000301623 0.000613358 0.000127692 -0.000380417 0.00030971 0.000116618 -0.00062647 -0.0013292 7.70539e-05 0.000113946 0.000355026 -0.000137303 0.00064825 0.000277058 7.27972e-05 -0.000883933 0.000104126 -0.000319639 0.000182861 6.15439e-05 -0.000515378 7.24374e-05 0.000921348 0.000240621
internal_weight=180.493 57.391 3.62799 2.18607 123.102 71.9629 51.139 18.3144 32.8246 8.65734 24.1673 19.9892 4.85543 3.30446 68.7046 66.2311 15.1338 5.649 9.48477 12.4322 64.5311 2.04609 62.485 9.79058 52.6944 41.4258 9.81271 6.03337 4.0655 31.6131
internal_count=2900 1550 156 110 1350 908 442 123 319 83 236 203 78 67 884 842 125 50 75 75 823 75 748 108 640 562 136 100 43 426
is_linear=0
shrinkage=0.00192234


Tree=730
num_leaves=31
num_cat=0
split_feature=1 4 3 1 2 1 2 0 3 0 3 2 3 0 2 1 2 4 3 2 0 3 0 3 2 2 4 4 2 3
split_gain=0.332625 0.300209 0.69143 1.46682 1.39545 1.14777 1.12171 0.47639 0.505201 0.497502 0.444713 0.383859 1.00087 0.933934 1.38197 1.36798 1.20811 0.896385 0.87491 1.4756 0.742379 1.13262 0.920061 1.99434 0.819851 0.892791 1.00132 0.819918 0.603489 1.01821
threshold=89.912793714750009 42.102795028150005 0.096845000000000028 75.403185184700007 -0.012769999999999998 61.982402197500001 -0.067574999999999996 103.44649194340002 -0.22125500000000001 104.06483731340002 0.094415000000000013 -0.11600999999999999 0.09117500000000002 86.135510041400025 -0.089514999999999997 62.041548276350007 -0.082885 42.448133449100006 0.085765000000000022 -0.24103499999999997 86.780739992750014 0.087265000000000023 104.86330937810001 0.085245000000000029 -0.096499999999999989 -0.085249999999999992 44.015822920550008 43.022303514600004 -0.12835499999999997 0.080515000000000017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 10 4 5 -4 -7 -1 -9 -10 11 18 13 14 -13 16 -16 -18 19 -3 -15 22 23 24 -22 -26 27 -27 29 -21
right_child=-2 2 3 -5 -6 6 -8 8 9 -11 -12 12 -14 20 15 -17 17 -19 -20 28 21 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=0.00017534608793148718 -0.0007973716588160737 -0.0020678008947857276 0.00023829003104360171 0.0011432234640345164 0.0008835907187419625 -0.002501656406303775 -0.00060478516293313784 0.00084486320421814647 0.00021613287407435723 -0.0021390553696859819 0.00084880420496964021 -0.0026495125218453054 -0.001563437786223524 0.00097471353288382712 0.00089943774788221005 -0.0024253294197911371 0.0011315875439172729 -0.0019528799826775865 0.000977983142867797 0.00022867882350908404 0.00094443655317966169 0.00073630273927653288 0.00080440252407146533 -0.0025226783090879779 -0.0021435117912360431 -0.00075435904137925486 -0.0016217013643703199 0.00093027051331496559 0.001423326008042748 -0.0016736385110904934
leaf_weight=112.02652541355928 1.6113688677596645 1.2011901555815754 1.5343286497518409 1.7273379308171568 1.4546772931935255 2.8508779862895599 2.0680127928499141 0.54976321084541302 0.52045817946782236 1.0218584883114088 2.7186398915364398 1.1124214020092038 1.704561285994713 3.7267871117219356 3.0820293021388347 0.94537735532503564 0.49785817507655439 1.329764246343984 4.7754373671486965 12.650203744182365 1.9415885601192755 5.8281908808276048 2.364427068270742 1.660107111907563 1.0705144647508893 1.869863164320116 1.4506276306929065 2.7360982590471394 1.3855425659567053 1.1829197336919595
leaf_count=1262 360 119 17 23 24 47 32 32 20 134 23 29 45 20 22 34 14 67 41 244 14 60 34 37 17 27 50 28 10 14
internal_value=8.95052e-05 9.74895e-05 -9.01993e-06 -0.000493702 -0.000851259 -0.00124233 -0.00170417 0.000158034 -0.000769019 -0.00134429 7.55296e-05 3.54985e-05 -0.000102406 -1.8315e-05 -0.000646095 -0.000265457 0.000150437 -0.00111265 0.00023928 2.44406e-05 0.000174814 1.72647e-05 -0.000302801 -0.000546808 -0.000185107 -0.00049282 -0.000201057 0.000246368 0.000189579 6.60049e-05
internal_weight=180.599 178.988 64.8694 9.63523 7.9079 6.45322 4.91889 114.119 2.09208 1.54232 55.2341 52.5155 31.3202 29.6157 6.96745 5.85503 4.90965 1.82762 21.1953 16.4199 22.6482 18.9214 13.0932 10.7288 9.06869 7.1271 6.05659 4.60596 15.2187 13.8331
internal_count=2900 2540 1092 143 120 96 79 1448 186 154 949 926 498 453 166 137 103 81 428 387 287 267 207 173 136 122 105 55 268 258
is_linear=0
shrinkage=0.00196078


Tree=731
num_leaves=31
num_cat=0
split_feature=4 0 4 3 2 2 2 0 0 3 2 2 1 2 3 3 4 3 4 4 0 3 0 3 2 1 0 0 4 2
split_gain=0.278689 1.19151 0.740049 0.701997 0.615594 1.39492 1.04126 1.70459 2.47323 1.4387 2.37307 1.32693 0.948769 0.745827 0.670411 1.29573 0.843962 0.830247 0.912612 0.806986 1.67294 1.80276 2.64605 1.74738 0.671542 0.638504 1.56115 1.11175 0.853976 1.23348
threshold=42.178283198950005 104.06483731340002 42.233786329550007 -0.22253999999999999 -0.067574999999999996 -0.054494999999999995 -0.085734999999999992 86.162394622750014 86.597924839850023 0.07870000000000002 -0.081169999999999992 -0.077279999999999988 71.787208999250012 -0.042409999999999996 0.083290000000000017 0.079095000000000013 37.663157789700008 0.085715000000000027 35.461062230100005 40.259171735100004 87.181320254150009 0.095845000000000027 89.665455566700004 0.089335000000000012 -0.14228499999999997 63.910026677050006 87.29692395375001 92.313586825200005 41.028010303750008 -0.016334999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 -2 -3 6 -6 14 -8 -9 -10 -11 -12 -13 -7 15 16 -1 -16 -19 20 -20 23 -23 -22 -24 26 28 -27 -15 -30
right_child=2 3 -4 -5 5 13 7 8 9 10 11 12 -14 25 17 -17 -18 18 19 -21 21 22 24 -25 -26 27 -28 -29 29 -31
leaf_value=-0.00096472950484674871 -0.0015006959201648554 0.00033476413287684417 1.9836242117041e-05 -0.0021724104226677221 0.0010703480423134521 -0.00055595174139142997 0.0007445884216795137 -0.0029743962083183567 0.0014049175237585228 -0.0025510194251354137 0.0010685456922105547 -0.0013693241745747378 0.00035381883734846877 0.00060626900206590809 0.0011994414889767036 -0.0021839285153204594 0.00034174151915481929 0.0011537118321174797 -0.0016670576466358057 0.00040247082269191518 -0.00077123094214500332 0.0015052119748892568 -0.0011304552562232545 0.0012887785471582926 -0.0030477008045911662 -0.00083673420795004044 0.0017499721876699089 0.00029105557398215247 0.00050832020367327783 -0.0018593642382412992
leaf_weight=2.5712074516632111 1.2548342387890432 0.63387164556479558 63.809109815672855 1.3308149968202074 8.3996076614130271 4.54564312507864 4.0059703810839009 1.6337339431047428 1.4864591284422193 2.0286369610985266 2.3286120912525785 3.2208638244774201 1.9860140986274926 7.6998669811873679 3.7154941216576836 1.1667300018016238 7.2931197627913207 3.6341325087123542 2.5574652769719277 16.985480796196498 2.282680129632352 1.1715282276272772 1.5524157208856193 5.1655602632090449 1.2827811050228777 4.1723575148498666 3.4771738853305569 17.271652707888279 1.8532802900299432 1.5563663800130596
leaf_count=104 22 66 1210 298 62 38 30 14 15 30 16 32 21 70 33 23 86 50 26 142 31 6 32 44 26 65 32 210 17 49
internal_value=9.33852e-05 0.000150589 -9.489e-06 -0.00136351 0.000176446 0.000343037 5.29551e-05 -0.000370443 -0.000722593 -0.000389683 -0.000668601 -0.000161833 -0.000712081 0.000192478 0.000196066 -0.000229916 1.2005e-06 0.000318604 0.000224104 0.000115119 -0.000233202 8.69246e-05 -0.000973631 0.000657442 -0.00199791 0.0002869 0.000603383 7.16217e-05 0.000244511 -0.000572432
internal_weight=182.073 117.01 65.0639 1.96469 115.045 48.9759 66.0689 16.6903 12.6843 11.0506 9.56413 7.53549 5.20688 40.5763 49.3786 11.0311 9.86433 38.3475 34.632 30.9979 14.0124 11.455 4.00673 7.44824 2.8352 36.0307 14.5867 21.444 11.1095 3.40965
internal_count=2900 1668 1232 364 1304 543 761 158 128 114 99 69 53 481 603 213 190 390 357 307 165 139 64 75 58 443 168 275 136 66
is_linear=0
shrinkage=0.00196078


Tree=732
num_leaves=31
num_cat=0
split_feature=1 0 4 3 2 0 0 0 0 1 1 1 3 4 4 1 1 1 0 3 3 3 0 4 4 3 0 3 1 2
split_gain=0.493691 1.44225 0.887386 0.968048 0.690024 0.680492 1.36424 0.712522 0.684044 0.688993 1.17588 1.29328 1.4849 1.47551 1.00953 1.99416 0.734358 0.701623 0.52205 1.15723 0.478946 1.64973 1.39003 1.16924 1.19845 0.897236 0.858287 0.687528 0.789852 0.651564
threshold=70.182199495350019 94.550383989750017 40.305698932850007 -0.16319499999999998 -0.16030499999999998 87.181320254150009 86.866770652900016 93.972365491700018 93.867515624600017 66.697957758300021 66.318885161900013 64.654729579150015 0.090640000000000012 41.468518788800004 37.797539186950011 67.649671936450019 62.837331883000012 68.961639504150014 86.530713386650021 0.090390000000000012 0.088165000000000021 0.091545000000000029 85.775256651950016 42.131954243650007 43.57842012870001 -0.04931 86.036037090600004 0.10236000000000002 61.82916008405001 -0.053019999999999991
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 -2 -4 -5 6 18 8 9 10 11 13 -13 -7 -11 -16 -15 -17 20 -20 25 22 -22 27 -25 -1 -27 28 -23 -29
right_child=1 -3 3 4 -6 7 -8 -9 -10 14 -12 12 -14 16 15 17 -18 -19 19 -21 21 23 -24 24 -26 26 -28 29 -30 -31
leaf_value=-0.00022897500266057765 -0.0023517196456400665 4.0058312646247197e-05 0.0015651661385250152 0.00065290477464383686 -0.0021474404265863205 0.0013996022331350844 -0.0012126272423098338 -0.00047420187122602611 0.0014000641968694508 0.00072950222277600536 0.0014638751251895147 -0.0013099647815353378 0.0004226642978292786 -5.5420406656689003e-05 -0.002062891526272378 0.00080799735312727587 0.00098557784472958344 -0.0004632078600562815 -0.00022118065757844064 0.001243893568205005 -0.00016891275855512823 -0.00027869815343590257 -0.0025661230947829129 -0.0012783478007099816 0.00080981867803351911 0.00016242080043238984 0.0010307336419867487 0.0002734582030879446 0.0010372990830290608 -0.0008110720643043839
leaf_weight=10.961357874592066 1.552767568471608 52.533333000334096 0.6628914696630096 0.49471275118412483 1.0699860765744225 6.4945602137595513 3.1323618385940781 3.7353699315572149 2.5650969329290083 4.6314446507021776 4.3547733798623076 3.2855635054875156 4.5150655135512352 8.9104577042162401 2.1116513402666879 3.091130637563765 3.6819275747984639 3.6290960257174447 3.8377517983317357 4.507169496268034 1.8796815548848855 2.4095051949843818 1.8406396275386212 4.1204658408678361 1.4211514256894586 12.133736811112618 6.845965825021266 6.6140187531709724 6.4400461721234024 3.1412979783490229
leaf_count=330 46 1394 15 14 81 50 24 58 17 34 32 42 28 54 44 32 22 29 23 24 46 31 26 82 14 146 30 52 50 30
internal_value=0.0001074 -4.41185e-05 -0.00121387 -0.000420722 -0.00126205 0.000178333 5.17964e-05 0.000350216 0.000415362 0.000358862 0.000518656 0.000365566 -0.000307105 0.00064048 -1.19479e-05 -0.000400765 0.00024896 0.000121514 0.000111667 0.00057012 4.5487e-05 -0.000139512 -0.00135494 4.77525e-05 -0.000742836 0.00021767 0.000475621 0.000283236 0.000678987 -7.57701e-05
internal_weight=176.605 56.3137 3.78036 2.22759 1.5647 120.291 69.2852 51.0061 47.2708 44.7057 31.2423 26.8876 7.80063 19.0869 13.4633 8.83188 12.5924 6.72023 66.1528 8.34492 57.8079 27.8668 3.72032 24.1465 5.54162 29.9411 18.9797 18.6049 8.84955 9.75532
internal_count=2900 1550 156 110 95 1350 908 442 384 367 228 196 70 126 139 105 76 61 884 47 837 331 72 259 96 506 176 163 81 82
is_linear=0
shrinkage=0.00196078


Tree=733
num_leaves=31
num_cat=0
split_feature=4 0 3 3 4 1 2 1 3 2 2 2 4 2 3 2 2 1 2 2 3 1 0 3 3 3 2 1 4 3
split_gain=0.387427 0.979388 0.824536 0.586834 1.00054 0.830044 1.1753 1.28807 0.744516 0.692088 1.62693 0.632424 1.50136 1.34547 1.13733 1.13629 0.862338 0.749721 0.606973 0.880576 2.0657 0.591863 0.572385 1.08792 1.76162 1.76085 1.8473 1.0245 0.8997 1.27797
threshold=42.102795028150005 104.06483731340002 -0.22253999999999999 0.095645000000000022 42.428475018400007 75.403185184700007 -0.012769999999999998 62.084563606450011 0.094415000000000013 -0.61225999999999992 -0.25089499999999998 -0.11600999999999999 44.215931556700006 -0.156745 0.09117500000000002 -0.098345000000000002 -0.23771499999999998 62.197478847950002 -0.096499999999999989 -0.089514999999999997 0.087265000000000023 67.203387886850024 104.86330937810001 0.076825000000000018 0.083415000000000031 0.08708500000000001 -0.082885 62.197478847950002 43.19689381845 0.087725000000000011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 8 -5 6 7 -6 9 -2 -11 12 17 16 15 -13 -14 -12 -17 20 -20 -19 23 -21 27 26 -26 -25 29 -27
right_child=3 2 -4 4 5 -7 -8 -9 -10 10 11 14 13 -15 -16 18 -18 21 19 22 -22 -23 -24 24 25 28 -28 -29 -30 -31
leaf_value=0.00018451482855232494 0.0017414411867320782 0.00061256359458679288 -0.0021393979717799312 -0.0017161255986833579 7.9330846871717665e-05 0.00099771053209314078 0.0010789202251821983 -0.0018220595176327203 0.0012834885215047423 -0.002196436155802688 -0.00019601046530284076 -0.0014480403226299733 -0.0016188475992454682 -0.0020861981524991054 -0.0015882167103501085 0.0012731780734207183 0.00026239392426696107 0.001963434771709573 -0.0022592374042777418 -0.0011775681568109899 0.00058338853619833227 0.00074905218724462014 0.00078950076642413049 0.0015162704525553752 -7.0504145871432583e-05 0.00091696753917723116 -0.0026485778756068466 -0.00012694851683609876 0.001357011365744356 -0.0012619519959734507
leaf_weight=112.42195838806219 0.87649671651888539 0.62321360020723671 1.2748440409714008 1.9512673358840391 2.6767447725869706 1.8634566026303216 1.4733516350388516 2.8054522981401533 1.8300458793528367 1.2835864471089724 1.6521543237322429 2.0596830304857532 1.0277385596418742 1.1984357668552519 1.9362550315563556 1.5007498344057228 10.587507933203597 2.7793428599834442 2.0066466405987735 2.6402802559605609 1.9263846948742864 3.4687854897638317 4.2208111490181173 4.3982265843078521 2.2586393682286223 2.020593591965735 2.0280817583843502 2.182685659150593 2.1807961295417044 2.121466911630705
leaf_count=1286 8 66 294 35 34 37 20 43 15 69 38 35 72 96 51 11 156 17 41 114 18 33 102 24 16 12 60 36 21 40
internal_value=9.09173e-05 0.000160933 -0.00123581 -2.51603e-05 -0.000445593 -0.000164478 -0.000475839 -0.000893684 5.26628e-05 1.26938e-05 -1.46183e-05 3.70569e-05 0.000306348 -0.000108152 -0.000129546 -4.00122e-05 9.59382e-05 0.000978638 5.83447e-05 -6.80395e-06 -0.000866929 0.00128924 0.000133848 -5.7022e-06 0.000174284 -0.000320068 -0.00129021 0.000971265 0.000337663 -0.000199024
internal_weight=183.276 114.32 1.89806 68.9557 10.7703 8.81901 6.95555 5.4822 58.1854 56.3553 55.4789 54.1953 20.714 12.8137 33.4813 31.545 11.6152 7.90028 29.4854 27.9846 3.93303 6.24813 24.0516 19.8308 17.1905 10.6096 4.28672 6.58091 6.32286 4.14206
internal_count=2900 1646 360 1254 169 134 97 77 1085 1070 1062 993 412 324 581 530 228 88 495 484 59 50 425 323 209 149 76 60 73 52
is_linear=0
shrinkage=0.00196078


Tree=734
num_leaves=31
num_cat=0
split_feature=4 0 3 3 1 2 0 4 3 2 2 2 2 0 0 2 4 2 3 3 3 1 2 2 4 1 4 3 3 3
split_gain=0.376723 1.031 0.910805 0.734107 1.16108 1.44559 0.970396 0.947288 0.824681 0.648388 1.79972 0.645802 0.557144 1.13441 2.41442 4.94289 2.22264 1.06737 0.810081 1.29091 1.01974 1.11557 0.724397 0.625393 1.07635 1.20621 0.795873 0.626421 1.09641 0.680521
threshold=42.102795028150005 104.06483731340002 -0.22253999999999999 0.095645000000000022 75.403185184700007 -0.012769999999999998 88.232507383150008 42.852084787850011 0.094415000000000013 -0.61225999999999992 -0.25089499999999998 -0.071129999999999985 -0.065399999999999986 86.103248543850015 87.181320254150009 -0.12350999999999999 41.348489042950007 -0.054494999999999995 0.092290000000000025 -0.082159999999999997 -0.115385 58.745498608450013 -0.042409999999999996 -0.011399999999999999 41.495754733000005 62.837331883000012 40.305698932850007 0.11467000000000002 0.10273500000000002 0.094165000000000013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 12 -3 8 5 6 7 11 9 -2 -11 -5 13 16 15 -15 18 -14 19 20 21 -1 -19 26 27 -26 -24 28 29 -25
right_child=3 2 -4 4 -6 -7 -8 -9 -10 10 -12 -13 17 14 -16 -17 -18 22 -20 -21 -22 -23 23 24 25 -27 -28 -29 -30 -31
leaf_value=0.0010944235960289349 0.00171025410151833 0.0006580315868510105 -0.0021727842759011948 -0.0025002037276872099 0.00089329994831969541 0.00093092376933463609 -0.0025342937079622821 5.2087149525435922e-05 0.0013968750396063277 -0.0022134156695674252 6.5419675640688191e-05 -0.0006089023166204738 0.0010293794906438066 0.00043933716400173573 0.00014071392043598827 -0.0024809705290506361 0.0015059668787183141 -0.00051903522453486048 0.00051806047601710202 -0.0020500648377354846 0.0015345121896931456 -0.0022410565338327492 0.00020945915394695764 0.0001016220956207696 -0.0029077281779700767 1.8640531114832159e-05 0.0012309603072119593 0.0011981841661862305 -0.0011931182944956123 0.001063187742878657
leaf_weight=0.65505284222308435 0.87290592468343575 0.65440866368589934 1.3152094970573658 1.4331841035746022 1.9088276045513328 1.5263618713943277 1.567290937528014 2.6642326079308987 1.763356178998946 1.3678107752566564 51.486859166310751 1.3460476929321892 7.7020780565217128 4.5700798495672643 41.159569167095469 4.3488110937178117 5.7930649640038601 4.3977622906095339 4.688769969943678 1.6115286167914735 1.1837226687930527 0.936892309342511 6.1955337119288725 12.199037463869908 0.90087397722527329 1.3576323951710945 5.5676468616584316 2.49595031607896 2.0680748326703897 3.6843528803437939
leaf_count=24 8 66 294 23 42 25 27 30 15 69 993 22 54 27 473 35 37 38 47 48 26 42 51 182 29 25 58 27 24 39
internal_value=0.000105539 0.000174024 -0.00123224 -1.23328e-05 -0.000489184 -0.000798295 -0.00117478 -0.000783341 7.74325e-05 3.41279e-05 6.44635e-06 -0.0015842 0.000198861 8.15037e-05 -5.97012e-05 -0.000984592 0.000557078 0.000362534 -4.85853e-05 -0.000654182 0.000156256 -0.000868575 0.000230389 0.000326004 0.000135903 -0.00114863 0.000692947 0.000277786 0.000149815 0.000324669
internal_weight=179.423 113.486 1.96962 65.9369 10.4459 8.53712 7.01076 5.44346 55.4909 53.7276 52.8547 2.77923 111.516 64.9475 50.0785 8.91889 14.869 46.5689 9.07597 4.3872 2.77567 1.59195 38.8669 34.4691 22.7059 2.25851 11.7632 20.4474 17.9515 15.8834
internal_count=2900 1646 360 1254 169 127 102 75 1085 1070 1062 45 1286 759 535 62 224 527 187 140 92 66 473 435 326 54 109 272 245 221
is_linear=0
shrinkage=0.00196078


Tree=735
num_leaves=31
num_cat=0
split_feature=4 0 3 4 0 0 4 4 4 1 0 0 3 4 4 0 0 1 1 2 4 2 3 0 3 3 2 2 2 0
split_gain=0.424586 1.04777 0.830483 0.734684 0.911944 1.31315 0.924234 0.871858 0.837392 1.81163 1.9221 1.90854 0.642763 0.629627 0.529888 0.510601 1.5512 1.12623 1.04933 0.673893 0.789186 0.626372 0.512225 0.606611 0.735411 0.504321 0.498696 1.09647 1.33218 0.80581
threshold=42.178283198950005 104.06483731340002 -0.22253999999999999 43.19689381845 86.388225105700016 85.775256651950016 42.773538294100007 43.245737185650007 42.686561923500008 62.245871094250013 90.437043050150024 93.063666643600016 0.085155000000000022 42.508878681700004 42.34047585750001 91.410264893400026 93.910530954700008 62.197478847950002 62.084563606450011 -0.088099999999999998 44.215931556700006 -0.083794999999999994 0.085880000000000026 90.337570099350003 0.080125000000000016 0.10133000000000002 -0.067574999999999996 -0.053019999999999991 -0.044409999999999998 84.280473931450004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 26 -3 4 5 6 13 -5 14 -10 -11 -12 -13 -2 -6 17 -17 18 19 20 -9 -21 23 24 -19 -7 -1 -28 -29 -30
right_child=3 2 -4 7 8 25 -8 15 9 10 11 12 -14 -15 -16 16 -18 22 -20 21 -22 -23 -24 -25 -26 -27 27 28 29 -31
leaf_value=7.2807527979056399e-05 -0.00058406399689062811 0.00055647593816782214 -0.0021364624085645476 0.0015640887078689912 -0.00067725510988507346 -0.0024328036579136562 -0.0014964679521193844 -0.0016528480364486921 0.00067793017849375828 -0.002890164860606741 0.0018185320708835652 -0.0024510234541967805 -0.00047083846077266542 0.0010401470167820633 0.00046217250843390317 -0.0023133611185176821 -3.5953994707634523e-06 0.00083816666063074097 -0.0015343413884128345 0.0016409830535600615 0.00010272639431899319 0.00012488733775653564 0.001679488405384849 0.0016546616454692191 -0.0012874461615059211 -0.00076039109703756127 0.00093723484988178399 -0.0012860533162786579 -0.0010367874124073057 0.00034278487572318635
leaf_weight=65.502149302512407 1.6769978543161435 0.65654263664328039 1.3367100519699293 1.58508712472394 1.8590262817597274 1.9764957181178036 1.5553751364350317 1.187735759129281 3.084306310862301 1.7571341656148431 1.0624836309580135 1.0868617303494832 1.5000549449105163 2.0264077851606999 10.064120924769666 1.1957021028501937 17.173583608717308 1.5828685880405826 1.5671141203492869 1.8748041698709128 5.7523548670869786 2.3748562258842894 2.4601226636150386 1.2577848068322053 1.0349361379630861 1.0677261266391722 9.3786922052968276 2.2150881243869653 1.7063220816198725 35.376978511747438
leaf_count=761 34 66 298 11 33 33 59 38 17 16 9 26 42 28 99 49 465 32 21 9 87 44 26 12 20 22 71 21 71 380
internal_value=8.79636e-05 0.000159913 -0.00124946 -3.53841e-05 -0.000273454 -0.000821341 -0.000228053 0.000139704 -5.06116e-05 -0.00052121 -0.00120529 -0.00039405 -0.00130279 0.000304662 0.000284516 7.94354e-05 -0.000153944 0.000303973 -3.16382e-05 0.000178814 -0.000197725 0.000793737 0.000979722 0.000535529 -2.18384e-06 -0.00184622 0.000184517 0.000334838 0.000191073 0.000279306
internal_weight=183.936 116.172 1.99325 67.7639 28.717 8.303 5.25878 39.047 20.414 8.49084 5.40653 3.6494 2.58692 3.70341 11.9231 37.4619 18.3693 19.0926 12.7569 11.1898 6.94009 4.24966 6.33571 3.87559 2.6178 3.04422 114.179 48.6771 39.2984 37.0833
internal_count=2900 1668 364 1232 418 176 121 814 242 110 93 77 68 62 132 803 514 289 199 178 125 53 90 64 52 55 1304 543 472 451
is_linear=0
shrinkage=0.00196078


Tree=736
num_leaves=31
num_cat=0
split_feature=4 3 1 2 0 4 3 2 0 3 0 4 3 4 3 0 2 2 2 3 4 4 4 3 0 4 2 2 1 0
split_gain=0.116525 0.485715 0.926596 1.09521 0.760042 0.886255 0.654028 0.457082 0.391132 0.305592 0.419556 0.292483 0.905475 0.882268 1.14241 0.867174 0.839243 0.612179 0.51049 0.455135 0.393834 1.29216 0.705927 0.654091 0.661401 0.623993 0.496503 0.800387 0.462877 0.352686
threshold=42.102795028150005 0.095645000000000022 75.403185184700007 -0.012769999999999998 88.232507383150008 42.852084787850011 0.094415000000000013 -0.071129999999999985 103.44649194340002 -0.22253999999999999 104.06483731340002 42.564639561200003 0.083905000000000021 42.988308018450006 0.087725000000000011 86.950112854950021 -0.101965 -0.092289999999999997 -0.075840000000000005 0.081815000000000013 43.673409002000007 43.874475754150005 43.902382686800003 0.085245000000000029 96.249489528150022 43.411469133450005 -0.60827500000000001 -0.24103499999999997 62.041548276350007 85.509099297050014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 6 3 4 5 7 11 -3 -1 -10 -11 12 19 14 15 -13 -17 -14 -19 29 23 -22 -23 24 -15 28 -24 -28 -25 -2
right_child=1 2 -4 -5 -6 -7 -8 -9 9 10 -12 13 17 20 -16 16 -18 18 -20 -21 21 22 26 25 -26 -27 27 -29 -30 -31
leaf_value=0.0036460422816463911 0.055204065075414019 -0.11630873622949708 0.044907075831110352 0.044974147638303617 -0.1181188048792982 0.0053817828442530458 0.062447775408869852 -0.032933780736379065 0.027391340569000354 0.013385927648312985 -0.10366079768737385 0.01915682225682647 0.078381977884325812 0.06611062733995568 -0.11428172395585313 0.00025203307724048211 -0.11191968835568707 -0.019393198333300402 0.050251572771404088 -0.092221020925250058 -0.095958944491244716 0.091174900656199417 0.079074432686272955 0.012616119898128386 -0.023036445110699875 0.049433936094865891 -0.10387959005901813 -0.0010524328691992138 -0.060040577967887261 -0.039701386996081091
leaf_weight=91.68760620996909 0.55852554768352936 1.2368348527234041 1.469539926110883 1.1960942363366474 1.2816862505860624 2.3014910268830135 1.4977841002400953 1.1059827464632688 0.4162249276196236 0.40152433843468183 0.84260256638276587 2.8347910560514711 1.947204817595775 3.2620959151172446 1.31630890231645 1.1394300689426016 1.23337058686775 1.9929871812928466 1.759762400397449 0.79662944534720725 1.2891794594615955 0.7488499313476521 0.64537416654639201 1.3805735992355042 0.9554638611152767 1.2880163829249793 0.69933635627967916 17.308021386757897 1.7856363542960023 0.92114196997135878
leaf_count=1263 20 23 42 25 27 30 15 22 68 21 294 39 16 65 36 15 29 26 30 13 27 10 10 22 28 19 90 513 34 28
internal_value=0.000810288 -0.00267593 -0.02322 -0.0372771 -0.0538786 -0.0361502 0.00121528 -0.0769496 0.00282521 -0.0425025 -0.0658856 -0.000875634 0.0154462 -0.00450338 -0.0358491 -0.0160239 -0.0580543 0.0355101 0.0132651 -0.034795 0.00246115 -0.00460407 0.0014662 0.0193187 0.0459149 -0.00586442 -0.00213533 -0.00504584 -0.0283598 -0.00387772
internal_weight=147.3 53.9521 8.59163 7.12209 5.92599 4.64431 45.3605 2.34282 93.348 1.66035 1.24413 43.8627 7.97625 35.8864 6.5239 5.20759 2.3728 5.69995 3.75275 2.2763 29.3625 20.6908 19.4016 8.67179 4.21756 4.45423 18.6527 18.0074 3.16621 1.47967
internal_count=2900 1254 169 127 102 75 1085 45 1646 383 315 1070 133 937 119 83 44 72 56 61 818 650 623 168 93 75 613 603 56 48
is_linear=0
shrinkage=0.0942322


Tree=737
num_leaves=31
num_cat=0
split_feature=1 0 3 1 0 0 4 4 1 2 2 3 1 3 0 3 0 2 2 2 0 2 2 0 3 2 3 3 4 4
split_gain=0.36365 0.397793 1.33908 1.19002 1.03237 0.956661 1.08422 0.80942 1.33355 2.42561 1.53621 1.19269 0.788831 0.765564 0.761021 0.669743 0.690664 0.649204 1.30426 1.25183 0.766036 1.80788 2.27919 1.7016 1.46344 1.25203 1.19832 0.753832 0.724536 0.949791
threshold=55.583871847050013 91.410264893400026 0.25847000000000003 67.649671936450019 92.031298721500022 90.337570099350003 39.646013290900008 38.592454371550012 63.910026677050006 -0.14380499999999999 -0.23771499999999998 0.087205000000000019 62.837331883000012 0.085245000000000029 90.662873533100012 0.21240500000000004 92.652332549650012 -0.058529999999999992 -0.069554999999999992 -0.046474999999999995 97.32487278035002 -0.096499999999999989 -0.079824999999999993 98.201310130900012 0.090720000000000023 -0.24103499999999997 0.089185000000000028 0.092835000000000015 42.34047585750001 43.740100730350001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 5 3 13 -5 7 -7 11 12 10 -10 -2 -9 -3 -8 16 -6 18 20 -19 21 24 -23 26 25 -18 -22 -26 -27 -30
right_child=1 2 -4 4 15 6 14 8 9 -11 -12 -13 -14 -15 -16 -17 17 19 -20 -21 23 22 -24 -25 27 28 -28 -29 29 -31
leaf_value=-0.0013020142915848079 -0.0002657450149580751 -0.00021277250935746087 -0.0022816033466323059 -0.002720885851020005 0.0010152169719436226 -0.00046925648014468441 0.0019270555704426478 8.420203295286131e-05 -0.0012194116696175052 -0.0023037804488379014 0.001328202463871035 0.00091712001107681481 0.0010837416817637421 -0.0019534555386814226 0.00046373241222794992 0.0016789477210684273 -0.0024133599175903469 0.0014489462551000182 -0.0017770420551523971 0.00012588031604348328 0.0017745803978502781 -0.0023484048089700577 0.00012917890002923447 -0.00014100138957874494 0.0017601871002902118 -0.0012444854767948387 0.00018359480181568167 0.00022828215535793307 0.0012905965238271275 -0.00051135903402991839
leaf_weight=0.71063160123594471 4.7728363670175886 2.0714212851598854 0.97874425957979738 0.50168324110563745 2.9083966496400526 1.7751266052946437 3.1427930458448827 73.889483648148598 1.6406411397620106 2.5165108663059064 2.0433996599167585 10.459297378809422 3.1656488585285834 1.8292470471933482 2.4174113860353827 1.0203782872267755 1.0904664213303483 3.1559091070375898 1.7162543535814609 21.346723322507394 3.6756268823519376 3.2064872932387516 2.5730391561519275 17.524486587957654 2.1978388801217079 1.6644379361532635 3.6055416828021407 2.8191437153145671 1.9775797389447687 2.6073364875046536
leaf_count=115 121 29 39 15 21 18 27 650 43 70 13 82 27 40 23 15 40 28 39 481 22 77 29 651 9 25 38 31 10 72
internal_value=9.7939e-05 0.000103337 -2.45157e-06 2.63347e-05 8.22763e-05 0.000181782 0.000864907 0.000130904 5.48711e-05 -0.000819936 0.000193655 0.000546481 0.000125266 -0.00102908 0.00129085 0.000101517 7.91833e-05 3.98207e-05 -0.000100896 0.00029629 -3.39059e-05 -0.000340183 -0.00124539 0.000190024 8.31998e-05 -0.000474682 0.000986745 0.000899379 -0.000136398 0.000265866
internal_weight=185.005 184.294 78.4707 77.492 73.5913 105.823 7.33533 98.4878 83.2557 6.20055 3.68404 15.2321 77.0551 3.90067 5.5602 73.0896 72.0693 69.1609 44.6582 24.5026 42.942 18.1363 5.77953 24.8057 12.3568 7.33982 7.28117 5.01698 6.24935 4.58492
internal_count=2900 2785 1711 1672 1603 1074 68 1006 803 126 56 203 677 69 50 1588 1573 1552 1043 509 1004 293 106 711 187 147 60 40 107 82
is_linear=0
shrinkage=0.00196078


Tree=738
num_leaves=31
num_cat=0
split_feature=2 3 2 2 0 3 2 4 0 4 3 2 2 4 2 3 2 2 3 3 3 2 2 4 1 4 3 3 3 0
split_gain=0.10194 0.455891 0.184868 0.409854 0.482763 0.436063 0.31548 0.441664 0.622179 0.605499 0.357817 0.212484 0.213201 0.745595 0.369956 0.473576 0.546801 0.399439 0.57051 1.11008 0.316492 0.271543 0.542974 0.786714 0.928183 0.409816 0.399323 0.367278 0.749007 0.575678
threshold=0.68694500000000025 -0.16319499999999998 0.15675000000000003 0.20327000000000003 88.232507383150008 0.11263500000000003 0.22542000000000004 40.08085804200001 94.614906984850009 42.131954243650007 0.10133000000000002 0.12812000000000004 0.090855000000000033 38.175120519550006 0.048530000000000011 0.076825000000000018 0.049615000000000013 1.0000000180025095e-35 -0.04931 0.095645000000000022 0.091385000000000022 -0.031989999999999998 -0.024989999999999998 41.495754733000005 62.132955852800002 42.686561923500008 0.089850000000000027 0.12191500000000002 0.13635000000000005 85.901614184050018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 11 4 -4 6 -5 8 -8 -9 -10 12 14 -14 17 16 -16 21 -19 -20 -17 27 -23 26 25 -25 -24 -1 -29 -30
right_child=1 -3 3 5 -6 -7 7 9 10 -11 -12 -13 13 -15 15 20 -18 18 19 -21 -22 22 23 24 -26 -27 -28 28 29 -31
leaf_value=0.001332446135410387 0.081952294009507903 -0.013985153697842336 -0.072644111718953686 0.028278164187684113 -0.0054967419828098373 0.054571997779118836 0.024350343592322535 -0.1013581305346062 -0.10450376885292449 0.017859389301406639 0.00939567556658839 0.04042758444143342 0.03080476817603571 -0.077930887681408642 0.073062620520865984 0.06595708326438128 -0.11227347048690922 0.033964327891750364 -0.096237303213717401 0.029886816657445695 6.3043877505593551e-05 0.040345584996238894 0.00042545143265179674 -0.035604275473906641 -0.080445567625832437 0.045326698774518837 0.056306741000274094 -0.070905089342401931 0.049714200320435629 -0.023586605239551001
leaf_weight=109.10522012394404 0.60739403963088989 0.98278253652824676 1.4955303871538475 1.4030833239667115 1.7740880835431196 0.99346185830290767 2.1966688379179691 0.91511031065601833 0.55819727450216294 0.49889432850977755 0.3341739599295579 1.0463752680516325 0.88774487575574212 1.0352562507614491 0.18969037353963303 1.8289412911108232 0.33144673082642839 0.7865932061140487 1.5023029180420047 0.81622851987776801 0.79147849797482184 3.9631007743591908 2.0175326722710438 0.83577774057630483 1.5305964487197341 1.0960737150162456 1.8650425423993509 1.645294896676204 1.1856953427195551 2.5764519636695695
leaf_count=1935 8 36 26 20 29 15 30 40 64 20 9 22 14 107 19 36 38 36 69 15 34 55 32 31 29 11 20 28 12 60
internal_value=0.000737549 0.0226597 0.000497475 -0.0108218 -0.0362101 0.00120929 -0.00776678 -0.0189979 -0.000551721 -0.0592954 -0.0618509 0.0013499 0.00104473 -0.0277336 0.00146376 0.0309809 -0.0448124 0.000744513 -0.0301009 -0.0518359 0.0460543 0.00150575 0.0143756 0.00036314 -0.0298071 0.0103135 0.0272687 0.000234849 -0.0219112 -0.000484792
internal_weight=146.796 1.59018 145.206 10.1692 3.26962 6.89959 5.90613 4.50304 3.08904 1.414 0.892371 135.037 133.99 1.923 132.067 3.14156 0.521137 128.926 3.10512 2.31853 2.62042 125.821 11.3081 7.34502 3.46245 1.93185 3.88258 114.513 5.40744 3.76215
internal_count=2900 44 2856 253 55 198 183 163 103 60 73 2603 2581 121 2460 127 57 2333 120 84 70 2213 178 123 71 42 52 2035 100 72
is_linear=0
shrinkage=0.087056


Tree=739
num_leaves=31
num_cat=0
split_feature=4 4 0 2 2 2 1 0 1 1 1 1 2 2 2 4 0 1 3 4 3 3 2 3 3 1 2 1 2 1
split_gain=0.0972241 0.487892 0.350147 0.344928 1.35736 0.524543 1.08696 0.506687 0.586786 0.605369 0.538376 0.441443 0.501721 0.64524 0.608496 0.406353 0.936539 1.90052 0.830853 0.592303 0.919996 0.941216 1.11261 0.52473 0.523333 0.449887 0.427514 0.387476 0.354088 0.508901
threshold=42.178283198950005 42.233786329550007 103.44649194340002 -0.067574999999999996 -0.053019999999999991 -0.081474999999999992 62.116825104000007 105.70748523110002 75.18810853425002 62.106071271500007 61.966271448700006 62.132955852800002 -0.02852 0.049235000000000008 0.090855000000000033 43.19689381845 89.057864029250013 61.993156030000002 0.083905000000000021 43.673409002000007 0.089580000000000021 0.083415000000000031 -0.10282499999999999 0.082325000000000023 0.088105000000000017 62.197478847950002 -0.12350999999999999 67.203387886850024 -0.23871499999999998 63.431481129800005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 -1 5 -5 15 -7 8 9 10 -6 -11 -13 -14 -15 16 17 -3 -18 25 21 23 -23 28 -20 -17 -19 -27 -21 -30
right_child=1 3 -4 4 7 6 -8 -9 -10 11 -12 12 13 14 -16 19 18 26 24 20 -22 22 -24 -25 -26 27 -28 -29 29 -31
leaf_value=0.0030861438607553992 -0.066525259496969011 0.01101960645688828 -0.039103502867679843 -0.11730361061813167 -0.000915551365321243 0.076031112299982759 -0.012394054426419492 0.039911946108461854 -0.071739088929969427 0.078778406902198991 -0.10405355308584549 0.063773301133259186 -0.065233517021779347 0.093437983863948651 -0.02437117380635586 -0.0059807473223029376 -0.045931545111805881 -0.038492133365643458 0.05218217625555429 -0.062122049930271539 0.046521413179756124 -9.9757599941570775e-05 -0.1069171748638461 0.048264690263489875 -0.0045610823065641692 0.081859510418067521 -0.10595329705741639 0.022427921815364373 -0.024573300969990136 0.015380055660554396
leaf_weight=92.496776239575411 0.9192706398316649 3.2685078163631243 1.5775418474457854 0.94856831559445609 0.83606922334365463 2.1659706812351933 2.2191592319868505 1.5883429522946242 1.2147405994255676 0.694392455741763 0.76349219804978929 0.77884323033504221 1.2057003040681595 0.5767177380621431 0.86300483922241256 1.6195673063775782 1.6177687243762191 1.0982277709990742 2.8821798140415922 0.81904573504288691 2.6835633695591232 1.5294866597832881 1.5460994417080645 1.613099465612321 2.3077403860315826 1.6500164780300113 2.2751941077294759 1.8180617332036488 4.3456560295308062 5.9632056205591653
leaf_count=1281 22 36 387 24 72 15 34 87 71 5 28 15 27 6 43 27 36 17 30 107 37 25 24 15 44 15 52 29 70 219
internal_value=0.000677453 -0.00241142 0.00237866 -0.00125333 -0.0165425 0.00224201 0.0312823 -0.00532603 -0.0156901 -0.00378338 -0.0501447 0.014222 0.00113082 -0.0173119 0.0228203 -0.00119627 -0.0135137 -0.0372361 0.00963117 0.00582703 -0.00155197 -0.00970847 -0.053797 0.00093417 0.0269508 0.0326592 -0.0839911 0.0507038 -0.00592685 -0.00146211
internal_weight=145.886 51.8117 94.0743 50.8924 9.46987 41.4226 4.38513 8.5213 6.93296 5.71822 1.59956 4.11866 3.42427 2.64542 1.43972 37.0374 13.4496 6.64193 6.80769 23.5878 18.5002 15.8166 3.07559 12.741 5.18992 5.08765 3.37342 3.46808 11.1279 10.3089
internal_count=2900 1232 1668 1210 378 832 49 354 267 196 100 96 91 76 49 783 215 105 110 568 497 460 49 411 74 71 69 44 396 289
is_linear=0
shrinkage=0.0887971


Tree=740
num_leaves=31
num_cat=0
split_feature=0 4 1 1 1 0 0 1 0 0 3 3 3 3 2 2 2 2 2 0 2 2 4 0 3 3 3 1 0 1
split_gain=0.299194 0.451306 0.296338 1.64436 1.77845 0.982148 1.69644 1.00592 0.971907 0.87776 0.7504 0.620712 0.565694 1.1227 0.824558 0.798213 0.525282 1.91864 0.808643 0.645248 1.84141 1.3922 1.38662 1.25103 1.9044 1.20669 0.75928 0.643147 0.942236 0.525692
threshold=70.623106628750023 44.921040431000009 66.697957758300021 66.318885161900013 65.727424373200009 92.031298721500022 90.603727454250006 67.649671936450019 87.181320254150009 86.866770652900016 -0.16319499999999998 0.11263500000000003 0.082055000000000017 0.087265000000000023 -0.057185 -0.083135000000000001 -0.060760000000000002 -0.069554999999999992 -0.042409999999999996 97.32487278035002 -0.096499999999999989 -0.079824999999999993 44.611732354850012 98.201310130900012 0.091250000000000012 0.083565000000000014 0.076580000000000023 81.524804347700012 107.15656416340002 70.865067860500019
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 8 6 7 -4 9 -2 -9 12 15 -14 -15 -10 17 19 29 20 22 -22 25 24 -21 -7 -24 -20 -29 -18
right_child=2 -3 5 -5 -6 16 -8 10 11 -11 -12 -13 13 14 -16 -17 18 -19 27 23 21 -23 26 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0020556117516474857 7.8904388622927596e-05 0.0019215361523186644 0.0014609717707623254 0.0013626123901445692 -0.001815510819718015 -0.00069789842254221527 -0.0020466523352886852 0.00064887074184160243 -0.00010466608174825398 -0.0010081351088371041 -0.0024066404412416325 0.0013426036866336062 -0.000747584665115367 0.00079847543316386089 -0.00033398081251964239 0.0015045148765543356 0.0016914234749848122 -0.0025764012872813279 0.00023889005147442096 0.0017336868762266491 -0.0019429092970539297 -4.6129842857851017e-05 -0.00019009217183736611 -5.9498231521247396e-05 -0.00037409661333697255 0.00079194353638211031 -0.0024254978776178265 -0.0021655502576866433 0.00031115170922005054 0.00041519096546399999
leaf_weight=0.52441607911168731 64.194004435121315 0.13870990136638284 1.3102872222661965 4.236303634941577 1.801944572245701 2.7765029356814948 2.3490889359673019 0.5723535695578903 1.8325028009712694 2.9888827474787822 0.67164615618821677 2.888368170708417 3.7506813239306203 8.7620684728026408 3.4433834515511945 3.3547798451036277 2.2691369140520719 1.1386918748758024 18.728068340307804 4.252194199711087 3.5923688020848203 2.5394089920446268 1.2516052395803847 18.473599742065289 2.6909854020923376 8.4550144413951767 1.0955081251449881 1.1073504068335744 1.2654679461084013 2.7383698757039383
leaf_count=113 757 7 10 34 33 37 58 11 19 23 42 20 26 46 30 33 14 35 265 25 81 30 52 671 36 76 42 75 164 35
internal_value=9.08835e-05 -0.00122369 9.58782e-05 0.0001679 0.000113488 5.2398e-06 -0.000844011 0.000262017 0.000151596 3.05434e-05 -0.00100083 0.000490008 0.000373536 0.000190668 0.000478989 0.000936042 6.27768e-05 -6.27087e-05 0.000285146 7.19145e-07 -0.000265529 -0.00115738 0.000137209 0.000207191 0.000916768 0.000423645 -0.00123346 0.000117041 -0.000844679 0.000993512
internal_weight=175.194 0.663126 174.531 97.2529 93.0166 77.2776 4.90338 2.55429 91.2147 67.1829 1.244 24.0318 21.1434 15.9561 12.2055 5.18728 72.3743 46.2659 26.1084 45.1272 19.7104 6.13178 13.5786 25.4168 6.94318 11.2315 2.34711 21.1009 2.37282 5.00751
internal_count=2900 120 2780 1021 987 1759 121 63 954 780 53 174 154 102 76 52 1638 1085 553 1050 318 111 207 732 61 113 94 504 239 49
is_linear=0
shrinkage=0.00196078


Tree=741
num_leaves=31
num_cat=0
split_feature=1 4 1 4 2 2 2 4 3 2 0 0 1 2 2 4 2 3 2 2 3 3 3 2 4 1 3 3 0 2
split_gain=0.100516 0.193476 0.11394 0.162245 0.109233 0.155075 0.329064 0.416312 0.826281 0.492694 0.409681 0.317337 0.315327 0.190394 0.192328 0.469505 0.297353 0.397084 0.515945 0.328716 0.479488 0.963602 0.227246 0.224404 0.566794 0.685335 0.513744 0.97086 0.495031 0.64874
threshold=89.786436182600013 45.027406014450008 90.988176966900014 48.988717865950008 0.68694500000000025 0.15675000000000003 0.20327000000000003 33.96174662340001 0.091545000000000029 0.27148500000000009 88.232507383150008 93.063666643600016 70.133807249000014 0.12406000000000002 0.090855000000000033 38.175120519550006 0.048530000000000011 0.076825000000000018 0.049235000000000008 1.0000000180025095e-35 -0.04931 0.095645000000000022 0.085345000000000018 -0.033594999999999993 41.872669623500009 64.321360770950022 0.084795000000000023 0.090640000000000012 86.866770652900016 -0.012769999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 -3 -4 5 13 10 -8 9 11 -7 -9 -10 14 16 -16 19 18 -18 23 -21 -22 -19 -1 26 28 -25 -28 29 -26
right_child=1 2 3 -5 -6 6 7 8 12 -11 -12 -13 -14 -15 15 -17 17 22 -20 20 21 -23 -24 24 25 -27 27 -29 -30 -31
leaf_value=0.00036937334042969966 -0.094166182739439122 0.029167901322768874 0.007741958980114534 -0.0944506441621627 0.025706019061319058 -0.070616606684071964 -0.068095097017877887 0.032488454537193352 0.079629805639043344 -0.076264262187625692 -0.0047508418219972207 -0.032310530715171502 0.012880747604437982 0.038601460250975647 0.021666715452459809 -0.077046130657877243 0.083455424622384047 0.081232407637220089 -0.11649592505279831 0.033191841514017655 -0.097839583440476025 0.029097913536719935 0.023631868530648283 0.070224615482257877 -0.09836915201147485 -0.072101289017205791 -0.045762242871008225 0.039128508708034609 0.046209317888666411 0.040651881261557492
leaf_weight=112.3762408032935 0.27275277495334538 0.43370858195703477 0.32298029724915978 0.22494534930956434 1.5029930932141713 1.4722877310123279 0.66432080087179191 1.3440345963463194 1.3710246759001168 0.9550521479686721 1.7809128189692272 1.240268263267353 1.0797670268802901 1.1702570658671891 0.78298901887319405 0.8661484349577222 0.16986192138574496 0.93765272432938251 0.31327885464634164 0.77174675408605287 1.3962946751926204 0.80447879066559824 1.5524518274924046 1.9057156858034554 0.61980496923206396 1.2178083797916768 1.6142354048788545 3.9967399380693678 1.5168751142919061 0.53273039107443809
leaf_count=1771 256 17 38 59 36 26 34 21 20 37 26 35 26 34 12 64 9 17 45 32 48 15 45 30 35 31 20 39 11 11
internal_value=0.000703862 -0.0253346 -0.0062094 -0.0342122 0.000930754 0.000669355 -0.0104795 0.00129254 0.00898779 -0.0195641 -0.0345594 0.00138988 0.0502216 0.00150273 0.00117226 -0.0301786 0.00157081 0.03045 -0.0461973 0.000893384 -0.0294661 -0.0514384 0.0453214 0.00162245 0.0139705 -0.0146699 0.0287818 0.0147061 0.0115308 -0.0341102
internal_weight=145.21 1.25439 0.981634 0.547926 143.956 142.453 9.90767 6.65447 5.99015 3.53936 3.2532 2.5843 2.45079 132.545 131.375 1.64914 129.726 2.97325 0.483141 126.753 2.97252 2.20077 2.4901 123.78 11.4039 3.88722 7.51669 5.61098 2.66941 1.15254
internal_count=2900 370 114 97 2530 2494 225 173 139 93 52 56 46 2269 2235 76 2159 116 54 2043 95 63 62 1948 177 88 89 59 57 46
is_linear=0
shrinkage=0.0923845


Tree=742
num_leaves=31
num_cat=0
split_feature=3 3 3 0 4 1 0 1 4 2 1 3 2 4 0 4 3 3 3 4 0 0 2 2 2 1 3 4 2 3
split_gain=0.0982016 0.73212 0.569371 0.444748 0.755038 0.727262 1.02565 0.862207 0.535492 0.77857 0.451619 0.427647 0.36554 0.805235 0.301378 0.268986 0.207695 0.233961 0.716073 0.553021 0.729547 1.03684 1.09185 1.79209 1.73074 0.814698 0.725027 0.570545 0.480017 0.441366
threshold=0.10236000000000002 0.10176000000000003 0.10332500000000001 86.530713386650021 35.131296350900008 68.321786469100019 93.910530954700008 71.225321249950014 40.922041107600009 -0.030985000000000002 62.079186690200011 0.10661000000000002 -0.098345000000000002 41.289992964000007 85.775256651950016 39.420767558750008 0.10098000000000003 0.093295000000000031 0.093480000000000021 39.749124837650008 85.775256651950016 86.597924839850023 -0.14869999999999997 -0.086339999999999986 -0.083330000000000001 71.381251821550009 0.098200000000000023 38.238138001450004 -0.10518999999999999 0.092290000000000025
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 16 -2 10 -5 15 -7 -8 9 -9 11 -4 -13 -14 -15 -6 17 29 -19 26 -21 -22 25 -24 -25 -23 27 28 -20 -1
right_child=2 -3 3 4 5 6 7 8 -10 -11 -12 12 13 14 -16 -17 -18 18 19 20 21 22 23 24 -26 -27 -28 -29 -30 -31
leaf_value=0.00036316249821416018 -0.050566787743533674 0.058751455081829322 -0.040286728275439783 -0.058863318351357413 0.058414153088009603 -0.09535272498191727 0.081798103478019232 -0.090181332645844131 0.024759627401559917 0.010308722529357172 -0.05460857708249689 -0.034547297681550931 0.053975128050599064 0.012819999378968782 -0.05392717368832791 0.02079371917152811 -0.036695791229879961 0.07019070697655988 0.044936125799324177 -0.072083143975083433 0.04575495764773773 0.058037601178393627 -0.1276007559630041 0.089564904505852055 -0.050842684615375514 -0.02822260217964458 -0.028276748216019644 0.07058463856651552 -0.03521389446555271 -0.037059021040043834
leaf_weight=93.127714154299611 1.9450248697976373 1.7464341668528494 2.0920501574873942 1.1577103164694325 2.8078368976712209 0.85115840134676535 1.0504538821405729 1.1234216668353849 2.1729156378860353 1.3248471583410708 1.8451440086355431 1.3232413227669884 2.3850084161385903 1.0493998755700888 1.084740071382839 3.2138642687350512 1.1514199638113485 1.4408133993856633 1.3870917035965247 1.183847835403866 3.0122486837208262 2.060417192988099 1.3975424987438612 1.003733081277461 2.2305099175573511 1.4859370027988914 1.4926833404188071 2.6500627811237791 1.0242305596439139 2.5532017563605214
leaf_count=2064 23 22 20 35 22 13 12 59 58 26 35 18 22 18 23 37 22 11 32 27 22 16 29 6 47 34 30 28 33 56
internal_value=0.000611488 0.00168222 -0.00439744 -0.00057318 0.009751 0.0160833 -0.00445955 0.00918104 -0.00732574 -0.0358025 -0.0150384 -0.00583643 0.00649958 0.0185184 -0.0211062 0.0383356 0.000831823 0.00120416 0.00984538 0.00525193 -0.0057942 0.0012186 -0.0151854 -0.0435757 -0.00726781 0.0218942 0.0261073 0.042146 0.0108917 -0.000635431
internal_weight=144.375 118.948 25.4268 23.4818 13.7022 12.5445 6.5228 5.67164 4.62118 2.44827 9.77958 7.93444 5.84239 4.51915 2.13414 6.0217 117.201 116.05 20.3691 18.9283 12.3742 11.1904 8.17814 4.63179 3.23424 3.54635 6.55407 5.06139 2.41132 95.6809
internal_count=2900 2479 421 398 262 227 168 155 143 85 136 101 81 63 41 59 2457 2435 315 304 181 154 132 82 53 50 123 93 65 2120
is_linear=0
shrinkage=0.0887971


Tree=743
num_leaves=31
num_cat=0
split_feature=1 2 3 0 1 4 3 3 3 1 1 3 0 1 1 4 4 4 2 2 0 3 3 4 2 4 2 1 0 1
split_gain=0.352153 0.362251 0.359427 0.343746 0.506272 0.453768 1.03744 0.892886 0.753348 0.619096 0.70665 0.523915 0.767043 0.451155 1.83161 1.58411 1.20709 0.541751 0.579616 0.948244 2.18807 1.16769 1.93911 1.36994 1.35961 1.90246 0.771005 0.471861 0.43922 0.654595
threshold=89.912793714750009 -0.088944999999999996 0.07870000000000002 85.716110573100011 62.00390986255001 35.131296350900008 0.10236000000000002 0.10045500000000003 0.096085000000000018 61.960894532450006 61.917879202350001 0.10332500000000001 83.680947768350009 63.910026677050006 62.837331883000012 39.468990633150007 40.12915366295001 40.532725462000009 -0.016334999999999999 -0.065399999999999986 86.280686780500005 0.082325000000000023 -0.082159999999999997 43.411469133450005 -0.121865 41.558544840500012 -0.08725999999999999 62.068432857650002 84.95796538030001 58.549241164900003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 5 11 7 8 9 10 28 12 -1 14 15 -5 -17 -18 19 21 -21 22 -19 24 -23 -26 -27 -28 29 -7
right_child=1 2 -4 13 -6 6 -8 -9 -10 -11 -12 -13 -14 -15 -16 16 17 18 -20 20 -22 23 -24 -25 25 26 27 -29 -30 -31
leaf_value=-0.0021680054431359726 -0.00202608189985801 0.00041951377868980978 -0.0020005876250907655 0.0013829842482222226 -0.00070598327104298426 7.8153944633202777e-05 -0.001229008768815712 0.0015550048579687766 -0.0015218157219247727 0.0010113158709301436 -0.001306708899595582 0.0020716693249129559 0.002076571400426852 5.630213938494026e-05 0.0014198142778159486 -0.00098275173941912101 0.00083789699126992972 0.00033749394956381057 -0.00073364349909790468 -0.00052241289268885609 0.0013919834836471404 0.00086010179439926322 -0.0020350012026702398 0.0010950259108250934 -0.0017062658183098311 -0.00078560614490549613 0.00073631985006598465 -0.00017242667259540219 0.00075244784770622276 -0.0015202399623822675
leaf_weight=0.36307805211982358 0.58782348358636216 0.97254872733901609 0.31151403214789752 3.8500034734606734 4.4423667225928503 7.7494563445943729 2.5487380158156148 1.501099926419555 1.1978561487048853 2.3856876534409812 1.5747549324296404 0.85204582288861275 0.29805848002433777 97.508600492306869 4.9111055117100468 3.8116235919296733 4.1839915663003913 2.6523994319140911 2.991959293605766 3.6286899107508344 6.2471500039100647 4.717607095837594 2.6456099168863103 4.9063696488738051 3.1343575716018721 3.4127725372090927 4.7033390607684833 4.1220997273921967 2.9127398384734979 1.1285152086056767
leaf_count=47 184 57 119 21 152 209 32 9 13 20 26 7 2 1542 36 29 26 21 38 40 34 22 21 20 27 32 24 27 22 41
internal_value=9.49632e-05 -0.000751217 -0.000167604 0.000103554 -0.000101051 1.83227e-05 -5.6406e-05 0.00010558 -2.27894e-05 9.12098e-05 -7.30259e-05 0.00105535 -0.000254434 0.000138586 0.000272489 0.000170056 7.87743e-05 0.000164233 9.89301e-05 0.000160942 0.000688575 -1.10636e-05 -0.000847233 0.000166162 -6.06823e-05 -0.000343257 5.82658e-06 0.000311871 9.17435e-05 -0.000125024
internal_weight=186.254 1.87189 1.28406 184.382 26.9544 22.512 20.9988 18.4501 16.949 15.7512 13.3655 1.51318 0.661137 157.428 59.9191 55.008 51.158 47.3463 43.1624 40.1704 9.87584 30.2946 5.29801 24.9965 20.0902 15.3726 12.2382 8.82544 11.7907 8.87797
internal_count=2900 360 176 2540 580 428 372 340 331 318 298 56 49 1960 418 382 361 332 306 268 74 194 42 152 132 110 83 51 272 250
is_linear=0
shrinkage=0.00196078


Tree=744
num_leaves=31
num_cat=0
split_feature=1 3 0 1 3 3 2 4 0 0 3 0 3 2 4 1 3 3 0 0 1 3 1 3 1 1 4 2 2 2
split_gain=0.578669 0.974897 0.991459 1.04094 1.63175 1.26417 1.58287 0.782627 0.753119 1.07736 0.751693 0.708597 1.35024 0.883411 0.718653 0.633992 0.926716 1.84859 1.22757 1.10143 0.622391 1.09456 0.851123 2.16443 1.08708 1.34871 1.13265 1.06333 0.745522 0.977332
threshold=69.873026810350026 0.25847000000000003 96.055920542800024 71.090898343450007 0.076580000000000023 0.090390000000000012 -0.073724999999999999 43.968221017800005 87.181320254150009 86.866770652900016 0.21240500000000004 97.835679825150024 0.07870000000000002 -0.083330000000000001 40.621691032550004 78.220689305400015 0.089785000000000018 0.087725000000000011 98.327667663000014 98.615332683000005 64.434276012450013 0.082055000000000017 65.966697146800016 0.087265000000000023 66.697957758300021 68.214248143850014 37.797539186950011 -0.15484000000000001 -0.083794999999999994 -0.036264999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 2 3 5 7 6 -2 -5 9 -1 11 12 -4 14 -14 16 17 18 -13 -18 21 -10 23 -22 -24 26 -26 -28 -23 -30
right_child=1 -3 10 4 -6 -7 -8 -9 20 -11 -12 15 13 -15 -16 -17 19 -19 -20 -21 22 28 24 -25 25 -27 27 -29 29 -31
leaf_value=9.1604463735133938e-05 -0.0020822612143110439 -0.0021827074981478059 -0.00070496055214343256 -0.00092304154053054219 -0.0018527136147905704 0.00045574437718940987 0.00019675164084905289 0.00088175492565615785 0.0014945333241466918 -0.0010951575847768958 0.0017484637241584587 0.00077619322960534873 -0.00064389900393568085 0.0013049543388832085 0.00068136390024766042 7.3040095499646147e-05 -0.0026630283820631424 0.0015498459367000773 -0.0021775180847496646 -0.0004865698736471356 -0.0017835479954818375 0.00086054674090633998 0.0011756456352921697 0.00034704366198029974 0.00066447583792513768 0.00053839223705183666 0.00041510999140621693 -0.0020271691056473391 -0.00088416224221119833 0.00056379918524137901
leaf_weight=67.373154643544694 2.1507053409586661 0.82004713227161019 3.2699782247655085 1.8810014054761262 3.91953936801292 7.4546960588777438 2.5739629138261098 1.8152009356999768 4.4118745354935553 3.0752193061634889 1.0622220315999573 0.86035473970696186 2.3067375160753718 5.4441293198615304 4.9468770250678062 24.088055688802342 1.3689384870231154 1.8437420381233094 1.457229498264496 2.5764421948697418 2.7174223999027181 6.402240678668023 5.152090345509353 5.6335606309585273 1.5862991996109475 10.337716269539667 0.95248284330591726 2.4441937962546931 3.131669946014882 4.1901802271604502
leaf_count=883 50 38 36 32 145 64 26 45 36 24 15 9 29 37 33 858 26 13 88 55 37 33 43 36 11 77 22 45 21 33
internal_value=8.39455e-05 -5.73843e-05 -3.21327e-05 -0.000402722 -0.000971339 -4.71669e-05 -0.000840673 -3.6708e-05 0.000168015 3.97998e-05 0.000116895 8.09111e-05 0.000418623 0.000707973 0.000259914 -8.65847e-05 -0.00056089 8.46302e-05 -0.00108101 -0.00124174 0.000360362 0.000644942 0.000181304 -0.000346254 0.000396498 0.000134484 -0.000703465 -0.00134231 0.000371824 -5.55166e-05
internal_weight=187.248 69.8399 69.0198 19.7951 7.61574 12.1794 4.72467 3.6962 117.408 70.4484 49.2247 48.1625 15.9677 12.6977 7.25361 32.1948 8.10671 4.16133 2.31758 3.94538 46.9597 18.136 28.8238 8.35098 20.4728 15.3207 4.98298 3.39668 13.7241 7.32185
internal_count=2900 1599 1561 362 222 140 76 77 1301 907 1199 1184 135 99 62 1049 191 110 97 81 394 123 271 73 198 155 78 67 87 54
is_linear=0
shrinkage=0.00196078


Tree=745
num_leaves=31
num_cat=0
split_feature=1 1 1 0 0 1 3 0 0 3 1 3 2 3 1 4 4 4 3 2 4 0 2 2 1 0 2 1 1 2
split_gain=0.0954188 1.14303 1.09946 0.556673 1.29196 0.789476 0.635377 0.392916 0.824837 0.399037 0.568461 0.912083 1.09218 0.365415 0.340477 0.880409 0.893319 1.27399 0.877573 1.1654 0.821105 0.769477 0.699687 1.23097 0.43586 0.66083 0.496825 0.305489 0.477345 0.568945
threshold=66.697957758300021 66.318885161900013 65.727424373200009 92.031298721500022 90.603727454250006 67.649671936450019 -0.16319499999999998 87.181320254150009 86.866770652900016 0.10371000000000001 64.654729579150015 0.082055000000000017 -0.083794999999999994 0.091705000000000023 62.057679025150001 40.259171735100004 41.028010303750008 41.532441862050007 0.098200000000000023 -0.076709999999999987 39.468990633150007 86.530713386650021 -0.082885 -0.13978499999999996 62.020040611300011 86.232294534150014 -0.082885 62.009286778800011 61.987779113750001 -0.082314999999999985
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 7 4 5 -2 -7 8 14 10 11 -9 -13 -6 21 20 -17 -18 19 22 -16 24 23 -19 25 27 -26 28 29 -1
right_child=3 -3 -4 -5 13 6 -8 9 -10 -11 -12 12 -14 -15 15 16 17 18 -20 -21 -22 -23 -24 -25 26 -27 -28 -29 -30 -31
leaf_value=0.0096120527239332339 0.069553123916711118 0.058028462772075455 -0.080206378434231645 0.00030139017793037119 -0.12759434389420971 0.034731500814321137 -0.11639036866538846 0.060186547719837322 -0.054613077406458418 0.043006543456410237 -0.026222875260285539 0.03180758159749264 -0.032911583801316958 -0.0382689298580993 -0.017022389738307227 0.063436214566355023 -0.094921928299688346 0.050938586488750159 -0.052677247356040596 -0.057097265175858711 -0.12857565859298251 0.049649746662183192 0.079785581399792221 -0.044772922881807384 0.060020815653931282 -0.057197723580690439 -0.0028089622950478849 -0.050923211306580431 0.039638890415574418 -0.021718183395923747
leaf_weight=14.860959552417629 1.1232849247753613 3.336055375635623 1.5259772852295999 59.099554014083651 1.188121439743554 0.47629228635923915 0.55831274074444082 3.3350851386785569 2.6177036841399959 3.539253367111086 3.6206536097452036 5.2149295471608665 4.4770102128386453 0.65708001726306964 1.4734089966077619 1.7220975160598744 1.456059070304035 3.1076164687401588 2.267601729836314 1.704783977125772 1.0397546931635586 3.3590775020420542 1.988436416024342 2.0672312235692516 2.3347671251976863 1.9369618927594263 2.3161543512833296 1.0112572817306489 2.9066530681448048 8.3711066560354155
leaf_count=292 10 34 33 1638 42 11 42 39 23 32 34 32 37 16 39 16 13 29 37 36 14 25 12 32 27 21 38 20 32 194
internal_value=0.000758511 0.00292919 0.000580266 -0.00204814 -0.0367354 0.0137579 -0.0468197 0.00218695 -0.00192286 0.0136981 0.00746723 0.0168309 0.00191177 -0.0957854 0.000634955 -0.0107052 -0.00149282 -0.0103728 0.000682549 0.0143269 -0.0631746 0.00577879 0.031325 0.0127041 0.00141082 -0.00295771 0.0287316 0.000911939 0.00291734 -0.00167703
internal_weight=144.693 81.5906 78.2545 63.1026 4.00309 2.15789 1.03461 76.7286 56.5416 20.1869 16.6477 13.027 9.69194 1.8452 53.9239 16.827 14.3138 12.5917 11.1357 8.86807 2.51316 37.0969 7.16328 5.17485 33.7379 29.0869 4.65092 27.15 26.1387 23.2321
internal_count=2900 1141 1107 1759 121 63 53 1074 900 174 142 108 69 58 877 228 175 159 146 109 53 649 73 61 624 559 65 538 518 486
is_linear=0
shrinkage=0.0961169


Tree=746
num_leaves=31
num_cat=0
split_feature=4 4 2 1 0 2 2 0 4 4 1 3 0 0 2 1 2 3 3 3 3 1 0 4 4 4 4 4 3 2
split_gain=0.373587 0.73411 0.940443 1.17355 1.09207 1.21773 0.922532 0.916543 0.908174 0.694647 0.62798 0.553918 0.543802 0.541265 0.504959 0.488757 0.473002 1.18045 0.566896 0.558246 0.452004 1.19106 1.18706 1.04993 1.91444 1.00278 0.903726 0.836343 0.72409 0.542254
threshold=42.599563320500003 43.19689381845 -0.08725999999999999 62.399113207700005 86.420486603250012 -0.082885 -0.11911999999999999 90.437043050150024 43.245737185650007 43.061965423550006 83.715897724050009 0.10176000000000003 90.437043050150024 105.48703166445002 -0.61225999999999992 88.436830201100022 -0.23871499999999998 0.09495000000000002 0.096845000000000028 0.094625000000000029 0.083415000000000031 62.197478847950002 89.219171517050015 47.833738492450003 43.673409002000007 44.215931556700006 44.758188263300006 45.90502654165001 0.079785000000000009 -0.15818499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=10 2 6 4 5 -4 12 -5 -3 -9 -1 -7 -2 -12 -10 -15 17 -16 19 20 25 -22 -23 24 -24 -18 -27 -28 29 -29
right_child=1 8 3 7 -6 11 -8 9 14 -11 13 -13 -14 15 16 -17 18 -19 -20 -21 21 22 23 -25 -26 26 27 28 -30 -31
leaf_value=0.00018205397257708438 -0.001347174462495924 0.0015771033276247095 0.00097184090312409641 -0.002745784004375482 0.0012118850721667511 -0.0024233321573447295 -0.0019051214708524133 -0.001468683895733434 0.0015963872407997709 0.00095463886605298004 -0.0021243116253686031 -0.00011152390402268212 0.00044162120184493812 0.00049498799110839946 -0.0017179823335880058 -0.0020060156213474729 0.00096275565838095005 0.0013170763826096752 -0.001112891272320628 0.001400830154845822 -0.0014499417458011196 0.0020095797983336471 0.00075469539882448927 0.00090955197925385301 -0.0024317823786297642 -0.0015610742081016526 0.001190715587748204 0.00040969560022072145 -0.0014329653313099394 -0.00055810167262164813
leaf_weight=121.25862543667608 1.0860702577047052 1.5550850980216626 1.346625717589631 0.88493382325395975 3.3107827240601182 1.0317982795095293 2.5902039147622409 0.95422358009091091 0.78872262052027409 0.86888970073778182 0.82036598559352514 0.64918889617547382 1.6401333710036849 1.1528559274229335 1.6890266570553572 0.40628928748174065 5.3356657014519646 0.69559469855448686 1.4769277909654182 1.2753539007971983 2.475722792092709 1.098386402998585 1.3301698908617257 1.8377736345137234 1.5930845118127761 1.343657060409895 2.3429210778558618 6.6785503033315754 1.369469386700074 3.3384945154539301
leaf_count=1489 18 11 11 14 16 41 59 32 10 14 57 11 26 68 137 230 80 13 34 10 28 11 21 28 62 30 34 105 37 163
internal_value=0.0001044 -3.75465e-05 -0.000412667 -2.80342e-05 0.00043358 -0.000417518 -0.00106716 -0.00110848 0.000111187 -0.000313736 0.000162478 -0.00153052 -0.000271003 -0.000835082 4.54336e-05 -0.000156735 9.32846e-06 -0.000832655 7.30762e-05 0.000131425 7.51021e-05 -0.000309649 0.000172148 -0.000251755 -0.000981838 0.000232238 -2.63546e-05 0.000123844 -9.56789e-05 8.71468e-05
internal_weight=174.226 50.5875 14.3629 9.04644 6.3384 3.02761 5.31641 2.70805 36.2246 1.82311 123.638 1.68099 2.7262 2.37951 34.6695 1.55915 33.8808 2.38462 31.4962 30.0192 28.7439 8.33514 5.85941 4.76103 2.92325 20.4088 15.0731 13.7294 11.3865 10.017
internal_count=2900 1056 242 139 79 63 103 60 814 46 1844 52 44 355 803 298 793 150 643 609 599 150 122 111 83 449 369 339 305 268
is_linear=0
shrinkage=0.00196078


Tree=747
num_leaves=31
num_cat=0
split_feature=3 2 3 2 2 4 4 2 4 4 4 2 3 1 1 1 0 2 2 3 3 4 1 4 2 4 4 4 3 0
split_gain=0.0986905 0.394075 0.300112 0.233332 0.22106 0.160114 0.431084 0.421244 0.369733 0.350567 0.7462 0.673858 0.24394 0.546751 0.610755 0.574827 0.619964 0.535138 0.779251 0.455344 0.424371 0.99345 0.361496 0.832212 0.466078 0.345941 0.496654 0.250723 0.221902 0.209366
threshold=-0.27223499999999995 -0.065399999999999986 -0.49570500000000001 -0.13820499999999999 -0.23361999999999997 49.110028829250005 49.49736495185001 -0.15726999999999999 48.680511450650009 45.90502654165001 47.001379125850008 -0.23378499999999999 -0.098985000000000004 61.998532946250002 62.057679025150001 73.365333921800001 93.867515624600017 -0.033594999999999993 0.68694500000000025 -0.24637000000000001 -0.085699999999999998 38.441102963850007 83.715897724050009 44.710446918150005 0.20981000000000005 40.878805547300004 38.938637541200009 40.532725462000009 0.074640000000000026 85.737618238150006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 -4 -1 8 -7 -8 9 12 -11 -12 13 19 -15 16 25 -17 -19 -2 21 -14 29 24 -24 26 -16 -21 -13 -22
right_child=5 -3 3 -5 -6 6 7 -9 -10 10 11 28 20 14 15 17 -18 18 -20 27 22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.023224604602339861 0.01703718678185347 -0.10147566331759562 -0.1000070682686173 0.0030749422601359256 0.043760028718748178 -0.083245533673750358 0.017083358344829044 -0.067592682740565596 0.033458612312451126 -0.092129466562618542 -0.070007940680522449 0.049409519038447265 0.023300005127049432 0.078473990039226588 -0.010468758891693547 0.060431900307822008 -0.061130524119086843 -0.098394475572183004 0.09575176220140913 -0.028791709267477331 -0.008552571195431664 -0.12126800080959363 -0.097036862832964615 0.088954469087850985 0.036547695062868958 -0.020976310803728686 0.067527597578532536 -0.11480487016820851 -0.0060980086531050824 0.0032534513608992741
leaf_weight=0.68174665352853536 1.0024853062350305 0.39809759745548845 0.39838006964419037 0.3539121256908403 1.0972789677907711 0.69983980028337045 2.1906407641072301 0.65027796942740623 3.0401395582593969 1.0632675294036733 0.9394440648757153 1.2436785597819842 0.84062153859485877 1.428382648504338 1.2900854531035277 2.8982587172540644 1.2814964042045174 0.47822601956431965 0.27961748078814708 0.63679964799666666 14.730796836469379 0.78412448494418641 1.1554358783781697 0.34298719413345669 0.27620589635080239 1.7187527151545507 1.5151426411466671 0.5299579207712668 1.2154017001448663 98.847834787971806
leaf_count=45 23 55 43 8 17 31 72 123 38 56 37 18 25 11 24 80 26 49 4 24 313 36 301 7 29 33 16 49 37 1270
internal_value=0.000750957 -0.0160326 -0.00259505 -0.0515126 0.0180906 0.00109945 -0.0182981 -0.00229874 0.00159882 0.000878677 -0.024584 -0.00345165 0.00175234 0.013728 0.0221648 0.013664 -0.00440675 0.0423583 -0.0267614 -0.028626 0.000415401 -0.0464705 0.00107579 -0.0402985 -0.0712645 0.0116612 0.0316582 -0.0678601 0.0219749 0.00172225
internal_weight=144.009 2.92942 2.53132 0.752292 1.77903 141.08 3.54076 2.84092 137.539 134.499 4.46179 3.39852 130.037 13.0592 10.89 9.46158 5.80548 3.6561 0.757844 2.16924 116.978 1.62475 115.353 1.77463 1.43164 4.52398 2.80523 1.16676 2.45908 113.579
internal_count=2900 168 113 51 62 2732 226 195 2506 2468 148 92 2320 339 243 232 99 133 53 96 1981 61 1920 337 330 73 40 73 55 1583
is_linear=0
shrinkage=0.0923845


Tree=748
num_leaves=31
num_cat=0
split_feature=2 2 1 1 0 2 3 3 2 3 2 1 4 3 4 3 0 1 2 2 3 4 3 0 1 2 2 2 4 1
split_gain=0.093807 0.798593 0.461893 1.19232 0.838381 0.477141 0.223088 0.144461 0.630668 0.553681 0.690323 0.647215 0.816196 0.887634 0.790895 0.686932 0.615459 0.493089 0.303928 0.720227 0.835355 1.12479 0.327504 0.879522 1.18114 0.861168 1.10139 0.938151 0.729127 1.23987
threshold=-0.58350999999999986 -0.5422499999999999 75.645146416450004 78.285212300550015 101.83879398140002 -0.59967499999999996 0.096085000000000018 0.10500500000000003 -0.16187499999999996 0.10661000000000002 0.20327000000000003 62.079186690200011 41.134354310300004 0.11048000000000002 37.797539186950011 0.12191500000000002 86.345209775600011 61.966271448700006 -0.25167499999999993 -0.26138499999999998 0.095845000000000027 39.091773401050006 0.093295000000000031 89.665455566700004 66.499011856650014 -0.071129999999999985 -0.053019999999999991 -0.11600999999999999 41.028010303750008 61.971648364950006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 6 5 -4 -5 -1 -2 18 -9 -10 11 16 13 -13 -15 -14 17 -11 19 20 21 -3 -20 28 -25 27 -27 -26 -24 -30
right_child=1 7 3 4 -6 -7 -8 8 9 10 -12 12 15 14 -16 -17 -18 -19 22 -21 -22 -23 23 24 25 26 -28 -29 29 -31
leaf_value=0.004966153880102798 -0.1040274343621992 -0.077526582585879966 -0.12216608230597213 0.05647336839395381 -0.094178918437460221 0.062857850091849202 -0.026509868726335317 0.057043537535665323 -0.059541988526588374 0.014351284055105856 0.059970440865628659 0.018043955150630744 -0.051600148178238534 -0.027324586927990221 -0.11550493564539105 0.037531807072294796 0.060070951373845209 -0.052416828686403828 0.00022937561139818924 -0.10129296389972274 -0.088773342046424827 0.068872301769775671 0.049997128201567785 -0.093520056434945278 0.020253354761326225 0.087853430550514602 -0.0084127095815281078 -0.070586221048192149 -0.043405926278497438 0.030571675466153029
leaf_weight=3.2146531801809033 0.73308520841510361 0.60830698621748647 0.69464248459553379 1.2338174846954642 0.40168836514749262 1.8343622586689878 0.52101724215390277 1.1801027532783361 1.7574849707789351 2.8737551292870176 1.2037024351702701 1.0684009476826757 1.0889648430966192 1.4917503222967528 1.8935306368657618 2.0346385173033923 1.5486276447772978 1.3260714021162128 89.332096106996687 0.77598512370241124 0.69219948785030272 1.4730622227070851 6.0001988827425548 1.2107845996506492 1.7369674464498528 1.6763404682278631 2.3302761985719371 2.0141282390336532 2.6085836987476778 6.4640105413855053
leaf_count=45 35 35 19 16 76 14 25 20 28 30 25 21 30 41 36 33 16 35 1886 49 14 36 54 13 32 14 70 65 30 57
internal_value=0.0006596 0.000118576 0.0106047 -0.0227516 0.0194724 0.0259988 -0.0718227 0.000789919 -0.00689308 -0.0115257 -0.00571769 -0.0116512 -0.0290371 -0.0539319 -0.0766476 0.00645822 0.0112658 -0.00673037 0.00193768 -0.0241601 -0.00257994 0.0260853 0.00275476 0.0121385 -0.01032 0.00266548 0.0318644 -0.0285224 0.0255016 0.00930138
internal_weight=143.023 135.644 7.37916 2.33015 1.63551 5.04902 1.2541 134.39 17.467 16.2869 14.5294 13.3257 7.57729 4.45368 3.38528 3.1236 5.74845 4.19983 116.923 3.54955 2.77357 2.08137 113.373 24.0413 8.9685 7.75771 4.00662 3.7511 15.0728 9.07259
internal_count=2900 2730 170 111 92 59 60 2670 315 295 267 242 161 98 77 63 81 65 2355 134 85 71 2221 335 194 181 84 97 141 87
is_linear=0
shrinkage=0.0905731


Tree=749
num_leaves=31
num_cat=0
split_feature=0 1 0 3 0 1 1 2 1 3 3 2 1 0 2 2 1 1 1 0 1 2 4 4 1 1 1 0 4 1
split_gain=0.0903183 0.153808 0.182397 0.123787 0.375354 0.239928 0.563154 0.221752 0.41445 0.150929 0.734592 0.60462 0.395515 0.548097 0.405429 0.717173 0.347555 0.338767 0.599008 0.45428 0.507515 0.491372 0.403047 0.589826 0.608865 0.286914 0.295171 0.271331 0.230937 0.161392
threshold=114.06859001680002 89.264875305300009 122.45926784190002 -0.27223499999999995 93.063666643600016 68.214248143850014 61.944763783650011 -0.23361999999999997 56.981870074850008 -0.098985000000000004 -0.087385000000000004 -0.011399999999999999 74.784839814650013 94.776214472700005 -0.033594999999999993 0.68694500000000025 71.343613407700005 61.998532946250002 62.057679025150001 73.913779380400015 55.855406118200008 -0.23280999999999999 38.828362408050005 40.878805547300004 64.84561010645001 75.645146416450004 80.059594666650014 86.135510041400025 39.646013290900008 67.649671936450019
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 5 6 7 8 -1 12 11 -11 13 17 25 -16 -15 19 -19 20 21 -5 -20 -24 -25 -14 -27 28 -21 -26
right_child=1 2 -4 9 -6 -7 -8 -9 -10 10 -12 -13 14 16 15 -17 -18 18 22 27 -22 -23 23 24 29 26 -28 -29 -30 -31
leaf_value=-0.10664161613036373 -0.10130075222842254 0.013023841988870638 -0.095906922832126582 -0.1100176092491668 -0.10257161390306441 0.058048662662674527 -0.103744226425483 0.052167068292494241 0.039934266479330086 -0.1179436187913766 0.00088051339223797179 0.0085471763642147591 0.098034752311186149 -0.0057661694265964706 -0.10001602214404783 0.075785273733810665 -0.11305954315565736 0.076591007352897658 -0.038335631403224678 -0.028368554089464863 0.066531517275063595 0.033628714778926587 0.065713526276348619 -0.071660548077656386 0.049533845723005995 -0.0063425719563875412 0.064951145023293688 -0.0052268893674142988 -0.11159013844416424 -0.0047282998390551752
leaf_weight=0.305052899042494 0.20011818894999922 0.6649113181656503 0.17175179808998564 0.39559876947896577 0.40679711068514723 0.44173047656659026 0.50827464915346343 0.65152484366990338 0.39066521436325274 0.84529343016038183 120.7316006516121 0.55644675900111795 0.87362085224594999 0.50554989825468399 0.46246630794485 0.37163608893752098 0.57074977579759434 1.3473463884438386 1.3463776260759912 0.54148746049031637 0.96898906255955808 0.45427800970719368 1.6253244481049476 0.85990234918426756 1.0153323312406426 0.91691638171323608 1.1783869232749564 0.89366651512682427 0.65333517524413764 0.93490500468760718
leaf_count=24 33 120 129 22 37 11 20 44 20 53 2014 12 9 17 42 5 23 11 28 21 11 34 18 15 21 25 24 9 20 28
internal_value=0.000622607 -0.0270883 -0.00933767 0.000826724 -0.0191405 -0.00436651 -0.0192253 0.0126612 -0.0243352 0.00121783 9.3053e-05 -0.0677308 0.00984904 0.00152551 0.0363599 -0.0216874 -0.0626627 0.00778524 0.0200076 -0.0145151 0.0199148 -0.0332355 0.00682193 0.0205294 -0.00560409 0.052668 0.0337526 -0.0445001 -0.0738745 0.0235217
internal_weight=141.79 1.03678 0.836663 140.753 2.70405 2.29725 1.85552 1.34724 0.695718 138.049 122.133 1.40174 15.9159 12.1128 3.80303 0.834102 1.0763 11.0365 7.12919 3.90735 1.81887 0.849877 5.78184 4.43546 2.81014 2.96892 2.0953 2.08849 1.19482 1.95024
internal_count=2900 282 249 2618 156 119 108 88 44 2462 2079 65 383 278 105 47 40 238 121 117 67 56 110 82 64 58 49 50 41 49
is_linear=0
shrinkage=0.0942322


Tree=750
num_leaves=31
num_cat=0
split_feature=1 3 3 0 0 4 3 0 1 0 1 1 4 3 4 3 4 0 3 3 0 0 3 3 1 2 2 3 3 3
split_gain=0.360893 0.935374 0.720661 0.595852 0.933475 0.59459 0.829442 0.563613 1.43831 0.900329 1.13075 0.913508 0.79309 0.625357 0.612548 1.00799 0.577595 0.55263 1.55734 2.47919 0.693801 0.706813 0.646956 1.31282 0.551875 0.526436 1.0471 0.607448 1.43508 0.658098
threshold=69.873026810350026 0.25847000000000003 0.21240500000000004 87.181320254150009 86.866770652900016 44.157169339850007 0.080515000000000017 93.262612545250008 66.697957758300021 90.337570099350003 65.630639880500027 66.318885161900013 40.712530798250008 0.087605000000000016 41.468518788800004 0.089850000000000027 38.938637541200009 95.429509798400019 0.090390000000000012 -0.089509999999999992 93.867515624600017 94.157869102700019 0.092095000000000024 0.10332500000000001 69.563854125350005 -0.50001499999999999 -0.26138499999999998 0.12064000000000002 0.25847000000000003 0.093295000000000031
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 17 4 25 7 -7 8 9 10 14 -11 13 -10 15 16 -5 18 19 -2 -20 -22 -23 -24 -9 -1 -27 29 -29 -28
right_child=1 -3 -4 5 -6 6 -8 24 12 11 -12 -13 -14 -15 -16 -17 -18 -19 20 -21 21 22 23 -25 -26 26 27 28 -30 -31
leaf_value=-0.00082978460901826743 0.00032026062812022386 -0.0021716747329719897 0.0016439711673825927 -0.00057719614167663395 -0.0010126852163044654 -0.002162635729375563 0.00013031447023704147 0.00037954396491082136 0.00052279054022422123 0.00034802751955693691 -0.00083120732490981589 0.0018243510873472021 -0.0014814199716620723 -0.0007758841809431099 0.00014335917702038719 0.0014420888104034668 0.0008084561976034767 8.0110368724295146e-05 -0.00077634263421337774 -0.0020380471985821597 0.0013669077252076039 0.00099312212015001617 -0.0021881564696120143 0.0010139886115024042 0.0015940222206467713 0.001653664568761988 -1.3618972907705573e-05 -0.0022299024945174311 0.00036991466896622117 0.0004184401100810252
leaf_weight=2.2866899431683114 2.9998543716501445 0.77036448804892543 1.0113024056299753 2.1177587434649556 3.0561854401603332 0.83874674094840829 2.1908117299899459 2.9853407233022144 3.1433413373306385 2.9669200703501692 2.8583773002028456 3.5270805396139622 2.0703444392420352 2.6086251987144351 9.8143584355711919 5.0762332938611507 2.5482695177197456 46.670106889971976 1.9333415403962133 3.9977802321518521 2.5094650541432202 1.4510461557656529 1.0806177607737479 0.90407887857872982 2.7763844951987267 1.6835572461131949 40.221458412546781 1.4111591347027563 1.9364890214055774 20.442719397135079
leaf_count=42 58 38 15 19 24 38 29 27 25 25 21 28 30 24 59 31 23 1233 31 151 14 11 33 15 15 19 603 33 18 168
internal_value=9.48942e-05 -2.42562e-05 2.18814e-06 0.000159629 4.74039e-05 0.000334757 -0.000504499 0.000394592 0.000305155 0.000506986 0.000320734 0.00114986 -0.000440756 -6.61829e-05 0.000489101 0.000837401 0.000179554 -2.47889e-05 -0.000353883 -0.00102705 0.000244017 0.000575832 -1.97018e-06 -0.000729499 0.000964761 9.5061e-05 0.000127253 8.71068e-05 -0.000726006 0.000131977
internal_weight=179.889 63.328 62.5576 116.561 71.0383 45.5226 3.02956 42.493 36.7313 28.909 22.415 6.494 7.82231 5.75197 19.5566 9.74226 4.66603 61.5463 14.8762 6.99763 7.87855 5.94521 3.43574 1.9847 5.76173 67.9821 65.6954 64.0118 3.34765 60.6642
internal_count=2900 1599 1561 1301 907 394 67 327 285 206 153 53 79 49 132 73 42 1546 313 209 104 73 59 48 42 883 841 822 51 771
is_linear=0
shrinkage=0.00196078


Tree=751
num_leaves=31
num_cat=0
split_feature=1 1 1 1 3 0 3 3 1 0 0 1 3 3 0 3 1 1 2 1 1 1 1 0 0 0 4 2 4 3
split_gain=0.084619 0.418776 0.398212 0.431105 0.341368 0.866768 1.6511 0.647652 0.827084 1.44322 0.835677 0.75856 1.16341 0.627213 0.759753 0.592442 0.494687 0.995449 0.47116 0.463009 0.39933 0.77066 0.567867 1.32172 0.866541 0.62114 0.510269 0.487468 0.391974 0.389975
threshold=69.873026810350026 70.085415002650009 69.563854125350005 68.961639504150014 0.087265000000000023 95.429509798400019 -0.089509999999999992 0.088165000000000021 71.225321249950014 96.249489528150022 97.152811460000024 77.52437864960001 0.10818500000000002 0.09117500000000002 102.84427732220001 0.086355000000000029 70.865067860500019 70.284360904350009 -0.090694999999999998 75.465019721650009 72.496961945650014 74.784839814650013 75.085947125300024 97.483491810050012 98.327667663000014 99.378854792050006 42.467547400400008 -0.24103499999999997 41.093509583400007 0.085715000000000027
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 -1 5 6 -3 19 16 -10 -11 12 18 28 -15 20 17 -9 -12 -6 26 -22 -23 -24 -25 -26 -7 -27 -13 -29
right_child=1 4 -4 -5 7 15 -8 8 9 10 11 13 -14 14 -16 -17 -18 -19 -20 -21 21 22 23 24 25 27 -28 29 -30 -31
leaf_value=0.0021407039635260102 -0.044995197091218901 0.013698239833059265 0.03643629886659179 -0.043046810479063752 0.00049523498107492594 0.072564916800852239 -0.10591076156802388 0.042486703921568648 -0.099209568092233122 0.060412540296271265 -0.038336555494805219 0.082801867406655197 0.024761863540161182 0.0082342428220636508 -0.078221829332524681 -0.08822523545792843 0.071316827233890101 -0.063742754318103459 -0.1056020136701223 0.072529331317683035 -0.10669632088015188 0.059564164344049417 -0.081774668304800235 0.064127156433671881 -0.11289120332511438 -0.095875316717314418 -0.0024525920034773811 -0.00024538207933494469 0.0039204855555260015 0.081900183579760977
leaf_weight=86.918059129184257 1.8982360409572709 1.8962689076142853 2.8251128666452123 1.8401073128916312 1.2290050499723322 1.4501915550790792 2.0497653831407687 2.6781812217086585 1.3934407734195726 1.6825582804158319 2.2703244738513604 1.3311638930572356 1.8607549880107397 5.2495398710598238 1.0392673053119095 0.63660214926494418 1.8265077853575347 1.0472966189699944 1.4604879262042225 2.0023878803476691 0.59743095777230237 1.2615149936464138 1.6785050317412231 1.8381603732705105 0.43693987018195812 0.4300862069503627 1.6593977924785575 7.6983513440716234 0.90196130142430764 0.52701680072368606
leaf_count=1254 24 54 24 23 20 16 111 22 72 16 47 39 44 95 158 32 14 45 31 29 27 12 31 16 12 94 43 450 29 16
internal_value=0.000621583 -0.00243381 0.00229072 0.00120389 -0.000755302 -0.00917821 -0.0484326 0.00643118 0.000932027 -0.00908081 -0.00113015 -0.00846704 -0.0349081 0.00888197 -0.0060532 -0.0006739 0.0319328 0.0126238 -0.0646687 0.0451324 0.00249692 -0.00395862 0.000466477 -0.00544615 0.00627493 -0.00542075 0.0325327 4.51553e-06 0.0509416 0.00501786
internal_weight=141.615 50.0313 91.5833 88.7582 48.1331 22.1602 3.94603 25.9729 22.7415 17.1895 15.7961 14.1135 5.59157 8.52193 6.28881 18.2142 5.55199 3.72548 3.73081 3.23139 17.5776 14.468 13.8706 12.6091 10.9306 9.09239 3.10959 8.65545 2.23313 8.22537
internal_count=2900 1599 1301 1277 1575 914 165 661 612 531 459 443 122 321 253 749 81 67 78 49 717 658 631 619 588 572 59 560 68 466
is_linear=0
shrinkage=0.0923845


Tree=752
num_leaves=31
num_cat=0
split_feature=1 2 2 0 0 2 0 2 2 2 2 0 3 1 4 0 3 1 3 3 4 4 4 3 4 0 2 3 3 1
split_gain=0.366308 0.309094 0.307407 0.228819 1.07107 1.38198 0.65231 0.475309 0.553488 0.630837 1.26281 1.04791 1.26817 1.76548 1.8691 1.16852 0.970018 0.934695 0.806742 1.12578 1.04439 0.699761 0.611287 0.60173 1.08779 0.577461 0.571939 0.548505 1.48968 1.06013
threshold=89.912793714750009 -0.088944999999999996 -0.022239999999999999 93.972365491700018 94.550383989750017 -0.14739999999999998 93.867515624600017 0.68694500000000025 0.22542000000000004 -0.053019999999999991 -0.069554999999999992 97.32487278035002 0.090390000000000012 71.52105164435001 42.34047585750001 97.671683879200017 0.09495000000000002 75.28220456885002 0.090865000000000015 0.076080000000000023 38.592454371550012 41.348489042950007 50.065525775750011 0.10236000000000002 45.027406014450008 97.738895332450014 0.06041500000000001 0.089850000000000027 0.087405000000000024 80.288113607700012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 6 5 -5 -1 8 9 10 11 12 13 -6 -15 -13 -14 22 19 20 -11 26 -17 24 -10 -12 -20 28 -19 -29
right_child=1 2 -4 4 7 -7 -8 -9 23 18 25 15 16 14 -16 17 -18 27 21 -21 -22 -23 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=0.00013784465346467474 -0.0020310648317217331 0.00033510322251707004 -0.0019999826021496942 0.00050651411874028964 -0.0023912467437474734 -0.0018719962744163771 0.0011141396972239902 0.0011312744561137724 -0.0023000300149914154 0.0012573121515591422 -0.00050877176539307562 0.0012505906855354648 0.0011294315661567634 -0.0025010579092068224 0.00053474472404584159 -0.0022909265896369326 -0.0007956055117310485 6.0508178087807363e-05 -0.0004384016036203708 0.0013432170024431393 -0.0012199500516950177 -0.0014963011682880996 0.00041240719133291468 0.00072295140094064646 0.001069078007280019 -0.0027427768175531161 0.00116102954867065 -0.0010137082023987996 0.0016993151521188501 0.00066070901939255852
leaf_weight=114.56084476382239 0.53822036925203054 0.88581061556942586 0.28697599872793833 1.5120613665785643 2.2943248164374292 2.4789282782003275 2.6930391998030236 1.6112819895643031 1.3907822048131486 1.1117575639800619 0.87258170032874349 3.9603169010952142 2.5552372122183442 1.0481064084451643 3.0451747259357944 0.9984626045043139 1.6602759440429506 8.9618443678700732 1.9807959177924197 5.5383638332568808 1.5901378470007328 1.1694244872778652 0.47438566200435162 0.69766104267910112 0.50123236142098893 0.90750379447126761 1.5185260089929213 3.3258252345840438 2.7984645549513507 2.5826686118525686
leaf_count=1355 184 66 110 37 57 63 24 27 78 16 12 28 21 20 49 49 38 233 35 77 35 33 15 8 7 29 19 74 31 70
internal_value=0.000101963 -0.000800856 -0.000236283 0.000110849 8.44676e-06 -0.000970853 0.000160268 8.27573e-05 4.96202e-05 9.68803e-05 -3.81449e-05 4.68607e-05 -0.000463471 -0.00101435 -0.000242589 0.000281088 0.000371257 8.05024e-05 0.000468047 0.000837008 -0.000200623 -0.000183163 -0.00142022 -0.000833544 -0.00140749 -0.00164769 0.000255669 0.0002056 0.000450476 -0.000281802
internal_weight=175.551 1.71101 1.17279 173.84 56.5861 3.99099 117.254 52.5951 50.9839 48.3942 35.4852 33.7051 10.6031 6.38761 4.09328 23.102 4.21551 19.1417 12.909 8.24026 2.7019 4.66875 1.47285 2.58968 1.89201 1.78009 3.49932 17.6688 11.7603 5.90849
internal_count=2900 360 176 2540 1161 100 1379 1061 1034 941 726 685 185 126 69 500 59 472 215 128 51 87 64 93 85 41 54 408 264 144
is_linear=0
shrinkage=0.00196078


Tree=753
num_leaves=31
num_cat=0
split_feature=0 0 2 0 0 2 2 2 4 0 0 1 3 3 4 1 2 1 4 4 4 2 2 2 0 3 1 4 0 3
split_gain=0.2818 1.14236 1.29351 0.671938 0.899158 0.573044 0.909697 1.03642 1.03718 1.05621 0.986767 0.953023 0.903651 1.80978 0.862887 0.980918 0.829935 0.652515 0.998189 0.611497 0.586311 0.466964 0.442502 1.401 0.901469 1.64071 1.5479 2.0473 1.47313 1.79486
threshold=93.972365491700018 94.550383989750017 -0.14739999999999998 87.181320254150009 86.866770652900016 -0.022239999999999999 -0.068524999999999989 -0.08459499999999999 39.468990633150007 90.259604813550013 90.337570099350003 63.431481129800005 0.084365000000000009 0.099425000000000027 40.982542372850013 66.697957758300021 -0.14380499999999999 65.727424373200009 36.735256530150004 42.929886289700008 40.21994457600001 0.26462000000000008 -0.053019999999999991 -0.069554999999999992 97.32487278035002 0.090390000000000012 71.52105164435001 42.34047585750001 98.201310130900012 0.091250000000000012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 -1 6 7 8 9 -5 16 -8 17 20 -12 -16 -10 -7 -19 -17 -14 -20 23 24 25 26 -3 -28 29 -26
right_child=1 22 -4 5 -6 12 11 -9 10 -11 14 -13 13 -15 15 19 -18 18 21 -21 -22 -23 -24 -25 28 -27 27 -29 -30 -31
leaf_value=7.3658890690314017e-05 0.00037879839030055632 -0.0023677787683914265 -0.0019018463657688154 0.00042970962208667304 -0.0010392080703636507 0.0018104127497288634 0.00199879870174509 -0.00047988335854776853 0.0010322102665597487 -0.0010563385832874478 0.0019859007423194738 0.00050447650802845493 -0.0009747861760135599 0.00042936565466501124 0.0015916417470837694 -0.0011670543271142264 -0.00040871820783398551 0.0016540692139364493 -0.0015686556864347924 0.0006938407713075064 -0.0027630778404512985 0.00040289857935363105 0.00030621046009925005 -0.0016895475810359169 0.0017456270593112046 0.00048556739158329412 -0.0026155402518883977 0.0004619197534876613 -5.8850501399269774e-05 -0.00026384013158983614
leaf_weight=63.786391761372215 1.5565787339583037 2.3069283799268288 2.4785738445934831 5.2894750339910406 2.91905748611316 1.2890699077397565 2.7102368287742165 5.3362700566649428 2.6370258176175412 2.8187693848740309 3.3771063275635225 4.1586801235098392 1.9438463319092991 3.6019873488694429 2.5834160391241312 1.1677814573049548 3.6834417022764674 1.0663902200758459 1.0729211710277011 1.6217138947686178 1.1058878437179371 0.81100013852119435 18.633353044522664 1.929386513060307 4.4387652683071819 4.282098739175126 1.1389114814810453 3.0751742121065035 20.381825153805949 2.7788053581025451
leaf_count=891 37 57 63 36 24 19 20 35 31 35 17 34 27 31 22 10 23 9 35 38 33 9 457 47 25 59 20 49 671 36
internal_value=9.23137e-05 -1.2761e-05 -0.00102208 0.000150906 2.49594e-05 0.000332457 0.000453512 0.000299206 0.000478571 -8.69037e-05 0.000782808 0.00109408 -6.08368e-05 -0.000511735 0.00120923 0.000721065 0.000192466 0.000646636 0.000138152 -8.51958e-05 -0.00162325 -0.000719931 5.63093e-05 -5.91452e-05 2.27682e-05 -0.000457408 -0.00107662 -0.000369804 0.000210722 0.000971971
internal_weight=175.981 63.0004 4.03515 112.98 66.7054 46.275 35.3839 28.515 23.1787 8.10824 15.0705 6.86892 10.8911 6.65172 8.75002 5.37291 6.32047 4.23938 2.95031 2.7895 3.04973 1.88392 58.9652 40.3319 38.4025 10.8031 6.52101 4.21409 27.5994 7.21757
internal_count=2900 1521 100 1379 915 464 301 247 212 71 141 54 163 91 87 70 54 72 53 48 60 44 1421 964 917 185 126 69 732 61
is_linear=0
shrinkage=0.00196078


Tree=754
num_leaves=31
num_cat=0
split_feature=2 0 2 0 4 4 0 3 2 4 0 0 0 1 1 4 2 3 0 4 1 0 3 3 2 2 3 2 0 0
split_gain=0.0877628 0.763242 1.15449 0.978974 1.06648 0.96686 1.40489 1.05148 0.945645 0.595505 0.514595 0.446993 0.952493 0.671389 1.25658 0.799367 0.442704 0.414385 0.349951 0.732225 0.617401 0.464071 0.582804 0.434601 0.597862 0.527747 0.461798 0.81048 0.676938 0.543205
threshold=-0.065399999999999986 85.968825637350008 -0.054494999999999995 86.780739992750014 39.852039223600009 39.468990633150007 85.807518149550006 0.10500500000000003 -0.011399999999999999 43.812290675100009 85.678472159250006 86.036037090600004 86.20003303655001 63.910026677050006 66.318885161900013 41.495754733000005 0.18145000000000003 0.089850000000000027 94.776214472700005 38.175120519550006 68.321786469100019 95.071944867050021 -0.24637000000000001 0.093480000000000021 -0.042409999999999996 -0.030985000000000002 0.076080000000000023 0.68694500000000025 97.738895332450014 96.943111725850017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 5 3 -3 -5 -2 7 8 10 16 -7 -4 -13 15 -15 17 -10 -14 19 -16 -21 -20 -23 24 -24 -25 27 29 -28 -26
right_child=1 2 11 4 -6 6 -8 -9 9 -11 -12 12 13 14 18 -17 -18 -19 21 20 -22 22 23 25 26 -27 28 -29 -30 -31
leaf_value=-0.00092524579614691998 0.028801456810539895 0.091782806012560864 0.071394462322665289 0.067103361492705571 -0.047476757053498166 -0.00041975977194969982 -0.13315601316925282 -0.1233337519696063 -0.12612985771438909 0.04871699676549452 0.099884889309185571 -0.072806556823790877 0.023529232669335699 -0.071778939705347516 0.018487181294467359 -0.0071514156197409109 0.024531229911317631 0.082607135563379633 0.088764440354101734 -0.0063661501415431584 -0.088667160762029296 -0.11052987001006356 0.077427605236649599 -0.082743064239158212 -0.12070244176252401 0.0034838602755475605 0.074347459169883875 0.071541596928658427 0.00070437697200236818 -0.014147470947544896
leaf_weight=95.287414833219941 2.2725102347321799 2.6872522532939902 0.85340749472379585 1.558904948178679 1.4471229678019879 0.952581957564689 1.2953929096693171 0.71974547405261535 0.8026835150740228 0.37750887345464423 0.93762714043259621 1.5412504195701355 2.0079196020960834 2.2522006504004848 3.2034422103315618 3.2187871248461306 0.23233500419883057 2.4174357820302248 0.6994764773407941 1.763379931508098 1.6117726656157172 0.36982013168017758 1.5671782120189188 0.83359037688933346 0.68704086076467108 3.0737383222667622 1.8984286594204602 0.6560504748194943 2.9373585744388038 1.2392190290156575
leaf_count=1848 38 16 5 23 20 40 27 18 84 16 6 26 26 42 38 36 7 23 8 36 68 37 16 15 11 107 26 17 148 72
internal_value=0.000740583 0.00418267 0.00967139 0.0496281 0.0119437 -0.0236752 -0.0461002 -0.0180649 0.00487569 -0.0546197 0.0493358 0.00274253 0.000910402 0.00464326 -0.00362385 0.0292935 -0.0923103 0.0558017 0.00384914 -0.0144278 -0.0456682 0.0124609 0.00843656 0.0118491 0.0234863 -0.0149118 0.0120904 -0.0207273 0.0296151 -0.0521525
internal_weight=141.403 46.1152 38.5248 5.69328 3.00603 7.59039 5.31787 4.02248 3.30274 1.41253 1.89021 32.8315 31.9781 30.4368 22.7927 7.64414 1.03502 4.42536 20.5405 6.57859 3.37515 13.9619 13.2624 12.8926 8.98528 3.90733 7.4181 2.58231 4.83579 1.92626
internal_count=2900 1052 816 59 43 236 198 171 153 107 46 757 752 726 641 85 91 49 599 142 104 457 449 412 290 122 274 100 174 83
is_linear=0
shrinkage=0.0961169


Tree=755
num_leaves=31
num_cat=0
split_feature=0 0 2 0 1 0 1 3 2 2 0 2 4 4 0 1 0 1 2 3 3 3 2 0 2 3 3 2 4 3
split_gain=0.0899127 0.592862 1.01239 0.509866 0.347588 0.551168 1.26174 0.550875 0.617104 1.19169 0.373132 0.631838 0.543363 0.772843 1.06911 1.22795 0.484445 0.852377 0.5387 0.330533 0.570566 0.438738 0.363335 0.549737 0.676587 0.422099 0.625335 1.20073 0.865296 1.37764
threshold=93.972365491700018 94.550383989750017 -0.14739999999999998 93.867515624600017 69.873026810350026 93.262612545250008 68.961639504150014 -0.10585499999999999 -0.060760000000000002 -0.037524999999999996 87.568458224950021 -0.22573999999999997 43.124157941850008 42.541806567400009 90.837623311600012 67.980352286500008 90.337570099350003 64.654729579150015 -0.068524999999999989 0.12064000000000002 0.25847000000000003 0.11112000000000002 -0.26138499999999998 86.866770652900016 -0.078219999999999998 0.10500500000000003 0.093295000000000031 -0.23771499999999998 41.468518788800004 0.08784500000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 5 6 10 -6 -9 -10 19 -12 13 14 16 -16 17 18 -13 21 -21 22 -1 25 -25 26 27 -24 29 -29
right_child=1 -3 -4 -5 7 -7 -8 8 9 -11 11 12 -14 -15 15 -17 -18 -19 -20 20 -22 -23 23 24 -26 -27 -28 28 -30 -31
leaf_value=0.032764498985137856 0.023223187149628358 9.4162409470977413e-05 -0.083567068513223153 0.045128681537944394 0.026817969664874857 0.043909570064353483 -0.085780693566961219 -0.11288890443511175 0.088223062582385159 -0.10176550879088327 -0.025416404544306433 0.021343091997085499 0.049914510601493857 -0.035515084364653081 -0.075713490157820418 0.031814114864710044 0.068756452343149671 -0.0032686149767564734 0.07952163866457472 -0.080860814252135774 -0.0032769952930699502 0.040343864432653941 -0.10678138767668494 -0.062490587423414908 0.0014947406610311042 -0.03347925423498288 0.021095995159846535 -0.0077726425960465166 0.0096002897053126725 -0.097309853296099619
leaf_weight=2.428634122654322 1.2060496059712025 43.174582276655315 1.8382740724264284 2.2211524829035616 0.95956638798816163 2.5280258962884536 1.3527761325240124 0.88711242419958591 0.51829623989760876 0.56725402715164686 3.3101798336720121 2.8370423689484676 3.4718532152473918 2.5433551128953686 1.8902778023038984 1.6161325611174104 2.2203256804496041 5.337416734546423 2.4187558013945827 1.1486400605062947 2.4073425747919828 2.1415292727760962 0.90609381489047436 2.6993710538372397 2.7235066704452029 2.870058396132662 10.929701112327164 8.5007074074819879 20.777334348073055 1.689955425041261
leaf_count=50 37 1421 63 24 23 27 14 35 4 39 49 18 37 26 37 11 26 44 27 35 30 27 72 26 22 35 111 158 336 36
internal_value=0.000640511 -0.00262978 -0.0412607 0.00225015 0.00121134 0.00222504 0.00100283 -0.02947 -0.0568502 -0.0110554 0.00238614 0.0115125 0.0169856 0.0109249 0.0181622 -0.0261532 0.0302891 0.0222264 0.0481173 -0.00156586 -0.0283378 0.000144321 -0.00146405 -0.00309093 -0.0303555 0.000146204 0.00240084 -0.00400977 -0.00100277 -0.0226209
internal_weight=140.121 46.2189 3.04432 93.9024 91.6812 88.749 86.221 2.93223 1.97266 1.08555 84.8682 25.6453 22.3352 18.8633 16.32 3.50641 12.8135 10.5932 5.2558 59.2229 3.55598 55.6669 53.5254 51.0967 5.42288 45.6739 42.8038 31.8741 30.968 10.1907
internal_count=2900 1521 100 1379 1355 1254 1227 101 78 43 1213 275 226 189 163 48 115 89 45 938 65 873 846 796 48 748 713 602 530 194
is_linear=0
shrinkage=0.0905731


Tree=756
num_leaves=31
num_cat=0
split_feature=4 4 1 2 1 2 0 4 2 0 3 1 0 1 2 0 3 3 3 3 1 0 4 2 4 4 3 3 0 0
split_gain=0.0964457 0.259915 0.517893 0.515873 0.315834 0.248534 0.33657 0.229343 0.639966 0.502617 0.268862 0.217616 1.15682 0.429279 0.541074 0.760903 0.432825 0.680458 0.42163 0.617703 0.330609 0.146323 0.143938 0.500467 0.17561 0.538736 1.23284 0.375669 0.221251 1.62316
threshold=35.461062230100005 37.020641110850008 69.64719632740001 -0.081169999999999992 71.381251821550009 -0.59511499999999995 95.141844778450022 37.737818700150008 0.18145000000000003 90.837623311600012 -0.087385000000000004 61.767325547050007 89.219171517050015 65.630639880500027 -0.093604999999999994 92.313586825200005 0.08494500000000002 0.11467000000000002 0.087405000000000024 -0.25215499999999996 70.026268923800004 93.442739239950015 38.052786106700005 -0.033594999999999993 38.386256906100009 38.703421923500009 0.089335000000000012 0.091885000000000022 90.337570099350003 90.662873533100012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=11 2 3 -2 -4 -6 -7 8 9 -3 -11 -1 -13 -14 18 -16 20 -18 19 -15 -17 -20 23 -9 27 26 -26 -24 -27 -30
right_child=1 7 4 -5 5 6 -8 22 -10 10 -12 12 13 14 15 16 17 -19 21 -21 -22 -23 24 -25 25 28 -28 -29 29 -31
leaf_value=0.051907662485841242 -0.032926858914185911 0.042364419146413118 -0.10202627140347181 0.025771700895508145 0.061595177210398221 0.055499184195441496 -0.09623085966294509 -0.067368798772216396 0.08834087381132448 0.012500676170455865 -0.072994246533312726 -0.10222188527108816 0.08417753171640624 0.058819597592909084 -0.11888417738124789 0.096234331803355361 -0.10716817117472155 0.040779397233314363 0.097377559475711015 -0.10787889208532656 -0.0091330741990829079 0.041228883771272644 -0.013561965367106773 0.02031863455440824 -0.12133133714830814 -0.0026042159173798405 0.0181504803069279 0.046819999257568766 0.079244748755323557 0.0018526063335821774
leaf_weight=0.92133928116527286 2.409217196283862 1.1868314284365622 0.81065325130475663 2.5056683720322317 0.21454358273695084 0.16864568716846429 0.41518474038275599 1.0554870261985345 0.92663527652621258 0.49475110436469583 0.77352042490110706 0.73193319061101636 0.72012801468372334 0.41267393756425019 0.50716307014226991 0.53521279990673098 0.53024666555393174 0.49133803646509477 0.74050758779048897 0.32673049376717223 0.44941292215844442 0.78368677860021307 1.4830312156409484 1.0806025399870112 0.95480250740001738 63.600196746552683 1.1411209818616042 1.9654943040950454 2.3308052358697742 48.128605021469411
leaf_count=51 32 21 27 23 7 6 61 33 9 17 49 38 8 13 6 4 50 12 4 38 49 39 31 15 25 915 23 29 29 1236
internal_value=0.000578356 2.19233e-05 -0.0176029 -0.00300162 -0.0622034 -0.021768 -0.052402 0.000940888 0.0242069 6.54489e-07 -0.0396428 0.0108229 0.00474599 0.0189886 0.00916143 -0.0197668 0.00528969 -0.0360118 0.0412818 -0.0148417 0.0481415 0.0685079 0.000294597 -0.0230096 0.000710802 0.000112808 -0.0453908 0.0208529 0.000948967 0.00542748
internal_weight=138.796 131.646 6.52391 4.91489 1.60903 0.798374 0.58383 125.122 3.38174 2.4551 1.26827 7.15037 6.22903 5.4971 4.77697 2.51337 2.00621 1.02158 2.2636 0.739404 0.984626 1.52419 121.74 2.13609 119.604 116.156 2.09592 3.44853 114.06 50.4594
internal_count=2900 2588 156 55 101 74 67 2432 96 87 66 312 261 223 215 121 115 62 94 51 53 43 2336 48 2288 2228 48 60 2180 1265
is_linear=0
shrinkage=0.0905731


Tree=757
num_leaves=31
num_cat=0
split_feature=3 3 3 0 0 4 0 0 2 0 2 3 2 2 3 1 2 3 3 3 1 3 3 3 3 3 3 0 1 1
split_gain=0.0922004 0.603851 0.473588 0.367672 0.723344 0.362691 0.424038 0.553342 0.601541 0.467643 0.487034 0.440033 0.599456 0.50188 0.420178 0.306345 0.19738 0.164063 0.234852 1.07764 0.659788 0.526698 0.72567 0.47141 0.441677 0.445273 0.373456 0.518384 0.572474 1.17491
threshold=0.10236000000000002 0.10176000000000003 0.10332500000000001 83.011521693850014 85.678472159250006 35.131296350900008 86.530713386650021 100.53758024625002 -0.078219999999999998 85.775256651950016 -0.063985 0.10611500000000003 -0.16717499999999999 -0.088329999999999992 0.11308000000000003 69.873026810350026 -0.044409999999999998 0.10098000000000003 0.099010000000000029 0.098200000000000023 62.175971182900007 0.097615000000000021 0.096995000000000012 0.09660500000000001 0.095845000000000027 0.093295000000000031 0.093480000000000021 86.950112854950021 72.026481772850005 82.987325570650015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 17 -2 -4 -5 -6 9 11 -9 -7 -11 -8 -13 -14 -15 -16 -12 18 19 21 -20 22 23 24 25 -1 -27 -28 -29 -30
right_child=2 -3 3 4 5 6 7 8 -10 10 16 12 13 14 15 -17 -18 -19 20 -21 -22 -23 -24 -25 -26 26 27 28 29 -31
leaf_value=-0.00049475975625203126 -0.052968378900053195 0.062756361462191004 0.059418673219836751 -0.082379577432953724 -0.054963596434428441 0.028053176922775605 0.067316971130736716 0.015408243337170084 -0.12644651650169406 -0.071068854908290791 0.019376526323228921 0.070847104484684273 -0.048229871563066899 -0.015211449696499402 0.070339019015915841 0.0074942020841221027 -0.02875002412696652 -0.036664557364287025 0.069585487049605349 -0.087314448450820939 -0.011296265581257191 0.053234821355485767 -0.089112140014707797 0.060887325650459428 -0.050414821557749817 0.074130656348413121 -0.034980621752127988 0.061133946719973575 -0.071526814326638002 0.078965541398722361
leaf_weight=92.151690347401654 1.8993428837275157 1.6006623800203659 0.9653473489452179 1.1070044802036161 1.1075829198049429 1.8591748252511049 1.848057567840441 0.66401870278241404 0.54370793831367226 1.8855328755453222 1.5015971260145304 1.5089423158206123 1.5815096137812448 2.4674031298490986 1.6101107541471722 1.496671978064114 1.970464262354654 1.1507820676088147 1.8228340251371253 1.3828560888523487 2.2577835910014983 1.9347232664003957 0.89438263104966509 1.3131196463255026 1.6702167928197003 1.2677052404033009 1.5814716635359216 2.740322777593974 1.2291346339188751 0.89762502490066243
leaf_count=2120 23 22 16 33 35 14 19 34 27 30 14 24 24 38 22 39 29 22 14 22 42 23 22 22 34 11 27 30 40 28
internal_value=0.000581418 0.00176874 -0.0050493 -0.000934176 -0.00368862 0.000657209 0.00391031 0.0156524 -0.0484535 -0.0151594 -0.0301549 0.023017 0.0135684 0.00148989 0.0155964 0.0400639 -0.00793625 0.000899412 0.00128835 0.000390926 0.0248341 0.00153857 0.000574505 0.00135441 0.000584514 0.00143744 0.0245128 0.0147585 0.0309204 -0.00800967
internal_weight=137.912 113.895 24.0165 22.1171 21.1518 20.0448 18.9372 11.7204 1.20773 7.21677 5.35759 10.5127 8.66464 7.1557 5.57419 3.10678 3.47206 112.295 111.144 107.063 4.08062 105.68 103.746 102.851 101.538 99.8679 7.71626 6.44855 4.86708 2.12676
internal_count=2900 2479 421 398 382 349 314 227 61 87 73 166 147 123 99 61 43 2457 2435 2379 56 2357 2334 2312 2290 2256 136 125 98 68
is_linear=0
shrinkage=0.1


Tree=758
num_leaves=31
num_cat=0
split_feature=4 2 3 4 3 2 2 4 3 3 4 0 4 4 4 4 0 0 2 0 3 1 1 4 1 4 3 2 4 2
split_gain=0.320999 0.483956 0.497447 0.344257 0.383446 0.476766 0.404984 0.299638 0.29888 0.781841 0.424933 0.381446 0.366741 0.6385 0.646602 1.032 0.645992 0.542059 0.616708 0.584067 0.465497 0.418481 1.10999 0.691128 0.419154 1.19491 0.67652 0.530717 0.375163 0.372814
threshold=32.785955158400007 -0.10710499999999999 0.088500000000000023 35.461062230100005 0.094415000000000013 -0.081844999999999987 -0.22089 34.394321486900004 -0.27223499999999995 -0.54481999999999997 48.919835655300012 87.29692395375001 49.110028829250005 48.680511450650009 45.90502654165001 47.673928029900004 97.32487278035002 71.249517373150013 -0.15818499999999999 110.50907145210002 0.074640000000000026 61.409760615700009 57.960468834350003 41.919251152600005 83.715897724050009 44.710446918150005 -0.22253999999999999 0.20981000000000005 44.921040431000009 0.28022500000000006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 4 6 -6 -2 -8 9 10 11 -5 13 14 21 20 -17 -14 -19 -20 -16 22 23 -10 29 26 -26 -28 -25 -23
right_child=3 2 -4 8 5 -7 7 -9 12 -11 -12 -13 17 -15 15 16 -18 18 19 -21 -22 24 -24 28 25 -27 27 -29 -30 -31
leaf_value=-0.0021413637914266641 -0.0011314603428802664 0.001066226418046251 -0.0013422704558810142 -0.0022262870134971782 0.0015068679956469872 0.00010660829584218297 0.0011712164687421184 -0.00034352154410470341 0.0008467239206137768 -0.0015416261261480132 0.0014269382213475893 0.00065094777844032698 -0.0023909818430284339 0.00089576645725642455 -0.00062197217729183707 -0.0006153974483623768 0.0011403904501372851 0.00038533624326778928 -0.002056717594563222 0.00023689192252122858 -0.0023263209145002461 0.00013486416414469995 -0.0017453393947309006 -0.0020942926090717828 0.00080244782639815159 0.0018176727806154234 -0.0020822444918841042 0.00045921222410376335 0.00082781436839203927 0.00085691311951393971
leaf_weight=0.61536272167541017 0.86602697364287484 0.71922150153841247 0.60875277765944702 0.32263974923989758 2.2879378464604092 1.580772563072969 1.0865500252475606 0.93341690105262376 2.1276766142691481 1.4912756296398573 0.81047587469220161 0.39285100589040667 0.49159144051372905 3.8554009892977765 1.1767273251607542 1.8108705079648646 1.4513280685059724 2.612675333279185 1.0398808000609276 0.72408651094883669 1.2932125775841994 132.07415035277518 1.6686523244861744 0.59376626329321869 0.55456509551731947 0.65831974463071663 1.7628017206880024 0.38487836299464095 0.23608759575290605 2.807720403710845
leaf_count=86 29 43 39 30 28 25 32 30 39 79 5 15 9 38 46 22 29 64 105 48 51 1540 41 75 20 9 253 18 6 46
internal_value=8.83826e-05 -0.00070393 -3.78455e-05 9.75972e-05 0.000531216 0.000934716 -9.68079e-06 0.000471263 7.93302e-05 -0.00053196 0.000454752 -0.000646498 9.10538e-05 0.000107971 8.75317e-05 -0.000558194 0.00016574 -0.00043873 -0.00021945 -0.00111522 -0.00151434 0.000113439 -0.000466668 0.000254764 0.000132852 -0.000551164 -0.00112826 -0.0016268 -0.00126297 0.000149894
internal_weight=169.04 1.94334 1.32797 167.096 6.7547 3.86871 2.88599 2.01997 160.342 3.01724 1.52597 0.715491 157.324 152.456 148.601 5.73214 3.2622 4.86823 4.37664 1.76397 2.46994 142.869 4.62618 2.95753 138.242 3.36056 2.70225 2.14768 0.829854 134.882
internal_count=2900 168 82 2732 144 53 91 62 2588 129 50 45 2459 2233 2195 148 51 226 217 153 97 2047 161 120 1886 300 291 271 81 1586
is_linear=0
shrinkage=0.00196078


Tree=759
num_leaves=31
num_cat=0
split_feature=0 3 1 3 2 2 1 1 1 0 0 2 3 3 2 2 1 4 0 4 1 4 4 0 1 3 3 3 3 0
split_gain=0.287695 0.971366 0.965521 1.22773 1.37584 0.780237 1.60971 0.77568 0.608865 0.57961 0.870167 0.55881 1.07481 1.5284 0.904635 1.06602 0.901975 0.867919 1.10581 0.783727 0.689284 0.909627 0.601842 0.578655 0.765415 0.557768 0.612487 1.16101 0.819977 1.30011
threshold=93.972365491700018 0.25847000000000003 71.787208999250012 0.089580000000000021 -0.048664999999999993 -0.12350999999999999 70.96454081135002 72.187789260650007 71.52105164435001 87.181320254150009 86.866770652900016 -0.022239999999999999 0.084365000000000009 0.099425000000000027 -0.068524999999999989 -0.08459499999999999 63.431481129800005 39.468990633150007 90.259604813550013 40.712530798250008 65.727424373200009 36.735256530150004 40.21994457600001 89.057864029250013 66.697957758300021 0.21240500000000004 0.09117500000000002 0.087530000000000011 0.088670000000000013 102.11570516885001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=9 2 3 4 8 -5 -7 -4 -2 10 -1 14 20 22 15 17 -16 18 -11 -19 -13 -22 -14 -21 -25 26 27 -9 -29 -30
right_child=1 -3 7 5 -6 6 -8 25 -10 11 -12 12 13 -15 16 -17 -18 19 -20 23 21 -23 -24 24 -26 -27 -28 28 29 -31
leaf_value=9.2693019702612468e-05 -0.0019974229663896528 -0.0022173000310528267 0.0015170554364915402 0.0011350137797714961 0.00023061541947816654 0.00048249631424183959 -0.0023121784895003528 1.9312683870144355e-05 -0.00035908734395176075 0.00048278329697978232 -0.0010067126970634197 0.0018558259057531818 -0.00093119957065779864 0.00033451720844498322 0.0019985277588869927 -0.00050621321341358849 0.00051116776459763378 0.001519845942944441 -0.0010843786827545428 -0.00025613737172724846 0.0016366280215214513 -0.00070170312430998117 -0.0027833676190841907 0.001261028114547771 -6.3454345791550168e-06 0.001595515417193554 -0.0002810039070881407 0.0016348291085789709 -0.0013047368536956857 0.0012905264716993167
leaf_weight=63.9293376202113 3.622293125721626 0.75691975601557615 1.5604658317752171 2.1988763920962811 2.3474910031072778 2.7275718993623745 1.1168696511304004 21.699634574431915 1.1486767036840317 5.1463192561641362 2.8931340025737873 1.3496099766343812 1.7840061746537688 3.2347130039706826 2.6328991912305382 5.1290272772312155 3.8740471873898059 3.8999102078378192 2.608469272730872 2.8919881547917594 1.0037530027329924 1.7630242461018495 1.0845460700948022 4.7479502875357866 2.9832303547300398 0.94861797517296409 12.796542661108104 3.3716415314702308 1.251038807211444 1.8243195048307823
leaf_count=891 105 36 17 19 38 41 41 759 13 36 24 19 27 31 20 35 34 23 35 30 9 44 33 36 52 15 332 43 13 49
internal_value=0.000101976 -1.07567e-05 1.87444e-05 -0.000446517 -0.0009983 0.000203431 -0.0003294 0.000159673 -0.00160297 0.000160265 4.50933e-05 0.000334646 -6.72819e-05 -0.000589502 0.000455764 0.000299724 0.001113 0.000485274 -4.43612e-05 0.00076808 0.000707001 0.000146615 -0.00163147 0.000492096 0.000771987 0.000109111 7.46721e-05 0.000236376 0.000966979 0.000234788
internal_weight=168.327 57.371 56.614 13.1618 7.11846 6.04332 3.84444 43.4523 4.77097 110.956 66.8225 44.1335 10.2197 6.10327 33.9138 27.4069 6.50695 22.2779 7.75479 14.5231 4.11639 2.76678 2.86855 10.6232 7.73118 41.8918 40.9432 28.1466 6.447 3.07536
internal_count=2900 1521 1485 257 156 101 82 1228 118 1379 915 464 163 91 301 247 54 212 71 141 72 53 60 118 88 1211 1196 864 105 62
is_linear=0
shrinkage=0.00196078


Tree=760
num_leaves=31
num_cat=0
split_feature=4 0 2 3 1 2 1 3 2 2 2 0 2 0 0 2 4 0 2 4 0 2 0 3 2 4 4 3 4 3
split_gain=0.336338 0.820693 0.848857 0.524001 1.01079 1.05918 1.0389 0.617548 0.664923 1.50538 0.562107 0.471735 0.431468 1.15187 2.27208 3.99094 2.14184 0.849335 1.41622 1.06508 1.43099 0.735281 0.729657 1.39002 1.35392 1.26163 0.875747 0.976162 1.32318 0.670327
threshold=42.102795028150005 104.06483731340002 -0.18126999999999999 0.095645000000000022 75.403185184700007 -0.012769999999999998 61.982402197500001 0.094415000000000013 -0.61225999999999992 -0.25089499999999998 -0.067574999999999996 86.162394622750014 -0.065399999999999986 86.20003303655001 87.181320254150009 -0.12350999999999999 41.348489042950007 85.968825637350008 -0.054494999999999995 39.468990633150007 85.807518149550006 -0.016334999999999999 90.837623311600012 0.094625000000000029 -0.58350999999999986 41.134354310300004 38.238138001450004 0.094165000000000013 33.680680957850008 0.088280000000000011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 12 -3 7 5 6 -5 8 -2 -10 11 -8 13 16 15 -15 -1 19 -19 -14 21 -21 29 26 -25 -26 27 28 -24 -16
right_child=3 2 -4 4 -6 -7 10 -9 9 -11 -12 -13 17 14 22 -17 -18 18 -20 20 -22 -23 23 24 25 -27 -28 -29 -30 -31
leaf_value=-2.9281034396843385e-05 0.0017558643905258465 0.00068327983624597477 -0.0021635522139033928 0.00025932333701015486 0.00085910342523071366 0.00080625416809645956 -0.0010243570925657743 0.001237982714079296 -0.0021958764667644906 4.3776993250753992e-05 -0.0006201093341771845 -0.0025650182667162061 0.00067307517666877409 0.0003593243409457192 -1.10345373469626e-05 -0.0024374501147850724 0.0014730936639184861 0.0013505473421601406 0.00028724468103612645 0.0004080076767158246 -0.0027524066325441757 -0.0016319489057886763 0.00085541462512893547 0.00062270231188215296 -0.001912060294301165 0.00020837708478110825 0.00040327898551321327 0.0013236627755569925 -0.0022731996515375037 0.00091117237860750496
leaf_weight=9.591947321809128 0.83589418779592861 0.62065614759740118 1.1466516279137966 1.737481934018432 1.9055162584118068 1.4329420106951136 1.2257846789434537 1.6528090275824059 1.1805411677232758 51.009761268145667 1.803775867214428 2.028620766941458 2.7616103980690232 3.928406935185194 5.3311764188110811 3.9181698672473422 5.8876815899275234 5.7609837399795643 29.356563986220863 2.2432993510738015 1.1569473287090657 0.97437401738716323 0.74962782440707787 1.8965877140872178 3.7868699198879758 1.5085486471652982 15.707792456494643 0.69240813027136017 1.6946610020822843 7.0214150287210941
leaf_count=190 8 93 267 19 42 25 20 15 69 993 32 31 38 25 43 32 39 44 360 24 17 44 16 21 108 18 144 7 73 43
internal_value=9.30096e-05 0.000161182 -0.00116378 -1.82079e-05 -0.000427734 -0.00072573 -0.00104877 5.7693e-05 2.09038e-05 -6.88382e-06 -0.00149809 -0.00198472 0.000183705 7.91874e-05 -7.58109e-05 -0.00103724 0.000542148 0.000336361 0.000461678 -0.000280325 -0.000882187 -0.000209731 0.000120701 -6.54961e-05 -0.000798855 -0.00130799 0.00021439 -0.000731516 -0.0013137 0.000513163
internal_weight=170.55 105.736 1.76731 64.8131 10.1341 8.22861 6.79566 54.679 53.0262 52.1903 5.05818 3.25441 103.969 61.7153 46.2357 7.84658 15.4796 42.2538 35.1175 7.13623 4.37462 3.21767 38.3891 26.0365 7.19201 5.29542 18.8445 3.1367 2.44429 12.3526
internal_count=2900 1646 360 1254 169 127 102 1085 1070 1062 83 51 1286 759 530 57 229 527 404 123 85 68 473 387 147 126 240 96 89 86
is_linear=0
shrinkage=0.00196078


Tree=761
num_leaves=31
num_cat=0
split_feature=1 3 3 0 3 3 0 0 3 3 0 3 2 0 3 3 3 2 1 1 2 0 2 3 4 1 4 0 4 2
split_gain=0.277479 0.99225 0.776839 0.479524 1.21601 1.96307 0.665756 0.501317 0.64697 1.22365 0.496387 0.714179 1.04488 0.785728 0.858661 0.683021 0.612312 0.416933 0.386863 1.44038 0.898266 1.38163 1.06723 0.883237 0.805489 0.726499 1.63411 1.11584 0.890997 0.675556
threshold=69.873026810350026 0.25847000000000003 0.21240500000000004 95.429509798400019 0.090390000000000012 -0.089509999999999992 93.867515624600017 94.157869102700019 0.092095000000000024 0.10332500000000001 97.835679825150024 0.076080000000000023 -0.083330000000000001 97.32487278035002 0.085495000000000029 -0.094899999999999998 0.085495000000000029 -0.61225999999999992 62.197478847950002 62.132955852800002 -0.095019999999999993 87.735142629050017 -0.12835499999999997 0.086655000000000024 39.646013290900008 64.434276012450013 40.12915366295001 90.837623311600012 42.049402686800001 -0.15484000000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=18 2 3 4 5 -2 -6 -8 -9 -10 11 15 13 14 -13 -5 -14 -12 19 -1 22 -22 24 -24 -20 28 -27 -28 -23 -26
right_child=1 -3 -4 10 6 -7 7 8 9 -11 17 12 16 -15 -16 -17 -18 -19 20 -21 21 25 23 -25 29 26 27 -29 -30 -31
leaf_value=0.00013013625178902457 0.00022149284582444537 -0.0022041032035680541 0.0017056225540353583 0.00042287246873659563 -0.00089384437569809078 -0.0019630762987920413 0.0012667405089881441 0.0010327541463263162 -0.0021952639089287814 0.001042513672978046 -0.0021663528465717661 0.00037856719110179656 0.001985654844639786 0.00074781325991783211 -0.0014702463776933917 -0.0013855044468656617 0.00065375911546015572 -4.9044724989294069e-05 -0.00061407132368511907 -0.0010485681615220296 -0.0013486999857648071 0.0015808250700064612 0.0017863090402486196 0.00050381417597441364 0.00078311274127401123 0.00030999052702773141 0.000258378190406903 -0.0021554866200737001 0.00018512400634867381 -0.00043647406510068234
leaf_weight=62.156909182282106 2.9170922915800475 0.78674045471552645 1.0238677419001749 1.6241282597184183 1.5998226849187629 3.4541006805084162 2.2036586641333997 1.4482326814904811 0.98860334581695475 0.82183719822205603 0.362263525445086 1.9689008770510565 2.2933106534182999 3.5669423267245293 1.8957520537078378 1.5882758337538714 3.1496900420170277 27.583585331160069 3.2494832554075428 4.2590253511443725 2.5191218487452742 2.6635677851736572 4.0462243370711786 4.2154484833590686 7.7762345894007003 9.5012968340888602 1.1367657878436142 2.0898301190463826 5.1754794511944056 2.251880074851214
leaf_count=787 58 38 15 23 31 151 14 11 33 15 29 18 17 35 32 24 35 1020 49 37 58 27 23 34 98 75 15 46 34 18
internal_value=9.15934e-05 -1.67279e-05 1.26941e-05 -1.74686e-05 -0.000341752 -0.000962857 0.000218584 0.000544394 5.59122e-05 -0.000725497 8.14624e-05 0.000355855 0.000562224 8.41738e-05 -0.000528343 -0.000471225 0.00121493 -7.64915e-05 0.000149418 5.455e-05 0.000290611 2.19018e-05 0.000578616 0.00113193 0.000234332 0.000189779 -9.94331e-05 -0.00130506 0.000659358 0.000509246
internal_weight=170.318 59.2768 58.4901 57.4662 13.4333 6.37119 7.06215 5.46233 3.25867 1.81044 44.0328 16.087 12.8746 7.4316 3.86465 3.2124 5.443 27.9458 111.041 66.4159 44.6253 23.0861 21.5393 8.26167 13.2776 20.5669 12.7279 3.2266 7.83905 10.0281
internal_count=2900 1599 1561 1546 313 209 104 73 59 48 1233 184 137 85 50 47 52 1049 1301 824 477 255 222 57 165 197 136 61 61 116
is_linear=0
shrinkage=0.00196078


Tree=762
num_leaves=31
num_cat=0
split_feature=4 2 3 0 2 3 1 0 0 1 4 1 4 1 4 2 0 2 1 0 3 3 4 4 1 2 4 0 2 2
split_gain=0.092122 0.242873 0.565128 0.626373 0.475623 0.417747 0.510195 0.98036 0.216568 0.234593 0.190677 0.523131 0.524847 0.284588 0.215969 0.546657 0.508962 0.390976 0.201592 0.234729 0.166653 0.623669 0.526262 0.580712 0.642748 0.654065 0.48278 0.458792 1.55177 0.272175
threshold=35.461062230100005 -0.11808 0.10500500000000003 89.219171517050015 -0.092624999999999999 0.08494500000000002 65.630639880500027 98.031937268650012 89.872466842800023 71.090898343450007 37.020641110850008 69.64719632740001 36.625813070500008 71.381251821550009 37.858673296900008 0.18145000000000003 90.837623311600012 -0.033594999999999993 82.987325570650015 95.429509798400019 0.10500500000000003 0.10661000000000002 40.259171735100004 39.945535567850008 62.132955852800002 -0.021344999999999999 40.532725462000009 86.20003303655001 -0.091399999999999995 -0.022239999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 -3 -6 -7 -8 -5 -10 11 12 -2 -13 15 16 -12 -18 19 -15 -16 -22 23 24 -23 -26 -24 28 -28 -29
right_child=10 4 -4 8 5 6 7 -9 9 -11 14 13 -14 18 20 -17 17 -19 -20 -21 21 22 26 -25 25 -27 27 29 -30 -31
leaf_value=-0.10695951341660336 0.02394862643973051 0.062377416409970618 0.087161875285769755 0.05593332905516387 0.041366067303483953 0.05125179413469097 -0.11903252968309033 0.040984472466252669 -0.1033756820549302 0.0097170601912924589 0.044091061405749178 -0.10105003573138018 -0.03574506798993507 0.028236075438518485 0.0015873242994896102 0.085045026213048283 -0.072124173994008195 0.011091598969807718 0.055813171683731774 -0.095556488455406152 -0.066502022801132196 0.046272910952852589 0.062191777524093619 -0.090890957140486645 -0.10417369522062223 0.0026701241262321695 0.031588516099469111 0.02617527877877452 -0.11018157829173539 -0.018282264719049906
leaf_weight=0.64301766501739654 2.9150130893103769 1.6136737724522161 0.37197068586101512 0.42687792703509309 1.2809975364557424 0.50475431396625925 0.79574396274983861 0.51890573551418129 0.21992683177813888 0.47642496676508017 1.48605338204652 0.75417599294451043 2.0637361179979052 0.19718608842231333 106.51808372606502 0.87192859221249808 0.85318845387610043 1.0131943591695742 0.19944733776628709 0.34637733876661514 1.385175261828407 1.0538910022005437 1.2085240632004559 0.98305981303565193 0.80286243898444842 1.1337778053166396 1.4353966688504445 4.4295413327490651 1.1335433823405745 1.5164173753146339
leaf_count=64 38 31 10 4 58 15 12 51 6 61 26 27 17 9 2042 10 66 18 24 41 23 12 15 12 31 20 21 61 38 37
internal_value=0.000775303 0.0110153 -0.0143036 -0.0356721 0.0224994 0.00174399 -0.0261529 -0.0558722 0.00513792 -0.0260007 0.000244941 -0.0149116 -0.000794944 -0.0618551 0.00102502 0.0211576 0.00454121 -0.0269492 -0.0220711 -0.0506488 0.000325616 -0.00858521 -0.0027281 -0.0305 -0.010648 -0.0416235 0.00862121 0.00101791 -0.0309675 0.0148371
internal_weight=139.153 6.85229 2.13822 1.76625 4.71408 3.1004 1.8194 1.31465 1.12323 0.696352 132.301 6.47594 4.97875 1.49719 125.825 4.22436 3.35244 1.86638 0.743011 0.543563 121.6 15.0822 13.697 3.97359 2.99053 1.93664 9.72342 8.5149 2.56894 5.94596
internal_count=2900 312 145 135 167 136 78 63 71 67 2588 156 55 101 2432 120 110 84 74 50 2312 270 247 75 63 51 172 157 59 98
is_linear=0
shrinkage=0.0905731


Tree=763
num_leaves=31
num_cat=0
split_feature=1 2 3 0 0 1 1 0 3 0 4 2 2 1 0 1 1 4 2 0 3 0 1 4 2 3 3 3 1 1
split_gain=0.118435 0.202387 0.168619 0.105653 0.308955 0.284917 0.356955 1.23937 0.315848 0.433124 0.302674 0.208934 0.977928 1.17524 0.651235 0.819608 0.913177 0.86631 0.882979 1.20617 0.813258 0.555828 0.759086 1.1662 3.41101 0.629595 1.15863 1.21418 0.895879 0.913705
threshold=89.912793714750009 -0.088944999999999996 0.07870000000000002 85.716110573100011 85.807518149550006 62.00390986255001 61.960894532450006 85.656964494200011 0.10332500000000001 85.199926612050021 42.131954243650007 -0.068524999999999989 -0.075840000000000005 65.461267018300006 85.968825637350008 63.910026677050006 65.111767461350013 42.297164883650005 -0.048664999999999993 87.29692395375001 0.09642000000000002 86.232294534150014 62.197478847950002 42.674081447500008 -0.12350999999999999 0.094625000000000029 0.083565000000000014 0.081815000000000013 63.910026677050006 66.318885161900013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 5 -5 6 7 -1 9 10 -7 12 21 -14 -13 17 -17 18 -16 20 -20 -6 23 24 -23 26 27 28 -24 -30
right_child=1 2 -4 4 11 8 -8 -9 -10 -11 -12 14 13 -15 15 16 -18 -19 19 -21 -22 22 25 -25 -26 -27 -28 -29 29 -31
leaf_value=0.00099725567884326725 -0.098254563088382763 0.017039896403433247 -0.097333927818406996 0.023338139384661494 0.026941706456514666 -0.073256631962836771 0.037190624172884268 -0.12113179317803907 0.019648400758901143 -0.10379281015514891 0.022075273961222226 -0.049722094013558434 -0.10463914877482067 -0.0040557285885944733 0.081347878969153756 -0.091004464970637147 0.0024596357391687335 -0.019042002863593383 -0.044452826308642661 0.079598103251733596 0.031907772182780743 0.02114851962739555 0.079192719325253041 0.010810352346492262 -0.11495828942820951 -0.017091145812470857 0.021545109367973415 -0.084582747416136361 -0.11291761141765284 -0.0028608793576877832
leaf_weight=13.31392355084245 0.29902768739100338 0.61785940418485441 0.14751558927673614 5.9828383512794963 6.7224268191494039 0.51489222978125304 2.0158860590308896 0.8146207083482303 0.77011657529510547 0.88346402034221672 0.76453169861633796 1.8124973194207985 1.8400722108781327 2.5749583021679427 3.358723208308219 1.008261533454063 22.904947800816444 2.8631916004233053 2.4187349509447804 2.3224053056910634 2.7574883103370667 3.2562546096742153 1.1399764455854882 5.1011689386796206 3.5617076959460956 11.111960057078248 24.420302648572033 1.8976605687785184 0.74740786803886194 10.313255053846659
leaf_count=388 184 57 119 41 69 52 28 12 20 52 28 31 17 40 22 18 550 40 21 33 27 19 9 33 33 222 316 41 18 360
internal_value=0.000736675 -0.0312014 -0.0050041 0.000984463 0.00205642 -0.00565247 -0.000645859 -0.00604444 -0.0332109 -0.0520319 -0.0162902 0.000920943 -0.00213546 -0.0459763 0.00655295 0.00926324 -0.00148113 0.0279893 0.040392 0.0220473 -0.00377385 0.000699644 -0.0021665 -0.0239478 -0.0499538 0.00306444 0.00887898 -0.0130606 -0.00193618 -0.0102978
internal_weight=138.258 1.0644 0.765375 137.194 118.116 19.0774 16.1444 14.1285 2.933 2.16289 1.27942 112.133 72.6872 4.41503 39.4463 37.6338 23.9132 13.7205 10.8574 7.49863 5.17622 68.2721 61.5497 11.9191 6.81796 49.6306 38.5186 14.0983 12.2006 11.0607
internal_count=2900 360 176 2540 1960 580 428 400 152 132 80 1919 1177 57 742 711 568 143 103 81 48 1120 1051 85 52 966 744 428 387 378
is_linear=0
shrinkage=0.0961169


Tree=764
num_leaves=31
num_cat=0
split_feature=4 0 2 1 3 1 2 2 2 3 2 2 3 3 0 2 4 4 1 3 3 3 3 3 4 4 4 3 3 3
split_gain=0.0932949 0.29872 0.321016 0.340537 0.290984 0.796474 0.76831 0.735825 1.11306 0.496311 0.415359 0.990716 0.295839 1.10914 0.789037 0.693053 0.494059 1.49884 0.568241 0.365864 0.801025 1.26004 0.440291 0.281328 0.271087 0.644928 0.615826 0.518133 0.430693 0.6683
threshold=42.102795028150005 103.44649194340002 -0.18126999999999999 80.059594666650014 0.095645000000000022 75.403185184700007 -0.097799999999999984 -0.085249999999999992 -0.031989999999999998 0.094415000000000013 -0.60827500000000001 -0.25089499999999998 0.087725000000000011 0.087265000000000023 86.388225105700016 -0.092864999999999989 42.526729949000007 43.19689381845 70.182199495350019 0.08594000000000003 0.085765000000000022 0.085245000000000029 0.086520000000000027 0.085155000000000022 42.526729949000007 42.297164883650005 42.622319549950006 0.083795000000000022 0.082325000000000023 0.080960000000000018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 -4 9 6 -6 -8 -9 10 -2 -12 13 19 15 -14 -16 -18 -19 20 21 23 -21 24 25 -13 -26 28 29 -28
right_child=4 2 3 -5 5 -7 7 8 -10 -11 11 12 14 -15 16 -17 17 18 -20 22 -22 -23 -24 -25 26 -27 27 -29 -30 -31
leaf_value=0.0034132690456467754 0.077876355543577816 0.03478768352993538 0.0079280249179232154 -0.1062048427968298 -0.09723478898058234 0.045939635972039948 0.047443419005738827 -0.096836036128158526 0.013617472764627643 0.058931721961845179 -0.1084088502930864 0.024244612507627782 0.015650883614762554 0.065769026431854963 0.050485800685594294 -0.11773843463955971 -0.091675551473607952 0.084747082471461066 -0.013602146240810603 -0.077512614384294035 0.073705369597261219 -0.10981016263311666 -0.0019289949974543451 0.064029451170644486 0.081243423423413411 -0.086727258772618138 0.0024976481969341282 -0.068916995581224771 0.030806391148607584 -0.066290883360807004
leaf_weight=84.673013028783316 0.62542405957355995 0.40151013589093043 0.38075517229299183 0.7388764377675443 1.4717379831708965 1.4245324806943243 1.2783361701294773 1.6870394094148644 1.8261262516607533 1.3523198792245228 0.83369126322122511 0.96012837175296128 0.54505169298499812 2.5328947799789594 1.383064320485573 1.1957064571251965 1.5644579288491516 1.0754226124845447 1.1889253369154174 1.2887335523992072 1.4135233217020857 1.0032534316305817 1.7421938948318709 0.68852902294020069 0.940191676098041 1.0580952239615724 14.757713038881784 0.99476926591887505 4.3807760423369464 1.4950178096441948
leaf_count=1263 12 96 19 268 32 42 16 34 45 15 65 19 10 19 19 46 36 11 37 24 12 29 30 8 14 34 540 34 46 25
internal_value=0.000676681 0.00263969 -0.040421 -0.0673915 -0.00266009 -0.0202285 -0.035278 -0.0162476 -0.0394228 0.00047943 -0.00141764 -0.00262597 -0.000432639 0.00341248 -0.0188246 -0.0759727 0.000262777 -0.0178791 0.0331075 -0.00172839 0.00181108 -0.00205612 -0.0340667 0.00222098 0.000490084 -0.0339347 0.00356858 0.000192013 0.00352385 -0.00382991
internal_weight=136.902 86.1942 1.52114 1.11963 50.7077 7.68777 6.26324 4.7915 3.51317 43.0199 41.6676 41.0421 40.2084 33.2558 6.95263 1.74076 5.21187 3.82881 2.26435 30.7229 27.692 26.2785 3.03093 25.2752 24.5867 2.01822 22.5685 21.6283 20.6335 16.2527
internal_count=2900 1646 383 287 1254 169 127 95 79 1085 1070 1058 993 834 159 56 103 84 48 815 761 749 54 720 712 53 659 645 611 565
is_linear=0
shrinkage=0.0980392


Tree=765
num_leaves=31
num_cat=0
split_feature=1 2 1 1 3 3 4 3 0 0 2 4 4 2 4 2 3 3 3 2 3 4 2 2 3 4 4 4 4 1
split_gain=0.154865 0.356646 0.0921093 0.677286 0.258003 0.250139 0.226426 0.296698 0.217057 0.180434 0.25209 0.168574 0.420191 0.275108 0.247643 0.159128 0.415434 1.41455 1.20207 0.808829 0.730515 0.570559 0.824259 0.919841 0.495385 0.42711 0.38946 0.469812 0.530231 0.415235
threshold=55.583871847050013 0.11529000000000002 57.960468834350003 60.474177186300004 -0.27223499999999995 -1.0000000180025095e-35 36.072790850000011 -0.54481999999999997 76.591483678350016 73.913779380400015 -0.23361999999999997 32.785955158400007 30.509590007400003 -0.10710499999999999 34.542090938800008 -0.065399999999999986 0.083795000000000022 0.086520000000000027 -1.0000000180025095e-35 -0.0086649999999999991 0.084795000000000023 41.322103772800006 -0.060760000000000002 -0.046474999999999995 -0.09182499999999999 41.134354310300004 41.840895355800008 42.049402686800001 42.37975859965001 62.106071271500007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 8 5 6 -4 -5 -8 9 10 -2 12 13 -6 -13 -16 18 20 24 -20 -18 25 -23 -24 -17 -19 -25 -28 -29 -30
right_child=2 -3 3 4 11 -7 7 -9 -10 -11 -12 14 -14 -15 15 16 17 21 19 -21 -22 22 23 26 -26 -27 27 28 29 -31
leaf_value=-0.098953281775170404 -0.012679028336921822 0.07883475416102477 -0.0013158394610762803 0.011601758233551474 -0.098086461348214499 -0.092757331349864899 0.0032945757208645899 -0.10306448272955475 0.043358805308115186 -0.035125981601850619 0.044367548470130018 0.031038288018199797 -0.11055414845148072 0.058639980246943314 -0.0012190960690441378 0.01107630118372965 -0.019005921587006838 0.010995605730321999 0.082665682643270275 0.0085286386530723703 -0.13030299425152192 0.072381164664088282 -0.11593436146855279 -0.058241679071553018 -0.041441822745600009 0.06363830148962718 0.059049121234870543 -0.10696145621029536 -0.070304957959412856 0.01033605295575526
leaf_weight=0.37330329577161947 1.537054132728372 0.13694702088832855 0.36963185443892144 0.54460809963347756 0.13461422082173158 0.94420430454192572 0.3686530796039732 0.63244906962427183 1.4965701384935526 0.92838466630200844 1.2450096010579721 2.5088450435423502 0.40511836421796943 0.38075481377029419 83.346699270203999 5.4666176025930326 1.0397584924867289 15.007673520138274 3.3197122513520299 2.1549884597952751 1.0550460665399439 0.87877933238632966 0.85785796772688616 1.3311162097961622 2.251823485501518 1.505877123097888 0.94467694964259852 0.48626942827104347 0.67859149887226511 3.4478345497773262
leaf_count=113 30 2 31 20 38 42 21 46 23 39 18 76 40 43 1483 122 28 227 44 93 51 10 18 23 40 18 17 25 24 95
internal_value=0.000579899 -0.0512364 0.000775356 0.000283349 0.000970275 -0.0670314 -0.0372968 -0.0638981 0.0130648 0.000846056 0.0128501 0.00143528 -0.0387446 0.0177031 0.00172816 0.00113405 0.00598548 -0.000663264 0.0197099 0.0534834 -0.0750606 0.00553626 -0.0141071 -0.0239187 -0.00424565 0.0157961 -0.0124596 -0.00149371 -0.0138928 -0.00292538
internal_weight=135.779 0.51025 135.269 130.062 128.748 1.31384 1.54571 1.0011 5.20702 3.71045 2.78206 127.203 0.920487 0.515369 126.282 123.773 40.4266 27.2335 13.1931 5.4747 2.0948 25.1387 8.62513 7.74635 7.71844 16.5136 6.88849 5.55737 4.6127 4.12643
internal_count=2900 115 2785 2675 2602 73 87 67 110 87 48 2515 121 81 2394 2318 835 536 299 137 79 457 212 202 162 245 184 161 144 119
is_linear=0
shrinkage=0.0942322


Tree=766
num_leaves=31
num_cat=0
split_feature=4 3 3 1 2 3 3 4 3 4 0 1 4 4 0 4 4 2 1 4 3 2 4 4 4 4 0 1 1 2
split_gain=0.0861572 0.383821 0.433766 0.322529 0.63768 0.231345 0.398525 0.229998 0.355175 0.267209 0.639139 0.615377 0.452197 0.363871 0.22176 0.196715 0.294927 0.287247 0.196158 0.663461 0.352182 0.359304 0.234733 1.03543 0.308064 0.572803 0.500979 0.537692 1.30427 0.375313
threshold=49.275256100300005 -0.25095999999999996 -0.24299499999999999 86.858705278550005 -0.23455499999999999 0.079095000000000013 0.075065000000000021 48.680511450650009 0.076080000000000023 45.90502654165001 97.32487278035002 67.649671936450019 47.480720532750006 48.008184682100008 75.994645973400011 41.24714903835001 41.395309858300003 0.11529000000000002 83.715897724050009 44.710446918150005 -0.22253999999999999 0.20981000000000005 44.527357125550004 44.758188263300006 43.19689381845 43.082598263550004 96.249489528150022 62.197478847950002 62.068432857650002 -0.090169999999999986
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 -2 -3 4 -4 6 -5 9 -9 14 11 13 -12 -11 15 -1 -17 -18 22 20 -20 -22 24 -24 25 -16 27 28 -26 -29
right_child=1 2 3 5 -6 -7 -8 8 -10 10 12 -13 -14 -15 18 16 17 -19 19 -21 21 -23 23 -25 26 -27 -28 29 -30 -31
leaf_value=-0.080366779052179177 -0.10527805754814144 0.10624754724777243 0.034665589400487196 0.040711217780820007 -0.10164606118594059 0.06970931987058579 -0.099005385548422517 -0.0038515646904149245 0.052090145054215019 -0.068730208131008025 -0.044941734083357839 -0.1187839822995094 0.054546537893899766 0.017480922891812911 0.001769734215109295 0.098492710721861484 -0.097371054800810652 0.068931597539745093 0.024987974777805937 0.075204554212502495 -0.098787049445739739 0.01685401869029202 -0.12923779204930902 0.0083298665926837649 0.036953734387226024 -0.053465354307849204 -0.027975015523879019 0.064948566433555677 -0.058391936827838255 0.0066374628901166889
leaf_weight=0.55699762360018101 0.36815217934781719 0.28970834612846452 0.49855702277273006 0.46597326555638552 0.78391306643606917 0.48285601711540949 0.29672112538537476 2.0968305647838852 1.9403908764943478 0.7821709794661722 0.6166057779919355 0.84134031753637817 1.1859340605878967 0.97868022124748677 103.09457150821254 0.17965809442102909 0.29467557502357522 0.1342409779317677 0.41391941943220478 0.45984792930539686 1.1069535545136648 0.30413071398606906 0.64841541284840731 1.9376108236465368 3.826527603203429 1.6945496433181677 1.897375160595401 3.3815340853761868 1.909838711377233 1.3801999426068516
leaf_count=82 15 1 14 20 97 31 41 32 24 34 38 44 38 11 1520 2 114 3 56 10 319 41 27 56 38 41 39 40 27 45
internal_value=0.000520868 -0.0147914 -0.00296877 -0.0154848 -0.0486552 0.0186688 -0.0136446 0.000891382 0.0230354 0.000190893 -0.0226146 -0.0524897 0.020514 -0.0208141 0.00100611 -0.0399019 -0.00286639 -0.0453222 0.00139676 -0.0259541 -0.0514431 -0.073863 0.00191853 -0.0261636 0.00253825 0.000876525 0.0165861 0.0246399 0.0052098 0.048047
internal_weight=134.849 3.18588 2.81773 2.52802 1.28247 1.24555 0.762694 131.663 4.03722 127.626 4.40473 2.60219 1.80254 1.76085 123.221 1.16557 0.608575 0.428917 122.055 2.28485 1.825 1.41108 119.771 2.58603 117.185 104.789 12.3955 10.4981 5.73637 4.76173
internal_count=2900 219 204 203 111 92 61 2681 56 2625 165 89 76 45 2460 201 119 117 2259 426 416 360 1833 83 1750 1561 189 150 65 85
is_linear=0
shrinkage=0.0942322


Tree=767
num_leaves=31
num_cat=0
split_feature=0 3 2 2 2 2 1 1 0 4 4 3 1 4 1 3 2 4 2 2 3 3 2 4 4 2 4 4 4 3
split_gain=0.0888875 0.16927 0.256653 0.217737 0.115993 0.151755 0.368051 0.918243 0.671736 0.665829 0.594505 0.459526 0.58002 0.453335 0.464133 0.41285 0.203411 0.897321 0.383259 0.580268 0.237712 0.249685 0.170661 1.08291 0.584365 0.278099 0.37555 1.10742 0.395899 0.265708
threshold=114.06859001680002 -0.5582649999999999 -0.088099999999999998 -0.012769999999999998 0.68694500000000025 0.15675000000000003 60.474177186300004 61.82916008405001 88.232507383150008 41.169697216150006 38.175120519550006 -0.11050499999999999 76.763544998700013 37.020641110850008 67.980352286500008 0.083905000000000021 0.11529000000000002 41.43512228960001 0.072320000000000023 0.06041500000000001 0.089335000000000012 0.070195000000000021 -0.0039949999999999994 41.028010303750008 43.812290675100009 -0.031989999999999998 40.305698932850007 41.872669623500009 42.686561923500008 0.11614000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 -3 -4 5 16 -7 -8 -9 10 13 -12 -13 14 -10 -16 18 -18 19 22 21 -19 25 -24 -25 29 -27 -28 -29 -1
right_child=1 2 3 -5 -6 6 7 8 9 -11 11 12 -14 -15 15 -17 17 20 -20 -21 -22 -23 23 24 -26 26 27 28 -30 -31
leaf_value=0.0013228422229769191 0.073287192336099857 -0.10557269015069451 0.041239388180046514 -0.10012524807601916 0.029090695823710881 -0.10527292618372344 0.091507141247679835 -0.080794121925448339 0.061549571385514056 0.060069354742747411 0.033478208462173135 -0.11617036882523031 -0.020062762064457246 0.085316526416355884 0.0052551557934958368 -0.12023059752046057 0.093854705747290657 -0.10092602875087105 -0.053999230448924428 0.072552234101244353 -0.10787071320201622 0.050709803018296411 0.023513750490374918 -0.10225243094278093 0.016536167044536327 -0.008367323050361683 0.080772386462781329 -0.055581424058325606 0.020079353340830774 -0.019626456059101214
leaf_weight=98.943669198495613 0.13676150538958609 0.37488740247056285 0.36852074439002536 0.14630014293288585 1.3692722927007697 0.38819122628774394 0.81229448504745771 1.3539752426731864 0.55163653753697905 1.2293928069411775 0.53055598467471865 1.1866751104826128 1.2283192615868754 0.6708966193255036 0.57198266476916593 0.45046570327940572 1.0378333402622946 0.15600930319487805 1.2136788161369612 1.09077125834301 0.3310611245688051 0.315345076360245 2.6826431074660055 1.5157311140792447 0.53980560554191459 3.1697223642695445 2.5705231319880113 1.056563964681118 1.7923886679927816 6.1828679136724523
leaf_count=1734 3 150 34 95 35 17 10 30 7 28 14 30 37 10 27 22 13 23 43 21 12 30 68 114 22 39 38 42 33 119
internal_value=0.000481561 -0.0282578 -0.0438668 0.00106684 0.000703462 0.000408038 -0.0118983 -0.00767673 -0.0180404 -0.00480557 -0.0201714 -0.0491378 -0.0672879 0.0178343 -0.0109276 -0.0500308 0.00130888 0.0336582 0.000815904 0.00137242 -0.0441992 0.000521237 0.000716963 -0.0175134 -0.0710573 0.00147657 0.0184383 0.0341162 -0.00798024 9.0739e-05
internal_weight=133.969 1.02647 0.889708 0.514821 132.942 131.573 8.97439 8.58619 7.7739 6.41992 5.19053 2.94555 2.41499 2.24498 1.57408 1.02245 122.599 1.84025 120.758 119.545 0.802416 0.471354 118.454 4.73818 2.05554 113.716 8.5892 5.41948 2.84895 105.127
internal_count=2900 282 279 129 2618 2583 232 215 205 175 147 81 67 66 56 49 2351 78 2273 2230 65 53 2209 204 136 2005 152 113 75 1853
is_linear=0
shrinkage=0.0980392


Tree=768
num_leaves=31
num_cat=0
split_feature=1 4 4 2 2 2 0 1 0 0 1 3 3 3 1 0 3 0 0 4 3 0 3 4 4 0 0 1 4 1
split_gain=0.446198 0.546107 0.583301 0.554474 1.95408 1.46675 1.02645 0.958415 1.0591 1.04582 0.836639 0.832374 1.52448 2.08468 1.49754 0.826548 0.799241 0.699914 0.704761 0.699725 1.40012 0.705077 0.571668 0.500771 1.28541 0.481291 0.800623 0.512877 1.0596 0.803145
threshold=69.873026810350026 38.238138001450004 37.962710038050005 -0.060760000000000002 -0.069554999999999992 -0.040019999999999993 93.910530954700008 75.28220456885002 100.24991522630002 97.550703263350016 81.188747081400024 0.095290000000000027 0.090390000000000012 0.085345000000000018 71.52105164435001 102.11570516885001 0.076825000000000018 98.201310130900012 99.642323688800005 41.289992964000007 0.083415000000000031 97.152811460000024 0.09117500000000002 42.599563320500003 45.027406014450008 87.181320254150009 86.866770652900016 64.434276012450013 41.468518788800004 62.837331883000012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=25 2 -2 4 7 -5 -7 11 9 -9 16 12 13 14 -3 -12 -8 -11 -19 -18 -21 -22 -17 -10 -25 26 -1 28 -27 -30
right_child=1 3 -4 5 -6 6 10 8 23 17 15 -13 -14 -15 -16 22 19 18 -20 20 21 -23 -24 24 -26 27 -28 -29 29 -31
leaf_value=0.00011010791418072269 -0.00035850577229016759 -0.0017714790419785511 -0.0022370220423325372 0.0012916241776601959 -0.0027673091241012418 -0.0022286710824936762 -0.00064818890374017119 -0.00040172135895351135 0.00019728609398849041 0.0016436487627850911 -0.0022205940035394892 -0.0015062167551814351 0.00069680392676198905 -0.0025020793029925407 0.0004799708246686279 0.00040357002624820734 0.0012562802155495049 -0.00016908739978767958 0.0013607902586120295 0.0020521042156433035 0.00040514728698430689 -0.0019864640714583022 -0.0021673864921171126 -0.0020042264015819838 -1.474527303681107e-05 0.0013079623552731982 -0.00095255522392983995 0.00015640302304046171 -7.8282965596918375e-05 0.0010920358107487677
leaf_weight=63.160484320804244 6.9099441588386972 1.577422296279108 0.69987808077712532 4.4436438309494433 1.0290007221628901 0.7573872078792182 2.0430517224594933 2.7155226971954134 6.7817733775846119 3.6477314410731179 0.9946993295452552 2.3199329865165046 4.3887936087558046 1.950867651728913 4.0573251028836239 1.8085247072340283 4.1629060339182615 2.6498495042324066 2.0558460839092731 0.87060130061581764 0.84019260783679772 1.0871804566122589 0.40742746410614916 1.7374521354904571 4.4376211965864059 5.4646683707833317 2.8487593177705994 25.03145589469932 7.957886638119815 3.1456322371959686
leaf_count=883 377 49 34 37 20 46 40 53 191 19 28 48 39 42 64 114 38 32 17 10 23 33 32 64 149 48 24 271 54 21
internal_value=9.10996e-05 -3.80275e-05 -0.000531274 2.80966e-05 -0.000100827 0.000319389 -1.36573e-05 -2.92248e-05 0.000209962 0.000655367 0.000123689 -0.000431247 -0.000222981 -0.00075514 -0.000150312 -0.000735679 0.000430125 0.000999004 0.000499293 0.000746615 -1.16794e-05 -0.000943898 -6.91289e-05 -0.000170545 -0.000574516 0.000168347 6.42466e-05 0.000333531 0.000601137 0.000253269
internal_weight=171.983 64.3746 7.60982 56.7648 39.3491 17.4156 12.972 38.3201 24.0258 11.0689 12.2146 14.2943 11.9744 7.58562 5.63475 3.21065 9.00393 8.35343 4.7057 6.96088 2.79797 1.92737 2.21595 12.9568 6.17507 107.609 66.0092 41.5996 16.5682 11.1035
internal_count=2900 1599 411 1188 787 401 364 767 525 121 318 242 194 155 113 174 144 68 49 104 66 56 146 404 213 1301 907 394 123 75
is_linear=0
shrinkage=0.00196078


Tree=769
num_leaves=31
num_cat=0
split_feature=1 2 0 4 0 0 1 3 3 0 1 0 4 0 1 0 2 4 4 4 0 2 1 0 0 2 3 3 4 0
split_gain=0.290238 0.269926 0.333678 0.363918 0.199894 0.488579 0.395157 0.69811 0.814024 0.681565 0.518734 1.41108 0.347873 1.4241 0.905445 0.903919 0.821874 1.03521 1.66415 0.763581 0.694153 0.938599 0.510601 0.864684 0.950179 0.617576 0.823629 0.593942 0.506206 0.645209
threshold=89.912793714750009 -0.088944999999999996 122.45926784190002 45.027406014450008 85.716110573100011 85.807518149550006 61.993156030000002 -0.17732499999999998 0.091705000000000023 85.678472159250006 61.960894532450006 85.656964494200011 40.621691032550004 86.001087134900004 63.910026677050006 88.576630023850015 -0.012769999999999998 39.56957118270001 40.259171735100004 40.823855932350007 86.232294534150014 -0.082885 71.090898343450007 96.249489528150022 96.811377277450006 0.68694500000000025 0.11614000000000002 -0.059734999999999996 39.468990633150007 98.031937268650012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 -3 6 -6 10 -8 -9 -10 11 -1 14 -14 16 -16 17 -7 -19 -15 21 -21 -17 27 -25 26 28 -24 -26 -30
right_child=1 2 -4 -5 5 12 7 8 9 -11 -12 -13 13 19 15 22 -18 18 -20 20 -22 -23 23 24 25 -27 -28 -29 29 -31
leaf_value=5.9926118418670765e-05 -0.0020151784315107202 -0.0020121489062728554 -0.0020419819410915953 0.00098451110008331445 0.00062488650941036302 0.0011592830371994097 0.00067547727544157337 -0.0021540739666075651 -0.0012666673474548767 0.0013267988396874165 0.00099881685357577433 -0.0024879013472039082 -0.0014549004909965762 -0.00087911795677822913 -0.0015890503679311353 0.00031195225961158646 0.001554644219240625 -0.0010802269769864517 0.0010995118249088442 0.0016000396399322202 4.0255207267330266e-05 -9.1122754669035128e-06 -1.8726419545580585e-05 0.0015849158817566168 0.00019947118679636188 0.0014753127361410384 -0.0022536174161483899 -0.0021455878293455397 -0.0015956746051324947 -5.706980995269439e-05
leaf_weight=17.225405345314368 0.45746287093197668 0.19875038392547029 0.30078618284278491 0.72111560124903917 6.9460111372172824 3.906570401042698 1.1606336184777317 1.4826337370031972 0.89067253479151964 0.69248830899596214 1.9576483406126488 0.8783539526630183 2.4837174894055343 3.217283626610878 1.2226448236033309 23.155440195550909 3.072489019483327 3.1888761650770903 2.3309426056221128 2.6725847031921148 64.271514304055017 2.9121893183328202 0.83241264242678914 1.3737458158284415 7.4916884999947744 0.86637200320547059 0.73277779057389203 1.282665086910131 1.6770113501697776 2.7931336913607083
leaf_count=388 184 87 75 14 41 22 23 91 42 5 19 12 48 40 17 231 27 28 19 18 965 31 11 10 283 16 24 55 20 54
internal_value=8.06193e-05 -0.000730604 -0.000249186 0.000337039 8.90896e-05 0.000118266 -7.48024e-05 -0.000619699 -0.00111002 -0.000132263 3.99935e-05 -6.36888e-05 9.10893e-05 5.22828e-06 0.00021139 7.18341e-05 0.000673951 0.000386894 -0.000159754 5.4857e-05 9.78719e-05 0.000760945 0.000122342 -0.000135169 3.10048e-05 -0.000126408 -0.000235722 -0.00130854 -0.000112106 -0.00063429
internal_weight=162.396 1.67812 1.22065 0.919866 160.718 136.43 24.2878 4.22643 3.06579 1.58316 20.0614 18.1038 129.484 75.5573 53.9268 41.4279 12.4989 9.42639 5.51982 73.0736 69.8563 5.58477 40.2052 17.0498 14.9347 13.561 12.6946 2.11508 11.9618 4.47015
internal_count=2900 360 176 101 2540 1960 580 161 138 47 419 400 1919 1102 817 721 96 69 47 1054 1014 49 704 473 407 397 381 66 357 74
is_linear=0
shrinkage=0.00196078


Tree=770
num_leaves=31
num_cat=0
split_feature=1 1 0 4 2 0 4 0 0 3 2 4 1 1 4 4 1 2 2 3 2 0 0 0 4 1 0 0 3 3
split_gain=0.0885136 0.320062 0.372469 0.712051 0.38473 0.318168 0.909278 0.777049 0.776278 0.430732 0.584305 0.326985 0.317123 1.19262 0.651288 0.949317 0.823037 0.587498 1.03134 0.845505 0.672213 0.537039 0.517116 0.490796 0.457655 0.413496 0.403258 0.940766 0.418542 0.568985
threshold=69.873026810350026 69.563854125350005 92.851278451300018 36.735256530150004 -0.14739999999999998 94.614906984850009 38.771633980050005 94.157869102700019 93.867515624600017 -0.16319499999999998 -0.060760000000000002 39.344049039350004 62.197478847950002 62.132955852800002 43.124157941850008 42.674081447500008 63.910026677050006 -0.053019999999999991 -0.12350999999999999 0.084365000000000009 0.049235000000000008 90.259604813550013 90.259604813550013 86.001087134900004 41.811877919650009 62.106071271500007 86.866770652900016 87.29692395375001 0.25847000000000003 0.11614000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 12 -4 -5 6 -2 8 9 -8 -11 -12 13 25 15 16 24 18 22 -19 -21 -20 -18 -16 -14 26 28 -28 29 -1
right_child=5 -3 3 4 -6 -7 7 -9 -10 10 11 -13 14 -15 23 -17 17 19 21 20 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.0030998106603671756 -0.075054519666859332 0.035347683974033768 0.038341660476368375 -0.018240773560287027 -0.096430713668802431 0.00040420734577147549 0.055918088975290679 -0.082218721841548423 0.062107865859461812 -0.11799781572674449 0.06200331242463946 -0.054623100662018149 0.062236584956434741 -0.054305803516570002 -0.0085033014871592639 -0.065805184185043261 -0.0012776747486242927 0.016437202098099485 0.0054183652847107598 -0.13088436502187006 -0.03040999728013849 0.057249744457589576 -0.072691780251528615 0.056978884573609834 0.012732439311051219 0.03405916903617083 -0.073729891784095752 0.016301064055152154 0.052920426193865978 -0.053299396163450551
leaf_weight=38.115470261209339 1.994457866749143 2.5348243659827849 0.9452704675495619 1.067129890667275 1.1730604455806311 40.792150492945098 0.46687682979973022 0.81927942216861982 1.8773707550717516 0.61525025482114826 0.41801847517490454 0.43624370676479884 3.2043080584553634 3.5745389580260953 1.3653680770803465 1.6205145091516886 2.0985445485202994 1.8348055239766754 3.816586845088751 0.9376537136267874 1.6006481946969868 3.3185163885354996 1.5769420443102715 3.9763590341899544 3.4368971602525562 3.3452526442706576 2.0456070490181437 2.0770983137190342 1.414011220447718 1.6574488426849701
leaf_count=656 58 24 10 32 25 1388 13 41 33 25 3 38 48 37 28 28 40 25 38 16 34 30 17 57 25 32 18 22 18 41
internal_value=0.000566526 0.00235621 0.00136303 -0.030244 -0.0591844 -0.00270704 -0.0218567 0.00104415 0.0189308 -0.0229302 -0.047981 0.00244602 0.00260578 -0.00177113 0.0105469 0.00378147 0.00894833 -0.00315397 0.00863523 -0.0322976 -0.0675254 0.029525 -0.0319174 0.0402414 0.0366176 0.00208844 -0.000271988 -0.0283706 0.00254061 0.000749498
internal_weight=134.157 86.7369 84.202 3.18546 2.24019 47.4196 6.6275 4.63304 3.81376 1.93639 1.46951 0.854262 81.0166 52.2294 28.7871 23.4454 21.8249 15.1837 10.8106 4.37311 2.5383 7.1351 3.67549 5.34173 6.64121 48.6549 45.3096 4.12271 41.1869 39.7729
internal_count=2900 1301 1277 67 57 1599 211 153 112 79 66 41 1210 824 386 301 273 200 125 75 50 68 57 85 73 787 755 40 715 697
is_linear=0
shrinkage=0.0942322


Tree=771
num_leaves=31
num_cat=0
split_feature=0 3 1 3 2 1 1 1 4 0 3 1 3 3 3 3 2 0 1 0 0 3 2 4 2 2 2 3 0 3
split_gain=0.495173 1.09207 1.09236 1.24364 1.40887 1.18619 0.836098 0.832155 0.815024 0.790762 0.724835 0.712284 0.712146 0.584856 1.29196 0.931347 1.18544 0.756738 0.889168 0.806658 0.687716 0.662428 1.19103 0.76776 0.807225 0.919434 1.06381 0.733972 0.655796 0.649611
threshold=93.972365491700018 0.25847000000000003 71.787208999250012 0.089580000000000021 -0.048664999999999993 71.225321249950014 70.182199495350019 72.187789260650007 40.305698932850007 87.181320254150009 -0.16319499999999998 70.865067860500019 0.21240500000000004 0.09117500000000002 0.087530000000000011 0.088670000000000013 -0.078219999999999998 102.84427732220001 78.220689305400015 97.835679825150024 98.615332683000005 -0.21013499999999999 -0.15895000000000001 38.318569170500005 -0.088944999999999996 -0.08459499999999999 -0.076709999999999987 -0.22253999999999999 96.811377277450006 0.074640000000000026
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 2 3 4 -2 11 9 -4 -8 -1 -10 -5 13 14 21 -16 -17 18 19 -15 -21 22 -9 -23 28 -26 -27 -24 -25 -30
right_child=1 -3 7 5 -6 -7 8 12 10 -11 -12 -13 -14 17 15 16 -18 -19 -20 20 -22 23 27 24 25 26 -28 -29 29 -31
leaf_value=6.2193900291506552e-05 -0.0016152691031721192 -0.0022422181007000397 0.0014822781480336924 -1.3657111595943305e-05 0.00019718012440927577 -0.0013947135390122683 -0.0025740218943256861 0.0015073224662055826 0.0017302350634489079 0.000409267437252061 -0.0020825131855157224 0.0014797308275378508 0.0016850662262962329 -9.3133086753700209e-06 0.0016493143906270336 -0.0012771817861890712 0.0011789832299958019 -0.0016082582588226521 0.00041774993980878703 -0.0025762944115501202 -0.00064231375101824004 -0.0020848013088478477 -0.0010691083101623811 -0.0021861515313681755 0.001421667422755554 -0.001508592798258574 0.00031563800001320133 0.0014262842718085005 0.00053572791306673469 -0.00075021241847040069
leaf_weight=63.89935807960137 5.1273766320664436 0.85524329876625316 1.6906336183892552 3.0819473577430472 2.4305678457021695 1.5128038267139343 0.83181233686627709 2.6862939938146155 0.47760578384622931 41.714480062364601 0.32023558992659673 2.0411508437246084 1.0405902312559181 3.7160050482489151 3.5386783911817465 1.2722814759799805 1.8598744775117664 1.4862646313831636 6.0165897291153669 1.1388853657990696 1.8637449657544491 0.78312057445146876 1.7123117910377916 0.85461711813695895 2.1070731796789914 1.522728918091161 6.3723443166054476 0.61626765602704736 2.1439458743261639 5.1104463830597524
leaf_count=908 118 36 17 48 38 40 24 50 11 384 52 13 15 42 43 31 31 146 76 25 43 110 95 44 19 30 160 14 41 196
internal_value=9.68913e-05 -4.17103e-05 -1.12215e-05 -0.000488557 -0.0010324 0.000130854 0.000177772 0.000131317 -0.00121598 0.000199278 0.000199884 0.00058134 8.14938e-05 4.42481e-05 0.000197027 0.000960033 0.000181289 -0.000284266 -0.00012975 -0.00062004 -0.00137586 -1.5858e-05 0.00061765 -0.000184002 -0.000101812 0.000270915 -3.62028e-05 -0.000408693 -0.000561557 -0.000370169
internal_weight=169.825 62.5818 61.7265 14.1938 7.55794 6.6359 107.243 47.5327 1.62965 105.614 0.797841 5.1231 45.8421 44.8015 30.58 6.67083 3.13216 14.2215 12.7352 6.71864 3.00263 23.9091 5.01487 18.8943 18.1112 10.0021 7.89507 2.32858 8.10901 7.25439
internal_count=2900 1521 1485 257 156 101 1379 1228 87 1292 63 61 1211 1196 864 105 62 332 186 110 68 759 159 600 490 209 190 109 281 237
is_linear=0
shrinkage=0.00196078


Tree=772
num_leaves=31
num_cat=0
split_feature=3 3 2 3 4 4 2 3 1 2 3 2 3 3 4 2 2 3 4 1 1 1 2 2 4 4 2 3 2 4
split_gain=0.0866399 0.280185 0.225272 0.451992 0.307126 0.675879 0.287376 0.659168 0.642202 0.445489 0.276838 0.755178 0.479309 0.33265 0.561029 0.608761 0.448513 0.272671 0.685578 1.46831 0.850361 0.782327 0.961205 1.17085 0.712658 0.545045 0.698522 0.646579 0.455512 0.452789
threshold=0.4172550000000001 0.21240500000000004 -0.59309999999999985 0.097615000000000021 40.621691032550004 38.828362408050005 -0.50001499999999999 0.098200000000000023 75.551050381850018 -0.58180999999999994 0.11614000000000002 -0.031989999999999998 0.11308000000000003 0.10500500000000003 37.797539186950011 -0.069554999999999992 -0.026349999999999998 0.093295000000000031 39.685256516350002 62.55235532115001 66.499011856650014 62.084563606450011 -0.083794999999999994 -0.031989999999999998 40.380906245900007 37.962710038050005 -0.075174999999999992 0.10133000000000002 -0.086339999999999986 37.064694648750013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 5 -1 7 8 9 -4 12 -12 13 17 -15 -16 -17 -8 25 21 -21 22 -20 -24 -22 27 -27 28 -19 -30
right_child=-2 -3 6 -5 -6 -7 10 -9 -10 -11 11 -13 -14 14 15 16 -18 18 19 20 24 -23 23 -25 -26 26 -28 -29 29 -31
leaf_value=-0.049657199347114669 -0.01726217497056207 0.037006228873202866 0.063128623893580121 0.05713977842003623 -0.027489338332738315 0.092541419246722628 -0.00076637264299011035 -0.13355290664665856 -0.1062929792006244 -0.027753901820466814 -0.055423061167453824 0.043119144375114438 0.055410630814758596 0.041385178006301059 -0.083836631052431998 0.014268153961204576 -0.052897008495678265 0.073372463928024337 0.038859961526795592 -0.12943237129916058 -0.1183834560935085 0.05636414809788718 -0.090108492205310226 0.022484963356745144 -0.0024164204893198263 0.011299898801711762 0.089884331308474494 -0.059007041029987418 -0.065741551494953657 0.049404323692884701
leaf_weight=0.54639123072956797 2.5526162568814916 2.0420483148727717 0.96533899614587459 1.9879823046794625 1.9051964612881418 0.77978619374334812 86.47983179412995 0.49535191374889098 0.53269038425742099 1.1197447706072123 2.5424727986230669 1.0587663807964407 1.5438640569191182 1.1604091277131363 1.6359954036452102 2.3731290781870484 1.5998617883624326 1.2967165739537452 3.09753642603755 0.99795441003516216 0.63718864945985876 3.4686709754168987 1.8420115946792068 1.7134958386886845 2.5386374888184946 1.8668148358119649 2.6032949148357147 1.0481127327493593 0.66083677322331114 0.65220072877127677
leaf_count=38 59 40 11 26 42 12 1972 20 58 43 52 29 25 31 33 24 37 28 22 18 18 28 26 20 71 21 32 23 33 8
internal_value=0.000626635 0.000974699 0.000404989 0.020357 -0.0022722 0.0339549 -0.000435291 -0.0298458 -0.0102217 0.0143223 0.000322532 -0.0264516 0.00114511 0.00042084 -0.0206666 -0.0335041 -0.0127782 0.00173163 0.0113656 -0.00156055 -0.0504901 0.018616 -0.0010646 -0.0358466 -0.0256837 0.0341001 0.0570658 0.00603476 0.0321564 -0.00854728
internal_weight=133.745 131.192 129.15 5.21936 3.23137 1.32618 123.931 3.11313 2.61777 2.08508 120.818 3.60124 117.217 115.673 6.7694 5.60899 3.97299 108.903 22.4235 14.2955 4.17378 10.1217 6.65304 3.55551 3.17583 8.12798 4.47011 3.65787 2.60975 1.31304
internal_count=2900 2841 2801 118 92 50 2683 132 112 54 2551 81 2470 2445 125 94 61 2320 348 203 107 96 68 46 89 145 53 92 69 41
is_linear=0
shrinkage=0.0980392


Tree=773
num_leaves=31
num_cat=0
split_feature=0 1 3 2 1 1 1 3 0 2 3 2 1 1 0 0 0 0 2 2 2 1 1 0 3 3 0 3 3 0
split_gain=0.245871 0.887296 0.888271 1.61407 1.10117 0.761694 0.575368 0.544293 1.21021 1.06466 1.02547 0.665761 0.912912 0.905735 1.19111 0.789015 0.690726 0.673233 0.841621 1.22347 0.97646 1.03757 0.658298 0.914915 0.615062 0.879962 0.612008 0.574182 0.52994 0.459677
threshold=93.972365491700018 71.787208999250012 0.089580000000000021 -0.048664999999999993 71.225321249950014 72.187789260650007 70.865067860500019 -0.21013499999999999 96.588235252600015 -0.15895000000000001 -0.22831499999999999 -0.13978499999999996 75.28220456885002 75.551050381850018 97.900202820250016 97.900202820250016 110.99299391555002 99.20948192980002 -0.094344999999999998 -0.08459499999999999 -0.079074999999999993 77.52437864960001 81.524804347700012 106.56510337475001 0.082620000000000013 0.089785000000000018 101.06989495610001 0.079095000000000013 0.092290000000000025 102.65877371115
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 -2 6 -3 28 9 -9 -7 -11 12 -10 -14 -15 24 -16 -17 27 29 -21 -22 26 -24 -13 -26 -23 -19 -4 -20
right_child=1 5 4 -5 -6 7 -8 8 11 10 -12 15 13 14 16 17 -18 18 19 20 21 22 23 -25 25 -27 -28 -29 -30 -31
leaf_value=0.00013251575785761904 -0.0015992658330563777 0.0014501674791926225 0.00091294078987909269 0.00030103191177142447 -0.0015060449309362096 0.0015634481826834823 0.0013368336460664546 -0.0015998326375525006 -0.0024046515846969144 -0.0012113027697696025 0.0014781974426083342 -7.8064716651610346e-05 0.0010548215990412084 -0.0027363985180774231 -3.6021174629380339e-05 -0.00098771459345014492 -0.0021565104571782674 0.00072734598855893687 0.0018562670933641432 -0.0016272937334806956 -0.0021691525717807223 -0.00025241196636838507 -0.0021199016819732725 0.00033666306131114964 0.0019286247131050653 0.00034191080374379039 0.0010061972238135388 -0.0021768365671491251 -0.0007587137662001817 0.00053042961214796276
leaf_weight=112.24320191643346 4.7882400518283248 1.5687887495150779 1.2885057562962177 2.6804453553631884 1.3192328235600141 2.5236700278910575 1.9558038376271722 1.7730905085045368 0.77681198564822906 1.5459526554404877 0.8418726980817145 2.3947670236229994 1.8134407436009485 0.80848701647482624 6.5685858542565256 2.2974740862846401 0.64894881402142335 0.36243964488312552 2.0361455054953685 1.3401041652959946 0.69069674459751951 2.1252537220716459 0.9040131433430364 1.6409013816792137 2.6256571430712938 2.7524303440004587 4.9333924913662486 0.94199159804429655 1.6794240315502973 1.9860155739170293
leaf_count=1379 118 17 13 38 43 50 13 67 23 90 19 22 17 18 229 37 114 7 11 44 33 26 61 164 17 28 54 64 38 46
internal_value=7.84664e-05 -2.33019e-05 -0.000460986 -0.000917266 8.48776e-05 0.000107444 0.000511139 5.99292e-05 -1.67596e-05 0.000675449 -0.000263069 5.77985e-05 -0.000358273 -0.000196714 -0.000479492 0.000221206 -0.00022668 8.38326e-06 0.000143311 0.000269385 -5.28977e-05 0.000152057 0.000319 -0.000535966 0.000748508 0.00111657 0.000627249 -0.0013699 -3.29767e-05 0.00120161
internal_weight=171.856 59.6126 13.7117 7.46869 6.24297 45.9009 4.92373 44.3321 39.4206 4.9115 2.38783 37.6476 10.6163 9.83946 8.02602 27.0313 7.21753 19.2584 16.961 15.6565 11.6344 10.2943 9.60356 2.54491 7.77285 5.37809 7.05865 1.30443 2.96793 4.02216
internal_count=2900 1521 263 156 107 1258 64 1241 1082 159 109 1015 401 378 361 614 343 547 510 439 382 338 305 225 67 45 80 71 51 57
is_linear=0
shrinkage=0.00196078


Tree=774
num_leaves=31
num_cat=0
split_feature=1 0 1 2 2 2 2 1 1 0 4 4 1 0 3 1 0 4 3 2 1 2 0 0 3 3 1 0 3 0
split_gain=0.0817888 0.18336 0.213964 0.120225 0.169258 0.100485 0.156584 0.338069 0.776999 0.601906 0.563694 0.504855 0.286387 0.238698 0.360194 0.180995 0.536638 0.922875 0.71575 0.753163 0.478775 0.521688 0.603713 0.358197 0.32276 0.244226 0.430155 0.251392 0.232438 0.231433
threshold=89.786436182600013 110.50907145210002 90.988176966900014 -0.088099999999999998 -0.087910000000000002 0.68694500000000025 0.15675000000000003 60.474177186300004 61.82916008405001 88.232507383150008 41.169697216150006 38.175120519550006 67.980352286500008 95.502098167950024 0.10133000000000002 80.677940036650014 100.24991522630002 42.297164883650005 0.09117500000000002 -0.081844999999999987 81.524804347700012 -0.15895000000000001 104.86330937810001 110.99299391555002 0.094275000000000025 0.072890000000000024 82.844837289750004 108.95245419455001 -0.087385000000000004 99.642323688800005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 -3 -4 -5 6 15 -8 -9 -10 11 12 -11 -14 -15 16 29 18 19 -18 -17 24 28 25 -22 -24 -27 -28 -23 -1
right_child=1 2 3 4 -6 -7 7 8 9 10 -12 -13 13 14 -16 20 17 -19 -20 -21 21 22 23 -25 -26 26 27 -29 -30 -31
leaf_value=0.0014051551027357339 -0.098568162676481455 0.052166321059311523 -0.10179708398200758 0.099577195957420775 -0.048825524753125828 0.026560314966881889 -0.1025770924503776 0.085935143665024721 -0.075436406618804866 0.066453128312006671 0.053775288241313501 -0.045432396090657606 0.024950926307014246 -0.11842458752544187 0.030241197116331893 0.053800223815791179 -0.025108557970108501 -0.089804537483568661 -0.06024391846317572 0.084823741243155976 0.058433049563276433 -0.016256341035464188 0.088710325691262804 -0.065636761782585373 -0.024720182553133119 0.06943669575216295 -0.10124785892992316 0.0343804663653582 -0.10421365332339888 0.038516560200763938
leaf_weight=107.67548727434041 0.24516712652075401 0.36545934938965274 0.20136865743836552 0.096885919570922852 0.26575339762212025 1.3894247555726895 0.36386229377239843 0.7421639757230859 1.3447944561485199 0.70503357611596618 1.2295621421071699 2.8487661966064479 0.84528436511754967 0.34655661614306155 0.26622059382498264 2.185311915818601 1.1574826942523944 1.6219834334333425 1.2725669773353727 1.1455978163867251 1.6356990462882097 0.41044602417969145 0.47401277057360847 0.45637736344451685 0.58564351674795023 0.50897042694850803 0.35564476161380298 0.19574654984171502 0.85734085307922236 1.5751333680673258
leaf_count=1765 77 28 142 1 122 36 17 10 30 10 29 76 8 39 6 30 37 83 39 12 58 10 9 37 25 13 42 15 53 41
internal_value=0.000623791 -0.024627 -0.00512336 -0.0422453 -0.00917694 0.000848159 0.000575043 -0.0118895 -0.0079274 -0.01711 -0.00454286 -0.0188501 0.0161585 -0.00816109 -0.0538369 0.00146229 0.000504636 -0.0296702 -0.00239208 0.0295739 0.0157609 0.000591291 -0.0238946 0.00912093 0.0365102 0.0313565 0.00571768 -0.0530992 -0.0757375 0.00194021
internal_weight=133.37 1.17463 0.929467 0.564008 0.362639 132.195 130.806 8.69224 8.32838 7.58622 6.24142 5.01186 2.1631 1.45806 0.612777 122.113 114.448 5.19763 3.57565 2.30308 7.66519 5.47988 3.25854 1.99075 2.22134 1.53437 1.06036 0.551391 1.26779 109.251
internal_count=2900 370 293 265 123 2530 2494 225 208 198 168 139 63 53 45 2269 1977 171 88 49 292 262 179 116 83 79 70 57 63 1806
is_linear=0
shrinkage=0.0961169


Tree=775
num_leaves=31
num_cat=0
split_feature=0 0 4 4 2 0 2 2 0 2 2 0 1 2 2 1 0 4 1 4 0 4 4 0 4 4 2 0 1 0
split_gain=0.279893 0.548508 0.397896 0.60706 0.38026 1.59244 1.1645 0.810295 0.613698 0.541656 0.540881 0.782252 0.530088 0.423564 0.40834 0.326714 0.462414 0.633348 0.307507 0.681136 1.22135 0.823014 0.722644 0.822385 0.781841 1.15598 1.64708 1.63075 0.967547 0.962217
threshold=85.716110573100011 85.807518149550006 48.680511450650009 45.027406014450008 -0.093604999999999994 85.328972602300013 -0.10965999999999999 -0.082885 75.994645973400011 -0.22386500000000001 -0.075174999999999992 83.992808911450012 61.923256118600001 -0.16297999999999999 -0.22089 57.960468834350003 78.626646483100004 44.921040431000009 69.873026810350026 40.621691032550004 86.001087134900004 40.305698932850007 40.922041107600009 86.232294534150014 44.015822920550008 42.428475018400007 -0.067574999999999996 87.181320254150009 62.079186690200011 90.337570099350003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 4 5 6 8 12 13 -10 -9 15 -6 14 -1 16 17 -12 19 21 -21 -3 -22 -24 25 26 27 -25 -27 -30
right_child=1 18 -4 -5 7 -7 -8 10 9 -11 11 -13 -14 -15 -16 -17 -18 -19 -20 20 22 -23 23 24 -26 28 -28 -29 29 -31
leaf_value=-0.0011487054551066944 0.00066773779037270875 0.00028898761827736322 0.0004667459058820912 -0.001479497438011172 0.0015415424043821722 -0.0023637289029043154 -0.0020335940615609778 -0.0019414921861060626 -4.9741916372584595e-05 0.0013961251344539898 -0.0021347990703382922 0.00038573287441818452 0.00018148584602096748 -0.0020932833574609203 0.0019091461680774365 -0.0017312184034463845 0.0020601226026833669 0.0021040830651360711 -1.8780998310530057e-05 -0.0013594200536469871 -0.001052110473693647 0.0013625620275066355 0.00087293291720940346 -0.0015579998402981883 -0.00088618199051881789 0.0014779115272196865 0.00057479163819911753 8.2631908973542826e-05 -0.00016732615535582429 0.0010573044152558963
leaf_weight=0.38720349043433033 6.5061665065586558 26.106682393467057 3.7893598284572354 1.3828092166513659 1.8491379506886065 1.3982730780262498 0.96013847179711476 0.72110392863397166 1.9395910362072757 2.0479676062532235 0.51971840897021016 3.8750729957682779 2.7260380618972704 0.58720410661771927 0.29644283652305603 1.2590673871018223 0.25336269289255142 0.18332035839557648 60.13444327802199 2.356582964945118 2.0103825508849686 3.0680125635117284 5.2690388797782353 4.7299548946320957 3.1763991074403739 3.2646669284440568 5.886686464189558 4.5893559195101261 7.0616984916850907 3.7909657210111618
leaf_count=83 41 224 36 41 11 33 17 17 56 22 80 55 43 24 2 57 2 1 1594 48 19 30 48 38 74 20 59 33 56 36
internal_value=7.7897e-05 0.000112003 -0.000116715 -0.000225167 -0.000133895 -0.000473025 -4.789e-05 9.29541e-05 0.000314682 0.00069284 -0.000335721 -0.000145602 0.000731177 -0.000871869 0.000177241 -0.00107496 -0.000211015 -0.00102949 8.44952e-05 0.000171586 1.21271e-05 0.000401885 9.33798e-05 0.000154353 3.78525e-05 0.000137947 -0.000237171 -0.00075006 0.000541992 0.000260452
internal_weight=162.127 137.951 24.1758 20.3865 19.0036 7.61682 6.21855 11.3868 5.25841 3.98756 6.81165 6.09054 4.57518 1.27085 0.683646 2.21547 0.956401 0.703039 131.445 71.3104 42.1357 29.1747 39.7791 37.7688 32.4997 29.3233 15.206 9.31931 14.1173 10.8527
internal_count=2900 2320 580 544 503 237 204 266 187 78 212 195 54 109 85 140 83 81 2279 685 431 254 383 364 316 242 130 71 112 92
is_linear=0
shrinkage=0.00196078


Tree=776
num_leaves=31
num_cat=0
split_feature=0 3 1 3 2 1 1 1 2 3 3 3 3 0 3 2 3 0 4 1 4 0 2 2 2 2 2 4 1 0
split_gain=0.447911 0.947907 0.832239 1.41018 1.35982 0.977283 0.805257 0.675215 0.669081 0.581417 0.698598 1.22513 0.953472 1.32994 0.860626 1.2414 0.855199 0.705817 0.684527 0.937598 0.852199 0.746104 0.581768 0.832584 1.02426 1.02689 0.739596 0.671021 0.540067 0.536871
threshold=93.972365491700018 0.25847000000000003 71.787208999250012 0.089580000000000021 -0.048664999999999993 71.225321249950014 72.187789260650007 70.865067860500019 -0.10001 0.11906000000000001 0.09117500000000002 0.087265000000000023 0.088670000000000013 102.11570516885001 -0.21013499999999999 -0.15895000000000001 -0.22831499999999999 95.502098167950024 38.386256906100009 78.677727187550019 40.380906245900007 102.84427732220001 -0.088944999999999996 -0.08459499999999999 -0.053019999999999991 -0.040019999999999993 -0.09715 41.590548329450009 71.52105164435001 85.716110573100011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=29 2 3 4 28 7 -4 8 -5 10 11 14 -13 -14 15 -8 -17 -16 -12 20 -20 -21 26 -24 27 -26 -19 -25 -2 -1
right_child=1 -3 6 5 -6 -7 9 -9 -10 -11 18 12 13 -15 17 16 -18 22 19 21 -22 -23 23 24 25 -27 -28 -29 -30 -31
leaf_value=-7.7833936006581851e-05 -0.0019654167957718631 -0.0022065657584567091 0.0015227435921084675 0.00088290895760582489 0.00017861739755486127 -0.0012993416919583215 0.0016505993758640532 0.0015409772549219501 -0.0010432276288381464 0.0011140916570946294 0.00045980799936899366 0.0015360570512179127 -0.0015584775670343079 0.0011893988164690269 -0.0021423671909826525 -0.0012041008104985598 0.0013579096139000068 -0.0003927288994193958 -0.002418632820122852 0.0004975051063675919 -0.00066520298710154118 -0.00147695324979766 0.0013448764377919317 -0.0027111157935300286 0.0021199228787701528 -0.00010811576098654525 -0.0025874608236096199 -0.00044562256621834078 -0.00047326302035823986 0.00024648436943291356
leaf_weight=25.401646531063307 3.7521031659562141 0.76635653197354159 1.5224008517106984 1.6038463525474069 2.49304425367154 1.2180369924753902 2.4744630756031256 1.9914859440177677 1.2214004630222919 1.9569100961934953 2.864524582937519 3.9570648787412201 1.165569313336164 1.6160694366826645 0.73110736174568103 1.517399249787559 0.7477649746761007 5.9343963561695983 1.5547884497791509 3.2154841837473214 3.387528560589999 0.95414356251421839 1.8093951604096217 0.78587781126043443 1.0058204254892187 3.8000326857318196 0.65553412615554485 1.3947539427608715 1.2410142980515955 86.277123630061396
leaf_count=580 105 36 17 15 38 40 50 13 33 35 117 51 13 49 46 90 19 282 31 39 49 76 22 27 9 163 15 28 13 799
internal_value=0.000100391 -4.04809e-05 -1.11378e-05 -0.000435505 -0.00100405 0.000269777 0.000122142 0.000666569 5.02086e-05 7.07974e-05 1.92041e-05 0.000190836 0.000917671 3.79767e-05 -4.40027e-05 0.000690485 -0.000358342 -0.000259999 -0.000376257 -0.000639091 -0.00121681 4.56862e-05 -0.000170552 0.000159471 -0.000147531 0.000358192 -0.00061105 -0.00126208 -0.00159455 0.000172717
internal_weight=169.017 57.3383 56.572 13.5209 7.48616 6.03477 43.051 4.81673 2.82525 41.5286 39.5717 27.5952 6.7387 2.78164 20.8565 4.73963 2.26516 16.1169 11.9765 9.11194 4.94232 4.16963 15.3858 8.79588 6.98648 4.80585 6.58993 2.18063 4.99312 111.679
internal_count=2900 1521 1485 257 156 101 1228 61 48 1211 1176 864 113 62 751 159 109 592 312 195 80 115 546 249 227 172 297 55 118 1379
is_linear=0
shrinkage=0.00196078


Tree=777
num_leaves=31
num_cat=0
split_feature=0 0 1 2 1 0 0 3 1 4 3 3 3 3 0 3 0 3 0 3 3 4 0 4 4 0 0 2 4 4
split_gain=0.0846375 0.341666 0.255876 0.433507 0.386486 1.1184 0.300041 0.397023 0.242254 0.221146 0.308276 0.573639 0.485634 0.305724 0.452002 0.194619 0.532703 0.530834 0.484017 0.464986 0.689901 0.176717 0.94494 0.855198 0.645728 0.621464 0.479811 0.735078 0.524222 0.947837
threshold=85.716110573100011 85.807518149550006 61.993156030000002 -0.01762 61.960894532450006 85.656964494200011 83.680947768350009 0.10332500000000001 62.025417527550012 35.131296350900008 0.10236000000000002 0.10045500000000003 0.096085000000000018 0.10332500000000001 83.680947768350009 0.070195000000000021 78.029808778150013 0.083905000000000021 71.249517373150013 -0.23472499999999999 -0.15684499999999998 40.621691032550004 86.001087134900004 40.305698932850007 40.823855932350007 95.002044955650021 86.232294534150014 -0.082885 41.24714903835001 41.902916368500009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 8 4 6 5 9 -4 -8 -2 13 11 12 15 14 -1 16 18 -17 19 -11 -21 23 -23 -3 -24 -25 27 -26 -28 -30
right_child=1 21 3 -5 -6 -7 7 -9 -10 10 -12 -13 -14 -15 -16 17 -18 -19 -20 20 -22 22 24 25 26 -27 28 -29 29 -31
leaf_value=-0.09979138166842777 0.0070413734822053322 0.00045451015891969748 -0.0046879919420309852 0.045818792434475161 0.042571513201780167 -0.11693424914050797 -0.10174766559281449 0.00082201215915608393 0.045901106300861444 -0.11104572062622677 -0.038567995448789749 0.074476332280033392 -0.080354921511572572 0.097229017688027081 0.097451339243564347 0.05717772453488687 -0.071785547898671573 -0.011654374336632316 0.03036472816169504 0.08344501912626559 -0.10088965056483806 -0.066484605101161109 -0.044304399075641085 0.06698587924806429 0.071282178534080878 -0.0032513125952897902 0.023931902193031242 -0.0038708109434624602 -0.030300292942037114 0.0023335015657410894
leaf_weight=0.23403390243765976 3.2753023728728285 40.130114120988196 0.96767917522083813 0.55364786011341394 1.6704090407583851 0.75491922546643841 1.1234012524510033 0.47755167030845758 2.520976684987545 0.50831730025310595 1.7771172816865135 0.93105483707040626 0.67038697469979602 0.4822307862341404 0.18449437618255615 1.7469784925924612 0.98541232015122648 2.3109728059862391 2.4647281147917965 0.42917859437874928 0.31088849533626295 1.9987938313570328 2.8711914650411918 3.1662241509184232 2.1290757502429187 1.7297169687926723 6.5763196814382345 2.5278057698160401 9.971024167713038 38.106764421824664
leaf_count=44 24 891 53 30 19 12 63 15 17 50 27 8 11 7 2 21 28 60 65 16 49 48 48 34 18 37 89 31 157 926
internal_value=0.000694765 0.00164823 -0.00520577 -0.0298115 -0.000236795 -0.00542198 -0.046113 -0.0711519 0.0239426 0.00103584 -0.00230807 0.00391308 -0.00305618 0.046085 -0.0128434 0.00286173 -0.010194 0.0179784 0.00615164 -0.0416531 0.00600943 0.000464935 -0.00271005 0.00499062 -0.000660074 0.0421714 0.00145271 0.0304883 -0.00102131 -0.00443454
internal_weight=133.587 115.003 18.5834 3.12228 15.4611 13.7907 2.56863 1.60095 5.79628 13.0358 12.135 10.3579 9.42686 0.900759 0.418528 8.75648 4.69852 4.05795 3.71311 1.24838 0.740067 109.207 64.181 45.0261 62.1822 4.89594 59.311 4.65688 54.6541 48.0778
internal_count=2900 2320 580 161 419 400 131 78 41 388 335 308 300 53 46 289 208 81 180 115 65 2279 1317 962 1269 71 1221 49 1172 1083
is_linear=0
shrinkage=0.0942322


Tree=778
num_leaves=31
num_cat=0
split_feature=1 2 4 4 1 2 2 4 3 2 4 3 3 3 4 4 2 0 3 0 2 3 0 1 2 1 1 4 0 4
split_gain=0.144216 0.285246 0.0932677 0.598052 0.531292 0.444015 0.508737 0.52643 0.32831 0.301848 0.29008 0.23408 0.508679 0.187878 0.46258 0.444546 0.231052 1.02395 0.380863 0.367946 0.361517 0.191363 0.185499 0.640223 0.258004 0.253663 0.55288 1.12252 0.225238 0.755632
threshold=55.583871847050013 0.11529000000000002 44.527357125550004 44.758188263300006 83.715897724050009 -0.61225999999999992 -0.23871499999999998 49.49736495185001 -0.22253999999999999 0.20981000000000005 44.086690780350004 -0.52484999999999993 -0.25445999999999996 0.08708500000000001 45.90502654165001 47.001379125850008 -0.15895000000000001 105.70748523110002 -1.0000000180025095e-35 110.99299391555002 -0.088099999999999998 -0.22588499999999997 103.44649194340002 82.204984254750016 -0.0086649999999999991 80.288113607700012 81.188747081400024 39.468990633150007 98.851916998450022 42.297164883650005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 -4 10 -5 7 -7 -6 -10 22 -8 -13 14 -14 -16 18 -18 21 -19 -21 -17 25 24 -24 28 -27 -28 -2 -30
right_child=2 -3 3 5 8 6 11 -9 9 -11 -12 12 13 -15 15 16 17 19 -20 20 -22 -23 23 -25 -26 26 27 -29 29 -31
leaf_value=-0.10049919959278165 0.0023621416575446141 0.076015405530689334 -0.090168548247547817 0.081873512842162183 0.022693831687805529 -0.10646723217084877 0.050956426069976427 0.061187619653431162 -0.10037907490967457 0.010601253319301059 0.037505266687997391 -0.10832941847201882 0.05338535119763442 -0.031343150572495128 -0.083979885194260945 0.017164953839719416 -0.10464189724307506 0.061984663854827649 0.048123083245733327 -0.10684496185146256 0.033083147284513746 -0.034680437192846844 -0.1097283687573451 0.054894193423446959 -0.012516412975813684 0.055726979340822033 0.049159688598207296 -0.075459926547917874 -0.00067432607800024282 -0.089511059356971873
leaf_weight=0.32384128913872601 101.38896697574091 0.11447592731565237 0.74818127867183548 0.56043550407048215 0.41746875622993695 0.80557280615903326 0.78076809784397205 0.22035300418065162 1.0027958076833541 0.29243548344265957 2.1460939187672912 0.41171350772492132 1.5575818209472361 1.4725327139822191 0.59333641322155006 1.346025565639138 0.87669245933648854 0.96879236190579809 1.9206259021739178 0.31016195948905079 0.37902196113282116 1.2861905420431869 0.67355798569042225 0.54027991087059479 0.40321307395788508 2.4893781589344135 1.479396726441337 1.217147745483089 4.8336994593555564 1.0826820444781331
leaf_count=113 1444 2 29 8 56 84 11 9 319 41 36 15 34 43 30 13 102 29 43 18 38 30 36 30 26 23 36 34 134 34
internal_value=0.000643248 -0.0543986 0.000825736 -0.00652274 0.00171266 -0.00188352 -0.00551404 -0.0704576 -0.0514308 -0.0753221 0.00249559 8.32651e-05 -0.00348783 0.000542124 0.00562439 -0.00406095 0.00262952 -0.0206293 0.0155782 0.0237942 -0.0298904 -0.00816847 0.00183714 -0.0304857 -0.0733259 0.00230178 0.0230637 -0.00709026 0.00129838 -0.0169312
internal_weight=132.643 0.438317 132.205 14.238 117.967 13.4898 12.9294 1.02593 1.7127 1.29523 116.254 11.9034 11.1227 10.711 9.23843 7.68085 7.08751 2.53467 4.55284 1.65798 0.689184 2.63222 114.108 1.61705 1.07677 112.491 5.18592 2.69654 107.305 5.91638
internal_count=2900 115 2785 536 2249 507 499 93 416 360 1833 406 395 380 337 303 273 187 86 85 56 43 1797 92 62 1705 93 70 1612 168
is_linear=0
shrinkage=0.0961169


Tree=779
num_leaves=31
num_cat=0
split_feature=1 3 3 0 0 4 3 0 3 3 0 1 1 4 0 2 0 1 4 4 0 3 2 0 3 3 3 1 4 4
split_gain=0.350491 0.965661 0.73956 0.604577 0.782955 0.551662 0.648009 0.545581 1.25351 2.14146 0.58686 0.379491 1.7897 1.67923 0.837874 0.763724 0.704308 0.587427 1.02281 0.822156 0.377632 0.658354 1.0757 0.782854 0.655944 0.65108 0.568891 0.456128 0.781011 0.860333
threshold=69.873026810350026 0.25847000000000003 0.21240500000000004 87.181320254150009 86.866770652900016 44.157169339850007 0.080515000000000017 95.429509798400019 0.090390000000000012 -0.089509999999999992 93.867515624600017 66.697957758300021 68.214248143850014 37.797539186950011 90.337570099350003 -0.10098 90.837623311600012 64.654729579150015 36.82350895510001 41.468518788800004 97.835679825150024 0.076080000000000023 -0.083330000000000001 97.32487278035002 -0.094899999999999998 0.085495000000000029 0.085495000000000029 78.220689305400015 39.995120105550008 42.072181850200003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 7 4 -1 11 -7 8 9 -2 -10 14 13 -13 17 -14 -16 19 -19 -5 21 24 23 25 -9 -23 -24 28 -22 -30
right_child=1 -3 -4 5 -6 6 -8 20 10 -11 -12 12 15 -15 16 -17 -18 18 -20 -21 27 22 26 -25 -26 -27 -28 -29 29 -31
leaf_value=0.00010175439510876868 0.00029061860904068261 -0.0021825493957155174 0.0017144324985732067 0.0012179697119813393 -0.001013355888036303 -0.0021264121653815139 0.00010402491475389793 0.00039458339902196895 -0.00086253806612747853 -0.0020122036819851833 0.00053693553235970536 0.00085067668240731834 0.0013361536931017193 -0.0020225751515343736 0.0017145810964084907 8.0051490653145496e-05 0.0003327160178448224 0.00071257846800761016 -0.00094880147793050006 0.00021251754800173805 -0.0016603068168944441 0.00025257895724463446 0.0019584295854395977 0.00071687855728429814 -0.0013630722128478131 -0.001343069201423094 0.0006576556365842849 9.9337734304355617e-05 0.00038635253004426289 -0.0014316628485318377
leaf_weight=57.064247600166709 2.7826626736787148 0.77940503537615669 0.96764338767752534 4.9790069032460513 2.5280578657984725 0.69860778085421715 1.7686456316150723 1.6874553575180473 1.4812346700055057 3.5121256549391529 5.1835515429265797 1.1900201383978113 3.4892213959246874 2.2809969880618155 3.7976636141538611 3.9880579840391874 2.2630846742540598 2.6992102060466996 3.0172180868685246 8.4048259388655406 1.6589248118616549 1.9524535886012029 2.2363603869453046 3.5747861652635038 1.581260881852361 1.9803441194817422 3.063325118040666 19.590739468076208 3.6696212226524949 1.3760260298149658
leaf_count=883 58 38 15 47 24 38 29 23 31 151 73 11 23 47 36 34 23 23 25 58 81 18 17 35 24 32 35 858 38 72
internal_value=0.000107213 -1.49702e-05 1.50381e-05 0.000178253 5.44486e-05 0.000369503 -0.000527528 -1.46814e-05 -0.000366741 -0.000994222 0.000225905 0.000430795 0.000126067 -0.0010375 0.000563391 0.000666203 0.00119859 0.000361833 -0.000164323 0.000586562 9.29986e-05 0.000329742 0.000530204 5.27596e-05 -0.000455693 -0.000550903 0.00120656 -5.17378e-05 -0.00049318 -0.000109448
internal_weight=155.247 57.0779 56.2985 98.1689 59.5923 38.5766 2.46725 55.3309 12.9596 6.29479 6.66479 36.1093 10.9483 3.47102 25.161 7.47728 6.06075 19.1003 5.71643 13.3838 42.3713 16.076 12.8073 7.50758 3.26872 3.9328 5.29969 26.2953 6.70457 5.04565
internal_count=2900 1599 1561 1301 907 394 67 1546 313 209 104 327 115 58 212 57 59 153 48 105 1233 184 137 85 47 50 52 1049 191 110
is_linear=0
shrinkage=0.00196078


Tree=780
num_leaves=31
num_cat=0
split_feature=0 3 1 3 2 1 3 2 1 4 0 4 3 3 4 2 2 0 4 0 1 1 0 1 0 0 0 4 3 4
split_gain=0.400652 0.955802 0.943706 1.3543 1.5471 0.747656 0.686384 0.653216 1.58443 0.555485 0.659094 0.823863 0.900546 0.812681 0.669657 0.580008 1.08155 0.6988 0.633372 0.565673 0.539206 0.602268 0.538713 1.16752 0.932515 0.911356 0.702546 0.641355 0.612812 0.824104
threshold=93.972365491700018 0.25847000000000003 71.787208999250012 0.089580000000000021 -0.048664999999999993 72.187789260650007 0.21240500000000004 -0.12350999999999999 70.96454081135002 40.823855932350007 100.13162306855001 44.269496632500008 0.088990000000000027 0.087265000000000023 45.90502654165001 -0.088944999999999996 -0.156745 101.47316367565001 40.922041107600009 96.588235252600015 71.52105164435001 68.579878449600017 97.152811460000024 76.919475570250015 97.671683879200017 99.983757871350008 100.53758024625002 40.036761086100007 0.074640000000000026 38.386256906100009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 4 20 -4 9 -5 -9 19 11 12 13 -11 -13 16 -12 -17 -19 -7 21 -2 -21 27 -25 -26 -27 28 -24 -30
right_child=1 -3 5 7 -6 6 -8 8 -10 10 15 14 -14 -15 -16 17 -18 18 -20 22 -22 -23 23 24 25 26 -28 -29 29 -31
leaf_value=0.00016912146577408163 -0.00033648523273284371 -0.0022124913421828589 0.001507872401587359 0.0011363895619011773 0.0002809851752674345 -0.0022235688879414873 0.0017087073879419013 0.00056156484767024614 -0.0022797765697046167 0.00064510194320569608 -3.9205356098240659e-05 0.00041837775978853037 -0.00010234136356074447 0.0021219736238361486 -0.002137323660350346 -0.0010328386829221818 -0.0021079440691402665 0.0021301278577599905 0.00030669660874096217 0.00060908398058035949 -0.00046322156665048987 -0.0023490252537231456 0.00076654105691122143 0.0019330757676082582 -0.0018341153948611647 0.0013770479853136037 -0.00021528728393811582 -0.0026965781214807723 6.1674355802969601e-07 -0.0026085252562799265
leaf_weight=105.62770390391961 0.69741676817648146 0.76536952175956585 1.4786002992186684 2.0545295337215066 2.3923961236141604 0.53222347237169643 0.9804002308374028 2.6717152335913856 1.0515184772666542 3.2562243409047387 3.8548836226509517 0.93350043229292967 2.5523264072835445 2.5576965883374214 0.68227122712414712 1.3185691616963628 1.2990346986844099 0.83110759081318963 6.1657108206563862 2.8056248938664785 1.1622693492099641 3.1712112048408017 0.70085649593966071 0.89409523084759612 1.1022397065535168 1.3125340382102875 5.6550935865780048 0.93096893606707443 0.87736544577637665 0.9912608228623867
leaf_count=1379 12 36 17 19 38 13 15 41 41 38 167 20 36 15 55 28 90 5 182 23 13 93 14 5 32 17 397 15 25 19
internal_value=9.81728e-05 -3.64227e-05 -6.0933e-06 -0.00046301 -0.00101708 0.00013851 8.81861e-05 0.000248861 -0.000240889 4.77119e-05 0.000239183 0.000621024 0.00086858 0.00129482 -0.000660786 -4.37978e-05 -0.000560627 0.000276535 0.00052329 -0.00023644 -0.00163436 -0.00198621 -0.00016718 -0.00034191 3.3096e-05 -0.000177411 8.46705e-05 -0.00130223 -0.000797029 -0.00138347
internal_weight=161.307 55.679 54.9136 13.2011 7.42329 41.7126 40.234 5.77776 3.72323 39.2536 23.4513 9.98202 8.36625 5.81392 1.61577 13.4693 5.15392 8.31539 6.99682 15.8023 5.0309 3.86863 15.27 12.4644 8.96396 8.06987 6.96763 3.50045 2.56948 1.86863
internal_count=2900 1521 1485 257 156 1228 1211 101 82 1196 636 164 89 53 75 472 257 215 187 560 118 105 547 524 451 446 414 73 58 44
is_linear=0
shrinkage=0.00196078


Tree=781
num_leaves=31
num_cat=0
split_feature=1 0 4 0 1 0 4 3 4 4 1 3 3 0 2 2 1 3 1 1 0 4 3 3 4 1 1 2 1 0
split_gain=0.362364 1.00822 0.89701 0.955501 0.425684 0.425396 0.604564 0.767292 0.462848 0.575876 0.486635 0.539797 0.894729 0.458905 0.393724 1.29292 0.672322 0.779955 1.83829 1.34549 0.761133 1.32152 1.03298 0.907881 0.737928 0.579765 1.12574 0.517881 0.745922 0.943121
threshold=70.182199495350019 94.550383989750017 40.305698932850007 94.157869102700019 71.787208999250012 87.181320254150009 44.157169339850007 0.080515000000000017 43.124157941850008 42.674081447500008 64.654729579150015 0.084365000000000009 0.093295000000000031 86.866770652900016 -0.053019999999999991 -0.069554999999999992 75.28220456885002 0.090390000000000012 71.52105164435001 72.026481772850005 100.24991522630002 40.878805547300004 0.092290000000000025 0.087265000000000023 42.34047585750001 72.496961945650014 74.986474174450009 -0.040019999999999993 81.524804347700012 107.15656416340002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 -2 4 -4 13 8 -8 9 10 11 -7 -13 -1 15 16 17 18 -3 -19 21 22 -18 -23 -20 -16 -27 -28 -29 -30
right_child=1 14 3 -5 -6 6 7 -9 -10 -11 -12 12 -14 -15 25 -17 20 19 24 -21 -22 23 -24 -25 -26 26 27 28 29 -31
leaf_value=0.00010731307305133207 -0.0023399565798565562 -0.0023265197518594839 0.0015148427416720837 -0.0021455550339682986 -0.00086196240187592953 0.0014513919300710712 -0.0021567588322877525 0.00012002366032120685 0.00099316282501465546 -0.00062419980322906646 0.00022086600893995995 -0.00027128857987884553 0.0010660396471895981 -0.00071333225219423089 0.0010606435015000292 -0.0016911075044092668 0.00045262585140235472 0.00084318083870738904 -0.0014163563396544028 -0.0013475608054044775 -0.00011239098291616977 8.6310794873386857e-05 -0.0016063912163177363 0.0015466005326878808 0.00043357251726606626 -0.0022166695057959261 0.0012259690218960641 0.00039277733826499986 -0.0021565153807299037 0.00029446480753006249
leaf_weight=60.591018217681267 1.2990721896640018 2.1200234927237016 0.87830639025196411 0.67149224267632224 0.43230163707630709 2.8664527079090458 0.8227924575330684 1.8455854407511649 4.2588009480386964 2.3713686112314454 24.198597694863565 3.5389957632869482 4.2133698165416718 2.7382140867412081 3.1402343726949757 1.7845980209094694 2.4289010445354529 3.6073466865345836 1.1480589544225948 1.5371369477361438 13.774106111566651 2.4473381265997887 1.5248737789806908 4.9426718764007092 2.9831914961105213 0.74637678451836009 1.8277495238289692 7.6128243715647823 1.1377812576392901 1.285630049278552
leaf_count=884 46 62 17 32 61 28 42 29 35 27 225 25 31 24 44 47 29 48 25 33 559 30 31 31 49 28 18 124 73 163
internal_value=0.000107638 -1.82428e-05 -0.00107359 -0.000243608 0.000730858 0.000174804 0.000322626 -0.000582021 0.000380867 0.000310747 0.000374425 0.000724363 0.000455542 7.18302e-05 4.58246e-05 -6.14981e-05 1.81488e-05 -0.000376864 -0.000842213 0.000188602 0.000197362 0.000573478 -0.000341486 0.001063 -8.05158e-05 0.000306784 0.000119058 0.000266002 9.11771e-05 -0.00085626
internal_weight=164.775 57.33 3.28117 1.9821 1.31061 107.445 44.116 2.66838 41.4476 37.1888 34.8174 10.6188 7.75237 63.3292 54.0488 38.2982 36.5136 11.3958 6.25127 5.14448 25.1179 11.3438 3.95377 7.39001 4.13125 15.7506 12.6104 11.864 10.0362 2.42341
internal_count=2900 1550 156 110 78 1350 442 71 371 336 309 84 56 908 1394 944 897 217 136 81 680 121 60 61 74 450 406 378 360 236
is_linear=0
shrinkage=0.00196078


Tree=782
num_leaves=31
num_cat=0
split_feature=4 2 1 4 2 3 4 3 0 1 4 0 4 4 3 1 1 0 2 4 4 4 1 0 1 1 2 2 3 1
split_gain=0.333828 0.547121 0.401772 0.308862 0.56845 0.508339 0.292871 0.502233 0.472899 0.830179 0.849662 0.842896 0.568086 0.464772 0.450895 0.617961 0.592535 1.68213 0.796645 0.715928 1.14274 1.64957 2.01082 1.44222 0.929186 0.859985 0.799303 1.35612 0.892621 0.816882
threshold=49.275256100300005 -0.15726999999999999 86.858705278550005 32.785955158400007 -0.10710499999999999 0.088500000000000023 48.680511450650009 -0.27223499999999995 81.917319234750025 57.960468834350003 41.919251152600005 71.144667506050013 44.921040431000009 40.742467179200005 -0.098985000000000004 61.998532946250002 70.182199495350019 94.614906984850009 -0.16030499999999998 42.599563320500003 41.840895355800008 41.621607100200002 71.090898343450007 96.249489528150022 75.465019721650009 72.953999827850012 -0.59511499999999995 -0.09715 0.085245000000000029 76.220476456350013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 -1 -6 7 -5 9 10 13 12 -12 -9 15 -10 -16 18 -18 20 21 22 -19 -24 -22 -25 -21 -28 -29 -30
right_child=1 -3 -4 6 5 -7 -8 8 14 -11 11 -13 -14 -15 16 -17 17 19 -20 26 24 -23 23 25 -26 -27 27 28 29 -31
leaf_value=-0.0022002559802566032 -0.00058521152606466403 -0.0016112752343630139 0.00075884850022842325 -0.00080403644761555231 0.0011195533161392815 -0.0013600718560939863 0.00056893862881173766 -0.00013749365926906613 -0.00066896039429148034 -0.0017144913439490895 -0.002024490213495191 -0.0023452198943043345 0.0020388586306819769 0.0016957781260595896 0.00018728409434598303 0.00056470847016511477 0.00045492961121875982 0.0016561586119462149 -0.0022426249854192318 0.0012382626872910144 -0.00036594244867079698 -0.0024519358471532695 -0.0017969852304596293 0.0012297167754052305 0.0012528710923530768 -0.00011055727447269478 -0.0019838360844332088 0.00053764916141693956 -0.002353569184940662 -0.00019474410037407725
leaf_weight=0.63314465062467196 2.1452430745121096 1.1373450298124215 1.421774401766015 2.3448348019010146 0.74754742897675786 0.5530067005638557 5.2146429724525651 1.0173680488951502 1.7445870224619309 1.4803442347038069 0.1986138373322317 0.87256798939779401 0.39609774749260396 1.1136823659180661 88.760130776659935 14.840583601049728 0.53759599852492135 2.6918244794942501 1.9391093272424758 0.92890647790045378 1.841414383612572 1.0554678830085311 1.8423119375947887 2.0142092294991043 5.249555172820692 21.356907300766579 2.2367796184098543 3.0972582325412068 1.0537696620449426 1.8692806579783789
leaf_count=86 51 132 36 128 43 39 56 25 20 82 57 27 6 17 827 242 20 18 93 17 32 29 49 15 75 472 67 57 27 55
internal_value=8.80781e-05 -0.000427069 -4.94838e-05 0.000102535 -0.000676574 6.51956e-05 0.000111627 9.67676e-05 0.000110125 -0.000478516 2.99606e-05 -0.00111831 0.000681836 0.00082057 0.000129656 0.000434939 9.25565e-05 -8.36595e-05 -0.00165709 2.48386e-06 0.000126997 -4.57417e-05 4.52684e-05 -0.000126713 0.00083249 4.9525e-06 -0.000486184 -0.000680181 -0.000195823 -0.000973008
internal_weight=172.336 4.70436 3.56702 167.632 1.9337 1.30055 165.698 160.483 158.138 5.07867 3.59833 1.46728 0.594712 2.13105 153.06 16.5852 136.475 47.7144 2.47671 45.2377 36.0517 28.9607 27.9053 25.2134 7.09097 23.3711 9.18599 8.25709 6.02031 2.92305
internal_count=2900 219 87 2681 168 82 2513 2457 2329 214 132 90 63 42 2115 262 1853 1026 113 913 690 583 554 536 107 487 223 206 139 82
is_linear=0
shrinkage=0.00196078


Tree=783
num_leaves=31
num_cat=0
split_feature=4 3 3 4 2 1 4 3 3 2 2 3 3 4 3 3 2 2 4 2 2 3 0 2 2 1 1 4 2 1
split_gain=0.0904571 0.351427 0.39407 0.312071 0.343076 0.664704 0.203699 0.266166 0.228031 0.249439 0.205607 0.20232 0.519483 0.490757 0.344431 0.425788 0.565854 0.344306 0.664457 0.549336 0.374154 0.605243 0.339405 0.308648 0.774655 0.459744 0.32623 0.2451 0.233137 0.222817
threshold=49.275256100300005 -0.25095999999999996 -0.24299499999999999 49.842240509300005 -0.23361999999999997 86.858705278550005 48.852845034800005 -1.0000000180025095e-35 -0.27223499999999995 -0.23280999999999999 -0.13324 -0.098985000000000004 -0.087385000000000004 38.052786106700005 -0.23472499999999999 -0.24637000000000001 -0.046474999999999995 -0.036264999999999999 38.703421923500009 0.010100000000000003 -0.21094499999999999 -0.22253999999999999 88.576630023850015 -0.18126999999999999 -0.079824999999999993 62.057679025150001 73.365333921800001 40.259171735100004 0.27148500000000009 83.715897724050009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 -2 -3 -4 -5 -6 8 -8 9 -1 -11 14 13 -13 15 23 -17 18 -16 -19 21 -20 -23 26 -25 -26 -10 -21 -29 -14
right_child=1 2 3 4 5 -7 7 -9 11 10 -12 12 29 -15 17 16 -18 19 20 27 -22 22 -24 24 25 -27 -28 28 -30 -31
leaf_value=-0.10608449397521352 -0.10891539775510382 0.10927790310181403 -0.10233165008781016 0.082119790248612559 -0.10592497016309407 0.02392668675708905 -0.0035778725035804522 0.053805441524876541 0.0018662072013035853 0.019897540287857625 -0.049878433377694285 0.0094892423757847923 0.0010766068327515367 -0.11879077445799782 -0.039702522179070596 -0.11231913665315718 0.017724623415915439 -0.090241047383805575 0.089694892479791552 0.069158823181967616 0.082194842106040972 0.031018467203735283 -0.075238505300967498 -0.082439072582024639 0.062584214908515165 -0.024098351276705204 0.082143018639252011 -0.047048562961722135 0.047485310556180611 -0.03423772355399185
leaf_weight=0.36017254977195978 0.34545845841057632 0.26651090383529741 0.34728996363628439 0.38098535971948999 0.57901939557632331 1.0963597706213475 1.5026907081482934 1.6086297284346063 1.0427446400281035 0.79106576941558149 0.83367848799389221 0.49390760073583695 108.65654169191475 0.68309172289991693 0.82878554405215243 0.71976835841633147 0.58137781612458617 0.55135711142793153 0.80400189803913202 0.65894192835548882 2.3824306980823167 0.58950496885518078 0.56669407142180717 0.99076434042217432 1.222507288795897 1.1332795167108995 0.91223631958564499 0.59800608732621163 0.43180607841350138 1.7448796230453343
leaf_count=64 15 1 35 8 82 78 24 21 28 28 67 17 1642 44 38 34 18 19 13 21 25 22 28 29 16 36 21 38 9 379
internal_value=0.000918312 -0.0158689 -0.00383082 -0.016372 -0.00185469 -0.0209507 0.00130567 0.0260907 0.000701225 -0.0322689 -0.0159055 0.0012223 -0.000172242 -0.0649603 0.0123254 -0.00395861 -0.054213 0.0268322 0.0407397 -0.00527397 0.056092 0.0243665 -0.0210618 0.00837524 -0.00970498 0.0208845 0.0393251 0.0224667 -0.00740997 0.000518469
internal_weight=133.704 3.01562 2.67017 2.40365 2.05636 1.67538 130.689 3.11132 127.578 1.98492 1.62474 125.593 111.578 1.177 14.0142 6.60268 1.30115 7.41153 5.17142 2.24011 4.34263 1.9602 1.1562 5.30153 3.34655 2.35579 1.95498 1.68875 1.02981 110.401
internal_count=2900 219 204 203 168 160 2681 45 2636 159 95 2477 2082 61 395 182 52 213 126 87 88 63 50 130 81 52 49 68 47 2021
is_linear=0
shrinkage=0.0980392


Tree=784
num_leaves=31
num_cat=0
split_feature=0 3 2 2 2 2 4 0 3 2 2 1 1 2 0 4 0 1 1 3 3 3 1 2 4 4 0 0 0 1
split_gain=0.0901726 0.137643 0.210418 0.195472 0.0932222 0.132373 0.466288 0.283741 0.523305 0.18481 0.558258 0.128105 0.457045 0.532638 0.409825 0.776459 0.650755 0.50528 0.387099 0.292841 0.319777 0.436603 0.265808 0.431732 0.191144 0.215033 0.167129 0.420085 0.353017 0.334298
threshold=114.06859001680002 -0.5582649999999999 -0.088099999999999998 -0.012769999999999998 0.68694500000000025 0.25677000000000011 40.08085804200001 94.614906984850009 0.10236000000000002 0.20327000000000003 0.18145000000000003 80.677940036650014 81.524804347700012 -0.042409999999999996 100.24991522630002 42.564639561200003 101.47316367565001 78.820215468450016 82.570614560500005 0.095845000000000027 0.093480000000000021 0.072890000000000024 82.844837289750004 -0.15818499999999999 51.307674290650006 49.842240509300005 99.642323688800005 98.851916998450022 99.20948192980002 78.285212300550015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 -3 -4 5 9 7 -7 -9 10 11 14 -13 18 26 16 -16 -18 -14 20 21 -20 -23 24 25 -24 27 -1 -29 -28
right_child=1 2 3 -5 -6 6 -8 8 -10 -11 -12 12 13 -15 15 -17 17 -19 19 -21 -22 22 23 -25 -26 -27 29 28 -30 -31
leaf_value=0.0021385739972242142 0.067586313338560466 -0.10579053281037971 0.036396863458961717 -0.10207557545592555 0.027055405254388227 0.025223367539527825 -0.091023865850612118 -0.11648476687462028 0.038234038229235566 0.027529831387729561 -0.062858137993925714 0.054453133930981647 -0.05770229696116546 -0.10552719377241955 -0.064043070016274684 -0.096603668601587922 0.059498316940425969 -0.032589385190052785 0.063507119585253985 -0.058604786791277355 0.084421069460671419 0.063613291299119828 -0.10776458989939604 -0.084221569510642164 0.072195358435923382 0.041968808585620951 -0.011496332150371092 -0.11683914727016094 -0.013201896780555975 0.081482216292435003
leaf_weight=107.86901724189192 0.12629411229863763 0.33459034266434173 0.35578383348911302 0.14288372175587838 1.3661682173405996 1.656835565343499 0.70616409527428903 0.4734807740569521 0.40611534478375688 2.6316962173732454 1.3646046280873623 2.0440220045857123 0.75389243684185192 0.44739486382241 1.2461893407744349 1.2236215387820264 1.5580819764982154 0.96479334300965991 1.1145161775348249 0.42614819616392186 0.81362266854557663 0.34885298646986473 0.18066270023336972 0.7994573918840614 0.37255072384141386 0.20444944687187672 0.78105159889673703 0.5358212535502378 0.85016058367909864 0.76587601704522967
leaf_count=1741 3 150 34 95 35 25 39 55 7 53 21 28 33 70 32 77 27 34 36 40 17 3 46 89 11 4 34 23 30 8
internal_value=0.000846766 -0.0296975 -0.0444424 -0.00327979 0.00106896 0.000796998 -0.0191552 0.000853603 -0.0450501 0.00130524 0.000751631 0.00145562 0.0141162 -0.000980188 0.00063499 -0.027391 -0.00492126 0.0242823 0.00834817 0.0200364 0.0287771 0.0137884 -0.0152846 -0.0329606 0.021128 -0.0282737 0.00189783 0.0014357 -0.0532681 0.0345369
internal_weight=132.865 0.959552 0.833258 0.498668 131.905 130.539 3.2426 2.53643 0.879596 127.296 124.665 123.3 7.50557 5.46155 115.795 4.99269 3.76906 2.52288 5.01415 4.26026 3.83411 3.02049 1.90597 1.55712 0.757663 0.385112 110.802 109.255 1.38598 1.54693
internal_count=2900 282 279 129 2618 2583 126 87 62 2457 2404 2383 377 349 2006 170 93 61 279 246 206 189 153 150 61 50 1836 1794 53 42
is_linear=0
shrinkage=0.1


Tree=785
num_leaves=31
num_cat=0
split_feature=1 3 0 1 3 4 0 4 3 0 3 3 1 3 4 0 0 4 3 2 1 3 3 0 0 1 1 0 1 0
split_gain=0.565064 1.01939 0.999121 1.08152 1.5175 1.283 1.68435 0.842531 0.687429 0.645187 0.829177 0.73482 1.19838 0.781228 0.629294 0.580625 0.72946 0.706863 0.699882 0.497972 0.453743 1.05812 1.30206 1.27555 0.922786 0.401808 0.481001 0.381287 1.18526 1.24889
threshold=69.873026810350026 0.25847000000000003 96.055920542800024 71.090898343450007 0.076580000000000023 41.395309858300003 94.614906984850009 38.771633980050005 0.21240500000000004 97.835679825150024 0.07950500000000002 0.08494500000000002 75.465019721650009 0.091975000000000015 43.968221017800005 87.181320254150009 86.866770652900016 44.157169339850007 0.080515000000000017 -0.103615 78.220689305400015 0.089785000000000018 0.087725000000000011 98.327667663000014 98.615332683000005 75.085947125300024 75.18810853425002 93.262612545250008 66.697957758300021 90.337570099350003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=15 2 3 5 14 6 7 -2 9 10 -4 -12 13 -13 -5 16 -1 27 -19 -7 21 22 23 -11 -23 -6 -27 28 29 -17
right_child=1 -3 8 4 25 19 -8 -9 -10 20 11 12 -14 -15 -16 17 -18 18 -20 -21 -22 24 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.0001325128470993693 -0.0012313403095449542 -0.0022051739215995518 -0.00038683570042111274 -0.00094245243655137457 -0.0021730809544825828 -5.4069514771020867e-05 0.0017118001022835732 0.00037037857283501839 0.0017723230175575233 0.0011540448727362395 0.0017454019546399575 -0.0011266439297827426 0.0013251129217127383 0.0004719336825784038 0.00088388452038587462 0.00033486883272537189 -0.00090468725779268384 -0.0021558825373057485 6.3303691105177955e-05 -0.0018788377157066512 9.4070173728931942e-05 -0.0025999345949730378 0.0015144299683816657 -0.0021404763442950596 -0.00049464904868361627 0.0013515060553306256 -0.0021344026838173952 0.00096108373532793325 -0.00033586720340169951 0.0013450793360417306
leaf_weight=58.478187428983802 2.0413508892233967 0.81929643418106834 3.3763903294457114 1.3720816087297856 3.0072045158012775 0.89131506031844798 2.488903091289103 3.309815114364028 0.99180915220858779 0.7417194745503396 2.1734949871897689 1.9488507881760577 3.6142496252432466 2.961366793140769 1.5389057880965991 20.142744704149667 2.7286135004833332 0.77916519099380765 1.8288454108405856 1.6200452242046592 19.810475653978756 1.256023829104379 1.6876603709533808 1.156057984466315 2.2069118166109547 0.29836410097777832 0.31062485504662618 4.9844114179722956 7.0244952884968361 6.1389475604519239
leaf_count=883 37 38 40 32 95 19 17 33 15 9 16 20 28 31 45 153 24 38 29 34 858 26 13 88 55 3 47 42 79 53
internal_value=0.000118575 -3.30961e-05 -2.83308e-06 -0.000405648 -0.0010307 -1.15157e-05 0.000379179 -0.000240642 0.000159336 0.000120254 0.00046032 0.000727692 0.000468205 -0.000162537 2.30483e-05 0.000207141 8.62742e-05 0.000388025 -0.000599697 -0.0012312 -5.79454e-05 -0.000485207 0.00026142 -0.000852859 -0.00125825 -0.00187895 -0.000426539 0.000455299 0.000379607 0.000570836
internal_weight=161.728 59.6229 58.8036 16.8786 6.52718 10.3514 7.84007 5.35117 41.925 40.9332 14.0744 10.698 8.52447 4.91022 2.91099 102.105 61.2068 40.8986 2.60801 2.51136 26.8588 7.04837 3.58544 1.89778 3.46294 3.61619 0.608989 38.2906 33.3062 26.2817
internal_count=2900 1599 1561 362 222 140 87 70 1199 1184 135 95 79 51 77 1301 907 394 67 53 1049 191 110 97 81 145 50 327 285 206
is_linear=0
shrinkage=0.00196078


Tree=786
num_leaves=31
num_cat=0
split_feature=2 2 4 4 3 3 3 0 1 0 4 4 1 0 0 0 3 4 4 4 0 1 4 1 2 1 0 0 3 3
split_gain=0.0862828 0.654891 0.459309 0.762932 0.632396 0.940724 0.696994 0.571094 0.484244 0.25351 0.123717 0.543178 0.526425 0.384238 0.722133 0.801679 0.550976 0.380289 0.532656 0.347774 0.335893 0.429832 0.221338 0.425951 0.477468 0.207281 0.848848 0.609559 1.79677 0.486041
threshold=-0.58350999999999986 -0.5422499999999999 39.852039223600009 40.08085804200001 0.099010000000000029 0.092425000000000021 0.091705000000000023 97.900202820250016 78.285212300550015 90.837623311600012 36.625813070500008 37.020641110850008 69.64719632740001 93.262612545250008 89.872466842800023 88.576630023850015 0.10332500000000001 33.384956903900012 31.796797363700005 35.616518500750011 94.964406541850011 73.865387134100004 37.858673296900008 67.649671936450019 -0.033594999999999993 75.465019721650009 97.671683879200017 97.900202820250016 0.082620000000000013 0.09495000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 9 8 -4 5 6 7 -5 -1 -2 12 -12 13 14 15 16 19 18 -14 -3 -19 -22 23 -13 -25 26 -24 28 -27 -28
right_child=1 10 3 4 -6 -7 -8 -9 -10 -11 11 22 17 -15 -16 -17 -18 20 -20 -21 21 -23 25 24 -26 27 29 -29 -30 -31
leaf_value=-0.079256134842185216 -0.013324889481131105 -0.071736224841023349 0.10234656870431269 -0.12552455985715286 0.047541821657781605 -0.10646885160667896 0.093854827763953999 0.035135323740430276 0.034461332415936477 -0.10470509828829005 -0.046134595924843348 0.055903118321717675 -0.10310212241733895 0.076534791119353476 -0.037511265294569891 0.074993435234912892 0.082831272324931621 -0.11002204562688912 0.067679397923311901 0.029530433895658841 0.021631859275547109 -0.1005846950776067 -0.00053554590640305592 -0.070926343574698847 0.026593503022272234 -0.084500705032911821 -0.10815831848002551 0.0011971652924276182 0.081134052120118288 0.0079697370669690772
leaf_weight=0.91148561035515629 0.44838011941464972 0.96619787329836782 0.95637072110548604 0.37913407292217038 1.9715641860238973 0.85758090059971426 0.65715953707695007 0.44352725362477941 0.55756552708817253 0.74897409096502088 2.304342932947292 1.9152576946653419 0.22393722488755008 1.1305378898978231 1.6977056246250866 2.2930268235504627 0.45212328992784012 0.59161211410537351 0.68424395313945752 0.46364440210163593 0.75969293341040589 0.40896616280497256 87.331643132783938 0.70909850293855958 1.34097228632163 0.77311251548235604 1.0737736027804192 16.257638843565474 2.7832693368254695 0.48261863365769375
leaf_count=28 10 80 6 8 29 21 5 34 39 50 40 33 76 12 19 19 7 25 27 16 16 85 1321 56 22 58 63 633 44 18
internal_value=0.00082697 0.000259727 0.0114266 0.0246856 0.00744878 -0.0263691 0.02005 -0.0389069 -0.0360957 -0.0704854 0.000939322 6.10365e-05 0.0113799 0.0252218 0.0153437 0.0368365 -0.0096547 -0.0249477 0.0255685 -0.0388992 -0.0510106 -0.0211372 0.00100586 0.0233111 -0.00713761 0.000192187 -0.00178946 0.00908208 0.0451271 -0.0721484
internal_weight=132.575 125.841 6.73439 5.26534 4.30897 2.3374 1.47982 0.822661 1.46905 1.19735 124.643 114.972 9.67169 7.00324 5.8727 4.17499 1.88197 2.66845 0.908181 1.42984 1.76027 1.16866 112.667 3.96533 2.05007 108.702 88.888 19.814 3.55638 1.55639
internal_count=2900 2730 170 103 97 68 47 42 67 60 2670 2288 382 153 141 122 103 229 103 96 126 101 2248 111 78 2137 1402 735 102 81
is_linear=0
shrinkage=0.0961169


Tree=787
num_leaves=31
num_cat=0
split_feature=0 1 3 4 1 1 3 1 4 2 0 0 1 4 4 2 2 2 2 1 4 1 0 4 2 4 2 4 3 1
split_gain=0.291671 0.821157 0.646257 0.669152 0.396161 1.32049 1.0522 0.748247 0.922468 0.762845 0.747123 1.38094 0.759984 0.691441 0.844559 0.875869 0.946309 1.23617 1.2268 0.803059 0.77074 0.648131 0.875947 2.29006 4.24655 2.09948 1.65074 1.06636 0.617105 0.570857
threshold=85.613949164150014 61.917879202350001 -0.17732499999999998 43.968221017800005 66.697957758300021 66.318885161900013 0.25847000000000003 65.630639880500027 38.441102963850007 -0.090169999999999986 92.031298721500022 90.603727454250006 67.649671936450019 40.12915366295001 40.532725462000009 -0.0039949999999999994 -0.033594999999999993 -0.058529999999999992 -0.065399999999999986 62.00390986255001 42.072181850200003 62.55235532115001 86.232294534150014 42.487106141350004 -0.12350999999999999 42.102795028150005 -0.086339999999999986 44.015822920550008 0.21240500000000004 65.727424373200009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 -4 5 7 10 8 9 -2 11 12 -6 19 -15 16 17 18 21 -10 -18 22 25 24 -24 -16 -25 -27 -12 -9
right_child=4 2 3 -5 6 -7 -8 29 13 -11 28 -13 -14 14 15 -17 20 -19 -20 -21 -22 -23 23 26 -26 27 -28 -29 -30 -31
leaf_value=6.7593038980657462e-05 0.00018939870621254004 0.00032359596451892586 -0.0021598588470555903 0.00026521796447066814 0.001378374655690393 0.0013557057524639039 -0.0022061416317898561 7.327452034224663e-05 0.00037757372312321227 0.0016475531897079795 8.5766556450791442e-05 -0.0019061346058593552 -0.00089019894869867022 0.0010445611719600595 0.0012532277991527578 -0.00091308968899404331 0.0019275864105719616 -0.0011238768944308117 0.0014635223294807488 -0.00091384162487466382 0.00032567362141112629 0.0008312177204992425 0.00069460417662323766 -0.00073077608164254812 -0.0022173778087255774 -0.00091356011648002246 0.0010949482871169447 0.00071112968849823197 0.0016460873788352831 -0.0015468670157258106
leaf_weight=15.348384027478462 2.5276786927133799 0.99212696938775513 1.7767955834133311 0.58033709600567807 1.2116208914667361 3.8498877026140681 0.7995394473559817 1.6883957237005227 3.0853380784392348 3.0364227332174769 62.519237036073719 2.0370480883138953 1.068385156097065 4.4911338789388529 5.8892448833212203 2.7798408188973616 2.1265998193994156 2.8379135136492541 2.8130493853241196 4.6285749226808548 2.5268466738052666 4.2361962897703043 3.2330936696380386 2.9857238091062754 4.7602156512439269 4.4354840908199549 5.2553369849920255 2.3901410243706778 0.98995071624631137 1.6564829193521289
leaf_count=366 21 22 124 11 10 34 39 11 25 22 1585 57 45 39 36 47 20 29 19 39 35 29 17 25 43 58 25 20 15 32
internal_value=0.000105645 -0.000124359 -0.001004 -0.00156279 0.000136394 0.000238823 3.00734e-05 0.000175011 0.000222233 0.000985138 5.6434e-05 -0.000732883 0.000315347 0.00014964 0.000232758 0.000153961 0.000222166 0.000122046 0.000220268 -0.000397314 0.00105774 0.00011488 1.00567e-05 -0.000291791 -0.00103955 0.000395457 0.000433491 -0.00034464 0.000110088 -0.000729068
internal_weight=158.557 18.6976 3.34926 2.35713 139.859 71.2336 68.6258 67.3837 64.0388 5.5641 67.8262 4.31705 2.28001 58.4747 50.7608 46.2697 43.4898 38.8364 35.9985 7.71391 4.65345 33.1854 28.9492 16.2344 7.99331 12.7149 8.24106 6.82563 63.5092 3.34488
internal_count=2900 523 157 135 2377 626 1751 592 549 43 1712 112 55 506 442 403 356 301 272 64 55 253 224 110 60 114 50 78 1600 43
is_linear=0
shrinkage=0.00196078


Tree=788
num_leaves=31
num_cat=0
split_feature=2 4 2 4 3 2 1 2 1 2 1 0 4 2 3 4 3 3 2 0 1 0 1 2 3 0 4 1 4 0
split_gain=0.0877099 0.311756 0.283744 0.344949 0.457213 0.252937 0.415922 0.5968 0.179282 0.13336 0.901 0.455684 0.534674 0.239773 1.07111 0.292138 0.187212 0.477664 0.472892 0.387937 0.801562 0.42256 0.813114 0.381098 0.334213 0.301527 0.434091 0.210808 0.255826 0.166309
threshold=-0.62958999999999998 40.580626202750004 -0.59309999999999985 39.995120105550008 0.099010000000000029 -0.5169149999999999 75.551050381850018 -0.58180999999999994 69.873026810350026 -0.26138499999999998 62.197478847950002 89.738043936200015 39.091773401050006 -0.24299000000000001 0.093295000000000031 39.039757512550004 0.10500500000000003 0.10661000000000002 0.20327000000000003 91.144107538500023 70.085415002650009 86.345209775600011 61.966271448700006 -0.036264999999999999 0.11467000000000002 99.744485097750015 37.797539186950011 75.645146416450004 39.420767558750008 76.591483678350016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 -2 -5 6 7 -4 -9 10 -7 -12 -13 14 15 -11 29 -18 19 21 -21 22 -19 -23 -24 27 -27 28 -22 -15
right_child=2 -3 5 4 -6 9 -8 8 -10 13 11 12 -14 16 -16 -17 17 18 -20 20 25 23 24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.024843508237120542 -0.02573862040232984 -0.054368414635564126 0.040977141243037273 0.01060687794455646 0.09174669040194515 0.083298303295334358 -0.10482365696003622 -0.10877105441539972 -0.018918082416594564 -0.012794726380376494 -0.092467371525174938 -0.05794031680894806 0.080202463714631703 -0.017875699827573324 0.077592133355944198 -0.11054109016442554 -0.060190165939292745 0.014033642322211468 0.061140097122181325 -0.13246376804990551 0.025603875426291303 -0.0070443713904694951 -0.030061493440437764 0.049754953597956258 -0.11738287386308732 0.032145804876470958 -0.11806204587779044 0.045089890982491658 -0.064466264590491276 0.0033025262763728301
leaf_weight=0.8468751434738796 0.86073526261543465 1.0951250865618929 1.0458821463398633 1.5540147123028876 1.1700900724681558 1.2883579271147021 0.5616382661883107 0.48316714062821065 0.38233353849500418 0.42399593136360525 0.61923332867445413 0.52396429082591545 0.55406535548900138 3.6954022432382763 0.5863743471491033 0.95775947175934562 1.5776085803831836 2.7013675239868444 1.0160408693627676 0.67041116021573488 0.60935264277213785 2.125110674649477 0.86210701230447717 2.4379489626735449 0.82392237946623936 0.28852167454817834 0.51502225238709798 0.82310605229577039 0.60306856618262827 100.22503991157623
leaf_count=28 33 21 12 37 14 20 64 30 15 19 9 30 13 230 9 69 29 31 25 10 22 21 20 27 29 26 28 13 20 1946
internal_value=0.000856004 -0.0198254 0.00116499 0.0283642 0.045459 0.000393593 -0.0306521 -0.00885765 -0.0690786 0.00101312 0.0214823 -0.025441 0.0130597 0.000507813 -0.0334321 -0.0805473 0.00106926 -0.00914887 -0.00317356 -0.00841799 -0.0360444 0.00241433 -0.01931 0.0233023 -0.0727334 -0.0132761 -0.0641282 0.00679823 -0.0191978 0.00254943
internal_weight=131.928 1.942 129.986 3.58484 2.7241 126.401 2.47302 1.91138 0.865501 123.928 2.98562 1.69726 1.07803 120.942 1.96813 1.38176 118.974 15.0536 13.476 12.4599 3.50948 8.95046 4.3874 4.56306 1.68603 2.83907 0.803544 2.03553 1.21242 103.92
internal_count=2900 49 2851 84 51 2767 121 57 45 2646 72 52 43 2574 97 88 2477 301 272 247 119 128 80 48 49 109 54 55 42 2176
is_linear=0
shrinkage=0.0980392


Tree=789
num_leaves=31
num_cat=0
split_feature=4 3 4 2 2 2 4 0 2 4 2 4 0 0 1 1 0 0 3 4 0 3 1 3 3 3 2 3 3 1
split_gain=0.259536 0.607743 0.202391 0.545924 0.259751 0.598734 0.939263 0.869423 0.737906 0.769216 0.761107 1.4858 1.08967 0.827203 0.65315 1.04477 1.0961 1.13591 1.02228 0.794913 0.692938 1.27449 0.676536 0.631287 0.513177 0.967741 1.45989 0.956687 0.906922 0.601983
threshold=51.779769178100004 0.074640000000000026 31.796797363700005 -0.10710499999999999 -0.11808 -0.088099999999999998 35.461062230100005 83.680947768350009 -0.08459499999999999 41.468518788800004 -0.079824999999999993 42.871500973550006 86.458125017100016 91.821598987350015 72.303392960300016 70.343506983200015 90.337570099350003 86.232294534150014 0.084795000000000023 41.941595803500007 85.775256651950016 0.082975000000000021 62.837331883000012 0.085155000000000022 0.083185000000000023 0.088565000000000019 -0.14581999999999998 0.080515000000000017 0.090390000000000012 71.381251821550009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 -1 24 6 -6 -7 9 -9 11 13 -13 -10 15 16 17 19 -17 -8 21 -21 -19 -16 27 26 -26 -4 -27 -30
right_child=1 -3 4 -5 5 7 14 8 10 -11 -12 12 -14 -15 23 18 -18 22 -20 20 -22 -23 -24 -25 25 28 -28 -29 29 -31
leaf_value=-0.0021180446917943452 0.0010960470177682575 -0.0020513310233340144 9.7313680733306822e-05 0.00064005333506645171 0.0012308665758398261 -0.0010483080796906117 0.00048533663721691455 -0.00046527773958371566 -0.00048688585512952649 0.0010207925217803706 0.00018969140828080895 0.0013858479301866002 -0.00043235866135954323 -0.0019716511328215147 -0.00069405120502629748 -6.5141909323424046e-05 0.00064659045043791098 -0.0019104944806249565 -0.0024544097684412974 0.00040730438578347894 0.00026237991461672272 -0.0025413582365949585 -0.00051399123658657259 0.00075028242178947944 0.00020021822139600271 -0.001499914380375717 0.0018675185961738883 -0.0017067571868848832 0.00051503025091420313 -0.00028885814640558689
leaf_weight=0.5527861305145052 0.3721768163377408 0.64406367953051813 19.360882807895909 0.55086969556987131 1.6591621249108381 2.3318704431585493 4.4606677265837877 1.6787523100247179 4.3805375830270332 6.619811040116474 61.980141126150556 2.4313547033816576 2.6468626729911193 2.1510286763495969 1.6731273966433935 1.1162688238546246 3.8983394522219887 2.7727120555937281 1.7966053965501485 0.92192598665133152 1.6401804396882651 1.4498499226756392 2.5698912590742111 3.8193897390538041 4.3856180933853466 1.1917569522629516 3.7416886279534101 1.2001688571317561 11.743623792426662 5.1528250964656754
leaf_count=80 11 87 507 64 21 145 34 33 41 54 1012 17 27 57 35 16 32 23 51 17 16 32 19 55 71 26 23 41 106 147
internal_value=8.90977e-05 -0.00089867 9.53763e-05 -0.00074139 0.000101193 4.99389e-05 -0.000199692 0.000132274 0.000165892 0.000720169 0.000103388 -0.000357354 0.000438164 -0.000975861 -0.000290565 -0.00045057 -0.000271618 -0.000530716 -0.0015388 -8.42487e-05 -0.000717539 -0.00139519 -0.00123875 0.00031031 0.000223911 0.000405794 0.000967818 -7.99171e-06 0.000153269 0.000269872
internal_weight=160.895 1.01624 159.879 1.10366 158.775 111.998 27.7781 84.2204 81.8885 8.29856 73.5899 11.6098 5.07822 6.53157 26.119 20.6264 17.7136 13.8152 2.91287 8.47262 4.01196 2.37178 5.3426 5.49252 46.7766 26.2155 8.12731 20.5611 18.0882 16.8964
internal_count=2900 98 2802 144 2658 1737 351 1386 1241 87 1154 142 44 98 330 240 173 141 67 99 65 49 42 90 921 373 94 548 279 253
is_linear=0
shrinkage=0.00196078


Tree=790
num_leaves=31
num_cat=0
split_feature=2 4 2 4 2 1 0 4 0 4 4 3 2 2 0 1 2 4 2 1 3 3 2 3 3 3 4 4 0 2
split_gain=0.0883522 0.411467 0.41104 0.835804 0.644864 0.579349 1.44254 0.713396 0.559491 0.792181 0.926593 1.1335 1.35802 0.799088 0.526681 0.411296 0.406986 2.10367 0.764669 0.392057 0.380163 0.969858 1.18924 0.906598 0.841724 0.496059 0.519257 0.849996 0.702217 0.528961
threshold=-0.11808 34.176526048000007 -0.088099999999999998 35.461062230100005 -0.085734999999999992 62.197478847950002 85.807518149550006 41.966555987550002 88.76213363490001 37.797539186950011 41.21013581150001 0.085765000000000022 -0.096499999999999989 -0.092864999999999989 83.680947768350009 62.079186690200011 -0.081474999999999992 41.811877919650009 -0.082885 71.52105164435001 0.083185000000000023 0.088565000000000019 -0.14581999999999998 0.080515000000000017 0.090390000000000012 0.093925000000000022 36.82350895510001 39.945535567850008 87.181320254150009 -0.59511499999999995
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 -2 15 6 7 -5 -7 -10 -11 12 -12 -13 -6 -4 17 -16 -19 -17 23 22 -22 -3 -23 -26 -27 -28 -29 -30
right_child=2 20 4 5 14 8 -8 -9 9 10 11 13 -14 -15 16 19 -18 18 -20 -21 21 24 -24 -25 25 26 27 28 29 -31
leaf_value=-0.069533532251176783 0.058899062468140216 0.00095101985040747588 0.064993593647188652 0.027822778143836751 -0.054350286525848571 0.052203632407251829 -0.095134329113725255 -0.046651835919380796 -0.082308560870390318 0.030416382888247544 0.05846239400157624 -0.1286567076729809 -0.057494619605415534 -0.02026068171460426 -0.10608507380574718 -0.024688635989136527 0.0049604617667136563 0.029294544599233623 -0.038625053371207065 0.051504447014495115 0.0074199937773685529 -0.085075851986636516 0.091385645881103705 -0.094999757694154696 0.044479564167137497 0.053297830136057933 -0.076051601378124598 -0.040246003095184883 0.065008775658615653 -0.00018215197983849124
leaf_weight=0.70106474272574715 1.4923278412682091 14.813486782732069 2.4924636816140255 2.6547189159318831 1.6500350470578258 1.4684914681129146 2.7720119333826005 2.3137648523552343 1.3633659625115786 4.6297843038555566 2.1638823066205091 1.3672844475840977 1.7606049050809804 1.2524806680157778 2.0074808344070316 1.4512608351651581 54.840095473128031 4.9161256061779568 2.357172559684841 1.1743732721515696 3.4985631651657059 1.0202715414270631 3.0215847119106938 1.011095982771393 2.7431138576121148 1.4031962812662175 1.5853103632325636 2.4676209331082646 1.868698119884354 3.3248887418412805
leaf_count=109 37 577 20 23 149 15 35 49 32 51 28 37 39 23 53 21 1093 43 36 25 68 25 23 42 50 24 46 33 24 70
internal_value=0.000841609 0.00486863 -0.000760977 -0.0120763 0.00294839 -0.0169469 -0.0384721 -0.00685918 -0.00505079 -0.0117569 -0.00314879 -0.0268947 0.00644172 -0.0768338 0.000339942 0.0364686 0.0017473 -0.0172393 0.00728277 0.00939042 0.00628767 0.0149564 0.0463316 -0.00517966 0.000763071 0.00730232 -0.00227366 -0.0107069 0.00281473 0.0232741
internal_weight=131.587 37.4589 94.1277 23.2387 70.889 21.7464 7.7405 4.96848 14.0059 12.5374 11.174 6.54425 3.92449 2.61977 65.7709 5.1181 64.1209 9.28078 7.2733 2.62563 36.7578 20.9332 6.52015 15.8246 14.4131 13.3928 10.6497 9.24652 7.66121 5.19359
internal_count=2900 1091 1809 369 1440 332 107 72 225 210 178 127 67 60 1374 66 1225 132 79 46 982 363 91 619 272 247 197 173 127 94
is_linear=0
shrinkage=0.0980392


Tree=791
num_leaves=31
num_cat=0
split_feature=2 4 2 3 1 2 0 2 3 3 3 4 4 2 3 4 2 2 2 3 4 1 1 1 2 2 3 2 4 4
split_gain=0.0863812 0.241672 0.216126 0.293755 0.276337 0.232767 0.645252 0.362038 0.111625 0.370706 0.38932 0.335343 0.465129 0.291269 0.285169 0.397045 0.488247 0.353955 0.190957 0.173166 0.579009 1.01904 0.856964 0.498454 0.493679 0.894559 0.470883 0.584183 1.37882 0.716302
threshold=-0.62958999999999998 40.580626202750004 -0.59309999999999985 0.093480000000000021 75.403185184700007 -0.5422499999999999 87.393708446500014 -0.58350999999999986 0.13062500000000002 0.11614000000000002 0.11308000000000003 41.289992964000007 39.945535567850008 -0.055714999999999994 0.10500500000000003 37.797539186950011 -0.069554999999999992 -0.026349999999999998 -0.11911999999999999 0.093295000000000031 39.685256516350002 62.55235532115001 66.499011856650014 62.079186690200011 -0.081474999999999992 -0.031989999999999998 0.094625000000000029 -0.076709999999999987 36.514114975300011 37.962710038050005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 -2 6 -4 -8 9 10 14 12 18 -11 19 -16 -17 -18 -10 -7 26 23 -23 24 -22 -26 -21 28 -28 -29
right_child=2 -3 5 -5 -6 8 7 -9 11 13 -12 -13 -14 -15 15 16 17 -19 -20 20 21 22 -24 -25 25 -27 27 29 -30 -31
leaf_value=0.020193039529420378 0.02540526671281702 -0.050630325647896976 0.069171286975666935 0.049204796448053541 -0.064200196908768312 -0.00021860116997013743 -0.012376409878926926 -0.10762944463883314 0.057234871880758452 -0.062346925680375913 0.051387256619612534 0.047471613708612803 -0.068882219394810429 0.001200786113880036 0.035139732516777475 -0.076019610092657078 0.012834564607373537 -0.047134110023260914 -0.0075754824564093727 0.077034495950940779 0.028329734357441318 -0.12408069639711071 -0.018815539783961388 0.041567101627860051 -0.079704374569947986 0.021333527668226195 0.058218507010589823 -0.01353970084057797 -0.08331558430227437 0.07684534431250066
leaf_weight=0.81487069174909166 0.85527634166646682 1.0727472777070941 0.45969295501708929 2.0271459954165039 0.53945311436336851 85.289101255901869 0.71911685727627639 0.82184010695027576 0.78481746220313642 1.5957928058633117 1.4683746006339777 1.8935412745340725 0.80104950920213003 1.2257641255855549 1.0793875246104097 1.5744808075796748 2.3405639007105492 1.5877627180261704 0.98586527335476093 1.6661601452988204 2.6921390788629651 0.95663189596962084 3.3341253772741766 4.0133719695731997 1.6450808689696717 1.7258476305287311 1.2523747279687998 1.3254376651066198 1.4024549532805393 2.3142083852580981
leaf_count=28 13 21 7 33 38 1999 35 55 13 32 25 37 14 30 31 34 24 37 38 26 22 18 93 33 24 20 25 37 30 28
internal_value=0.000763694 -0.0200564 0.00106983 0.0253781 -0.00925231 0.000404147 -0.0327677 -0.0631778 0.000943903 0.000370456 0.00122693 0.0161607 -0.00689323 -0.03474 0.000581967 -0.0192276 -0.0298918 -0.0114038 0.0211503 0.00179358 0.00947983 -0.00227204 -0.0422846 0.0147661 -0.00297442 -0.027975 0.0306894 0.0184217 -0.0165491 0.0439301
internal_weight=130.264 1.88762 128.377 3.42188 1.39473 124.955 2.00065 1.54096 122.954 118.489 115.668 4.46527 2.57173 2.82156 114.199 6.58219 5.50281 3.92833 1.77068 107.617 22.3278 14.3672 4.29076 10.0764 6.06307 3.37093 7.96064 6.29448 2.65483 3.63965
internal_count=2900 49 2851 84 51 2767 97 90 2670 2568 2506 102 65 62 2481 126 95 61 51 2355 356 210 111 99 66 44 146 120 55 65
is_linear=0
shrinkage=0.0980392


Tree=792
num_leaves=31
num_cat=0
split_feature=0 1 3 4 1 1 0 2 4 2 0 4 0 1 3 0 2 1 2 0 1 4 2 4 2 1 1 1 0 0
split_gain=0.0916481 0.691117 0.480245 0.479848 0.257773 0.220421 0.219736 0.586441 0.851547 0.648271 0.262627 0.735084 0.250575 0.668606 0.521044 0.389381 0.36421 1.03569 0.775147 0.903236 0.599242 0.850987 2.74632 0.54188 0.530059 0.52218 0.451986 0.638832 0.421875 0.752152
threshold=85.613949164150014 61.917879202350001 -0.17732499999999998 43.968221017800005 61.907125369850007 61.82916008405001 85.839779647100016 -0.068524999999999989 42.102795028150005 -0.088099999999999998 86.001087134900004 40.421032462050007 86.232294534150014 62.084563606450011 0.091975000000000015 86.280686780500005 -0.068524999999999989 63.910026677050006 -0.060760000000000002 92.313586825200005 62.197478847950002 42.674081447500008 -0.12350999999999999 41.322103772800006 -0.026349999999999998 70.96454081135002 65.111767461350013 66.697957758300021 92.652332549650012 97.32487278035002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 -3 -4 -1 -2 7 8 -7 -10 11 -8 13 14 -12 -14 20 23 -19 26 21 22 -17 -18 25 -21 -20 -28 -22 -30
right_child=5 2 3 -5 -6 6 10 -9 9 -11 12 -13 15 -15 -16 16 17 18 19 24 28 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.0014327578540782166 -0.038924251936110696 0.014293979862663751 -0.11088835772172466 0.012623785305436702 0.049708700455953929 0.061452181294511313 0.011145675735788304 -0.029362078026978891 -0.042479499918348894 0.041153905239010025 -0.029945522420072763 -0.082328717729702947 -0.060145986926735111 0.069459122447474111 0.036110635869689843 0.026292392445122138 0.068675065046075096 -0.10775114885156645 -0.11766105531386467 0.070340519808263419 0.013938210143275438 0.0098287690814688432 -0.10057198573210224 0.018390651577912098 -0.0017331125659646098 0.011629744429120147 0.0098261759671912589 -0.084816599384635552 -0.022927894968789869 0.0079342933877298571
leaf_weight=10.712677167066428 1.3238556144060556 0.71965190029004622 1.3697985844046332 0.40830458514392365 1.0854384973645217 3.9849212765693665 2.1095256442204113 2.1886267077643407 2.0655831989133735 1.6811544094234703 2.6158390303608021 1.3993959570070726 1.051824647001921 1.9627856970764694 2.1970741949044168 2.9945869520306587 3.5879609528929084 0.66720598805841547 0.67393230833113493 2.4320040461607375 17.185882620571647 4.492977537214756 3.9665928324684412 5.3216792247258127 12.086931371636402 4.0172819777071709 1.8313193414360287 1.1681216736724307 13.961227003819657 18.17972887047415
leaf_count=358 18 22 124 11 8 28 20 31 35 12 28 39 12 17 25 18 44 27 13 26 188 28 37 50 473 68 24 61 315 740
internal_value=0.000707289 -0.0068444 -0.0546305 -0.0825264 0.00327231 0.00164485 0.00211669 0.0163363 0.0292723 -0.00495334 0.00075907 -0.0261329 0.00169898 0.0202693 0.00020883 0.000354951 0.00104241 0.00971622 -0.00154867 0.00164179 -0.0034937 -0.0240989 -0.045997 0.0386405 0.0106192 0.0337694 -0.0436593 -0.0270321 0.00129103 -0.00547147
internal_weight=129.444 14.2959 2.49776 1.7781 11.7981 115.148 113.824 9.92029 7.73166 3.74674 103.904 3.50892 100.395 6.7757 4.81291 93.6193 92.5674 31.7864 22.8768 22.2096 60.781 11.4542 6.96118 8.90964 18.5362 6.44929 3.67337 2.99944 49.3268 32.141
internal_count=2900 523 157 135 366 2377 2359 106 75 47 2253 59 2194 70 53 2124 2112 786 692 665 1326 83 55 94 567 94 98 85 1243 1055
is_linear=0
shrinkage=0.1


Tree=793
num_leaves=31
num_cat=0
split_feature=0 3 2 0 0 1 1 1 4 1 1 2 0 0 2 0 0 1 0 0 0 3 2 4 2 4 0 3 3 3
split_gain=0.0830889 0.122228 0.187538 0.188248 0.0881393 0.379987 0.11968 0.506406 0.415247 0.457717 0.327489 0.248802 0.906412 0.210698 1.20361 0.194956 0.346688 0.227042 0.460775 0.662298 0.245258 0.331267 0.198251 0.719694 0.925814 0.85639 0.5284 0.512855 1.06121 0.690594
threshold=114.06859001680002 -0.5582649999999999 -0.088099999999999998 122.45926784190002 110.50907145210002 85.804829691400016 81.524804347700012 87.33187390945001 47.673928029900004 82.204984254750016 80.677940036650014 -0.085734999999999992 107.15656416340002 102.21786657775002 -0.078219999999999998 101.47316367565001 100.53758024625002 77.898074329750017 99.515966156650009 97.835679825150024 99.378854792050006 0.095290000000000027 -0.11808 39.268993001500007 -0.12835499999999997 36.514114975300011 88.028184565250015 0.083185000000000023 0.088565000000000019 0.080515000000000017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 -3 -4 6 -6 10 8 9 -8 13 -11 -13 15 -15 16 17 20 19 -19 22 -22 23 24 25 -1 -27 29 -29 -25
right_child=1 2 3 -5 5 -7 7 -9 -10 11 -12 12 -14 14 -16 -17 -18 18 -20 -21 21 -23 -24 27 -26 26 -28 28 -30 -31
leaf_value=-0.0010455354118981536 0.063544464866258671 -0.10509396821559268 0.034402991373855406 -0.10240144799928011 -0.071390646903158897 0.05871786527415121 -0.10779373774219723 -0.10286683385037194 0.067397908057496611 0.020772837344529421 0.036376914440301909 -0.10911728254495677 0.052763871759732864 -0.11030696860840679 0.037525541877899346 0.039269864757794398 -0.046018744097317689 0.066940149675046468 0.077091926012423706 -0.054182572971953127 -0.0016281250552497503 -0.10864600201335815 -0.0016510495857766348 0.0059718743599433662 0.060168817142674948 -0.030778306927011664 -0.12911535405559901 0.065663997411221281 0.0080330915899469568 -0.088255308304506938
leaf_weight=2.279909370940004 0.12269887700676918 0.3059176858345154 0.3469974770364378 0.1416422524855534 0.29535974876671278 0.93523509545048 0.47760237274633199 0.57466827540156362 0.70316697936505068 1.8769220502363171 2.593538071261718 0.75550008937352664 0.63795902972924523 1.0146744686317108 1.2045148678444082 1.3186584701761592 1.5734090692712914 0.78298009099671562 1.1796186100691555 1.066152512677945 0.724677135440287 0.48138042737264186 78.665901754155129 9.7376635469554458 1.0458427094854439 0.93836792667571023 1.3082065816270185 4.8235969829838714 9.4643086108553671 0.8453250518068679
leaf_count=104 3 150 57 72 18 72 37 127 16 73 42 58 22 68 29 28 44 39 17 16 40 26 1227 255 11 29 41 40 124 15
internal_value=0.000641083 -0.0293483 -0.0436932 -0.00525258 0.000857161 0.02749 0.000597202 -0.0145236 -0.00311796 -0.0163476 0.001225 -0.0029929 -0.0350042 0.000455361 -0.0300676 0.00103811 0.000599404 0.00124654 0.0282575 -0.00289546 0.000504946 -0.0443428 0.00100068 0.0078528 -0.0246302 -0.044223 -0.0880411 0.0151306 0.0274893 -0.0015546
internal_weight=128.222 0.917256 0.794557 0.48864 127.305 1.23059 126.075 5.02582 4.45115 3.74798 121.049 3.27038 1.39346 118.455 2.21919 116.236 114.917 113.344 3.02875 1.84913 110.315 1.20606 109.109 30.4432 5.57233 4.52648 2.24657 24.8709 14.2879 10.583
internal_count=2900 282 279 129 2618 90 2528 333 206 190 2195 153 80 2153 97 2056 2028 1984 72 55 1912 66 1846 619 185 174 70 434 164 270
is_linear=0
shrinkage=0.1


Tree=794
num_leaves=31
num_cat=0
split_feature=0 3 3 4 2 0 2 0 2 3 0 0 1 1 3 3 2 2 0 3 2 2 3 3 3 3 4 2 2 3
split_gain=0.0819287 0.238324 0.23772 0.242257 0.498958 0.720416 0.57506 0.650458 0.467786 0.376718 0.314609 0.465103 0.47195 0.399102 0.301705 0.270046 0.450992 0.255914 0.234309 0.230772 0.229532 0.174075 0.168101 0.163305 0.275152 0.259254 0.391331 0.922241 0.894323 0.303326
threshold=85.716110573100011 0.11467000000000002 0.10790500000000001 48.680511450650009 -0.093604999999999994 85.328972602300013 -0.10710499999999999 84.95796538030001 -0.08725999999999999 0.092095000000000024 83.992808911450012 83.011521693850014 58.549241164900003 55.895732990150002 0.087725000000000011 0.085765000000000022 -0.01762 -0.016334999999999999 85.807518149550006 0.077330000000000024 -0.22089 -0.053019999999999991 0.089475000000000013 0.25847000000000003 0.43162500000000009 0.11308000000000003 41.134354310300004 -0.055714999999999994 -0.13324 0.11048000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 5 6 7 10 -6 14 11 12 13 -1 15 16 -10 -18 22 -19 -15 -11 -2 25 -25 29 27 28 -27 -20
right_child=18 -3 -4 -5 8 -7 -8 -9 9 21 -12 -13 -14 20 -16 -17 17 19 23 -21 -22 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.087688983978136986 0.038005683540659342 -0.056384493169085975 0.046718003682215958 0.020872863828170923 0.047874575867725831 -0.11393174005759953 -0.11800315094032326 0.097309023169317166 -0.096704084003559329 0.038780808089029124 -0.11625333066359823 0.086036642549180337 -0.10573281152872489 -0.015401013422897661 -0.10871546509154406 0.015147329685844485 0.10208548526600178 0.02109077566173103 0.00078062502327522817 -0.10653297638849965 0.062871234868781087 -0.0074929284172176036 0.0037247294067326766 -0.057485836403751954 0.0047743261647498004 0.021822717879866747 0.060965116891987886 0.053145610084707182 -0.12928908792185534 -0.040892259214287914
leaf_weight=0.4212567187496491 2.8171178624033919 0.84682066188543004 0.87349463219288814 2.7137736994773158 1.7984849748900158 0.91987889015581448 0.48807204328477505 0.51600474026054133 0.83409063555882323 1.5536558163148586 0.30393599299713958 0.40459814832138352 0.56799724847951427 0.78021667436405551 0.42978140716149926 1.1814279797108609 0.20145385712385189 0.3687288154269468 94.761763822242756 0.21593131928239018 0.66877038113307186 1.5720022387395145 2.6855468936264515 1.2320450640399934 1.5289270354044218 0.7625456159294115 1.7122868568985721 1.6620399467574307 0.74346218737741787 1.7090909999196799
leaf_count=58 18 30 14 36 29 29 12 5 30 17 10 11 75 37 30 23 2 77 2065 13 13 29 23 34 37 15 38 28 26 36
internal_value=0.000560387 -0.0056366 -0.00308067 -0.00580957 -0.0112843 -0.0354336 -0.0180374 -0.0047168 0.00373058 -0.00875824 -0.0214469 -0.0113109 -0.0274646 -0.00369432 -0.0322304 -0.0204973 -0.0464889 0.00679098 0.0015588 -0.0260442 0.020725 0.0155081 0.021275 0.000516735 -0.0230084 0.0011576 0.0232032 0.00279333 -0.0527758 4.23424e-05
internal_weight=127.275 17.6604 16.8136 15.9401 13.2263 5.07073 4.15085 3.66278 8.15556 6.35707 3.14678 2.84284 2.43824 1.87024 3.23141 2.80163 1.6202 0.786114 109.615 0.58466 1.44899 3.12566 5.50266 104.112 2.76097 101.351 4.88033 3.16805 1.50601 96.4709
internal_count=2900 580 550 536 500 250 221 209 250 221 204 194 183 108 175 145 122 92 2320 90 50 46 41 2279 71 2208 107 69 41 2101
is_linear=0
shrinkage=0.0980392


Tree=795
num_leaves=31
num_cat=0
split_feature=1 3 3 0 3 3 0 0 0 4 3 4 4 1 3 3 0 0 3 1 3 3 0 1 1 0 4 1 0 3
split_gain=0.343081 0.848908 0.628474 0.544757 1.18234 2.29066 0.544035 0.476441 0.825087 0.615285 0.857561 0.482275 0.818276 0.595034 0.609657 0.724286 0.574281 0.811059 0.898267 0.855663 0.740993 0.443621 0.887422 1.20613 0.967854 1.00559 0.633416 1.80843 0.890884 0.70212
threshold=69.873026810350026 0.25847000000000003 0.21240500000000004 95.429509798400019 0.090390000000000012 -0.089509999999999992 93.867515624600017 87.181320254150009 86.866770652900016 44.157169339850007 0.080515000000000017 43.124157941850008 42.674081447500008 64.654729579150015 0.084365000000000009 0.093295000000000031 93.262612545250008 90.837623311600012 0.085245000000000029 65.966697146800016 0.099010000000000029 0.090720000000000023 96.249489528150022 72.953999827850012 75.085947125300024 97.152811460000024 40.922041107600009 78.220689305400015 102.65877371115 0.10461500000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 2 3 4 5 -2 -6 8 -1 11 -11 12 13 14 -9 -16 17 19 -19 20 -15 -5 -23 -24 -25 -26 27 -27 -29 -28
right_child=1 -3 -4 21 6 -7 -8 9 -10 10 -12 -13 -14 16 15 -17 -18 18 -20 -21 -22 22 23 24 25 26 29 28 -30 -31
leaf_value=8.6107318539170634e-05 0.00032012245487963981 -0.0021680713700503685 0.0016422979309074835 0.00020285715412238909 -0.00088000677151573998 -0.0020105209037938432 0.00047435532372864305 0.0015086193236319159 -0.0010479819827939794 -0.002182404241161149 0.00018013631799491549 0.00099913384091733634 -0.0007940589051370475 -0.00078661895626748175 -0.0002026090801762034 0.0010301982355645993 0.0008643358095828988 0.00017324562856435005 -0.0014171253113302543 0.00099650251594510372 0.00066744670202302514 -0.0022119440303909692 0.0014168384563352306 -0.0022816867177321231 0.0019953406472863126 -0.002444339357303022 -0.00028830110356855361 0.00042235312876959572 -0.0022711818776015255 0.0014427900969215422
leaf_weight=57.599459951423341 2.9054418779560365 0.71373896942895854 0.86499383176851452 29.174157243811351 1.4491017472755627 3.6683636927191383 5.3509357204311527 3.0253919297829288 2.5767434281297019 0.87589067709632162 1.8141766649205235 4.3022160027176133 2.4292503427714101 3.147973747923972 3.3915692586451769 3.9850999470800161 3.8300707419402888 2.8445850145071736 2.625863729743287 4.3887719102203846 2.3557671755552292 0.811975815333425 1.7474751248955716 0.90215248451568086 0.76760862395167251 1.7196218410972486 3.0812537412948586 3.0237377335142814 0.55944986116082862 1.2729530423821414
leaf_count=883 58 38 15 866 31 151 73 28 24 38 29 35 27 30 25 31 34 25 37 38 17 21 17 25 5 52 70 52 98 27
internal_value=7.69169e-05 -4.28595e-05 -1.63871e-05 -4.18106e-05 -0.000387488 -0.00098044 0.000185738 0.000146968 3.75456e-05 0.000315733 -0.000589111 0.000382739 0.000299931 0.000389729 0.000767391 0.000463391 0.000185047 1.56968e-05 -0.000590146 0.000350721 -0.000164235 6.5551e-05 -0.000222921 -9.93931e-05 -0.000333315 -0.000164701 -0.000336397 -0.000791442 1.80641e-06 0.000217784
internal_weight=157.206 58.013 57.2992 56.4342 13.3738 6.57381 6.80004 99.1928 60.1762 39.0166 2.69007 36.3266 32.0243 29.5951 10.4021 7.37667 19.193 15.363 5.47045 9.89251 5.50374 43.0604 13.8862 13.0743 11.3268 10.4246 9.65702 5.30281 3.58319 4.35421
internal_count=2900 1599 1561 1546 313 209 104 1301 907 394 67 327 292 265 84 56 181 147 62 85 47 1233 367 346 329 304 299 202 150 97
is_linear=0
shrinkage=0.00196078


Tree=796
num_leaves=31
num_cat=0
split_feature=1 0 0 0 3 3 0 4 3 3 4 2 2 4 4 3 3 1 1 4 1 3 1 3 3 0 1 0 3 0
split_gain=0.283714 0.573804 0.679072 0.512698 1.24279 2.3627 0.604492 0.507628 0.786396 0.410783 0.581263 0.906532 0.553191 0.532249 0.460204 0.437556 0.442304 0.382832 1.0903 0.806818 0.731901 0.628055 0.441423 0.572409 1.18853 1.01571 0.940615 0.783183 0.748484 0.893358
threshold=69.873026810350026 87.181320254150009 86.866770652900016 95.429509798400019 0.090390000000000012 -0.089509999999999992 93.867515624600017 44.157169339850007 0.080515000000000017 0.095845000000000027 42.428475018400007 -0.030985000000000002 -0.08756499999999999 40.922041107600009 42.599563320500003 -0.25765499999999997 -0.25276999999999999 72.953999827850012 74.986474174450009 36.735256530150004 71.787208999250012 0.08494500000000002 75.085947125300024 0.087265000000000023 0.088670000000000013 97.550703263350016 77.52437864960001 98.327667663000014 0.079785000000000009 101.47316367565001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 5 -2 -6 -3 -9 15 11 12 13 -11 -12 -5 -17 20 -19 -20 21 -18 -21 25 -25 -24 -26 -27 -29 -30
right_child=3 7 -4 9 6 -7 -8 8 -10 10 14 -13 -14 -15 -16 16 17 18 19 22 -22 -23 23 24 26 27 -28 28 29 -31
leaf_value=8.6556754643552837e-05 0.000363842451725167 0.00040873947679400091 -0.00094324875964132851 -0.0013497358153666415 -0.00087233991211280138 -0.0020158966371073921 0.00055313109342799668 -0.0021700540639825973 0.00021065318853819316 -0.0014548994011143394 0.0019566597112766915 0.00033976629782499717 -0.0022635051124043201 0.00024611542723758769 -0.00024887552580500844 0.0020344208463494336 0.00090375919769838638 -0.0018616747225451854 -0.0020793600624085598 0.001309980256959972 0.0013623117191056268 -0.00078066216391204702 -0.0015304801648908278 0.0014544322037107996 -0.0011175472043371292 0.0013795101596505209 0.0005041431101008208 0.00025694370070100588 -0.002359983187638884 -0.00016051115675003069
leaf_weight=56.975671066888026 2.8814760184613988 36.076111204805784 2.573050624690949 0.69780805464688356 1.46276297053555 3.6180665924839541 5.2445314268406946 0.75830461084842626 1.7989518591202793 1.5259929803494285 0.70546989355352685 2.6639637302941974 1.1799828482580781 1.3181088401761369 0.75087445073586423 0.50815745955333014 1.6140407588100054 1.0582298509543786 0.59916658669635836 1.3585344683378959 2.8437898482079618 1.800327726639807 1.6772234472446168 3.419732668931827 1.9387864517047999 1.5916695641353715 4.7296841222514558 7.1153293393253971 1.0568549116142096 2.1631939703265743
leaf_count=883 58 327 24 72 33 151 78 38 29 84 6 77 40 24 36 7 34 32 129 8 31 26 27 44 29 11 106 294 25 137
internal_value=9.94465e-05 0.000162797 4.20597e-05 -1.25752e-05 -0.000349846 -0.000960875 0.000242257 0.000348898 -0.000495299 9.26848e-05 -0.000303036 -0.000547474 -0.00113483 -0.000666558 0.000819511 0.000186997 0.000219032 0.000191049 8.87676e-05 0.000169236 0.000627562 1.55977e-05 0.000223017 0.00016069 0.000514613 -0.00010176 3.2654e-05 9.91517e-05 -9.80262e-05 -0.000882402
internal_weight=153.706 98.1821 59.5487 55.5238 13.2068 6.49954 6.70729 38.6334 2.55726 42.3169 8.14439 6.68805 4.02408 2.8441 1.45634 34.1725 33.4747 32.9666 26.7084 25.6502 6.25816 3.41437 25.051 23.6925 10.0882 13.6043 6.66847 11.927 10.3354 3.22005
internal_count=2900 1301 907 1599 320 209 111 394 67 1279 267 225 148 108 42 1012 940 933 842 810 91 60 681 673 179 494 135 467 456 162
is_linear=0
shrinkage=0.00196078


Tree=797
num_leaves=31
num_cat=0
split_feature=4 3 3 4 2 1 4 3 4 0 4 3 2 1 0 2 4 4 2 3 3 3 2 3 1 1 0 3 1 1
split_gain=0.0787189 0.331656 0.353381 0.266767 0.33606 0.55515 0.18901 0.296216 0.208025 0.672661 0.529212 0.542285 0.613884 0.428765 0.29561 0.294994 0.287057 0.280098 0.520445 0.824415 0.919756 0.270704 0.290342 0.249483 0.224693 0.223404 0.273716 0.213763 0.280268 0.441774
threshold=49.275256100300005 -0.25095999999999996 -0.24299499999999999 49.842240509300005 -0.23361999999999997 86.858705278550005 48.680511450650009 0.076080000000000023 44.527357125550004 97.32487278035002 44.758188263300006 0.087205000000000019 -0.23378499999999999 83.715897724050009 75.994645973400011 -0.16297999999999999 45.673096293200011 43.411469133450005 -0.10282499999999999 0.08708500000000001 0.083415000000000031 -0.22253999999999999 0.20981000000000005 0.080375000000000016 56.229101798300007 57.960468834350003 82.401241698250018 -0.25215499999999996 59.74022811670001 61.409760615700009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 -2 -3 -4 -5 -6 8 -8 13 10 -10 12 16 14 15 24 -12 25 -19 20 -20 -15 -23 -14 -1 -16 27 -27 -29 -30
right_child=1 2 3 4 5 -7 7 -9 9 -11 11 -13 23 21 17 -17 -18 18 19 -21 -22 22 -24 -25 -26 26 -28 28 29 -31
leaf_value=0.064381694474027945 -0.11037055928417733 0.11036669637687335 -0.10414999812003156 0.084637154810831991 -0.10765082964668826 0.020296762049439726 -0.0030572701979250058 0.052977515929903678 -0.13435109913555904 0.025487011569231929 0.013872886687318071 -0.099686185523849932 -0.017085682488061353 0.01988788753081645 0.041837237645206089 -0.10346533805984026 -0.11178366786159924 0.05726654256667834 0.019401974662344959 0.053389089780446909 -0.074925225756393141 -0.10397414008430594 0.011788856313926231 0.049917544016219534 -0.10178785744552021 0.036148025537139854 0.0011346070060055729 -0.11322579934170146 0.081468139505604012 -0.104637280222664
leaf_weight=0.26003900071373209 0.32842170572257634 0.24582648277282793 0.2972326968665574 0.36024797897698668 0.51133695372845878 1.0068435826105995 2.0273053551791231 1.7644898199941961 0.51979339327226526 2.4709450142909191 0.25037287393206531 0.81690495289512899 1.0085891610360711 0.40370696169338782 1.3266721551772196 0.52430763976735661 0.66381293727317825 2.5929867804516107 2.3616773934772919 2.2261364262958523 1.8383666543377328 0.87133139383013125 0.28835512990372081 1.2376121760607928 0.11843687413056614 0.26383690192596976 99.773297057428863 0.55959383223671355 0.25740903429687023 0.25283371823024936
leaf_count=32 15 1 35 8 82 78 32 24 29 96 21 24 31 56 21 104 56 36 40 33 34 319 41 18 48 9 1512 18 6 41
internal_value=0.000664724 -0.0160709 -0.00328127 -0.0161223 -0.00219323 -0.0227971 0.00103385 0.0230182 0.000344275 -0.0164287 -0.0394595 -0.0270581 -0.00828504 0.00137022 0.0020939 -0.0548984 -0.0773694 0.00255555 0.0194501 0.00419107 -0.0218852 -0.0506384 -0.0751898 0.0198318 0.0123821 0.001068 0.000533049 -0.04447 -0.0643516 -0.0107502
internal_weight=127.429 2.74991 2.42149 2.17566 1.87843 1.51818 124.679 3.7918 120.887 6.96803 4.49709 3.97729 3.16039 113.919 112.356 0.902784 0.914186 111.453 9.01917 6.42618 4.20004 1.56339 1.15969 2.2462 0.378476 102.434 101.107 1.33367 1.06984 0.510243
internal_count=2900 219 204 203 168 160 2681 56 2625 275 179 150 126 2350 1934 184 77 1750 143 107 74 416 360 49 80 1607 1586 74 65 47
is_linear=0
shrinkage=0.1


Tree=798
num_leaves=31
num_cat=0
split_feature=4 4 1 0 0 0 4 0 0 2 2 0 2 2 0 1 2 3 1 0 1 0 1 1 1 2 2 2 2 2
split_gain=0.254473 1.06382 0.560425 1.87433 1.28695 0.698936 0.690681 0.850605 0.534435 0.683757 0.953702 0.773211 0.655125 0.580134 0.558844 0.944087 0.552654 1.13733 0.746894 0.51564 1.11334 1.55721 0.679951 0.601839 1.29157 0.561827 0.84775 0.614464 0.532722 0.529586
threshold=41.621607100200002 41.678468725050003 71.090898343450007 96.249489528150022 94.614906984850009 96.811377277450006 41.532441862050007 93.972365491700018 104.06483731340002 -0.13978499999999996 -0.21094499999999999 97.900202820250016 -0.092289999999999997 -0.18126999999999999 98.201310130900012 82.987325570650015 -0.030985000000000002 0.089850000000000027 81.188747081400024 86.530713386650021 62.079186690200011 86.232294534150014 62.009286778800011 62.197478847950002 64.434276012450013 -0.096499999999999989 -0.26820499999999997 -0.22089 -0.11808 -0.086339999999999986
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 4 -4 6 -5 7 19 9 10 11 -7 -11 -10 -13 -16 17 -14 -18 20 25 -22 -21 -24 -25 26 -1 -28 -29 -27
right_child=1 -3 3 5 -6 8 -8 -9 13 12 -12 14 16 -15 15 -17 18 -19 -20 22 21 -23 23 24 -26 29 27 28 -30 -31
leaf_value=0.0011206921609306589 -0.0019868505037200024 2.0054292696560024e-05 -0.0016024179492874966 0.0012690972734186658 0.0014207397815842542 -0.0014831566506877402 0.0012198478789254615 -0.0012749789373774924 0.00073205056768379454 0.0011930991125083418 -0.0024644502286970561 0.0018343898236638217 0.00024037672014562558 -0.0021411714398831476 -0.0020928310980072723 0.00090680831990005203 0.00089203260414384374 -0.0016755679921610059 -0.00084316975061249355 0.0013263123590251135 8.0473994596250435e-06 -0.0028118902165895588 -0.0004785747545134907 0.001438832236637283 0.00018013470910228078 0.0012619625888502242 -0.0022020281327519509 0.00030842945697224735 -0.0011589536539543539 0.00018280351082120333
leaf_weight=1.1547257092315701 1.0306370247853909 69.100612289154014 2.8302232675778241 1.7881319988518978 3.4057615741621694 1.1592223467305305 2.358892504067625 1.5942437495978072 0.39231208265755413 2.5267349675996309 0.84596174000763369 0.77731784107163582 3.8731422826531423 0.86784875856756005 0.62670679338043545 1.1321187913999891 4.4491498096030915 1.7202424996648913 1.2139306306489741 2.4983238093555 1.8669871848687756 1.2616593297570942 3.6952319573611048 3.6927986852824715 20.722275929991156 2.0319767510518441 0.90921340420027208 1.9484898219816389 1.8584550730884104 12.525050629046746
leaf_count=19 22 1419 89 14 28 23 17 42 85 34 26 9 39 244 41 18 63 38 42 19 51 13 30 36 188 15 67 29 19 121
internal_value=7.81581e-05 -9.43884e-06 0.000149819 -0.000102946 0.000249255 9.56165e-05 0.000180605 0.00013664 -1.15253e-05 7.34153e-05 -0.000586439 -0.000156515 0.000290826 -0.00124668 0.000449867 -0.000162027 8.8293e-05 -0.000348871 0.000520077 0.000178188 -3.98884e-05 -0.00112912 0.000346021 0.000258897 0.000370514 0.000126934 -0.000385106 -0.000753793 -0.00040791 0.00033344
internal_weight=155.858 70.1312 85.7271 24.203 61.5241 21.3728 58.1183 55.7594 19.5847 18.3245 4.54133 3.69537 13.7832 1.26016 2.53614 1.75883 11.2565 5.59338 5.66308 54.1652 23.5566 3.12865 30.6086 28.1103 24.4151 20.4279 5.87088 4.71616 3.80694 14.557
internal_count=2900 1441 1459 765 694 676 666 649 662 333 117 91 216 329 68 59 182 77 105 607 334 64 273 254 224 270 134 115 48 136
is_linear=0
shrinkage=0.00196078


Tree=799
num_leaves=31
num_cat=0
split_feature=0 3 2 2 0 1 4 2 4 3 4 3 3 1 1 1 3 2 3 3 3 3 1 3 4 3 2 1 2 2
split_gain=0.0821453 0.128664 0.175265 0.166752 0.094936 0.397217 0.101252 0.507022 0.342319 0.27369 0.319864 0.236926 0.229573 0.306306 0.561179 0.393517 0.321786 0.477 0.274434 0.740937 0.42882 0.502581 0.381567 0.364619 0.320846 0.238081 0.715527 0.486578 0.207904 0.186503
threshold=113.28087178455002 -0.15684499999999998 -0.16187499999999996 -0.046474999999999995 110.50907145210002 86.858705278550005 49.110028829250005 -0.15895000000000001 48.852845034800005 -0.27223499999999995 40.380906245900007 -0.52484999999999993 -0.093074999999999991 61.998532946250002 62.057679025150001 61.944763783650011 -0.15684499999999998 -0.26138499999999998 -0.22831499999999999 -0.25215499999999996 -0.22125500000000001 -0.12530999999999998 78.349735295650007 -0.2485 38.938637541200009 -0.072169999999999998 -0.076709999999999987 61.987779113750001 -0.22089 -0.065399999999999986
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 -2 -4 6 -6 8 -8 9 10 11 -1 13 15 -15 16 28 -18 19 -16 -20 22 -22 -21 -23 26 27 -14 -11 -27
right_child=1 -3 3 -5 5 -7 7 -9 -10 12 -12 -13 25 14 18 -17 17 -19 20 23 21 24 -24 -25 -26 29 -28 -29 -30 -31
leaf_value=-0.071405098594583591 0.087728499782428415 -0.068239807062194929 -0.10441935943197223 0.022698463858348977 -0.068080652843874476 0.069504607182457864 0.0042932296181667244 -0.10350869373863442 0.040263550597038664 -0.0067348475224396284 -0.10624931503423425 0.01994508095367542 -0.062311178380861837 0.08276279701618891 0.033735859092252428 -0.088292319945310963 0.079470777420764208 -0.11779954048620658 0.074815233509936768 -0.10949555307108183 -0.09309047426097225 -0.0077951739816351688 0.020308564571974035 -0.019020653573511792 0.064739369375626618 -0.0028777074354093251 -0.095875809968930067 0.063192810968934074 0.068727198091143013 0.0062025668026066405
leaf_weight=0.43524169553711545 0.17305992494584643 0.4420534688825899 0.18064027617401734 0.24070141264746781 0.29149069385857618 0.74909511153964559 2.0206865913351071 0.55642679799348016 2.186043595429509 0.77346316073089838 0.50271774990324036 0.81661928032190079 0.49411842686095064 1.2928000994725142 2.1123044083360583 0.59892603894695629 0.17481267335824713 0.41017415140413382 1.4045044202357506 0.7019611601717769 0.67417633272998301 1.0261698526446763 0.52998512759222649 1.2188865739735746 1.5030610141111536 69.55565263423523 1.0046066497598065 0.82416994607774541 0.69150322471978187 33.520919835267705
leaf_count=31 20 231 30 23 18 50 55 112 24 26 81 32 25 11 45 10 4 54 16 11 33 24 14 55 33 1074 29 22 25 682
internal_value=0.000653564 -0.0273839 0.00300049 -0.0318003 0.000884066 0.030964 0.00063372 -0.0189824 0.00104656 0.000333724 -0.0388722 -0.0118152 0.000914169 0.0133924 0.0210822 -0.0169847 0.00384891 -0.0588489 0.0123873 -0.00713716 0.0277137 0.0099941 -0.0431804 -0.0520841 0.0353104 -0.000638239 -0.032298 0.0161516 0.0288853 7.52346e-05
internal_weight=127.107 1.03646 0.594402 0.421342 126.071 1.04059 125.03 2.57711 122.453 120.267 1.75458 1.25186 118.512 13.1127 10.4638 2.64888 2.04995 0.584987 9.17105 4.03315 5.1379 3.73339 1.20416 1.92085 2.52923 105.399 2.3229 1.31829 1.46497 103.077
internal_count=2900 304 73 53 2596 68 2528 167 2361 2337 144 63 2193 361 242 119 109 58 231 111 120 104 47 66 57 1832 76 47 51 1756
is_linear=0
shrinkage=0.1


Tree=800
num_leaves=31
num_cat=0
split_feature=1 0 0 0 3 3 0 3 0 1 1 0 3 1 3 1 4 3 0 4 2 0 1 0 1 1 0 4 3 2
split_gain=0.309468 0.67253 0.706154 0.540119 1.29775 2.12934 0.623136 0.558241 0.782547 1.01023 1.08994 0.978005 0.747881 0.641117 0.60232 0.748196 0.796492 0.693179 0.615378 0.61477 0.870524 0.579783 1.09119 0.706073 0.937917 1.03106 0.656723 0.536083 0.746645 0.493759
threshold=69.873026810350026 87.181320254150009 86.866770652900016 95.429509798400019 0.090390000000000012 -0.089509999999999992 93.867515624600017 0.090720000000000023 96.249489528150022 72.953999827850012 75.085947125300024 97.152811460000024 0.087530000000000011 75.465019721650009 0.10461500000000003 78.677727187550019 41.061442884200012 0.09660500000000001 102.84427732220001 39.56957118270001 0.11529000000000002 98.327667663000014 78.285212300550015 97.483491810050012 72.496961945650014 75.085947125300024 99.378854792050006 44.157169339850007 0.080515000000000017 -0.24103499999999997
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 5 -2 -6 12 -9 -10 -11 -12 21 -14 15 16 -13 18 -17 20 -16 23 -23 24 -5 -26 -24 -3 -29 -28
right_child=3 27 -4 7 6 -7 -8 8 9 10 11 14 13 -15 19 17 -18 -19 -20 -21 -22 22 26 -25 25 -27 29 28 -30 -31
leaf_value=8.2224413524656104e-05 0.00030679347717349579 0.00043051837506499421 -0.00097228335849580704 0.00090553250391238417 -0.0008803349302665131 -0.001978810560952339 0.00051654149628595355 -0.0021539526260879642 0.0012922791927227092 -0.0022329528331310289 0.0019953498638928483 -0.0024499299200153881 -0.00028526025152881841 0.0012001281987814394 -0.002230897530253878 0.0012071738091686908 -0.0004442000384007232 -0.0013709164669397423 -0.0010718035280239452 0.00082619411515470059 0.001045791921565196 -0.0021249377633679157 -0.0025649355303363161 0.0012638408282947672 0.00042130787641368712 -0.0016476810489446767 -0.0020322878077860141 -0.0021615077209684755 0.00020110981932219726 0.00016222102775561122
leaf_weight=56.38116942151828 2.7453673477866687 35.886025510029867 2.552028600126504 3.0272072707302922 1.5669451750291044 3.6514820082520583 5.6726914640457835 0.75779637228697438 1.7344474736601103 1.0339754940941919 0.77557442896067996 1.400262043171095 1.4550743387080718 4.8106019676979486 0.72484737740433025 1.6611409630859277 1.6678579319268463 1.0055595021531187 0.62765746836566894 2.757304197511985 0.54693547723309166 1.043705656644305 0.37648219987749953 2.8212904031388462 1.942477729637176 1.7697093272581694 0.41094762667216578 0.74157199787441586 1.6777515134308485 9.6634911316677972
leaf_count=883 58 327 24 33 33 151 78 22 18 30 5 40 16 91 57 21 23 61 65 58 13 87 4 28 18 31 88 38 29 470
internal_value=0.00010129 0.000168027 3.65603e-05 -1.53188e-05 -0.000354386 -0.000997887 0.000214202 9.47315e-05 -0.000213466 -0.000107945 -0.000306994 -0.000128668 0.000260482 0.000855177 -0.000287194 -0.000662852 -0.0013596 -1.39565e-05 0.00058221 0.000306022 -0.000821744 8.35113e-05 -0.00021323 0.000440278 9.55129e-05 -0.00056504 -2.23133e-05 0.00037029 -0.000523081 7.27046e-05
internal_weight=152.889 97.2385 58.9332 55.6508 13.6365 6.39685 7.23964 42.0143 14.6934 13.9356 12.2011 11.1671 27.321 6.26568 10.3916 6.36248 3.06812 3.29436 2.2888 4.02909 1.27178 21.0553 11.4946 9.56068 6.73939 3.71219 10.4509 38.3053 2.41932 10.0744
internal_count=2900 1301 907 1599 320 209 111 1279 413 391 373 343 866 107 338 210 63 147 86 128 70 759 649 110 82 49 562 394 67 558
is_linear=0
shrinkage=0.00196078


Tree=801
num_leaves=31
num_cat=0
split_feature=2 2 0 3 3 2 0 0 4 2 1 3 2 4 2 4 2 4 4 3 2 4 4 0 4 2 4 4 3 3
split_gain=0.077272 0.34444 0.368773 0.341767 0.270413 0.39231 0.28655 0.3381 0.2843 0.176608 0.240697 0.162315 0.142625 0.384505 0.33599 0.21918 0.211798 0.862745 0.473311 0.322565 0.316111 0.305978 0.911212 0.89354 0.359961 0.769033 0.229247 0.766687 0.210676 0.66293
threshold=0.15675000000000003 0.20327000000000003 88.232507383150008 0.11263500000000003 -0.16319499999999998 0.4063250000000001 87.568458224950021 102.65877371115 40.12915366295001 0.12406000000000002 70.574714382400018 -0.079549999999999996 0.090855000000000033 38.175120519550006 0.06041500000000001 44.421469061800003 -0.0039949999999999994 41.028010303750008 43.812290675100009 -0.13743499999999997 -0.031989999999999998 40.305698932850007 41.872669623500009 93.442739239950015 42.686561923500008 -0.022239999999999999 39.852039223600009 36.514114975300011 0.12424000000000003 0.23821500000000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=9 2 -2 4 -3 6 -6 8 -8 12 -11 -7 14 -14 16 -15 20 26 19 -19 28 23 -23 -22 25 -24 27 -18 -1 -30
right_child=1 3 -4 -5 5 11 7 -9 -10 10 -12 -13 13 15 -16 -17 17 18 -20 -21 21 22 24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.0010541538191729057 -0.078713865189288579 0.039106965466937621 -0.0041141738365540687 0.059553681367049582 0.056843756291703865 -0.021690806684950346 -0.0054840983891714596 0.048173256196438696 -0.072348105366034157 0.094966293644661415 -0.0033778911990215593 -0.11040174219895083 0.025312938072715868 -0.10948600885036174 0.047395424261832936 0.014742400345484545 0.069504299468184788 -0.00027636367164850147 0.010504750630321955 -0.12220695362168228 -0.058515249790851626 0.08135423515207485 0.042978233714912661 0.049146014549686944 0.023846753002219636 -0.13175009049915262 0.047467442940774068 -0.080144970546242228 -0.096153197557168085 0.00040010431291673455
leaf_weight=96.273504515764444 1.2296000188216551 1.1348937641305381 1.4371635882780536 0.94736643181204261 0.6871028180758002 0.33668857884549652 1.7610579536994926 0.70051508583128441 0.99530093290377397 0.47347274573985387 0.52462895610187843 0.5324094645502554 0.66300263611628796 0.57470027227464016 1.567797702988172 0.1886415159679018 0.63423484637360095 0.26580052216741012 0.53201137042196922 1.1809148767470103 1.5341504454845547 2.3495228729443625 0.46978521451819688 1.5495058593987776 1.7954944399534722 0.54309892059245635 1.2828232128031229 0.74388579299557023 0.93346200197834095 2.9852318513833325
leaf_count=1945 26 36 29 23 17 26 39 28 33 8 36 40 13 50 33 36 26 44 34 80 20 38 14 23 35 29 20 29 30 60
internal_value=0.000676172 -0.00787149 -0.0385108 0.00364424 -0.00497109 -0.0149498 -0.00213861 -0.0138622 -0.0296282 0.00138896 0.043274 -0.0760351 0.00102878 -0.030398 0.00141978 -0.078786 0.000782318 -0.0201405 -0.0701465 -0.099805 0.00167756 0.0205032 0.0354015 -0.00441656 -0.00304307 -0.0507094 0.017045 -0.0112738 0.000129013 -0.0225996
internal_weight=126.828 9.7621 2.66676 7.09534 6.14797 5.01307 4.14398 3.45687 2.75636 117.066 0.998102 0.869098 116.068 1.42634 114.641 0.763342 113.073 4.63967 1.97873 1.44672 108.434 8.24156 5.1579 3.08366 2.80838 1.01288 2.66094 1.37812 100.192 3.91869
internal_count=2900 297 55 242 219 183 117 100 72 2603 44 66 2559 99 2460 86 2427 233 158 124 2194 159 116 43 78 43 75 55 2035 90
is_linear=0
shrinkage=0.1


Tree=802
num_leaves=31
num_cat=0
split_feature=1 0 4 0 1 3 3 4 0 0 3 1 1 2 4 3 3 3 3 4 2 4 3 3 2 3 1 3 1 0
split_gain=0.0767742 0.315911 0.710417 0.632166 0.797103 0.673438 0.641518 0.341998 0.327799 0.604287 0.738702 0.291201 0.635563 0.6578 0.845321 0.557211 0.536021 0.528404 0.659157 0.70425 0.547393 0.65464 0.511482 0.981022 0.484832 0.426045 0.406745 1.38264 0.778285 0.384137
threshold=69.873026810350026 94.614906984850009 38.771633980050005 94.157869102700019 70.085415002650009 0.090720000000000023 -0.16319499999999998 37.360990606650006 94.832672093450014 95.141844778450022 -1.0000000180025095e-35 62.55235532115001 63.910026677050006 -0.079074999999999993 40.12915366295001 0.08494500000000002 0.085765000000000022 0.098005000000000023 0.083290000000000017 37.663157789700008 -0.23155499999999998 48.008184682100008 0.086655000000000024 0.089335000000000012 0.072320000000000023 0.10273500000000002 62.132955852800002 0.085880000000000026 62.197478847950002 91.410264893400026
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=11 2 7 4 -4 6 -6 -2 -3 10 -10 26 16 17 15 -15 -13 18 19 -14 21 -21 -20 -24 -16 -17 -1 -28 -29 -26
right_child=1 8 3 -5 5 -7 -8 -9 9 -11 -12 12 13 14 24 25 -18 -19 22 20 -22 -23 23 -25 29 -27 27 28 -30 -31
leaf_value=0.0018780081150561291 -0.037021858933428291 0.039724176603913489 -0.056521864215420783 -0.082551280725900941 0.088789829204886317 0.095358844104816487 -0.069771408264710441 -0.12271048336068083 0.029282657881962187 0.0011214653663366722 -0.11780688194830109 0.084682115714943815 -0.080313320142166814 0.037915447489528631 -0.10528201869359029 -0.059167320401578974 0.014524131064164437 -0.021734438326633933 0.08603805890359717 -0.11507377278830287 0.044092418353458541 0.037875071415643224 -0.025310416453029696 0.062110398751098694 0.048309518211534598 0.011653551878216262 -0.08076144071406062 -0.040834578367073243 0.035067897175444201 -0.074722762575557738
leaf_weight=46.006857852711619 1.0558476838341437 2.0318666822277001 1.0329523868858816 0.77900823597883562 0.40834085358073924 1.3535824314894851 0.68019956588614183 0.83344077052606724 0.53694512485526502 34.450760421424491 0.93769534118473419 1.9533018194488274 0.95959266676800492 2.5110717248171532 1.4285412854515018 1.7205550306243824 2.461113409983227 2.8618281735107312 2.10123097198084 0.57732414308702773 2.3350373457651568 0.54308362840674818 2.1101689587812871 3.277309802128002 0.49384406364697475 1.6777493506669996 2.7156236374285054 2.1933803902938962 3.5171130249509588 0.52203516731970012
leaf_count=787 31 33 14 41 15 18 65 27 17 1301 37 31 26 29 38 26 27 33 18 39 30 9 28 34 19 18 28 23 34 24
internal_value=0.000607622 -0.00275674 -0.0237947 -0.00113266 0.017119 0.0482671 -0.0102908 -0.0748225 0.00064825 -0.0015618 -0.0642487 0.00241775 0.0107984 0.00415948 -0.018266 0.00219304 0.0455678 0.016847 0.0261225 -0.00452457 0.0165223 -0.0409365 0.0441907 0.0278694 -0.0677258 -0.0242029 -0.0018214 -0.0220203 0.00591402 -0.0149137
internal_weight=126.067 44.1006 6.14337 4.25408 3.47508 2.44212 1.08854 1.88929 37.9573 35.9254 1.47464 81.9668 27.5338 23.1194 8.3538 5.90938 4.41442 14.7656 11.9037 4.41504 3.45545 1.12041 7.48871 5.38748 2.44442 3.3983 54.433 8.42612 5.71049 1.01588
internal_count=2900 1599 211 153 112 98 80 58 1388 1355 54 1301 429 371 154 73 58 217 184 104 78 48 80 62 81 44 872 85 57 43
is_linear=0
shrinkage=0.1


Tree=803
num_leaves=31
num_cat=0
split_feature=0 2 2 3 0 2 2 4 0 3 2 2 0 3 2 3 4 3 1 0 4 3 4 3 4 4 2 3 3 1
split_gain=0.0742411 0.117622 0.184006 0.168955 0.114175 0.0959802 0.137247 0.347378 0.266588 0.403219 0.152047 0.437214 0.127687 0.111709 0.264916 0.200631 0.327519 0.140492 0.393945 0.615434 0.360316 0.928541 0.470439 0.355526 0.770582 0.959278 0.771498 0.873021 0.354538 0.288656
threshold=113.28087178455002 -0.012769999999999998 -0.046474999999999995 -0.397505 116.55541378745001 0.68694500000000025 0.25677000000000011 40.08085804200001 94.614906984850009 0.10236000000000002 0.20327000000000003 0.18145000000000003 93.442739239950015 -0.25765499999999997 -0.23557500000000001 -0.54481999999999997 39.749124837650008 -0.098985000000000004 74.784839814650013 94.614906984850009 40.305698932850007 -0.12530999999999998 41.289992964000007 -1.0000000180025095e-35 38.386256906100009 37.511241581900002 -0.25716999999999995 -0.04931 0.072890000000000024 65.036490633650018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 3 -2 -5 6 10 8 -8 -10 11 13 -12 14 -1 -16 -17 18 19 20 21 -15 -22 24 25 -19 -26 -28 -25 -24
right_child=1 -3 -4 4 -6 -7 7 -9 9 -11 12 -13 -14 17 15 16 -18 23 -20 -21 22 -23 29 28 26 -27 27 -29 -30 -31
leaf_value=-0.10780499751404071 0.093108144839715218 -0.10251130116928742 0.087311250208644497 -0.014232707793419048 -0.10341027081364634 0.02843176660492764 0.021288301548575108 -0.086148059142324679 -0.11414409792840169 0.026069456770378863 0.051076673663769251 -0.056454506047789732 0.0054266930025888603 -0.11427384468449944 0.033650833052781118 0.01465496306515349 -0.060668838287899811 -0.051354862078460788 0.047217561040435764 -0.079589305663111301 0.064360789757077028 0.032401384711498692 -0.011064987272067053 0.045586272624416689 0.048264795396121857 0.10181267862458653 -0.11934950482806761 0.007455682442335969 0.0010059503575054723 0.051382104270604238
leaf_weight=0.29142598681210108 0.090941499918699265 0.16951069234937577 0.15458628424676135 0.32651074273826453 0.25623870950784067 1.2418815232813347 1.5593988033942876 0.63718570723722212 0.44155239862448059 0.38299626088701189 1.0931042660959058 1.3323694189348305 1.3942585095646789 0.7384350650536361 0.84154905767354682 1.143100649082043 1.1661697729250589 0.77715305606760299 2.5119306637934633 0.83110885275527824 1.8665713812224565 1.0387309473007897 3.1161611259012716 1.8181283410085729 0.58184401597827662 0.86290690395981073 1.7273746905466398 0.79181843204787616 94.819203669118906 0.97081868455279607
leaf_count=52 2 100 7 46 149 33 25 39 55 7 22 21 31 28 35 45 54 36 64 36 22 21 91 27 12 9 87 15 1697 32
internal_value=0.000552327 -0.026616 -0.0110836 -0.0336615 -0.0534447 0.000770981 0.000491099 -0.020559 -0.00302823 -0.049016 0.00102232 0.000503198 0.0254882 0.00115801 -0.016587 -0.00815002 -0.0233832 0.00170119 0.0123959 0.00217962 0.0109704 -0.028544 0.0227656 0.000532995 -0.026203 0.0292332 -0.0555218 -0.0794928 0.00184468 0.00376866
internal_weight=124.975 0.997788 0.828277 0.673691 0.582749 123.977 122.735 3.02113 2.38395 0.824549 119.714 117.227 2.48736 115.894 3.44225 3.15082 2.30927 112.452 11.0738 8.56183 7.73072 1.77717 5.95355 101.378 4.7411 1.64006 3.10104 2.51919 96.6373 4.08698
internal_count=2900 304 204 197 195 2596 2563 126 87 62 2437 2384 53 2363 186 134 99 2177 294 230 194 49 145 1883 159 45 114 102 1724 123
is_linear=0
shrinkage=0.1


Tree=804
num_leaves=31
num_cat=0
split_feature=2 2 3 3 2 3 3 2 4 4 3 2 2 2 2 1 2 4 3 3 4 1 4 4 3 3 3 3 0 0
split_gain=0.0721892 0.838205 1.02288 0.636729 0.790897 0.488027 0.882447 0.797501 0.797133 1.01371 0.78711 0.654046 0.896911 0.465637 0.464444 0.424832 0.345901 1.36103 0.714066 0.624253 1.00458 0.665452 0.921014 0.594897 0.43267 0.344419 1.41426 1.23109 1.04033 0.998115
threshold=-0.088099999999999998 -0.092289999999999997 0.082775000000000029 0.087725000000000011 -0.090694999999999998 0.083565000000000014 0.086105000000000029 -0.14581999999999998 36.514114975300011 38.238138001450004 0.081815000000000013 -0.095019999999999993 -0.10098 -0.085734999999999992 -0.11808 60.474177186300004 -0.14228499999999997 40.660558922250004 0.098005000000000023 0.12191500000000002 39.788107623550012 75.645146416450004 41.24714903835001 41.558544840500012 0.093925000000000022 0.083415000000000031 0.086520000000000027 0.082620000000000013 91.523180134850023 85.872041144650012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 -3 -4 -5 10 7 -7 -8 -10 -1 12 16 -2 -12 -15 19 -18 -19 20 -11 22 -22 -23 -24 27 28 -17 29 -27
right_child=13 2 3 4 -6 6 8 -9 9 11 14 -13 -14 15 -16 25 17 18 -20 -21 21 23 24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0041557522680232741 0.032745453524888425 0.039314104851826716 -0.10905561276437836 0.035024190949871324 -0.074404727638778922 -0.0099263973345202396 0.049048932346239013 0.072225836746258029 -0.084405370137364669 -0.064623753194435626 -0.025553045157766741 0.055061590943523898 -0.070797346141258655 -0.059659767633714493 -0.12699568348959275 0.002654754816078608 0.024916719563121761 -0.10875842906925884 -0.013953349220025849 -0.050852356225674106 0.098143060545340832 -0.10004086764455196 0.049187541450589331 0.028652214331324449 -0.010804201187735861 -0.011850575001051432 0.0029774428994986963 0.077141738867554766 0.0043819603598507168 -0.13501156936424713
leaf_weight=17.054540019231926 4.7927420099586007 1.3157044705003489 1.7053957663010804 1.0884365978563435 1.6797843349004327 1.7321376310301273 3.1689075529379265 3.7182165801423244 1.4830087781010686 1.1780816931955183 0.95491524444503284 2.0321123170433522 1.8508489352334425 1.1558143690854183 0.85582100182909815 16.364660880304658 3.8502823399612689 1.66251382981136 1.5215861317701636 1.3370753925119068 2.3219285516533983 0.63919381630398653 2.6072255440521985 0.81999140367815926 2.2308285117615014 1.0083142094808857 37.810502007076366 2.5668898294061355 1.8098126510976724 1.894036010984564
leaf_count=730 66 23 29 17 33 36 93 41 52 30 27 27 41 113 17 415 35 32 17 28 23 28 28 37 36 18 689 27 77 35
internal_value=0.000491224 -0.00213473 -0.0381944 -0.0609899 -0.0313784 0.00195707 0.00944859 0.0461176 0.00196423 -0.00437565 -0.0108115 0.00100647 -0.00448047 0.00270444 -0.0734986 0.000404826 0.00227524 -0.0150841 -0.0634539 0.0132424 0.0219897 0.0338282 0.0463719 -0.0277216 0.0215253 0.0015345 -0.00346067 0.0127543 -0.0551202 -0.0922238
internal_weight=124.211 56.8085 5.78932 4.47362 2.76822 51.0192 32.1539 5.45035 26.7036 23.5347 18.8653 22.0517 20.0196 67.4028 1.81074 62.61 18.1687 7.03438 3.1841 11.1343 9.79725 8.61917 7.15998 1.45919 4.83805 61.4542 42.5227 18.9316 4.71216 2.90235
internal_count=2900 1460 102 79 50 1358 584 77 507 414 774 362 335 1440 44 1374 294 84 49 210 182 152 87 65 64 1261 819 442 130 53
is_linear=0
shrinkage=0.1


Tree=805
num_leaves=31
num_cat=0
split_feature=4 2 3 4 1 0 0 0 0 4 3 3 0 1 2 2 1 0 1 4 1 1 2 0 3 3 4 2 1 0
split_gain=0.0770447 0.290847 0.372108 0.122627 0.245335 0.783035 0.392691 0.525695 0.362603 0.429351 0.109583 0.481404 0.367006 0.489124 0.311101 0.406568 0.328053 0.321463 0.33443 0.369755 0.282907 0.376016 0.485723 0.393287 0.375265 0.461697 0.390716 0.278752 0.236396 0.256727
threshold=32.785955158400007 -0.10710499999999999 0.088500000000000023 35.461062230100005 61.767325547050007 89.219171517050015 89.99344745865001 92.031298721500022 98.327667663000014 33.151194885250007 -0.23958499999999999 -0.15684499999999998 71.249517373150013 61.944763783650011 -0.16717499999999999 -0.091779999999999987 73.365333921800001 86.162394622750014 70.96454081135002 39.995120105550008 61.614083433650009 57.960468834350003 -0.016334999999999999 76.591483678350016 0.078935000000000019 -1.0000000180025095e-35 35.818873074050011 -0.23280999999999999 61.767325547050007 85.613949164150014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 4 -2 -6 -7 -8 -9 -10 12 -12 -5 27 16 -16 -15 -17 -19 -20 21 23 -23 24 25 26 -13 -14 -22 -30
right_child=3 2 -4 10 5 6 7 8 9 -11 11 20 13 14 15 17 -18 18 19 -21 28 22 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.10617925148132019 0.083671522211709995 0.060820859263964959 -0.069702575776275269 -0.11244427229296666 -0.10293541632262973 0.068645812911883916 -0.088288396476059502 0.054692544648873742 0.086054576844064049 -0.1043948917266978 0.035479741074887952 0.077727153279114947 -0.0072012420196761158 -0.02820648414962125 -0.096461854788360307 -0.065368363772599455 0.06189722305249834 0.037404810124753073 0.0247315255378227 -0.11140957898347388 0.041778178573788904 -0.095329564326334826 0.0026617585478783228 0.049231791272345997 -0.11055511381151638 0.082769883685495857 -0.10547412451021326 0.064871634244417761 -0.024809680615621939 0.0011812760384843229
leaf_weight=0.3214633556294757 0.4875732462387522 0.50864658352384029 0.38279879161922281 0.3427725741712474 0.54654189775465045 1.3347334926947954 0.51738752983510528 1.2898327959701417 0.17490703923658646 0.36622618488377157 3.880270535402814 0.16013367474079132 0.95245213078305857 0.85586793901165925 0.90656394982215704 1.0299248095834634 0.76545983408504981 1.1781285144388673 0.38188966187954054 0.41769982657569926 1.3827499784529198 1.2540103807114067 0.84784007428243047 1.0212777992710469 0.42680118058342487 0.41095717623829775 0.42638916089526901 1.2291580784076357 3.958451977785443 95.167483033487542
leaf_count=86 12 43 39 48 22 13 9 18 7 63 105 2 27 39 37 18 27 14 21 34 11 40 20 19 18 4 69 23 143 1869
internal_value=0.000444912 -0.0246337 0.00477232 0.000694827 0.0165025 0.00875956 0.0253342 0.000717239 0.0258681 -0.0428371 5.74736e-05 0.000889935 -0.0111939 -0.00669668 -0.0225015 -0.037759 0.0143332 -0.0200648 0.00352761 -0.0463876 -0.000387648 -0.0247844 -0.055802 0.00187396 -0.0320839 0.00149235 -0.0554561 0.0334059 0.000716156 0.000143364
internal_weight=122.926 1.21291 0.891445 121.713 4.7172 4.22963 3.68309 2.34835 1.83097 0.541133 116.996 108.936 8.05992 7.71714 5.53553 3.91421 1.62133 3.00764 1.97772 0.799589 105.056 4.54741 2.10185 2.44556 1.42428 0.99748 0.586523 2.18161 100.509 99.1259
internal_count=2900 168 82 2732 144 132 110 97 88 70 2588 2300 288 240 190 124 66 87 69 55 2195 172 60 112 93 75 71 50 2023 2012
is_linear=0
shrinkage=0.1


Tree=806
num_leaves=31
num_cat=0
split_feature=1 1 1 0 0 1 1 3 1 4 3 0 3 0 2 2 4 1 0 1 1 4 1 4 1 4 4 0 1 1
split_gain=0.08312 0.996792 0.792587 0.441211 1.07529 0.622747 0.517456 0.389284 0.373421 0.335074 0.657268 0.415353 0.391574 0.36962 0.35341 0.364297 0.319352 0.241558 0.225641 0.497085 0.404736 0.329398 0.403141 0.48228 0.524566 0.407536 0.300141 0.299544 0.285098 0.562634
threshold=66.697957758300021 66.318885161900013 65.727424373200009 92.031298721500022 90.603727454250006 67.649671936450019 67.649671936450019 -0.16319499999999998 68.961639504150014 38.441102963850007 0.085590000000000013 85.839779647100016 -0.082159999999999997 90.337570099350003 -0.12350999999999999 -0.26820499999999997 38.938637541200009 61.614083433650009 93.262612545250008 69.873026810350026 70.085415002650009 38.238138001450004 70.182199495350019 38.386256906100009 70.73871032835001 42.541806567400009 37.962710038050005 94.964406541850011 70.96454081135002 71.787208999250012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 9 4 5 -2 -5 -7 -8 10 12 17 14 16 15 -1 -11 -12 -10 -20 -21 26 -23 -24 25 -25 27 -22 -26 -30
right_child=3 -3 -4 6 -6 7 8 -9 18 13 11 -13 -14 -15 -16 -17 -18 -19 19 20 21 22 23 24 28 -27 -28 -29 29 -31
leaf_value=0.084684997922854735 0.0712641858135422 0.061474657886674958 -0.078811487479097414 -0.099240225930932749 -0.099463302680059748 0.023966046573526145 0.037171906614295307 -0.11306774938164835 -0.039656087876102579 -0.046052234206833284 0.032856256643082046 0.053184446358717365 -0.081657464496830381 0.049136717308197124 0.066647425449911132 -0.10358216976867625 -0.00096993719927821777 -0.036236648266978519 0.042550019460850547 -0.06010492997066641 -0.073650793326489702 0.054870385430221429 0.056319220219522882 -0.1076775711423138 0.044515090228070361 -0.0058733274538277326 -0.11013821993614004 -0.0053862189499561484 -0.039844381582967159 0.0032537075412903136
leaf_weight=0.14360064174979892 0.93217560881748729 2.7671250496059647 1.245118673192336 0.52233523956965555 1.5278538459388071 0.39589733793400228 2.6713505146326488 0.43518212669005152 1.483233569015282 1.6181132192723442 1.014310995989945 4.3697137795388699 0.84965630733858954 1.4343001772649575 0.53340821713209163 0.36155828016489977 54.306866308780627 1.0097211186948696 2.5851342064561313 1.1905162017792452 0.79489019482571066 1.3988277260214079 1.4626943804905739 0.81697562499903031 1.4031017699744577 0.75809854734688997 0.39057888607203484 3.3593031215586961 3.4127580728381899 26.942756359104806
leaf_count=2 10 34 33 12 58 11 42 42 24 17 25 36 22 23 8 71 846 24 33 20 37 15 16 33 22 20 32 327 87 918
internal_value=0.000395552 0.00266004 0.000226845 -0.00260975 -0.0380576 0.0151503 -0.0002382 -0.0477896 0.000824303 0.00172609 0.0205287 0.0358379 -0.0313102 -0.000988771 0.0098791 -0.0500638 -0.00227433 -0.00161186 -0.00128656 -8.10846e-06 -0.00263194 -0.000952444 0.00223381 0.000117803 -0.00234834 -0.0586782 -0.0263283 -0.0184484 0.000445354 -0.00159165
internal_weight=122.137 69.6535 66.8864 52.4837 3.29111 1.76326 49.1926 0.831079 48.6702 65.6412 8.28197 6.39375 1.88822 57.3593 1.03857 0.505159 55.925 2.02403 45.9989 44.5156 41.9305 40.74 36.1952 34.7964 33.3337 1.57507 4.54477 4.15419 31.7586 30.3555
internal_count=2900 1141 1107 1759 121 63 1638 53 1626 1074 188 85 103 886 81 73 863 49 1584 1560 1527 1507 1111 1096 1080 53 396 364 1027 1005
is_linear=0
shrinkage=0.1


Tree=807
num_leaves=31
num_cat=0
split_feature=1 0 0 2 1 1 2 2 2 0 1 3 3 2 1 2 3 4 3 3 0 2 4 4 0 3 4 3 3 3
split_gain=0.0745179 0.144053 0.152374 0.152227 0.1082 0.162341 0.0660722 0.226065 0.253897 0.397583 0.499893 0.408716 0.241109 0.208583 0.629835 0.2101 0.837753 0.312542 0.195894 0.443159 0.243906 0.276405 0.69177 0.503747 0.866693 0.426639 0.340363 0.138759 0.265232 0.595043
threshold=89.786436182600013 110.50907145210002 122.45926784190002 -0.15895000000000001 90.988176966900014 93.464246905050018 -0.62958999999999998 -0.59309999999999985 -0.50001499999999999 86.950112854950021 72.496961945650014 0.084535000000000013 0.093480000000000021 -0.26138499999999998 62.305017173150013 -0.24299000000000001 0.093295000000000031 39.039757512550004 0.10500500000000003 0.10661000000000002 99.378854792050006 -0.036264999999999999 41.061442884200012 41.061442884200012 88.028184565250015 0.12064000000000002 41.43512228960001 0.10332500000000001 0.10236000000000002 0.10176000000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 -2 3 -3 -5 -6 -1 12 9 -9 -11 -12 -8 14 -10 16 17 -15 27 -20 21 22 25 -23 -25 -21 -24 28 29 -17
right_child=1 2 -4 4 5 -7 7 8 13 10 11 -13 -14 15 -16 18 -18 -19 19 20 -22 23 26 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.018891802166853208 -0.10213411688652536 -0.10188671979048743 -0.10165352241524145 0.081609806034389568 -0.10432502577598807 0.05104969826825502 -0.0061787342719773 -0.13118007887777233 0.085597119109663611 0.027134948458883854 0.034742436209793649 -0.10652659082968403 0.049947379012024021 -0.0050820264348369832 -0.021843132428754811 0.0014408172884917997 0.079661001174560375 -0.11208667631147402 -0.061852021406404195 -0.0102108358413644 -0.0501556877118184 0.048041656934249007 0.059490915611344786 -0.093436881431763777 0.043533979259894474 -0.078701528940197663 -0.0089937676245690889 0.02317695911518762 -0.03771460604542741 0.069460534136846525
leaf_weight=1.7180607251830213 0.2029354447768118 0.097159972348890733 0.14077218314599804 0.2536808957811445 0.10866154474206269 0.17643444470991199 1.2875875461613753 0.3422715676715592 1.082874775049276 1.2401528405025604 0.28343614477489587 0.73816811345386668 1.8872385688591746 0.40412002602169994 1.0997479542638755 89.142319509202935 0.46731192432343949 0.84105044288298814 1.4928266321257968 1.9811898670159256 1.0496716370435013 2.5902374144643554 1.3873857259750368 0.86406406998867147 0.99270713049918413 1.6813161667305392 1.5215983372181652 3.1072914321266571 1.6769455043176993 1.3049398129805911
leaf_count=41 77 62 129 15 28 59 33 24 19 20 18 51 30 18 31 1824 6 65 25 32 49 35 10 31 26 33 35 38 19 17
internal_value=0.000354186 -0.0271142 -0.00751329 0.0133258 0.0341025 -0.00816986 0.000578086 0.000860448 0.000135546 -0.0307351 -0.0155347 -0.0673326 0.0271848 0.000848916 0.0314617 0.000244272 -0.03451 -0.0773583 0.000791332 -0.0104536 -0.00409561 0.000292283 -0.0127368 0.0195458 -0.0202066 -0.0416523 0.0236687 0.00239261 0.00169157 0.00242218
internal_weight=121.164 0.979644 0.776709 0.635937 0.538777 0.285096 120.185 118.466 115.292 2.60403 2.26176 1.0216 3.17483 112.688 2.18262 110.505 1.71248 1.24517 108.792 13.561 12.0682 11.0185 6.57149 4.44701 1.85677 3.66251 2.90898 95.2315 92.1242 90.4473
internal_count=2900 370 293 164 102 87 2530 2489 2426 113 89 69 63 2313 50 2263 89 83 2174 276 251 202 110 92 57 65 45 1898 1860 1841
is_linear=0
shrinkage=0.1


Tree=808
num_leaves=31
num_cat=0
split_feature=3 4 2 3 4 4 4 2 4 1 4 4 2 2 0 3 1 1 2 4 3 3 4 4 0 1 4 1 0 2
split_gain=0.0722913 0.302868 0.211659 0.19778 0.345687 0.111456 0.297291 0.277474 0.262116 0.240588 0.228533 0.505035 0.409765 0.265089 0.456557 0.190743 0.413131 0.467659 0.335511 0.54997 0.328604 0.769101 0.475812 0.309828 0.306053 0.366694 0.239323 0.20826 0.202659 0.526093
threshold=-0.54481999999999997 48.919835655300012 -0.16297999999999999 -0.27223499999999995 39.530201452500002 49.110028829250005 49.49736495185001 -0.15818499999999999 48.680511450650009 89.619751778500017 45.90502654165001 47.001379125850008 -0.23378499999999999 -0.22699 97.550703263350016 -0.093074999999999991 61.998532946250002 62.057679025150001 -0.18126999999999999 41.43512228960001 -0.24523500000000001 -0.25276999999999999 38.938637541200009 42.564639561200003 86.345209775600011 61.923256118600001 40.922041107600009 72.953999827850012 103.44649194340002 -0.088944999999999996
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 -2 8 -7 -8 10 -9 15 -12 -13 -14 -15 16 24 -18 27 20 21 -20 -22 -21 25 26 -5 -19 -17 -30
right_child=3 -3 -4 5 -6 6 7 9 -10 -11 11 12 13 14 -16 28 17 18 19 23 22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.10782902884380424 -0.0029410896257959845 0.078814870159706188 0.028145002907322653 -0.054728284158335971 -0.10939171721188129 -0.088206401497363029 0.020488245444664072 -0.1033125889227004 0.032612483527794174 0.017642784110443732 -0.093592584533787646 -0.069238178858736329 0.071618899287124518 -0.081423433022597511 0.039250663245388451 0.00043051145303141768 0.080459830478813582 0.010417567934773705 0.065955241510262164 -0.11688848878161673 -0.010563037146563932 -0.079043736643104434 0.072983982456742993 -0.01617837911312606 0.045558561480205567 -0.12558069495678767 0.052576157247506562 0.0697333217549609 -0.10655131320427368 -0.001318871659470345
leaf_weight=0.20472186478582444 0.94391886071752995 0.53015216812491417 0.25970180629883444 0.5779094148747379 0.45073044175296673 0.51114041865184789 1.5087917020355239 0.42074841659632478 2.5655741351656607 0.26995568989150343 0.81882970190053983 0.70816220394044704 0.65201212838292177 0.50271534686908015 0.8330716521886643 95.88148143246508 1.1962095859053059 1.0307027922499394 0.61324398218130227 0.52574472012929596 1.1906278912656518 0.90661940757126813 1.5946576295973498 0.72911153583845589 0.40675725787878025 0.46328003020607866 0.32459117164034978 1.3904428957976049 0.64082084990963073 1.8367943489317884
leaf_count=31 52 5 24 31 56 31 56 96 38 43 56 37 6 6 43 1567 11 33 27 17 37 26 25 35 4 11 63 44 189 200
internal_value=0.000316814 0.0271656 -0.0317935 9.33467e-05 -0.0373444 0.000535451 -0.019508 -0.00354324 0.0010063 -0.0560382 0.000287583 -0.0248112 -0.00392056 0.0193491 -0.0061643 0.00109462 0.0136145 0.0221509 0.0134116 -0.000118248 0.0168616 -0.0205386 0.0372701 -0.0583727 -0.0305833 -0.0532598 -0.0161354 0.0444821 -0.000299156 -0.0285366
internal_weight=120.489 0.994576 0.464424 119.495 1.39465 118.1 2.71064 2.1995 115.389 0.690704 112.824 3.51479 2.69596 1.9878 1.33579 109.309 10.9499 9.17736 7.98115 5.56001 4.30515 1.51986 2.78529 1.25486 1.77254 1.36578 0.902501 2.42115 98.3591 2.47762
internal_count=2900 60 55 2840 108 2732 226 195 2506 139 2468 148 92 55 49 2320 364 255 244 167 115 53 62 52 109 105 94 77 1956 389
is_linear=0
shrinkage=0.1


Tree=809
num_leaves=31
num_cat=0
split_feature=1 1 1 0 0 1 3 0 0 3 3 1 4 3 2 3 1 1 4 2 0 2 2 4 2 0 0 4 4 0
split_gain=0.275494 1.13755 0.942579 0.433216 1.18713 0.657757 0.477538 0.404113 0.566 0.560147 0.794279 0.790028 0.512451 0.434083 0.372372 0.355279 0.323533 0.639773 0.301106 0.559392 0.938371 0.853419 0.744842 0.661767 0.597104 0.565394 1.00382 0.47408 0.515151 0.531994
threshold=66.697957758300021 66.318885161900013 65.727424373200009 92.031298721500022 90.603727454250006 67.649671936450019 -0.16319499999999998 87.181320254150009 86.866770652900016 0.089185000000000028 0.083565000000000014 62.305017173150013 42.072181850200003 0.087265000000000023 -0.095019999999999993 0.076825000000000018 68.214248143850014 68.961639504150014 38.703421923500009 -0.033594999999999993 94.776214472700005 -0.10098 -0.101965 37.272044000450002 -0.024989999999999998 97.013011637200023 97.152811460000024 39.211875820650008 39.788107623550012 94.230457472250009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 7 4 5 -2 -7 8 -1 10 11 -9 14 -12 -11 -13 -5 -18 19 20 -19 22 23 -22 -21 -23 -27 -20 -29 -30
right_child=3 -3 -4 16 -6 6 -8 9 -10 12 13 15 -14 -15 -16 -17 17 18 27 24 21 25 -24 -25 -26 26 -28 28 29 -31
leaf_value=0.00011115994276629545 0.0013738181611427549 0.0013004313166547182 -0.0014871218321153693 -0.00093737048941338469 -0.0018820315504293043 0.00050774015541041253 -0.0021867322963043247 0.00165043405421781 -0.00085067683402324269 0.0016060178695595988 -0.0010551155532842341 -0.00061222340880544128 3.8302285700458883e-05 8.3490075603324357e-05 0.00066249687714292984 0.00069933391626129362 0.0010307103217370192 -0.0018982026975097174 0.00076080548190491347 0.0018528773548210403 0.00054907911612272293 -0.0023594845153387689 0.0022723253713689781 -0.002091115647476229 -6.2806535187699003e-05 0.0023051376877191113 -0.0020882934003290201 -0.00070075466984352336 0.00093747863310764557 3.1365341884879269e-05
leaf_weight=54.537858548930672 1.1079283240251241 3.2978551350533953 1.370281011564656 1.2719990720506746 1.6657358179072614 0.51596663356758676 0.49596104194642932 1.842190152034165 2.4582171209622166 2.6193888112902641 2.4921349948272109 1.605541668366641 2.8693334069103003 2.6627817675471306 4.1657155398279411 1.571080316789448 2.5092831442598245 1.7218549422977956 3.7291650004208341 0.7237780027789994 1.4714067144273029 0.88275663903914414 0.68308009859174479 0.48541212497457298 4.6092347822950597 0.3670327365398407 0.43920454000863174 3.3958956853712143 2.6865856491349396 34.246344364280503
leaf_count=877 10 34 33 28 58 11 42 15 23 17 21 22 25 19 35 20 26 45 65 11 121 28 4 48 155 1 64 74 50 918
internal_value=9.70972e-05 0.000172379 0.000124804 -2.69134e-07 -0.000643343 0.000329992 -0.000812862 0.000153555 6.96763e-05 0.000394664 7.36208e-05 0.000628869 0.000732975 -0.000466967 0.00102674 3.64411e-05 4.08367e-05 6.23079e-05 1.84782e-05 -0.000265798 -0.000673861 -0.000186868 0.000509507 -0.000105853 0.000197183 -0.0012753 -8.82209e-05 9.19298e-05 3.00796e-05 9.72781e-05
internal_weight=144.501 81.4924 78.1945 63.0086 3.78559 2.11986 1.01193 76.8242 56.9961 19.8282 10.1737 5.01881 9.65444 5.15492 6.7851 3.17662 59.223 57.951 55.4418 11.3838 6.05075 4.32889 2.6399 1.95682 5.33301 1.68899 0.806237 44.058 40.3288 36.9329
internal_count=2900 1141 1107 1759 121 63 53 1074 900 174 97 57 77 40 52 42 1638 1610 1584 477 311 266 173 169 166 93 65 1107 1042 968
is_linear=0
shrinkage=0.00196078


Tree=810
num_leaves=31
num_cat=0
split_feature=0 3 1 2 1 4 2 2 2 2 4 1 0 3 1 1 0 0 4 3 2 2 0 4 2 1 3 3 0 2
split_gain=0.0726388 0.102967 0.140186 0.139538 0.105317 0.103097 0.0838608 0.121852 0.27006 0.401957 0.369994 0.442173 0.409943 0.408515 0.102445 0.418929 0.52715 0.346261 0.659656 0.664015 0.548515 0.345308 0.27073 0.369387 0.283421 0.287667 0.256509 0.174713 0.523094 0.119801
threshold=113.28087178455002 -0.21013499999999999 93.464246905050018 -0.15895000000000001 93.985807782350022 49.110028829250005 0.68694500000000025 0.19122000000000003 0.20981000000000005 0.22542000000000004 40.08085804200001 80.909147435850016 94.614906984850009 0.10236000000000002 80.677940036650014 80.909147435850016 100.67200315280002 100.24991522630002 42.297164883650005 0.09117500000000002 -0.081844999999999987 -0.61225999999999992 102.65877371115 42.406961525800007 -0.088944999999999996 86.858705278550005 -0.22125500000000001 0.079095000000000013 110.50907145210002 -0.021344999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 3 -3 -2 -4 -5 7 14 -9 -10 12 -12 -11 -14 17 -16 -17 -1 19 20 -19 -18 -23 26 25 -25 -24 28 -27 -28
right_child=1 2 4 5 -6 -7 -8 8 9 10 11 -13 13 -15 15 16 21 18 -20 -21 -22 22 23 24 -26 27 29 -29 -30 -31
leaf_value=0.0014978541617642149 0.085633353185216643 -0.10351932566462281 0.098722989211163265 -0.10469292070553207 -0.043459106537782594 0.034420398275323859 0.026828103290818767 -0.054801251089287878 0.075467519924600046 0.029491681173834147 -0.11310765562281121 0.018347545335798875 -0.11187227855694924 0.027312174000553954 0.081510572605351869 -0.10963506794340634 -0.10749075442917136 -0.020198340994757157 -0.087950425329133705 -0.063859804275975332 0.08298682105095595 0.049297431840320975 0.036296156066824681 -0.082527915464461782 0.054280236990774923 -0.10395452770649803 -0.11062047361754597 0.069990970575731212 0.084171973238906517 0.020745672828554676
leaf_weight=101.23266635298569 0.15346072249667486 0.28673069719820787 0.074363722359521489 0.11339113504982379 0.17398169727795221 0.10048129202914424 1.20519631251227 1.2586746375509381 0.57778682559728611 2.0277476058108741 0.6776959168637402 0.41110176281654276 0.49680052878829872 0.36640059563796967 0.78920589666813512 0.38233623067571887 0.23184502355434133 1.0352794422433365 1.2690812256187198 1.143994601909071 1.0254627847243676 1.74432675283606 0.20933523641724583 0.40683771506883226 1.2172362444471216 0.31789888849016279 0.5068371894649315 0.38500149118772242 0.27623065892839804 0.080439237424798971
leaf_count=1846 20 66 7 32 168 11 33 22 11 34 36 19 61 7 7 15 15 36 83 39 12 37 17 19 33 39 120 15 10 30
internal_value=0.000369329 -0.0278955 -0.0558834 0.0128731 -0.000884575 -0.0393349 0.000583174 0.00031528 -0.013798 -0.00247394 -0.0137896 -0.0634736 0.00492249 -0.052793 0.00104653 0.0131848 0.00382044 0.000294677 -0.0269306 -0.00276662 0.0311485 0.0118893 0.0172697 0.00083744 0.0190714 -0.0118509 -0.0587485 0.017516 -0.0164882 -0.0926273
internal_weight=120.178 0.902409 0.535076 0.367333 0.248345 0.213872 119.275 118.07 5.81621 4.55753 3.97975 1.0888 2.89095 0.863201 112.254 6.54753 5.75832 105.706 4.47382 3.20474 2.06074 5.37599 5.14414 3.39982 2.6032 1.38597 0.796612 0.979131 0.59413 0.587276
internal_count=2900 304 241 63 175 43 2596 2563 190 168 157 55 102 68 2373 357 350 2016 170 87 48 335 320 283 116 83 167 64 49 150
is_linear=0
shrinkage=0.1


Tree=811
num_leaves=31
num_cat=0
split_feature=4 2 3 4 4 2 2 1 3 3 1 3 0 3 0 1 3 2 2 0 0 2 4 2 2 0 1 1 4 0
split_gain=0.0674493 0.260095 0.317253 0.127117 0.132288 0.103652 0.575941 0.397053 0.438899 0.448917 0.437289 0.625858 0.567774 0.562702 0.783065 0.738099 0.513675 0.327337 0.729201 1.43809 0.536221 0.382216 1.45328 0.367392 0.992719 0.940933 0.729773 0.71507 0.70664 0.495791
threshold=32.785955158400007 -0.10710499999999999 0.088500000000000023 34.542090938800008 33.96174662340001 -0.11808 -0.11131999999999999 61.614083433650009 0.10236000000000002 0.096845000000000028 62.009286778800011 0.083290000000000017 85.678472159250006 0.090390000000000012 86.458125017100016 61.966271448700006 -0.04931 -0.096499999999999989 -0.088329999999999992 97.483491810050012 89.219171517050015 -0.098345000000000002 41.21013581150001 -0.08459499999999999 -0.081474999999999992 87.735142629050017 62.079186690200011 63.154569942350008 42.049402686800001 91.821598987350015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 4 -2 -5 -7 8 9 -8 11 16 -12 15 -15 -13 -9 21 19 20 -19 22 -14 25 26 -20 -25 -28 -29 -27
right_child=3 2 -4 5 -6 6 7 10 -10 -11 12 13 17 14 -16 -17 -18 18 23 -21 -22 -23 -24 24 -26 29 27 28 -30 -31
leaf_value=-0.1057712135396485 1.4850783343381402e-05 0.057020597206047886 -0.065508057579863346 0.0049260455666306456 0.047699559104766198 -0.048973592391717079 -0.050818211424017094 0.0056581471912410712 -0.11838111688691125 0.050883299302617674 -0.091009267332185867 -0.06200806425228398 0.041826295109149272 0.00032594132216234639 0.069048635842701378 0.018869077814407567 0.073611684514308093 -0.033640430753379517 -0.043071399802710048 0.034433893090867113 -0.10440480884242645 0.056663334810197787 -0.079835914623053381 0.019754614362973794 0.0020127693615233015 0.10923559693545259 -0.12582157773331276 -0.09273402419076221 0.027443489281092706 0.026942248725227064
leaf_weight=0.28947499046523717 1.1712902451099574 0.486634800364526 0.37350456434893431 32.120633203747843 1.1559529303053748 2.5059166089408782 1.3174672341392573 1.855801864294335 0.54995375918224443 0.64724919293075789 0.72505257556622282 2.452501881751231 3.1142806975931308 6.1412644127849472 2.2712557693012059 2.0900238724425435 2.7770063057541874 2.135791152715675 1.3548967558890499 1.9523804646360075 2.1474979617632926 1.9215005947898962 1.4338963500586031 1.1950024226680316 38.744054229509885 1.1408215239644053 1.3996750898659231 0.97157461707593007 0.9856201042275643 2.0434176467865655
leaf_count=86 48 43 39 972 36 38 111 25 14 9 76 33 41 77 20 17 20 27 15 41 53 24 39 11 858 6 18 36 21 46
internal_value=0.000325628 -0.0237797 0.00381409 0.000559836 0.0237001 9.5564e-05 -0.00175433 -0.000300107 -0.0394172 -0.017314 0.000947357 0.0148461 -0.00304264 0.00356546 0.0188801 -0.0247964 0.046391 -0.00198913 -0.00453265 -0.0366969 -0.0691193 0.0192685 0.00347005 -0.000339783 -0.00317741 0.0267265 -0.0473545 -0.0712445 -0.0322141 0.0564256
internal_weight=119.471 1.14961 0.860139 118.322 2.32724 115.995 83.8739 81.368 2.51467 1.96472 78.8533 17.5879 61.2655 12.955 8.41252 4.54253 4.63281 60.5404 54.0707 6.23567 4.28329 6.46968 4.54818 47.8351 43.2959 4.53914 4.55187 3.35687 1.95719 3.18424
internal_count=2900 168 82 2732 84 2648 1676 1638 134 120 1504 192 1312 147 97 50 45 1236 1132 121 80 104 80 1011 944 67 86 75 57 52
is_linear=0
shrinkage=0.1


Tree=812
num_leaves=31
num_cat=0
split_feature=1 0 0 3 1 4 0 1 1 0 0 1 1 3 3 4 1 2 2 4 2 2 2 2 4 2 0 4 4 2
split_gain=0.0729464 0.846666 0.79797 0.685017 0.612297 0.565344 0.653047 0.537277 0.520349 0.389905 0.920208 0.518382 0.463866 0.360986 0.343802 0.319694 0.871049 0.991405 0.760577 0.382344 0.451011 0.61985 0.974248 1.07158 0.78732 1.45035 0.599608 1.90067 1.42765 1.32918
threshold=66.697957758300021 90.337570099350003 90.837623311600012 0.25847000000000003 65.630639880500027 38.441102963850007 85.807518149550006 61.82916008405001 60.474177186300004 92.031298721500022 90.603727454250006 67.649671936450019 67.649671936450019 -0.16319499999999998 0.21240500000000004 40.166811829450005 62.00390986255001 -0.057185 -0.099224999999999994 40.496232821400007 -0.0039949999999999994 -0.033594999999999993 -0.058529999999999992 -0.065399999999999986 41.395309858300003 -0.12835499999999997 86.232294534150014 42.102795028150005 42.487106141350004 -0.082509999999999986
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 -3 9 5 6 7 8 -1 10 11 -2 -11 -13 -14 16 17 -7 -18 -17 21 22 23 24 25 -21 27 -26 -28 -30
right_child=3 2 -4 -5 -6 15 -8 -9 -10 12 -12 13 14 -15 -16 19 18 -19 -20 20 -22 -23 -24 -25 26 -27 28 -29 29 -31
leaf_value=-0.043052260341728668 0.066488428115700479 0.08049585529895964 -0.0014654244026976381 -0.11026922005585615 -0.053867122246818826 -0.040780823470355318 0.05759480690518675 -0.095754607461232322 0.05505050003031408 -0.095451573541940837 -0.094790083244973899 0.024001924264548086 0.0010198103351272763 -0.11186964446020727 0.079671367336376683 0.034643759586462451 -0.0077572319774861761 0.064017505931354288 -0.094558310414353641 0.035187085127647087 -0.040792011781798823 0.042371685160663745 -0.063441099892105599 0.068401845528723859 0.072765433250837661 -0.085868561574521163 -0.054581696232341895 -0.0048252755496500021 -0.01567517829138174 0.072022444737595462
leaf_weight=0.91715539661527135 0.895136077422648 2.5953443381004027 2.1904006948461756 0.58395016318922799 2.0898907301016143 1.7088499590754511 3.5848602409241721 0.54750250519282406 1.3171269122103693 0.4939020398305719 1.4238616478469337 0.38534635188989341 45.734905239036038 0.39698148416209733 0.56260511431582827 3.148620242252945 1.9394768845522774 1.9135035248473276 2.1051861345767975 1.5392086427891625 2.730106959870688 3.3552583750570184 2.45133283099858 2.258088073343969 4.3163629320915851 2.7721814340911726 5.015042355284093 11.754948862115269 5.1192671818425879 2.6090621687471867
leaf_count=70 10 36 41 39 27 27 39 45 21 12 57 11 1573 42 15 38 19 22 28 23 141 80 37 20 37 33 41 256 46 14
internal_value=0.000290827 0.0024292 0.0429828 -0.002589 -0.000642011 0.00117843 0.0293822 -0.00697502 0.0147801 -0.00132869 -0.0356663 0.014519 0.000947198 -0.0449442 0.00197558 -0.00210208 -0.021038 0.0145788 -0.0529359 0.000982332 -0.00143081 0.00117804 -0.00247502 0.00174857 -0.00279495 -0.0426505 0.00316843 0.0160137 -0.0130314 0.0139313
internal_weight=118.455 67.9788 4.78575 50.4767 63.193 61.1031 6.36665 2.78178 2.23428 49.8927 3.10133 1.67746 46.7914 0.782328 46.2975 54.7365 7.66702 3.62235 4.04466 47.0695 43.9209 41.1908 37.8355 35.3842 33.1261 4.31139 28.8147 16.0713 12.7434 7.72833
internal_count=2900 1141 77 1759 1064 1037 175 136 91 1720 120 63 1600 53 1588 862 96 49 47 766 728 587 507 470 450 56 394 293 101 60
is_linear=0
shrinkage=0.1


Tree=813
num_leaves=31
num_cat=0
split_feature=1 0 0 2 2 0 0 3 3 3 4 4 0 1 2 0 1 0 0 4 3 3 4 3 1 0 2 0 3 3
split_gain=0.25141 0.567764 0.536179 0.51656 1.14359 0.84162 0.863947 0.793712 1.61458 1.3788 1.03662 1.17088 1.0121 0.761113 0.759052 0.772025 0.715156 0.755858 0.578269 1.50511 1.02129 0.532985 0.461824 0.664184 0.431762 0.429974 0.395934 0.395688 0.393861 0.750396
threshold=69.873026810350026 87.181320254150009 86.866770652900016 -0.058529999999999992 -0.069554999999999992 97.32487278035002 97.671683879200017 0.090390000000000012 0.092835000000000015 0.085345000000000018 43.633733172900008 44.215931556700006 95.141844778450022 75.28220456885002 -0.042409999999999996 94.776214472700005 81.524804347700012 107.15656416340002 100.13162306855001 40.878805547300004 0.085715000000000027 0.092425000000000021 44.157169339850007 0.080515000000000017 71.381251821550009 108.08677067655002 -0.097799999999999984 95.429509798400019 0.076080000000000023 0.083795000000000022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 5 7 -7 9 -9 10 26 -12 -10 -8 -5 21 28 -18 19 20 -15 -16 -3 -24 -6 -19 -2 -13 -17 -30
right_child=3 22 -4 14 24 6 13 8 12 -11 11 27 -14 18 15 16 17 25 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 29 -31
leaf_value=7.5125522989913986e-05 -0.0019085914832889035 0.00041248639051233877 -0.00085310706357687703 0.0010913611845867937 -0.00047604417559083149 0.0011143070710239245 -0.0015230459371253227 0.0011437107239335386 -0.0022677666715526421 -0.0024376167270127726 0.0020382748585978409 -0.0020895163731597193 7.6495646085388875e-05 0.00080576364515762061 -0.0018438068590649016 -0.00025271107536301279 -0.0021113186051040858 0.0020457994096560951 -0.00015731086773989494 0.0012963054573580954 -0.0025660981800145867 0.00063955309928252053 -0.0021548244679847001 0.00018288227585316747 -0.0026089575396042622 -0.00056307177910074795 -0.00045473160275571691 0.00014748725619146685 0.0019130230017381973 0.00036063908437434074
leaf_weight=53.889662536694232 1.4908577289897951 32.391893271473236 2.5036769872531286 3.3757307004561907 0.58682259544730075 3.1525133186951306 1.1800526782026306 2.7590645449236035 1.2658224152255573 1.7257599786389617 1.089095098897815 0.50022984298993811 1.6069302295800296 0.61578298720996716 1.2474464283586701 2.5046498589799731 0.95492752387508462 0.3550804835394954 10.308360212476599 3.7446132027544081 0.78641780547332019 0.45291221846127871 0.66283325332915355 1.5837488926481453 0.96479957739938982 0.7686683035999522 1.3931454452685992 0.77498139115050435 1.4546994471456836 6.7620522495999467
leaf_count=883 31 327 24 41 6 27 59 18 51 47 8 64 29 14 64 55 73 5 565 35 26 13 38 29 36 159 22 16 19 116
internal_value=9.32139e-05 0.000155277 3.39151e-05 -1.5809e-05 -0.000157873 -7.91068e-05 0.000173152 -0.000475083 7.24287e-05 -0.000917219 -0.000417279 0.000545165 -0.000956458 -5.20454e-06 0.000253957 5.90082e-05 0.000223907 -0.000828676 0.000110688 0.000647452 -0.00108533 -0.00118233 0.000352861 -0.000506836 -0.00180229 0.000261275 -0.00120629 -0.000730027 0.000427983 0.000635474
internal_weight=142.853 91.0318 56.3933 51.8214 33.9452 32.3936 19.7877 12.6059 5.63182 6.97407 5.24831 2.36431 2.87275 16.6352 17.8762 14.5004 12.8001 2.07868 15.4552 5.14681 1.4022 1.70036 34.6385 2.24658 1.55162 1.12375 2.884 1.27521 10.7214 8.21675
internal_count=2900 1301 907 1599 1054 1012 726 286 98 188 141 88 80 699 545 504 427 237 640 75 40 77 394 67 42 164 53 80 190 135
is_linear=0
shrinkage=0.00196078


Tree=814
num_leaves=31
num_cat=0
split_feature=1 0 2 3 3 0 0 3 3 1 3 0 4 4 3 3 1 4 3 0 1 2 2 2 2 0 2 4 0 3
split_gain=0.276673 0.848874 0.729863 0.431466 0.332971 0.300341 0.715384 0.314162 0.592292 2.84005 0.725475 0.698475 0.724759 0.899744 0.727683 1.17618 0.706239 0.659318 0.696517 0.606828 0.664447 0.567867 1.01976 1.40067 0.853271 0.732006 0.577764 0.572001 0.468245 0.463983
threshold=70.182199495350019 94.550383989750017 -0.16030499999999998 -0.12530999999999998 0.43162500000000009 93.972365491700018 93.867515624600017 0.083415000000000031 0.085765000000000022 62.837331883000012 0.084365000000000009 90.837623311600012 43.411469133450005 38.592454371550012 0.08784500000000002 0.08883000000000002 67.649671936450019 42.178283198950005 0.091975000000000015 86.692020874450009 61.944763783650011 -0.065399999999999986 -0.076709999999999987 -0.083135000000000001 -0.048664999999999993 86.345209775600011 -0.036264999999999999 35.337501601400007 89.99344745865001 0.10236000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 -2 -4 5 6 7 21 9 10 -9 12 13 -10 -15 -16 -13 18 -17 20 -19 22 23 27 -23 26 -26 -1 -27 -20
right_child=1 -3 3 -5 -6 -7 -8 8 11 -11 -12 16 -14 14 15 17 -18 19 29 -21 -22 24 -24 -25 25 28 -28 -29 -30 -31
leaf_value=-0.0016596761787826967 0.00044076108186834865 2.3789569986622542e-05 0.00042005212321588928 -0.0022092507280532755 0.0010369925608469637 -0.00049163863169693063 0.0013215966078255041 -0.0009373564876589477 0.00071066700657182143 0.00099439618960039684 -0.0028630527573460262 -0.0016260271094935403 0.00098548819429474205 0.00059569647958468116 -0.0014383590996099663 -0.00075229857416419762 -9.3770705499116868e-05 6.9559815499292907e-06 0.00059625150429114151 2.2030043801685055e-05 -0.0017467964720653476 0.0021097216210068256 -0.0011149831987224794 0.0015559397993403904 -0.0025449203743910472 0.0019189032520626258 1.1194107709584875e-05 0.00013215184144076979 0.00047746735409617185 -5.2245727515196671e-05
leaf_weight=0.7166124846480767 0.80177192566043265 47.250604079562891 0.28391864057630334 1.5495157129844286 1.5787975005805481 2.9047572627896434 1.9565950643736858 1.5910975080914789 7.7917191915330468 2.448802160914056 1.4264950486831365 1.6636571075068776 3.9369106659723903 6.039447600109269 2.4987098100245957 2.8127364558167818 3.793818995822221 1.3030060675664565 9.3049723971635121 3.6771898120641708 2.2908645663992502 1.4376865103840826 2.275823211297392 2.7947285148256951 0.43031442537903775 1.2346434383653102 1.6194507993204745 15.506436216237487 2.9053974449634552 7.7953312715981147
leaf_count=61 30 1394 12 114 15 58 17 15 90 31 25 40 40 51 36 34 37 23 83 29 74 9 18 18 5 20 106 291 40 84
internal_value=8.13544e-05 -3.66146e-05 -0.00111969 -0.00180209 0.000144137 0.000128841 0.000149035 0.000122754 3.99585e-05 -0.000574506 -0.00184768 0.000103444 0.000179848 0.000106958 -2.47228e-05 -0.000150957 -0.000560864 -3.26216e-05 0.000151901 -0.000537969 -0.00111095 0.000289868 0.000125427 0.000273864 0.000748939 0.000432874 -0.00052542 5.30023e-05 0.000907333 0.000300628
internal_weight=143.622 49.8858 2.63521 1.83343 93.736 92.1572 89.2524 87.2959 58.3748 5.46639 3.01759 52.9084 47.4509 43.514 35.7223 29.6828 5.45748 27.1841 19.913 7.27106 3.59387 28.9211 21.2936 19.0178 7.62749 6.18981 2.04977 16.223 4.14004 17.1003
internal_count=2900 1550 156 126 1350 1335 1277 1260 692 71 40 621 544 504 414 363 77 327 201 126 97 568 388 370 180 171 111 352 60 167
is_linear=0
shrinkage=0.00196078


Tree=815
num_leaves=31
num_cat=0
split_feature=1 0 3 1 1 3 3 3 0 0 1 3 4 3 0 1 1 1 0 0 0 1 1 4 4 3 3 3 1 2
split_gain=0.0774266 0.942982 0.904272 0.459354 0.52974 0.573593 0.333794 1.31921 0.552053 0.61247 0.873916 1.38839 0.518926 0.455732 0.486038 0.422927 0.764242 0.698782 0.932369 0.874034 0.565412 0.492142 0.42778 0.388255 0.357327 0.312019 0.451541 0.391212 0.274397 0.262971
threshold=71.090898343450007 95.502098167950024 -0.084259999999999988 70.865067860500019 70.343506983200015 0.08494500000000002 0.088990000000000027 0.087530000000000011 96.249489528150022 97.152811460000024 77.52437864960001 0.094415000000000013 40.922041107600009 0.09117500000000002 102.84427732220001 72.496961945650014 74.986474174450009 75.085947125300024 97.483491810050012 98.327667663000014 99.378854792050006 78.285212300550015 78.433077497700012 38.828362408050005 44.710446918150005 0.079785000000000009 0.085715000000000027 0.086355000000000029 79.535345331150026 -0.22089
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 29 4 -1 -6 7 15 -8 -10 11 -11 23 -12 -15 -3 -17 -18 -19 -20 -21 -22 -23 -13 -16 28 -27 -28 -24 -2
right_child=1 6 -4 -5 5 -7 8 -9 9 10 13 12 -14 14 24 16 17 18 19 20 21 22 25 -25 -26 26 27 -29 -30 -31
leaf_value=0.0019545563537672855 0.054683635966699611 0.041160333423634676 -0.10754310391878452 0.049435739347513406 0.028005340824112997 -0.10600056194552276 -0.10920927325913538 0.080032779318341185 0.056687875382146848 -0.13542392878596976 0.057675415042595934 -0.00062851160961679834 0.026343929471013855 0.0080414060216703921 -0.11003594531412125 -0.1169736142548157 0.083492552458958813 -0.085737844536509455 0.066047829029883418 -0.11979948717187663 -0.11061172614823869 0.10183694465394587 -0.074410808923899049 -0.099967879965499801 0.05614955858516834 -0.078907021226238327 0.08682325847313184 -0.048059508157836266 0.01597220156072993 -0.035286601331392824
leaf_weight=81.306313201577723 0.57436705747386441 2.1077467786381083 1.6271670094538411 1.9969691437436257 0.48754946285043732 0.92623047815868631 0.54172655567526717 2.3716901673506063 1.3828234812244762 1.2924316221033203 1.4959809182673778 0.73545743181603052 1.6541851931251583 4.4459005484786758 0.64095857612869611 0.60416131677265994 0.89122527280414843 1.3716350736212906 1.7631982188904647 0.45640448527410438 0.41836925828101801 0.397143855690956 0.36379120597848658 0.84601591050159186 0.16210670434884378 1.1515583342352331 0.41431026380428182 0.44705588116357831 4.3806568764472331 0.74788275243190605
leaf_count=1373 24 38 141 23 22 56 19 51 15 28 49 27 36 95 143 30 8 30 18 13 35 5 17 27 15 128 19 31 358 26
internal_value=0.000437796 -0.00364872 -0.0576291 0.00204342 0.000899308 -0.0597879 0.00159943 0.0108042 -0.0103542 -0.00612281 -0.0138276 -0.0478094 -0.0128131 0.00898545 -0.00489143 -0.000314262 -0.00721958 -0.00171919 -0.00852159 0.0022941 -0.011706 -0.00519134 0.000973245 -0.0537705 -0.0764898 -0.00495471 -0.0379446 0.016818 0.00904188 0.00379523
internal_weight=118.003 33.286 2.94942 84.7171 82.7201 1.41378 30.3365 17.1389 13.1976 12.6559 11.273 4.52809 3.23566 6.74495 5.24897 14.7673 12.6595 12.0553 11.1641 9.79249 8.02929 7.57289 7.15452 1.58147 0.803065 6.75737 2.01292 0.861366 4.74445 1.32225
internal_count=2900 1426 191 1474 1451 78 1235 781 454 435 420 118 90 302 253 730 692 662 654 624 606 593 558 54 158 553 178 50 375 50
is_linear=0
shrinkage=0.1


Tree=816
num_leaves=31
num_cat=0
split_feature=1 2 3 3 0 4 0 4 0 0 1 1 0 2 2 2 4 4 4 0 0 2 0 1 1 4 4 3 1 0
split_gain=0.216521 0.264456 0.24894 0.180594 0.158835 0.468283 0.703925 0.698546 0.568338 0.552133 0.441965 0.584257 0.387263 0.38003 0.722108 0.451665 0.475492 0.567076 0.980417 0.591618 0.95171 0.713316 1.32906 0.766826 0.584674 1.3271 0.727495 0.664851 0.570141 0.475241
threshold=89.912793714750009 -0.088944999999999996 0.07870000000000002 0.075725000000000028 93.972365491700018 38.238138001450004 94.964406541850011 38.386256906100009 95.071944867050021 96.588235252600015 72.953999827850012 77.52437864960001 93.867515624600017 0.06041500000000001 0.090855000000000033 -0.0039949999999999994 38.828362408050005 39.211875820650008 39.893178577750007 97.32487278035002 97.671683879200017 -0.054494999999999995 96.249489528150022 70.865067860500019 71.090898343450007 43.633733172900008 44.269496632500008 0.076580000000000023 75.28220456885002 94.30842275800002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 -3 12 6 -6 -7 -8 -10 -11 -12 -1 15 -15 16 -9 -18 -19 21 -21 22 23 29 -25 -26 -27 -28 -22 -20
right_child=1 2 -4 -5 5 7 8 13 9 10 11 -13 -14 14 -16 -17 17 18 19 20 28 -23 -24 24 25 26 27 -29 -30 -31
leaf_value=0.00010943245379128034 -0.0020183727559336009 -0.00028463225230233055 -0.0019985366158306044 0.0018513651841783158 -0.0021230722055215817 0.0014316921366737049 0.0018906813906571153 -0.0015107957740453353 -0.0022166966267636581 0.00076598458573532942 -0.0021872319412231593 -0.00010713045956422077 0.00096472233863291945 0.0017050175163730267 8.4951756232047043e-05 -0.0012766811248753982 0.0009703268100065399 -0.0014716164784449089 -0.00010980984422742121 0.0013427095894972861 -0.0013063625771378121 0.0010315501908982009 -0.0019909087390920822 0.0013264271970344886 -0.0021395603181930969 0.0016687442450070281 0.00089588362230933556 -0.0021416235431272889 0.0001616963424499779 -0.0021316072480672072
leaf_weight=94.718730613883963 0.41307474352947793 0.43206288238434243 0.20594023153034868 0.23492778837680817 0.89875052585557469 1.3865098258247588 0.43943281471729267 0.80304162472020024 0.58879287331365038 1.2846866995096204 0.69120864535216275 2.0855994329849636 2.08004475547932 1.4046241753967468 4.2837551480406546 1.138543757784652 2.2311096402845569 1.7659131780346822 0.81134097883477607 2.5892601925879744 1.0923495555180114 1.2381097925826932 1.9304474004311485 1.4275160655379293 0.94312408193945918 1.2124322429299357 0.59146952838636913 0.52115142357069999 14.76014360366389 0.99536497471854091
leaf_count=1355 184 50 119 7 41 13 5 21 19 16 58 167 24 20 117 51 27 46 13 19 52 11 26 6 36 13 25 30 289 40
internal_value=7.52077e-05 -0.000725782 -0.000114122 0.00046771 8.23653e-05 -1.1005e-05 -0.000523285 6.35891e-05 -0.000240792 -0.000442207 -0.00018496 -0.000624913 0.000127811 1.58562e-05 0.000484993 -6.25145e-05 -2.05131e-05 1.67578e-05 -5.44475e-05 3.45726e-05 0.000240556 -0.000358222 -0.000562268 -0.00013813 0.000279542 -0.00017773 0.000618058 -0.000526884 6.05366e-05 -0.00122367
internal_weight=145.199 1.28601 0.872931 0.666991 143.913 47.1147 5.98847 41.1262 5.08972 4.65029 4.06149 2.77681 96.7988 39.7397 5.68838 34.0513 32.9128 32.1097 29.8786 28.1127 18.4418 9.67096 8.43285 6.5024 4.69569 3.26818 2.32505 1.11262 15.8525 1.80671
internal_count=2900 360 176 57 2540 1161 306 855 265 260 241 225 1379 842 137 705 654 633 606 560 360 200 189 163 110 104 68 55 341 53
is_linear=0
shrinkage=0.00196078


Tree=817
num_leaves=31
num_cat=0
split_feature=0 3 2 2 2 2 4 0 3 2 2 3 2 3 3 1 1 2 3 3 4 0 2 4 0 1 4 3 2 2
split_gain=0.0771419 0.0957467 0.138773 0.124026 0.084584 0.0950601 0.282694 0.207054 0.35289 0.133988 0.338023 0.120163 0.113908 0.3925 0.786146 0.373129 0.726556 0.30411 0.471876 0.474222 0.293012 0.177782 0.14448 0.338867 0.43619 0.388242 0.292579 0.185129 0.411817 0.326156
threshold=113.28087178455002 -0.15684499999999998 -0.16187499999999996 -0.046474999999999995 0.68694500000000025 0.25677000000000011 40.08085804200001 94.614906984850009 0.10236000000000002 0.20327000000000003 0.17273000000000005 0.089850000000000027 0.048530000000000011 0.070195000000000021 0.088990000000000027 76.763544998700013 66.697957758300021 1.0000000180025095e-35 -0.04931 0.090640000000000012 36.514114975300011 95.762878606550018 -0.033594999999999993 41.872669623500009 87.29692395375001 64.321360770950022 42.686561923500008 0.12424000000000003 -0.091399999999999995 -0.14380499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 -2 -4 5 9 7 -7 -9 10 12 -11 17 20 21 16 -16 22 -19 -20 -14 -15 27 24 -24 26 -25 -1 29 -29
right_child=1 -3 3 -5 -6 6 -8 8 -10 11 -12 -13 13 14 15 -17 -18 18 19 -21 -22 -23 23 25 -26 -27 -28 28 -30 -31
leaf_value=0.00084520697367856826 0.082490127385222545 -0.067142531445474427 -0.10366468911834455 0.017164213202365795 0.027268808309283785 0.020394225478662403 -0.080389494659096034 -0.11240126869122161 0.025738115083237808 0.0010033925768013847 -0.044250937694791444 0.046720470522406181 0.015404813880646455 0.028214809943321678 0.021407121834112419 0.047352456472595297 -0.11087677888436483 0.04178092332996982 -0.12146968359087656 -0.016439917367789193 -0.10862958499904472 0.087154374552565625 -0.0060745923173949438 -0.035426048330012776 0.049767501526977453 -0.067337839266616656 0.040104493956452048 -0.037252016432950362 -0.0811346155326714 0.032567919903707186
leaf_weight=88.188812915094786 0.14373454826636589 0.37715715273236483 0.14807120161367493 0.19928526970034 1.1832823582226399 1.4512237936723975 0.57404861562827125 0.37680473225009325 0.36316154303494841 1.1083207068440963 1.6736582610192261 1.1946266453596761 0.35473538533551519 0.76660980730957851 0.89276009468449069 0.68909881234867487 0.77617644937708974 0.59406452432813273 0.75061777659720874 1.006092505824199 0.41127331983443582 1.5394988526968516 2.3300822489545663 0.85425105343893015 3.4997491825997713 0.93497966305585567 1.2833035437506621 1.354012824929669 0.89422145147545862 1.3226049849763513
leaf_count=1742 20 231 30 23 33 25 39 55 7 29 32 24 10 46 26 28 31 33 34 29 75 35 34 36 57 33 21 30 30 22
internal_value=0.000447296 -0.0292495 -0.000147628 -0.0343428 0.00066887 0.000395612 -0.0179215 -0.00155607 -0.0446051 0.000846166 0.000346905 0.0247186 0.00103521 0.0151513 0.0260468 -0.0145536 -0.0401145 0.000291099 -0.0352636 -0.0613177 -0.0511898 0.0675613 0.00112141 0.0132845 0.0274484 -0.0135901 0.00991951 -5.86285e-05 -0.0223806 -0.00275169
internal_weight=117.236 0.868248 0.491091 0.347356 116.368 115.185 2.76524 2.19119 0.739966 112.42 110.117 2.30295 108.443 5.43015 4.66414 2.35804 1.66894 103.013 2.35077 1.75671 0.766009 2.30611 100.662 8.90237 5.82983 3.07253 2.13755 91.7597 3.57084 2.67662
internal_count=2900 304 73 53 2596 2563 126 87 62 2437 2384 53 2352 251 166 85 57 2101 96 63 85 81 2005 181 91 90 57 1824 82 52
is_linear=0
shrinkage=0.1


Tree=818
num_leaves=31
num_cat=0
split_feature=1 0 3 1 1 3 3 3 0 1 1 0 1 3 1 1 1 1 0 0 0 1 3 0 1 4 1 3 3 3
split_gain=0.0700851 0.804064 0.846705 0.366466 0.476376 0.51227 0.292666 1.11442 0.488026 0.543724 0.75656 0.701861 0.781466 1.49725 0.424285 0.758928 0.670406 0.594725 0.753921 0.737404 0.511413 0.447317 0.379691 0.419699 0.376694 0.330807 0.291869 0.292121 0.396081 0.319654
threshold=71.090898343450007 95.502098167950024 -0.084259999999999988 70.865067860500019 70.343506983200015 0.08494500000000002 0.088990000000000027 0.087530000000000011 96.249489528150022 72.953999827850012 75.085947125300024 97.152811460000024 77.52437864960001 0.10818500000000002 71.52105164435001 72.496961945650014 74.986474174450009 75.085947125300024 97.483491810050012 98.327667663000014 99.378854792050006 78.285212300550015 0.09117500000000002 102.84427732220001 78.433077497700012 44.710446918150005 79.215418813700012 0.079785000000000009 0.085715000000000027 0.086355000000000029
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 -1 -6 7 14 -8 -10 -11 -12 13 -13 -3 -16 -17 -18 -19 -20 -21 -22 -14 -24 -23 -25 -26 -28 -29 -30
right_child=1 6 -4 -5 5 -7 8 -9 9 10 11 12 22 -15 15 16 17 18 19 20 21 24 23 25 26 -27 27 28 29 -31
leaf_value=0.00186494745258863 0.003898167161815987 -0.11362368783414567 -0.10675820546384379 0.044758188419803974 0.024010600091668166 -0.10553597995623294 -0.10807077358673851 0.076143069600760852 0.059375290339937582 -0.11256646818920663 0.10015166709135258 -0.10494408179685416 0.052766435885094012 0.035131593697857837 0.064478931984241608 -0.11497900773562855 0.079527574584528818 -0.078175132709257245 0.062020467078141878 -0.11778968201396119 -0.10979407045534278 0.099933618491842013 0.0063858286591630042 -0.10916441341101912 -0.10560769760194062 0.054144035791646832 0.013828910894912234 -0.075094006275129466 0.083435057770633425 -0.041647872503486796
leaf_weight=81.287117753387975 1.2990588134271095 0.32199478565599449 1.4784462089737633 1.949827201780862 0.47835878145997301 0.84346426463162061 0.48844684194773336 2.2127867798481011 1.1482753679156292 0.71284705586731334 0.58688939176499744 2.038040784798794 1.4394412724327592 1.2197812827071173 1.7294086790061545 0.5424426316494636 0.84532857377780501 1.3266054678824719 1.6979277827776948 0.42191065996303212 0.38301771263650142 0.36614750698208798 4.4280189017299563 0.58815714441573153 0.27248842314293131 0.15718907731206855 4.4933990319087798 1.0193772752031689 0.3923904133457653 0.42623955959447812
leaf_count=1373 50 14 141 23 22 56 19 51 14 31 5 50 49 33 24 30 8 30 18 13 35 5 95 143 19 15 364 121 19 30
internal_value=0.0003989 -0.00358431 -0.0550034 0.00190798 0.000896586 -0.058654 0.00129689 0.0101212 -0.0100385 -0.00615143 -0.0128874 -0.00609262 -0.0124097 -0.0524975 -0.000138992 0.00248674 -0.00631013 -0.00124809 -0.00757078 0.00231681 -0.0107215 -0.00457805 0.00733966 -0.00529992 0.00120378 -0.0747236 -0.00427021 9.11073e-05 -0.0334939 0.0183076
internal_weight=116.595 32.0361 2.77751 84.5588 82.6089 1.32182 29.2586 16.4515 12.8071 12.3186 11.1704 10.4575 9.87063 3.25782 14.2387 13.9167 12.1873 11.6448 10.7995 9.4729 7.77497 7.35306 6.61281 5.17337 6.97004 0.745346 6.60389 6.33141 1.83801 0.81863
internal_count=2900 1426 191 1474 1451 78 1235 781 454 435 421 390 385 83 730 716 692 662 654 624 606 593 302 253 558 158 553 534 170 49
is_linear=0
shrinkage=0.1


Tree=819
num_leaves=31
num_cat=0
split_feature=0 1 3 0 4 3 4 1 0 1 2 0 1 2 2 0 2 0 4 3 3 1 0 1 1 4 0 0 0 4
split_gain=0.224606 0.556965 0.603437 0.424741 0.967103 0.45142 0.350662 0.594361 0.479711 0.396516 0.334012 1.03297 0.933711 0.875957 0.790604 0.805651 1.04529 0.725865 0.636379 0.628369 0.994971 0.513874 0.96799 0.732911 0.580433 0.822061 0.652424 0.591364 0.481681 0.468255
threshold=98.201310130900012 75.645146416450004 0.09495000000000002 97.32487278035002 40.878805547300004 0.084535000000000013 38.386256906100009 78.220689305400015 101.23657936015002 78.349735295650007 -0.065399999999999986 94.832672093450014 70.96454081135002 -0.096499999999999989 -0.053019999999999991 96.588235252600015 -0.042409999999999996 86.103248543850015 39.788107623550012 0.083565000000000014 0.077015000000000014 63.910026677050006 88.76213363490001 66.318885161900013 61.409760615700009 41.028010303750008 86.458125017100016 86.036037090600004 86.780739992750014 37.797539186950011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 10 5 -5 7 -3 -9 -10 11 -1 -13 19 17 16 -16 -12 -15 20 -14 22 24 29 -18 -26 27 -27 -19 -23
right_child=1 6 -4 4 -6 -7 -8 8 9 -11 14 12 13 18 15 -17 21 28 -20 -21 -22 23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=8.1857425581386523e-05 -0.0021459553476296362 -0.0023486314777310786 5.256192305953476e-05 0.00074203692467100693 0.0011824775810157556 -0.00079119988945934886 7.7269849141866801e-05 0.001026357053260942 0.0010927049096882322 -0.0015513230264936509 -0.00023774822666400484 -0.0023544108076235058 0.00055000281690666336 4.8056613566439784e-05 -0.0013670215303379096 0.0011467026288290837 -0.00089496037273590538 0.0018519995084523035 -0.0022528334856905287 0.00078661604124052702 -0.0022748846924838424 -9.2207218460207911e-05 0.0019329558927348486 1.8917212380392141e-05 0.00088081392300735754 -0.0001430949413666205 0.00045410963186904549 -0.0020146114861805614 0.00066599010608031043 -0.0020831397109277758
leaf_weight=69.004254684041371 1.015323544692367 0.62720379885286393 0.9103565013501792 1.1470388937741511 4.2155879831407219 2.0717360591515899 20.536764242647223 0.79143728152848813 0.28446327801793792 0.93425787945250249 1.8630834012292314 1.1007082811556745 1.0649156887084235 0.70735632034484419 2.0149992809165331 2.5390389123931518 1.6815672429056601 2.3348192404955626 1.3331919563934205 2.3515999647788703 0.87180571164935816 0.7350404515163963 1.3354819631203998 8.4278922300145478 5.505211904877795 1.661743147444213 2.9703195737674832 1.0652341616805641 3.0188404868822545 1.1886424424301365
leaf_count=947 67 39 25 11 43 36 681 14 3 234 22 31 26 16 28 29 113 16 35 23 21 12 20 174 55 46 29 27 31 46
internal_value=7.53423e-05 -9.33629e-05 -0.00110662 0.000110568 0.000564517 -0.000244817 -9.16548e-06 -0.000682225 -0.000162278 -0.000934177 8.06428e-05 7.06206e-06 -0.000687621 -0.000397735 0.000235397 9.14368e-05 -9.34359e-06 0.000816387 -0.00145523 0.000105462 -0.000721607 0.000101995 0.000343934 -0.000230347 0.000179226 0.000340468 -0.00018166 -0.000874162 0.00118323 -0.0013224
internal_weight=145.31 25.0998 1.92568 120.21 7.43436 3.21877 23.1741 2.63736 2.01016 1.21872 112.776 76.4338 7.42958 6.32887 36.3419 29.1252 26.5861 7.21674 2.04055 4.28832 1.93672 24.5711 14.2196 10.3516 12.8841 11.2025 5.6973 2.72698 5.35366 1.92368
internal_count=2900 1063 92 1837 90 47 971 290 251 237 1747 1099 152 121 648 579 550 69 51 70 47 522 290 232 270 157 102 73 47 58
is_linear=0
shrinkage=0.00196078


Tree=820
num_leaves=31
num_cat=0
split_feature=0 2 2 3 0 2 2 2 2 4 0 0 3 2 3 3 3 2 3 3 2 1 1 2 2 1 0 4 4 3
split_gain=0.0729742 0.0946259 0.145142 0.135609 0.0847371 0.078438 0.0860642 0.200437 0.299819 0.274221 0.460348 0.3115 0.34361 0.0879999 0.508194 0.511046 0.422331 0.241523 0.389269 0.541243 0.207087 0.410383 0.176675 0.199508 0.120039 0.30752 0.682247 0.574245 0.388058 0.360276
threshold=113.28087178455002 -0.012769999999999998 -0.046474999999999995 -0.397505 116.55541378745001 0.68694500000000025 0.19122000000000003 0.20981000000000005 0.22542000000000004 40.08085804200001 101.15323715815002 94.614906984850009 0.10236000000000002 0.048530000000000011 -0.11050499999999999 0.088990000000000027 0.091705000000000023 1.0000000180025095e-35 -0.04931 0.095645000000000022 0.11529000000000002 66.697957758300021 70.77903720030001 0.11529000000000002 -0.033594999999999993 75.18810853425002 93.262612545250008 40.259171735100004 41.495754733000005 0.099010000000000029
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 3 -2 -5 6 13 -8 -9 11 -11 -10 -13 17 -15 22 -17 24 -19 -20 21 -18 23 -16 -1 26 27 -26 -29 -30
right_child=1 -3 -4 4 -6 -7 7 8 9 10 -12 12 -14 14 15 16 20 18 19 -21 -22 -23 -24 -25 25 -27 -28 28 29 -31
leaf_value=-6.2169515543413441e-05 0.088077609628759435 -0.10224324650480182 0.083594936083694338 -0.018705043457473362 -0.10274688901726153 0.026709409098753679 -0.047525230399284656 0.070823776038660413 0.025862300359492003 -0.11173942943979609 0.028087691928795001 -0.10990218226044056 0.022845692874007974 -0.10783088965936381 -0.020242294690672166 -0.093390389566896839 0.039277842943172547 0.038148805394801963 -0.099084989267469226 0.019243802834139102 0.027752012889378171 -0.090474839231021897 0.07552119539543195 0.060194019173800267 -0.048021302297354657 -0.030917515185954848 0.078228555566300526 0.073468713753456025 -0.029675808843886778 0.038412777388696612
leaf_weight=91.060534496021319 0.077214006800204515 0.14563423167260126 0.12582956644473597 0.28173422225154354 0.20895214907864101 1.1419095492456097 1.2236377299286676 0.5039051417261361 1.9865397323155782 0.59724248372367572 0.3886845906090457 0.42197727750135516 0.36249058326939121 0.33252814254228713 0.56013102042197649 0.48556264536637206 0.46069466453627717 0.58607687277617548 1.0745056899067993 0.60375828705764423 1.8057750529333132 0.51764832814296824 1.4332594397728824 0.68601983028929681 1.5369207995681771 1.3920269358422954 1.5949153061956165 1.1315748915076254 1.5224775260794561 1.5873482447350395
leaf_count=1824 2 100 7 46 149 33 22 11 34 37 18 61 7 62 20 22 13 33 48 15 35 32 66 22 23 38 17 26 50 27
internal_value=0.000416609 -0.0289619 -0.013578 -0.0351086 -0.0544931 0.000631042 0.000369491 -0.011852 -0.00160724 -0.0113222 -0.056615 0.00479306 -0.0485614 0.000987995 0.0124759 0.0192005 -0.00733162 0.000281146 -0.032014 -0.056516 0.00767742 -0.0293752 0.0515776 0.0240388 0.00101369 0.0121906 0.0203292 0.004348 0.0233246 0.00507865
internal_weight=115.838 0.839364 0.69373 0.5679 0.490686 114.998 113.856 5.48448 4.26084 3.75693 0.985927 2.77101 0.784468 108.372 6.28162 5.94909 3.26968 102.09 2.26434 1.67826 2.78412 0.978343 2.67941 1.24615 99.8258 8.76526 7.37324 5.77832 4.2414 3.10983
internal_count=2900 304 204 197 195 2596 2563 190 168 157 55 102 68 2373 272 210 102 2101 96 63 80 45 108 42 2005 181 143 126 103 77
is_linear=0
shrinkage=0.1


Tree=821
num_leaves=31
num_cat=0
split_feature=2 2 4 1 1 1 3 3 2 1 0 4 2 3 3 3 3 3 1 0 0 0 1 2 4 4 1 1 1 0
split_gain=0.0652165 0.484724 0.265523 0.583911 0.602715 0.454721 0.220897 0.197916 0.105162 0.464768 1.02992 0.212804 0.197944 0.752555 0.298231 0.42553 0.157113 0.359787 0.285167 0.691228 0.40234 0.396103 0.86652 0.600807 0.343873 0.287158 0.136387 0.353843 0.135923 0.756778
threshold=-0.58350999999999986 -0.5422499999999999 39.852039223600009 75.645146416450004 78.285212300550015 78.285212300550015 0.099010000000000029 0.096085000000000018 -0.26138499999999998 62.197478847950002 89.665455566700004 39.091773401050006 -0.24299000000000001 0.093295000000000031 -0.10778500000000001 -0.11050499999999999 0.10500500000000003 0.10661000000000002 68.321786469100019 93.776108048200015 99.744485097750015 86.280686780500005 61.966271448700006 -0.065399999999999986 37.064694648750013 41.169697216150006 75.28220456885002 70.96454081135002 81.524804347700012 103.82556453975
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 7 5 -4 -5 -1 -6 -2 9 -3 -11 -12 13 14 15 -10 28 -18 21 -20 26 22 -19 -23 -22 -25 27 -21 -14 -30
right_child=1 8 3 4 6 -7 -8 -9 12 10 11 -13 16 -15 -16 -17 17 18 19 20 24 23 -24 25 -26 -27 -28 -29 29 -31
leaf_value=-0.077963120098169789 -0.11103467521742381 0.068740041532120433 0.045092571304177313 -0.1346450215295367 -0.045702604922615353 0.04507651986229011 0.065149295963032067 -0.016580795172452173 -0.10258651948307274 -0.14500868081629675 -0.013561838462154852 0.068299580397134255 0.0028585444877925127 0.077295181171754851 -0.11342067439325905 0.093207475851198457 -0.057456808229926576 0.015046858703110717 -0.12883068852512244 0.05962798475631656 0.034895105754288662 -0.025078287329695172 -0.090032003167646382 0.081048568168453697 -0.10968161288543413 0.020054035295303058 0.045477431366705845 -0.063545461342238665 -0.085311227720291649 0.0074658853116521696
leaf_weight=0.76169281268812372 0.54377799905432667 1.1449921040330076 3.1411144542507827 0.41449958551675059 0.32108039502782049 0.49593987361163272 0.40843664557905868 0.37470833593488351 0.23571026402896667 0.44244361167511659 0.57212866819520491 0.71368175629004327 86.445874523229577 0.44115906263868954 0.7602242651173573 0.2098051905632019 1.413733720430854 2.408581116236745 0.57276499635190647 0.41993540657131256 0.23283148575180224 1.5812505809590218 1.1640627908345775 1.5523419827222826 0.5606693083400387 1.5351998745463786 0.9092996698745992 0.52455512707820162 1.1479923087499617 3.7549556974777261
leaf_count=28 35 28 39 11 42 39 11 25 45 17 32 19 1647 9 41 2 29 32 8 13 26 17 48 20 36 22 21 29 58 471
internal_value=0.000374911 -0.000159994 0.0109579 0.0228151 -0.0383519 -0.0294432 0.0163603 -0.072501 0.00045102 0.0193279 -0.0134084 0.0318749 -6.12806e-05 -0.0344593 -0.0753483 -0.0103819 0.00048226 -0.00985953 -0.00398858 -0.0292233 -0.00767238 0.00587102 -0.0191906 0.0250487 -0.0672595 0.0507206 0.0178334 -0.0087806 0.00193989 -0.0142573
internal_weight=115.205 109.663 5.54276 4.28513 1.14402 1.25763 0.729517 0.918486 108.744 2.87325 1.72825 1.28581 105.871 1.6469 1.20574 0.445515 104.224 12.8752 11.4615 3.22006 2.64729 8.24144 3.57264 4.66879 0.793501 3.08754 1.85379 0.944491 91.3488 4.90295
internal_count=2900 2730 170 103 64 67 53 60 2670 96 68 51 2574 97 88 47 2477 301 272 133 125 139 80 59 62 42 63 42 2176 529
is_linear=0
shrinkage=0.1


Tree=822
num_leaves=31
num_cat=0
split_feature=4 3 3 1 2 1 4 3 4 0 0 4 2 4 2 2 4 4 1 2 1 2 2 0 1 0 4 1 2 1
split_gain=0.0702387 0.285568 0.301441 0.247082 0.281266 0.194633 0.174522 0.211187 0.175336 0.40523 0.48589 0.343253 0.17082 0.348387 0.259156 0.266132 0.545228 0.387041 0.258263 0.189293 0.516673 0.447493 0.227628 0.565182 0.180918 0.731934 0.352977 0.29262 0.305799 0.235717
threshold=49.275256100300005 -0.25095999999999996 -0.24299499999999999 64.84561010645001 -0.15818499999999999 89.619751778500017 48.680511450650009 0.076080000000000023 45.90502654165001 97.32487278035002 90.837623311600012 47.480720532750006 -0.62958999999999998 40.580626202750004 -0.59309999999999985 -0.50001499999999999 40.712530798250008 39.646013290900008 78.285212300550015 -0.26138499999999998 62.305017173150013 -0.25089499999999998 -0.23155499999999998 86.692020874450009 81.524804347700012 104.62941352080001 44.710446918150005 82.844837289750004 -0.18126999999999999 80.288113607700012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 -2 -3 -4 -5 -6 8 -8 12 10 -10 -11 13 -1 18 16 17 -16 -14 20 -17 -21 23 -23 29 -26 27 -27 -29 -24
right_child=1 2 3 4 5 -7 7 -9 9 11 -12 -13 14 -15 15 19 -18 -19 -20 21 -22 22 24 -25 25 26 -28 28 -30 -31
leaf_value=0.0192991591192441 -0.10926491487596089 0.10875513197063331 -0.11565630725802407 0.029583657910308689 -0.10273960003781653 0.011538409474789528 0.0001942275676927258 0.050311794566771532 -0.017052228978545476 -0.050571670303736632 -0.12102079226469023 0.057603224610991627 0.010347470044529525 -0.076836477203518674 -0.068622324680932781 0.082944513628603334 -0.11474356546096882 0.035926710135780304 0.077102360925513189 -0.082948967200217938 -0.017629357592706504 -0.06776969242833468 0.00014400612424820056 0.058729335341991033 -0.083913457782362047 0.064653295719266105 0.097919370701927369 0.090579886351563138 -0.068340849858613426 0.028210297468944191
leaf_weight=0.6982964835151495 0.29235253517981652 0.21380980312824327 0.22185936837922637 1.0020972021447963 0.36610096217191257 0.25136352595109202 1.845180994132533 1.5446246962528674 1.427489779431198 0.44246353989001341 0.65610665021813463 0.87030648170184577 1.773436387185938 0.81916131774778478 0.56096299345745071 0.99385384822380674 0.60679035828798067 0.96018190335598774 0.86089666096052031 0.63823722451888798 1.0509145902243515 0.44334845015691771 88.153531692372781 1.7368939037269226 1.1998624373154592 0.37985964326071531 0.41978135792305682 0.14630003371985356 0.70240578363061001 3.0975573481991878
leaf_count=28 15 1 9 51 97 46 32 24 36 38 53 38 35 18 44 18 55 22 38 45 41 71 1550 37 86 18 8 12 280 54
internal_value=0.000328201 -0.0167906 -0.00363636 -0.0166863 -0.00312864 -0.0562182 0.00068693 0.0230312 -1.02679e-05 -0.0223733 -0.049791 0.0211433 0.000711431 -0.0325972 0.00119873 0.000391825 -0.0345987 -0.00262855 0.0321629 0.00114421 0.0312543 0.000508944 0.00106219 0.033006 0.000322062 -0.0244967 0.0187538 -0.00829585 -0.0409461 0.00109673
internal_weight=114.376 2.34758 2.05523 1.84142 1.61956 0.617464 112.028 3.38981 108.639 3.39637 2.0836 1.31277 105.242 1.51746 103.725 101.09 2.12794 1.52114 2.63433 98.9625 2.04477 96.9178 96.2795 2.18024 94.0993 2.84821 1.64835 1.22857 0.848706 91.2511
internal_count=2900 219 204 203 194 143 2681 56 2625 165 89 76 2460 46 2414 2341 121 66 73 2220 59 2161 2116 108 2008 404 318 310 292 1604
is_linear=0
shrinkage=0.1


Tree=823
num_leaves=31
num_cat=0
split_feature=0 2 3 1 4 3 4 3 3 3 3 3 2 2 2 2 2 3 3 2 3 2 3 4 4 4 0 3 1 1
split_gain=0.0737098 0.377536 0.731447 0.38469 0.383955 0.248588 0.245676 0.242185 0.233393 0.328057 0.247606 0.226596 0.409088 0.197745 0.173777 0.14844 0.139135 0.33927 1.52335 1.02663 0.717167 0.491903 0.467942 0.65055 0.894751 0.801928 0.664822 1.28449 0.811084 0.537314
threshold=102.21786657775002 -0.079074999999999993 0.086355000000000029 80.677940036650014 39.420767558750008 0.088005000000000014 45.027406014450008 0.09117500000000002 0.085715000000000027 0.080125000000000016 0.079095000000000013 0.074640000000000026 -0.088944999999999996 -0.15626499999999999 -0.21094499999999999 0.06041500000000001 -0.11808 0.084795000000000023 0.086520000000000027 -0.082509999999999986 0.083905000000000021 -0.11131999999999999 0.08784500000000002 41.495754733000005 41.811877919650009 41.840895355800008 86.692020874450009 0.093295000000000031 62.154463517850012 62.837331883000012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=16 2 3 -2 -3 6 15 -7 9 10 11 13 -13 14 -5 -6 -1 20 19 -19 -18 -20 29 -24 -25 -26 27 -27 -28 -23
right_child=1 4 -4 8 5 7 -8 -9 -10 -11 -12 12 -14 -15 -16 -17 17 18 21 -21 -22 22 23 24 25 26 28 -29 -30 -31
leaf_value=0.0068185320056751405 -0.10469226815126914 -0.10338557496901746 -0.10987718426140354 -0.0030013156025605475 -0.11133453990254852 0.091222127830698385 0.035721129240480695 0.012109492238585486 0.08272113905407695 -0.10708881604401402 0.090905333680936548 -0.10359391729020398 0.098782249159284782 -0.037785633715204582 0.091377570383153514 -0.0071381494713442647 0.0037120844895992739 -0.026555988017734091 -0.053774475840748771 -0.1255066072894426 0.070148613777885768 0.052074409214446442 0.0074167272603213198 -0.073859180323095283 0.07493681793102748 -0.11818004684176837 0.063312510166501912 -0.0097556626641120935 -0.015654080187713477 -0.0090260810588855336
leaf_weight=29.236046732097748 0.35465006463891846 0.2427496314295462 0.88838613920313481 0.36031667814495449 0.2557399942461418 0.82549509903765261 0.634140987360297 0.72837601145829467 0.34641946965280102 0.27856440776315583 0.31004387744906114 0.44161320502905843 0.12907972838729476 0.40690359220752836 0.42545445478026522 0.2937938664763351 22.719624205332369 3.0683958828449249 1.6738687334582198 1.59279997563135 1.7499767943809263 3.5790342717664307 25.322328588794335 2.4653616429277454 1.0665166303515423 1.5641616845387014 1.7698240168392656 3.6245945206319448 4.9071239757686271 2.4073305658967001
leaf_count=739 45 120 156 37 32 20 49 32 12 60 17 92 3 39 17 30 473 36 24 56 25 29 392 39 6 56 11 86 116 51
internal_value=0.000291633 -0.00970866 -0.030017 -0.006779 0.0171491 0.0278374 -0.006689 0.0541381 0.00608974 -0.0051972 0.00849202 -0.00599829 -0.0578203 0.0187985 0.0481 -0.0556287 0.000940076 -0.0012772 -0.00577082 -0.0603689 0.00846338 -0.000510561 0.00139832 -0.00243952 -0.0186488 -0.0081236 -0.0155893 -0.0424404 0.00527718 0.0275037
internal_weight=113.669 6.92173 3.94143 3.05305 2.9803 2.73755 1.18367 1.55387 2.6984 2.35198 2.07341 1.76337 0.570693 1.19267 0.785771 0.549534 106.747 77.5109 53.0413 4.6612 24.4696 48.3801 46.7063 40.7199 15.3976 12.9322 11.8657 5.18876 6.67695 5.98636
internal_count=2900 761 478 322 283 163 111 52 277 265 205 188 95 93 54 62 2139 1400 902 92 498 810 786 706 314 275 269 142 127 80
is_linear=0
shrinkage=0.1


Tree=824
num_leaves=31
num_cat=0
split_feature=2 2 2 2 0 4 1 1 1 3 3 3 4 2 3 4 4 4 0 3 4 1 1 4 1 2 2 2 4 4
split_gain=0.0945767 0.207575 0.180751 0.400901 0.263023 0.232993 0.536547 0.700077 0.322157 0.0934392 0.278363 0.335104 0.253529 0.259614 0.239941 0.358036 0.260284 0.291537 0.189408 0.147349 0.563175 0.804858 0.726115 0.627751 0.420912 0.475509 0.728951 0.373006 0.770212 0.69889
threshold=-0.68276999999999999 -0.62958999999999998 -0.58350999999999986 -0.5422499999999999 90.603727454250006 39.852039223600009 75.645146416450004 78.285212300550015 77.285105876000003 0.13062500000000002 0.11614000000000002 0.11308000000000003 41.289992964000007 -0.024989999999999998 0.10500500000000003 37.797539186950011 40.166811829450005 41.495754733000005 86.692020874450009 0.093295000000000031 39.685256516350002 62.55235532115001 66.499011856650014 40.380906245900007 62.079186690200011 -0.081474999999999992 -0.031989999999999998 -0.076709999999999987 37.962710038050005 36.514114975300011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 5 4 -4 8 -7 -8 -3 10 11 14 13 -11 19 -16 -17 -18 -12 -5 27 24 -23 -24 25 -22 -27 29 -29 -21
right_child=1 2 3 9 -6 6 7 -9 -10 12 18 -13 -14 -15 15 16 17 -19 -20 20 21 22 23 -25 -26 26 -28 28 -30 -31
leaf_value=0.046999007467271363 -0.040790209643701253 -0.070379889606200716 0.012601983114598895 -0.0009135953633710262 -0.10754139979902791 0.070308851762963198 -0.13487721635108244 0.048136049415881031 0.044643193120306915 -0.028645592196589915 -0.067484065992517717 0.052844976403935401 0.046899579139900789 0.04621780953392686 0.035930376920096478 -0.076714083692086432 0.00050353835469554593 -0.058421386636084795 -0.010822455873599051 0.061235871726536918 0.028000182537622282 -0.12385225370310715 -0.11723736183103275 0.0041207000547780195 0.038323236547062794 -0.078762874973607191 0.017105525605083081 -0.0057549135953660728 0.084271578251267798 -0.037178183830078808
leaf_weight=0.43113571138383022 1.229519137275928 0.54347319109365289 0.26788452007895003 73.458853220436197 0.56981595523188844 1.7383781895041468 0.35128731001168478 0.51609306511090836 0.4411570058362031 1.5303919428785948 0.98307085463602506 1.2118826489895571 1.5443381015793418 0.66428869564788273 0.95572264986503697 0.99202268891349366 2.5166642955118737 1.2600382852961045 1.4753151529921522 1.2511428023941564 2.4382254844531417 0.85797419119626228 0.52482108965705299 2.2690740314410505 3.6769982976838946 1.5829575035604651 1.5895961045753191 1.504433128877056 2.5801425800236757 1.7048964404566502
leaf_count=12 37 15 9 1999 51 23 10 43 30 43 30 25 37 22 31 25 30 40 32 31 22 18 18 75 33 24 20 47 34 34
internal_value=0.000252131 7.25516e-05 0.000525174 -0.000212601 -0.0691213 0.0225966 0.0382558 -0.025984 -0.0188446 0.000329045 -0.000235569 0.000578664 0.0158576 -0.00598584 -6.00851e-05 -0.0199336 -0.0311295 -0.0191558 -0.0334806 0.00115744 0.00877176 -0.00361236 -0.0433861 -0.0186759 0.0120263 -0.00520724 -0.0307284 0.031532 0.051113 0.00447554
internal_weight=112.662 112.23 111.001 107.411 0.8377 3.59039 2.60576 0.86738 0.98463 106.573 102.834 100.375 3.73902 2.19468 99.1636 5.72445 4.76873 3.7767 2.45839 93.4391 19.9803 12.9396 3.65187 2.7939 9.28778 5.61078 3.17255 7.04061 4.08458 2.95604
internal_count=2900 2888 2851 2730 60 121 76 53 45 2670 2568 2506 102 65 2481 126 95 70 62 2355 356 210 111 93 99 66 44 146 81 65
is_linear=0
shrinkage=0.1


Tree=825
num_leaves=31
num_cat=0
split_feature=1 0 4 0 0 0 2 1 4 2 3 4 4 1 0 1 1 1 0 4 4 4 2 2 0 2 2 0 0 1
split_gain=0.219467 0.884046 0.803079 0.691164 0.418726 0.596516 0.432394 0.405587 0.390521 0.64376 0.995863 0.637995 0.633087 0.561939 2.34735 1.32228 1.24779 0.493362 0.343528 0.318039 0.714278 0.401667 0.34171 1.41578 0.759594 0.725933 1.19907 0.626887 0.528402 0.775997
threshold=70.182199495350019 94.550383989750017 40.305698932850007 94.157869102700019 94.047642319350018 93.867515624600017 -0.14739999999999998 71.787208999250012 37.858673296900008 -0.14380499999999999 0.10500500000000003 37.020641110850008 36.514114975300011 66.697957758300021 90.337570099350003 67.316303128300021 65.111767461350013 68.961639504150014 90.662873533100012 38.238138001450004 38.386256906100009 38.703421923500009 -0.058529999999999992 -0.069554999999999992 97.32487278035002 -0.079824999999999993 -0.096499999999999989 105.98708487665002 97.32487278035002 77.52437864960001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 -2 7 5 8 -6 -4 9 10 -1 12 -11 14 16 -15 -10 -17 -16 -3 -21 -22 23 24 25 26 -23 -26 -24 -30
right_child=1 19 3 -5 6 -7 -8 -9 13 11 -12 -13 -14 15 18 17 -18 -19 -20 20 21 22 28 -25 27 -27 -28 -29 29 -31
leaf_value=-0.0011577067557385658 -0.0023635078210197326 -0.00044827585360259143 0.0015374683938140616 -0.0021173576995201357 0.0002897699481968355 0.0010927357680650929 -0.0013559237070255767 -0.0011000944701442692 5.6317277246258269e-05 0.00067095046866301597 0.0018207931294936597 0.0015164276353330432 -0.00065709694824395159 -0.0023107021465026451 0.001886266433552031 0.00045542687785384012 -0.0017240419167423714 -0.00068014332363326778 0.00084851398914581122 0.0014552903185007628 -0.0014808812815437597 -0.00026925134126036326 0.0010122127232501583 -0.0025712003317790197 0.00038916964443166323 0.00079951977067884718 -0.0022818812444117512 -0.00071537054279026825 -0.0014169129203059144 0.00037376541540360417
leaf_weight=1.885653119257767 1.1677161313273239 4.9268664762033714 0.70938201967510373 0.4922693963308119 1.0504882313543933 2.4451800847891709 1.4766588279744599 0.32769366606225958 64.572914553027658 6.1194993079407123 0.5596812218427657 2.4515795363113284 1.7819042452319989 1.2343404414714303 2.6998196560889474 3.1244467126671225 1.5498402515659098 2.7795003468636423 2.247213194379583 1.4011544958339062 0.6657045212250513 4.1528620509197927 3.2727706194855291 0.83576561296649998 15.078109331894668 1.3056628946214903 1.5677277024369694 2.2734014835350527 1.1479950820794327 4.9095050716041442
leaf_count=94 46 369 17 32 24 23 28 61 873 73 5 25 15 34 25 44 24 32 31 14 27 71 52 21 276 12 49 248 50 205
internal_value=6.30599e-05 -5.12087e-05 -0.00113904 -0.000204108 0.000115724 0.000137021 -0.000671839 0.000704055 0.000111343 0.000428859 -0.000475996 0.000642582 0.000371453 5.93833e-05 0.000112058 -0.000465055 1.45877e-05 -7.91846e-05 0.00141486 1.9425e-05 8.23656e-05 2.77304e-05 5.68033e-05 -6.18292e-05 2.42019e-05 -0.000519712 -0.000820813 0.000244452 0.000377388 3.44027e-05
internal_weight=140.213 44.2346 2.69706 1.52935 95.9787 93.4516 2.52715 1.03708 91.0064 12.7983 2.44533 10.353 7.9014 78.2081 71.0698 7.13829 66.1228 5.90395 4.94703 41.5375 36.6107 35.2095 34.5438 25.2135 24.3778 7.02625 5.72059 17.3515 9.33027 6.0575
internal_count=2900 1550 156 110 1350 1298 52 78 1275 212 99 113 88 1063 953 110 897 76 56 1394 1025 1011 984 677 656 132 120 524 307 255
is_linear=0
shrinkage=0.00196078


Tree=826
num_leaves=31
num_cat=0
split_feature=1 0 0 3 2 2 1 4 0 2 2 3 1 1 2 4 0 4 4 2 2 1 2 3 4 2 4 2 3 3
split_gain=0.0679873 0.394204 0.227715 0.105452 0.115247 0.143085 0.0957021 0.30098 0.226929 0.190956 0.183731 0.1841 0.111201 0.305215 0.736593 0.278311 0.212708 0.576999 1.27625 0.724225 0.376376 0.205968 0.394297 0.189635 0.400774 0.154909 0.500154 0.711483 0.668461 0.391606
threshold=87.33187390945001 110.50907145210002 113.28087178455002 -0.5582649999999999 -0.088099999999999998 -0.012769999999999998 84.600400448950026 44.710446918150005 105.98708487665002 -0.044409999999999998 0.12812000000000004 0.077330000000000024 80.288113607700012 81.524804347700012 -0.085734999999999992 42.207998345450008 98.851916998450022 39.995120105550008 41.24714903835001 -0.22573999999999997 0.11529000000000002 77.52437864960001 -0.10518999999999999 0.084065000000000015 42.406961525800007 -0.11808 39.268993001500007 -0.12835499999999997 0.11747500000000002 0.083185000000000023
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 -2 -3 -4 -5 -6 8 10 12 -10 11 -8 16 15 -15 -14 21 20 -19 -20 -18 25 -23 24 -21 26 27 28 -1 -28
right_child=1 2 3 4 5 -7 7 -9 9 -11 -12 -13 13 14 -16 -17 17 18 19 23 -22 22 -24 -25 -26 -27 29 -29 -30 -31
leaf_value=-0.058871011404794442 -0.10249291749773244 0.059684627924111604 0.087291611497277988 -0.103393033184105 0.034069730794213812 -0.10179945343591001 0.04752665153392089 0.073016458578412088 -0.10621929533100023 -0.013202685859347375 0.074448025045731475 -0.10275817474883103 0.010827017592814977 0.023253950470888653 -0.10640787910458548 0.07096835921082946 -0.10729970552345361 0.061589291175430952 0.028620770389908456 0.044088947403335299 0.014599576475659163 -0.023405282728289324 0.092294905586122467 -0.11146619587013287 -0.10590193048462718 -0.0018983452944270427 -0.0023334709471745396 0.055611693232213114 0.067751522365402009 0.024921802656168123
leaf_weight=3.2118015328524057 0.4260010392190442 0.5129628990889612 0.06833875412121404 0.20785533636433218 0.24091951664058797 0.11427328712568419 0.11310072208288946 0.67459428744041361 0.35757338140365391 0.57659715286717883 0.13361553019603889 0.29185174963095051 2.0006795614026482 1.489712125330698 0.62067265478617617 1.2503312574699519 0.99602595424221252 1.8723892495036123 0.85949533359962504 0.30039612855762277 0.33966920196689898 0.51909895578864962 0.68090880663294118 1.0155854020849799 0.43772977674962021 70.005627122683109 9.0849812885280716 0.92576605803333478 0.47911488008685399 12.559453566063892
leaf_count=160 127 47 2 144 36 94 10 17 40 36 16 59 36 48 51 34 88 25 33 4 14 35 13 39 40 1207 263 10 10 162
internal_value=0.000286087 -0.0203753 0.0101942 -0.0300138 -0.0442514 -0.00964235 0.000578926 0.0285115 0.000269694 -0.0488067 -0.0272342 -0.0607846 0.000691655 0.0147336 -0.0148801 0.0339572 -3.72229e-05 -0.0186061 -0.00142616 -0.0465774 -0.0763005 0.00107182 0.0422454 -0.083432 -0.0448599 0.000558573 0.00710811 -0.0227735 -0.0424342 0.0134817
internal_weight=112.367 1.57035 1.14435 0.631387 0.563048 0.355193 110.797 1.21316 109.584 0.934171 0.538568 0.404952 108.649 5.3614 2.11038 3.25101 103.288 5.82129 4.4856 2.61321 1.3357 97.4668 1.20001 1.75371 0.738126 96.2667 26.2611 4.61668 3.69092 21.6444
internal_count=2900 450 323 276 274 130 2450 102 2348 76 85 69 2272 169 99 70 2103 243 141 116 102 1860 48 83 44 1812 605 180 170 425
is_linear=0
shrinkage=0.1


Tree=827
num_leaves=31
num_cat=0
split_feature=0 3 0 2 2 2 1 3 1 1 4 0 4 3 3 0 1 3 0 1 0 0 1 3 2 2 0 0 3 3
split_gain=0.307413 0.829478 0.663321 1.06447 0.582444 1.96145 0.822134 1.02099 1.79289 1.07879 0.802939 0.794638 0.837183 0.731309 0.684574 0.432943 0.623717 0.587835 0.465412 0.437721 0.778218 0.400799 0.428731 0.421343 0.525483 0.986016 0.402044 0.381911 0.379639 0.4412
threshold=93.972365491700018 0.25847000000000003 94.550383989750017 -0.14739999999999998 -0.058529999999999992 -0.069554999999999992 75.28220456885002 0.089580000000000021 71.52105164435001 72.026481772850005 42.34047585750001 100.24991522630002 40.878805547300004 0.087265000000000023 0.092290000000000025 97.32487278035002 77.52437864960001 0.076825000000000018 98.851916998450022 81.524804347700012 106.56510337475001 93.867515624600017 69.873026810350026 -0.10585499999999999 -0.060760000000000002 -0.037524999999999996 87.568458224950021 96.249489528150022 0.12064000000000002 0.43162500000000009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=21 2 3 -2 5 6 7 8 -4 -9 -10 12 14 -14 -8 17 18 -6 -17 -18 -21 22 26 -24 -25 -26 28 -19 -1 -30
right_child=1 -3 4 -5 15 -7 11 9 10 -11 -12 -13 13 -15 -16 16 19 27 -20 20 -22 -23 23 24 25 -27 -28 -29 29 -31
leaf_value=9.6843247447611183e-05 0.0005489834719653731 -0.0021913759655943937 -0.002355890481217553 -0.0018139133519477976 -4.8433378375027228e-05 -0.0026834097549707811 0.000544178983540133 0.00073471099248825983 -0.0016043747750456969 -0.0014297445749326841 0.0004415794467756436 -0.00014503661056681301 0.00013603286164269764 0.0015708232763684726 -0.0013990373099547751 -0.00021281082253426977 0.00075522530104277501 0.00056709040164621338 -0.0022112491324704523 -0.0020757633612332217 0.00046216031207172191 0.00097446922291002523 0.00041970062207593922 -0.0023701909066244282 0.0017939501710671911 -0.0021523892806984656 0.00034496975597695317 0.001826531371153526 -0.0011061790683440165 0.00050516337337435746
leaf_weight=55.057703586131538 1.2006729114800694 0.68180108351191293 2.2750000904779899 1.8818326059554227 2.0846592709422103 1.0942108260787815 1.825382835464554 3.7271791149396449 1.028029407389113 1.1611181406769899 2.6093774528708309 10.0113041774714 2.084902435541153 3.9597919201478362 1.1275567675475029 1.4190591017249956 4.2894217119173845 1.7033909452147784 0.65476944061811071 0.67351481128935153 1.4969749618740023 2.2057153758360064 0.94695161987328935 0.80613499876199068 0.47458497062325489 0.49974074828059978 28.131085302564315 2.0275368448346853 2.1282235076068896 0.94269368611276139
leaf_count=875 36 36 74 62 27 35 29 55 24 31 49 552 30 30 27 32 71 26 33 68 173 24 23 35 4 39 314 21 55 10
internal_value=8.14957e-05 -4.37336e-05 -1.344e-05 -0.000893537 4.65095e-05 -0.00010507 -1.04284e-05 -0.00044242 -0.000990586 0.000220587 -0.000136662 0.000235025 0.000657905 0.00107594 -0.000197823 0.000372964 9.18021e-05 0.000785539 -0.000843777 0.000392152 -0.000325371 0.000148808 0.000128343 -0.000637055 -0.0011991 -0.000230164 0.000152544 0.00125152 5.94197e-05 -0.000611538
internal_weight=140.21 49.0175 48.3357 3.08251 45.2532 30.9039 29.8096 10.8007 5.91241 4.8883 3.63741 19.0089 8.99763 6.04469 2.95294 14.3493 8.53374 5.81559 2.07383 6.45991 2.17049 91.1928 88.9871 2.72741 1.78046 0.974326 86.2597 3.73093 58.1286 3.07092
internal_count=2900 1521 1485 98 1387 936 901 233 147 86 73 668 116 60 56 451 377 74 65 312 241 1379 1355 101 78 43 1254 47 940 65
is_linear=0
shrinkage=0.00196078


Tree=828
num_leaves=31
num_cat=0
split_feature=4 0 1 1 4 0 0 3 3 2 4 2 2 0 4 1 1 1 4 4 0 0 0 4 4 2 3 2 3 4
split_gain=0.0687168 0.28801 0.28964 0.312137 0.282707 0.184221 0.301435 0.373353 0.236823 0.144522 0.314936 0.154754 0.528436 0.251382 0.166526 0.444509 0.622274 0.258193 0.137682 0.460479 0.304454 0.689966 0.289237 0.268386 0.333268 0.366026 0.648369 0.34434 0.259199 0.233044
threshold=48.988717865950008 71.144667506050013 55.855406118200008 64.84561010645001 48.852845034800005 86.420486603250012 99.983757871350008 0.079095000000000013 0.074640000000000026 -0.62958999999999998 40.580626202750004 -0.58350999999999986 -0.5169149999999999 87.393708446500014 39.852039223600009 75.645146416450004 78.285212300550015 77.285105876000003 44.527357125550004 44.758188263300006 71.249517373150013 85.716110573100011 103.44649194340002 48.315732392000008 47.833738492450003 -0.098345000000000002 -0.24523500000000001 -0.082314999999999985 -0.21013499999999999 43.19689381845
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 -3 -4 9 -5 -7 8 -8 10 -1 14 13 -13 17 -16 -17 -11 22 -20 -21 -22 29 24 25 26 -23 -27 -24 -14
right_child=1 2 3 5 -6 6 7 -9 -10 11 -12 12 18 -15 15 16 -18 -19 19 20 21 23 28 -25 -26 27 -28 -29 -30 -31
leaf_value=0.018940687018680569 -0.1144848788217302 0.052310897727535492 -0.10978626767652755 0.10525156012712744 0.041329273245686748 -0.10345436198545005 0.0088679794062071892 0.062834161806823677 -0.10320769406076957 -0.060392567968669764 -0.073642457526584368 0.0032746371455196288 0.00049663913788398754 -0.10814158186694492 0.064803479511642337 -0.13084778726634344 0.045883013957844471 0.043600454872430257 -0.093899974860402205 0.053352304210601387 -0.11385056869213242 0.057402609213133983 0.037968956263381905 -0.069493120049187992 0.069071989489876737 0.097029681883201768 -0.095795069412814349 -0.0060506935013546455 -0.053596137756275197 0.016390440428355749
leaf_weight=0.68192542856195248 0.26285435212776009 0.6717846225947145 0.34682075865566764 0.13692907989025105 1.6897862446494389 0.31577348151768081 0.41579738433938451 0.61484304209989205 0.34495422220425098 0.53420614998321925 0.79663824255112559 0.29130481538595532 82.931362963757238 0.66431675199658002 1.6642859391868117 0.33195249130949367 0.49830211825974402 0.43166434696945544 0.6463288002905746 0.77654912436628354 0.60486525235319266 0.41112504655029658 0.38198611129200832 0.47712482560018532 0.75901415101543523 0.48461822234094143 0.84215504352323489 0.97818861054111084 1.6214133579487953 10.380026033883039
leaf_count=28 7 8 12 1 22 64 34 45 71 15 19 22 1495 58 23 10 41 30 33 18 34 17 64 21 17 7 64 51 351 218
internal_value=0.000326566 -0.0143307 -0.00508347 -0.0228097 0.0007452 -0.0063106 -0.0153424 0.00488407 -0.0419515 0.000105413 -0.0309424 0.000539674 -0.000164197 -0.0741783 0.0213381 0.0349884 -0.0247775 -0.0139163 0.000534057 -0.0141849 -0.00452503 -0.0143876 0.00145751 0.000834645 0.0104905 -0.00588016 -0.0455402 0.0280992 -0.0361375 0.00226468
internal_weight=111.989 3.10976 2.8469 2.17512 108.879 1.8283 1.69137 1.37559 0.760752 107.189 1.47856 105.711 102.25 0.955622 3.46041 2.49454 0.830255 0.96587 101.295 5.97997 5.33364 4.55709 95.3148 3.95223 3.4751 2.71609 1.25328 1.46281 2.0034 93.3114
internal_count=2900 242 235 227 2658 215 214 150 105 2636 47 2589 2470 80 119 74 51 45 2390 262 229 211 2128 177 156 139 81 58 415 1713
is_linear=0
shrinkage=0.1


Tree=829
num_leaves=31
num_cat=0
split_feature=1 2 2 4 0 0 0 1 2 2 1 0 4 1 1 3 2 4 0 3 2 1 1 0 4 2 0 3 2 2
split_gain=0.276429 0.198655 0.202686 0.157612 0.557532 0.362846 1.024 0.84688 0.482835 1.23271 2.11068 2.12673 1.06276 0.899184 1.18808 0.834015 0.785613 0.625498 0.60658 1.11984 0.52692 0.952234 0.615511 0.892675 0.797855 0.456047 0.455393 0.862825 0.391506 0.359462
threshold=89.912793714750009 -0.088944999999999996 -0.022239999999999999 42.102795028150005 103.44649194340002 85.656964494200011 85.807518149550006 61.917879202350001 -0.067574999999999996 -0.11808 63.154569942350008 86.20003303655001 41.840895355800008 71.343613407700005 82.987325570650015 0.082975000000000021 -0.054494999999999995 40.259171735100004 91.144107538500023 0.094625000000000029 -0.040019999999999993 70.026268923800004 63.910026677050006 92.313586825200005 41.495754733000005 -0.58892999999999995 94.614906984850009 0.087725000000000011 0.24816000000000005 -0.08756499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 5 7 -7 -1 9 12 11 -11 13 15 25 -8 -10 -17 -12 26 21 -18 24 28 -22 -15 -20 -28 -24 -21
right_child=1 2 -4 -5 -6 6 8 -9 16 10 18 -13 -14 14 -16 17 20 -19 19 29 22 -23 23 -25 -26 -27 27 -29 -30 -31
leaf_value=1.9334027286408852e-05 -0.0020079339805517253 0.0002429033699169989 -0.0019938892964502307 8.4524793935165775e-06 -0.00099733014478145489 0.00099795903322875577 -0.00054038212142556259 -0.0018555752490189556 0.0010047277687436006 0.00036756046626266922 0.00066235135260949015 -0.0019745026915750168 0.0017993587699841498 -0.00020094666379224326 0.0010607160090874129 0.00031882347053338838 -0.0015278610327626896 0.0013316646986826044 -0.00057446477144109959 -0.00062172710753907636 0.0011266174609445906 0.00045329982609361826 -0.0015353915560720052 0.00030665940975250144 -0.00038380050241715953 -0.0016346071363400102 -0.00080318046969716345 0.00079175623341193584 -1.5537324931941307e-06 -0.0022126216141502538
leaf_weight=6.9129507121688212 0.38485299221952118 0.63367864934843965 0.20650925409245136 51.773820157450245 1.6127247631920898 5.8237603900488457 2.2751134162535882 1.0695363342383641 5.4673901580972624 2.2089283801615336 4.9157154820859459 4.5841908901929855 1.8392713256180275 1.4076956529170308 1.4010189133259698 5.1255401901435089 1.7888167873025005 4.3201120048761368 2.5616875081323069 1.0820421038661154 5.5729041695594779 1.9490401791408656 1.6743418906116851 11.040048106631728 1.7721610143780706 2.1650779240007938 1.7392442522104827 5.2116554849781096 1.0354559966945087 1.1023340459214512
leaf_count=178 184 66 110 1092 186 39 41 79 53 21 37 39 11 33 22 48 20 25 36 30 62 20 27 188 21 84 37 44 25 42
internal_value=8.60846e-05 -0.000841273 -0.000306876 9.42323e-05 0.000144896 0.000166305 0.000207021 -0.000231876 0.000143258 7.00342e-06 -0.000292133 -0.00121293 0.000384773 0.000228926 -0.00046963 0.000525363 0.000331853 0.000782062 8.43923e-05 -0.000158498 0.000183708 -0.000494819 0.000303937 5.91392e-05 0.000762195 -0.00106974 0.000132228 0.000392673 -0.000949288 -0.00142456
internal_weight=140.658 1.22504 0.840188 139.433 87.6588 86.046 78.0635 7.98249 72.2398 41.9396 23.4058 6.79312 18.5338 16.6946 4.97379 11.7208 30.3002 9.44565 16.6127 11.697 24.8328 3.73786 21.0949 13.7498 7.34507 3.57277 9.51259 6.9509 2.7098 2.18438
internal_count=2900 360 176 2540 1448 1262 1005 257 966 550 286 60 264 253 139 114 416 73 226 189 363 40 323 240 83 117 117 81 52 72
is_linear=0
shrinkage=0.00196078


Tree=830
num_leaves=31
num_cat=0
split_feature=2 2 2 2 0 4 1 1 1 2 1 0 4 2 3 4 3 3 3 3 2 3 4 2 2 4 2 2 3 2
split_gain=0.0842075 0.176517 0.128737 0.316459 0.237969 0.138908 0.381834 0.542688 0.215618 0.0829629 0.331835 0.878184 0.170188 0.147111 0.651024 0.271633 0.139809 0.16084 0.389465 0.29731 0.288693 0.246832 0.295577 0.334466 0.286056 0.21617 0.140511 0.706229 0.575466 0.9384
threshold=-0.68276999999999999 -0.62958999999999998 -0.58350999999999986 -0.5422499999999999 90.603727454250006 39.852039223600009 75.645146416450004 78.285212300550015 77.285105876000003 -0.26138499999999998 62.197478847950002 89.665455566700004 39.091773401050006 -0.24299000000000001 0.093295000000000031 39.039757512550004 0.43644500000000008 0.13062500000000002 0.11614000000000002 0.11308000000000003 -0.055714999999999994 0.10500500000000003 37.797539186950011 -0.069554999999999992 -0.02852 41.21013581150001 -0.062629999999999991 -0.053019999999999991 0.084795000000000023 -0.031989999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 5 4 -4 8 -7 -8 -3 10 -5 -12 -13 14 15 -11 17 18 19 21 -20 26 -23 -24 -25 -19 -15 -28 -29 -30
right_child=1 2 3 9 -6 6 7 -9 -10 13 11 12 -14 16 -16 -17 -18 25 20 -21 -22 22 23 24 -26 -27 27 28 29 -31
leaf_value=0.0446147671487147 -0.037920733303128305 -0.055282558333807665 0.011557502728597853 0.061506477417947986 -0.10622018076807427 0.060690322711098511 -0.12808222121594998 0.040879746749885898 0.040242614895668889 -0.0032779502656368194 -0.13816177961574891 -0.0088145786735143259 0.066404680591971854 -0.00082906000398175824 0.076859741003212856 -0.10904886621003576 -0.039922583783521218 -0.0083264209737188288 -0.074046609012552014 0.051009504398053032 -0.0028048643940127758 0.031874921387778449 -0.074605470387058864 0.012031586573664124 -0.04623885767535383 0.050624840241786741 0.04634814585379049 0.017825019721233779 -0.085768591377790665 -0.0031630417635807326
leaf_weight=0.42847727482148812 1.2016941587935424 0.52680601866450105 0.26507504950131888 1.0544763143698213 0.48622808114362215 1.6124280225485565 0.30748067377135146 0.49794179760647239 0.42848366016937689 0.37262524266497965 0.40461945994320547 0.55454020624813416 0.65736290151937737 62.269720407467204 0.40358553955775267 0.69689002097220509 0.84980632525881006 1.0801918007714442 1.2131856496052935 1.1806088661105594 1.070913167670368 0.92021619052331871 1.2410008601145817 1.8877276193234136 1.5214955945943986 1.4665159221331121 4.0431819560762987 10.845493002320739 1.5783951445337141 10.683092203034674
leaf_count=12 37 15 9 28 51 23 10 43 30 19 17 32 19 1305 9 69 24 38 31 23 30 30 28 22 39 36 53 444 36 338
internal_value=0.000368436 0.000198132 0.000614107 6.31122e-06 -0.0646658 0.0198485 0.032604 -0.0236237 -0.0124359 0.000464711 0.0178653 -0.0106024 0.031986 1.48969e-05 -0.0313604 -0.0721977 0.000468685 0.000808528 0.000166723 0.00113601 -0.0406445 0.000516142 -0.0199075 -0.0301545 -0.0139738 0.0256205 0.00178844 0.00779175 0.00104528 -0.0137967
internal_weight=111.75 111.322 110.12 106.747 0.751303 3.37314 2.41785 0.805422 0.95529 105.996 2.671 1.61652 1.2119 103.325 1.4731 1.06952 101.852 101.002 98.455 96.1709 2.2841 94.9903 5.57044 4.65022 3.40922 2.54671 89.4199 27.1502 23.107 12.2615
internal_count=2900 2888 2851 2730 60 121 76 53 45 2670 96 68 51 2574 97 88 2477 2453 2379 2318 61 2295 119 89 61 74 2176 871 818 374
is_linear=0
shrinkage=0.1


Tree=831
num_leaves=31
num_cat=0
split_feature=1 2 3 2 0 0 2 0 1 1 4 0 2 2 2 2 3 2 1 2 2 2 4 4 0 1 1 0 4 4
split_gain=0.196579 0.173729 0.177545 0.155445 0.141409 0.550531 0.835999 0.43699 0.419034 0.661298 0.884419 1.49208 0.774917 2.17419 1.499 0.803058 0.682106 0.664378 0.651488 0.546207 1.11016 0.600394 0.690916 0.869412 0.804937 0.702722 0.554086 1.19561 0.464872 0.57703
threshold=89.912793714750009 -0.088944999999999996 0.07870000000000002 0.68694500000000025 93.972365491700018 94.550383989750017 -0.14739999999999998 87.568458224950021 62.041548276350007 62.084563606450011 41.028010303750008 86.280686780500005 -0.13978499999999996 -0.081474999999999992 -0.076709999999999987 -0.103615 0.093295000000000031 -0.092864999999999989 62.132955852800002 -0.095019999999999993 -0.10282499999999999 -0.053019999999999991 41.840895355800008 43.022303514600004 85.656964494200011 61.917879202350001 62.00390986255001 85.939252597950016 40.259171735100004 42.448133449100006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 7 6 -6 8 19 10 -10 17 28 15 -15 -14 18 -12 -16 20 26 22 25 24 -24 -21 27 -1 -11 -30
right_child=1 2 -4 -5 5 -7 -8 -9 9 12 11 -13 13 14 16 -17 -18 -19 -20 21 -22 -23 23 -25 -26 -27 -28 -29 29 -31
leaf_value=3.5423103017397323e-05 -0.0019970334581804446 0.00032832056526990142 -0.00199338770566383 0.0006821144300540496 0.00049022202637034125 3.5336565765396482e-05 -0.0017298123482152208 0.00029804004826676733 0.00027528134148329352 -0.00045874369227608526 0.0012366847115027912 -0.0029254975282675798 -0.00046540927361213253 0.0017575644980948528 -0.00019119398724358491 -0.0023827474485752192 0.00042559540811973936 -0.0011395795263745661 -0.0022721171327453622 2.6760565622759321e-05 -0.0022101717142413439 -0.00011208862040551565 0.00046763206636522766 0.00078419628076679157 -0.0013255434519876268 0.0012273586930447945 0.0013346656178023506 -0.0024328410429630036 0.0016517203424664376 0.00020575232916242065
leaf_weight=8.7883734210699878 0.31617000490939517 0.51742000902595353 0.167670428438214 1.6140576763864363 1.0621889008907603 38.157700214162105 1.6893505968400848 31.837937012664042 1.8706254661083246 1.260172343325398 0.7002156851813196 1.4336237497627733 1.4291695049032571 1.9676667051389847 1.4685031860135391 2.0368177770287765 2.6732703587622382 1.2779677095677473 0.95434406524873328 2.6341251507401484 0.98054303904063544 8.8860558595515666 1.683635575231164 3.5202727994765155 2.2468476253561676 6.498195962049067 1.0331175645696919 0.82537634205073196 2.0334297062654514 2.2189035415067337
leaf_count=233 184 57 119 36 37 1034 63 418 16 29 9 14 15 9 12 41 39 36 39 25 20 211 22 33 24 45 12 16 16 36
internal_value=7.07994e-05 -0.000794753 -0.000239899 7.73262e-05 6.98841e-05 -2.57445e-05 -0.000872803 0.000113227 1.25091e-05 -0.000206516 -0.000808248 -0.00140233 -8.37681e-06 -0.000320186 0.000303928 -0.00159215 -0.000257337 -0.000298456 -0.00101086 0.000138414 -0.000213719 0.000299174 0.000519549 7.64503e-05 -0.000557431 0.000881058 -2.98521e-05 -0.000176487 0.000587229 0.000897202
internal_weight=133.784 1.00126 0.68509 132.782 131.168 40.9092 2.75154 90.2592 58.4213 21.3247 5.28243 3.41181 16.0423 10.5298 7.06378 3.46599 5.09612 1.97818 2.42285 37.0965 11.6274 25.4691 16.5831 7.45076 3.93048 9.13232 10.6469 9.61375 5.51251 4.25233
internal_count=2900 360 176 2540 2504 1134 100 1370 952 311 75 59 236 155 99 56 90 45 51 641 281 360 149 79 46 70 261 249 81 52
is_linear=0
shrinkage=0.00196078


Tree=832
num_leaves=31
num_cat=0
split_feature=3 3 0 3 3 1 4 3 4 2 2 3 4 4 4 4 0 4 0 0 0 1 2 3 4 0 1 2 3 4
split_gain=0.0704426 0.71456 0.71601 0.530354 0.386869 0.465006 0.27792 0.667988 0.592836 0.443887 0.637666 1.08523 0.564619 0.307311 0.75022 0.573337 0.515399 0.932391 0.745956 0.726774 0.861453 0.598243 0.740947 0.892226 1.25467 0.649482 0.576253 0.521814 0.594413 0.375712
threshold=0.090225000000000014 0.089475000000000013 89.528344202050008 0.090720000000000023 0.091545000000000029 65.555363052850012 40.305698932850007 0.088565000000000019 40.496232821400007 -0.057185 -0.087910000000000002 -0.085699999999999998 39.788107623550012 43.673409002000007 43.874475754150005 43.411469133450005 85.807518149550006 42.773538294100007 85.716110573100011 97.483491810050012 97.900202820250016 69.873026810350026 -0.101965 0.079785000000000009 42.37975859965001 96.249489528150022 61.885617704800005 -0.069554999999999992 0.087405000000000024 42.686561923500008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 -3 -2 5 -5 7 9 -8 10 12 -12 -1 15 -15 16 17 18 29 21 -21 22 -18 -24 -25 -23 -19 28 -22 -10
right_child=3 2 -4 4 -6 -7 8 -9 13 -11 11 -13 -14 14 -16 -17 19 26 -20 20 27 25 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.018764020418105546 0.045259532388697322 -0.12706610189789308 -0.0090778976359272168 -0.089957469746696439 0.0030282590143382478 -0.003940104986172646 0.072224216380678746 -0.10669269851732817 0.0036817321307964657 0.011344590138815121 0.027685598087083305 -0.12738756257763437 0.064146725926652978 -0.090535715916184756 -0.0032104063493988049 0.0589507187717912 0.030570221426770849 0.037302468292767975 0.10938465285589671 0.10555355938950117 -0.0079949017664510871 -0.097951182122319999 0.024450441826998029 -0.079145564253312983 0.0039301583983032242 0.0022026086854618036 -0.11767981309455069 -0.064664624372971921 0.085033550660041715 0.098975136429123048
leaf_weight=6.0384447386000524 2.8357349043071727 0.89196896164503359 1.2148297552816982 1.0048061639536165 41.412734155593483 1.6780181948706738 1.2489989527825844 0.69498911057689738 2.1870398726532652 7.4981029157853536 0.7022724249982274 1.2627051570407273 0.95067195541832905 1.0634407794641436 13.137239285060785 2.0655201249646771 4.4052284522913441 0.40523677275450598 1.5157300978899 1.1992035694420327 1.8026628439483832 1.525457786421611 3.3552728868089616 3.660598800808657 3.6115109887905419 1.1250010989606378 0.58805323387787212 0.77959469874531384 1.1096246653614796 0.51027422380866472
leaf_count=282 35 20 35 20 894 39 24 26 95 206 15 39 22 27 586 50 40 20 7 10 103 53 40 47 39 16 32 54 17 7
internal_value=0.000391975 -0.00175142 -0.0590313 0.00334001 0.000644217 -0.0361564 0.000181186 -0.0106618 0.00428593 -0.00660521 -0.0216363 -0.0719652 -0.00748635 0.00235946 -0.0097499 0.00812107 0.00434181 0.0327041 0.0532523 -0.00219946 0.0319175 -0.0116361 -0.0039128 -0.0182066 -0.0378881 -0.0554404 -0.054451 0.0079989 0.0274503 0.0217092
internal_weight=111.481 64.5497 2.1068 46.9313 44.0956 2.68282 62.4429 17.1472 45.2957 16.4522 8.95409 1.96498 6.98912 44.0467 14.2007 29.846 27.7805 5.20633 4.21304 22.5742 4.89109 17.6831 15.0326 10.6274 7.27211 2.65046 0.99329 3.69188 2.91229 2.69731
internal_count=2900 1912 55 988 953 59 1857 590 1267 564 358 54 304 1243 613 630 580 161 109 419 184 235 166 126 86 69 52 174 120 102
is_linear=0
shrinkage=0.1


Tree=833
num_leaves=31
num_cat=0
split_feature=4 3 3 1 2 1 4 3 4 2 3 4 0 0 4 4 2 1 0 3 4 4 1 4 4 1 2 2 3 4
split_gain=0.0656458 0.253566 0.265641 0.202598 0.218136 0.158249 0.143934 0.20227 0.181472 0.336852 0.345488 0.517014 0.175076 0.169773 0.175852 0.181474 0.239272 0.147751 0.294888 0.322076 0.159811 0.444484 0.389028 0.260646 0.411994 0.298689 0.50056 0.701639 0.332976 0.204043
threshold=49.275256100300005 -0.25095999999999996 -0.24299499999999999 64.84561010645001 -0.15818499999999999 89.619751778500017 48.680511450650009 0.076080000000000023 45.90502654165001 -0.23378499999999999 0.074640000000000026 47.833738492450003 96.693085119700015 75.994645973400011 41.24714903835001 41.395309858300003 0.11529000000000002 57.960468834350003 81.917319234750025 -0.25215499999999996 45.027406014450008 44.527357125550004 83.715897724050009 43.411469133450005 43.542456167850005 61.93938686740001 -0.095714999999999995 -0.086339999999999986 0.083415000000000031 42.599563320500003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 -2 -3 -4 -5 -6 8 -8 13 12 -11 -12 -10 14 -1 -16 -17 -15 19 -19 21 22 23 29 -25 -26 -27 -28 -29 -20
right_child=1 2 3 4 5 -7 7 -9 9 10 11 -13 -14 17 15 16 -18 18 20 -21 -22 -23 -24 24 25 26 27 28 -30 -31
leaf_value=-0.088795125835604699 -0.10853443911778625 0.10766207135256217 -0.11278511712391276 0.027178195479882334 -0.10243598845647123 0.0069164906456573236 -0.00081688539601784129 0.049294407349487597 -0.11147362584571499 0.039151512347647084 -0.10953049992788387 0.016020120786537109 -0.0099988296642449792 0.034955684905726973 0.10263276006187023 -0.10208482612795711 0.080608928714208439 0.044689049680556953 0.0026101261050860223 -0.089068580586374041 0.037332185483646273 -0.062686090590420976 -0.055432027938596466 0.069972840433071753 0.063320217789695474 0.031310916325914644 -0.10190661491655857 0.049749311399683173 -0.031367160399196202 -0.011302756830730886
leaf_weight=0.42893515544710581 0.26556565356440875 0.1909347623586658 0.19450230360962306 0.86548030985431967 0.29869376456190355 0.23761272622869001 1.819271951564587 1.4454831937327979 0.54699040908599306 1.0220853457576589 0.57625874534278387 0.76131549307319801 0.24671031233810936 1.2772626383230079 0.12585528218187392 0.20843961465470784 0.1092677554115653 0.2419031607278157 75.072395795318698 0.70370495826136803 1.21303917748446 1.0901170985671331 1.1843359024030622 1.3466426774393756 0.88630386686418194 2.7879027540911916 0.89120107796043146 0.90411229623714584 1.1493938504281684 12.263045970439633
leaf_count=82 15 1 9 51 97 46 32 24 55 30 43 19 18 25 2 114 3 9 1297 63 42 47 416 18 8 39 19 21 31 224
internal_value=0.000356259 -0.0173593 -0.00381143 -0.017145 -0.00387459 -0.0539869 0.000692045 0.0213701 4.93319e-05 -0.0235771 -0.00462158 -0.0380701 -0.0799317 0.000780584 -0.0431417 0.00100619 -0.0392517 0.00115997 0.000727157 -0.054851 0.00125915 0.000810701 0.0015281 0.00223597 0.0195526 0.00929446 0.000941674 -0.0278104 0.00434659 0.000656574
internal_weight=110.355 2.05279 1.78722 1.59629 1.40179 0.536306 108.302 3.26476 105.037 3.15336 2.35966 1.33757 0.793701 101.884 0.872498 0.443563 0.317707 101.011 99.7341 0.945608 98.7885 97.5755 96.4853 95.301 7.96556 6.61891 5.73261 2.94471 2.05351 87.3354
internal_count=2900 219 204 203 194 143 2681 56 2625 165 92 62 73 2460 201 119 117 2259 2234 72 2162 2120 2073 1657 136 118 110 71 52 1521
is_linear=0
shrinkage=0.1


Tree=834
num_leaves=31
num_cat=0
split_feature=1 2 0 3 3 3 0 1 2 2 2 1 0 0 2 0 1 3 3 4 4 4 0 1 2 2 0 1 4 4
split_gain=0.289704 0.173488 0.218418 0.272294 0.146678 0.670176 0.58998 0.491232 0.37987 0.697939 0.462135 0.508569 0.387028 0.804064 0.250209 0.23792 1.29081 1.24262 0.972655 0.553017 0.319414 0.54345 0.548382 0.374776 0.311013 1.64009 0.953027 0.841765 0.66463 0.631064
threshold=89.912793714750009 -0.088944999999999996 122.45926784190002 0.080375000000000016 -0.23958499999999999 -0.15684499999999998 71.249517373150013 61.944763783650011 -0.18126999999999999 -0.079824999999999993 -0.22866 68.214248143850014 86.345209775600011 93.063666643600016 -0.23280999999999999 85.678472159250006 61.993156030000002 0.070195000000000021 0.083905000000000021 38.052786106700005 37.572218886150004 41.322103772800006 85.253695774650012 61.614083433650009 -0.092289999999999997 -0.088329999999999992 102.21786657775002 86.858705278550005 43.279086095950007 41.468518788800004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 -3 6 -6 -1 14 10 -10 11 -9 -11 -14 -8 16 17 19 -19 -7 -20 -22 23 -23 26 28 -17 -28 29 -26
right_child=1 2 -4 -5 5 15 7 8 9 12 -12 -13 13 -15 -16 24 -18 18 20 -21 21 22 -24 -25 25 -27 27 -29 -30 -31
leaf_value=-0.0022609320671673461 -0.0020076624222867892 0.00095830356975017573 -0.0020248882424067425 -0.0020082844791935168 0.00083239518075795146 0.00042531994546793274 -9.3579023732044389e-06 -0.0017298208776417726 -0.001684428222790188 -0.00095143423888539749 0.0013980194572744478 0.00057727322242270276 0.0015488059028704595 -0.0009763639791926464 0.0011903656563282063 0.0002998182178677742 -0.0017616039396892162 0.0013553268274136521 0.00077843744882529777 -0.0019317448622840887 -0.00082634771880383542 0.00010330188903169057 -0.00060734892093372724 0.0015464106126779615 -0.00073132603642131716 8.8453091997540542e-05 -0.0020816201411840689 0.00039202076787110386 -1.9514437950404935e-05 -0.0026328016501892594
leaf_weight=0.48652033731923339 0.37033899175139595 0.46597740350989514 0.23245740436141205 0.15973131248938444 4.494625789433484 0.50513754780695252 1.1930658359488009 0.6150560003006833 1.6169936876976851 1.2683880624827018 0.93576097954064508 0.91212927761807805 1.1017075125128029 0.86580574985418923 1.5196209787391106 38.744642197758367 1.7305542354952184 2.544982537161558 1.6104086784180234 1.5788410555105654 3.0300694876350462 1.4544867574877574 1.7688480243086813 1.319604725576937 1.2399805060886064 63.383849490866858 1.2515039194331614 0.91603521573779279 1.2255566716194151 1.4625245525967328
leaf_count=63 184 29 75 72 91 24 34 30 40 16 9 37 16 46 24 543 120 25 29 85 40 34 25 8 17 946 128 64 15 31
internal_value=6.19934e-05 -0.000885999 -0.000401948 0.000200991 7.03854e-05 8.86374e-05 -0.000152252 -4.9952e-05 -0.000314207 -0.000632511 0.000312968 -0.000351882 -0.000106863 0.000437603 0.000662716 6.16277e-05 -0.000165222 3.47888e-05 0.000282697 -0.00136041 -1.45583e-05 -0.00018319 0.000245787 0.000789773 9.42074e-05 1.22596e-05 0.000229034 -0.00103622 -0.00121721 -0.00176035
internal_weight=140.005 1.22851 0.858166 0.625709 138.777 128.262 10.515 10.0285 7.31584 4.8529 2.46295 1.52719 3.2359 1.96751 2.71269 123.767 15.5429 13.8124 11.7284 2.08398 9.18342 7.57301 4.54294 2.77409 108.224 67.3119 40.9122 2.16754 3.92806 2.70251
internal_count=2900 360 176 101 2540 2225 315 252 194 118 76 67 78 62 58 2134 390 270 161 109 136 107 67 42 1744 1009 735 192 63 48
is_linear=0
shrinkage=0.00196078


Tree=835
num_leaves=31
num_cat=0
split_feature=4 3 2 0 1 0 3 0 3 2 2 3 3 0 4 0 2 3 3 3 3 4 2 2 3 2 1 1 1 4
split_gain=0.255792 0.612652 1.04391 1.02649 1.02318 0.932158 0.799652 0.796584 0.642055 0.63233 0.585526 1.07779 1.38703 0.555157 0.431882 0.374432 0.684656 0.372081 0.726196 1.26769 0.456982 0.38189 0.280641 1.17406 0.532913 0.434955 0.765743 2.34872 0.950603 0.510641
threshold=42.102795028150005 0.087725000000000011 -0.24103499999999997 86.692020874450009 62.175971182900007 85.253695774650012 0.087265000000000023 97.32487278035002 0.093295000000000031 -0.042409999999999996 -0.031989999999999998 0.09495000000000002 0.090865000000000015 103.44649194340002 42.686561923500008 100.24991522630002 -0.079074999999999993 0.08594000000000003 0.085765000000000022 0.085245000000000029 0.086520000000000027 48.988717865950008 -0.077279999999999988 -0.053019999999999991 0.070195000000000021 -0.082509999999999986 62.55235532115001 61.93938686740001 67.316303128300021 43.061965423550006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=13 2 -2 5 -5 -3 17 10 -7 15 11 12 -6 -1 -10 -9 -17 18 19 21 -19 22 25 -24 -25 26 27 -4 -28 -30
right_child=1 3 6 4 7 8 -8 9 14 -11 -12 -13 -14 -15 -16 16 -18 20 -20 -21 -22 -23 23 24 -26 -27 28 -29 29 -31
leaf_value=0.00018386726208777506 -0.0020501223136712961 0.00060766079500687489 0.00073967567544885805 0.0013748599868970786 -0.0017127515098361223 -0.002365907376993734 0.0012753250545155194 0.001591227474426587 -0.001737191845345679 -0.0011668987635979036 0.00027619641998176636 -0.002484518664875892 0.0010820424325387072 -0.001030873980689073 -0.0002276203295919494 -0.0015880651781717645 0.0016151739812414929 -0.001530438272131596 0.0015295784806227031 -0.0022337300662261081 7.6669148365664529e-05 -0.00043369272453237795 -0.0028601047445010056 -0.00090875824870157048 0.00081725995472556876 0.0011308808793311512 0.0015861960842596425 -0.0017185246805206762 -0.00067715710102914605 0.00056528263003980945
leaf_weight=82.410488028617692 0.81582874909508873 1.131887799390827 3.6245650434866681 1.8204066455364216 1.4086081910645591 1.6352602144470436 2.4381805974917361 1.5531292026862504 1.2267944460036235 0.66003835052833926 1.7756805471290116 1.3787616903427986 1.3248599625658242 1.4723062416180699 1.7944470560178158 0.49700382687433386 0.53022621525451508 1.1370833363616832 1.4470260470989149 0.86335896842137927 1.6931827109901858 3.329617424577008 0.54781286022625897 1.0226429783251725 2.1000670087460094 2.5587890760507426 2.7380799148231727 2.5426833956153132 1.8124000384977987 4.2639803407219006
leaf_count=1263 129 31 39 9 27 44 19 15 34 45 33 27 18 383 31 39 8 24 12 29 30 216 8 102 62 22 24 44 32 101
internal_value=9.65128e-05 -1.49992e-05 0.000140235 -0.00032047 3.26027e-05 -0.000988306 0.00019587 -0.000235076 -0.00137625 0.00054571 -0.00066478 -0.0010711 -0.000358168 0.000162546 -0.000840592 0.000983784 6.53535e-05 0.000107198 0.000178473 0.000101514 -0.000569 0.000183669 0.00028058 -0.000212459 0.000252014 0.000383754 0.000256149 -0.000273811 0.000626948 0.000194701
internal_weight=133.555 49.6724 32.9353 16.7371 10.9487 5.78839 32.1195 9.12831 4.6565 3.2404 5.88791 4.11223 2.73347 83.8828 3.02124 2.58036 1.02723 29.6813 26.851 25.404 2.83027 24.5406 21.211 3.67052 3.12271 17.5405 14.9817 6.16725 8.81446 6.07638
internal_count=2900 1254 893 361 221 140 764 212 109 107 105 72 45 1646 65 62 47 745 691 679 54 650 434 172 164 262 240 83 157 133
is_linear=0
shrinkage=0.00196078


Tree=836
num_leaves=31
num_cat=0
split_feature=0 3 0 2 4 0 0 3 3 1 3 3 3 0 0 4 2 4 0 4 2 2 0 1 2 1 0 1 2 1
split_gain=0.0694181 0.159844 0.10819 0.0964435 0.224584 0.0717895 0.482307 0.28521 0.359285 0.682659 0.486205 0.33934 0.327451 0.497745 0.618924 0.39856 0.825944 1.00923 1.39695 0.751878 0.705002 0.824905 1.03853 0.700883 0.495387 0.819397 0.463965 0.384997 0.696853 0.366805
threshold=112.07913100025002 0.07870000000000002 122.45926784190002 -0.088329999999999992 46.177190236600005 87.568458224950021 87.735142629050017 0.12064000000000002 0.10790500000000001 61.971648364950006 0.10500500000000003 0.25847000000000003 0.097615000000000021 86.780739992750014 86.950112854950021 41.468518788800004 -0.042409999999999996 39.56957118270001 85.807518149550006 41.986601436450009 -0.068524999999999989 -0.083135000000000001 86.232294534150014 61.944763783650011 -0.10282499999999999 61.950140699950005 85.968825637350008 62.009286778800011 -0.0086649999999999991 61.923256118600001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 3 4 -2 7 -7 8 10 -10 12 -9 13 15 -15 16 17 23 -19 -17 21 22 24 -1 26 -26 -21 28 -18 -14
right_child=1 -3 -4 -5 -6 6 -8 11 9 -11 -12 -13 29 14 -16 19 27 18 -20 20 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.036465114369988255 0.052472227558822894 -0.10375448383692115 -0.10162169558882786 0.055608624532821893 -0.1042412800480757 0.073264460922547278 0.0018592897455777654 -0.087172300801622651 0.079199679093131248 -0.019670613838431099 -0.060220081273927528 -0.0098083168627824784 0.046448008058869256 -0.077159044667748478 -0.0043616065933755948 0.043026634960017594 0.099719717040168229 0.021313960659874134 -0.10690609723556271 0.0093354901643926524 -0.073549485911085011 0.046702980563143988 -0.093823439836504707 0.060291588325241341 0.026212886235229549 -0.072052656544714752 0.094253494496130019 -0.023396688168562246 -0.0061355324085602576 0.00044651388317259604
leaf_weight=1.6158399653577364 0.18985499477230405 0.20878947270063009 0.099518686601641093 0.27182576403174508 0.17642315580451395 0.96117846254492079 59.669808529443799 0.82838499991339576 1.5368414795957499 1.2799749755795344 1.4157685290265352 1.7966017704457042 2.8749815337359896 1.9936460573226202 2.8197168334008893 4.7960103265722891 1.2121898569166665 1.2176218010135924 2.8120952718891203 4.4461951079610973 1.2782906430820737 3.4000677661388172 1.2964125600992709 1.3949925984670697 1.5561978099867704 1.866196072893217 0.75226728152483691 1.2076199809671377 1.2770784641033988 4.3652513939887285
leaf_count=84 46 180 57 25 19 11 1609 35 19 29 20 30 29 19 35 63 9 27 38 133 114 32 15 40 16 48 7 29 33 49
internal_value=0.000457578 -0.0265093 -0.00464446 0.0104801 -0.0230111 0.00069029 0.00299127 -0.00215453 -0.000340941 0.0342725 -0.00257726 -0.0342226 -0.000642601 -0.00465317 -0.0345136 0.000117274 -0.0153392 -0.0354366 -0.068163 0.00867576 -0.00261167 0.00419744 -0.0103753 0.00836464 0.00217371 -0.0273703 0.0216239 0.0229353 0.0454124 0.018713
internal_weight=110.618 0.946412 0.737623 0.638104 0.366278 109.671 60.631 49.0402 46.4153 2.81682 43.5984 2.62499 42.1827 34.9424 4.81336 30.1291 10.7374 7.04055 4.02972 19.3916 14.5956 13.3173 9.91727 3.01083 8.62086 3.42239 5.19846 3.69689 2.48927 7.24023
internal_count=2900 327 147 90 65 2573 1620 953 888 48 840 65 820 742 54 688 260 189 65 428 365 251 219 124 204 64 140 71 42 78
is_linear=0
shrinkage=0.1


Tree=837
num_leaves=31
num_cat=0
split_feature=1 3 3 2 2 2 0 1 0 0 0 2 2 3 1 1 2 2 1 0 2 2 2 4 4 3 1 3 3 3
split_gain=0.205381 0.732251 0.414636 0.377482 0.954988 0.706672 0.771088 0.619454 0.590431 0.762383 0.78747 0.583402 0.581353 0.91817 0.575993 0.568699 0.563697 0.8157 0.550386 0.617453 0.542521 1.47441 0.642192 0.726576 0.755188 0.744838 1.13134 0.426089 0.367921 0.655621
threshold=69.873026810350026 0.25847000000000003 0.21240500000000004 -0.058529999999999992 -0.069554999999999992 -0.042409999999999996 94.776214472700005 75.28220456885002 102.21786657775002 97.483491810050012 97.835679825150024 -0.08459499999999999 -0.079074999999999993 0.086355000000000029 80.677940036650014 75.645146416450004 -0.094344999999999998 -0.14228499999999997 81.524804347700012 107.15656416340002 -0.096499999999999989 -0.079824999999999993 -0.101965 39.468990633150007 36.625813070500008 0.090720000000000023 72.026481772850005 0.091545000000000029 0.076080000000000023 0.083795000000000022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 4 7 -5 27 20 9 15 -11 16 13 14 -10 -9 17 -12 28 -20 22 -22 23 24 -2 26 -25 -7 -8 -30
right_child=1 -3 -4 5 -6 6 18 8 12 10 11 -13 -14 -15 -16 -17 -18 -19 19 -21 21 -23 -24 25 -26 -27 -28 -29 29 -31
leaf_value=0.00014290465764749184 0.00011296944390906128 -0.0021430092202200991 0.0015032143762392632 0.0010945422406304715 -0.001699909863263234 -0.0018428675182391185 -0.00027654313516104362 0.00024965262446585273 -0.0020973578411005783 0.0015591559225870155 0.00062219654775228471 -0.00081410849863742868 0.0013162742352187469 -0.0021530542299949126 0.00014120178091257097 -0.0023368238906610744 0.0015350003741107733 -0.0014653430937624757 -0.0020983181823814147 0.00027239046505716765 -0.0019091452887072559 0.00041436722307326858 0.0010593759154682368 -0.0019213816863735808 -0.0025289726983690262 0.0009307154981967249 0.00054813226515885776 0.00033959030182785971 0.0018904092157030535 0.00034803697161213691
leaf_weight=89.423524696994718 0.70185800126637232 0.61439563583917234 0.70566382464448807 3.0024910104984892 1.429216051830738 1.1804084756804485 2.1678398968506354 0.69394678855315095 0.5027687965739468 2.5661899056285602 3.5939382911019475 1.4535745169268928 0.73145768766835129 1.0881946922281711 3.6511269923721557 0.61780360504053533 1.6816078114788977 0.89983097021468061 0.76570735104905796 0.94203298210550201 2.552338469075039 1.7838406238588529 1.5100323939695943 1.3520929548540155 1.0212464412761617 2.0454899055184796 1.5094930793275123 0.48533902506460425 1.3209002041257916 5.355905948774307
leaf_count=1301 19 38 15 40 40 61 55 8 41 21 78 22 15 145 277 41 12 24 72 159 84 32 15 48 28 32 43 16 19 99
internal_value=8.73963e-05 -1.61732e-05 1.14458e-05 -1.11408e-05 -0.000134027 0.000242259 3.28182e-05 -5.93197e-05 0.000178887 0.00043853 0.000619566 0.000303512 -0.000321264 -0.000549758 -0.000129743 -0.000968517 0.00056658 0.000204188 0.000228526 -0.000790575 -0.000393067 -0.000953286 -9.46461e-05 -0.000357476 -0.00145285 2.71617e-05 -0.000618708 -0.00120698 0.000425296 0.000653171
internal_weight=137.35 47.9267 47.3123 46.6067 31.386 15.2206 12.2181 29.9568 17.4804 11.5069 10.1951 7.62895 5.97355 5.24209 4.1539 1.31175 6.17538 4.49377 10.5524 1.70774 12.4764 4.33618 8.14021 6.63018 1.7231 4.90708 2.86159 1.66575 8.84465 6.67681
internal_count=2900 1599 1561 1546 1025 521 481 985 684 206 157 136 478 463 318 49 114 102 404 231 301 116 185 170 47 123 91 77 173 118
is_linear=0
shrinkage=0.00196078


Tree=838
num_leaves=31
num_cat=0
split_feature=1 1 1 3 1 0 4 3 0 4 1 3 4 2 2 3 3 3 3 4 3 1 0 1 2 3 3 4 4 4
split_gain=0.0714701 0.825175 0.693811 0.590603 0.388589 1.51515 0.312477 0.556317 0.350211 0.299732 0.29917 0.800751 0.453594 0.332777 0.601644 0.375201 0.897112 1.13828 1.98188 0.887858 0.837869 0.860147 0.582388 0.590674 0.548214 0.528002 1.04972 0.399056 0.451215 0.442587
threshold=66.697957758300021 66.318885161900013 65.727424373200009 0.25847000000000003 67.649671936450019 90.662873533100012 38.441102963850007 0.085590000000000013 85.839779647100016 38.938637541200009 62.55235532115001 0.085590000000000013 43.57842012870001 -0.50001499999999999 -0.26138499999999998 0.091545000000000029 0.08784500000000002 0.085765000000000022 0.083415000000000031 41.811877919650009 0.082775000000000029 62.116825104000007 87.181320254150009 61.950140699950005 -0.065399999999999986 1.0000000180025095e-35 -0.15684499999999998 39.852039223600009 40.380906245900007 42.178283198950005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 4 5 -2 7 -1 -9 -8 13 12 -12 -11 -15 16 17 18 20 -18 21 22 23 25 -25 26 -16 -17 -29 -30
right_child=3 -3 -4 -5 -6 -7 9 8 -10 10 11 -13 -14 14 15 27 19 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 28 29 -31
leaf_value=-0.029832243433806263 0.06287660594936656 0.058864176980808959 -0.077107854652029351 -0.10929963979803524 0.00075204211123693261 -0.11014281188536597 -0.04493699651740829 -0.00030967555002406111 0.051339364466940554 -0.065338856271238449 0.085666179698676723 -0.014051931447202522 0.0047791563390201701 0.098290120125953548 0.021490693802731775 0.058051263547910271 -0.1040235273333342 0.038743779586090044 -0.09811485260784826 -0.016476207414816223 0.062900514537321928 -0.084174156588521468 0.071929280133698634 -0.057545351513763381 0.017240789336278331 0.062891594815871865 -0.11117296863123416 -0.046547634258079083 0.021757623922684627 -0.015874054490314492
leaf_weight=1.706814370543724 0.82710849842987899 2.5082188732922068 1.134940041694789 0.51240669533885252 42.693563717529457 1.3042486360354812 1.5034292731434096 1.9297019094374261 4.1066984497010708 0.82630446134134317 1.9906948406714939 3.2061324552923907 1.0637418207479639 0.59855900611727619 2.9033915675681743 1.5017798701301242 1.8172612869529974 5.3552317853464038 2.4099815951194605 3.195064568950329 1.8424452524632204 1.3677063307841297 1.0193523950874794 3.1049603418214247 1.4323565205559132 1.6154724342050029 0.75065280342826568 1.5825349907390762 9.76552525826264 4.5962520039101937
leaf_count=103 10 34 33 39 1664 46 17 49 36 20 43 57 20 6 115 17 25 49 35 58 15 22 11 48 16 18 76 20 102 96
internal_value=0.00049722 0.00262707 0.000363921 -0.00254859 -0.00132829 -0.0429998 0.0018008 0.0205754 0.0348283 -0.000919098 0.000354889 0.0208554 0.0574964 -0.00245446 -0.00129612 -0.00264289 -0.0100696 -0.00129919 -0.0143379 -0.0482172 4.62137e-05 -0.0094508 -1.07662e-05 -0.00748844 -0.0339366 0.0152847 -0.00576249 0.00877162 0.00413001 0.00971422
internal_weight=110.173 64.8352 62.327 45.3373 44.8249 2.13136 61.192 7.74321 6.0364 53.4488 51.9454 6.26057 3.05444 45.6848 44.8585 44.26 26.8139 21.8016 16.4463 5.01233 14.0363 12.1939 10.8262 9.80683 4.53732 5.26952 3.65404 17.4461 15.9443 14.3618
internal_count=2900 1141 1107 1759 1720 56 1074 188 85 886 869 120 63 749 729 723 488 405 356 83 321 306 284 273 64 209 191 235 218 198
is_linear=0
shrinkage=0.1


Tree=839
num_leaves=31
num_cat=0
split_feature=2 4 3 3 2 3 3 3 4 0 4 4 0 4 4 4 2 4 4 1 0 4 3 0 3 0 1 1 2 1
split_gain=0.0634163 0.331786 0.248322 0.529122 1.07634 0.715639 0.527737 0.447092 0.452556 0.55417 0.494633 0.518687 1.06715 0.28421 0.663377 0.232786 0.224305 0.631893 0.401079 0.4555 1.0012 0.599374 1.01031 0.549281 1.01543 0.594203 0.548701 0.794402 0.396036 0.362536
threshold=-0.11808 34.176526048000007 0.083185000000000023 0.088565000000000019 -0.14581999999999998 0.090390000000000012 0.080515000000000017 0.093925000000000022 36.625813070500008 85.839779647100016 39.945535567850008 41.621607100200002 97.32487278035002 42.96395231715001 41.028010303750008 42.233786329550007 -0.088099999999999998 35.461062230100005 37.020641110850008 62.197478847950002 85.807518149550006 41.21013581150001 0.088165000000000021 85.737618238150006 0.082620000000000013 85.447264760050004 67.171126389250006 71.52105164435001 -0.085734999999999992 60.474177186300004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 6 4 13 -5 -3 15 -9 -10 -11 -12 -13 14 -4 -7 17 -2 -19 20 23 -21 26 24 -20 -26 -23 -28 -18 -30
right_child=16 2 3 5 -6 7 -8 8 9 10 11 12 -14 -15 -16 -17 28 18 19 21 -22 22 -24 -25 25 -27 27 -29 29 -31
leaf_value=-0.069930536808174348 0.059448776281793882 0.00061186187219767606 -0.031613983213262774 -0.085168781362998686 0.090150131327091029 0.01799992622104845 -0.082558003079468603 0.061667664510468428 -0.089438073089789558 -0.054469672571582042 0.034754845109519879 -0.10635476106998205 0.04398847853367592 -0.048090699301802757 0.087921221875629924 0.084086294078465545 0.031488230571460461 -0.069416786703970598 0.052993600636554186 0.03018337901821766 -0.083657350491148919 0.049070802211522407 -0.092846095565075282 0.052535052401046903 -0.0099981715781680691 -0.12623231272807062 -0.11424915875174163 0.0084881125461628883 -0.058963720183644742 0.00084856168125958743
leaf_weight=0.58910626101215058 1.2110427558985772 11.664162346869034 1.0679604042262556 0.87097735728821035 2.3625273549405419 1.0983438452840339 0.81632537769235192 1.0178505965348543 0.77564707820420142 1.3557848292350625 3.6791865555751428 0.92606291471747659 0.96317221749177406 0.89376715828620934 0.82131185464845646 1.0355345021905575 4.2272688380762693 1.2673292006991257 1.0157890263944893 4.3512257411521187 2.3641218133270741 1.7044267514720557 1.4021732781548051 1.2759127393364904 0.81856140337185912 0.95053368411026895 0.71003778791055117 2.0493943586780006 1.0325238597388295 54.6406641022852
leaf_count=109 37 577 36 25 23 34 42 20 20 49 55 21 32 21 11 16 66 24 18 66 35 16 47 9 21 22 23 51 113 1261
internal_value=0.000454667 0.00437417 0.00586567 0.0137779 0.0405103 0.00204376 -0.00482812 0.00904367 -0.000998684 -0.0092826 -0.000303618 0.0128846 -0.0297066 -0.00162902 0.0203508 0.0500705 -0.00103027 -0.0104603 -0.0151876 -0.0110579 -0.0319207 0.00206124 -0.0187988 -0.00180056 -0.0266948 -0.0724507 0.00446068 -0.0230938 0.00197985 -0.000260726
internal_weight=108.959 29.9377 29.3486 16.8681 5.14557 11.7226 12.4805 10.8516 8.7177 7.69985 6.92421 5.56842 1.88924 2.78304 1.88927 2.13388 79.021 19.1205 17.9095 16.6422 6.42492 10.2173 5.86603 4.0608 2.78488 1.7691 4.46386 2.75943 59.9005 55.6732
internal_count=2900 1091 982 363 91 272 619 247 197 177 157 108 53 68 47 50 1809 369 332 308 105 203 137 70 61 43 90 74 1440 1374
is_linear=0
shrinkage=0.1


Tree=840
num_leaves=31
num_cat=0
split_feature=0 3 0 1 4 1 0 1 0 4 3 0 2 4 4 4 0 2 0 0 0 0 2 1 2 2 0 3 3 2
split_gain=0.0690678 0.612773 0.546398 0.44945 0.435441 0.704203 0.571619 0.431526 0.373758 0.355581 0.342324 0.339529 0.33545 0.258385 0.456855 0.378629 0.676245 0.577231 0.840004 0.740599 0.646766 0.815723 0.427539 0.367172 0.332231 0.307133 0.288862 0.326971 0.455705 0.812827
threshold=91.410264893400026 0.25847000000000003 90.337570099350003 67.649671936450019 38.441102963850007 65.111767461350013 86.458125017100016 66.697957758300021 81.917319234750025 42.773538294100007 0.10500500000000003 90.662873533100012 -0.26820499999999997 38.703421923500009 39.211875820650008 34.997818021800008 93.262612545250008 -0.033594999999999993 94.776214472700005 94.832672093450014 97.013011637200023 97.152811460000024 0.053395000000000012 82.987325570650015 0.28022500000000006 -0.071129999999999985 92.652332549650012 0.10332500000000001 0.090865000000000015 -0.16297999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 4 7 8 -6 -7 -2 10 11 12 -4 -1 15 25 -5 -17 18 -18 -20 -21 -22 -19 -23 -24 -15 -16 28 -28 -30
right_child=1 -3 9 13 5 6 -8 -9 -10 -11 -12 -13 -14 14 26 16 17 22 19 20 21 23 24 -25 -26 -27 27 -29 29 -31
leaf_value=0.063012077050773191 -0.0042222909238490659 -0.10916208104544896 0.050144511758070831 0.021447572810015327 -0.0011054541769688171 0.01574710177297035 -0.10762291515826634 -0.097709167912706132 0.029475670641635685 0.082537299942278264 0.074530268562124177 -0.019964771159325576 -0.10699278195309742 0.0093078110868019034 0.046799318556293892 -0.1243004919227495 -0.1199356446318461 0.058268607900170057 0.11666812192074592 -0.11474067062173279 0.10972020078312335 -0.10532480890296569 -0.065625680016527063 0.035966072228361005 0.029025269397754079 0.07400436834881309 0.0027782095550337705 0.029698120321008201 0.020911028580903993 -0.057276353148617155
leaf_weight=0.146487925085239 1.0585112317930896 0.5335275788429773 1.5196539601311081 2.2614599369405237 50.25130942148553 0.56220359935832576 1.1313152098482531 0.92541004691156548 7.1293940859177383 1.2462649000808594 0.20713690295815468 1.266396540799178 0.5588854294655885 1.4224189586991545 1.3332587405020628 0.63201328995637585 1.0115655114495896 1.3490238407430299 0.38111161650158498 0.67718698957469303 0.47684135951567419 0.51992879660792823 0.76115019724784339 0.28460410293763516 0.72319373931895825 1.5156497179568749 19.109839924766568 3.1156240002092082 2.0720561639313928 3.7107609661361485
leaf_count=5 31 39 22 175 852 16 54 38 98 24 5 22 91 33 27 10 35 26 2 34 3 71 40 58 19 29 775 82 56 128
internal_value=0.000410081 -0.00264613 0.00250464 -0.00133494 0.0001094 -0.00324292 -0.0666673 -0.0478297 0.0217629 0.0381375 -0.0384963 0.0182764 -0.0716871 0.000895404 0.00508709 -0.0140093 -0.0257723 -0.0157036 -0.0437946 -0.0108748 -0.0356931 0.00608239 0.0175218 -0.0553431 -0.0195104 0.0426826 0.00132252 -0.000842276 -0.00466478 -0.0292608
internal_weight=107.894 43.8751 64.019 43.3416 59.9867 51.9448 1.69352 1.98392 8.0419 4.03232 0.91251 2.78605 0.705373 41.3577 32.2796 9.07808 6.81662 6.18461 3.35124 2.33967 1.95856 1.28137 2.83337 0.804533 1.48434 2.93807 29.3415 28.0083 24.8927 5.78282
internal_count=2900 1711 1189 1672 1121 922 70 69 199 68 101 44 96 1603 1130 473 298 288 203 168 166 132 85 129 59 62 1068 1041 959 184
is_linear=0
shrinkage=0.1


Tree=841
num_leaves=31
num_cat=0
split_feature=1 0 3 1 1 3 2 4 4 0 0 4 4 0 1 3 3 4 3 3 1 0 2 2 2 2 2 0 0 0
split_gain=0.0644812 0.685985 0.763688 0.29789 0.380393 0.443722 0.227413 0.206088 0.725236 0.465424 0.571086 0.366294 0.33675 0.306726 0.463643 0.396541 0.744332 1.09331 0.638175 0.34203 0.509429 0.334695 0.544422 0.262222 0.239568 0.226829 0.201168 0.19802 0.464382 0.406062
threshold=71.090898343450007 95.502098167950024 -0.084259999999999988 70.865067860500019 70.343506983200015 0.08494500000000002 -0.22089 41.840895355800008 42.599563320500003 96.249489528150022 96.811377277450006 42.871500973550006 41.621607100200002 104.06483731340002 77.52437864960001 0.088670000000000013 0.12064000000000002 38.386256906100009 0.085155000000000022 0.092425000000000021 80.677940036650014 99.20948192980002 -0.081844999999999987 -0.037524999999999996 -0.18126999999999999 -0.053019999999999991 -0.22089 100.13162306855001 103.82556453975 97.32487278035002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 6 4 -1 -6 -2 9 -9 -3 -11 -10 13 14 15 18 17 -17 25 21 23 -16 -23 -21 26 -12 -15 29 -29 -13
right_child=1 7 -4 -5 5 -7 -8 8 11 10 12 27 -14 24 19 16 -18 -19 -20 20 -22 22 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.001754832245349378 0.053581987436736471 -0.10907194838895279 -0.10604088355391528 0.041911076391196289 0.023834624088614975 -0.10469730351728113 -0.034125796173285587 0.050950198793231795 -0.081014274196035851 0.060616920897117225 -0.060068295036440636 -0.007250460568681694 -0.091639962982545647 -0.10184162479120824 0.088523738045986733 0.01230557870078243 0.042596372498067657 -0.12351838711837207 0.074822711842932071 -0.11841854667148113 0.023706213551138371 -0.04540058240964695 0.047632306847394265 -0.017493749389717022 -0.10726683777238176 0.012970274230987176 0.10228928626236258 -0.085067390163143769 0.0032951333450724736 0.069116991900305527
leaf_weight=75.601524794436045 0.52450589768704958 0.42844141926616686 1.3194687379855192 1.811951556126586 0.43062685047334415 0.71379778233676916 0.67744899081299104 3.2756437195912422 0.59293813911608584 1.2754030926153053 1.0086818715062691 1.9614262522081847 0.48005979447771174 0.079828458745964781 0.89303357247263226 0.95365134646999727 0.72966979749617156 1.5655344604747368 0.8891364833107217 0.5026172308716923 1.5753711056313475 0.91445323622610963 2.0151843813582668 0.5277494628026036 0.50461053028536262 0.73505846085026338 0.12214638659816046 0.74614279708475839 2.9313930807561519 1.0794500304909886
leaf_count=1373 24 19 141 23 22 56 26 104 29 14 39 41 26 81 8 31 18 42 14 25 50 28 52 15 244 11 4 58 256 26
internal_value=0.000360264 -0.00373166 -0.0535142 0.00183482 0.000888635 -0.056333 0.00414789 0.00113591 0.0118478 -0.00632473 -0.00334472 -0.00567097 -0.00938889 -0.00635546 -0.00267776 -0.0229667 -0.0463412 -0.0721015 0.00587635 0.0158858 -0.0120524 0.03493 0.0185931 -0.0667253 -0.0704282 -0.0292795 0.0216087 0.000978506 -0.0146329 0.0198585
internal_weight=106.867 28.309 2.52142 78.5579 76.7459 1.14442 1.20195 25.7876 10.587 15.2006 14.7722 7.31135 13.4968 13.0167 12.3101 5.88173 3.24886 2.51919 2.63288 6.42841 2.60574 3.82267 2.92964 1.03037 0.706585 1.74374 0.201975 6.71841 3.67754 3.04088
internal_count=2900 1426 191 1474 1451 78 50 1235 514 721 702 410 688 662 333 155 91 73 64 178 90 88 80 40 329 50 85 381 314 67
is_linear=0
shrinkage=0.1


Tree=842
num_leaves=31
num_cat=0
split_feature=1 4 2 3 4 4 1 4 1 4 1 1 0 0 3 4 2 2 2 2 2 2 0 4 3 2 0 3 3 4
split_gain=0.166487 0.157671 0.330645 0.45656 0.148411 0.208313 0.599171 0.607437 0.236523 0.208439 0.215843 0.18453 0.436427 0.316911 0.585078 0.147014 0.172372 0.162571 0.144631 0.301222 0.517498 0.487259 0.484072 0.29267 0.306038 0.218659 0.932955 1.04632 1.00609 0.921811
threshold=89.786436182600013 32.785955158400007 -0.10710499999999999 0.088500000000000023 35.461062230100005 37.020641110850008 69.64719632740001 36.625813070500008 71.381251821550009 37.360990606650006 65.848404989100018 65.727424373200009 92.031298721500022 97.835679825150024 0.11467000000000002 53.584625139500005 -0.088944999999999996 -0.022239999999999999 0.68694500000000025 0.22542000000000004 0.20327000000000003 0.15675000000000003 88.232507383150008 38.238138001450004 0.082055000000000017 -0.065399999999999986 85.968825637350008 -0.038009999999999995 0.083795000000000022 42.178283198950005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -4 11 6 7 -6 -8 10 -7 -3 -13 -14 -15 16 -2 -18 19 20 21 25 -23 -21 -25 -11 -27 -28 -29 -30
right_child=15 4 3 -5 5 9 8 -9 -10 18 -12 12 13 14 -16 -17 17 -19 -20 23 -22 22 -24 24 -26 26 27 28 29 -31
leaf_value=-0.0021078287123699121 -0.0019948539380070891 0.00084186236963729264 0.0011594507241127036 -0.0015167702219171914 0.00066755896831053989 0.0017018605751760226 -0.0021619930132732255 -0.00080069843296721728 -0.00060261394027404276 4.3688567162832079e-05 0.00019426684588544991 -0.0011316695677870763 0.0011524255665204064 -0.0020560135465169647 0.0015569329201352775 0.0017313104209771468 0.00025133685424583933 -0.0019885800284286008 0.00069930971672606951 0.00089341624264191975 0.0012979411384102374 -0.0017516375463703143 -2.3136226638494006e-05 -0.00022582707377593366 -0.0016674134503385167 -0.00049400833719823395 -0.00050833954529433075 0.00148612284850109 0.00064996746813243407 -0.00046081149377138781
leaf_weight=0.38913858418527514 0.35469778187604095 2.2229813363810527 0.57643131307850015 0.42635949694067676 2.6942094727419308 0.62413000827655085 0.72202603397454346 1.8118463896098544 0.77575770614203066 76.054333540121647 0.87978792134526884 0.80673455446958575 1.2944210122805087 0.39614287917174795 0.30500601336825639 0.089447906721033976 0.50273504470260377 0.16561701286127473 1.4549528290517617 0.4449174443725491 1.3540108917513851 1.0977786083240055 1.4400519961491225 1.3221542126266288 0.99021457121125411 5.347382474283239 3.9306145531736609 3.936053657977026 11.630763914043198 3.8144503744624663
leaf_count=70 189 44 29 27 38 12 27 17 61 1318 30 12 16 45 8 5 66 110 30 7 19 24 23 35 52 184 72 73 145 112
internal_value=7.59415e-05 8.25705e-05 -0.000573724 2.1594e-05 8.98582e-05 7.60702e-05 -0.000279937 7.71853e-05 -0.00135433 9.47667e-05 0.000819922 0.000419998 8.53461e-05 0.00057734 -0.00048435 -0.000679278 -0.000890042 -0.000303712 8.51e-05 7.70754e-05 9.33241e-05 7.81162e-05 -0.000770827 -0.000562937 -0.000843151 9.86911e-05 0.000244654 0.000414091 0.000601165 0.000375642
internal_weight=127.855 126.743 1.39193 1.00279 125.351 120.325 6.00384 4.50606 1.49778 114.322 1.50392 5.02529 2.8023 1.99557 0.701149 1.1125 1.02305 0.668352 112.818 111.363 108.605 107.251 2.53783 2.75729 2.31237 104.714 28.6593 23.3119 19.3813 15.4452
internal_count=2900 2530 126 56 2404 2279 143 55 88 2136 42 125 81 69 53 370 365 176 2094 2064 1970 1951 47 94 87 1904 586 402 330 257
is_linear=0
shrinkage=0.00196078


Tree=843
num_leaves=31
num_cat=0
split_feature=1 0 0 1 4 2 3 0 4 2 4 4 0 0 0 3 4 2 3 3 3 3 0 0 1 3 1 2 2 1
split_gain=0.067147 0.337744 0.194255 0.112106 0.256742 0.191534 0.192903 0.183584 0.293741 0.40848 0.118459 0.561151 0.30692 0.521328 0.496903 0.63637 0.223848 0.699875 0.207097 0.209615 0.315296 0.188344 0.151416 0.37277 0.287979 0.614292 0.425288 0.396308 0.370954 0.280439
threshold=87.33187390945001 110.50907145210002 113.28087178455002 84.600400448950026 44.710446918150005 0.20981000000000005 -0.085699999999999998 103.44649194340002 40.823855932350007 -0.088944999999999996 44.527357125550004 44.758188263300006 91.625341543800019 95.429509798400019 95.897301513100004 0.089580000000000021 44.086690780350004 -0.095714999999999995 1.0000000180025095e-35 -0.5582649999999999 -0.25095999999999996 -0.22253999999999999 87.181320254150009 86.866770652900016 64.434276012450013 0.082055000000000017 65.461267018300006 -0.083794999999999994 -0.065399999999999986 63.910026677050006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 7 5 6 -5 10 -9 -10 16 -12 18 -14 -15 -16 22 -18 19 -13 -21 -22 23 29 25 -24 -26 -27 -29 -1
right_child=1 2 -4 4 -6 -7 -8 8 9 -11 11 12 13 14 15 -17 17 -19 -20 20 21 -23 24 -25 26 27 -28 28 -30 -31
leaf_value=0.00050814702901487104 -0.10230319290037269 0.055290734736932134 -0.031148035998321874 0.055071377486492747 0.073008865704227474 0.082629259634789815 -0.10243422538105496 -0.10756805448360188 -0.072003643520954938 0.025099406912096136 -0.12440431157617766 0.047837032140346 -0.10688051822609426 0.054109957565443324 -0.094677293071804669 0.043615914117857264 0.092749273816237918 -0.029084926825909376 0.038351010231850613 -0.079893077111822919 0.039792977354118554 -0.029311679703990262 0.068044592994599765 -0.044762803166938758 -0.053594490379074725 0.030186055007983433 0.0028438275518682093 -0.049450381448707989 0.0094460891423388347 -0.046507383030499089
leaf_weight=35.40536746341877 0.37736800625179867 0.47531146951496317 0.57390879912441051 0.10887341519264737 0.65429626553668641 0.13131196004087542 0.27208030790779847 0.38453133970506259 0.69515114100067865 1.14971963444259 0.41215801301586807 0.58537610051280342 0.67520632635569233 0.84208407113328609 0.88778006448410429 0.53221931075677276 1.0116216756723586 0.88309809553902496 1.776850936887058 0.62051538212836055 0.76656437193742044 0.81236666993208928 2.0864225868135682 2.0729645211249581 1.3804019698873151 4.0919499509036532 40.74297120231131 1.7130348160862912 2.846229006536305 1.315842033302032
leaf_count=687 127 47 276 8 17 14 63 80 48 30 29 14 93 12 74 10 22 24 38 25 9 38 31 24 19 33 882 14 38 74
internal_value=0.000378492 -0.0211706 0.00800994 0.000671669 0.0314986 -0.0215207 -0.0574204 0.000324852 -0.0280611 -0.0114892 0.000948576 -0.0108014 -0.00455754 -0.0297692 -0.00675229 -0.0428447 0.00194222 0.0359643 0.0116764 -0.00534331 -0.0194971 0.00423834 0.00123891 -0.0035056 0.00472085 0.0193399 0.000994318 0.00759377 -0.0126829 -0.00117657
internal_weight=106.284 1.42659 1.04922 104.857 1.16656 0.512266 0.380954 103.69 2.2294 1.84487 101.461 7.91112 7.49896 2.93729 2.26208 1.42 93.5499 1.89472 4.56167 2.78482 2.19945 1.57893 91.6552 38.7942 52.861 10.7376 42.1234 8.65121 4.55926 36.7212
internal_count=2900 450 323 2450 102 85 71 2348 158 78 2190 342 313 189 96 84 1848 46 124 86 72 47 1802 785 1017 116 901 85 52 761
is_linear=0
shrinkage=0.1


Tree=844
num_leaves=31
num_cat=0
split_feature=4 2 3 4 0 1 0 0 4 4 3 3 4 2 1 2 0 4 0 3 3 0 4 4 1 3 3 1 4 3
split_gain=0.0643293 0.241913 0.284653 0.110375 0.132411 0.57282 0.571837 0.251228 0.368076 0.122992 0.40472 0.753881 0.612942 0.501047 0.259645 0.207898 0.212849 0.16784 0.158879 0.0928583 0.635351 0.690468 0.316288 0.520236 0.719483 0.295049 0.291824 0.347722 0.617289 0.264404
threshold=32.785955158400007 -0.10710499999999999 0.088500000000000023 35.461062230100005 89.528344202050008 65.727424373200009 92.031298721500022 98.327667663000014 33.151194885250007 37.020641110850008 0.090640000000000012 0.091250000000000012 36.82350895510001 -0.10001 67.203387886850024 -0.012769999999999998 89.738043936200015 37.360990606650006 92.851278451300018 0.088165000000000021 0.08883000000000002 87.29692395375001 43.57842012870001 42.898324343550009 62.009286778800011 0.10661000000000002 0.08708500000000001 75.28220456885002 41.966555987550002 0.096845000000000028
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 4 -2 -6 -7 -8 -9 10 12 -12 15 -13 -15 16 -5 18 -11 26 21 -21 23 -22 -25 -26 -19 28 -28 -24
right_child=3 2 -4 9 5 6 7 8 -10 17 11 13 -14 14 -16 -17 -18 19 -20 20 22 -23 29 24 25 -27 27 -29 -30 -31
leaf_value=-0.10594830696897171 -0.0091141906918317615 0.054889878064096703 -0.066487325386836368 0.021058630976105976 0.10388739837686506 -0.1037035721778657 0.053785851667974539 0.09242545309671131 -0.10355176459768899 0.078715932181675552 0.099769833321722609 0.039207021766143824 -0.13749936265649232 -0.10735573452361741 -0.014563600167872887 0.023076034014258815 -0.080325841359269803 0.00024628903848689375 0.0020847018988849491 -0.13314633823974215 1.7926508207893707e-05 -0.0085288866996011455 0.049407163665101957 0.032346323056563271 -0.11845497015569713 -0.028976355638081326 -0.034891925022003951 0.064982577106676723 0.03682918783776469 -0.022442562533594747
leaf_weight=0.2697227177586683 1.3226215672257229 0.45812229181285491 0.33414053466604798 0.30532536539249133 0.74863373674452338 0.41162376850843418 1.1199722422752527 0.14571835168771929 0.27995567274092537 0.53400003653950878 0.70229622349143062 0.83494814771279435 0.55990172261044779 0.61101708747446493 0.59538282359108052 0.73764612169179522 0.64351703980418051 42.926588517450455 0.54841224584674819 0.76569568571721802 37.84747359622952 1.0603020261114577 2.1141152027412313 0.75033953700767542 1.0261823687505964 0.57500766307930451 1.9008778682909895 1.5076817031986136 3.2548340524081141 0.6759277416167605
leaf_count=86 38 43 39 15 9 9 18 7 63 14 3 26 13 7 35 16 41 1352 34 23 712 35 55 18 41 17 30 34 33 34
internal_value=0.000338223 -0.0241496 0.00369848 0.000587067 0.0168173 0.0294924 0.00103715 0.0289308 -0.0364641 -6.36653e-05 -0.0153684 0.010401 -0.046842 -0.020345 -0.0615609 -0.0167445 -0.0477016 0.000736137 0.0398901 0.000287212 -0.00301191 -0.0607847 -0.000557955 -0.0028177 -0.0484567 -0.0863221 0.00326866 0.0227393 0.0103861 0.0320005
internal_weight=105.568 1.06199 0.792263 104.506 4.02853 2.7059 1.95727 1.54565 0.425674 100.477 4.99003 2.74364 2.24639 2.04135 1.2064 1.68649 0.948842 95.4874 1.08241 94.405 44.815 1.826 42.989 40.199 2.35153 1.60119 49.59 6.66339 5.15571 2.79004
internal_count=2900 168 82 2732 144 106 97 88 70 2588 156 71 85 68 42 72 56 2432 48 2384 935 58 877 788 76 58 1449 97 63 89
is_linear=0
shrinkage=0.1


Tree=845
num_leaves=31
num_cat=0
split_feature=1 0 4 4 1 2 1 1 1 1 1 3 1 3 3 2 2 0 1 3 3 3 1 1 1 3 1 3 4 2
split_gain=0.20083 0.348856 0.338403 0.436287 0.531669 0.588661 0.480898 0.334949 0.353971 0.356676 0.572891 1.04524 0.503774 0.627569 0.807769 0.772331 0.413274 0.289848 0.299979 0.280646 0.282747 0.740048 0.643307 0.596202 0.514848 0.49885 0.588767 0.576483 0.784443 1.30595
threshold=69.873026810350026 92.031298721500022 38.238138001450004 34.542090938800008 80.371455809750003 -0.033594999999999993 78.349735295650007 70.085415002650009 70.182199495350019 74.986474174450009 72.496961945650014 -0.21013499999999999 71.787208999250012 0.090390000000000012 0.08494500000000002 -0.09715 -0.117115 101.23657936015002 88.16529592995002 0.43162500000000009 0.087605000000000016 0.090390000000000012 65.966697146800016 66.697957758300021 61.998532946250002 0.08708500000000001 65.111767461350013 0.083415000000000031 42.049402686800001 -0.10098
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=19 -2 3 6 5 -5 -3 -4 -9 10 12 -12 13 14 15 -10 -15 -6 -19 20 22 24 25 -24 -22 26 27 -1 -29 -30
right_child=1 2 7 4 17 -7 -8 8 9 -11 11 -13 -14 16 -16 -17 -18 18 -20 -21 21 -23 23 -25 -26 -27 -28 28 29 -31
leaf_value=0.00026809033497963882 -0.002110916303024291 0.00085484934404536856 -0.001019388203355624 -0.0021107851872046606 0.0012802406561935578 -0.0004108832993371935 -0.0020153174556799508 0.001010068601417806 -0.0014572944400214059 0.00015678556657293738 0.0011051320375377034 -0.0021729609387614829 0.00080009622666407643 0.0013891097262974969 -0.0018702289103383278 0.0009898491542184439 -0.00014273388689254294 -0.0020451958754040818 0.0015888705460119412 0.00098303678171096968 -0.0016918017418479465 0.00011072637967265759 0.0016907331826427486 0.00042149233098546303 -0.00033252982904869653 0.0008834544852524619 -0.0010521999183354008 0.00030304171931627515 0.00064079283813376492 -0.001695985218253641
leaf_weight=21.198276646224265 0.3106144905614191 1.3766583835531481 1.1163023309782136 1.4671530071973391 0.61116896197199799 1.6800873903339382 0.26815689745080806 1.4810621910728503 0.85155192227102761 25.99116099514049 0.51880313432775449 1.3395613994216533 2.0202410566271283 0.97370415995828841 1.6747980660293249 1.1870277608395547 2.2230785463470966 0.26971504521134193 0.12914610037682905 1.4294016137719143 1.3183255221229035 34.386759655768401 1.8876842872705299 5.7784772474260535 5.7183355776796816 2.8934032358229151 1.8126203486463044 3.7181651692371807 1.3639357239007948 2.8218857640895294
leaf_count=467 57 32 17 112 7 33 124 15 34 835 10 60 31 12 51 20 52 47 50 15 29 434 26 97 80 22 35 41 11 44
internal_value=6.49641e-05 -4.00394e-05 -2.58018e-05 -0.000467889 -0.000806093 -0.00120333 0.000386921 3.93379e-05 7.02273e-05 3.23816e-05 -0.000267319 -0.00125781 -6.12043e-05 -0.000313012 -0.000861275 -3.23674e-05 0.000323848 0.00043169 -0.000868532 0.000121608 0.000106754 -7.8299e-06 0.000221197 0.000734025 -0.000587191 0.000104912 3.2046e-05 9.95777e-05 -0.000352369 -0.000934554
internal_weight=129.817 45.49 45.1794 5.80209 4.15727 3.14724 1.64482 39.3773 38.261 36.7799 10.7888 1.85836 8.9304 6.91016 3.71338 2.03858 3.19678 1.01003 0.398861 84.3273 82.8979 41.4234 41.4744 7.66616 7.03666 33.8083 30.9149 29.1023 7.90399 4.18582
internal_count=2900 1599 1542 405 249 145 156 1137 1120 1105 270 70 200 169 105 54 64 104 97 1301 1286 543 743 123 109 620 598 563 96 55
is_linear=0
shrinkage=0.00196078


Tree=846
num_leaves=31
num_cat=0
split_feature=4 0 3 3 0 1 2 0 0 2 3 3 3 3 0 0 4 3 0 2 2 4 0 1 1 2 4 3 4 2
split_gain=0.248102 0.498627 0.37188 1.09813 1.01128 1.07277 0.892267 0.868428 0.763352 0.800808 0.583766 0.493651 0.646277 1.17807 0.492401 0.592086 0.436379 0.38817 0.366313 0.754961 0.344436 0.31984 0.391679 0.390999 0.763042 0.736841 1.50429 0.541027 0.518137 0.299838
threshold=42.102795028150005 103.44649194340002 0.087725000000000011 0.087265000000000023 86.692020874450009 62.175971182900007 -0.24103499999999997 85.253695774650012 97.32487278035002 -0.042409999999999996 0.093295000000000031 0.08594000000000003 0.085765000000000022 0.085245000000000029 94.230457472250009 89.057864029250013 42.686561923500008 0.086520000000000027 100.24991522630002 -0.079074999999999993 -0.082509999999999986 48.988717865950008 71.144667506050013 62.55235532115001 64.434276012450013 -0.089514999999999997 48.680511450650009 0.082055000000000017 42.852084787850011 -0.096499999999999989
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 6 7 -6 -2 -4 14 18 -9 12 13 21 15 -7 -12 -13 -10 -20 -16 22 -8 25 -25 26 -24 28 -27 -26
right_child=2 -3 4 -5 5 8 11 10 9 -11 16 17 -14 -15 20 -17 -18 -19 19 -21 -22 -23 23 24 29 27 -28 -29 -30 -31
leaf_value=0.00016645947550120226 -0.0020514291470096454 -0.0010051157247710522 0.00063153117034197008 0.0013590927419748027 0.0014102587319605861 -0.001046453597878406 0.0018549634105271111 -0.0023099786057832394 0.0016339964739392121 -0.0012724163816128537 -0.00170718769434453 -0.0016153918742702578 0.0014485078254701045 -0.0022168024399779156 -0.0023404475509541936 0.00045662993975208166 -0.00020561603493011679 -0.00011968641119871789 -0.001596866273763774 0.0016829904048261703 -0.00046856671479615359 -0.00042580831297153542 -0.0020739607381410532 0.0020484372827621364 0.00054570630611183138 0.00052321267165305967 0.0007417970027520579 0.00075789393263227202 -0.0015062312151776218 -0.00012000751711857748
leaf_weight=80.316800818523916 0.80194226118692569 1.4213921243957646 1.0921071052289359 2.4323514453208182 1.9209705777466286 1.9924641816760393 0.55357864189319883 1.5152442741673438 1.5770173445343973 0.74226304570038371 1.2635161497746596 1.1482668587559595 1.3518993069192209 0.84662860538810392 0.93204075121320784 2.0383650341973407 1.8100804400164632 1.5919665964411249 0.50560856073116167 0.5785840961616483 0.63569603348150827 3.3439991889608782 1.7736473233671861 1.0056128581054498 6.0925253457244386 0.9271391693546337 1.239050071686506 3.4681233454030007 1.0111906365491448 4.5391656655956316
leaf_count=1263 128 383 31 20 9 23 42 44 15 45 34 24 12 29 30 32 31 30 39 8 20 216 41 11 117 14 11 24 26 148
internal_value=8.00654e-05 0.000146086 -3.06735e-05 9.24663e-05 -0.000268937 8.0042e-05 -1.12855e-05 -0.000939935 -0.000203817 0.0005285 -0.00131393 4.53403e-05 0.000128303 5.63376e-05 -0.000649006 -0.000286354 -0.000822893 -0.000746447 0.00103081 0.000153443 -0.00158143 0.000136679 0.000227943 0.000183036 0.000415898 -0.000138836 -0.000915907 0.000294181 -0.00053551 0.000261482
internal_weight=130.469 81.7382 48.731 32.1271 16.604 10.923 29.6947 5.68095 9.00204 3.40347 4.58884 28.8928 26.1526 24.8007 5.59857 4.03083 3.0736 2.74023 2.66121 1.08419 1.56774 23.954 20.61 20.0565 11.6373 8.41915 3.0127 5.40645 1.93833 10.6317
internal_count=2900 1646 1254 893 361 221 873 140 212 107 109 745 691 679 105 55 65 54 62 47 50 650 434 392 276 116 52 64 40 265
is_linear=0
shrinkage=0.00196078


Tree=847
num_leaves=31
num_cat=0
split_feature=0 4 4 0 0 0 2 2 1 2 2 0 2 0 3 0 1 4 1 0 4 4 4 1 0 1 2 0 2 2
split_gain=0.0689406 0.361994 0.650227 0.484837 0.393367 0.383117 0.306457 1.04723 0.666803 0.559615 0.465491 0.404562 1.05894 0.567088 0.543369 0.36989 0.624116 0.339793 0.328307 0.320282 0.341479 0.635184 0.454865 0.328315 0.28357 0.27404 0.572774 0.327533 0.266662 0.261693
threshold=93.972365491700018 38.238138001450004 38.386256906100009 94.964406541850011 95.071944867050021 96.588235252600015 -0.058529999999999992 -0.069554999999999992 70.865067860500019 -0.079824999999999993 -0.14739999999999998 97.483491810050012 -0.096499999999999989 102.21786657775002 0.086355000000000029 96.811377277450006 76.919475570250015 42.34047585750001 80.677940036650014 97.671683879200017 39.344049039350004 40.878805547300004 41.322103772800006 76.42211081615001 93.867515624600017 81.188747081400024 -0.036264999999999999 102.11570516885001 0.066885000000000014 -0.01762
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=24 3 -3 -2 -5 -6 7 8 10 11 -4 12 17 19 18 29 -17 -10 -15 -13 -21 -22 -23 -24 -1 28 -27 -28 -18 -8
right_child=1 2 6 4 5 -7 15 -9 9 -11 -12 13 -14 14 -16 16 25 -19 -20 20 21 22 23 -25 -26 26 27 -29 -30 -31
leaf_value=0.0011970502396101111 -0.10668967475168181 0.078402413198350979 -0.013069912220077149 0.09262273149522543 -0.11111168182294928 -0.011768244113944407 0.081483725638563098 -0.12695829610638559 -0.054621918787483029 0.046952345411705197 -0.1082632097019231 0.066360690139582665 -0.11608556693261968 -0.10431882468251089 -0.10919301811014236 -0.052868320845223409 0.0093364360151440562 0.017079552444022299 0.0058976525526020472 0.069108718274021194 -0.06551816878011002 0.078555988219338513 -0.059261541097682759 0.020585585420137453 0.043096638941782277 0.095380398120964521 -0.10598756109827595 -0.0048276392987316834 0.076609148286420709 0.011614562557592136
leaf_weight=71.222597631025565 0.70234845102095178 1.0360756048612554 1.0837150362203831 0.30636006640270386 0.45351012639002908 2.6955448336761094 1.1733400396769869 0.72495016736138396 0.90961706778034601 2.3853623158938637 0.97659962979379145 1.3075838121585528 1.0901476129656753 0.3086055895546459 0.6713404087413436 1.566373414796544 1.1519631587434562 2.4175251635606401 2.1752839414305072 0.86649257014505554 1.1058766450732944 0.99741593422368202 0.70279437326826188 1.9267276019090784 1.652736467309295 0.42434107174631175 0.46439745282987144 1.0298218208724845 1.206192289595492 0.987007007795908
leaf_count=1355 41 15 40 5 19 334 11 23 19 35 41 15 38 39 91 61 21 80 218 15 31 13 34 37 24 10 26 143 22 44
internal_value=0.000432885 -0.00337071 0.000625694 -0.0309468 -0.0155513 -0.0260752 -0.00228832 -0.00900673 -0.00448844 0.00207235 -0.058192 -0.00532126 -0.0305493 0.0057539 -0.0293703 0.0142067 0.00113483 -0.00252312 -0.00779596 0.0217995 0.0113933 0.000826595 0.0210555 -0.000755218 0.00214729 0.0209138 -0.00715023 -0.0362677 0.0437463 0.0495623
internal_weight=105.723 32.8473 28.6895 4.15776 3.45542 3.14905 27.6535 19.65 18.9251 16.8648 2.06031 14.4794 4.41729 10.0621 3.15523 8.00344 5.84309 3.32714 2.48389 6.90689 5.59931 4.73281 3.62694 2.62952 72.8753 4.27672 1.91856 1.49422 2.35816 2.16035
internal_count=2900 1521 1122 399 358 353 1107 769 746 665 81 630 137 493 348 338 283 99 257 145 130 115 84 71 1379 222 179 169 43 55
is_linear=0
shrinkage=0.1


Tree=848
num_leaves=31
num_cat=0
split_feature=0 0 0 3 3 3 1 1 1 1 0 1 4 0 0 2 2 3 4 1 3 0 4 1 2 2 2 2 0 4
split_gain=0.272053 0.171878 0.392133 0.346037 0.411856 0.924161 0.535847 0.714424 0.408712 0.812889 0.567137 0.819283 0.478241 0.734518 0.745188 0.376964 0.319586 0.299846 0.276025 0.532716 0.570141 0.263185 1.53405 0.64011 0.478492 0.415971 0.962733 0.880005 0.756999 0.674689
threshold=113.28087178455002 85.716110573100011 85.807518149550006 0.11467000000000002 0.10045500000000003 0.095645000000000022 62.00390986255001 64.071334164850015 61.960894532450006 61.917879202350001 84.95796538030001 58.549241164900003 39.468990633150007 76.591483678350016 73.913779380400015 -0.072569999999999982 -0.044409999999999998 -0.52484999999999993 48.919835655300012 55.855406118200008 0.070195000000000021 85.968825637350008 40.621691032550004 61.885617704800005 -0.08725999999999999 -0.065399999999999986 -0.054494999999999995 -0.075840000000000005 86.780739992750014 39.852039223600009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 5 6 8 -8 9 10 11 12 -1 14 18 -6 -13 -4 19 20 -14 22 -19 -23 -24 27 28 -25 -27 -30
right_child=-2 2 17 -5 15 -7 7 -9 -10 -11 -12 16 13 -15 -16 -17 -18 21 -20 -21 -22 23 24 25 -26 26 -28 -29 29 -31
leaf_value=-0.0012929349616172816 -0.00084313934440336349 0.00058487609417787959 -0.0013200431880995842 -0.0011711156039344742 0.0011215806257226738 -0.0016539274179005734 -0.0021100627349620255 0.00011087436604393144 0.00090091927255162669 -0.0015671353624530154 0.00094005059892383848 -0.0022385721329875406 -0.002204701366355533 0.0014942762730015264 -0.0023555517204388141 -0.00010576064351166204 -9.4634526272325105e-05 0.00061762103728634659 -0.00042456466126091191 0.0015772567474448731 0.00098147900042674214 -0.0013455705501935029 -0.0005709426119761558 9.2924786667558345e-05 -0.0023582344230018795 0.001860536987012739 0.00015338121779978964 -0.00073101588542639725 0.0013315493946725134 -0.00054702121932631955
leaf_weight=0.75823904722347801 1.2694251467142965 6.0582963153719893 0.59144371398724516 1.0812965249642719 2.0474077524268073 1.4637892722384993 1.0331428728968597 1.2079133984807411 2.1745785861276081 1.1804888274491521 2.6083907969295979 0.85988325749349315 0.39315696096309816 1.5863265616353599 0.48736920703959175 1.8150500245392311 0.3879041463951578 2.8226613579317918 1.4308635978959499 1.1499770134687421 0.47898556990548968 1.161764601478352 1.0676347333937886 59.244373318900209 1.2503459162544457 2.4339129980653516 31.304456549483803 5.441453422776255 1.4544490082917039 1.4860316795238757
leaf_count=42 304 41 24 30 19 24 68 53 23 27 23 49 106 19 18 22 18 18 21 8 10 17 15 1108 30 15 633 73 22 20
internal_value=6.03901e-05 6.87952e-05 9.94229e-05 -8.93132e-05 -3.37787e-05 -0.000163704 -2.50913e-05 -0.000912993 0.000122346 -2.71974e-05 0.000152061 -0.0001208 0.000167332 0.000367675 -8.58776e-05 0.000544827 -0.00157208 7.22563e-05 0.000234474 0.000700814 -0.000454833 7.99046e-05 -0.000353036 0.000101612 -0.00153503 0.000118199 0.000285006 2.36139e-05 0.00105168 0.000382176
internal_weight=137.731 136.462 114.317 22.1448 21.0635 17.201 15.7372 2.24106 13.4962 11.3216 10.1411 7.53271 6.28492 5.52668 3.94035 3.86246 1.24779 108.259 3.45298 2.02212 0.872143 107.667 5.14064 102.526 2.31798 101.365 36.6789 64.6858 5.37439 2.94048
internal_count=2900 2596 2016 580 550 509 485 121 364 341 314 291 224 182 163 41 67 1975 145 124 116 1951 63 1888 45 1871 690 1181 57 42
is_linear=0
shrinkage=0.00196078


Tree=849
num_leaves=31
num_cat=0
split_feature=1 0 2 3 3 0 3 0 4 3 4 4 1 4 1 4 1 1 4 4 4 0 0 3 2 3 2 3 1 3
split_gain=0.34423 0.75188 0.69722 0.360507 0.358467 0.300316 0.760412 0.451701 0.40156 0.453864 0.436951 0.682455 0.517557 0.470328 0.303413 0.666988 0.664228 0.733734 1.28624 0.426857 0.83565 0.282065 0.266657 0.256521 0.711991 0.456979 0.403063 1.12558 1.07675 0.997942
threshold=70.182199495350019 94.550383989750017 -0.16030499999999998 -0.12530999999999998 0.43162500000000009 87.181320254150009 0.12064000000000002 85.775256651950016 44.157169339850007 0.080515000000000017 43.124157941850008 42.674081447500008 64.654729579150015 41.495754733000005 65.966697146800016 36.173488152900006 66.697957758300021 67.649671936450019 38.386256906100009 38.771633980050005 36.625813070500008 86.866770652900016 93.776108048200015 -0.21013499999999999 -0.16717499999999999 -0.22831499999999999 -0.053019999999999991 0.083565000000000014 83.366398167100016 0.084065000000000015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 -2 -4 5 6 21 -8 10 -10 11 12 13 -7 15 -14 -16 18 -18 20 -19 -1 -21 24 -3 -26 27 28 -25 -29
right_child=1 23 3 -5 -6 8 7 -9 9 -11 -12 -13 14 -15 16 -17 17 19 -20 22 -22 -23 -24 26 25 -27 -28 29 -30 -31
leaf_value=0.0001168576627374996 0.00036936884338821345 0.0014185207351696206 0.00041689348754009694 -0.0022102094106272066 0.0010850981520186924 0.0011585952720939952 -0.00021882745757919003 -0.0020551050350312064 -0.0021238018698211958 4.5164973116264494e-06 0.00097687473257414758 -0.00083684535850650954 0.00053441540849617634 0.00025689123353976411 0.0011233699516359291 -0.00090230586534196383 0.00065858881185714617 0.00059161032498321223 -0.0024147806567058647 0.00026971659942890444 -0.0011154817843182325 -0.00061473080731757192 0.0011642524507008648 -0.0014525359924082817 -0.00082698163651036673 0.0012519902382000182 0.00024929637175692362 0.0019511049639081874 0.00029475229855100988 -5.7673441692485885e-05
leaf_weight=45.726741506117833 0.81832763670536257 1.7197366452492135 0.23363597388379309 1.4300271237370892 1.546807738021015 4.516120254993444 1.0354621562873938 1.024723056994844 0.5443365789251392 1.3178665109444407 3.4704803209751836 2.0970121603459111 2.2185093387961414 4.3818639740347862 2.9259332679212084 2.8233133815228939 0.98766569979488794 2.601002359762786 1.1141049440484492 2.6984745673835278 1.9135809768922625 2.1201131141278884 2.4393883049488068 4.3444524761762287 1.5521241105743686 0.55073506328335398 11.686633243786675 1.0052708726143489 1.9711936284336387 17.555948079158782
leaf_count=821 30 50 12 114 15 51 23 32 42 29 34 27 23 29 30 28 11 28 31 26 26 23 21 173 102 19 390 10 176 474
internal_value=7.90353e-05 -6.49136e-05 -0.00111241 -0.00184127 0.000149556 0.000132721 3.4218e-05 -0.00113218 0.000269088 -0.000617608 0.000317387 0.000242876 0.000321988 0.000714546 0.000144877 -0.000270118 0.000287405 7.93119e-05 -0.00097054 0.000307912 -0.000131969 8.44407e-05 0.00069443 -5.38021e-07 0.000482766 -0.000282503 -5.10659e-05 -0.00019217 -0.000907185 5.11215e-05
internal_weight=130.372 42.8681 2.48199 1.66366 87.5035 85.9567 49.907 2.06019 36.0497 1.8622 34.1874 30.717 28.62 8.89798 19.722 5.04182 14.6802 11.7542 2.10177 9.65245 4.51458 47.8469 5.13786 40.3861 3.8226 2.10286 36.5635 24.8769 6.31565 18.5612
internal_count=2900 1550 156 126 1350 1335 899 55 436 71 365 331 304 80 224 51 173 143 42 101 54 844 47 1394 171 121 1223 833 349 484
is_linear=0
shrinkage=0.00196078


Tree=850
num_leaves=31
num_cat=0
split_feature=1 0 3 1 1 3 1 1 3 1 4 1 3 0 0 0 0 0 1 2 0 2 3 3 4 2 2 3 4 4
split_gain=0.0696039 0.584861 0.692926 0.258271 0.315252 0.387837 0.194313 1.12247 0.424374 0.220255 0.266772 0.393017 0.369762 0.726943 0.456613 0.269405 0.472113 0.439678 0.282396 0.379001 0.332922 0.327492 0.231919 0.239488 0.316728 0.314831 0.517055 0.729661 0.416312 0.367698
threshold=71.090898343450007 95.502098167950024 -0.084259999999999988 70.865067860500019 70.343506983200015 0.08494500000000002 72.953999827850012 74.986474174450009 0.086105000000000029 75.085947125300024 40.823855932350007 76.763544998700013 0.082620000000000013 97.900202820250016 97.671683879200017 97.671683879200017 99.983757871350008 100.53758024625002 82.987325570650015 -0.13324 101.15323715815002 -0.094344999999999998 0.10461500000000003 0.09660500000000001 40.922041107600009 0.13860000000000003 -0.083330000000000001 0.08883000000000002 42.428475018400007 43.933728833200007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 -1 -6 8 -8 -3 -9 11 -11 14 -14 -12 -13 -17 -18 20 -20 -19 -22 23 24 -15 26 27 28 -26 -28
right_child=1 6 -4 -5 5 -7 7 9 -10 10 12 15 13 22 -16 16 17 18 19 -21 21 -23 -24 -25 25 -27 29 -29 -30 -31
leaf_value=0.0018892767910862964 0.0037721892341254087 0.063730950580031184 -0.10550250268748414 0.039842770119592752 0.021205311004217756 -0.10392548808135929 -0.1095189808817682 0.052601799921281028 -0.0080190517201244576 -0.048655296303473934 -0.10061553688676739 0.058968910417352298 0.081111419892671607 0.069393378002824246 -0.0016532558319932963 -0.076391903011865547 0.069332729397221626 -0.11842669200201361 0.058513138738289408 -0.102082968001674 -0.1044228907845223 0.0065753854472562602 0.056213786783424903 -0.062394827485174255 0.088869939447940083 0.058857246689387223 -0.11524504480985208 -0.086259354812218428 -0.018618257648846444 0.0099982892080498504
leaf_weight=75.843166706939883 1.1399195631820478 1.4519285007263563 1.1820186039058196 1.7640055816154916 0.41338510700734221 0.61799323125524097 0.94343682519866234 0.82698279885517223 1.9070997738745061 2.3398154348542475 0.53483801102265527 0.68390921317040909 1.6636148915858937 0.67112026693575888 3.6350861086366422 0.83737726963590819 0.86464329238515336 0.36841723660472858 0.87126316845126428 0.1767637851782381 0.32599596713862422 1.4396956170676272 0.79934865739051009 0.57691524590609322 0.9260391925122351 0.63897120459841961 0.72274841370381249 0.56315106640352031 0.58983728372504629 0.34693671160493977
leaf_count=1373 50 35 141 23 22 56 56 10 42 57 18 10 24 8 286 40 18 14 117 159 49 73 34 27 21 15 39 29 30 24
internal_value=0.000505968 -0.00387187 -0.0518558 0.00201062 0.0011425 -0.053772 0.000637798 -0.00288015 0.0229946 0.00205073 -8.47338e-05 -0.0142649 0.00952526 0.0227999 -0.0143462 0.000186612 -0.00804444 0.00609831 -0.0110836 0.0314265 -0.0319596 -0.013918 0.00617493 -0.00176803 0.00607635 -0.00514247 -0.01813 0.010937 0.0470456 -0.0746242
internal_weight=105.666 27.0279 2.32194 78.6386 76.8745 1.03138 24.7059 21.3469 3.35903 20.4035 19.5765 7.90788 11.6686 7.49868 4.16992 5.56807 4.88416 4.04678 3.18214 1.04803 2.13411 1.76569 5.83507 5.03572 4.4588 3.78768 3.14871 2.07903 1.51588 1.06969
internal_count=2900 1426 191 1474 1451 78 1235 1158 77 1102 1092 537 555 251 304 480 470 430 412 276 136 122 227 193 166 158 143 80 51 63
is_linear=0
shrinkage=0.1


Tree=851
num_leaves=31
num_cat=0
split_feature=4 4 0 2 2 2 0 0 2 4 3 3 3 1 2 0 0 2 2 3 4 4 2 3 4 4 2 1 4 2
split_gain=0.196609 0.534013 0.52479 0.407618 0.337977 1.09205 0.8601 1.48172 2.64133 1.23747 0.66294 0.849466 0.674692 0.806428 0.542384 0.490725 0.472904 0.723044 1.01922 1.08588 0.489165 0.897564 0.547864 0.437081 0.621197 0.415866 0.42099 0.396667 0.532243 0.71039
threshold=42.178283198950005 42.233786329550007 104.06483731340002 -0.18126999999999999 -0.067574999999999996 -0.054494999999999995 86.103248543850015 87.181320254150009 -0.12350999999999999 41.261521012900012 0.092290000000000025 -0.082159999999999997 -0.115385 58.745498608450013 -0.042409999999999996 85.678472159250006 91.523180134850023 -0.08756499999999999 -0.079824999999999993 0.091250000000000012 41.840895355800008 41.322103772800006 -0.11131999999999999 0.088280000000000011 38.938637541200009 41.169697216150006 -0.058529999999999992 82.987325570650015 41.093509583400007 -0.58350999999999986
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 4 -4 6 25 9 8 -8 10 11 12 13 -1 -7 -12 23 20 -19 -20 21 22 27 24 -9 26 -6 28 29 -18
right_child=1 -3 3 -5 5 14 7 16 -10 -11 15 -13 -14 -15 -16 -17 17 18 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0011565113318942816 -0.0016161325283051298 9.6149500407321713e-06 0.00033271647581981133 -0.0020864054771450721 -0.00014182321969543457 -0.00061759074050523569 0.00037286931948911546 -0.00081573853593812872 -0.0020745430210054911 0.0012178029162276125 -0.00014227441635471873 -0.0019490125810333128 0.0015246052497897248 -0.0021900576093288938 0.00024581568217022686 0.001385174118707569 0.00032376696927758345 -0.0019333657923013149 0.00094232579034941833 -0.0013594933731367806 0.0014856615731175789 -0.0017601379744394976 0.00079954888937681175 0.0008131311175538547 0.00064651433601349301 0.0016969935337437063 0.0012036195965748828 0.0010433570813653673 0.0012559115339785001 -0.0011804552869536015
leaf_weight=0.46483574472949818 0.79043032217305054 45.021440938402066 0.42905897031869245 0.71247447807809183 1.5206703905714678 3.1766927253338535 3.2028520642779768 2.0307710035704094 3.6021080482751122 5.2595980775076896 1.761722761570127 1.2626441626780414 0.78173345123650539 0.68449833837803453 23.420721920847427 1.494785653427243 2.067308999889061 1.7483487149002028 1.7891653972328669 1.4080599094158968 0.98099772119894701 0.97134311776608306 3.8401437431457426 5.4629547587828711 2.4823116976767778 2.4060901552438736 2.1701383208855978 0.94751271873246867 0.71404356788843859 2.9008075927849868
leaf_count=24 22 1210 94 270 26 38 27 25 37 44 33 48 25 42 443 12 40 47 26 31 16 25 56 45 22 15 21 23 8 105
internal_value=8.3923e-05 -1.84354e-05 0.000142763 -0.00117715 0.000161944 0.000314267 5.33472e-05 -0.0001039 -0.000922633 0.000511918 -6.36702e-05 -0.000698428 0.000119277 -0.000836574 0.000142694 0.000558847 9.9856e-05 -9.55756e-05 -0.000729636 -7.13967e-05 0.00015686 4.29246e-05 0.000210205 0.000440092 -1.14618e-05 0.00106275 0.000649276 -0.000131164 -0.000327019 -0.000554525
internal_weight=125.506 45.8119 79.6944 1.14153 78.5529 32.6943 45.8585 34.1487 6.80496 11.7098 6.45022 3.19371 1.93107 1.14933 26.5974 3.25651 27.3438 17.3677 4.94557 3.19723 12.4222 11.4412 10.4698 9.97604 4.51308 6.0969 3.69081 6.62967 5.68216 4.96812
internal_count=2900 1232 1668 364 1304 543 761 533 64 228 184 139 91 66 481 45 469 377 104 57 273 257 232 92 47 62 47 176 153 145
is_linear=0
shrinkage=0.00196078


Tree=852
num_leaves=31
num_cat=0
split_feature=4 0 1 1 4 3 0 0 3 3 3 3 3 2 3 1 1 2 1 3 2 1 2 2 2 1 4 3 2 3
split_gain=0.0661926 0.269502 0.235856 0.266259 0.220069 0.335489 0.177041 0.25599 0.297451 0.220846 0.158182 0.303112 0.285202 0.3796 0.282227 0.322133 0.653684 0.596404 0.269119 0.238894 0.469967 0.346853 0.203871 0.428252 0.48486 0.488925 0.417108 0.24913 0.183872 1.05064
threshold=48.988717865950008 71.144667506050013 55.855406118200008 64.84561010645001 48.852845034800005 -0.52484999999999993 86.420486603250012 99.983757871350008 0.079095000000000013 0.074640000000000026 -0.093074999999999991 -0.23472499999999999 -0.24637000000000001 -0.046474999999999995 -0.22588499999999997 61.998532946250002 63.910026677050006 -0.23155499999999998 68.214248143850014 -0.072169999999999998 -0.076709999999999987 61.987779113750001 -0.053019999999999991 -0.079824999999999993 -0.18126999999999999 65.036490633650018 39.995120105550008 -0.26439499999999999 -0.065399999999999986 0.083795000000000022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 -3 -4 5 -1 -5 -8 9 -9 11 12 22 -14 -13 17 -17 -16 -18 20 21 -12 23 24 25 -7 -26 -24 -21 -30
right_child=1 2 3 6 -6 10 7 8 -10 -11 19 14 13 -15 15 16 18 -19 -20 28 -22 -23 27 -25 26 -27 -28 -29 29 -31
leaf_value=-0.070337252120430016 -0.11387146875350805 0.049313695558783094 -0.10820598373712348 0.10503626456758763 0.038134362977712805 -0.056228390358865225 -0.10323784168878987 0.0086787532406393409 0.0572407563110248 -0.10304558741071682 -0.059762335189295412 0.081979154086726 -0.11068754740867448 0.013812128686954077 0.0500982457845498 0.10532245871332013 -0.046799150820654688 -0.11695590264494587 0.023741210988795721 -0.0031090901286698024 -0.091961292338800821 0.057952320918505121 0.014948269166873019 0.079058532910590895 0.010609700580616485 0.063347562272723437 -0.11296720013694438 -0.073753795205833167 0.04564667504412364 -0.0027746999711820231
leaf_weight=0.66673595825704879 0.24907881068065707 0.61196855478920076 0.3016711672535165 0.13185414671897877 1.5665135332383204 0.46733388421853339 0.27486738450534165 0.40986781578976639 0.56724745989231451 0.31130950889200903 0.42810122994706012 0.81943184687406745 0.53327238345445949 0.4528839786798925 0.40891104214460938 0.90859606699086715 0.67221376012094003 0.4476858974339829 2.7674012475563359 57.724597952457565 0.83217255991257744 0.60273792880980182 0.63536116500108619 0.85974298976361785 0.52506585404989869 1.274441062720143 0.56924940866883844 0.63119054082926573 5.5732956536452418 22.865001497192338
leaf_count=79 7 8 12 1 22 39 64 34 45 71 25 22 34 18 29 9 28 52 101 1215 31 26 42 15 18 46 25 25 157 600
internal_value=0.000521883 -0.0144887 -0.00499991 -0.0216455 0.000941499 0.000362719 -0.00624106 -0.0156266 0.00306401 -0.0395491 0.000834108 0.0116183 -0.00439383 -0.0535121 0.0274293 0.0188411 0.0298831 -0.0372098 0.00995531 -0.0006327 -0.0360609 0.00906614 0.00536727 0.0172328 -0.00150927 0.0312643 -0.0536735 -0.0292567 0.000133328 0.00671485
internal_weight=105.09 2.85786 2.60879 1.99682 102.232 100.665 1.69515 1.56329 1.28842 0.721177 99.9987 11.9728 5.94854 0.986156 6.02424 5.20481 4.34821 0.856597 3.43962 88.0259 1.86301 1.03084 4.96238 3.69583 2.83609 1.74177 1.09432 1.26655 86.1629 28.4383
internal_count=2900 242 235 227 2658 2636 215 214 150 105 2557 503 262 52 241 219 138 81 129 2054 82 51 210 143 128 85 43 67 1972 757
is_linear=0
shrinkage=0.1


Tree=853
num_leaves=31
num_cat=0
split_feature=1 3 0 4 4 4 1 0 0 1 3 4 2 3 3 3 3 3 0 3 1 3 0 0 1 2 3 3 0 3
split_gain=0.324243 0.624867 0.424048 0.431647 0.580845 0.516305 0.603524 0.505318 0.677957 0.624357 0.593033 0.588205 0.473729 0.437913 0.401556 0.308012 0.504527 0.502479 0.478888 0.477149 0.463008 0.355427 0.494063 0.500448 0.342121 0.360271 0.310885 0.84189 0.78106 0.463798
threshold=69.873026810350026 0.25847000000000003 87.568458224950021 44.157169339850007 43.162556114600001 42.674081447500008 64.654729579150015 93.262612545250008 90.837623311600012 65.966697146800016 0.085245000000000029 36.514114975300011 -0.068524999999999989 0.080515000000000017 0.21240500000000004 0.12064000000000002 0.10790500000000001 0.43162500000000009 85.775256651950016 0.10500500000000003 61.960894532450006 0.097615000000000021 86.780739992750014 86.950112854950021 61.923256118600001 -0.062629999999999991 0.088165000000000021 0.090390000000000012 85.775256651950016 0.085765000000000022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 14 15 4 5 6 12 8 9 11 -10 -8 -4 -5 -2 16 19 18 -17 21 -18 22 26 -24 -23 -26 29 28 -28 -1
right_child=1 -3 3 13 -6 -7 7 -9 10 -11 -12 -13 -14 -15 -16 17 20 -19 -20 -21 -22 24 23 -25 25 -27 27 -29 -30 -31
leaf_value=5.5329685066828228e-05 -4.1284688059580354e-05 -0.0021504162767471561 0.00043647400696781913 -0.0021409893676604206 0.0012818716581090713 -0.00063131905269626302 0.00054010394292479803 0.00092415475540209694 0.00014458950426882763 0.00094402154082062989 -0.0012871360250709958 -0.00084625366765702845 0.0014684642713811147 5.1538732926190532e-06 0.0015893106827448676 -0.00016445090865931474 0.0015091575794553809 0.00062668425317308175 -0.0020414789096169514 -0.0010097927672816029 0.00010184698315012929 0.00093834271089978088 -0.0013001542086686802 -5.6744185330747897e-05 -0.00037290506254414709 0.00063924041457016098 3.7958187583435052e-07 0.00010476550489620677 -0.0023704002632796229 0.00067506665729109383
leaf_weight=19.952924477413038 41.145061701462737 0.53524053290061502 3.8911090418696404 0.49122587696183373 2.6972431913018218 2.0005266899242988 2.4595712358131987 2.9908014001557595 2.1677436288446179 3.8120930846780539 2.2844848501263186 2.2557370942085981 3.0511755114421382 1.4286001168657092 0.5889606196387821 1.0710991640808059 1.8087477367371314 0.97082925029098976 1.020443844317924 1.5831007305532683 1.7866297683212904 3.3189585413783771 2.0903287455439559 3.0754883445333689 2.6751247448846698 2.7338419537991285 0.97970029653515522 7.1891317569243256 1.1751038187649099 6.0506241747352751
leaf_count=461 1546 38 27 36 27 27 25 34 25 38 37 22 34 29 15 23 18 10 32 19 29 29 19 30 24 24 33 108 22 59
internal_value=9.56165e-05 -4.52719e-05 0.000164058 0.000355034 0.000417545 0.000323968 0.000407375 0.000197562 3.01385e-05 0.000353941 -0.000590044 -0.00012311 0.00089004 -0.00054398 -1.82733e-05 6.59475e-05 9.99961e-05 -0.00053911 -0.00108023 4.97814e-05 0.000809831 8.38466e-05 6.52567e-06 -0.000559885 0.000442755 0.000138661 8.93032e-05 -0.000217459 -0.0012925 0.000199533
internal_weight=129.282 42.2693 87.0124 29.5303 27.6105 24.9132 22.9127 15.9704 12.9796 8.5274 4.45223 4.71531 6.94228 1.91983 41.734 57.4821 54.4197 3.06237 2.09154 50.8243 3.59538 49.2412 40.5133 5.16582 8.72793 5.40897 35.3475 9.34394 2.1548 26.0035
internal_count=2900 1599 1301 361 296 269 242 181 147 85 62 47 61 65 1561 940 875 65 55 828 47 809 732 49 77 48 683 163 55 520
is_linear=0
shrinkage=0.00196078


Tree=854
num_leaves=31
num_cat=0
split_feature=4 0 4 1 0 0 2 2 0 0 2 4 3 3 3 1 4 2 2 0 0 2 3 4 4 0 3 3 3 2
split_gain=0.268846 0.465981 0.832531 0.725522 0.477689 0.438283 0.466205 1.24578 0.834719 1.48363 3.09689 1.29409 0.742246 0.768121 0.655689 0.908894 0.553582 0.932042 1.19117 0.984 0.548 0.781381 1.02177 0.634354 0.961606 0.546737 0.526253 0.566237 0.805181 0.812038
threshold=42.178283198950005 86.420486603250012 43.45354240915001 61.917879202350001 86.780739992750014 103.44649194340002 -0.067574999999999996 -0.054494999999999995 86.103248543850015 87.181320254150009 -0.12350999999999999 41.261521012900012 0.092290000000000025 -0.082159999999999997 -0.115385 58.745498608450013 41.24714903835001 -0.033594999999999993 -0.013805 87.393708446500014 91.523180134850023 -0.08756499999999999 0.09117500000000002 41.840895355800008 41.322103772800006 85.678472159250006 -0.2485 0.084795000000000023 0.091545000000000029 -0.0039949999999999994
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 3 -2 -3 6 8 -8 11 10 -10 12 13 14 15 -1 26 -18 -19 -20 -11 23 -23 24 -22 -14 -9 -28 29 -29
right_child=1 4 -4 -5 -6 -7 7 16 9 20 -12 -13 25 -15 -16 -17 17 18 19 -21 21 22 -24 -25 -26 -27 27 28 -30 -31
leaf_value=0.0012267026576052698 0.00029951127212188712 0.0010304066664456012 0.00011712420160539584 -0.0011408283727363864 5.9249527559863845e-05 -0.00091860445786427639 0.0011397736245525925 -0.00090053984085278584 0.00043189539689733467 0.00046611173389625319 -0.0021436230261660484 0.0012283331351218459 -0.00015828982536161381 -0.0019052219075479245 0.0014580367474592711 -0.0021992283798607563 -0.0021311899868163703 0.001387180430064046 -0.0024631961193247627 0.00018200016028062791 0.00019587753224808402 7.1178825815516815e-05 -0.0016957799727063509 0.0015947715166118081 -0.001817827244881896 0.0014192792701372082 0.00081140712630396131 -0.0018893291073383007 0.00043441137793160826 1.2911137493078253e-05
leaf_weight=0.49199873942416184 1.7901869795532537 2.0936777916504097 8.7966478247108153 5.4014158158970531 27.846234075202119 1.3994945166725745 6.4375966241350389 1.3094628195976898 3.5134372701868415 10.616846678662116 3.6698366682976475 5.352198577253148 1.8061327432078544 1.2931386988493594 0.76683550349844187 0.75399137441127095 0.98048237361945201 1.4746303278952839 0.9034917491517257 1.3464169311337171 10.969343939184906 2.710244644549678 2.3485430546570569 1.0842714724130917 0.99437630223110396 1.5865606162697075 7.6123797221225713 1.2796656652644745 10.45809645677218 2.6484770224196827
leaf_count=24 63 17 188 144 820 387 62 28 27 92 37 44 33 48 25 42 14 21 44 36 228 43 58 15 25 12 104 21 148 50
internal_value=0.000103408 -1.71657e-05 -0.000287437 -0.000782288 0.000127162 0.000169485 0.000187963 0.000361969 6.29657e-05 -8.68959e-05 -0.000883902 0.000509496 -6.48525e-05 -0.000726053 3.15036e-05 -0.000846446 0.000183224 -0.000430273 1.74918e-05 -0.000880227 0.000112421 -9.4964e-05 -0.000749132 0.000158661 2.85065e-05 0.000579445 0.000307066 0.000378948 0.000150116 -0.000606779
internal_weight=129.736 45.9282 15.9883 7.1916 29.9399 83.808 82.4085 34.4507 47.9578 35.9069 7.18327 12.0509 6.69866 3.30596 2.01283 1.24599 28.0131 4.70502 3.72454 2.24991 28.7236 18.1068 5.05879 13.048 11.9637 3.39269 23.3081 21.9986 14.3862 3.92814
internal_count=2900 1232 395 207 837 1668 1281 528 753 525 64 228 184 139 91 66 466 115 101 80 461 369 101 268 253 45 351 323 219 71
is_linear=0
shrinkage=0.00196078


Tree=855
num_leaves=31
num_cat=0
split_feature=1 2 1 1 3 0 3 4 3 0 4 2 2 0 0 4 3 3 2 2 3 3 3 4 2 3 0 4 1 2
split_gain=0.0705394 0.276676 0.0815977 0.389756 0.260956 0.229878 0.18077 0.22983 0.210679 0.16986 0.231179 0.124825 0.329928 0.582775 0.615428 0.636078 0.350002 0.913486 0.898309 0.842218 0.791857 0.561153 0.450366 0.446795 0.595999 0.415329 1.21615 0.4406 0.638605 0.459293
threshold=55.583871847050013 0.11529000000000002 57.960468834350003 60.474177186300004 0.07933500000000003 76.591483678350016 -0.27223499999999995 36.072790850000011 -0.54481999999999997 73.913779380400015 48.919835655300012 -0.065399999999999986 -0.054494999999999995 86.103248543850015 86.780739992750014 39.852039223600009 0.084365000000000009 0.076080000000000023 -0.036264999999999999 -0.0086649999999999991 0.086520000000000027 0.10236000000000002 0.087530000000000011 38.386256906100009 0.26462000000000008 0.092425000000000021 95.762878606550018 41.028010303750008 64.071334164850015 -0.012769999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 5 4 -4 9 7 -5 -9 10 -2 -8 13 -13 -15 -16 17 23 21 -19 -20 -18 -22 -14 -25 26 -24 28 -27 -30
right_child=2 -3 3 6 -6 -7 11 8 -10 -11 -12 12 16 14 15 -17 18 19 20 -21 22 -23 25 24 -26 27 -28 -29 29 -31
leaf_value=-0.10336474737912921 0.046253977293255338 0.093351941594846194 0.014834784836197086 0.017069091525872576 -0.095801236661104003 0.049938410957897195 -0.0011819296533549014 0.0010103648878053071 -0.10865465478779068 -0.043460601636787811 -0.020272103111004358 -0.029789240212358428 0.033333559076146456 0.092190474070154266 0.069802057682095839 -0.036966101916504665 -0.01562510208493556 0.094946127144759307 -0.089438573221422485 -0.0055724827519781604 0.064655408375663623 -0.11167673203035887 -0.080513213774763448 -0.045559441888688275 0.047194234556155235 0.07084627364087015 0.035528881606518507 -0.012022413279584705 0.060088946453150549 -0.020221158030321384
leaf_weight=0.23981298628404957 1.0467350769176844 0.10186781408265233 0.30767766472126712 0.48658115554644499 0.69424337000236847 1.2713164815213529 65.604944259876746 0.26809135430812603 0.50547720821123221 0.71336671798053419 1.0426897823344914 1.2679918315261591 1.9174808050720473 1.7635551104322074 1.0528150268546599 1.1872112521377856 1.2409567904760508 2.2391424856614326 0.88190606461284815 1.3278635018701832 1.2857741656553106 1.1929317432222886 1.9300140951017959 3.1649027096427744 0.88689084140059993 2.3767917193472368 1.6974580927917484 4.0315819095085317 1.0088686109265825 2.4209472465805688
leaf_count=113 27 2 33 20 40 23 1604 21 46 39 21 18 66 15 22 20 29 33 64 88 26 23 55 115 27 30 66 113 14 87
internal_value=0.000646548 -0.0447162 0.000794422 0.000233328 -0.0618263 0.0146688 0.000856736 -0.0367782 -0.0706487 -0.0013291 0.0130553 0.00133831 0.00636767 0.0292916 0.0480033 0.0132151 0.00198978 0.017489 -0.00619103 0.0575268 0.00260712 -0.0627033 0.00811002 -0.00643606 -0.0252567 0.00271076 -0.0262119 0.0133749 0.0310085 0.00340178
internal_weight=105.158 0.341681 104.816 100.742 1.00192 4.07411 99.7402 1.26015 0.773569 2.80279 2.08942 98.48 32.8751 5.27157 4.00358 2.24003 27.6035 9.53628 18.0672 3.56701 15.6333 2.43389 14.7514 5.96927 4.05179 13.4657 3.62747 9.83819 5.80661 3.42982
internal_count=2900 115 2785 2675 73 110 2602 87 67 87 48 2515 911 75 57 42 836 329 507 121 455 52 391 208 142 365 121 244 131 101
is_linear=0
shrinkage=0.1


Tree=856
num_leaves=31
num_cat=0
split_feature=1 1 1 1 4 2 2 4 3 2 3 3 3 2 3 1 2 3 2 0 2 1 4 1 0 0 2 4 3 0
split_gain=0.0715736 0.771454 0.426019 0.322574 0.303505 0.420491 0.953608 0.545934 0.506697 0.331161 0.225399 0.440248 0.307234 0.936911 0.727756 0.705477 0.563028 0.384946 0.362932 0.729391 0.711698 1.3996 0.604311 0.559185 0.547672 0.49696 0.496844 0.459339 0.453109 0.434869
threshold=66.697957758300021 66.318885161900013 65.630639880500027 67.004441985200017 38.238138001450004 -0.093604999999999994 -0.053019999999999991 36.514114975300011 0.07797500000000003 -0.26820499999999997 -0.21013499999999999 -0.22831499999999999 0.083565000000000014 -0.053019999999999991 0.084065000000000015 83.366398167100016 -0.042409999999999996 0.076080000000000023 -0.10098 93.776108048200015 -0.079824999999999993 72.303392960300016 37.858673296900008 71.090898343450007 97.671683879200017 96.249489528150022 -0.092289999999999997 41.134354310300004 0.087205000000000019 97.32487278035002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 -2 5 7 -7 8 9 -1 11 -5 13 15 -14 -12 -15 -18 24 22 21 -21 -20 -22 28 -25 -23 -28 -16 -27
right_child=3 -3 -4 10 -6 6 -8 -9 -10 -11 12 -13 14 16 18 -17 17 -19 19 20 23 26 -24 25 -26 29 27 -29 -30 -31
leaf_value=0.080146506377203219 -0.11236155830867173 0.058601648095727793 -0.042209920162708588 -0.0020151063923597875 -0.00024565460773199606 0.097311436729349068 -0.012497650009915829 -0.064610730384332446 0.063395807595054379 -0.10853682677635351 -0.068502453594877763 0.067868825386804971 0.090519059332494697 0.10400876624469423 0.092235892441052736 0.015262827701635607 -0.020387744703914967 0.043390505076231822 0.0017802448656514787 -0.11283243087787538 0.056006914089637844 0.06371590084269578 -0.10215995058066539 -0.10583307806786933 -0.021165068477698445 0.061311187708160332 -0.094633327143826731 0.0064330398424337423 0.018873341192733373 -0.0058587767868283755
leaf_weight=0.12673241924494505 0.26614148016960726 2.3775772526860228 2.2456210951786479 2.8418840127815201 52.174525337737578 1.7681486015208068 1.4308166776463611 0.98692395770922292 1.210880637343507 0.34967055220477083 4.0685548459414349 1.3202351876298042 0.88343664344029349 0.59119115286739532 0.9929752993630262 1.3354621940496256 2.9602560009425343 1.3910590584375766 0.90838999301195444 1.5179762957850496 2.3572771982289797 0.96610470853174479 1.4558141259258262 0.42003603855846439 3.0727896502601482 1.1795558873564003 0.62777878836925616 1.5852836616395505 5.5330496330352616 5.270616143728148
leaf_count=2 11 34 44 198 891 18 36 25 28 63 229 35 20 7 11 176 111 68 12 71 44 34 52 28 208 17 31 44 100 252
internal_value=0.000596548 0.00273027 0.000527069 -0.00262212 0.00218038 0.0237322 0.0481966 -0.00553289 0.0290229 -0.0583434 -0.0019146 0.0201523 -0.00438903 -0.0190236 0.00126696 -0.047802 0.012442 1.33558e-06 -0.00177884 -0.0108681 -0.00214875 -0.0338357 -0.0622234 0.0139811 0.0136454 -0.000438574 0.00388329 -0.0222364 0.0300359 0.00642473
internal_weight=104.217 62.6709 60.2933 41.5459 58.0477 5.87317 3.19897 2.67421 1.68728 0.476403 41.2797 4.16212 37.1176 10.3465 26.7711 5.40402 4.94251 4.35132 25.8876 16.2888 13.9246 4.69714 2.3642 9.22749 9.59881 6.87021 3.17917 2.21306 6.52602 6.45017
internal_count=2900 1141 1107 1759 1063 172 54 118 93 65 1748 233 1515 591 924 405 186 179 904 585 521 180 64 341 319 297 109 75 111 269
is_linear=0
shrinkage=0.1


Tree=857
num_leaves=31
num_cat=0
split_feature=1 2 2 0 0 1 3 3 1 0 2 4 2 2 1 0 2 1 3 0 0 1 1 4 2 2 4 0 0 1
split_gain=0.261627 0.194876 0.223342 0.138104 0.348746 0.25482 0.530856 0.646034 0.289712 1.08515 0.241355 0.225268 0.220319 1.10917 0.945868 0.760913 0.966685 0.93495 1.25731 0.503865 0.821059 0.66921 0.743972 0.570513 0.479273 0.516896 0.852366 2.40333 0.913401 1.3696
threshold=89.912793714750009 -0.088944999999999996 -0.022239999999999999 85.716110573100011 85.807518149550006 61.993156030000002 -0.17732499999999998 0.10332500000000001 61.960894532450006 85.656964494200011 -0.5331499999999999 41.811877919650009 -0.068524999999999989 -0.075840000000000005 65.461267018300006 85.968825637350008 -0.054494999999999995 62.079186690200011 0.090865000000000015 86.036037090600004 86.345209775600011 63.910026677050006 66.318885161900013 41.028010303750008 -0.079824999999999993 -0.10098 42.852084787850011 88.576630023850015 91.821598987350015 71.666228383350017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 5 11 8 -7 10 9 -1 -8 -5 13 24 -15 -14 17 -17 -19 -18 -21 23 -23 -22 25 -6 27 -27 -29 -30
right_child=1 2 -4 4 12 6 7 -9 -10 -11 -12 -13 15 14 -16 16 19 18 -20 20 21 22 -24 -25 -26 26 -28 28 29 -31
leaf_value=7.542288706893122e-05 -0.0020018968617684604 0.0003489244242140045 -0.0019958953497686851 0.00098538452777063986 0.00018327761992308623 0.00073569922603516284 0.00018390703500612547 0.00024124746842524322 0.00079338166441591152 -0.002393509601047253 -0.0021152091114828271 0.00020278441301559505 -0.00098614654303452471 -0.0020227155530252905 -0.00014276361668144163 0.0020821466498701507 0.0016087619138589542 -0.00099448622432377911 0.0012199598445884971 -0.0010172505384579195 0.0014913770030634407 -0.0011304096143465337 0.00012896275894714611 0.00028173618111440693 0.00067659261837245985 -0.0018853394837935885 0.00028369155377134939 0.00076211445743366445 -0.0021611171152393655 5.659855322615954e-05
leaf_weight=12.841926208548102 0.37799187380369403 0.57368534710803942 0.2145943510345194 2.7932129353284827 34.866579780069507 0.90140564448665861 0.20228882296942208 0.95911034068558354 1.7414424311136816 0.72296199353877533 1.327927355931023 2.864057719707489 1.9488594568683755 1.8126571513712395 2.3799182287184522 1.9845961555838574 0.85383061505854385 1.5015061308804432 2.8698700508102775 2.40296990470961 2.3848992465063956 2.0009452046360847 18.273599273583386 4.0356688336469233 4.8773355687444555 3.5811745813116529 8.4049703035270777 3.6921473462134582 1.417192703738692 4.3781693458595328
leaf_count=388 184 66 110 18 755 23 11 22 19 12 105 23 31 17 40 13 5 29 34 38 31 41 477 43 46 52 97 28 60 82
internal_value=8.00586e-05 -0.000844431 -0.000289409 8.84806e-05 0.000115114 -6.72463e-05 -0.000553596 -0.00102046 4.04922e-05 -5.61627e-05 -0.00181127 0.000589184 8.92429e-05 2.01128e-05 -0.00095556 0.000207439 0.000271506 0.000966039 0.000459329 0.000124122 8.05579e-05 0.000179378 4.67217e-06 0.000731053 8.69332e-05 3.58868e-05 -0.00020343 -0.000516717 -1.14096e-07 -0.00048572
internal_weight=129.187 1.16627 0.78828 128.021 109.324 18.6971 3.39073 2.48933 15.3063 13.5649 1.53022 5.65727 103.667 65.4101 4.19258 38.2567 36.3079 6.35597 4.37138 29.9519 29.0981 26.6951 20.2745 6.42057 61.2176 56.3402 21.4737 13.0687 9.48751 5.79536
internal_count=2900 360 176 2540 1960 580 161 138 419 400 116 41 1919 1177 57 742 711 76 63 635 630 592 518 74 1120 1074 319 222 170 142
is_linear=0
shrinkage=0.00196078


Tree=858
num_leaves=31
num_cat=0
split_feature=1 0 3 3 3 1 1 1 0 3 3 3 3 2 0 2 0 2 3 1 2 0 3 0 2 2 4 4 2 4
split_gain=0.227261 0.541129 0.734331 0.520783 0.424663 0.336003 1.31644 0.35476 0.295073 0.759276 1.30694 1.11229 0.838595 1.97066 1.08618 0.64775 0.539274 0.530479 0.527846 0.508889 0.478492 0.902157 0.740177 0.675207 0.476426 1.37574 0.870487 0.75457 0.691357 0.848507
threshold=71.225321249950014 95.502098167950024 -0.084259999999999988 0.25847000000000003 0.21240500000000004 72.953999827850012 74.986474174450009 71.787208999250012 86.530713386650021 0.089185000000000028 0.087605000000000016 0.087265000000000023 0.08079500000000002 -0.11420499999999999 89.738043936200015 -0.12835499999999997 86.866770652900016 -0.16187499999999996 0.090865000000000015 64.434276012450013 -0.072569999999999982 89.872466842800023 0.099010000000000029 94.480484078350017 -0.053019999999999991 -0.042409999999999996 41.028010303750008 41.061442884200012 -0.063985 41.348489042950007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 2 -2 4 5 7 -7 -3 24 10 11 12 15 -14 -15 -10 -11 -18 -19 -17 21 -20 -22 -23 28 -26 -27 -28 29 -1
right_child=1 3 -4 -5 -6 6 -8 -9 9 16 -12 -13 13 14 -16 19 17 18 20 -21 22 23 -24 -25 25 26 27 -29 -30 -31
leaf_value=-0.00046580133436421346 3.8603583474535224e-05 -0.00026583711533871497 -0.0020713982060273496 -0.0021341514558809883 0.0015786639071978753 -0.00217016472725352 1.564861942248575e-05 0.0010441762025093948 -0.00045299297180139249 0.001148617149778756 -0.0011171787205626596 0.0016151161241608216 0.00077178077967716909 -0.0019942672279711139 -0.00022296046835720926 0.0012536844123252587 0.0010543338707889977 0.00099774455503907076 0.00036292331402524805 0.00026048363867102833 -0.0005446726347143676 -0.0016041711039169898 0.0007987784155913673 0.00018006396152664785 -0.0024873225989978289 0.00037469127283382597 -0.0036357388464392832 -0.00055947367913268574 0.00093259142445929635 0.00022175739075608027
leaf_weight=9.628825213891103 1.3691635738359766 1.2427262676938071 1.1812459894972551 0.43216662888857982 0.66875734606810411 1.1082620277447883 23.998144091079894 2.204876191332005 2.6697943416656988 3.756980266422036 3.5714855934493235 1.8551218807697285 3.2516121293883771 2.8398731346242112 2.5050524963880889 3.3066957173869032 3.3944135371129986 2.7645408154930946 3.9663782343268457 4.9561285407980904 2.2154714139178315 2.373689303232823 5.468636536737904 1.2421668086026327 1.0487559385364864 5.6758485071186424 0.33319130050949741 3.8350321108810022 3.58243346994277 24.356222827380407
leaf_count=205 50 31 135 31 15 51 1063 38 94 25 56 12 29 31 53 32 38 25 26 74 38 35 58 22 16 70 4 179 30 334
internal_value=7.1024e-05 -7.19818e-05 -0.000938663 2.5553e-06 3.41544e-05 -2.01922e-06 -8.08389e-05 0.000571967 0.000117734 0.00022319 -1.91967e-05 0.000164182 2.63546e-05 -0.000431855 -0.00116409 0.000386654 0.000463396 0.000343241 0.000209373 0.000657952 6.66092e-05 -0.000282851 0.000411436 -0.000991227 8.62768e-06 -0.000352425 -0.000124979 -0.000805378 0.000113316 2.69546e-05
internal_weight=130.804 32.2053 2.55041 29.6549 29.2228 28.554 25.1064 3.4476 98.5984 50.138 24.9558 21.3843 19.5292 8.59654 5.34493 10.9326 25.1823 21.4253 18.0309 8.26282 15.2663 7.58223 7.68411 3.61586 48.4603 10.8928 9.84407 4.16822 37.5675 33.985
internal_count=2900 1414 185 1229 1198 1183 1114 69 1486 648 381 325 313 113 84 200 267 242 204 106 179 83 96 57 838 269 253 183 569 539
is_linear=0
shrinkage=0.00196078


Tree=859
num_leaves=31
num_cat=0
split_feature=0 3 0 2 4 4 2 2 4 1 1 4 2 4 4 2 3 0 2 0 3 3 3 4 0 3 3 4 4 3
split_gain=0.0734966 0.148538 0.106391 0.0831743 0.203512 0.0755597 0.0729526 0.207279 0.691508 0.336156 0.673134 0.593667 0.585454 0.528137 0.606051 0.381154 0.405271 0.363972 0.476105 0.474365 0.954529 0.472277 0.645815 0.460278 0.716966 0.316879 0.300906 0.278132 0.21747 0.417982
threshold=112.07913100025002 0.07870000000000002 122.45926784190002 -0.088329999999999992 46.177190236600005 45.027406014450008 -0.11808 -0.13820499999999999 40.878805547300004 62.084563606450011 61.86411003975001 41.289992964000007 -0.14228499999999997 38.828362408050005 38.115457128050004 -0.22089 0.094165000000000013 94.30842275800002 -0.14380499999999999 97.32487278035002 0.076825000000000018 0.098200000000000023 0.085765000000000022 42.622319549950006 86.388225105700016 0.080960000000000018 -0.43368499999999999 44.710446918150005 41.792045663550006 0.095845000000000027
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 2 3 4 5 -2 7 9 -9 10 -1 -12 13 14 15 16 26 21 19 20 -19 22 23 -15 -25 27 -11 -26 29 -21
right_child=1 -3 -4 -5 -6 -7 -8 8 -10 12 11 -13 -14 17 -16 -17 -18 18 -20 28 -22 -23 -24 24 25 -27 -28 -29 -30 -31
leaf_value=0.0021640483979192648 -0.023881650743351978 -0.10321703245050314 -0.10170256884115357 0.050692444848900897 -0.10381619348931076 0.10201901098729932 -0.00071233478838567165 0.05830663036214781 -0.023711563288888092 0.019071569277099701 -0.0075811107133544817 -0.12941611252015739 -0.061979048279600824 0.066083282986294803 -0.11950210859951471 0.078165308858412164 0.031032599567325705 0.027474495482460365 0.099509761596720148 0.023381351017618596 -0.11782023869649656 -0.0080688126555538212 0.088870112664053064 0.048678463494113644 0.040276729763685667 -0.13561927623809883 -0.10810713197213447 -0.1039746650619815 0.031483812537442417 -0.073906730200980902
leaf_weight=4.0240609701832062 0.084647149808574795 0.201802791759917 0.10084022542605453 0.27155700517505366 0.16615659609669819 0.10911849141120911 74.771625720095926 2.5710122509499334 1.7127770283259449 0.2637890249898196 0.73062924124860706 0.88365139439702034 1.1161273594188923 1.3558369390666469 0.57297085075151688 0.44981231381099029 0.69810330088876071 0.88151607080363603 0.48073079372988115 1.1921395739209399 0.92832385655492544 1.9010027469339545 2.4129633783595636 1.0334550953703003 0.31662517599761475 0.42579927714541554 0.63118365391346742 0.23130972424769425 2.7183524351457891 0.70145166367001355
leaf_count=189 44 180 57 25 19 2 1633 33 24 7 29 14 23 18 22 25 23 39 5 57 33 25 28 18 6 5 68 55 163 31
internal_value=0.000669766 -0.0272538 -0.0063209 0.00891049 -0.0226135 0.0470189 0.000922996 0.00525387 0.0255135 0.00163013 -0.0197202 -0.0742732 0.00820419 0.0127597 -0.0286147 -0.00312347 -0.0260757 0.0201831 0.00352005 -0.00366568 -0.0470517 0.0351651 0.0493943 0.0210706 -0.0093351 -0.0709067 -0.0706218 -0.0206187 0.0133601 -0.0126575
internal_weight=103.939 0.934122 0.732319 0.631479 0.359922 0.193766 103.005 28.2336 4.28379 23.9498 5.63834 1.61428 18.3115 17.1954 2.61586 2.04289 1.59308 14.5795 6.90251 6.42178 1.80984 7.67699 5.77599 3.36303 2.00719 0.973734 0.894973 0.547935 4.61194 1.89359
internal_count=2900 327 147 90 65 46 2573 940 57 883 232 43 651 628 145 123 98 483 328 323 72 155 130 102 84 66 75 61 251 88
is_linear=0
shrinkage=0.1


Tree=860
num_leaves=31
num_cat=0
split_feature=1 2 4 2 4 1 0 2 2 1 0 4 4 3 2 2 1 4 4 3 4 1 3 2 4 0 1 4 0 0
split_gain=0.246111 0.185758 0.703832 0.490926 0.874392 0.632006 1.53813 0.798603 1.20121 0.628358 0.524798 0.808085 0.660752 0.865292 1.05003 0.542876 0.505896 0.851071 1.47937 0.707466 0.739401 0.500366 0.382156 0.371865 1.45374 0.799292 1.15307 1.09901 0.758942 1.04274
threshold=89.912793714750009 -0.11808 34.176526048000007 -0.088099999999999998 35.461062230100005 62.197478847950002 85.807518149550006 -0.097799999999999984 -0.092864999999999989 60.474177186300004 88.76213363490001 37.797539186950011 41.21013581150001 0.085765000000000022 -0.096499999999999989 -0.092864999999999989 62.009286778800011 40.21994457600001 43.022303514600004 0.084535000000000013 41.134354310300004 61.960894532450006 0.08784500000000002 -0.068524999999999989 41.348489042950007 86.280686780500005 63.910026677050006 41.322103772800006 89.219171517050015 93.063666643600016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 -3 6 7 -6 -9 22 -7 -12 -13 14 -14 -15 17 -11 19 -19 -21 -22 -5 24 28 -25 27 -27 -18 -30
right_child=-2 3 -4 9 5 10 -8 8 -10 16 11 12 13 15 -16 -17 23 18 -20 20 21 -23 -24 25 -26 26 -28 -29 29 -31
leaf_value=-0.0016259114296932964 -0.00091303308281208472 0.001153067206275859 0.00023482968181247736 -0.0002370822391695706 -0.0012750246294611488 0.00092779592242733583 -0.0018534694224325513 0.0016595981872755284 -0.00058469405279089933 0.0010929503582613488 -0.0016664258598040535 0.0005648120062299709 0.0010638504486963391 -0.0023886494037412844 -0.0011531661810993143 -0.00046297099251957574 -0.0020746462623451624 0.00073490667949416386 0.0012120469251760883 -0.0018068838549686063 -0.00085497668078644861 0.00033879690306615922 -0.0021729515235907877 -0.00069476252704375914 0.00022472442943211567 0.0019450895491221751 4.0334204106292594e-05 0.00039689420214685287 0.00072669393226181109 -0.001128658712871974
leaf_weight=0.79910249842214298 0.97696811742161926 1.6545401859248183 35.58141567470193 0.86605834590227349 1.5856699211290104 1.7978712860494841 3.0616205483675003 1.6154146732296792 2.1204520184546731 5.1645247875712839 1.300653274040086 4.2209458581637573 2.022172992350534 1.0997342691989618 1.3831143925199283 1.1529228452127425 1.6067584223346809 2.0363543271087092 3.5772962162154718 1.4833345636725423 2.637503448233474 2.7651385699864477 0.71633264262345619 3.6993494465277754 12.510152638657017 2.6413358608260777 22.026434594212333 5.3001318885944784 1.7077053561806677 3.6620316684857244
leaf_count=89 360 27 841 87 26 15 35 13 33 41 27 49 22 35 34 23 22 21 27 16 30 29 26 93 135 30 568 43 11 92
internal_value=6.7476e-05 7.47442e-05 0.000193958 2.92897e-05 -0.000220165 -0.000326533 -0.000746171 -0.000109112 0.000385753 0.000108588 -5.54551e-05 -0.00021358 -2.2298e-05 -0.000460294 0.000163372 -0.00140308 0.000135893 0.000423375 0.000146723 -0.000280405 -0.000580658 -0.000243989 -0.00111343 4.03574e-05 -0.000175213 0.00016513 0.000271278 0.000911825 -0.000892376 -0.000538612
internal_weight=132.773 131.796 36.3805 95.4156 23.0151 21.3606 8.38316 5.32154 3.73587 72.4004 12.9774 11.1795 9.87889 5.65794 3.40529 2.25266 70.8181 17.6642 12.4996 8.92233 6.88598 5.40264 1.58239 53.1539 19.4866 33.6673 29.9679 7.94147 6.9765 5.36974
internal_count=2900 2540 930 1610 339 312 107 72 46 1271 205 190 163 114 56 58 1158 164 123 96 75 59 113 994 260 734 641 73 125 103
is_linear=0
shrinkage=0.00196078


Tree=861
num_leaves=31
num_cat=0
split_feature=1 0 1 0 1 4 0 2 3 2 4 4 2 2 3 4 4 2 4 3 3 3 1 1 3 1 4 4 0 0
split_gain=0.0774195 0.306209 0.166346 0.113822 0.0907088 0.215582 0.188358 0.164356 0.208684 0.160211 0.110108 0.562053 0.264121 0.309143 0.288034 0.192642 0.497284 0.421399 0.414044 0.402096 0.898555 0.490458 1.23555 0.317226 0.276729 0.262395 0.2273 0.45772 0.20413 0.199426
threshold=87.33187390945001 110.50907145210002 90.988176966900014 113.28087178455002 84.600400448950026 44.710446918150005 105.98708487665002 0.20981000000000005 -0.098985000000000004 -0.044409999999999998 44.527357125550004 44.758188263300006 -0.61225999999999992 -0.23871499999999998 0.09495000000000002 43.19689381845 43.082598263550004 -0.082509999999999986 43.245737185650007 0.083415000000000031 0.08708500000000001 0.082325000000000023 62.55235532115001 62.154463517850012 -0.24266999999999997 62.009286778800011 43.022303514600004 42.898324343550009 94.73051068445001 87.735142629050017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 -3 6 7 10 8 -6 -8 15 -12 -13 14 -14 16 26 -18 -17 21 23 22 24 -21 -20 -22 27 -1 -24 -27
right_child=1 2 -4 -5 5 -7 9 -9 -10 -11 11 12 13 -15 -16 18 17 -19 19 20 25 -23 28 -25 -26 29 -28 -29 -30 -31
leaf_value=0.0017571627442466708 -0.10222708636266238 0.067866807874484333 -0.049584756538882294 -0.016443059954159591 0.073167827117281953 0.068696141819217252 -0.10533028699226198 0.078183156279898858 -0.10207052121067635 -0.014204450554253076 -0.12043288488695221 0.086530829721199715 -0.1084614661003285 -0.0011878377160083433 0.056973490346591028 0.081363929601919946 -0.10440545683506207 0.0042218616886956798 -0.010096657538257222 -0.088718422785462422 0.072679414784019875 0.083902319645731749 0.085200040050953482 -0.01825058160709735 -0.13652275100631425 -0.030501431843355565 0.04278259996779054 -0.059248910272328086 0.016717049544340109 0.037603959677636363
leaf_weight=78.471593704496627 0.35967473117989257 0.4042940210765662 0.36311848197530594 0.26514380564717044 0.092215820521232672 0.61575730988988653 0.29807769783792537 0.12349803990855435 0.25831846585151541 0.54696051867085671 0.43762405195411602 0.31010237894952286 0.50647163820030883 6.4607151670206813 0.13284675171598792 0.86269031779374827 0.82693713702610694 0.62857993379293364 0.25585772820340869 1.2092392481863501 0.97190025099553201 1.2850623233243821 0.97925844827841479 1.3543016313778933 0.53548422263702344 0.76324193210166391 1.310890231588927 1.2494362436300424 0.7834937161533162 0.98459316813386977
leaf_count=1571 127 22 265 36 7 17 40 14 64 36 31 5 87 236 5 10 25 22 22 14 13 13 25 32 36 16 20 37 20 32
internal_value=0.00065667 -0.0227658 0.00491327 0.0344743 0.000975573 0.0296719 0.000666445 -0.0210197 -0.0559702 -0.0463481 0.00106247 -0.0103098 -0.00380624 -0.00775182 -0.074085 0.00202759 0.000439581 -0.0574936 0.0151462 0.00888407 -0.00901274 0.0335129 0.00816003 -0.0514907 -0.0956465 0.0310257 0.00148019 0.000801039 0.0547613 0.0078638
internal_weight=103.647 1.39223 1.03256 0.669438 102.255 1.08979 101.165 0.474032 0.350534 0.845038 100.32 7.84776 7.41014 7.10003 0.639318 92.4726 82.4874 1.45552 9.98512 9.12243 5.28328 3.83916 2.55409 2.56354 0.791342 2.71974 81.0319 79.721 1.76275 1.74784
internal_count=2900 450 323 58 2450 102 2348 85 71 76 2272 364 333 328 92 1908 1675 47 233 223 107 116 103 46 58 61 1628 1608 45 48
is_linear=0
shrinkage=0.1


Tree=862
num_leaves=31
num_cat=0
split_feature=1 3 4 1 1 0 4 0 4 4 2 1 1 3 1 1 1 3 2 1 4 4 0 1 1 0 1 4 4 2
split_gain=0.23608 0.32369 0.300115 0.425976 0.421327 0.453576 0.592121 0.555113 0.51577 0.36897 0.479669 0.573602 0.428996 0.372051 0.318314 0.285607 0.446858 0.285535 0.365552 0.282719 0.716723 0.805381 0.719718 0.690816 0.357351 0.825281 0.414327 0.442802 0.402444 0.341339
threshold=69.873026810350026 0.43162500000000009 38.238138001450004 70.085415002650009 70.182199495350019 94.550383989750017 40.305698932850007 94.157869102700019 38.386256906100009 34.997818021800008 -0.033594999999999993 82.987325570650015 71.787208999250012 0.094415000000000013 71.787208999250012 72.496961945650014 78.962703749400006 0.12746000000000005 -0.094344999999999998 71.787208999250012 41.468518788800004 43.633733172900008 96.249489528150022 72.187789260650007 75.403185184700007 97.013011637200023 75.551050381850018 39.211875820650008 39.945535567850008 -0.094344999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 17 9 -4 -5 6 -6 14 -7 12 11 -11 -2 -14 -8 -12 -17 -1 -19 20 -10 -22 -23 -21 25 -25 -26 -28 -29 -30
right_child=2 -3 3 4 5 8 7 -9 19 10 15 -13 13 -15 -16 16 -18 18 -20 23 21 22 -24 24 26 -27 27 28 29 -31
leaf_value=0.00014326081127974925 0.0016374500174705612 0.0010569329591145528 -0.0011659502088804011 0.0010836133748498003 -0.0024892655234655687 0.0013461543908619383 0.0015473181685623273 -0.0020708503581483421 0.00055060056250584718 -0.0020968676452569942 0.00067472161880916643 0.00066728487010482508 -0.0015185976540770369 0.00073878082132399468 -0.0010278027327165144 -0.0023212711016005146 0.00051442758165409471 -0.0013021530281480359 9.7175481439298439e-05 0.0017281221406564137 -0.0022562807915197857 0.001307427625520203 -0.0012692482277032948 0.00011678645423596986 0.0011188804195135427 -0.0016643911902530825 0.0010598061022282777 -0.0012189228080039776 -0.00032066197747628218 0.00027129642912912224
leaf_weight=81.443432252397542 0.58072604332119127 1.4465494342148293 1.1268324977718283 1.4774722375441331 0.62099462976038822 1.1710794960963564 0.58794265793403588 0.39488412174250698 1.7965329154394591 1.4510580705027676 0.88564794976264238 0.36030126625826153 0.58626240686908182 0.53858749502472847 0.2689857699588174 0.43057641038467409 0.42408535825234139 1.215525208739564 1.7526426175027143 0.96529940440086903 1.198838039999828 0.73313069157302357 0.96584951272234321 3.1034500210662399 1.5637640747590946 1.4756463643279856 1.584226187989773 1.01873448793913 5.9494063728320876 10.107978735362835
leaf_count=1235 6 15 18 16 19 14 17 32 26 129 16 50 125 44 61 9 32 21 30 12 46 12 35 61 21 56 63 54 316 309
internal_value=7.86213e-05 0.00013725 -4.30611e-05 2.06623e-05 5.88828e-05 1.36975e-05 -0.000923905 -0.000147367 6.92059e-05 -0.000480765 -0.000840734 -0.00154704 0.000268831 -0.000437746 0.000739 -0.000105589 -0.00091419 0.00012149 -0.000475878 2.01164e-05 -0.00042245 -0.0010257 -0.000157381 0.000100741 3.74055e-05 -0.000457211 0.000149395 6.81511e-05 -2.3849e-05 5.19705e-05
internal_weight=127.226 85.8581 41.3683 36.111 34.9842 33.5067 1.87281 1.25181 31.6339 5.25725 3.55167 1.81136 1.70558 1.12485 0.856928 1.74031 0.854662 84.4116 2.96817 30.4629 4.69435 2.89782 1.69898 25.7685 24.8032 4.5791 20.2241 18.6603 17.0761 16.0574
internal_count=2900 1301 1599 1188 1170 1154 129 110 1025 411 236 179 175 169 78 57 41 1286 51 1011 119 93 47 892 880 117 763 742 679 625
is_linear=0
shrinkage=0.00196078


Tree=863
num_leaves=31
num_cat=0
split_feature=1 3 3 4 1 1 1 0 2 1 1 4 2 2 4 4 2 1 2 3 3 2 2 2 1 4 1 3 4 0
split_gain=0.195708 0.358036 0.376028 0.327478 0.261292 0.816771 0.750115 0.896549 0.53727 0.452944 0.437825 0.337817 0.580078 0.571081 0.362136 0.728403 0.742065 0.685984 0.807288 0.535436 0.80134 0.503821 0.956625 1.10772 0.659166 0.686731 0.631229 1.2511 0.584035 0.405826
threshold=69.873026810350026 0.43162500000000009 0.12746000000000005 41.395309858300003 66.318885161900013 66.697957758300021 68.214248143850014 90.662873533100012 -0.12350999999999999 65.630639880500027 65.727424373200009 38.441102963850007 -0.093604999999999994 -0.053019999999999991 40.12915366295001 40.496232821400007 -0.0039949999999999994 62.00390986255001 -0.057185 0.080515000000000017 0.09660500000000001 -0.031989999999999998 -0.058529999999999992 -0.065399999999999986 62.55235532115001 41.169697216150006 62.116825104000007 0.085880000000000026 41.872669623500009 86.866770652900016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 -4 9 -6 7 -7 -8 11 -11 12 -1 -14 17 -16 21 18 -13 -18 -21 22 23 24 25 -17 -27 -28 -23 -30
right_child=-2 -3 3 -5 5 6 8 -9 -10 10 -12 14 13 -15 15 16 19 -19 -20 20 -22 28 -24 -25 -26 26 27 -29 29 -31
leaf_value=-0.00013199200062875485 -1.6904929313204897e-05 0.0011035726864865548 -0.0012044818954066079 0.00011795303955077685 0.0013714317919941155 0.00079916003292158076 0.0012734414846444653 -0.0014110910309545611 9.0258269013219594e-05 6.4898952312393535e-05 -0.0015405925175148584 -0.00067863830981784593 0.0017564362388298972 0.00027789633723788033 0.0010397469135975058 -0.0011235381071566298 0.00093045511419011077 -0.0009656266407447096 0.0011307921843070395 -0.0023032152555922448 4.3484677820691596e-06 0.0016091705235192944 -0.0010443783579988193 0.001420850228771941 0.00083405834435627249 0.00020676226574023807 -0.0017191358635828212 0.0001609995201334815 -0.00093425265255428415 0.00078248282950036199
leaf_weight=2.7758356598496903 39.073109080934216 1.4909863751381625 1.4810657501220696 1.4009037075447848 2.7161998189985743 1.0850249065551891 2.3836033786647022 2.0176647225453053 3.8731341175734997 1.3937999270856374 1.2287717729341237 1.8424127046018841 2.0540218725800514 1.9653880529804144 3.3310851606074712 2.0277580509427819 0.51619632554866912 3.3443283033557236 1.9527618959546078 1.2992879107478077 1.0430849383119492 1.887812012573703 2.6838513909606254 2.5277668432099807 3.9101439695805302 22.590538320990166 2.1204154156148425 3.7980622071772814 0.85426726753939908 1.392177792266011
leaf_count=115 1599 15 22 29 30 13 36 65 42 11 33 26 19 37 36 29 69 38 20 51 18 25 36 20 43 308 27 33 44 11
internal_value=9.75185e-05 0.000151392 0.000133972 -0.000561656 0.000159473 0.000424826 0.000150112 -0.000638156 0.000541011 0.000111317 -0.000687333 0.000144086 0.000557382 0.00103347 9.49202e-05 0.000153925 9.06743e-05 -0.000318165 0.000252383 -0.000877259 -0.00127563 0.000153856 8.59518e-05 0.000167998 7.60619e-05 -2.09973e-05 5.74231e-05 -0.000512597 0.000805239 0.000129651
internal_weight=122.061 82.9884 81.4974 2.88197 78.6154 12.0756 9.35943 3.10269 6.25674 66.5398 2.62257 63.9172 6.79525 4.01941 57.122 49.9824 46.6514 7.1395 3.79517 2.85857 2.34237 43.7928 39.6585 36.9747 34.4469 30.5368 28.509 5.91848 4.13426 2.24645
internal_count=2900 1301 1286 51 1235 186 156 78 78 1049 44 1005 171 56 834 750 714 84 46 138 69 576 496 460 440 397 368 60 80 55
is_linear=0
shrinkage=0.00196078


Tree=864
num_leaves=31
num_cat=0
split_feature=4 2 2 4 1 4 1 0 3 0 3 4 4 1 4 1 4 2 0 3 4 2 3 3 3 1 3 1 4 2
split_gain=0.0722205 0.231015 0.257404 0.203518 0.167164 0.115942 0.184479 0.653381 0.266318 0.353937 0.194736 0.277231 0.11908 0.371671 0.481951 0.199378 0.162737 0.431863 0.483327 0.204509 0.152715 0.122913 0.338724 0.523901 0.34542 0.449656 0.57357 0.421134 0.373838 0.189964
threshold=32.785955158400007 -0.10710499999999999 -0.055714999999999994 30.509590007400003 54.884872733100003 35.461062230100005 61.767325547050007 89.219171517050015 0.10575500000000003 90.337570099350003 0.094415000000000013 34.176526048000007 37.020641110850008 69.64719632740001 36.625813070500008 71.381251821550009 37.737818700150008 0.18145000000000003 90.837623311600012 -0.087385000000000004 36.372781240150012 0.15675000000000003 0.12424000000000003 0.10236000000000002 0.094415000000000013 76.919475570250015 -0.11050499999999999 80.677940036650014 42.508878681700004 0.049235000000000008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 -4 -2 6 -6 -8 9 -9 11 -11 13 14 -7 -15 17 18 -14 -20 -17 29 23 24 25 26 -23 -27 -29 -18
right_child=4 2 3 -5 5 12 7 8 -10 10 -12 -13 16 15 -16 20 21 -19 19 -21 -22 22 -24 -25 -26 27 -28 28 -30 -31
leaf_value=-0.10594816666896467 -0.10314406896720547 0.055225877373911575 0.039842964614087276 -0.11597908280032881 0.081781121746708915 0.031938887995758614 -0.099687378901383961 0.093733270603486588 -0.024167001071387435 0.044662633943874486 0.065056169467107655 -0.065122676199919696 0.05112246476038948 -0.10823794991355334 -0.041267119014801783 -0.10394330665069594 0.00062383575142862906 0.0931044826366728 0.012019631364981749 -0.086302686011355614 0.013812193530873526 0.015279562389003673 0.050220580794251179 -0.10115262094452296 0.050301603135810738 0.075089337231544512 -0.095665806159018416 -0.10614278204236237 0.023397675143938312 0.02581502704417022
leaf_weight=0.26565865918905729 0.15387088783791014 0.42046601366871528 0.13121142225077054 0.23206510497391264 0.4068986937636504 2.0748189166188236 0.4654649192671062 0.89114411640912372 0.75047385886188056 0.4329008226013682 0.47618609894311703 0.49077899641764589 0.94563209172338181 0.55643645816962795 1.5873158857284577 0.15845412108365053 82.29960367661738 0.69982860982418049 0.3312241137464299 0.5854899381567974 0.36115358586408774 0.74161425954662252 0.73236215207725752 0.7266601805895333 0.79204357025446359 0.69818004802800693 1.253757926548132 0.36740173173166113 0.56594639949798875 3.1064492349669299
leaf_count=86 91 24 37 21 12 38 22 12 18 25 18 37 21 27 17 36 1846 9 17 49 38 16 18 19 23 11 61 40 19 192
internal_value=0.00074113 -0.0253595 0.00195697 -0.0596979 0.00100795 0.00116431 0.018044 0.0106488 0.0275345 0.0444705 0.0131102 -0.0136696 0.000494177 -0.0149733 0.000208473 -0.0666417 0.00127511 0.026131 0.000963774 -0.0507772 -0.0220973 0.000577451 -0.0134098 -0.0224662 -0.00952682 -0.0225922 -0.0544311 0.016347 -0.0275944 0.00154011
internal_weight=103.701 1.0494 0.783743 0.363277 102.652 102.498 3.91385 3.50695 3.04148 2.29101 1.39987 0.92368 98.5844 4.73818 3.66213 1.07604 93.8462 2.56217 1.86235 0.916714 0.519608 91.284 5.87797 5.1456 4.41894 3.6269 1.99537 1.63153 0.933348 85.4061
internal_count=2900 168 82 58 2732 2641 144 132 110 92 80 62 2497 156 55 101 2341 96 87 66 74 2245 207 189 170 147 77 70 59 2038
is_linear=0
shrinkage=0.1


Tree=865
num_leaves=31
num_cat=0
split_feature=1 2 2 0 0 2 2 1 0 1 4 2 0 1 4 3 0 1 4 0 4 1 1 0 1 4 0 0 2 2
split_gain=0.187331 0.159596 0.177178 0.139187 0.375744 0.314896 1.1241 0.975344 0.781453 0.970844 0.84063 0.734476 0.97969 0.66333 0.51828 0.385669 0.416787 0.619281 1.35561 0.531061 1.29667 0.460517 1.1751 0.596472 1.18424 0.57154 0.466931 0.471104 1.49605 0.690767
threshold=89.912793714750009 -0.088944999999999996 -0.022239999999999999 85.716110573100011 85.807518149550006 -0.068524999999999989 -0.075840000000000005 65.461267018300006 85.968825637350008 63.910026677050006 42.297164883650005 -0.048664999999999993 87.29692395375001 65.111767461350013 41.028010303750008 -0.25765499999999997 86.232294534150014 62.095317438950012 42.988308018450006 86.036037090600004 40.532725462000009 62.116825104000007 62.197478847950002 91.625341543800019 68.214248143850014 43.19689381845 92.652332549650012 97.32487278035002 -0.096499999999999989 -0.079824999999999993
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 -1 -5 6 15 -8 -7 10 11 -10 14 -11 -13 -6 19 18 -18 20 -17 -19 -23 25 -25 -24 -26 28 -28 -30
right_child=1 2 -4 4 5 8 7 -9 9 13 -12 12 -14 -15 -16 16 17 21 -20 -21 -22 22 23 24 26 -27 27 -29 29 -31
leaf_value=-6.8616406446152947e-05 -0.0019964784276000347 0.00034390917194869263 -0.0019917635903090192 0.00060736676763469845 -0.0010082216862683571 -0.0010136476364534714 -0.0020904957356470172 -0.00013943041750647596 0.0017143516761154124 -0.0015949893109279409 -0.00023988268635619323 0.00064533371379590085 0.0016946142546426274 0.00010864868921217441 -0.00062810562301712856 0.0015534063137073483 -0.0013124726208053003 0.00093942323827721219 0.00046840665911330548 0.0011956453255543523 -0.00095457060585125563 -0.0015217482185412691 0.00029093734061645898 -0.0021948590172073206 0.0013751167166200322 0.0013547379722161114 0.00013596492826011098 0.00023539538623776503 -0.0022001628702146741 -0.0001805395507146976
leaf_weight=18.406195478186419 0.29061383324227563 0.48978414930752479 0.16759226831845708 5.6657761782407752 1.2423561531504663 1.8339032566291269 1.7674741800874465 2.225380213058088 3.3842653408646575 0.91943778097629802 2.8478803047910324 3.0890902746468774 2.23367127077654 19.825783707565279 2.0403690510429442 1.3154194657690816 3.6929508894681922 2.4984214454889289 2.9609090723097324 2.862416292540729 1.9940365776419637 1.7042505517601956 10.839617308112791 0.93592675426043825 0.98411675298121082 2.3654412935065912 7.7856990234577097 13.926790711161628 1.9152470783883475 0.98645980516448784
leaf_count=580 184 66 110 41 55 31 17 40 22 18 40 30 33 550 18 10 36 12 21 22 35 13 110 35 10 34 177 462 74 14
internal_value=8.18e-05 -0.000786471 -0.00025155 8.85331e-05 0.000116388 8.80536e-05 3.23284e-06 -0.00100309 0.000233436 0.000300035 0.00070729 0.000958275 0.000610764 3.31427e-05 0.000138792 7.24983e-05 9.61497e-05 3.74701e-05 -0.000519997 0.000577194 4.22825e-05 0.000121884 7.25986e-05 0.000140973 -2.84922e-05 0.000481497 5.07146e-05 -2.23717e-06 -0.000311897 -0.00151357
internal_weight=123.197 0.94799 0.657376 122.249 103.843 98.1773 62.0029 3.99285 36.1744 34.3405 13.5953 10.7474 7.36313 20.7452 5.12946 58.0101 56.7677 50.5958 6.65386 6.17187 3.30946 43.942 41.4435 39.7393 26.5342 13.2051 25.5983 24.6142 10.6874 2.90171
internal_count=2900 360 176 2540 1960 1919 1177 57 742 711 143 103 81 568 48 1120 1065 998 57 67 45 941 929 916 772 144 737 727 265 88
is_linear=0
shrinkage=0.00196078


Tree=866
num_leaves=31
num_cat=0
split_feature=1 0 2 1 2 1 4 2 3 0 4 2 3 4 4 0 0 0 3 4 2 3 4 4 3 0 1 3 4 0
split_gain=0.0686778 0.282203 0.162299 0.139666 0.0887304 0.0767978 0.188759 0.14468 0.190645 0.140623 0.26938 0.301583 0.266418 0.122008 0.441811 0.246248 0.432155 0.374233 0.564168 0.195857 0.631934 0.178314 0.151371 0.506111 0.353825 0.142578 0.374912 0.69569 0.338787 0.834343
threshold=87.33187390945001 110.50907145210002 -0.012769999999999998 90.988176966900014 -0.088099999999999998 84.600400448950026 44.710446918150005 0.20981000000000005 -0.098985000000000004 103.44649194340002 40.823855932350007 -0.088944999999999996 -0.15148999999999999 44.527357125550004 44.758188263300006 91.625341543800019 95.429509798400019 95.762878606550018 0.088005000000000014 44.086690780350004 -0.095714999999999995 -0.17732499999999998 48.008184682100008 45.154229826150008 -0.23958499999999999 87.181320254150009 63.910026677050006 0.08079500000000002 39.468990633150007 85.807518149550006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 3 -3 -5 9 7 8 -7 13 -11 12 -12 19 -15 22 -17 -18 21 25 -21 -19 23 -16 -24 26 28 -28 29 -1
right_child=1 2 -4 4 -6 6 -8 -9 -10 10 11 -13 -14 14 15 16 17 18 -20 20 -22 -23 24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.009646523066405302 -0.10196912064375215 0.047500603927878166 -0.10177814398855406 -0.10191525334347569 0.0080543906829601882 0.069040578573995745 0.064732006810065357 0.074925733828465998 -0.10190330102127809 -0.10600417365933242 0.037804545712139592 0.02207397978546588 -0.10516842813156331 -0.12013782819510521 0.050759002236628208 -0.10624651622117293 0.064455254030557019 -0.0036464198085568071 0.031375127950553104 0.090151979304621391 -0.02706148632365047 -0.11520301237125177 -0.018944471158637809 -0.080595775792033308 0.047807859377795359 0.0051442596784934853 0.026822544444897563 -0.11338268820957571 -0.0047196669959701952 0.073503947290047222
leaf_weight=3.0636978193160749 0.3305889387715969 0.59321942581320275 0.12652325698115863 0.121747244074072 0.18465336767656038 0.089771531042060815 0.59770475720870309 0.11549966399525147 0.23874886932389816 0.34232113502684969 0.18290952779352654 1.1245924593240486 0.4534229994751513 0.35340846188591868 0.53094439460983245 0.57729951408691738 0.52584438980557058 0.18510361190419677 0.71907099662348628 0.9696661882189801 0.87501725857145973 0.63419917007558924 1.3645746583351868 0.65543157046340639 1.8992835199460385 50.491039094320513 0.62221398539258987 0.82071609542617807 32.58367086461476 1.9909484479576347
leaf_count=133 127 42 104 142 35 7 17 14 64 80 5 30 43 29 21 93 9 11 15 22 24 61 25 47 31 1017 37 42 552 21
internal_value=0.000732983 -0.0216178 0.00426875 0.0191833 -0.0356417 0.00103026 0.028043 -0.0213448 -0.0551912 0.000751549 -0.024835 -0.00905589 -0.0640718 0.00129589 -0.011014 -0.005576 -0.0297626 -0.00837229 -0.0332661 0.00229843 0.0345523 -0.0899992 0.00878038 -0.02181 0.0198996 0.00163419 -0.00290065 -0.052924 -0.000982922 0.0231052
internal_weight=103.364 1.35673 1.02614 0.89962 0.306401 102.007 1.04172 0.44402 0.32852 100.965 2.10325 1.76092 0.636333 98.8621 7.44516 7.09175 2.64152 2.06422 1.53837 91.417 1.84468 0.819303 4.45023 1.18638 3.26386 89.5723 39.0812 1.44293 37.6383 5.05465
internal_count=2900 450 323 219 177 2450 102 85 71 2348 158 78 48 2190 342 313 189 96 87 1848 46 72 124 68 56 1802 785 79 706 154
is_linear=0
shrinkage=0.1


Tree=867
num_leaves=31
num_cat=0
split_feature=1 0 4 0 0 4 1 0 0 3 3 3 3 3 3 3 4 1 0 0 2 3 1 1 3 4 2 2 2 4
split_gain=0.0717628 0.200738 0.486152 0.390749 0.617677 0.311085 0.272873 0.2623 0.306886 0.522412 0.244864 0.456412 0.187958 0.181251 0.242692 0.409325 0.905282 0.298983 0.743387 0.531105 0.323874 0.304132 0.294345 0.414193 0.512618 0.645153 0.347459 0.336302 0.7477 0.581653
threshold=69.873026810350026 94.614906984850009 38.771633980050005 94.157869102700019 93.867515624600017 37.360990606650006 70.085415002650009 94.832672093450014 95.141844778450022 -0.04931 -0.16319499999999998 0.091385000000000022 -0.25765499999999997 0.43162500000000009 0.10236000000000002 0.099010000000000029 41.24714903835001 68.214248143850014 91.625341543800019 90.437043050150024 -0.10098 0.083415000000000031 65.630639880500027 62.837331883000012 0.088395000000000015 39.852039223600009 -0.29600999999999994 -0.013805 -0.042409999999999996 40.21994457600001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=13 2 5 4 6 -2 -4 -3 9 -9 -8 -12 -10 14 15 17 -17 18 19 22 -19 -20 23 26 25 -25 -1 28 -28 -29
right_child=1 7 3 -5 -6 -7 10 8 12 -11 11 -13 -14 -15 -16 16 -18 20 21 -21 -22 -23 -24 24 -26 -27 27 29 -30 -31
leaf_value=-0.067433530665153826 -0.028995336020944836 0.041132862099860737 -0.085581778577351234 -0.082009512257852052 0.064498104922765712 -0.12052182073812245 0.088967010786173251 0.037372751630648147 -0.071376251722260031 -0.11437517548819372 -0.1110643250872253 0.062427965859473744 0.00087233309072669437 0.041634344854609283 -0.010642380605358853 0.093275091503591062 -0.0035738153163435331 0.052179892101424166 -0.024486554996394815 0.042812060521798263 -0.0010345917527453067 -0.11357500899112288 -0.040484144170992761 -0.049564332211325515 0.071008786100577134 0.039570407746140249 -0.0027448352622523029 0.016444788073180661 0.052459830935762744 -0.069534781536303519
leaf_weight=0.81102108379125937 0.84664138665175304 1.4683989250042966 0.55698865838348932 0.49452707912496396 1.2959548500366507 0.66149342426797375 0.24435219872975733 0.36270565155427903 0.36538819399721134 0.60574701381847518 0.32268523994116538 0.28605511728528654 24.794374790081005 1.1607135860249389 12.801400370546615 1.6146911904215802 2.3992568873218261 2.3840982542606071 0.77386287105036788 3.0080574592429903 2.1982872579246751 0.75905811999109574 1.778173122787847 1.3314223341658356 1.7787707285315262 2.0815346645977115 29.601248327864585 1.3921690300922187 2.6751694261329204 1.8094966795370053
leaf_count=22 31 33 10 41 33 27 12 15 72 39 46 11 1229 15 203 19 30 41 33 52 30 34 33 39 30 53 476 28 41 122
internal_value=0.000653676 -0.0032481 -0.0223315 -0.00027466 0.0146624 -0.0691404 -0.0311399 8.01735e-06 -0.00230319 -0.0575424 0.00440551 -0.029538 -0.000176913 0.00244519 0.00178784 0.00460937 0.0353856 0.00225105 -8.81202e-05 0.00218184 0.0266515 -0.0686006 -0.000643427 0.00106444 0.027483 0.00479822 -0.00271516 -0.00123571 0.0018307 -0.0321486
internal_weight=102.664 32.3053 4.7087 3.20056 2.70604 1.50813 1.41008 27.5966 26.1282 0.968453 0.853093 0.60874 25.1598 70.3584 69.1977 56.3963 4.01395 52.3824 47.8 46.2671 4.58239 1.53292 43.259 41.4808 5.19173 3.41296 36.2891 35.4781 32.2764 3.20167
internal_count=2900 1599 211 153 112 58 79 1388 1355 54 69 57 1301 1301 1286 1083 49 1034 963 896 71 67 844 811 122 92 689 667 517 150
is_linear=0
shrinkage=0.1


Tree=868
num_leaves=31
num_cat=0
split_feature=4 3 3 1 2 1 4 3 4 2 3 4 2 1 0 1 0 3 1 4 3 1 3 2 2 0 0 0 4 0
split_gain=0.063871 0.224428 0.241887 0.171095 0.174755 0.137752 0.101466 0.213004 0.146573 0.305247 0.326969 0.441158 0.134474 0.132905 0.114592 0.23021 0.834164 0.320119 0.188432 0.41854 0.463149 0.449143 0.344244 0.232266 0.513228 0.258434 0.283306 0.280957 0.239146 0.457945
threshold=49.275256100300005 -0.25095999999999996 -0.24299499999999999 64.84561010645001 -0.15818499999999999 89.619751778500017 48.680511450650009 0.076080000000000023 45.90502654165001 -0.23378499999999999 0.074640000000000026 47.833738492450003 0.68694500000000025 70.284360904350009 97.835679825150024 75.403185184700007 97.550703263350016 0.087265000000000023 78.220689305400015 39.995120105550008 0.091705000000000023 73.365333921800001 0.10236000000000002 -0.61225999999999992 -0.59681499999999998 99.378854792050006 100.37896121655002 101.15323715815002 42.654057868200006 107.81523640540001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 -2 -3 -4 -5 -6 8 -8 12 13 -11 -12 14 -10 15 -1 17 -17 19 21 -21 -16 -22 -20 -25 -26 -27 -28 -29 -30
right_child=1 2 3 4 5 -7 7 -9 9 10 11 -13 -14 -15 18 16 -18 -19 23 20 22 -23 -24 24 25 26 27 28 29 -31
leaf_value=0.0010137216833898605 -0.10755996206576068 0.10689154872596621 -0.1116548098174254 0.025908954192489581 -0.10304583079852295 0.0048741235042092171 -0.0031644248210900929 0.05195041005053757 -0.11166925702444544 0.039559972492614059 -0.10963109433281898 0.013574044802651031 0.041385231670197413 -0.016023860744469709 0.043583285098310616 -0.064719928555543524 0.097642234676649939 0.01943022170405407 -0.10602000368842193 0.027970796126479555 -0.11525805360581994 -0.1109311104074055 -0.0045606720808403405 0.085578756893333649 -0.072561020999961964 0.042922385215919179 -0.064778079409358258 0.011183139269726458 -0.08695211263003369 0.040188250487373872
leaf_weight=77.799826006546937 0.24257479443622276 0.17421856522560109 0.17141180345788498 0.72813348679483136 0.25045420227979787 0.22410995910649945 1.7161633188370609 1.1856717905029652 0.45485277348780107 0.96302454639226143 0.5057449870946582 0.68326863062247867 0.81938395546057918 0.21346446040115552 0.23909859999548577 0.69848140190242647 1.1228421842679379 1.2814151875209061 0.201725645258647 1.6600791152450258 0.51579466206021585 0.88242825865381747 0.61694173468276858 0.68448764548793217 0.52395481285930134 1.2771903731627388 0.78359069419093419 4.0147513706739346 0.75927138311089926 0.45192164459842843
leaf_count=1509 15 1 9 51 97 46 32 24 43 30 43 19 31 30 7 48 14 27 26 36 19 83 23 24 11 20 28 469 33 52
internal_value=0.000594045 -0.0181241 -0.00411231 -0.0181861 -0.00486468 -0.0520813 0.000929083 0.0193552 0.000378723 -0.0220848 -0.00375153 -0.0388311 0.00105033 -0.0811196 0.000696913 0.002079 0.0287905 -0.0102568 -0.00816936 -0.0263895 -0.00566791 -0.0779901 -0.054967 3.12436e-05 0.00254953 -0.00472672 0.000150928 -0.00893918 -0.000566555 -0.0395134
internal_weight=101.846 1.7909 1.54833 1.37411 1.2027 0.474564 100.055 2.90184 97.1535 2.82036 2.15204 1.18901 94.3332 0.668317 93.5138 80.9026 3.10274 1.9799 12.6112 3.91434 2.79282 1.12153 1.13274 8.69689 8.49517 7.81068 7.28673 6.00954 5.22594 1.21119
internal_count=2900 219 204 203 194 143 2681 56 2625 165 92 62 2460 73 2429 1598 89 75 831 168 78 90 42 663 637 613 602 582 554 85
is_linear=0
shrinkage=0.1


Tree=869
num_leaves=31
num_cat=0
split_feature=1 2 3 0 4 4 0 0 1 3 1 0 0 2 2 0 1 4 0 1 1 0 2 2 4 2 1 4 0 2
split_gain=0.230966 0.180583 0.195208 0.151139 0.463642 0.61996 0.569058 0.422504 0.382901 0.742029 0.698638 0.656647 1.26167 0.538732 1.05176 0.3807 0.36948 0.609611 0.299552 0.748848 0.657695 0.507027 0.29554 1.12656 1.06866 0.898221 0.627949 0.853848 0.663418 0.55106
threshold=89.912793714750009 -0.088944999999999996 0.07870000000000002 93.972365491700018 38.238138001450004 38.386256906100009 94.964406541850011 95.071944867050021 71.787208999250012 0.089580000000000021 72.187789260650007 96.249489528150022 95.429509798400019 -0.11131999999999999 -0.079824999999999993 96.588235252600015 74.986474174450009 42.072181850200003 87.181320254150009 61.960894532450006 62.116825104000007 86.866770652900016 -0.08459499999999999 -0.088329999999999992 42.541806567400009 -0.053019999999999991 64.071334164850015 37.858673296900008 93.776108048200015 -0.022239999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 18 6 -6 -5 -8 9 11 -10 12 -7 -11 -15 -9 17 -12 21 -20 -21 -1 23 -22 26 -26 -24 -28 -29 -27
right_child=1 2 -4 4 5 8 7 15 10 13 16 -13 -14 14 -16 -17 -18 -19 19 20 22 -23 24 -25 25 29 27 28 -30 -31
leaf_value=7.7461515858345877e-05 -0.0020042803668717268 0.00030406496903162002 -0.0019963922297939222 -0.0021056294658706206 0.0014551292967019491 -0.0016595740406754867 0.0018171291903766016 -0.0021831874894254026 0.0017568125122459104 0.0013051799083066322 -0.0019922079340156172 -0.0024512592625469121 0.00099845712965780892 -0.0022543432647884657 0.00077242550392122309 -0.00025192896137097198 0.00013968630469874175 8.5873178290942254e-05 -0.001489015374930306 0.0012693451804247754 0.00025776663805232645 -0.00087101060476072161 0.001136878274636013 0.0020596394597739136 -0.0027175094409023358 0.0012817495809632525 0.00065721051813663438 -0.00095326049918753174 0.00071492128130443643 -0.0011084629087404854
leaf_weight=52.012129502789321 0.34175109911529944 0.5555638980185893 0.19042756574208397 0.78870555715548007 1.18778335826937 1.609018637100238 0.33643679972738016 0.44343283632770214 0.9699673757422741 1.2449895731406289 0.86125226877630057 0.89860739244613785 1.1975760743953285 0.70393238344695408 1.1834224243648348 3.4118502963956416 21.435160087863551 1.4675198400509541 0.90204743295907874 2.5941147506237021 14.236521485698175 2.2611167838331303 2.5884531713090864 1.4719534311443556 0.8833205942064527 0.57515664052334625 4.5285274852067214 3.5965764903521631 1.2300188420340417 1.0439183032467541
leaf_count=891 184 57 119 41 13 63 5 19 12 15 27 41 17 32 28 241 550 57 11 19 197 24 30 9 10 8 47 66 13 54
internal_value=7.57271e-05 -0.000823913 -0.000283168 8.35144e-05 -2.02784e-05 6.44616e-05 -0.000577664 -0.000290165 1.21418e-05 -0.000398555 0.000125677 -0.000992463 -0.00052539 0.000303969 -0.000356478 -0.000474061 5.9099e-05 -0.000682666 0.000128066 0.000273414 0.000321959 3.79465e-05 0.000240458 0.00042661 3.80365e-05 -0.00112707 0.000282147 4.56529e-05 -0.000528138 -0.000259369
internal_weight=126.751 1.08774 0.745991 125.664 37.7397 32.7592 4.98043 4.19172 31.5714 6.83755 24.7339 3.7052 2.80659 3.13234 1.88735 3.85528 23.7639 2.32877 87.9239 33.6506 32.7486 54.2732 30.1544 15.7085 14.446 2.5024 11.9436 9.35512 4.8266 1.61907
internal_count=2900 360 176 2540 1161 855 306 265 842 196 646 121 80 75 60 260 634 84 1379 464 453 915 434 206 228 72 156 126 79 62
is_linear=0
shrinkage=0.00196078


Tree=870
num_leaves=31
num_cat=0
split_feature=1 0 0 1 0 0 1 0 4 0 1 1 4 1 2 2 4 2 2 2 2 4 0 4 4 2 2 3 0 3
split_gain=0.0673047 0.66832 0.719001 0.423617 0.321418 0.801401 0.369969 0.366851 0.305814 0.395598 0.493661 0.44033 0.255677 0.42454 0.688914 0.556642 0.338433 0.319635 0.476326 0.902763 0.948794 0.668583 0.578631 1.54971 1.36729 1.07194 0.641537 0.543664 0.499546 0.471717
threshold=66.697957758300021 90.337570099350003 90.837623311600012 65.630639880500027 92.031298721500022 90.259604813550013 67.649671936450019 89.219171517050015 38.238138001450004 85.807518149550006 61.82916008405001 60.474177186300004 40.12915366295001 62.00390986255001 -0.057185 -0.099224999999999994 40.496232821400007 -0.0039949999999999994 -0.033594999999999993 -0.058529999999999992 -0.065399999999999986 41.169697216150006 86.232294534150014 42.102795028150005 42.487106141350004 -0.082509999999999986 -0.082885 0.08594000000000003 85.694602908050015 0.082055000000000017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 8 5 6 -2 -8 9 10 11 -1 13 14 -10 -15 -14 18 19 20 21 -18 23 28 26 -26 -24 29 -23 -25
right_child=4 2 -4 -5 -6 -7 7 -9 12 -11 -12 -13 16 15 -16 -17 17 -19 -20 -21 -22 22 24 27 25 -27 -28 -29 -30 -31
leaf_value=-0.03811068636887649 0.080638476284456542 0.079808908533601106 -0.0052190685690168548 -0.04651585321125027 -0.00024496331884438124 -0.087440236339201283 -0.1107157678040268 0.046963989197252885 -0.038695555011236685 0.050881170753705018 -0.091095686969050085 0.058886717907243737 0.033271973835488432 0.00014781678160211264 0.052021117327737842 -0.079203707957267167 -0.056019007118831725 -0.035044397769432294 0.038367979048432234 -0.062252275697847373 0.066730994348082925 0.022240132992147485 -0.023309407272976316 -0.0088416410920581501 -0.011935327951588845 0.070176571941394192 -0.091838116023935656 -0.03582774136602717 0.088055559472292308 0.045445021225789063
leaf_weight=0.79804781279381076 0.58537764265201919 2.2386392857879391 1.7894596244441343 1.9007561816833902 36.930548598152996 1.4132255149561386 0.29392375946099492 0.29628368069825228 1.6688745772698896 2.7231827267678455 0.51893425397247472 1.1316883020190287 3.1970939558232194 1.633640935411677 1.679662289097904 1.9265713514760134 2.1249567248159975 2.5154624752412991 3.2516658684471613 2.2964492631726889 2.1556115522398605 1.902480552438649 3.535341814160347 4.413989164564553 4.7159862476401031 2.3984050638973713 2.22636506333947 3.9021398915210739 2.9283295990899205 2.5113310015294701
leaf_count=69 8 36 41 27 1638 68 29 16 29 35 45 20 41 19 22 29 33 141 80 37 20 29 29 145 46 14 23 81 20 30
internal_value=0.000593228 0.00264665 0.0420357 -8.62379e-05 -0.0026327 -0.0366949 0.0243084 -0.0315607 0.0014853 0.0246552 -0.00451078 0.0187732 -0.000865064 -0.0187516 0.00680891 -0.0427924 0.00193861 -0.000511959 0.00175233 -0.00163865 0.00260321 -0.00190552 0.00212431 0.0150376 -0.0135792 0.0157463 -0.0497894 -0.00597594 0.062136 0.0108443
internal_weight=101.604 62.0851 4.0281 58.057 39.5194 2.58881 1.17559 0.590207 56.1562 5.17185 2.44867 1.92974 50.9844 6.90875 3.34854 3.56021 44.0756 40.8785 38.3631 35.1114 32.8149 30.6593 28.5344 15.6583 12.8761 7.11439 5.76171 10.8275 4.83081 6.92532
internal_count=2900 1141 77 1064 1759 121 53 45 1037 169 134 89 868 99 51 48 769 728 587 507 470 450 417 305 112 60 52 256 49 175
is_linear=0
shrinkage=0.1


Tree=871
num_leaves=31
num_cat=0
split_feature=1 0 1 0 4 4 2 4 4 4 3 3 0 3 2 3 1 3 2 2 1 0 1 4 1 1 1 1 1 0
split_gain=0.256402 0.51596 0.455733 0.505425 0.73566 1.6358 0.7738 0.566206 0.416788 0.486616 0.3569 0.658974 0.332089 0.289655 0.254268 0.229429 0.258109 0.226432 0.253513 0.777242 0.312209 0.806709 0.43401 0.247171 0.245677 0.553159 0.254675 0.90647 0.332336 1.03299
threshold=81.524804347700012 100.67200315280002 80.288113607700012 98.851916998450022 39.995120105550008 41.24714903835001 -0.22573999999999997 33.151194885250007 42.207998345450008 39.468990633150007 0.095845000000000027 0.093480000000000021 103.82556453975 0.43162500000000009 -0.24103499999999997 0.084065000000000015 78.349735295650007 0.4135100000000001 -0.58350999999999986 -0.50001499999999999 76.919475570250015 97.152811460000024 77.172190634500012 40.742467179200005 75.779569322950024 75.465019721650009 71.090898343450007 71.52105164435001 72.953999827850012 96.055920542800024
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 13 7 -6 -7 -5 9 -4 11 12 -3 17 -14 16 -8 18 -1 23 24 22 -22 -20 25 26 -21 -28 29 -29
right_child=1 10 8 4 5 6 15 -9 -10 -11 -12 -13 14 -15 -16 -17 -18 -19 19 20 21 -23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=0.0005897589281758411 -0.0022134715835735261 -0.0013201260755371954 0.0011013139086951495 0.0010438019893678422 0.0010788991878331712 0.00034688795866139266 -0.0020682001874643614 -0.0019813992674320665 0.0014070941201031516 -0.0005592480632155858 -0.0015178152283531867 0.001575769327163807 -0.0020168830996890479 0.00090960856259500802 7.3027003973149328e-05 -0.0022028409241648759 -0.0001635377733226284 -0.0007688799556694484 -0.00062693619658306648 0.00011625350977974907 0.0016114230238500461 0.0018025027492311176 -0.0021741175974907623 -0.0021949764088060302 -0.00067395561002121839 0.0013616036716665666 -0.001604831313079985 -0.00097929503310461847 -0.00033589120031424355 0.0011533080927548492
leaf_weight=3.9090053848922244 0.49621838154416664 0.9331929400213993 1.2605428721290075 0.2818470174970561 2.6414211592637002 1.1554936759639529 0.47589465283090315 1.5241813435786751 1.8808431824436409 1.4693366745486853 0.65907914104775489 0.87724077826987912 0.23610729317124324 1.684164798054552 4.3002765555861524 1.2193508923519401 0.64332775020739064 1.1669481735443685 0.92975882758037076 89.034257629020431 0.16598893190530262 1.2280270676128564 0.39007929552099085 0.66145576050621457 1.60188199719414 1.3186814320506517 1.5269544586772088 1.3025353192060705 4.3310820354963653 2.6495468765497208
leaf_count=54 16 32 23 20 26 35 37 93 37 19 112 29 81 21 427 39 14 27 28 1354 19 10 48 35 26 14 74 36 88 26
internal_value=7.07173e-05 -0.00028132 9.19384e-05 6.86648e-05 -0.000409324 -8.5541e-05 -0.000965827 -0.00150929 0.000696865 0.000207529 -0.000144468 -1.85411e-06 -0.000254882 0.000102587 -3.57475e-05 -0.00161444 -0.000973402 9.02557e-05 9.94494e-05 8.12202e-05 0.000102119 0.000915266 -0.00104412 -0.00127876 8.7863e-05 0.000100047 8.32161e-05 -0.000216623 3.92851e-05 0.00045044
internal_weight=131.955 7.50212 124.453 119.842 7.94152 6.13549 3.49407 1.80603 4.61072 2.72988 7.0059 6.34682 5.46958 111.9 4.53638 2.33857 1.11922 110.216 109.049 105.14 103.549 1.7841 0.556068 1.59121 101.765 100.163 98.8444 9.81012 8.28316 3.95208
internal_count=2900 697 2203 2124 264 151 125 113 79 42 681 569 540 1860 508 90 51 1839 1812 1758 1695 77 67 63 1618 1592 1578 224 150 62
is_linear=0
shrinkage=0.00196078


Tree=872
num_leaves=31
num_cat=0
split_feature=1 0 2 1 2 2 3 3 2 2 4 2 2 1 1 0 4 4 0 2 0 2 3 3 3 2 4 4 4 2
split_gain=0.0657187 0.252687 0.1447 0.121796 0.0796578 0.0684928 0.0961393 0.311025 0.218191 0.445052 0.176369 0.463053 0.166417 0.115685 0.402209 0.369389 0.477384 0.414267 0.418273 0.273608 0.235954 0.229908 0.206641 0.164397 0.158319 0.158294 0.227742 0.249744 0.395113 0.185579
threshold=87.33187390945001 110.50907145210002 -0.012769999999999998 90.988176966900014 -0.088099999999999998 0.68694500000000025 0.11614000000000002 0.11308000000000003 -0.033594999999999993 -0.088099999999999998 41.134354310300004 -0.16187499999999996 0.090855000000000033 80.677940036650014 80.909147435850016 98.201310130900012 39.134693790050008 42.297164883650005 99.744485097750015 -0.22573999999999997 101.06989495610001 -0.66246499999999997 0.089850000000000027 0.11112000000000002 -0.24701499999999998 0.15675000000000003 39.134693790050008 39.788107623550012 40.259171735100004 0.20981000000000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 3 -3 -5 6 7 13 9 10 11 -8 -10 15 -15 21 -17 18 -18 -19 -16 -1 -20 25 -22 -23 -27 -28 -29 -30
right_child=1 2 -4 4 -6 -7 8 -9 12 -11 -12 -13 -14 14 20 16 17 19 22 -21 24 23 -24 -25 -26 26 27 28 29 -31
leaf_value=0.060814552813690387 -0.10187643980008024 0.0428485352762214 -0.10165633183084213 -0.10175893782659003 0.0048777981728146333 0.027633813783561348 0.03644055274274411 0.050564205439947219 0.053892309983093648 -0.06994856995066856 0.026505513871552269 -0.062290319248847439 -0.008717199709157783 0.096031508975052526 -0.051870963180844068 -0.1071549035409638 -0.057042106632729107 0.010858669352567369 0.048263824303966744 -0.08859490900875984 -0.066777734935446906 0.0027266410735176053 -0.0067103285567747892 -0.037166598979577511 0.020007055272496257 0.0011534435542817684 -0.11445386484811887 0.077102950546824062 -0.013579589115398031 -0.11169912400051352
leaf_weight=0.65165640553459425 0.30196872051601431 0.58550107733361745 0.11768621167823301 0.11320901952385032 0.18375317472180097 0.94968527089804311 0.81391441894811523 1.2725152103812423 0.76550412172218674 1.3874235242838042 1.2855222641373982 1.1409241133369508 0.95313744727172889 0.55292276944965024 0.61566492804922734 0.62620006297492992 0.8728124447516169 0.38235186820384082 1.4550981451757254 1.0003640240756795 0.22339624284359194 74.960959416560399 1.2898629354313014 1.1028307869564731 3.5603098991573461 2.3651120120193805 0.41701811831444491 0.2869561525294555 0.40475011375383474 0.36803587510075886
leaf_count=7 127 42 104 142 35 33 18 27 29 41 31 22 23 10 24 85 29 24 26 86 20 1541 25 20 220 44 10 11 19 25
internal_value=0.000615053 -0.0217053 0.00250022 0.0163906 -0.0357747 0.000906551 0.000649527 0.0014672 -0.0112564 -0.0225559 -0.00226382 -0.0211828 0.0191698 0.000781667 0.0156445 -7.23802e-05 -0.024844 -0.0145364 0.00325784 -0.0610938 0.00554131 0.00165785 0.0224314 0.0011754 0.0148831 0.00171199 -0.0180854 -0.0488974 -0.0231004 -0.0603086
internal_weight=101.007 1.30212 1.00015 0.882463 0.296962 99.7049 98.7552 92.4088 6.34643 4.62778 3.24036 1.95484 1.71864 91.1363 4.95229 86.184 5.62669 5.00049 3.61777 1.38272 4.39937 80.5573 2.74496 79.9057 3.78371 78.8028 3.84187 1.47676 1.05974 0.772786
internal_count=2900 450 323 219 177 2450 2417 2253 164 112 71 40 52 2226 274 1952 275 190 80 110 264 1677 51 1670 240 1650 109 65 55 44
is_linear=0
shrinkage=0.1


Tree=873
num_leaves=31
num_cat=0
split_feature=0 3 3 0 2 0 3 3 4 4 2 0 4 2 2 0 0 1 1 1 2 1 4 1 4 0 1 1 4 3
split_gain=0.226251 0.716691 0.420222 0.387334 0.64527 0.283441 0.270365 0.287047 0.286498 0.271468 0.583731 0.47475 0.544959 0.303862 0.499428 0.429983 0.519208 1.21648 1.2555 0.552093 1.58896 0.538376 0.472874 0.759963 0.526978 0.57597 0.742813 0.734358 0.59075 0.541308
threshold=93.972365491700018 0.25847000000000003 0.21240500000000004 94.550383989750017 -0.14739999999999998 93.867515624600017 0.43162500000000009 0.12746000000000005 41.395309858300003 38.238138001450004 -0.12350999999999999 89.872466842800023 34.176526048000007 -0.58180999999999994 -0.25089499999999998 92.851278451300018 90.337570099350003 66.697957758300021 67.980352286500008 63.431481129800005 -0.14581999999999998 64.654729579150015 41.840895355800008 62.154463517850012 42.487106141350004 86.20003303655001 62.079186690200011 61.93938686740001 42.898324343550009 0.082325000000000023
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 3 4 -2 6 7 9 -9 10 11 12 -1 -11 -15 16 19 -18 -19 22 -21 -22 23 -16 -24 27 -27 -26 -28 -29
right_child=1 -3 -4 -5 -6 -7 -8 8 -10 13 -12 -13 -14 14 15 -17 17 18 -20 20 21 -23 24 -25 25 26 28 29 -30 -31
leaf_value=-0.0021139007659069947 0.00044308660034438486 -0.0022016010503560319 0.0015677475324233547 1.8222611412938907e-05 -0.0016990787545736203 0.00091438351373237191 0.00098195719309746867 -0.001221170732047567 8.8705218855638512e-05 0.0009227259090560932 0.00061598421191486888 -0.0021947649252506149 0.00056110903033842021 -0.00089333728337477277 0.00019811169950242127 -0.00081919661361102973 0.0015618161867781196 -0.0017975047510231797 0.00080573665276319358 0.00098712715919482483 -0.00064135379465071968 -0.0024813534063786533 -0.00052759282022629391 0.0013356740776965684 0.00021990652216433346 0.0011142438944303033 0.00064915457790747642 -0.0023455308247092013 -0.00060562648211683447 -0.0005179884040632356
leaf_weight=0.37317374767371747 0.91499187596491571 0.57920339493000383 0.64292562364880623 36.229188914038332 1.3213371316742257 1.7932956745498803 1.395888540893792 1.2212153610307717 1.3534966745064592 1.6201319131068874 9.6085595697077206 0.49360175733454514 1.3594942881427412 2.0335167305311108 21.43034013119178 1.9214664255523519 2.9686325591756022 1.1676436569832733 1.8263938113159381 1.4385990960581696 1.1629878473468118 1.2889982713932111 6.9101518921961569 2.5237887189723542 6.0827719602602901 3.8433351335115713 2.7961430177092552 0.75485986401326943 2.9798511192202568 3.5703082630061544
leaf_count=56 36 36 15 1372 62 24 15 22 29 19 119 17 44 59 218 46 39 40 36 23 23 59 108 26 182 28 18 27 27 75
internal_value=8.55336e-05 -3.64515e-05 -4.38524e-06 -3.06624e-05 -0.000822614 0.000143224 0.000126385 0.000111591 -0.000532584 0.000132813 0.000406373 -0.000498308 -1.50218e-05 8.39958e-05 6.29934e-05 9.40263e-05 0.000122913 0.000672384 -0.000209501 6.31068e-05 -0.000648814 -0.00160863 0.000117532 0.000317964 -6.07024e-05 0.000100392 0.000446275 -0.000219283 1.80961e-06 -0.000836944
internal_weight=123.606 39.6876 39.1084 38.4655 2.23633 83.9186 82.1254 80.7295 2.57471 78.1547 11.8348 2.22627 1.73267 66.3199 64.6998 62.6663 60.7448 5.96267 2.99404 54.7821 3.89059 2.45199 50.8916 23.9541 26.9374 20.0273 9.61933 10.4079 5.77599 4.32517
internal_count=2900 1521 1485 1470 98 1379 1355 1340 51 1289 236 117 100 1053 1034 975 929 115 76 814 105 82 709 244 465 357 73 284 45 102
is_linear=0
shrinkage=0.00196078


Tree=874
num_leaves=31
num_cat=0
split_feature=0 3 2 2 4 2 1 0 1 0 4 4 4 1 1 4 3 3 1 2 4 2 2 1 2 1 1 0 2 2
split_gain=0.0672337 0.164466 0.07268 0.231221 0.553185 0.381506 0.337276 0.329172 0.822512 0.655091 0.59078 1.14891 0.578472 0.684491 0.450202 0.399168 0.811953 0.340795 0.320173 0.281082 1.08354 0.578653 0.488382 0.431568 0.276453 0.274834 0.264935 0.803738 0.670026 0.51462
threshold=110.99299391555002 0.07870000000000002 -0.11808 -0.088099999999999998 35.461062230100005 -0.085734999999999992 61.409760615700009 90.337570099350003 67.171126389250006 86.232294534150014 41.261521012900012 41.941595803500007 41.21013581150001 71.52105164435001 75.465019721650009 44.215931556700006 0.08594000000000003 0.088105000000000017 75.551050381850018 -0.079824999999999993 41.811877919650009 -0.081844999999999987 -0.082314999999999985 62.079186690200011 -0.077279999999999988 62.079186690200011 62.245871094250013 88.028184565250015 -0.060760000000000002 -0.069554999999999992
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 -1 4 -4 25 -7 9 -9 10 -6 -12 14 -14 -10 16 -13 -11 -15 20 21 -8 23 -22 -21 -5 -26 -28 29 -29
right_child=1 -3 3 5 7 6 19 8 12 17 11 15 13 18 -16 -17 -18 -19 -20 24 22 -23 -24 -25 26 -27 27 28 -30 -31
leaf_value=0.0053358511692929086 -0.004571210116318958 -0.10254360686504316 0.057959523254924199 0.058175040138860316 -0.065115832471061397 -0.049670960395374955 -0.11635517830239764 0.09396877300176025 -0.011033791333604468 -0.08647199858279131 0.077516124175431675 0.018803050141071448 -0.11350958443510345 0.032249039697830488 0.069945724850473609 0.028827158953921544 -0.11418842081680963 -0.026838134690657739 -0.04994407492498576 0.039156616288945352 0.047093522902124284 -0.018378581406674158 -0.039903466937776744 -0.010897873630994733 0.01235564742432969 0.0047068007091393277 -0.089957411736642012 -0.018472158284897896 0.0078729033128481455 -0.10933552049884095
leaf_weight=26.846469065816564 0.8454544888862745 0.21489496902570693 1.0931122836191232 2.0203050456475462 1.2921690782532111 1.3255037708058797 1.3217436314043882 0.84104645624756713 1.8334153537871318 2.0961438426747923 1.6534447679296134 0.83543451933655921 0.94594031706219572 0.93608732963912167 1.0974790133300301 0.83969488868024189 1.019043415202759 1.7654332518577573 0.95993143221130595 2.2390009257724079 2.8834749696834479 1.1082185870036463 1.7417081366584168 2.3124160452789511 17.072998684961938 1.8340708078467285 1.0424405144804065 2.5160436775622661 17.46897701778926 0.82859002733311982
leaf_count=929 157 193 24 20 19 121 41 12 35 23 15 18 51 14 27 13 34 19 33 31 24 16 37 32 225 41 58 49 558 31
internal_value=0.000621304 -0.0244267 0.000887512 -0.000750117 -0.0108822 0.00237928 0.000123388 -0.0155518 0.00157823 -0.0274759 -0.00574849 0.0118963 -0.0118821 -0.0440289 0.0192891 -0.0283754 -0.0542763 -0.0592086 -0.00936434 0.00142945 -0.0142051 -0.0716716 0.00592314 0.0212846 0.004987 0.0327326 0.00302173 -0.00426952 2.21244e-05 -0.0409824
internal_weight=100.831 1.06035 99.7703 72.9239 17.2084 55.7155 51.8611 16.1153 6.6139 9.50136 5.63979 4.34762 5.77285 2.84196 2.93089 2.69417 1.85448 3.86158 1.89602 50.5356 9.36756 2.42996 6.9376 5.19589 41.1681 3.85438 38.929 21.8561 20.8136 3.34463
internal_count=2900 350 2550 1621 337 1284 1223 313 172 141 99 80 160 98 62 65 52 42 47 1102 150 57 93 56 952 61 921 696 638 80
is_linear=0
shrinkage=0.1


Tree=875
num_leaves=31
num_cat=0
split_feature=0 3 3 3 1 1 1 1 0 1 0 2 0 3 3 3 0 2 4 1 2 2 1 2 3 0 0 0 0 4
split_gain=0.0634906 0.261995 0.253493 0.626388 0.368524 0.361579 0.268783 0.481675 0.331323 0.50942 0.248826 0.424061 0.230148 0.399072 0.208828 0.312461 0.208715 0.850798 0.674947 0.396873 0.215069 0.643901 0.594006 0.564992 0.817231 0.394266 0.39033 0.617142 0.252314 0.242168
threshold=85.716110573100011 0.11467000000000002 0.10045500000000003 0.095645000000000022 62.00390986255001 64.071334164850015 61.960894532450006 61.917879202350001 84.95796538030001 58.549241164900003 85.807518149550006 -0.091779999999999987 76.591483678350016 0.078935000000000019 -1.0000000180025095e-35 -0.11050499999999999 85.968825637350008 -0.10098 40.08085804200001 61.885617704800005 -0.068524999999999989 -0.075840000000000005 65.461267018300006 -0.054494999999999995 0.087530000000000011 86.232294534150014 86.036037090600004 86.103248543850015 86.388225105700016 39.344049039350004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 6 -6 7 8 9 12 11 -2 13 14 15 -1 17 -12 -19 -18 21 25 -23 24 -22 -21 -25 -28 -27 -24
right_child=10 -3 -4 -5 5 -7 -8 -9 -10 -11 16 -13 -14 -15 -16 -17 19 18 -20 20 23 22 29 26 -26 28 27 -29 -30 -31
leaf_value=0.008504776154518754 0.062232644660012451 -0.065487678971782842 0.025008821242258623 -0.086167329688891653 -0.1053379096463907 -0.0032783810266767649 0.043548633605773455 -0.072375883350685843 0.041980013217129859 -0.081742462085219292 0.055933336104573933 -0.00028132767361544858 0.046136696012003861 -0.10983614783254754 0.079992545603007115 -0.10646443737115546 -0.064254589715648555 0.017544752619849391 -0.09170301975509626 0.035259852942450508 -0.017928001492649791 -0.093347182333870266 0.025933242657197215 0.079446608028110419 0.069752728003092665 -0.040730290362613532 -0.12436913107441078 0.0026635688882611043 0.00029367128481323535 -0.044755373300069887
leaf_weight=1.9898421412162819 1.7918776124715803 0.69356895919918393 2.7029533821478262 0.96429311895917713 0.63698668947290638 0.76286649506437243 1.5349544008786322 0.8693300691575131 1.9082775509450582 0.77113996304251475 0.96985579328611526 2.7510985881090155 1.0933161958819253 0.33795179851585988 0.33016088232397667 0.26826079081183696 0.90969781333114852 0.85954883834347073 1.6531747883709611 3.1865677130408505 1.5947244903254638 1.4142634980380528 1.0054437531955498 0.64300789684058202 3.1881707134889439 1.55650602467358 0.38939470006153243 21.387990167381531 40.736830698516613 0.93562261066836061
leaf_count=133 12 30 41 24 68 53 23 27 23 67 9 29 23 17 4 47 18 9 45 35 31 14 27 4 46 17 7 740 1255 22
internal_value=0.000552126 -0.00547741 -0.0025402 -0.00903372 -0.00195205 -0.0497194 0.00539339 -0.00234504 0.00674295 -0.0072931 0.00160683 0.0243759 0.00698987 -0.00763648 0.00570782 -0.00515347 0.000320764 -0.0236242 -0.0543317 0.00140448 0.00219001 -0.00177931 -0.0440545 0.00931571 0.040518 0.00133959 0.00265939 0.000392136 -0.00121612 -0.00813971
internal_weight=99.8377 14.8639 14.1703 11.4674 10.5031 1.39985 9.10323 7.56828 6.69895 4.79067 84.9738 4.54298 4.01953 2.92622 2.58826 2.2581 80.4308 3.48258 2.51272 76.9482 76.0385 48.8352 3.35533 27.2033 4.7829 45.4799 22.4204 21.7774 42.2933 1.94107
internal_count=2900 580 550 509 485 121 364 341 314 291 2320 41 224 201 184 180 2279 63 54 2216 2198 1370 63 828 77 1307 751 747 1272 49
is_linear=0
shrinkage=0.1


Tree=876
num_leaves=31
num_cat=0
split_feature=2 4 2 2 4 1 0 2 0 2 4 4 3 3 3 3 3 3 3 2 3 3 4 2 4 3 4 3 2 1
split_gain=0.0589799 0.19586 0.110279 0.326617 0.239405 0.107405 0.255567 0.243727 0.21036 0.0919763 0.258222 0.270217 0.913567 0.397731 0.468599 0.315984 0.59267 0.529612 0.406224 0.395128 0.719346 0.367509 0.316368 0.273421 0.289764 0.396676 0.549231 0.630285 0.401661 0.306269
threshold=-0.62958999999999998 40.580626202750004 -0.58350999999999986 -0.5169149999999999 40.660558922250004 78.285212300550015 101.15323715815002 -0.59681499999999998 102.11570516885001 -0.11808 34.997818021800008 42.674081447500008 0.089850000000000027 0.085765000000000022 0.083290000000000017 0.083290000000000017 0.088565000000000019 -0.079549999999999996 -0.112455 -0.16297999999999999 0.098200000000000023 -0.25276999999999999 41.134354310300004 -0.23871499999999998 43.812290675100009 -0.15684499999999998 48.008184682100008 1.0000000180025095e-35 -0.16717499999999999 86.858705278550005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 5 4 -4 7 -7 -2 -8 10 -5 15 13 14 23 17 22 18 21 -18 -21 -12 -17 -13 -25 -26 -27 -28 -29 -30
right_child=2 -3 3 9 -6 6 8 -9 -10 -11 11 12 -14 -15 -16 16 19 -19 -20 20 -22 -23 -24 24 25 26 27 28 29 -31
leaf_value=0.021785793899607275 -0.026971016337807671 -0.052811787753969455 -0.10903004306001651 -0.060683843453387898 -0.010250195791177356 0.089207716898497269 0.10134712214968096 0.040826359310051498 -0.10201249394268019 -0.00091849574418014553 0.047141514606821124 -0.068979609451291626 -0.11912918673326596 0.065345215312628629 -0.1094169021012722 0.029949425446940889 0.04508131838717841 -0.053481181101969748 0.085808191604323791 -0.070087762550967103 0.023797643852945114 -0.041090683672395066 0.10076842717615389 0.062915092657799807 0.024896858755038623 -0.10530293944864261 -0.10881033099441853 0.09008165538157735 -0.10348236441683552 0.026123864734210241
leaf_weight=0.63292024845395534 1.0176653133239599 0.79287017446768004 0.46681739457971971 0.55729468995571352 0.51718339533931612 0.54524741449858982 0.075273353606462479 1.1070880212937475 0.15687911603731663 71.959297808587536 0.84236698839231294 0.50010428235145887 0.65091190404928134 0.93507468071766187 0.39819732254545659 1.1406165059559028 2.148917924972011 1.4505950374098153 0.71972544960044649 1.2574590590138544 2.3250906309167476 1.0739239983049627 1.4113079420021675 0.82953955046832106 2.8957344402006138 0.6910827303945547 0.42195074640767405 0.6312262669671338 0.26896031452633773 0.56605203654908109
leaf_count=28 30 21 42 98 42 9 2 24 56 1809 31 114 23 13 8 32 42 67 25 32 27 40 13 11 67 36 20 10 72 56
internal_value=0.000494435 -0.0196973 0.000789522 0.000200833 -0.0571121 0.0199908 0.0517949 0.00835434 -0.036075 0.000802869 0.00650684 0.00827655 -0.00513039 0.00398781 -0.00397762 0.0178021 0.0290281 -0.00495252 0.0217527 0.0111796 -0.00915572 -0.0023054 0.0691149 0.00219252 0.00783821 -0.000506708 -0.0290272 -0.00110999 0.0298838 -0.0156227
internal_weight=98.9874 1.42579 97.5616 94.6594 0.984001 2.90215 0.7774 2.12475 0.232152 93.6754 21.7161 21.1588 8.78883 8.13792 7.20285 12.37 8.28339 4.08661 2.63602 5.73147 3.58255 1.91629 2.55192 6.80465 6.30455 5.47501 2.57927 1.88819 1.46624 0.835012
internal_count=2900 49 2851 2730 84 121 67 54 58 2646 837 739 430 407 394 309 146 163 96 101 59 71 45 386 272 261 194 158 138 128
is_linear=0
shrinkage=0.1


Tree=877
num_leaves=31
num_cat=0
split_feature=1 0 3 4 1 1 4 1 3 1 0 0 1 4 0 4 1 0 0 1 1 0 0 0 4 3 4 0 3 4
split_gain=0.0566012 0.468385 0.645063 0.362216 0.288122 1.00838 0.253522 0.427863 0.2366 0.214862 0.271956 0.345982 0.491162 0.298423 0.226339 0.18269 0.320211 1.22407 0.690535 0.530484 0.408844 0.400322 0.298049 0.384096 0.298959 0.347773 0.427555 0.255531 0.245187 0.233875
threshold=71.090898343450007 96.055920542800024 0.082775000000000029 43.968221017800005 72.953999827850012 74.986474174450009 45.90502654165001 73.365333921800001 0.086105000000000029 70.865067860500019 93.972365491700018 94.776214472700005 70.026268923800004 40.496232821400007 93.867515624600017 37.858673296900008 66.697957758300021 90.337570099350003 89.738043936200015 67.649671936450019 68.961639504150014 90.837623311600012 93.262612545250008 90.337570099350003 37.020641110850008 0.090640000000000012 35.818873074050011 89.528344202050008 0.10133000000000002 35.337501601400007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=9 2 3 -2 8 -6 -5 -8 -3 10 14 12 -12 -13 15 22 17 18 -17 -18 -21 -19 23 24 25 26 27 29 -27 -1
right_child=1 4 -4 6 5 -7 7 -9 -10 -11 11 13 -14 -15 -16 16 19 21 -20 20 -22 -23 -24 -25 -26 28 -28 -29 -30 -31
leaf_value=-0.072461978423105505 -0.054042815201979282 0.069667668411911521 -0.10473645845379963 0.073214553099228766 -0.10884685599529287 0.0021196103769197858 0.105781118631137 -0.10775952483894756 0.0079173066181360951 0.038404428982854087 0.011785634597716749 0.039670906667808592 -0.10669004041386279 -0.034856373965497699 0.040947596353411789 -9.6878432926223994e-05 -0.082945401194461379 0.093224194021823928 -0.081695767694100099 0.030555816865675007 -0.035821525256257682 0.018181986295124429 0.07034515826779493 -0.03265157028874268 0.062507267800747265 0.066261353407041271 -0.10186859403680071 0.096685415190602253 0.0064449440239687412 0.042054939841914475
leaf_weight=0.39560917193193545 0.87218897704588316 1.0373546340269997 1.0344303251986273 0.62817833936423972 0.85742234221470681 18.235517506385207 0.14923125505447388 0.25274799261023873 1.5440765041857956 1.5725309863919381 0.5581055250950151 1.0114707185421141 0.93805496961431345 1.1460475512722039 1.4945233182515938 49.529390869795861 1.1887810329644697 1.8274197909049683 1.0592722063884128 1.6711048992001454 2.0865750505108736 1.163491351646371 0.88349026767536987 1.7132311188615856 1.3475350828375665 1.0946432240016295 0.53728493248854647 0.24894854566082358 1.8323203222826121 0.32472014520317316
leaf_count=64 40 28 110 24 54 1092 1 50 27 23 22 16 56 47 19 879 45 31 18 33 45 25 14 26 31 21 19 5 25 10
internal_value=0.00044941 -0.00370227 -0.04118 -0.0066202 0.00137579 -0.00286365 0.0335304 -0.0284844 0.0327318 0.00183723 0.00103915 -0.0255426 -0.0624956 8.29186e-05 0.00245909 0.00159932 -0.000377752 0.0018697 -0.00180547 -0.024722 -0.00630238 0.0640321 0.0154108 0.00893473 0.0212589 0.00872182 -0.0303162 0.00934629 0.0288154 -0.0208384
internal_weight=98.2357 24.6111 2.93678 1.90235 21.6744 19.0929 1.03016 0.401979 2.58143 73.6246 72.052 3.65368 1.49616 2.15752 68.3983 66.9038 58.526 53.5796 50.5887 4.94646 3.75768 2.99091 8.37778 7.49429 5.78106 4.43353 1.50656 0.969278 2.92696 0.720329
internal_count=2900 1426 225 115 1201 1146 75 51 55 1474 1451 141 78 63 1310 1291 1076 953 897 123 78 56 215 201 175 144 98 79 46 74
is_linear=0
shrinkage=0.1


Tree=878
num_leaves=31
num_cat=0
split_feature=1 2 0 3 0 1 3 4 1 3 1 1 0 0 4 1 2 1 1 3 3 3 0 4 4 2 1 4 3 1
split_gain=0.223421 0.154669 0.179716 0.219246 0.147061 0.820269 0.392582 0.371314 0.318671 0.627913 0.379769 0.298296 0.241679 0.554779 0.565869 1.00831 0.903745 0.500388 0.475827 0.950761 0.403371 1.35605 0.811274 0.709569 0.678968 0.859482 0.722545 0.627027 0.776693 0.826153
threshold=89.912793714750009 -0.088944999999999996 122.45926784190002 0.080375000000000016 85.656964494200011 61.928633034850002 -0.17732499999999998 42.686561923500008 61.917879202350001 0.095845000000000027 61.923256118600001 61.993156030000002 90.837623311600012 90.337570099350003 38.441102963850007 63.910026677050006 -0.14228499999999997 62.837331883000012 67.649671936450019 0.084795000000000023 0.072890000000000024 0.082055000000000017 86.280686780500005 43.411469133450005 41.986601436450009 -0.08756499999999999 62.106071271500007 41.532441862050007 0.092290000000000025 62.020040611300011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 -3 5 -1 -7 -8 9 -6 -10 -9 13 14 -12 17 -17 20 19 -14 22 -22 -16 24 27 -26 -27 28 -23 -30
right_child=1 2 -4 -5 8 6 7 11 10 -11 12 -13 18 -15 15 16 -18 -19 -20 -21 21 23 -24 -25 25 26 -28 -29 29 -31
leaf_value=0.00013798302875990331 -0.0020043479789301579 0.0010243492308589465 -0.0020127262620851329 -0.0019964016486643454 -0.001140079769958967 0.00030830866249304098 -0.0021640605909836043 0.00030454724357311443 0.0013475571224864716 0.00034667438902725686 0.0007569660323076755 -0.0015559394070008459 0.00045498236842281796 0.0010262352707266693 -0.00012028594204883104 0.00011734913938013221 -0.0019075222654598612 0.0011221140942864365 7.5256084563557924e-05 -0.0016869641013244471 -0.0014035862854382851 -0.00081116715471130345 0.00151804305369767 0.00094951478221725998 -0.00126793923157505 -0.00063410371186893317 0.00054797781554120862 0.00088865887188012795 -0.00035084253996654638 0.0010435708236454433
leaf_weight=12.171337973879416 0.30816217369317656 0.37422175997926288 0.17900486929647741 0.1226535734749632 2.2116436471696934 0.70712770661339197 1.1491382802378205 0.65180385950952746 0.98367128521203895 2.1576121486723423 5.4797396216308689 0.67386027448810637 1.4683936936198727 3.0624114015954538 2.4314745547017074 1.6271137587973501 1.7685498866048863 2.0420817080885163 43.150023587490068 1.7418379754526538 2.3041627393104163 2.9471044633537584 2.2258083820343018 3.796400462742894 2.7945174472406515 3.7326892032870065 4.2535240547731519 4.8971887930529183 3.0327789541333914 3.5407452387735248
leaf_count=375 184 29 75 72 28 23 78 10 5 21 59 53 33 46 30 36 48 22 1288 51 27 32 17 29 38 57 36 36 30 32
internal_value=7.72955e-05 -0.000853097 -0.000328194 0.000278677 8.51205e-05 -9.37477e-05 -0.000980151 -0.0013483 0.000112137 -0.000405896 0.000135404 -0.000641173 0.000123022 0.000217669 0.000164843 8.64582e-05 -0.000937257 0.000177941 2.10736e-05 -0.000707215 0.000124318 4.42064e-05 0.000662704 0.000159259 4.01997e-05 -0.000332014 -4.51719e-06 0.000318517 2.525e-05 0.00040024
internal_weight=117.987 0.984042 0.67588 0.496875 117.003 15.3533 3.18193 2.4748 101.649 4.36926 97.2802 1.32566 96.2965 49.9363 46.8739 41.3941 3.39566 37.9985 46.3603 3.21023 35.9564 31.2991 4.65728 28.9949 25.1985 10.7807 7.98621 14.4178 9.52063 6.57352
internal_count=2900 360 176 101 2540 539 164 141 2001 49 1952 63 1947 575 529 470 84 386 1372 84 364 317 47 290 261 131 93 130 94 62
is_linear=0
shrinkage=0.00196078


Tree=879
num_leaves=31
num_cat=0
split_feature=4 2 3 4 4 0 2 0 2 0 1 0 0 4 4 2 0 3 4 2 2 1 0 0 4 2 2 1 0 1
split_gain=0.0569096 0.200659 0.218727 0.107642 0.125432 0.329843 0.293796 0.847665 0.165498 0.114453 0.454588 0.490621 0.206903 0.350425 0.11426 0.392822 0.35184 0.164399 0.103133 0.885046 0.523868 0.522181 0.534168 0.545181 0.141004 0.121291 0.412894 0.875524 0.712742 0.28819
threshold=32.785955158400007 -0.10710499999999999 0.088500000000000023 35.461062230100005 37.020641110850008 95.141844778450022 -0.081169999999999992 89.665455566700004 -0.13324 89.528344202050008 65.727424373200009 92.031298721500022 98.327667663000014 33.151194885250007 37.737818700150008 0.18145000000000003 90.837623311600012 -0.087385000000000004 38.703421923500009 -0.10710499999999999 -0.10098 64.434276012450013 97.013011637200023 99.053551358250004 38.175120519550006 -0.11600999999999999 -0.098345000000000002 62.00390986255001 94.047642319350018 62.197478847950002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 9 5 6 7 -5 -7 -2 -11 -12 -13 -14 15 16 -6 -18 19 24 -21 -22 -23 -24 -16 29 27 -27 -29 -20
right_child=3 2 -4 4 14 8 -8 -9 -10 10 11 12 13 -15 18 -17 17 -19 25 20 21 22 23 -25 -26 26 -28 28 -30 -31
leaf_value=-0.1057903981262472 -0.0079212069478203067 0.049800364626376471 -0.06050545105074228 0.034372274076540969 0.043387724033457885 0.0091685820906441569 0.021179995731097773 -0.10399460556404089 -0.1093386110024297 0.10349759815404158 -0.098525535293949071 0.053956606664081766 0.092777915613658946 -0.10297369892415525 -0.043491998916587116 0.090322115434530809 0.0095848668984124929 -0.08099663333658208 -0.0063074792901353554 0.085610916110214458 0.046535666151443916 -0.07812685477116299 0.10508166070489076 -0.055803237026730672 -0.1077543440943512 -0.12064951064862724 0.00089901579564411686 0.031169318026167764 -0.075696287972145893 0.016165070309672215
leaf_weight=0.22749777250658099 1.181493839801987 0.41265948810780528 0.31852202593323398 0.88725578201047051 0.85147075168788366 0.15374259274079805 2.01118172911083 0.8837574534554733 0.50466956870650381 0.62570472620427642 0.36752280173823226 1.0538636583369223 0.14459312548888181 0.24882128603394449 0.58093563472357324 0.62809172458946694 0.31880649210506828 0.53931510064398924 9.50577147067815 0.75968329631723452 1.1828550568316125 1.2483424861748065 0.42273981682956208 0.41977112397398741 0.82823066915534582 0.88186479592695066 53.484151575536103 1.7882436562795194 0.95868823847376905 14.27799925909869
leaf_count=86 38 43 39 22 21 29 38 20 47 9 9 18 7 63 25 9 17 49 202 7 16 37 5 39 27 17 1279 27 41 614
internal_value=0.000473536 -0.023771 0.00174823 0.000713797 5.59166e-05 -0.0163452 -0.00497388 -0.0346745 -0.0816666 0.0176272 0.0299956 0.00465369 0.0308551 -0.0310283 0.000877221 0.0226921 -0.00215467 -0.0473441 0.000286571 -0.0130381 0.0107975 -0.00656335 -0.036603 0.0249227 -0.0812619 0.00118303 -0.00131571 -0.0339582 -0.00612713 0.00718336
internal_weight=97.6982 0.958679 0.731182 96.7396 93.1176 4.44061 3.78219 1.77101 0.658412 3.622 2.44051 1.8148 1.44728 0.393414 88.677 2.33768 1.70959 0.858122 86.3393 5.44256 4.03339 3.27371 2.09085 0.842511 1.40917 80.8967 57.1129 3.6288 2.74693 23.7838
internal_count=2900 168 82 2732 2588 156 80 42 76 144 106 97 88 70 2432 96 87 66 2336 156 104 97 81 44 52 2180 1364 85 68 816
is_linear=0
shrinkage=0.1


Tree=880
num_leaves=31
num_cat=0
split_feature=4 3 3 1 2 1 4 3 4 0 0 4 1 4 1 1 0 0 4 1 4 4 0 2 1 0 3 4 4 3
split_gain=0.0578022 0.209175 0.215531 0.159161 0.152226 0.128048 0.0941696 0.171991 0.121715 0.274034 0.356634 0.225245 0.116216 0.389724 0.112476 0.164424 0.106004 0.402542 0.344852 0.708272 0.583942 0.270751 0.460188 0.334374 0.32505 0.333341 0.793019 0.570646 0.245201 0.306289
threshold=49.275256100300005 -0.25095999999999996 -0.24299499999999999 64.84561010645001 -0.15818499999999999 89.619751778500017 48.680511450650009 0.076080000000000023 45.90502654165001 97.32487278035002 90.837623311600012 47.480720532750006 83.715897724050009 44.710446918150005 85.371987932400017 88.436830201100022 85.737618238150006 85.775256651950016 42.773538294100007 61.950140699950005 42.686561923500008 43.19689381845 96.249489528150022 -0.083794999999999994 62.197478847950002 89.219171517050015 0.083795000000000022 43.411469133450005 43.812290675100009 0.085765000000000022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 -2 -3 -4 -5 -6 8 -8 12 10 -10 -11 16 14 -14 -16 18 -18 20 28 -1 -19 24 -24 -23 -26 -27 -28 29 -20
right_child=1 2 3 4 5 -7 7 -9 9 11 -12 -13 13 -15 15 -17 17 21 19 -21 -22 22 23 -25 25 26 27 -29 -30 -31
leaf_value=-0.0045038167945255217 -0.10706327741905033 0.10617659252502024 -0.11126348914025085 0.024608913535909844 -0.10310714293240551 0.0046214982995025815 -0.0014419200046086702 0.049339723441211784 -0.015662709393497717 -0.046006309482981192 -0.11727923643888334 0.054141672895308836 -0.10384866441388965 0.076546687912154562 0.0035444915939237738 -0.10165619170177564 0.056620928257437864 -0.00053386844434386667 -0.11930003401858558 -0.089212592890130768 0.09512763761539629 0.0070497840104850953 -0.06993737575693186 0.020522756661424842 0.096256990642676468 0.06722194462893806 0.063265512281008643 -0.11033015608135462 0.051612728450582061 0.010474403501018007
leaf_weight=9.0647322533441148 0.22772583841287986 0.15825416147708882 0.15868331235833366 0.70037516637967168 0.22536680260964215 0.21616218560666312 1.6658872561529272 1.112239417620003 1.1584464876395935 0.33920086846410391 0.49208692513639096 0.66460719022143167 0.34949480325076254 0.27385092106123909 0.42166135400475468 0.22939366976414988 1.3583618737757195 65.596526733284918 0.25544343329511254 1.3872612731502156 0.62909610049973785 3.5233474071137589 0.91602963709738106 0.73768052156083264 1.0790887335024311 1.8328948764246891 0.28954448993317772 0.54727449896927283 0.72113728539261501 0.63140464403113583
leaf_count=333 15 1 9 51 97 46 32 24 36 38 53 38 68 10 66 282 12 1287 36 76 10 30 30 23 22 51 6 43 53 22
internal_value=0.000423287 -0.0179277 -0.00401362 -0.0174215 -0.00438081 -0.0503657 0.000748133 0.0188888 0.000203291 -0.020901 -0.0459585 0.0203003 0.000826793 -0.0291564 -0.0580873 -0.0335221 0.00125821 0.00267292 -0.00720175 -0.0368591 0.00196192 0.00168958 0.0180298 -0.0295853 0.0288576 0.0493539 0.0303958 -0.050265 0.00830794 -0.0269052
internal_weight=96.9633 1.68657 1.45884 1.30059 1.1419 0.441529 95.2767 2.77813 92.4986 2.65434 1.65053 1.00381 89.8442 1.2744 1.00055 0.651055 88.5698 75.8807 12.6891 2.99525 9.69383 74.5224 8.92586 1.65371 7.27215 3.7488 2.66971 0.836819 1.60799 0.886848
internal_count=2900 219 204 203 194 143 2681 56 2625 165 89 76 2460 426 416 348 2034 1504 530 187 343 1492 205 53 152 122 100 49 111 58
is_linear=0
shrinkage=0.1


Tree=881
num_leaves=31
num_cat=0
split_feature=4 4 4 0 2 2 2 2 3 3 2 2 4 1 3 2 0 1 0 3 1 1 0 4 4 2 2 3 2 0
split_gain=0.16313 0.585988 0.498097 0.344176 0.355145 0.744982 0.497354 0.345347 0.893881 2.00025 0.653035 0.633973 0.596846 0.517865 0.980589 0.520636 0.489671 1.05935 0.727846 0.467272 0.344055 0.518822 0.517692 0.513703 0.332182 0.331689 0.306607 0.303611 0.500526 0.478189
threshold=41.621607100200002 41.678468725050003 41.532441862050007 103.44649194340002 -0.062629999999999991 -0.054494999999999995 -0.042409999999999996 -0.090694999999999998 -0.085699999999999998 0.087725000000000011 -0.09715 -0.081474999999999992 41.289992964000007 65.630639880500027 0.091885000000000022 -0.073724999999999999 85.775256651950016 61.409760615700009 85.939252597950016 -0.115385 61.409760615700009 63.910026677050006 92.313586825200005 41.028010303750008 39.788107623550012 -0.086339999999999986 0.24816000000000005 0.099425000000000027 -0.11131999999999999 87.735142629050017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 4 7 -6 -7 10 -9 -10 12 25 16 -13 -15 -16 17 -1 -18 -20 -8 23 26 24 -22 -11 -23 28 29 -21
right_child=1 -3 -4 -5 5 6 20 8 9 11 -12 13 -14 14 15 -17 18 -19 19 27 21 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.00041087810034395823 -0.0015911991912488459 1.9980959923643061e-05 0.00096584639889312016 -0.0010179206046461199 0.0011816569248316536 -0.00062988367677881271 -0.00081593216955439148 0.0011216549600250002 -0.0025165213447165152 -0.00036506468716744373 0.00097284344614262451 0.0008794351890438147 -0.0014320263752907333 0.0011235106093132217 -0.0022738918599878302 -0.00019401406261578452 0.0019664783038767656 -0.0019689933147371218 -0.0010006614576372422 0.0010695513686115076 0.00042306500466000136 -0.0013848250504630239 0.0002866675930771198 -0.00016589890981356497 0.0014254294912047511 -0.0018301787623369952 6.8854082524650066e-05 -0.00028329495840644895 0.0011272227489464825 -0.00010997000300541398
leaf_weight=1.5973191881348676 0.88221986586722678 53.398045006781558 2.6896188337250342 1.0340751538364532 3.2070187623612609 2.629591405275284 1.0475646130507801 1.4966431891079999 1.5915907861199237 1.5245693977922203 3.0643161416519424 2.6611530063673863 1.0582945086061943 1.137774156406522 0.88689474840066174 0.96748935191135588 0.86233293265104549 1.3079294668532382 1.318920316407463 1.6760540269315267 2.0295419504691408 1.2918679136782878 9.2970749759697338 1.7684169290587304 3.4014901756308973 0.97338449836388186 0.98176493849314272 3.4668298613760262 2.6271138554438833 6.2456861755053978
leaf_count=81 22 1419 33 345 36 34 27 18 32 29 36 24 20 9 23 19 6 54 36 14 29 28 176 23 38 27 26 62 28 146
internal_value=7.28192e-05 -6.20563e-06 0.000140008 0.000103686 0.000122978 0.000297654 0.000171357 -7.04587e-06 -0.000289193 -0.00050592 0.000129498 -0.000113336 1.3122e-06 0.000250155 -0.000309512 -0.00118876 8.07217e-05 -0.000660529 0.00021368 0.000115112 0.000277673 0.000338707 8.15644e-05 0.000751979 0.00105085 -0.00093598 -0.00075712 0.00022011 0.000385552 0.000139589
internal_weight=118.123 54.2803 63.8423 61.1527 60.1186 25.6543 22.4473 34.4643 11.2395 9.74286 23.2248 8.15127 20.1605 5.65331 2.99216 1.85438 19.1022 2.90525 16.1969 15.3346 19.8177 18.7702 11.5707 7.19945 5.43103 2.49795 2.27363 14.0157 10.5489 7.92174
internal_count=2900 1441 1459 1426 1081 417 381 664 181 163 483 131 447 75 51 42 427 135 292 286 347 320 230 90 67 56 54 250 188 160
is_linear=0
shrinkage=0.00196078


Tree=882
num_leaves=31
num_cat=0
split_feature=1 2 3 0 2 4 0 3 3 3 1 4 0 2 2 0 3 0 3 4 0 4 3 2 1 4 2 1 0 4
split_gain=0.165531 0.180788 0.172099 0.133057 0.506142 0.761488 1.36313 0.921017 0.691997 1.01905 0.425199 0.420332 0.36455 0.850942 0.400328 1.1153 0.861572 0.520301 0.437376 0.502686 0.367781 0.365631 0.548584 0.351462 0.908257 1.11396 0.731001 0.706986 0.593678 0.61769
threshold=89.912793714750009 -0.088944999999999996 0.07870000000000002 85.968825637350008 -0.068524999999999989 39.468990633150007 85.807518149550006 0.10500500000000003 0.10211000000000002 0.084535000000000013 61.885617704800005 40.922041107600009 85.737618238150006 -0.091399999999999995 -0.089514999999999997 83.992808911450012 0.080515000000000017 85.328972602300013 0.10500500000000003 39.468990633150007 76.591483678350016 42.37975859965001 0.085155000000000022 -0.068524999999999989 63.910026677050006 42.297164883650005 -0.075840000000000005 65.461267018300006 92.313586825200005 36.173488152900006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 12 -6 7 8 9 11 -5 -7 14 -14 15 18 -17 -18 19 -1 -21 -16 -23 26 25 -25 -12 -28 29 -26
right_child=1 2 -4 10 5 6 -8 -9 -10 -11 23 -13 13 -15 21 16 17 -19 -20 20 -22 22 -24 24 28 -27 27 -29 -30 -31
leaf_value=-0.0012799812862001735 -0.0020012019709395126 0.00040661859268537791 -0.001990513905279111 -0.0011113100189261696 0.00054684058952440405 0.0020867540228039338 -0.002596144251869307 -0.0023922563527966237 0.0013445030499503166 -0.0018673703562869224 9.1979398988388533e-05 -0.00031623476315351492 0.0013611817845539831 -0.00029420883657761026 0.001019707580771162 0.00022336886586399703 -0.00056291518192476441 -0.0023896217454951979 0.0016014124154820608 -0.00010163204136235853 0.0010681564780135008 0.00078344770272221489 -0.00089254366678178407 0.00099132782915336008 0.00091552355765760793 -0.00039188200867647954 -0.0018559578850123528 -0.00012082412188740293 0.00018384176329923633 -0.0010779070292326334
leaf_weight=0.89712607954061407 0.30090077074146393 0.488779141645863 0.15063374856117662 1.0776325517799694 2.0179227816697667 0.51684550940990515 1.320490130165126 0.67602069504209783 1.1573502002283929 1.099801905773347 53.656547322948427 0.61037361010312452 2.5661871419288218 2.232512359507381 2.2019876506674363 1.3040916697354989 0.93844054732471738 1.6597291372017933 0.81441832217387844 2.8057307591516292 1.6357441938016561 1.5432398082921284 1.4623782244743777 10.272644492797552 0.74829856213182511 2.8621546409558496 1.4817912764847272 2.3106829728349112 18.110268891154192 2.9680030381932738
leaf_count=98 184 57 119 18 38 5 27 18 9 49 1080 93 21 27 22 27 16 39 10 100 38 20 27 97 11 39 14 40 468 89
internal_value=7.1611e-05 -0.000747894 -0.000158101 7.79822e-05 -4.20157e-05 -0.000480359 -0.000865577 -0.000302775 0.000114595 -0.00052457 0.000113229 0.000785569 0.000119647 0.00059104 -2.85598e-05 -0.000257089 -0.00107709 -0.00172983 0.000262959 5.87746e-05 0.000329188 0.000412703 -3.2003e-05 0.000127509 0.000282518 0.000689918 3.31767e-05 -0.000798774 3.73525e-05 -0.000676518
internal_weight=121.889 0.940314 0.639413 120.948 27.4604 7.3988 5.38088 4.06039 3.38437 2.22702 93.488 1.12722 20.0616 4.7987 15.2629 10.0553 3.90226 2.59817 6.15302 5.3386 4.44147 5.20761 3.00562 92.4104 34.9614 13.1348 57.449 3.79247 21.8266 3.7163
internal_count=2900 360 176 2540 684 239 201 174 156 147 1856 98 445 48 397 328 82 55 246 236 138 69 47 1838 704 136 1134 54 568 100
is_linear=0
shrinkage=0.00196078


Tree=883
num_leaves=31
num_cat=0
split_feature=4 0 2 2 0 0 2 4 2 0 3 3 3 1 1 0 1 0 4 0 0 3 2 3 0 0 4 3 4 2
split_gain=0.202355 0.481994 0.424297 1.05395 0.681248 1.2601 2.44146 1.17158 0.591829 0.46811 0.46493 0.699377 0.664298 0.895029 0.460202 0.446265 0.374702 0.858812 0.764051 0.493636 0.365872 0.615491 0.822738 0.453716 0.477875 0.941119 0.657234 0.419505 0.48565 0.363594
threshold=42.178283198950005 103.44649194340002 -0.067574999999999996 -0.054494999999999995 86.103248543850015 87.181320254150009 -0.12350999999999999 41.348489042950007 -0.042409999999999996 86.280686780500005 0.098200000000000023 -0.082159999999999997 -0.115385 58.745498608450013 65.555363052850012 84.280473931450004 63.910026677050006 87.29692395375001 41.028010303750008 92.313586825200005 91.523180134850023 0.094625000000000029 -0.13820499999999999 0.093480000000000021 97.483491810050012 94.832672093450014 39.468990633150007 0.088670000000000013 39.893178577750007 0.24816000000000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 9 7 6 -6 10 -5 -4 11 12 13 -1 -11 -10 17 18 -17 29 -7 23 -23 24 25 26 -22 28 -26 -18
right_child=-2 -3 3 8 5 20 -8 -9 15 14 -12 -13 -14 -15 -16 16 19 -19 -20 -21 21 22 -24 -25 27 -27 -28 -29 -30 -31
leaf_value=0.0013578536477434134 -2.6178617867597393e-05 -0.0010326880239596369 0.00032331005187615045 -0.00066828598433624903 0.00039182827891488375 0.00040572914970367146 -0.0020043412685278334 0.0011782935605860381 -0.00089749569666863597 0.0020928093123584687 0.00054312781574137193 -0.0013258855520916417 0.001632314608681911 -0.0021841373157657222 0.00073652270618819893 0.00075262731240588801 -0.0013042801043304656 0.0017281194388252174 -0.00062270001522823437 0.00030476756762885365 -0.00074026938228196313 4.7347050293148131e-05 -0.0016349289147324702 0.0012009813122733056 -0.00029409627652736658 -0.0017271438433240447 0.00095202364656318383 -0.00037368194734702255 0.0013533607664443052 0.00022590407974709244
leaf_weight=0.47882214171113469 42.558821871884447 1.3180842024470383 2.0568030122667578 2.9152196345385226 3.0851817406946793 8.9336977213970403 3.47762652486563 4.8381835161708295 1.1946659141103726 2.129521526396275 2.6698820782767143 2.0158489914101647 0.84365870498731954 0.64210200301749865 1.7541401279740965 4.7854377143085021 1.4481071004411199 2.1226834035478532 2.2991133511532098 10.171261519542893 1.7099900637986123 2.5105749209760688 2.0146008358751706 1.3956348777282972 0.98977005649067029 1.485533981118351 1.8229218127671627 1.6082154253672341 2.2559909396804869 1.0158176749973788
leaf_count=24 1232 387 16 38 27 92 37 41 70 15 33 62 26 42 31 47 28 32 29 195 34 65 77 28 46 43 24 26 26 27
internal_value=8.20695e-05 0.000142696 0.000163443 0.000334624 3.58218e-05 -0.000114113 -0.0008779 0.000444179 0.000164087 0.00107965 -8.9898e-05 -0.000514501 0.000318056 -0.000671115 0.00148021 0.00026942 0.000333244 0.000634093 0.000306299 0.000114016 8.86052e-05 -9.07812e-05 -0.000701599 0.000154519 6.58414e-06 -0.000417683 0.000132925 0.000445227 0.000850981 -0.000673422
internal_weight=118.548 75.9891 74.671 31.8928 42.7782 31.2897 6.56281 11.4885 25.9523 5.94046 6.65031 3.98043 1.96458 1.12092 3.88366 23.0371 21.8424 9.20723 7.08455 12.6352 24.7269 15.7932 4.52518 11.2681 9.87242 5.01845 3.53291 4.85398 3.24576 2.46392
internal_count=2900 1668 1281 528 753 525 64 228 466 62 187 154 92 66 46 428 358 108 76 250 461 369 142 227 199 101 58 98 72 55
is_linear=0
shrinkage=0.00196078


Tree=884
num_leaves=31
num_cat=0
split_feature=1 3 3 0 4 4 1 1 2 2 1 1 3 4 3 1 0 2 2 2 3 0 0 3 1 4 4 0 4 1
split_gain=0.141549 0.674135 0.523661 0.372514 0.225048 0.418607 0.303914 0.349211 0.27061 0.623327 0.29689 0.561743 0.496821 0.348343 0.281566 0.261433 0.917515 0.521923 0.514382 0.968845 0.568919 0.510896 0.713152 0.460988 0.981761 0.33732 0.394069 0.339937 0.286993 0.941911
threshold=69.873026810350026 0.25847000000000003 0.21240500000000004 92.031298721500022 38.238138001450004 37.962710038050005 70.085415002650009 70.182199495350019 -0.033594999999999993 -0.117115 72.496961945650014 78.220689305400015 0.10236000000000002 37.858673296900008 -0.22253999999999999 75.403185184700007 97.550703263350016 -0.5169149999999999 -0.079824999999999993 -0.096499999999999989 0.076825000000000018 97.013011637200023 97.835679825150024 0.091885000000000022 71.52105164435001 39.211875820650008 39.995120105550008 98.031937268650012 41.21013581150001 80.468240302450013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 -2 5 8 -6 -8 9 -5 -10 -12 13 -13 -11 16 18 -18 19 23 -20 -17 -23 24 -9 -24 -27 -28 29 -29
right_child=1 -3 -4 4 6 -7 7 15 10 14 11 12 -14 -15 -16 21 17 -19 20 -21 -22 22 25 -25 -26 26 27 28 -30 -31
leaf_value=0.00012779920115477096 -0.0021158578576213841 -0.0021497826143953673 0.0016463806984329107 0.00035402990226226876 -0.0010109153968515673 -0.0022116176618519668 0.0010921904084918456 -0.0019353936891115576 0.00094785318720207548 0.00030595362386640811 -0.0022314701345361007 -0.0020609901647154799 0.002004086309125673 0.0020395732996475913 -0.0021059256861998767 -0.0016340469821449757 0.00028731044578672604 -0.0022136608808103735 -0.00060626756269888593 -0.0017219313100227888 0.00098972478728940141 0.0011014024315267633 0.00092408213988568822 0.0011747017735337431 0.00054551491751996602 -0.0011397737979362413 -0.0015559621071006492 0.0011806400970855598 -6.319450180649606e-05 -0.00069647362899745457
leaf_weight=80.673786360319355 0.3216213433915972 0.56007498219969321 0.7437243180168015 1.1529855259200303 0.9887319274712344 0.43714845777503786 1.290666895918547 0.92667886544950251 1.1960357031784945 0.22888717498426558 0.43163128245214444 0.30931996592767064 0.42730507569422116 0.10727068781852722 0.99530839356020806 0.57932028741925279 0.43783156923018385 1.2003039087867353 1.1872661000234064 1.4657497436273845 3.1030711773782969 3.087215549079704 1.6411595513759518 1.1745480088284237 1.8132045033853499 1.1038770770173858 0.47506785788573225 2.9890111670829347 9.5232326437758257 1.5663211492710614
leaf_count=1301 56 38 15 137 16 32 15 28 16 10 16 77 7 1 93 52 11 65 17 61 55 35 62 20 37 54 7 29 452 85
internal_value=7.9944e-05 -1.31634e-05 1.60917e-05 -1.4099e-05 2.86844e-06 -0.00037392 6.05088e-05 9.20704e-05 -0.000208238 -0.000680565 0.000246051 -0.000412014 0.000518592 -0.00100511 -0.00165498 5.20745e-05 -0.000188212 -0.00154522 4.16576e-05 -0.000362169 0.000548065 0.000181685 0.000233284 0.000146991 -0.000293574 7.8355e-05 -1.02908e-05 7.53792e-05 0.000130427 0.000535207
internal_weight=122.138 41.4646 40.9045 40.1608 39.8392 5.28589 34.5533 33.5645 4.84874 2.37718 2.47156 1.27553 0.843896 0.416591 1.2242 32.2739 11.3087 1.63814 9.67052 5.38018 4.29034 20.9652 20.3859 3.91443 2.73988 17.2987 15.6575 14.5536 14.0786 4.55533
internal_count=2900 1599 1561 1546 1490 389 1101 1085 357 240 117 101 85 78 103 1070 294 76 218 146 72 776 724 85 65 689 627 573 566 114
is_linear=0
shrinkage=0.00196078


Tree=885
num_leaves=31
num_cat=0
split_feature=1 1 2 0 2 3 3 1 4 4 0 4 4 2 4 3 4 0 0 0 1 0 3 3 1 3 2 4 4 2
split_gain=0.212376 0.562654 0.412673 0.558201 0.423501 0.362057 0.363005 0.301515 0.385797 0.436042 0.377112 0.719643 1.30677 0.75107 0.557406 0.298481 0.350205 0.2888 0.253379 0.475214 0.226112 0.540358 1.15992 0.833709 0.356992 0.809322 0.788823 0.295384 0.712673 0.565786
threshold=81.524804347700012 82.011415269350024 -0.042409999999999996 107.15656416340002 -0.61225999999999992 0.090225000000000014 0.074640000000000026 80.288113607700012 42.207998345450008 39.468990633150007 98.851916998450022 39.995120105550008 41.24714903835001 -0.22573999999999997 33.151194885250007 0.084065000000000015 42.406961525800007 108.08677067655002 103.82556453975 105.29077422085001 75.403185184700007 97.483491810050012 0.088990000000000027 0.087605000000000016 72.953999827850012 -0.096794999999999992 -0.054494999999999995 41.621607100200002 41.532441862050007 -0.072569999999999982
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 -2 4 -4 -3 6 -6 10 9 -9 20 14 -13 -14 -12 16 -15 -5 -8 -20 24 23 -23 -22 27 -26 -27 28 29 -1
right_child=1 2 3 17 5 -7 18 8 -10 -11 11 12 13 15 -16 -17 -18 -19 19 -21 21 22 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-2.4167672567644695e-05 -0.0021574764804977776 -0.0020888495923148684 -0.0021958718619159352 0.0019535458367345108 0.00069791000835742027 0.0012436918525466976 -0.0021474091595092746 0.0010135582150442193 0.0013946927231981551 -0.00061678679541829387 0.0012023159863353934 0.0010778712023000766 0.00047732500049022523 0.00069522977005994128 -0.0019396243963313024 -0.0021826642335810598 -0.0016313297721996189 -0.0005819450521248827 0.00092339267058897257 -0.0012909085222960609 -0.0017313400670300632 0.0018663400055265308 -0.00015587054002822991 0.00087992145639160233 0.0010946894823775711 -0.0019083683355199945 1.672110091444738e-05 1.7709070777947109e-06 0.0013335633748627431 0.00039028075856129089
leaf_weight=26.39878373105239 0.54294594934253737 0.29268334578682598 0.73914641295414163 0.24031243065837771 1.5833084656433141 1.2534797682816359 0.32756741018965829 1.2019468762446188 1.5732751447940243 1.3270818023011086 0.25597526523051684 2.4581597433425486 1.1459504226222632 0.40606004884466596 1.4289757053411447 1.1301378149073569 0.642057326331269 0.61402740587664084 0.70721863349899627 0.78761699862093337 0.91866726686748623 2.1957848090678453 2.1665134660433978 0.96268894907552749 0.99261193390702818 1.6043672255618731 1.6703495074034427 42.553141238204262 2.1255490053445092 24.340709248339408
leaf_count=436 34 26 56 5 88 103 11 23 37 19 20 26 35 5 93 39 46 158 30 186 78 21 34 18 26 52 30 821 17 327
internal_value=9.02124e-05 -0.000239391 -8.02834e-05 -0.000948197 0.000199007 0.000342726 1.11238e-05 0.000110096 0.000632316 0.000158051 9.12041e-05 -0.000334679 -6.09495e-06 -0.000807658 -0.00146231 -0.00148367 -0.000729978 0.000131249 -0.000585558 -0.000243305 0.000121226 0.000483203 0.000862019 -0.000395159 9.85543e-05 -0.000456302 -0.000926429 0.000123369 0.000221248 0.000174651
internal_weight=124.587 7.08831 6.54536 1.59349 4.95187 4.65919 3.40571 117.499 4.1023 2.52903 113.396 7.46732 5.78237 3.32421 1.68495 2.17826 1.04812 0.85434 1.8224 1.49484 105.929 6.24365 4.3623 1.88136 99.6855 4.26733 3.27472 95.4182 52.865 50.7395
internal_count=2900 697 663 219 444 418 315 2203 79 42 2124 264 151 125 113 90 51 163 227 216 1860 151 55 96 1709 108 82 1601 780 763
is_linear=0
shrinkage=0.00196078


Tree=886
num_leaves=31
num_cat=0
split_feature=1 0 0 0 2 4 1 1 1 4 4 2 0 0 1 1 1 4 1 2 3 3 3 1 1 1 1 0 1 4
split_gain=0.155992 0.118459 0.255697 0.309111 1.03318 0.697484 0.494357 0.289438 0.814393 0.805064 0.852091 1.01189 0.44569 0.272206 0.370188 1.00388 0.415467 0.594312 0.53855 0.45142 0.253281 0.362866 0.693329 0.369566 0.57121 0.394533 0.626213 0.512583 0.659603 0.396823
threshold=89.786436182600013 85.716110573100011 85.807518149550006 85.968825637350008 -0.10098 40.21994457600001 61.885617704800005 62.057679025150001 62.084563606450011 40.532725462000009 42.852084787850011 -0.072569999999999982 86.232294534150014 86.388225105700016 62.132955852800002 62.175971182900007 64.434276012450013 41.792045663550006 64.84561010645001 -0.08756499999999999 0.11467000000000002 0.10045500000000003 0.095645000000000022 62.00390986255001 64.071334164850015 61.960894532450006 61.917879202350001 84.95796538030001 58.549241164900003 39.468990633150007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 20 -3 4 -4 -6 -5 9 -9 -8 11 -11 -10 -14 -15 -16 17 -17 -18 -19 21 22 23 25 -25 26 27 28 29 -1
right_child=-2 2 3 6 5 -7 7 8 12 10 -12 -13 13 14 15 16 18 19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0013230368721218885 -0.00068361450020827446 0.00053713118072878843 0.0011879593183950585 -0.0012205160875015865 0.00023387650120777946 -0.0017490772572938647 0.0011789015886749666 -0.00095605091807096339 0.0010345639166190795 -0.0012535422739776024 0.00094603406057919249 0.00038108897907159341 -0.00085577944110510772 0.00065360972335483012 -0.0019469889840716191 0.0011793287302936831 -0.0014902518028164324 -0.00048966048258835561 5.8879966840805032e-05 0.00053462029565864251 -0.0011054623662843559 0.00057655141723344334 -0.0016515827717981308 -0.0020873404031774285 0.00013837761698177889 0.00096189016536010784 -0.0014984514725598199 0.00094510613160563777 -0.0016381323063222801 0.00033405069136009858
leaf_weight=0.63674770298530869 1.0275899976427343 5.1232926025986663 1.0934688197448847 1.0583531677257259 1.0604967605322593 1.9106784069444982 3.6482189227826884 2.7998689282685509 1.9998065959662188 2.6224292041733852 2.9415927678346634 3.2733001024462274 1.1371195521205653 4.5230147670954457 0.93197052180766959 3.1145486822351796 0.87736652139574189 2.6441786773502827 51.95692725355002 4.4186687190085649 0.85279133098083448 3.272839973884401 1.0884472854668263 0.79432951379567285 1.0032170734339159 1.7694130811141793 1.019158473212882 2.1819514730013907 0.97775938353152003 4.3599445211930288
leaf_count=42 370 41 9 18 10 44 32 27 20 32 20 41 14 30 10 41 13 25 1488 35 30 41 24 68 53 23 27 23 67 182
internal_value=7.69582e-05 8.3749e-05 0.000110796 8.7057e-05 -0.000441589 -0.0010413 0.000111489 0.000127714 8.13551e-05 0.000403974 8.40684e-05 -0.000345997 0.00012192 9.56986e-05 0.000111501 7.31554e-05 0.000103034 0.000465801 3.31551e-05 0.000151152 -6.25588e-05 -1.05599e-05 -0.000149489 -2.11821e-05 -0.000845159 0.000114144 -4.93355e-05 0.000131734 -0.00016532 0.000122882
internal_weight=116.119 115.092 97.1353 92.012 4.06464 2.97118 87.9474 86.889 74.4035 12.4855 8.83732 5.89573 71.6036 69.6038 68.4667 63.9437 63.0117 10.1774 52.8343 7.06285 17.9566 17.1038 13.831 12.7425 1.79755 10.945 9.17556 8.1564 5.97445 4.99669
internal_count=2900 2530 1950 1909 63 54 1846 1828 1703 125 93 73 1676 1656 1642 1612 1602 101 1501 60 580 550 509 485 121 364 341 314 291 224
is_linear=0
shrinkage=0.00196078


Tree=887
num_leaves=31
num_cat=0
split_feature=4 4 4 2 2 2 2 3 3 2 2 3 1 2 0 0 1 1 4 0 1 3 3 1 2 1 4 4 2 0
split_gain=0.0631137 0.527167 0.459839 0.227319 0.550146 0.389225 0.288887 0.797278 1.73871 0.579871 0.574379 0.498794 0.766547 0.382895 0.375865 0.944784 0.797328 0.599171 0.472749 0.371928 0.402333 0.510443 0.388596 0.497887 0.446922 0.467618 0.361435 0.680344 0.333562 0.297194
threshold=41.621607100200002 41.678468725050003 41.532441862050007 -0.062629999999999991 -0.054494999999999995 -0.042409999999999996 -0.090694999999999998 -0.085699999999999998 0.087725000000000011 -0.094344999999999998 -0.081169999999999992 0.09117500000000002 65.630639880500027 -0.073724999999999999 85.716110573100011 85.939252597950016 61.409760615700009 62.030794443850006 41.24714903835001 87.735142629050017 65.966697146800016 0.095845000000000027 0.083290000000000017 70.133807249000014 -0.101965 72.496961945650014 39.945535567850008 36.625813070500008 -0.085734999999999992 91.144107538500023
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 6 -5 -6 9 -8 -9 14 28 -12 -13 -14 16 -16 -1 -17 19 -19 -21 22 29 -24 25 -25 27 -23 -10 -22
right_child=1 -3 -4 4 5 -7 7 8 10 -11 11 12 13 -15 15 17 -18 18 -20 20 21 26 23 24 -26 -27 -28 -29 -30 -31
leaf_value=0.016284410891389597 -0.085733507582918145 -0.0005879441571523755 0.046663372350582766 0.050590710296126107 -0.034942734517463582 0.008144586512383074 0.055929251401111782 -0.12682947935409636 -0.021630655521042243 0.063740055954383423 0.059370143907200107 0.035017336946764351 -0.11344058138145173 -0.014857850387777134 0.091265323138920509 -0.094174365830226925 -0.10074873968650738 0.040368654404941459 -0.071956197115497764 -0.040228627487664002 0.046118638982371798 0.025763349581877343 0.078382234099396875 -0.12425615488405467 0.09244080502230323 0.0091385380360283937 0.013652214993301224 -0.12052929546917801 -0.10241989208890928 -0.040173433819600313
leaf_weight=1.2116947933100228 0.73940788824984238 43.862936381436839 2.3173393358238163 2.7553767725912648 2.390600226724934 17.043516011795756 1.249450918883668 1.5130636561777917 1.4188586030147692 1.42716691990904 1.4680665092782881 1.749883914832026 0.74107687897412533 0.84119220962065944 1.1279250103980292 0.69720268482342262 1.1203941448166004 2.4744109063176412 0.83999771234084697 2.250763665419071 0.56443337444215824 0.50744620084880432 1.8422004543244836 0.31477252324111749 0.51077753514982793 1.5913951395005481 0.98609702326211834 0.85103471296349653 0.79876413739589125 1.362666299281784
leaf_count=81 22 1419 33 38 39 478 23 51 39 28 13 18 24 21 9 13 60 26 24 28 10 30 20 9 6 99 23 47 30 139
internal_value=0.000783941 -0.00199947 0.00308433 0.00112912 0.00877329 0.00284439 -0.00462838 -0.0186753 -0.029602 0.00235238 -0.00863956 0.0108056 -0.0105908 -0.0610304 -0.00244735 0.00304467 -0.0399413 -0.00368182 0.000794038 0.00540403 -0.00262047 0.00730203 0.0223611 0.0392199 0.00937021 -0.0128894 -0.0324317 -0.0658832 -0.0507301 -0.0148991
internal_weight=98.5699 44.6023 53.9676 51.6502 22.1895 19.4341 29.4607 9.78036 8.53091 19.6804 7.01784 4.80022 3.33215 1.58227 18.2532 15.9211 2.33209 14.7932 14.096 13.256 10.7816 8.53082 6.18625 4.25915 2.41695 1.90617 2.34458 1.35848 2.21762 1.9271
internal_count=2900 1441 1459 1426 555 517 871 219 196 652 145 76 63 45 624 483 141 474 461 437 411 383 283 134 114 108 100 77 69 149
is_linear=0
shrinkage=0.1


Tree=888
num_leaves=31
num_cat=0
split_feature=0 2 2 3 3 2 3 4 4 2 2 3 3 4 4 2 3 3 3 3 4 3 2 4 3 3 1 3 2 0
split_gain=0.0666718 0.0728597 0.131259 0.123485 0.0656792 0.216836 0.208168 0.166165 0.250169 0.16564 0.138486 0.126239 0.252762 0.332271 0.361866 0.214086 0.162323 0.153773 0.161444 0.140283 0.603404 0.295332 0.201115 0.393329 0.373044 0.127557 0.41478 0.189443 0.416334 0.583872
threshold=113.28087178455002 -0.012769999999999998 -0.046474999999999995 -0.397505 -0.25765499999999997 -0.23557500000000001 -0.25276999999999999 48.919835655300012 39.530201452500002 -0.068524999999999989 -0.13820499999999999 -0.2485 -0.15684499999999998 40.305698932850007 41.289992964000007 -0.156745 -0.23472499999999999 -0.12530999999999998 -0.11050499999999999 1.0000000180025095e-35 42.599563320500003 0.072890000000000024 -0.090694999999999998 38.386256906100009 -0.082159999999999997 0.076580000000000023 72.026481772850005 0.077895000000000006 -0.053019999999999991 90.259604813550013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 3 -2 5 -1 -6 8 10 -10 -7 -8 13 -13 -15 16 -16 -14 -19 20 22 -21 24 -24 -20 26 -23 28 29 -27
right_child=1 -3 -4 -5 6 7 11 -9 9 -11 -12 12 17 14 15 -17 -18 18 19 21 -22 25 23 -25 -26 27 -28 -29 -30 -31
leaf_value=-0.10631710430565058 0.091707914354384079 -0.10186060920387399 0.085909513671614687 -0.057970621909202186 0.051815678532909998 -0.036585665887864563 -0.028103633475783547 0.040383780391000594 -0.08660709174239524 -0.0093111740213715263 0.037787148545189171 -0.040293686735541907 -0.043623228912625163 0.086516330443212594 -1.3548412163134395e-05 -0.020191549600872442 0.062273094358080774 0.046373311041685607 0.069976641767219391 0.043090282624743709 -0.10667466389742326 -0.11580989353001295 0.02030442196539102 -0.053214841521221946 -0.024068164867887525 0.10281747694738393 0.019495040661767042 0.00022544736980095642 0.099620969701461823 -0.10577122762812881
leaf_weight=0.23218102135615515 0.063658901955932379 0.11766107706205176 0.10450871044304222 0.41082009619150028 0.81193126604193722 0.36598561076971237 1.4708010994654603 0.61217446345835913 0.61872635158943079 0.50231075953706661 0.79252526442724025 0.66888349365035438 0.79201680882397241 1.0362499556504192 0.68479758201283436 0.9842843317601363 1.0755294479313304 0.76509707239892932 0.87200075410692079 1.653745718373101 0.63897684106450459 0.38569876641849887 1.3661396224197226 1.5571512837814223 0.8169304063558227 0.22619803994894028 0.54912819219316589 76.430010061931625 0.59085074362519552 0.32992990469210781
leaf_count=52 2 100 7 195 21 38 32 10 27 44 30 36 48 15 29 43 27 40 34 35 78 10 36 40 32 3 33 1732 12 59
internal_value=0.00070367 -0.0301216 -0.015543 -0.0378889 0.000925444 -0.0133386 0.00140097 -0.00587326 -0.0182956 -0.0519726 0.014292 0.000960325 0.0014279 0.0246742 0.0361678 0.0171584 0.0380425 0.000238576 0.000641669 0.000232041 -0.0156021 0.00126925 -0.00298494 -0.0188571 0.0244875 0.000388345 -0.0363302 0.000830815 0.04117 -0.0209304
internal_weight=97.5269 0.696649 0.578988 0.474479 96.8303 3.1239 93.7064 2.89172 2.27955 1.12104 1.15851 92.8944 91.4236 4.44974 3.78086 2.74461 1.76033 86.9739 86.1819 85.4168 5.2512 80.1656 4.61222 2.92329 1.68893 78.5118 0.934827 77.577 1.14698 0.556128
internal_count=2900 304 204 197 2596 201 2395 149 139 71 68 2374 2342 150 114 99 56 2192 2144 2104 220 1884 142 76 66 1849 43 1806 74 62
is_linear=0
shrinkage=0.1


Tree=889
num_leaves=31
num_cat=0
split_feature=4 0 0 1 4 1 0 1 0 0 4 4 1 4 1 0 1 4 1 2 1 1 0 3 3 3 2 4 0 4
split_gain=0.0628974 0.183077 0.22033 0.18403 0.102813 0.180621 0.359034 0.428098 0.428037 0.188063 0.322845 0.105503 0.302306 0.33537 0.179929 0.143927 0.19533 0.11004 0.13925 0.12781 0.0872358 1.06102 0.295075 0.247974 0.193988 0.138689 0.252879 0.110372 0.363407 0.164726
threshold=32.785955158400007 94.157869102700019 92.851278451300018 59.124571204850007 35.461062230100005 61.767325547050007 89.528344202050008 65.727424373200009 92.031298721500022 98.327667663000014 33.151194885250007 37.020641110850008 69.64719632740001 36.625813070500008 71.381251821550009 95.141844778450022 82.987325570650015 37.360990606650006 54.884872733100003 0.18145000000000003 58.549241164900003 61.409760615700009 76.591483678350016 -0.27223499999999995 -0.54481999999999997 -0.15684499999999998 -0.23361999999999997 37.858673296900008 92.031298721500022 38.052786106700005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 -2 -7 -8 -9 -10 -11 12 13 -6 -14 -16 -17 19 -19 -13 22 -22 25 24 -23 26 -20 28 -25 -29
right_child=4 -3 -4 -5 11 6 7 8 9 10 -12 17 14 -15 15 16 -18 18 20 -21 21 23 -24 27 -26 -27 -28 29 -30 -31
leaf_value=0.050578423972793309 0.081247329114316091 -0.10744982942918441 0.052980619748210347 -0.10630624439252348 0.026461772292197774 -0.048134302985260523 0.1033028041888114 -0.094592863656692866 0.051309094927878329 0.089629187009648573 -0.10279125236759178 0.0044961580001729538 -0.1071651042133282 -0.036935634698584213 0.071710312557237449 -0.10341818611586462 0.056761881535811111 -0.10240922911101361 -0.027800682161599623 0.079203581539737444 -0.11151107967360818 0.0089006901062584735 0.052023429873475018 0.076451237691944438 -0.10658130720285473 -0.040918095685142056 0.049651873863589116 -0.041447931260356979 -0.015608191040766623 0.0016659692353927292
leaf_weight=0.10811451507470238 0.3961777295917267 0.20980925624947133 0.36638292297720909 0.2424312154562358 1.9326606940012419 0.80219679162110002 0.58701547235250506 0.34832745883613814 1.0297421708237378 0.13851833899434485 0.2353338054022629 0.56335588737556364 0.48632621552678745 1.4683757274469824 0.12445030972594395 0.24334566946708946 0.1107892321229258 0.13095649279330146 0.85209652807316161 0.38584571704268456 0.84303752877894922 0.23671282001851068 1.4050524377962572 0.79409532621502765 0.37733434072288119 0.76074979062832371 0.83426460227929078 0.89622330098609282 0.93215136935737064 79.149151106349677
leaf_count=26 12 104 5 33 38 26 9 9 18 7 63 42 27 17 7 43 24 91 30 6 51 17 28 11 40 42 11 23 51 1989
internal_value=0.000637841 -0.0252892 -0.00124489 -0.0579202 0.00088796 0.0176197 0.00959464 0.0293942 0.0046297 0.0292536 -0.0314963 0.000248304 -0.0149256 -0.000909653 -0.0643278 -0.0207975 -0.0533067 0.000999753 0.000631175 0.0348644 0.000786132 0.000105203 0.0154981 0.00124735 -0.0620634 -0.0054736 0.0105161 0.00172277 0.0267403 0.00118325
internal_weight=96.991 0.926738 0.716929 0.350546 96.0643 3.53731 3.14113 2.33894 1.75192 1.40359 0.373852 92.527 4.36595 3.40104 0.964911 0.478585 0.354135 88.161 87.2118 0.949202 87.0809 83.2287 3.85216 82.3857 0.614047 2.44711 1.68636 81.7716 1.72625 80.0454
internal_count=2900 168 64 59 2732 144 132 106 97 88 70 2588 156 55 101 74 67 2432 2384 48 2293 2182 111 2131 57 83 41 2074 62 2012
is_linear=0
shrinkage=0.1


Tree=890
num_leaves=31
num_cat=0
split_feature=0 1 2 3 2 0 3 3 4 2 1 1 1 0 3 1 4 4 3 3 4 0 2 0 0 0 3 0 2 4
split_gain=0.187056 0.548423 0.386156 0.310898 0.292791 0.27732 0.718466 0.46196 0.275892 0.454916 0.2908 0.273025 0.724935 0.427832 0.691056 0.539642 0.428014 0.411617 0.346601 0.545386 0.312681 0.759376 0.62987 0.532676 0.463636 0.424122 0.599261 0.537664 0.716094 0.58157
threshold=98.201310130900012 75.645146416450004 -0.61225999999999992 0.09495000000000002 -0.59967499999999996 97.32487278035002 0.092425000000000021 0.10500500000000003 38.386256906100009 0.11529000000000002 88.16529592995002 71.225321249950014 71.52105164435001 96.055920542800024 -0.21013499999999999 72.953999827850012 39.995120105550008 45.673096293200011 0.43162500000000009 0.12746000000000005 41.792045663550006 94.30842275800002 -0.0023999999999999998 90.337570099350003 94.614906984850009 85.253695774650012 0.085765000000000022 85.716110573100011 -0.089514999999999997 43.162556114600001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 3 -3 -2 -4 11 -7 -8 9 10 -6 18 -13 14 -14 -15 -17 -16 19 20 24 22 23 25 -1 26 -22 28 -27 -29
right_child=1 2 4 -5 8 6 7 -9 -10 -11 -12 12 13 15 17 16 -18 -19 -20 -21 21 -23 -24 -25 -26 27 -28 29 -30 -31
leaf_value=0.00019346835895989555 -0.0021033961378336113 -0.0020832496016597447 0.0014884590181706411 -0.0002666364608610576 -0.0020987772832708981 0.0010629839163252969 -0.0011624112042702278 0.00071892491090465348 7.5151329736773353e-05 0.00033191103788739309 0.0014165719600348469 -0.0016496711909730849 0.0007618870385896311 0.0011620728838467901 -0.0021055522442058831 0.00059104282105405695 -0.00089665133658081231 -0.00017847810430608485 0.0010533000388680842 -0.00074364973053125179 8.144221233585674e-05 -0.0014240948977427017 -0.001273596170829429 0.00080011265694907908 0.0010860238044116501 -0.0021677984934095362 0.0014695154009740257 -0.0001951580177422665 -0.000251284971179596 0.00050438086090731583
leaf_weight=43.934250031743431 0.78019674537790951 0.33737592148623008 0.51682217322377866 0.6490443111397326 0.80688869443929323 3.5917791097890577 1.2176308399066331 0.85356565163237963 14.887950570190695 0.78680995893637373 0.10189792041944656 1.2151225862908157 0.89420530089410033 1.8530365284532306 1.0860874878308093 1.4244481544010343 1.5553696999559177 0.70131740542274212 1.5007948753845983 2.8301041515951502 3.9470954629214203 1.3913315235404287 1.3253721855508107 3.7618460532976306 2.3575840174453324 1.0302244062768298 1.7154902226175179 14.199407459003853 2.7513700390118201 6.7370688518276429
leaf_count=657 67 31 19 25 128 44 26 20 650 63 80 68 26 19 81 20 29 50 18 54 131 54 117 72 29 37 30 142 49 64
internal_value=7.774e-05 -0.000101597 -5.88972e-06 -0.00126929 3.50948e-05 0.000110953 0.000532629 -0.000387089 -1.01989e-05 -0.000759605 -0.00170462 8.61332e-05 -0.000244525 -1.73068e-05 -0.000645396 0.000331202 -0.000185486 -0.00134943 0.000119129 0.000102823 0.000131633 -3.116e-06 5.26261e-05 0.000104108 0.000238925 1.79266e-05 0.000501961 -9.29594e-05 -0.000773403 2.99439e-05
internal_weight=120.741 18.867 17.4377 1.42924 17.1004 101.875 5.66298 2.0712 16.5835 1.6956 0.908787 96.2115 8.72959 7.51446 2.68161 4.83285 2.97982 1.7874 87.4819 85.9811 83.151 36.8592 35.4679 34.1425 46.2918 30.3807 5.66259 24.7181 3.78159 20.9365
internal_count=2900 1063 971 92 940 1837 90 46 921 271 208 1747 293 225 157 68 49 131 1454 1436 1382 696 642 525 686 453 161 292 86 206
is_linear=0
shrinkage=0.00196078


Tree=891
num_leaves=31
num_cat=0
split_feature=2 2 3 3 4 0 0 2 2 1 0 2 4 3 3 4 2 2 3 4 4 4 1 1 1 2 1 1 4 0
split_gain=0.0578636 0.333227 0.307645 0.479679 0.373226 0.303434 0.25949 0.187131 0.18128 0.168083 0.348848 0.357609 0.501126 0.105401 0.444583 0.357131 0.0936215 0.305939 0.261558 0.215132 0.388496 0.381937 0.188671 0.326863 0.139307 0.12582 0.110432 0.606671 0.773696 0.469709
threshold=0.15675000000000003 0.20327000000000003 0.091545000000000029 0.080515000000000017 37.064694648750013 88.232507383150008 100.53758024625002 0.23643500000000003 0.12812000000000004 68.214248143850014 94.109476856350014 0.68694500000000025 42.564639561200003 0.12746000000000005 0.23821500000000004 40.259171735100004 -0.58350999999999986 -0.50001499999999999 0.10790500000000001 40.580626202750004 41.558544840500012 39.268993001500007 64.321360770950022 72.496961945650014 77.285105876000003 -0.60414999999999985 58.549241164900003 61.614083433650009 38.052786106700005 76.591483678350016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 5 3 9 -4 -2 -6 -5 13 -3 -11 12 -12 16 -15 -16 18 22 19 21 -21 24 -18 -24 -1 -22 29 28 -28 -19
right_child=1 2 4 7 6 -7 -8 -9 -10 10 11 -13 -14 14 15 -17 17 26 -20 20 25 -23 23 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0560258013421863 -0.079616727560311865 -0.031128696940986456 -0.036909931029966987 -0.023430693706859546 0.094095414900274857 -0.0022233472392983182 0.013176257460294835 -0.10999603393407933 0.052117799961892246 0.10335814597245563 -0.10916396353456409 0.065172379775281564 0.07744416407645599 -0.08661346974314385 -0.039426400007707488 0.034081014074705998 -0.11973394051411235 -0.0043681212041082234 0.076384299287109436 -0.084445537591502917 0.056994975887146554 0.081083006885701719 0.015763220621787727 -0.10418583633817805 0.032890856006238485 -0.014196193194085964 0.04435994094561313 0.002077682724579635 -0.11369723256837544 0.070207140860670134
leaf_weight=0.4306019033429036 1.0531919235945673 0.65487901750020761 0.54757787561050042 0.44997732341289498 0.90502487000048837 0.97609998913674179 0.70500100637764263 0.5611319388863194 0.69774613260960805 0.45219353213906277 0.44257082655894897 0.47902889132456039 0.21324939158512279 0.7114760888880477 1.1652394259382677 1.5271974288480121 0.28297556983306893 2.8406967428745693 0.62093691763584491 0.59322503366456647 0.44883153452246904 0.77865482951165177 0.63528319069882855 0.35364817570257401 0.29823860703766059 0.55551719119830512 0.45321175121352897 74.799486321891777 0.97804196725337533 1.2019264461705459
leaf_count=17 26 21 29 10 31 29 22 45 22 6 54 18 6 30 36 39 12 202 15 23 19 15 27 57 37 27 28 1936 44 17
internal_value=0.000640388 -0.00783296 0.00512792 -0.0142918 0.0344071 -0.0423901 0.0586624 -0.0714716 0.00134576 0.0114964 0.0290852 -0.000509682 -0.0484856 0.000946256 -0.0163095 0.0022683 0.00163508 0.000926797 0.0171362 0.00528809 -0.0202809 0.032385 -0.0477337 -0.0271313 -0.0196415 0.0176183 0.00169781 0.000843667 -0.0636478 0.0178041
internal_weight=96.8129 7.43993 5.41063 3.25303 2.1576 2.02929 1.61003 1.01111 89.3729 2.24192 1.58704 1.13485 0.65582 88.6752 3.40391 2.69244 85.2713 81.5453 3.72601 3.10507 1.59757 1.5075 1.27191 0.988931 0.728841 1.00435 80.2734 76.2307 1.43125 4.04262
internal_count=2900 297 242 160 82 55 53 55 2603 105 84 78 60 2581 105 75 2476 2323 153 138 69 69 96 84 54 46 2227 2008 72 219
is_linear=0
shrinkage=0.1


Tree=892
num_leaves=31
num_cat=0
split_feature=4 4 2 0 2 2 2 1 0 2 2 0 0 2 2 0 0 2 2 1 0 2 0 4 3 2 4 2 2 3
split_gain=0.0587608 0.312679 0.236182 0.591241 0.587259 0.549663 0.829356 0.447795 0.397813 0.670287 0.500453 0.574695 0.439858 0.427279 0.343329 0.307347 0.295649 0.273079 0.270325 0.689928 1.32208 0.529168 0.396574 0.584409 0.336241 0.866585 0.473416 0.391713 0.494628 0.354122
threshold=42.178283198950005 42.233786329550007 -0.073724999999999999 86.866770652900016 -0.012769999999999998 -0.081474999999999992 -0.082314999999999985 62.116825104000007 87.735142629050017 -0.053019999999999991 -0.022239999999999999 90.337570099350003 91.144107538500023 0.049235000000000008 0.090855000000000033 105.70748523110002 85.737618238150006 0.0023400000000000005 -0.088099999999999998 62.009286778800011 87.735142629050017 -0.096499999999999989 85.613949164150014 43.19689381845 0.096845000000000028 -0.58180999999999994 42.564639561200003 -0.098345000000000002 -0.10282499999999999 0.085765000000000022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 5 4 -4 6 18 -7 -5 -10 -11 -12 -13 -14 -15 -16 17 -6 21 -20 -21 24 -23 -24 26 -26 -3 28 29 -28
right_child=1 2 3 8 16 7 -8 -9 9 10 11 12 13 14 15 -17 -18 -19 19 20 -22 22 23 -25 25 -27 27 -29 -30 -31
leaf_value=0.0024336863570304308 -0.074355108521714605 0.065276743962409844 -0.11566917674720251 0.065617560451838086 0.10541892393456231 0.089188381832994518 -0.11493271755051156 0.00790446758043741 -0.12826710675719349 0.055223306978911237 -0.13227840759142648 0.10310835146933167 -0.10508030046790483 0.072309900964527662 -0.079015842297101013 0.025300806759080915 -0.10539213324577711 -0.033353531226880576 0.054000823277482873 -0.087113237260966536 0.037702106483714741 0.038137745982986179 -0.10432738133477751 -0.012950800724361659 0.045556699656811583 -0.11917157400309508 -0.0091515111287205943 0.066040164773288931 -0.09205330039323241 0.035620299341182923
leaf_weight=61.467880986304394 0.59871094160371185 1.2979470881946387 1.0467305192723868 0.7709043449431191 0.28484114607272104 1.2570004591252684 0.63312168850097705 1.4707543003605676 0.44748804187110991 1.1883603085734642 0.4055732805818496 0.33282078479169319 0.46607748571386798 0.50185672144289117 0.56739006485804544 0.5623805941795581 0.19876772604766302 0.28237585839087842 2.964264031383208 1.3974683477135843 2.1608634544463712 0.52890907117398578 1.3305041349376554 1.4767923347535541 0.57782152266008779 0.71394658287954438 7.4277886999079801 0.86720568132295106 0.59997666723711596 2.3179166158363387
leaf_count=1668 22 25 49 5 5 13 18 28 16 29 23 8 51 18 54 49 11 68 23 26 32 15 39 42 14 34 431 8 22 54
internal_value=0.000576841 -0.00271461 -0.00145597 -0.0177483 -0.0669789 0.00279798 -0.00198101 0.0453616 -0.000726781 -0.0121637 0.000746119 -0.0220805 -0.00369215 -0.0206371 0.00348431 -0.0270888 -0.00044275 0.0363343 0.00104131 0.0183675 -0.0113168 -0.0055526 -0.0412931 -0.0562583 0.00308617 -0.0454869 0.00810144 0.00148311 -0.00392825 0.00149701
internal_weight=96.1444 34.6766 34.0778 7.05557 1.81272 27.0223 24.2945 2.72775 5.24285 4.47195 4.02446 2.8361 2.43053 2.0977 1.63163 1.12977 0.765985 0.567217 23.6614 6.5226 3.55833 17.1388 3.33621 2.8073 13.8026 1.29177 12.5108 11.2129 10.3457 9.74571
internal_count=2900 1232 1210 386 133 824 783 41 253 248 232 203 180 172 121 103 84 73 765 81 58 684 96 81 588 48 540 515 507 485
is_linear=0
shrinkage=0.1


Tree=893
num_leaves=31
num_cat=0
split_feature=1 3 3 0 3 1 4 0 2 1 3 1 1 4 1 2 3 0 0 3 3 1 0 0 3 3 0 3 0 0
split_gain=0.218149 0.58897 0.388913 0.381483 0.515426 0.370442 0.816993 0.44547 0.631785 0.373423 1.2139 0.792136 0.661526 0.778104 0.442828 0.440202 0.364182 0.428436 0.353515 0.343909 1.2687 0.836589 0.727662 0.660423 0.659588 1.24841 0.714162 0.702481 0.642455 0.66477
threshold=69.873026810350026 0.25847000000000003 0.21240500000000004 87.181320254150009 0.12064000000000002 64.434276012450013 41.495754733000005 89.057864029250013 -0.078219999999999998 66.318885161900013 0.090640000000000012 66.697957758300021 68.214248143850014 37.797539186950011 67.316303128300021 -0.10098 0.43162500000000009 85.775256651950016 92.031298721500022 0.091975000000000015 0.088105000000000017 61.923256118600001 86.780739992750014 85.775256651950016 0.085765000000000022 0.084365000000000009 86.036037090600004 0.082055000000000017 86.530713386650021 86.135510041400025
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 18 4 19 6 -5 8 -8 10 -7 -11 13 -13 -15 -14 17 -6 -2 20 22 -22 24 -23 25 27 -26 -1 29 -21
right_child=1 -3 -4 5 16 9 7 -9 -10 11 -12 12 15 14 -16 -17 -18 -19 -20 28 21 23 -24 -25 26 -27 -28 -29 -30 -31
leaf_value=-5.7202223051309125e-05 -0.0020770294320276569 -0.0021347840548696356 0.0015714263805286567 0.001247856217221456 -0.00027025858276433348 -0.0013200214442380333 -0.0008695729996133695 0.00074941510793870205 0.00051960361827396034 0.0012504740469394737 0.0004639298347614084 0.00074502358813051525 0.00098985733109307615 -0.00224925904267939 -0.00041108174192549407 -7.8983844376632944e-05 0.00027714336085791341 -0.0020876703155697268 -2.5378131644334827e-05 0.00035166979327112911 0.00029257523195954169 -0.0003942067968672918 -0.0010735238148925209 -0.0023674731618215077 8.5805488500943929e-05 -0.0020698130972374158 0.0014915125873416941 0.00089934219082239458 0.0011229040710309564 -0.00065113909908011565
leaf_weight=13.927863538274339 0.325786301993502 0.5124808974072711 0.58236519866568315 4.3750156126916435 0.93653083743993182 2.4983482382958782 2.4884412549436083 3.4285893747583032 2.5469422359019509 2.7363777775317422 3.5506332032382488 0.9609915846958742 2.7925205366918817 1.0870942164037845 0.93919048586394627 3.1554015949368477 0.87685699388384808 1.0667304632952435 36.378617498398967 11.269601476466052 1.2092145018395957 1.0197529505821878 1.8596733077429224 1.8086739822756497 2.7650932169635771 1.035292007611132 2.7931563388556242 3.7455956935882559 2.9938463903963557 3.2815963663160792
leaf_count=402 56 38 15 51 23 49 22 28 22 33 34 11 41 37 30 36 9 32 1490 155 28 30 20 32 45 22 14 37 21 37
internal_value=7.59761e-05 -4.70586e-05 -1.83643e-05 0.000133286 2.87971e-05 0.00030626 0.000559884 0.000204272 -0.000166915 0.000122504 -0.000272877 0.000327416 4.47323e-05 -0.000708096 -0.00139726 0.000422832 -0.000776729 -0.00123802 -4.35885e-05 7.74251e-05 -4.95388e-05 -0.00107246 0.000108544 -0.00165604 0.00019913 2.29308e-05 0.000792208 0.000145521 0.000295708 0.000125516
internal_weight=118.948 37.7992 37.2868 81.149 50.5895 30.5595 12.839 8.46397 5.03538 17.7206 6.04898 11.6716 8.9352 2.98728 2.02628 5.94792 2.88012 2.00326 36.7044 47.7094 30.1643 4.03764 26.1267 2.82843 24.267 18.7088 5.55825 17.6735 17.545 14.5512
internal_count=2900 1599 1561 1301 907 394 123 72 44 271 83 188 155 78 67 77 64 55 1546 843 630 90 540 62 520 461 59 439 213 192
is_linear=0
shrinkage=0.00196078


Tree=894
num_leaves=31
num_cat=0
split_feature=0 3 0 1 3 4 1 3 0 3 0 3 3 3 3 0 0 0 3 2 0 2 2 2 0 4 4 0 0 2
split_gain=0.195832 0.867724 0.771793 0.594547 0.897878 0.375466 0.875637 0.638613 0.58853 0.367345 0.316705 0.269166 1.37333 0.734896 1.04029 0.868462 0.606414 0.714612 0.581617 0.611772 0.730591 0.644752 0.643985 0.591916 0.636838 0.569745 0.54039 1.32424 0.488295 1.03212
threshold=90.837623311600012 0.25847000000000003 90.337570099350003 67.649671936450019 0.084795000000000023 38.592454371550012 65.111767461350013 0.087205000000000019 86.458125017100016 0.21240500000000004 85.509099297050014 0.083415000000000031 0.085765000000000022 0.08784500000000002 0.090390000000000012 86.530713386650021 87.29692395375001 86.420486603250012 0.082775000000000029 -0.065399999999999986 86.345209775600011 -0.077279999999999988 -0.083135000000000001 -0.048664999999999993 85.872041144650012 41.468518788800004 39.530201452500002 85.839779647100016 86.135510041400025 -0.063985
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 5 4 -2 7 11 -1 -8 -5 -9 18 -13 -14 16 28 17 -15 19 21 23 22 26 -21 -25 -17 -7 -28 -16 -30
right_child=1 -3 -4 9 -6 6 8 10 -10 -11 -12 12 13 14 15 25 -18 -19 -20 20 -22 -23 -24 24 -26 -27 27 -29 29 -31
leaf_value=-0.0003185884483379318 0.00038761445975445184 -0.002182794340010335 0.0011058816710063698 5.1177371074364102e-05 -0.0017684756819346633 0.0013879038968981593 0.00031059841893189453 0.00013453843512296093 -0.0020754025415937413 0.0015539243780673772 0.0010758247308338138 -0.0012283202943283288 0.0006979417247416083 -0.00068397347455909064 6.1286079732578635e-05 0.0012698742221147095 0.00020927406701599685 -0.0026467679908688071 0.0013122554993280297 0.0020630013135847784 0.00204906263811228 -0.0011657492905405326 0.0013170906592392124 0.00067155520189367854 -0.001755804820218925 0.0002219896545390749 0.00019075878381101568 -0.0017742310855173506 -0.0017851244095924109 0.00021136436325923947
leaf_weight=2.8075592769091582 1.3184061341453337 0.70125712370156534 3.0751694583159397 42.872890991916734 1.7002051062008829 0.88011056208051552 0.58901776451966625 1.9503002228666444 1.2220855247906 0.63466331095992146 4.652907881885767 3.233463189797475 6.5807162504352155 2.0480882437987051 12.382789150549803 3.3647011555731279 1.3368560094386337 1.0941265076398847 1.901835755445062 0.50361733138561282 1.2995622940361498 1.7036627419292933 1.5147222719970148 0.98076134575967555 0.72105895169079304 4.8999439645558596 6.1152053221740061 1.6810540969017891 1.8783355737105014 2.1181760542094699
leaf_count=121 34 40 46 1594 50 9 16 42 54 15 40 43 59 49 181 32 10 14 16 4 19 16 13 95 9 39 153 32 26 29
internal_value=7.98026e-05 -1.79154e-05 0.00014523 1.47144e-05 -0.000826784 0.000101439 4.25408e-05 0.000464749 -0.00129941 7.30986e-05 0.00079781 8.57569e-05 -4.66697e-06 0.000106152 -2.75709e-05 0.000130418 -0.000896831 -0.00136742 0.000289256 0.000162917 0.000882866 -4.92282e-05 0.000137423 0.00019568 -0.000356914 0.000648604 -6.85241e-05 -0.000232939 -0.000131047 -0.000726973
internal_weight=117.763 47.2274 70.5358 46.5262 3.01861 67.4607 58.0499 9.41077 1.8111 43.5076 6.60321 56.2388 38.9372 35.7037 29.123 24.6439 4.47907 3.14221 17.3016 15.3998 3.505 11.8948 10.1911 2.20544 1.70182 8.26465 8.67637 7.79626 16.3793 3.99651
internal_count=2900 1733 1167 1693 84 1121 918 203 70 1609 82 848 482 439 380 307 73 63 366 350 127 223 207 108 104 71 194 185 236 55
is_linear=0
shrinkage=0.00196078


Tree=895
num_leaves=31
num_cat=0
split_feature=2 4 2 2 1 1 2 1 2 0 3 3 2 0 1 0 2 2 0 4 3 0 1 3 4 0 3 3 3 2
split_gain=0.0639823 0.17539 0.0830009 0.262753 0.174712 0.296719 0.136251 0.402852 0.368025 0.123245 0.118291 0.393926 0.312639 0.351347 0.469608 0.39029 0.541087 0.260989 0.184467 0.274607 0.152075 0.432269 0.594166 0.453274 0.616956 0.429877 0.400635 0.506512 0.334552 0.521489
threshold=-0.62958999999999998 40.580626202750004 -0.58350999999999986 -0.50001499999999999 64.321360770950022 72.496961945650014 -0.26138499999999998 62.305017173150013 -0.25089499999999998 94.88644125605002 0.10500500000000003 0.10661000000000002 0.20327000000000003 91.144107538500023 70.085415002650009 86.345209775600011 -0.058529999999999992 -0.044409999999999998 99.744485097750015 37.797539186950011 0.093295000000000031 97.483491810050012 78.677727187550019 0.09495000000000002 42.207998345450008 85.807518149550006 0.097615000000000021 0.10236000000000002 0.092290000000000025 -0.08756499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -2 4 -4 -6 7 -5 9 -8 20 -12 13 15 -15 16 -13 -17 -16 -20 28 23 -23 -22 26 -26 -25 -28 -10 -30
right_child=2 -3 3 6 5 -7 8 -9 10 -11 11 12 -14 14 18 17 -18 -19 19 -21 21 22 -24 24 25 -27 27 -29 29 -31
leaf_value=0.020408114490216508 0.018007767884028039 -0.052592550776055839 -0.1179188783782138 0.079699074873973735 0.013894031335199461 -0.10382943333030499 -0.10810503932467082 -0.018428853550072205 0.0012701632284392794 -0.010640800919646519 -0.061313960106292212 0.0090715883335587832 0.059908989694999339 -0.12518894157694815 0.0024003718713615611 -0.0022646109486640048 -0.076530205199524054 0.051264258026712306 0.034870370189560101 -0.11604220956402321 0.049803053211436882 -0.11202062610640828 0.015969054538213994 -0.022212537320918921 0.016153084278078021 -0.071875234593821336 0.048190089110577837 -0.0042091149123015545 0.025332285323717903 -0.098607742270566359
leaf_weight=0.57958262738702504 2.769197477535271 0.76159061900398228 0.26260159286903106 0.81482335596228839 0.63427804986713454 0.32319646686289616 0.4122057008498804 0.8598665513824244 58.724467512108333 0.18933337821999885 1.2546685061531651 2.1289484568405879 0.75691396098227492 0.50735744740814004 1.3807772423133426 1.6706780660897496 1.1305377834069061 2.0027254121378064 0.17989326746240397 0.36567597304474475 3.1299089577732984 0.65299391048028954 0.81590936859799967 1.9624798174481819 0.88974873546976541 1.4734219666715942 4.8629973321585567 2.9722901964560151 0.57306216660606424 0.83290328095608746
leaf_count=28 121 21 12 19 27 57 29 41 1831 32 29 42 25 10 55 20 38 28 26 28 48 28 75 39 14 31 64 34 19 29
internal_value=0.000642844 -0.0210456 0.000950543 0.000435805 -0.0456613 -0.0258436 0.00105696 0.0293155 0.000524446 -0.0774283 0.00105569 -0.0084607 -0.00191027 -0.00690588 -0.0395948 0.00456916 -0.020619 0.0269191 -0.0170512 -0.0662811 0.00246392 0.0108877 -0.0409281 0.0158653 0.00713066 -0.038732 0.0181925 0.0283126 0.000116013 -0.0480906
internal_weight=95.875 1.34117 94.5339 91.7647 1.22008 0.957475 90.5446 1.67469 88.8699 0.601539 88.2684 11.3782 10.1235 9.36659 2.4337 6.93289 3.25949 3.6734 1.92635 0.545569 76.8902 16.7598 1.4689 15.2908 12.1609 2.36317 9.79777 7.83529 60.1304 1.40597
internal_count=2900 49 2851 2730 96 84 2634 60 2574 61 2513 301 272 247 119 128 80 48 109 54 2212 333 103 230 182 45 137 98 1879 48
is_linear=0
shrinkage=0.1


Tree=896
num_leaves=31
num_cat=0
split_feature=4 2 2 4 4 1 0 3 0 3 4 4 4 3 4 2 0 3 4 1 2 4 2 2 2 2 0 3 1 0
split_gain=0.0659514 0.168763 0.227703 0.147665 0.0957443 0.15529 0.501444 0.208472 0.275975 0.14323 0.199159 0.09663 0.325281 0.253017 0.204406 0.64683 0.187763 0.0892908 0.0905258 0.335785 0.285548 0.137005 0.123492 0.30392 0.202661 0.158937 0.146859 0.377087 0.142119 0.630805
threshold=32.785955158400007 -0.10710499999999999 -0.055714999999999994 30.509590007400003 35.461062230100005 61.767325547050007 89.219171517050015 0.10575500000000003 90.337570099350003 0.094415000000000013 34.176526048000007 36.372781240150012 36.514114975300011 0.091250000000000012 37.020641110850008 -0.081169999999999992 90.662873533100012 0.43644500000000008 37.858673296900008 67.649671936450019 -0.033594999999999993 38.052786106700005 0.22542000000000004 0.20327000000000003 0.68694500000000025 0.18145000000000003 88.028184565250015 0.082055000000000017 61.82916008405001 84.280473931450004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 -4 5 -2 -7 8 -8 10 -10 13 -13 16 15 -14 -6 18 19 -16 -21 -20 23 25 26 28 -24 -28 29 -23
right_child=4 2 3 -5 11 6 7 -9 9 -11 -12 12 14 -15 17 -17 -18 -19 21 20 -22 22 24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.10524952329113467 0.07889086366152627 0.051652164257880301 0.028604014490853237 -0.11449372328778398 -0.042384000408263116 -0.094523594703692745 0.092132406756202045 -0.022675110724686778 0.041725067421052572 0.062943690879808153 -0.055628152656329137 0.075559086933731756 -0.10323731233181901 -0.074491041135290634 0.05565465589969102 0.014607814328918323 0.039726810428372998 -0.032304981663393732 -0.038108199244585819 -0.07741242419668723 0.016646402371215337 0.0071257885635234988 0.023292686238607516 0.063897257248010583 0.019453737319783903 -0.043445488619899907 -0.0077931275465744389 -0.1098414955852193 0.0028646379650910632 -0.062664275981019604
leaf_weight=0.20850837993151572 0.36570599896367584 0.36305819436257991 0.11100236952881815 0.20582957648093725 0.48325022461358347 0.39908029762591501 0.70751552795991335 0.66213413346008554 0.39922350075016744 0.4033069016936679 0.44366317689352286 0.57626553003501513 0.7686440475261519 0.61861320814568888 1.3156308925244951 1.1820130978958321 0.65725493411082425 0.80209329232456994 0.90348962887037387 0.47767866598735509 0.99520125366143453 4.5516818166388466 0.30753444179572342 0.77926590386778016 0.86578553087747412 0.79155660234573488 0.82287426739640046 0.64665911712654633 71.55309313096086 1.810172884375788
leaf_count=86 12 24 37 21 19 22 12 18 25 18 37 12 34 37 32 26 28 20 24 65 22 235 14 16 36 17 39 50 1833 29
internal_value=0.000572519 -0.0265464 -0.00240971 -0.0643593 0.000828034 0.0173526 0.00988805 0.0258174 0.042252 0.0139329 -0.00951793 0.000213535 0.000671509 -0.0229959 0.000184284 -0.0318283 0.00493515 0.000905176 0.00121556 0.0189382 -0.0138584 0.000620377 0.00104643 0.0017535 -0.0202193 0.00113822 -0.039548 -0.0526989 0.00159116 -0.012732
internal_weight=95.1778 0.888399 0.67989 0.316832 94.2894 3.38063 3.01492 2.61584 1.95371 1.24619 0.842887 90.9088 89.1496 1.75912 88.5734 1.95066 1.14051 86.6227 85.8206 2.78851 1.47288 83.0321 82.1286 79.4858 2.64285 78.7065 1.77707 1.46953 77.9149 6.36185
internal_count=2900 168 82 58 2732 144 132 110 92 80 62 2588 2504 84 2492 60 47 2432 2412 119 87 2293 2269 2130 139 2114 103 89 2097 264
is_linear=0
shrinkage=0.1


Tree=897
num_leaves=31
num_cat=0
split_feature=4 3 2 0 1 2 1 3 3 1 2 3 3 4 2 2 4 4 4 1 3 4 4 4 3 2 3 2 2 4
split_gain=0.16329 0.221869 0.206642 0.187581 0.485663 1.09725 1.08721 1.45436 0.72114 0.638613 0.540614 0.483532 0.407856 0.401721 0.256341 1.0373 0.63337 0.790691 0.611414 0.461904 0.401442 0.429092 1.09112 0.991758 0.930135 1.05098 0.559094 1.09847 0.604563 0.433026
threshold=49.275256100300005 -0.25095999999999996 -0.15726999999999999 86.530713386650021 64.434276012450013 -0.068524999999999989 62.55235532115001 0.090390000000000012 0.08079500000000002 64.84561010645001 -0.022239999999999999 0.12064000000000002 0.25847000000000003 41.495754733000005 -0.053019999999999991 -0.042409999999999996 41.028010303750008 41.134354310300004 40.166811829450005 61.82916008405001 0.10790500000000001 41.169697216150006 40.580626202750004 42.102795028150005 0.087725000000000011 -0.09715 0.082055000000000017 -0.087910000000000002 -0.088099999999999998 40.380906245900007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 11 5 6 7 8 -5 -6 -7 14 -13 -12 20 -16 18 -18 19 -17 21 22 29 -23 26 -26 27 -25 -28 -1
right_child=1 2 -4 4 9 10 -8 -9 -10 -11 13 12 -14 -15 15 16 17 -19 -20 -21 -22 23 -24 24 25 -27 28 -29 -30 -31
leaf_value=-0.00027273658253699996 -0.0021143162758064968 0.00010835333026816056 -0.0013982848205382798 4.0338724417768081e-05 -0.0016266368128228694 0.0015535549497732771 0.0011230012393255563 0.00060980764032871244 -0.0014400974520621421 7.8439071083774147e-05 0.0010890260887314383 -0.0019008322955291253 -0.00021679413024571856 -0.00023027675187802131 -0.0024618335020496038 0.00065348443723269728 -0.0035221918150035833 -0.00037878460774257459 0.0012287321229477483 -0.00097750634013726943 0.00095731513009208503 0.00079431356541234102 -0.0023851055067776886 8.8309072299372229e-05 0.00035968776733691252 -0.0019838736675151097 -0.00022922053504468757 -0.0024324422559012615 0.0011073481493052266 0.0012393745747949559
leaf_weight=5.2406836730770072 0.26749625086085904 1.6225786817958583 0.44625214568804827 1.9643450924195365 0.85891302768140931 3.6385992830619216 2.8786390107125035 4.2822850234806538 3.5533940531313419 50.39710762391735 1.9208917277865105 0.91907276981510166 1.3878794829361139 1.6491892598569391 0.75020875944755872 1.2775125799234941 0.34100770950317416 3.1456521766976948 2.0274998919339851 1.3982880580006165 2.0658730687573543 7.149476817809048 0.89168796583544452 4.3179879105591707 1.2178473430685701 1.8583031825255591 2.0962447274941951 0.78556139476131193 3.4302639663219452 0.84561335970647622
leaf_count=155 15 78 126 16 13 34 24 29 38 1655 30 33 25 16 13 21 5 165 21 24 23 60 18 121 20 46 28 17 22 9
internal_value=7.91572e-05 -0.000433906 -0.000216632 8.98321e-05 0.000150779 0.000410864 6.35785e-05 -0.000247614 -0.000913054 4.98666e-05 0.00102167 -1.55469e-05 -0.000887703 0.000479578 3.62563e-05 -0.000255057 -5.29143e-05 -0.000686221 0.00041657 -0.000198819 0.000123361 6.14632e-05 -0.000359425 0.000202286 -0.000106529 -0.00105606 0.000168247 -0.000299696 0.000600378 -6.2648e-05
internal_weight=114.626 2.33633 2.06883 112.29 71.1434 19.8873 12.6787 9.80002 5.51774 51.256 7.20868 41.1467 2.30695 3.57008 38.8397 8.94017 8.18996 3.48666 4.7033 2.6758 29.8995 27.8337 6.97798 20.8557 13.7062 3.07615 10.6301 5.10355 5.52651 6.0863
internal_count=2900 219 204 2681 1855 187 107 83 54 1668 80 826 58 46 768 249 236 170 66 45 519 496 182 314 254 66 188 138 50 164
is_linear=0
shrinkage=0.00196078


Tree=898
num_leaves=31
num_cat=0
split_feature=0 2 2 3 3 3 3 4 1 0 0 1 2 2 3 3 2 2 3 1 3 3 4 4 3 2 4 0 1 4
split_gain=0.0656072 0.0720813 0.109781 0.108954 0.0666519 0.144062 0.296697 0.392355 0.191492 0.365988 0.620035 0.300123 0.282612 0.399508 0.207868 0.150955 0.128406 0.169004 0.239834 0.376606 0.225443 0.1274 0.365789 0.309961 0.114366 0.111633 0.0898072 0.0794057 0.903392 0.406996
threshold=113.28087178455002 -0.012769999999999998 -0.046474999999999995 -0.397505 -0.25765499999999997 -0.098985000000000004 -0.087385000000000004 38.052786106700005 74.784839814650013 88.576630023850015 86.780739992750014 66.318885161900013 -0.033594999999999993 0.68694500000000025 -0.23472499999999999 -0.21013499999999999 -0.23401999999999998 -0.15009499999999998 -0.2485 62.014663695050011 -0.24523500000000001 -0.54481999999999997 39.530201452500002 48.919835655300012 -0.27223499999999995 -0.10518999999999999 37.797539186950011 85.613949164150014 61.917879202350001 43.968221017800005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 3 -2 21 8 7 -7 9 10 16 -11 -10 -14 -13 -16 -6 -18 -19 20 -20 23 26 25 -24 -1 -23 28 -8 -30
right_child=1 -3 -4 -5 5 6 27 -9 12 11 -12 14 13 -15 15 -17 17 18 19 -21 -22 22 24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.10808803943166972 0.08942996257599467 -0.10194531240581831 0.082558347159810197 -0.05441312389970529 -0.037337956185620504 0.025922418959258366 0.0071971535099464457 -0.11326658111063351 0.059194763350333995 -0.084626467837072075 0.10508770592003114 -0.058320747095484488 -0.10458444892331456 0.069648429146222351 0.055110366639529444 -0.012146734594780982 0.038320863701493714 -0.065624243843480687 0.017102199956237643 0.064584404206027152 -0.10891540472020411 -0.0070891408265574933 -0.10896713680365853 0.073162918745236227 -0.04246354911086167 0.013680678376796002 0.052970677817356419 0.0015644770845109535 -0.11092064513439853 0.01697244841070563
leaf_weight=0.1775702012819238 0.060582248494029045 0.11674972264552153 0.094712845020694658 0.40259076884218814 0.58568810040014829 0.33263940575670758 6.2270966545056572 0.51773054270506691 1.6610983706632398 0.63777650066185776 0.75121766282245506 0.53650128204026271 0.28692625201074395 0.24310742318630219 0.55934918485581875 0.82726272902800657 1.4923031908001578 0.50509651514585163 0.2889843061566354 0.70582370716147125 0.27904186162777223 0.62399222464591664 0.39009638050811224 0.45938217081129551 0.76704409837839138 0.13070322905696263 0.41425020489259623 73.531162323914941 1.0832387711743647 0.32302747736684967
leaf_count=31 2 100 7 195 40 17 156 47 42 16 7 34 37 5 10 39 32 11 3 16 40 51 54 5 27 20 13 1730 103 10
internal_value=0.000581584 -0.0304922 -0.0155391 -0.0355987 0.0008038 0.00128245 -5.89471e-05 -0.05882 0.0130359 0.00512845 0.0219721 -0.0251805 0.0389079 -0.0246701 -0.00546601 0.0149843 0.00578357 0.0135041 -0.00731392 0.0158068 -0.0448037 -0.0139569 -0.0262185 0.0211093 -0.0648833 -0.05646 0.0168742 0.000556699 -0.00915109 -0.0815429
internal_weight=95.0127 0.674636 0.557886 0.463173 94.3381 91.3751 82.0149 0.85037 9.36018 7.16905 4.60816 2.56089 2.19113 0.530034 1.92311 1.38661 3.85694 3.27125 1.77895 1.27385 0.568026 2.96304 2.19538 0.767656 1.15714 0.308273 1.03824 81.1645 7.63336 1.40627
internal_count=2900 304 204 197 2596 2395 2063 64 332 248 149 99 84 42 83 49 142 102 70 59 43 201 145 56 81 51 64 1999 269 113
is_linear=0
shrinkage=0.1


Tree=899
num_leaves=31
num_cat=0
split_feature=0 4 4 2 3 2 3 0 1 4 4 1 3 3 2 4 2 2 2 1 1 3 3 4 1 0 1 4 4 3
split_gain=0.168238 0.260888 0.393729 0.276218 0.203465 0.184947 0.162815 0.558278 0.939478 0.715951 0.663074 0.459555 0.434234 0.410309 0.208141 0.353009 0.341961 0.352194 0.790855 0.406463 0.250942 0.22533 0.451658 0.214523 0.179482 0.504094 0.440881 0.39993 0.459022 0.593883
threshold=105.98708487665002 44.710446918150005 46.177190236600005 -0.15895000000000001 0.074640000000000026 0.68694500000000025 0.11614000000000002 87.393708446500014 65.461267018300006 40.036761086100007 41.134354310300004 68.961639504150014 0.25847000000000003 0.11308000000000003 0.15675000000000003 37.663157789700008 0.12406000000000002 0.072320000000000023 0.06041500000000001 66.697957758300021 65.727424373200009 0.091545000000000029 0.088500000000000023 40.08085804200001 80.677940036650014 98.201310130900012 80.909147435850016 39.134693790050008 42.297164883650005 0.089850000000000027
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 -3 -4 -5 6 13 9 -9 -8 11 -10 -11 14 16 20 17 18 24 -19 -16 22 23 -17 25 -1 -26 -27 29 -29
right_child=1 2 3 4 -6 -7 7 8 10 12 -12 -13 -14 -15 15 21 -18 19 -20 -21 -22 -23 -24 -25 26 27 -28 28 -30 -31
leaf_value=0.00011715258084162922 -0.001072345778386529 0.0016519966414030756 -0.0020389857869562433 0.00070481525666413712 -0.00082629669679151502 0.00094253764091842317 0.00053528816618147968 0.0019319040887287369 3.2395760406286424e-05 -0.0022981102014926558 0.00083794656333652955 -0.0019333226263553488 -0.00064033950093934965 0.001088770022831916 0.0013673273787906766 0.00020343213179844228 0.0012182202677357016 0.00013770587592073195 0.0017376145239190129 -0.0017500206865025379 -8.6457659702139788e-05 -2.8922598076607182e-05 -0.0023237032994500978 -0.0011159203312055767 0.0021008639283078864 -0.002098822217477207 0.00022765716536808208 0.00070098202534768462 -0.0012764913368653067 -0.00087984395487667615
leaf_weight=85.285945508965597 1.2287273349769514 0.46746959164738688 0.31468535220483329 0.72679219701967623 0.61692518443305744 0.97541250800713797 1.1422938350588077 1.0246848519891498 0.87802360206842445 1.0505241158243737 1.3041786085232159 0.95414387513301335 1.4404426594264803 1.6057928326772515 0.70536045799963076 0.95502687440603062 1.0631252865423437 0.91212191333761328 1.1425927313975979 0.84460672570276074 1.293811346949951 1.7567672387231139 0.67036850583099283 0.94035732040356379 0.57405109005048816 0.53527648429007868 3.0479342905491649 2.1824735450791199 1.3996312965755349 1.571626543998718
leaf_count=1465 387 13 38 35 76 25 18 11 8 34 30 41 22 27 14 29 31 24 21 52 44 39 17 42 5 59 126 35 95 37
internal_value=7.97533e-05 -0.0003531 6.26144e-05 -0.0003854 1.8538e-06 9.23518e-05 8.50952e-05 -0.000188463 0.000301897 -0.000750052 -0.000230648 -0.000991298 -0.00133948 0.000105118 9.0058e-05 -0.000254842 0.00011218 0.00010012 0.000116083 -0.000769883 0.000426476 -0.000569952 -0.000940394 -0.000451138 9.64976e-05 7.94558e-05 0.000524543 -0.00048567 -0.000318125 3.91808e-05
internal_weight=118.611 3.3546 2.12587 1.6584 1.34372 115.257 114.281 7.79429 4.16103 3.63326 3.13635 1.83217 2.49097 106.487 104.881 6.32169 98.5594 97.4963 95.7395 1.75673 1.99917 4.32252 2.56575 1.89538 94.5969 90.975 3.62199 5.68901 5.15373 3.7541
internal_count=2900 549 162 149 111 2351 2326 164 90 74 79 49 56 2162 2135 185 1950 1919 1843 76 58 127 88 71 1822 1691 131 226 167 72
is_linear=0
shrinkage=0.00196078


Tree=900
num_leaves=31
num_cat=0
split_feature=2 2 3 0 2 1 0 1 3 3 0 2 4 2 2 2 3 4 3 2 0 1 2 4 3 1 2 1 3 3
split_gain=0.0587294 0.275945 0.258805 0.251536 0.176209 0.192218 0.169667 0.212767 0.20197 0.46315 0.324665 0.293789 0.4534 0.193398 0.111199 0.506737 0.164121 0.236635 0.361292 0.110189 0.505765 0.669835 0.136508 0.239188 0.334111 0.295712 0.504334 0.354057 0.287009 0.189335
threshold=0.15675000000000003 0.20327000000000003 0.11263500000000003 88.232507383150008 0.12406000000000002 70.574714382400018 86.001087134900004 68.214248143850014 0.080515000000000017 0.089850000000000027 94.109476856350014 0.68694500000000025 42.564639561200003 0.22542000000000004 0.072320000000000023 0.06041500000000001 0.070195000000000021 38.386256906100009 0.083795000000000022 1.0000000180025095e-35 86.001087134900004 71.429644067900014 -0.033594999999999993 41.872669623500009 0.084795000000000023 62.132955852800002 -0.022239999999999999 62.106071271500007 0.092425000000000021 0.12424000000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 3 6 -2 14 -6 -3 -8 10 -10 -9 12 -12 -11 15 19 -16 -18 -19 22 -21 -22 29 24 -24 27 -27 -25 -26 -1
right_child=1 2 -4 -5 5 -7 7 8 9 13 11 -13 -14 -15 16 -17 17 18 -20 20 21 -23 23 25 28 26 -28 -29 -30 -31
leaf_value=0.00096657665967996996 -0.074645343054228694 0.049562616360338319 0.060293298011399987 -0.0031666337386287383 0.094813833288755631 -0.0038032431962969817 -0.053582288488973055 0.10299006414333525 -0.11107829122162881 0.064098142384414275 -0.10846021351452702 0.058756416418553697 0.075334189192004061 -0.025028932549481075 -0.10770776893619555 0.081181108946324146 0.048018312122389356 0.069545633756345204 -0.082589343982787125 -0.11916912921494038 0.025296508159833128 -0.1049971660285203 0.075621974754821866 -0.027389168343803214 -0.023215026739574204 0.027847536831946646 -0.088087395287539616 0.084877123593117887 0.033134458537308301 -0.025044657902786767
leaf_weight=71.274559769626279 1.0143045855220396 0.5046100754479993 0.70656571233030252 0.95665954180458346 0.41827860608464007 0.37470332090560987 0.93600949458777938 0.40902710333466563 0.43865987691424368 0.41764564404729732 0.40479685188256531 0.45596703796763904 0.20079980726586655 0.5837644583083943 0.21263768988137499 0.78738473154771682 0.42417368836322544 0.20929910645645577 0.61412270460459695 0.42639455978496643 1.94556459505111 0.49494394110104156 1.0941756785614405 0.56282410699350316 1.3994613095360366 0.6521069007285405 0.88371405507132272 0.56083861947990954 2.5525379364007676 2.9127526152061867
leaf_count=1935 26 20 23 29 8 36 39 6 29 6 54 18 6 41 24 22 12 20 54 81 40 93 30 37 29 22 27 7 37 89
internal_value=0.000584809 -0.00821076 0.00415802 -0.0399513 0.00128893 0.0482149 -0.00495729 -0.0121093 0.00122762 -0.025392 0.0272948 -0.00187108 -0.0475189 0.0121422 0.000861252 0.00132832 -0.0265018 -0.0126612 -0.0439194 0.00058652 -0.0186839 -0.00112752 0.00126114 0.0139293 0.0267197 -0.0103394 -0.0388616 0.0286448 0.0131803 -5.46801e-05
internal_weight=94.8293 7.02881 5.05785 1.97096 87.8005 0.792982 4.35128 3.84667 2.91066 1.44007 1.47059 1.06156 0.605597 1.00141 87.0075 85.5473 1.46023 1.2476 0.823422 84.7599 2.8669 2.44051 81.893 7.70566 5.04617 2.65948 1.53582 1.12366 3.952 74.1873
internal_count=2900 297 242 55 2603 44 219 199 160 76 84 78 60 47 2559 2449 110 86 74 2427 214 133 2213 189 96 93 49 44 66 2024
is_linear=0
shrinkage=0.1


Tree=901
num_leaves=31
num_cat=0
split_feature=4 0 1 1 4 4 3 3 3 4 4 0 0 3 3 4 4 4 2 1 2 4 1 0 0 1 1 1 0 2
split_gain=0.059727 0.153971 0.193975 0.162395 0.0849284 0.200301 0.0968295 0.223275 0.298928 0.279261 0.193322 0.188414 0.0861347 0.0847877 0.27105 0.366932 0.204245 0.181691 0.191793 0.519515 0.499386 0.332887 0.181277 0.260307 0.230868 0.19751 0.107509 0.436934 0.229943 0.116778
threshold=32.785955158400007 94.157869102700019 68.579878449600017 59.74022811670001 35.461062230100005 35.616518500750011 -0.25765499999999997 -0.54481999999999997 -0.397505 39.530201452500002 48.919835655300012 87.29692395375001 86.597924839850023 -0.098985000000000004 -0.087385000000000004 38.052786106700005 48.919835655300012 38.386256906100009 -0.036264999999999999 64.321360770950022 0.26077000000000011 39.091773401050006 65.036490633650018 94.354126546200021 85.807518149550006 74.784839814650013 61.409760615700009 57.960468834350003 76.591483678350016 -0.065399999999999986
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 -2 -6 7 10 -9 -10 11 -7 -11 16 15 -15 17 -8 21 -20 -21 -19 24 -24 -23 -25 27 28 -16 -28
right_child=4 -3 -4 -5 5 6 13 8 9 12 -12 -13 -14 14 26 -17 -18 18 19 20 -22 22 23 25 -26 -27 29 -29 -30 -31
leaf_value=0.041069131434828016 0.016692886218706338 -0.10636512757671952 0.050112925323543646 -0.10969117840105087 -0.094513105742017295 -0.10789152667995022 -0.026938767457354563 -0.10988198707598629 0.052802496970134116 -0.071790637573193525 0.069005626312282686 0.039492392728451862 -0.0064292937714594996 0.027637574643708862 -0.032050300501546135 -0.11166695008552821 -0.033745254103212122 0.099558417549542852 0.074645497129787117 -0.11203236846156504 0.026523967741809686 0.034758726353141998 0.090651801266321261 -0.038598493828734898 -0.023600880814565892 0.040066726695915274 -0.0015301943505981594 -0.081676934455931591 0.045269925383594631 0.0069115491129634306
leaf_weight=0.10778727649449038 3.2327101869431081 0.18576442325959874 0.33389993850141764 0.21193516823041136 0.22275319056984599 0.16558855336916201 0.90594193162541703 0.44359995764898497 0.41488839018802404 0.53426664939979673 0.44140551425516605 0.18215461430554569 0.32382663592579775 0.30745310626662004 0.70593459154588278 0.49112821282869845 0.94945997389732006 0.59920664165838289 0.48730538730706108 0.58324944287596714 0.46953614187805215 1.2545205032365632 0.73081953849759917 0.43805831766803738 1.4746711961925028 1.1760400958410171 51.050466918466661 0.78002015164020111 0.8450264532584697 24.133641336601393
leaf_count=32 144 104 7 25 12 30 42 38 26 25 5 15 35 9 34 49 50 6 39 40 15 37 25 28 23 41 1223 43 19 679
internal_value=0.000528714 -0.0260271 -0.00319448 -0.0588657 0.000767516 0.000196197 0.000430897 -0.0189511 -0.0391906 -0.0145565 0.0250746 -0.030689 -0.0471246 0.000986683 -7.33283e-05 -0.0580348 0.0101404 0.0152723 0.0205737 -0.0107225 -0.0502371 0.0290694 0.0207453 0.0411365 0.00322513 0.0187174 0.000523807 -0.0206268 0.0100769 0.00117955
internal_weight=94.1831 0.839387 0.653622 0.319722 93.3437 90.111 89.8882 2.50573 1.71658 1.27298 0.789149 0.347743 0.858093 87.3825 78.3137 0.798581 9.06881 8.11935 7.21341 1.54009 1.05279 5.67332 5.07411 2.34492 2.72919 1.6141 77.5151 2.33098 1.55096 75.1841
internal_count=2900 168 64 57 2732 2588 2576 174 124 86 50 45 60 2402 2056 58 346 296 254 94 55 160 154 94 60 69 1998 96 53 1902
is_linear=0
shrinkage=0.1


Tree=902
num_leaves=31
num_cat=0
split_feature=1 3 0 0 4 1 1 3 0 0 1 1 3 1 2 4 4 0 4 3 3 3 4 3 3 3 0 0 3 3
split_gain=0.170389 0.694938 0.667735 0.85445 0.426883 0.859538 0.610236 0.413996 0.372587 0.641803 0.396725 0.353552 0.333891 0.330221 0.392884 0.4005 0.375148 0.32358 0.645069 0.656077 0.688107 0.494727 0.822391 0.465696 0.38759 1.07702 0.978425 0.734257 0.678002 1.68567
threshold=66.697957758300021 0.25847000000000003 90.337570099350003 90.837623311600012 38.238138001450004 65.111767461350013 59.74022811670001 0.084365000000000009 92.031298721500022 90.603727454250006 67.649671936450019 67.649671936450019 0.21240500000000004 65.630639880500027 -0.091399999999999995 36.82350895510001 34.997818021800008 87.181320254150009 42.541806567400009 0.084365000000000009 0.093295000000000031 0.11614000000000002 40.036761086100007 0.25847000000000003 0.091975000000000015 0.088105000000000017 85.775256651950016 86.530713386650021 0.085765000000000022 0.084365000000000009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 8 4 -4 6 17 -1 -5 9 10 -2 -10 -13 14 15 16 -8 21 19 -19 -21 24 -23 -24 25 28 -27 -26 29 -6
right_child=1 -3 3 7 5 -7 13 -9 11 -11 -12 12 -14 -15 -16 -17 -18 18 -20 20 -22 22 23 -25 27 26 -28 -29 -30 -31
leaf_value=-0.00093728279614896837 0.0010917744780680253 -0.002146427834559594 0.0016467565532679667 0.00082419513328581382 4.2818963314550994e-05 -0.0015642539650097421 -0.00035182775537759319 -0.00093761461607040305 -0.0016616304181076324 -0.0017632015423384303 -0.00089842362657814058 5.6659868022124353e-05 0.0015458584045113541 -0.00010438683430080742 0.0014287568968432427 -0.00073303331875689904 0.001710324988001659 0.0015979493611599273 -0.00027053443683737043 -0.00039775263867818344 0.0010139625562030255 0.00092404302463374864 -0.0023273219310584693 -0.0005883874047207001 9.5761952226047247e-05 7.9352345060909515e-05 -0.0018724432255126794 0.0012050601373248197 0.00063501917870296574 -0.002369334201323842
leaf_weight=0.95991538897214823 0.81295165373012357 0.57937115330935185 2.4681389508768907 1.0152472048066559 15.833975074119744 1.2667750222608436 0.53030835156823719 1.0361157761653883 0.45442273805383493 1.1983043544023528 0.73166558219963918 42.324008479431541 0.58686687433464513 1.4233360849320886 2.9879187212791298 0.83509548427537073 0.94103757619450334 2.2126772115007025 4.0391120444983244 2.5848036948591471 2.7289442233741283 0.84706537146121208 1.0217345088603909 1.4081095722503958 12.270662925002396 1.7443321036262194 2.2757445231545717 2.8216158933937541 6.0986846495070486 1.19812174537219
leaf_count=64 10 39 36 22 353 24 37 19 12 57 53 1573 15 13 39 13 16 23 38 20 26 13 32 22 155 43 37 20 55 21
internal_value=7.95516e-05 -1.23376e-05 0.000140361 0.0008695 9.04544e-05 3.32674e-05 0.000525094 -6.56712e-05 1.44782e-05 -0.000686362 0.000149043 5.88075e-05 7.70268e-05 0.000734058 0.000959466 0.000351516 0.000967076 6.87176e-05 0.000361588 0.000700822 0.000327252 -5.69365e-06 -0.000739628 -0.0013196 5.12395e-05 -8.87913e-05 -0.00102555 0.000303154 7.4015e-05 -0.000126864
internal_weight=117.237 46.6876 70.5495 4.5195 66.03 58.3524 7.67761 2.05136 46.1082 2.74292 1.54462 43.3653 42.9109 6.7177 5.29436 2.30644 1.47135 57.0856 11.5655 7.52643 5.31375 45.52 3.27691 2.42984 42.2431 27.1509 4.02008 15.0923 23.1308 17.0321
internal_count=2900 1759 1141 77 1064 882 182 41 1720 120 63 1600 1588 118 105 66 53 858 107 69 46 751 67 54 684 509 80 175 429 374
is_linear=0
shrinkage=0.00196078


Tree=903
num_leaves=31
num_cat=0
split_feature=1 0 0 0 0 1 0 4 1 0 3 0 3 3 2 2 2 2 1 0 4 4 1 3 3 1 1 0 1 3
split_gain=0.167022 0.774424 0.752391 0.420806 0.672521 0.393317 0.324279 0.321268 0.631615 0.573147 0.434848 0.332704 0.305395 0.321614 0.279804 0.269562 1.23588 0.439419 0.488574 0.430643 0.399 0.721922 0.505871 0.397159 0.839982 0.589041 0.539463 0.475828 0.436258 0.830166
threshold=66.697957758300021 90.337570099350003 90.837623311600012 92.031298721500022 90.259604813550013 67.649671936450019 89.219171517050015 38.441102963850007 65.004229136100022 87.393708446500014 0.085590000000000013 85.839779647100016 -0.082159999999999997 -0.12530999999999998 -0.13324 -0.060760000000000002 -0.069554999999999992 -0.042409999999999996 81.524804347700012 107.15656416340002 38.238138001450004 34.542090938800008 82.987325570650015 0.083565000000000014 0.076580000000000023 71.666228383350017 86.858705278550005 102.21786657775002 69.873026810350026 0.084065000000000015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 -3 4 5 -2 -7 10 -9 -10 12 -12 13 -1 -6 16 20 -17 -19 -20 21 -5 -23 24 25 -22 -26 -27 -25 -30
right_child=3 2 -4 15 14 6 -8 8 9 -11 11 -13 -14 -15 -16 17 -18 18 19 -21 23 22 -24 28 26 27 -28 -29 29 -31
leaf_value=-0.0012732194146313621 0.0015160590040281309 0.001620648503658309 -1.4957872983892444e-05 0.0004292557697789414 -0.00031275188014116373 -0.0021470085155618638 0.00061523913863633999 6.1750840023692854e-05 4.6951813982906514e-05 -0.0023695912669776638 9.0086037648442352e-05 0.0010605613183298126 -0.0013659825037600297 0.0011030819274388452 -0.0021804024081476239 0.00091237512388485473 -0.0023553252755765808 0.00020373672138753802 -0.0020921324495586356 4.7942312481446767e-05 -0.0014573303032443842 -0.0021453443197627753 0.00052359578672725427 0.0011201334923983605 -0.0015470978641469819 0.001144808524426453 0.00042620193382687582 -0.00029175146896115548 0.0020116779539355472 8.2501974680350713e-06
leaf_weight=0.32975145259479155 0.56390863819979065 2.5442600222304455 1.8805054756812749 1.2147783259566751 0.43281575629953284 0.31592103252114612 0.33845699828816578 56.386301200449452 0.71863017625582759 0.79455110337585211 2.125728523475118 3.7612866945564747 0.73603090375036029 0.65181395457693725 1.0729323674822806 2.93821356580884 0.89668190043085161 12.303768228113766 0.70897925177996401 0.73762499130930337 0.66478069161530839 1.2690068205811256 0.34788849145775191 1.8757480571512157 2.3677900613693059 2.1385281504917661 0.68723818555918104 1.5140897260644122 0.84141906467266281 14.477135156139409
leaf_count=53 8 36 41 92 16 29 16 833 27 16 49 35 23 28 52 49 35 265 75 164 48 105 54 22 117 61 86 97 9 359
internal_value=7.05716e-05 0.000131597 0.000925523 -1.88781e-05 -0.000767216 0.000315907 -0.000718321 7.79678e-05 2.8202e-05 -0.00122194 0.000456871 0.000710135 -0.000411183 0.000304777 -0.00164356 2.64383e-05 -9.01315e-05 0.000224079 7.70026e-05 -0.00100091 -1.59973e-05 -0.000712954 -0.0015711 6.43371e-05 -0.0003164 0.000240344 -0.0011032 0.000549323 0.000227587 0.000118295
internal_weight=117.637 69.9289 4.42477 47.7077 2.72403 1.21829 0.654378 65.5041 57.8995 1.51318 7.60461 5.88702 1.7176 0.981565 1.50575 44.9837 28.2951 16.6886 13.7504 1.4466 27.3984 2.83167 1.6169 24.5667 7.37243 4.3174 3.05503 3.65262 17.1943 15.3186
internal_count=2900 1141 77 1759 121 53 45 1064 876 43 188 84 104 81 68 1638 1085 553 504 239 1050 251 159 799 409 206 203 158 390 368
is_linear=0
shrinkage=0.00196078


Tree=904
num_leaves=31
num_cat=0
split_feature=1 0 4 2 0 0 0 3 2 2 2 3 0 2 2 4 0 0 2 1 3 3 3 1 3 3 3 3 1 0
split_gain=0.309302 0.585284 0.508349 0.478803 0.323469 0.431993 0.423968 0.353955 0.33906 0.593059 0.717177 0.58894 0.563816 0.523843 0.484721 0.412024 0.58464 0.361823 0.320307 0.316248 0.28999 0.424164 0.314772 0.44964 0.441449 0.382776 0.390377 0.935821 0.712846 0.634883
threshold=70.182199495350019 94.550383989750017 40.305698932850007 -0.08725999999999999 87.181320254150009 94.047642319350018 86.866770652900016 0.12424000000000003 -0.022239999999999999 -0.068524999999999989 -0.08459499999999999 0.084365000000000009 89.057864029250013 0.098830000000000015 -0.055714999999999994 39.468990633150007 90.337570099350003 89.99344745865001 -0.12835499999999997 67.649671936450019 0.12064000000000002 0.25847000000000003 0.10790500000000001 61.960894532450006 0.10500500000000003 0.09660500000000001 0.088165000000000021 0.090390000000000012 62.046925192600007 85.775256651950016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 -2 -4 6 7 20 8 9 10 15 -10 -13 -14 -11 17 -17 -6 19 -18 22 -22 24 -24 25 26 -1 29 -29 -28
right_child=1 -3 3 -5 5 -7 -8 -9 11 14 -12 12 13 -15 -16 16 18 -19 -20 -21 21 -23 23 -25 -26 -27 27 28 -30 -31
leaf_value=0.00017389135175501682 -0.0022302990457891618 1.4218114926897085e-05 0.00069580751056801734 -0.0020637250852922643 0.00042463506054465602 -0.00060219186023547386 -0.00078200667907586804 0.0012875688658510935 0.00069700127091829522 0.0018211467081045867 -0.00046282973794066186 -0.0017341545596083413 0.00077530862824991807 -0.00094330261249133719 0.00051272286285226616 0.00022239222139090745 -3.3030387730183233e-05 -0.00074897525329695592 0.0016801568159045422 0.001430473582590333 -0.0016357598388420911 3.9588025443378471e-05 0.001531785017856904 -5.7546864908772467e-06 -0.00096490271900677004 0.00052711513981870868 -0.00018432524601133887 0.00055796674227810738 -0.00089195384081136033 -0.0023900358924304182
leaf_weight=23.335469697417469 0.84933996068866591 33.917441700601216 0.73681546305306245 0.35977556723446458 2.7831374122761305 1.8102261226158578 2.1334168165922156 1.5796316890045989 2.3681534682400551 1.9490371719002721 3.8381293872371325 1.0972810229286554 1.3866459717974069 1.3416023429163031 2.4656909462064496 4.5326148863532563 1.1848921597120456 1.5852291756309567 2.5505746873095529 1.089781265647616 0.87526543409330715 1.7282236395403741 1.4783417996950441 1.4470366958994416 1.429704186040907 7.9963420346612102 0.8632729792298045 3.8774764801491983 1.9639930357807314 1.197914518881589
leaf_count=526 46 1394 59 51 30 52 24 19 49 16 34 14 19 38 29 41 23 27 30 21 35 28 16 27 18 81 33 63 35 22
internal_value=0.000105497 -4.57803e-05 -0.00109155 -0.000209555 0.000173408 0.000327794 7.25763e-05 0.000384377 0.000333736 0.000447924 0.000286448 -7.14772e-05 -0.000547196 -6.98098e-05 0.00109037 0.000495961 0.000728067 -1.2544e-06 0.00120307 0.000668125 0.000112045 -0.000523646 0.000150013 0.000771242 0.000105322 0.000144321 4.63333e-05 -0.000330328 7.04809e-05 -0.00146623
internal_weight=115.752 35.8634 1.94593 1.09659 79.8891 31.5626 48.3265 29.7524 28.1728 21.9791 17.5644 6.19368 3.82553 2.72825 4.41473 13.7262 9.35786 4.36837 4.82525 2.27467 46.193 2.60349 43.5896 2.92538 40.6642 39.2345 31.2381 7.90266 5.84147 2.06119
internal_count=2900 1550 156 110 1350 442 908 390 371 251 206 120 71 57 45 172 115 57 74 44 884 63 821 43 778 760 679 153 98 55
is_linear=0
shrinkage=0.00196078


Tree=905
num_leaves=31
num_cat=0
split_feature=1 1 1 4 4 2 0 2 3 0 4 4 2 4 3 1 2 0 0 0 1 3 3 0 2 2 2 3 2 4
split_gain=0.0647395 0.320194 0.244448 0.291416 0.250616 0.239881 0.32036 0.271352 0.266267 0.237867 0.441955 0.935382 0.467786 0.24251 0.213304 0.178074 0.202655 0.172833 0.206751 0.167089 0.160839 0.160069 0.215815 0.138311 0.118362 0.399859 0.590773 0.606131 0.326578 0.318209
threshold=81.524804347700012 82.011415269350024 80.288113607700012 42.207998345450008 39.530201452500002 -0.042409999999999996 107.15656416340002 -0.61225999999999992 0.090225000000000014 98.851916998450022 39.995120105550008 41.24714903835001 -0.22573999999999997 33.384956903900012 0.072890000000000024 77.52437864960001 -0.10518999999999999 103.82556453975 105.29077422085001 108.08677067655002 89.786436182600013 0.084065000000000015 0.082775000000000029 113.28087178455002 -0.11808 -0.088099999999999998 -0.090694999999999998 0.083415000000000031 -0.085734999999999992 36.625813070500008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 9 4 -4 7 -7 -3 14 15 13 -12 -13 -11 23 24 -17 -16 -19 -8 -20 22 -14 -9 -1 26 29 -28 -27 -26
right_child=1 5 3 -5 -6 6 19 8 -10 10 11 12 21 -15 17 16 -18 18 20 -21 -22 -23 -24 -25 25 28 27 -29 -30 -31
leaf_value=0.0075291350407296551 -0.10684536202986161 -0.10468023887207729 0.046134815347180176 0.070384664349378886 -0.028364848179543569 -0.10728242715269753 0.098270215802491109 0.061958021369012177 0.065936225459977113 0.028782906473188694 0.053182186861641369 0.019544431100955707 -0.087641754934487351 -0.098172829040777274 -0.10725694248408491 -0.0096485821846244678 0.085717947101303885 0.033517656109014429 -0.10328824734231312 -0.028263702912031292 0.00072626865570958566 -0.10822013518037917 0.022582941607013157 -0.020289785585410683 0.038321333224960154 0.032548522151089394 0.014505568630998915 -0.099477768616286946 0.00093623928675247252 -0.013013209603133031
leaf_weight=21.295162066991907 0.32317855905057413 0.19665508154190536 0.82202588673680965 1.0997796003648543 1.0018862183205781 0.46486649678627134 0.14470530787366442 0.64240829690970835 0.80569281350126676 0.18028546954883384 1.612240798538551 0.73246511124307323 0.44757870690955293 0.90953620543405123 0.21994193014688779 0.38521745399339125 0.528577705292263 0.5531107895876628 0.29813644282285168 0.37430385535378718 0.29652184970782969 0.8081865387794096 0.29452187148854136 0.29991404495626739 1.3633559783920635 3.5408657799707646 0.67862049024552051 1.4927930847625246 42.39938229886048 10.564054573536849
leaf_count=605 34 26 24 37 18 56 5 29 103 23 26 35 45 90 11 35 13 31 56 158 133 39 6 55 25 50 12 40 885 195
internal_value=0.000693056 -0.0108532 0.00128466 0.0297272 0.00521169 -0.00363231 -0.0469887 0.00924581 0.0164365 0.000331381 -0.0208798 -0.0051295 -0.0463133 -0.077171 -0.000828041 0.00161693 0.0455154 -0.0260508 -0.0104896 0.00701531 -0.0514222 -0.0774292 -0.0438962 0.0357809 0.00112373 -0.0011482 -0.0158795 -0.0638552 0.00337277 -0.00714544
internal_weight=94.776 4.61944 90.1565 2.92369 1.82391 4.29626 0.983876 3.31238 3.11573 87.2328 4.98481 3.89499 2.28275 1.08982 2.31003 82.248 0.913795 1.36771 1.14777 0.519009 0.594658 1.55029 0.742101 0.942322 81.3342 60.0391 14.0988 2.17141 45.9402 11.9274
internal_count=2900 697 2203 79 42 663 219 444 418 2124 264 151 125 113 315 1860 48 231 220 163 189 90 51 84 1812 1207 272 52 935 220
is_linear=0
shrinkage=0.1


Tree=906
num_leaves=31
num_cat=0
split_feature=1 2 3 4 0 3 3 4 2 3 0 1 3 1 3 4 3 0 3 3 3 1 4 2 2 2 2 4 4 4
split_gain=0.171425 0.175277 0.178165 0.119635 0.333118 0.294177 0.956945 0.756613 0.698761 0.595222 0.5983 0.621123 0.558927 0.556234 0.528245 0.491677 0.450774 2.56059 0.565837 0.423284 0.391879 0.32129 0.302686 0.296654 0.495381 0.42875 0.286129 0.272425 0.886484 0.571395
threshold=89.912793714750009 -0.088944999999999996 0.07870000000000002 42.178283198950005 103.44649194340002 0.087725000000000011 0.087265000000000023 43.368902217050007 -0.24103499999999997 0.089185000000000028 86.692020874450009 61.944763783650011 0.08594000000000003 62.175971182900007 0.085765000000000022 42.898324343550009 0.083415000000000031 89.458444290650007 0.082325000000000023 0.081815000000000013 0.086520000000000027 73.365333921800001 42.541806567400009 -0.097799999999999984 -0.5331499999999999 -0.081169999999999992 -0.16297999999999999 42.686561923500008 43.082598263550004 43.509905336500005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 -1 6 8 9 -5 -7 11 -11 14 -12 16 -15 18 -18 19 22 -14 -19 -10 24 -9 -25 -6 -24 -29 -30
right_child=1 2 -4 5 26 7 -8 23 12 10 13 -13 20 15 -16 -17 17 21 -20 -21 -22 -23 27 25 -26 -27 -28 28 29 -31
leaf_value=0.00013860829237023631 -0.0020034686415279406 0.00035331036980126396 -0.0019912587162660565 -0.0020347936415168371 0.00063044581249615346 -0.0020901655855671635 0.0013412721042281818 0.00083710971889365028 -0.0011220979491412977 7.0143114847633854e-05 0.0012747421724596641 -0.001765371771738303 -0.001714942197467115 8.0986354008839712e-05 0.0013535191228196491 -0.0014380111815142133 -0.0027249137145241918 0.0013561337044830219 0.00091202417660910505 -0.001345467559980427 -0.0001489270015147304 -9.305857978596654e-05 0.0011458925337549234 0.0016363349192057791 -0.001309970458251306 -2.8313129384097963e-05 -0.0014625703087034845 -0.0019262509864152351 0.0014372340491159037 6.9925915546237191e-05
leaf_weight=69.674281347350188 0.29866220287476608 0.52387110167910478 0.16350207641448833 0.6355837159135288 0.34758335463720869 0.8870150672737499 2.2066109245643011 0.86687721987254918 0.72286112569419536 1.1197104328675762 1.0520393848419187 1.9314175166073253 1.0903904779406723 3.1142198517918587 1.3098971049439558 1.1117330567212773 1.3326151531291537 1.2507701911381448 3.4603192259091875 0.81446909066289741 1.407224079739535 1.110277581727132 1.0356942054931995 1.330503611359745 0.78933381452225126 1.0758991692709963 0.90481525444829347 0.77687162260553932 1.3462473334293452 9.2414598095419915
leaf_count=1280 184 57 119 118 42 30 19 23 28 22 5 72 23 62 11 25 24 18 38 11 24 33 15 12 20 42 146 31 34 332
internal_value=6.46757e-05 -0.00074931 -0.000204381 7.18453e-05 0.000120592 -1.24417e-05 0.00010244 -0.000252447 -4.6151e-06 -0.000563201 -0.000400586 -0.00109177 4.7208e-05 -1.02241e-06 0.000145301 -0.000318621 7.02648e-05 -0.000551856 0.000202344 2.61503e-05 -0.000832607 0.000674654 0.000111278 0.000452505 -0.000186167 0.000892073 -0.000881687 0.000183176 9.54404e-05 0.000243782
internal_weight=112.933 0.986035 0.687373 111.947 70.9267 41.02 27.7413 13.2787 25.5347 9.21614 8.32912 3.05113 24.8991 5.27799 22.4015 4.22595 21.0916 3.69366 17.3979 13.9376 2.49761 2.36105 13.1231 4.06261 1.65621 2.4064 1.2524 12.4003 11.3646 10.5877
internal_count=2900 360 176 2540 1468 1072 759 313 740 216 186 94 622 92 575 87 564 75 489 451 47 51 440 97 43 54 188 412 397 366
is_linear=0
shrinkage=0.00196078


Tree=907
num_leaves=31
num_cat=0
split_feature=1 2 4 2 2 4 3 2 2 1 3 3 2 4 1 2 3 2 4 0 1 2 0 1 1 0 3 3 3 0
split_gain=0.194564 0.181439 0.169237 0.343808 0.372708 0.200409 0.157278 0.145757 0.537717 0.570151 1.00034 0.816605 0.522664 0.53738 0.63227 0.631873 0.605145 0.516313 0.500213 0.463455 0.444113 0.503564 0.426008 0.412356 0.41507 0.794626 0.415324 1.08414 0.97681 0.909478
threshold=89.912793714750009 -0.088944999999999996 33.96174662340001 -0.22089 0.15973500000000004 34.542090938800008 0.07870000000000002 -0.11808 -0.088099999999999998 62.197478847950002 0.082325000000000023 0.09660500000000001 -0.14143499999999998 39.091773401050006 62.084563606450011 -0.23059499999999997 0.12191500000000002 -0.085734999999999992 40.878805547300004 88.76213363490001 78.285212300550015 -0.29600999999999994 89.458444290650007 61.409760615700009 81.524804347700012 106.56510337475001 0.083415000000000031 0.086520000000000027 0.082975000000000021 96.588235252600015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 -1 -5 -4 -3 12 9 10 -9 -12 13 16 15 -15 20 -10 -14 -11 21 -7 -23 -19 26 -26 28 29 -25 -28
right_child=1 6 5 4 -6 7 -8 8 17 19 11 -13 18 14 -16 -17 -18 23 -20 -21 -22 22 -24 24 25 -27 27 -29 -30 -31
leaf_value=-0.0021323998130580793 -0.0020091761973038708 0.00038722419733444981 0.00090493675291995811 0.00038529768602503224 -0.0014839063889068946 -0.0024477707827920922 -0.0019885949351860078 0.0007542732823572389 0.00077004604149598821 0.001074034770474576 -0.0016646518051687993 -9.1703853916845856e-05 0.0013053415603324484 -7.1956552133274499e-05 0.00038913829748688281 -0.0018343961646908095 0.0013043326367948879 -0.00091775361754650243 0.00016612054676560037 -0.00012692137210483167 0.00068357550427415278 0.00012911866314994927 -0.0018012957812095782 0.00026164253729704434 -0.0020962808885674226 0.00047255882956927816 -0.0014148137477388799 0.00014695092249882163 0.0019983108849728121 0.00073061656940265655
leaf_weight=0.37944423159569884 0.31936202840029182 0.45212070839261187 1.1838874273416866 1.5615256314367791 0.55620858147449315 0.891127539136506 0.14039236304120095 1.4499730463721814 4.5675364881753913 1.4133063005283464 3.4079654351808131 2.0217296901391819 2.9425857724272637 4.4796924297515943 16.982462108152504 0.94752272451296704 0.5533765882719307 1.533432589520088 2.9850407801568508 9.8151133931896748 0.55625328432688537 1.089297863174582 0.73681184126326105 14.748612864903409 0.91788988706684793 0.93411403242862434 3.2074800255795699 35.201056423182308 1.3600131165003393 0.9954249036964028
leaf_count=65 184 57 33 68 38 36 119 23 55 15 54 32 33 130 461 23 10 117 35 193 36 38 30 268 70 47 71 531 11 17
internal_value=8.43838e-05 -0.000817838 9.13905e-05 -0.000413601 -0.000105636 0.000102364 -0.000175712 9.40097e-05 4.99336e-05 -0.0002481 -0.000692592 -0.00107897 0.000205794 8.69869e-05 0.00020295 -0.000379656 -0.000592081 0.000134969 0.000731651 2.42414e-05 -0.000912666 -0.00123944 -0.000649779 8.57187e-05 0.000112543 -0.000800609 0.000143007 3.4568e-05 0.000408265 -0.000906685
internal_weight=118.331 0.911875 117.419 2.49718 2.11773 114.922 0.592513 113.738 81.5736 18.1081 6.87967 5.4297 32.1642 26.2365 22.4097 5.42722 3.82687 63.4656 5.92763 11.2284 3.27349 2.71724 1.82611 58.898 57.3646 1.852 55.5126 39.404 16.1086 4.2029
internal_count=2900 360 2540 171 106 2369 176 2336 1504 317 109 86 832 764 614 153 150 1187 68 208 140 104 68 1132 1015 117 898 619 279 88
is_linear=0
shrinkage=0.00196078


Tree=908
num_leaves=31
num_cat=0
split_feature=0 2 0 2 3 0 3 0 2 0 2 4 2 4 3 2 3 2 3 4 4 3 4 2 1 0 2 2 1 0
split_gain=0.258145 0.182645 0.676441 0.82047 0.74705 0.714327 0.586517 0.558076 0.717071 0.63845 0.817208 0.551216 0.482717 0.958762 0.411469 0.983176 0.728407 0.730628 0.620664 0.725672 0.959939 0.73552 0.436081 0.594791 0.76207 0.514973 0.430801 0.403928 0.517463 0.318597
threshold=113.28087178455002 -0.065399999999999986 85.968825637350008 -0.054494999999999995 0.10500500000000003 86.780739992750014 -0.2485 85.807518149550006 -0.011399999999999999 85.678472159250006 -0.01762 39.852039223600009 0.18145000000000003 43.812290675100009 0.084795000000000023 -0.036264999999999999 0.076080000000000023 -0.0086649999999999991 0.09642000000000002 39.344049039350004 41.322103772800006 0.090025000000000022 38.386256906100009 0.26462000000000008 64.434276012450013 96.943111725850017 0.098830000000000015 -0.024989999999999998 62.041548276350007 96.249489528150022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 5 7 -4 -5 8 9 10 -3 -7 13 -10 16 -16 22 -18 19 -17 29 -22 -8 24 -24 -26 -19 -20 -29 -21
right_child=-2 2 3 6 -6 11 14 -9 12 -11 -12 -13 -14 -15 15 18 17 26 27 20 21 -23 23 -25 25 -27 -28 28 -30 -31
leaf_value=2.5600475088428473e-05 -0.00086761997541194233 -0.0014677118332067053 0.0018488055328408225 -0.0012153587857173665 -0.0019699574746316569 0.0013222035869900875 0.00086311480698283971 -0.001051974253517328 -0.0023761664082804957 0.0020666676529101993 0.0017091086956975154 -0.00054836408597220133 0.00044451723516136544 0.0013050800610031829 -0.0012678454411507774 -0.0017862116503347192 0.0019627901361791368 0.00094845744452400071 0.001294667763497 0.00024255790372924285 -0.00011114172295883628 -0.0024125354568307394 0.00093989583107874136 0.0012482139806331641 -0.0022707224462888494 -0.00025101213471563096 -0.0011087048796702315 0.001526626036005676 4.0382743970635471e-05 0.0014590517323114277
leaf_weight=77.718244306455745 1.1138378633208947 0.65793614531867206 2.3051703348755828 1.1068479407404108 0.94526755856350053 1.1368165654857878 1.8657873860793204 1.755792243639007 0.93934623658060423 1.1362862586975095 0.59093773928179849 1.2963111300487069 1.1077531335758974 0.38287747110007331 1.9037391784950202 0.96173952282151454 2.2013139518385292 1.1891627078584859 2.2775342946406454 2.2328491817461331 1.5092999199296175 0.82617418361769512 0.75398978590965349 0.73812134005129326 1.0986030561034565 0.86951160873286415 0.58338633209496027 1.1110058231279234 4.7569992002281651 1.3152984846383331
leaf_count=1654 304 28 16 39 31 22 47 22 93 6 20 20 24 12 35 41 28 26 21 36 49 31 8 18 38 31 40 20 120 20
internal_value=7.18822e-05 8.08053e-05 0.00018927 0.000313462 -0.00034013 0.00106664 0.000182744 -0.00010567 0.000239391 0.00100314 3.54849e-05 0.000325611 -0.000510269 -0.00131018 0.000241821 5.94915e-05 0.00057305 0.00120834 0.000228054 -0.000207163 5.09487e-05 -0.00092526 9.90447e-05 -0.000312949 -0.000736272 -0.00137842 0.000271398 0.000593802 0.000321777 0.000693512
internal_weight=118.388 117.274 39.5559 32.0397 7.5162 4.7383 27.3014 6.57093 4.81514 2.38516 1.24887 2.43313 2.42998 1.32222 26.1945 16.8946 9.29988 3.97386 14.9909 6.84536 5.88362 2.33547 5.32601 3.46023 2.7221 1.96811 1.77255 8.14554 5.86801 3.54815
internal_count=2900 2596 942 706 236 58 648 205 183 54 48 42 129 105 609 373 236 94 338 177 136 80 142 95 77 69 66 161 140 56
is_linear=0
shrinkage=0.00196078


Tree=909
num_leaves=31
num_cat=0
split_feature=1 1 0 0 1 0 3 3 3 1 3 2 3 0 4 1 3 4 4 2 2 2 4 3 2 2 3 2 3 2
split_gain=0.152952 0.802407 0.433017 0.713928 0.425853 0.580474 0.438126 0.461047 0.416495 0.409097 0.404609 0.627625 0.389783 0.33436 0.328311 0.311122 0.247976 0.210765 0.433482 0.339701 0.477653 0.790798 0.845683 0.455356 0.420142 0.301939 0.280711 0.88114 0.52304 0.510551
threshold=66.697957758300021 66.318885161900013 92.031298721500022 90.603727454250006 65.630639880500027 87.568458224950021 0.12064000000000002 0.11048000000000002 0.098005000000000023 67.649671936450019 0.087265000000000023 -0.062629999999999991 0.43162500000000009 85.775256651950016 42.541806567400009 68.961639504150014 0.09117500000000002 38.703421923500009 39.211875820650008 -0.033594999999999993 -0.10098 -0.101965 37.272044000450002 -0.064204999999999998 -0.024989999999999998 -0.071129999999999985 0.090865000000000015 -0.59511499999999995 0.10176000000000003 -0.054494999999999995
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 3 9 5 6 7 -1 -6 -2 11 -7 13 -8 16 -11 -12 19 25 20 21 22 -4 -22 -21 -19 -20 -28 29 -29
right_child=2 -3 17 -5 8 10 12 -9 -10 15 14 -13 -14 -15 -16 -17 -18 18 26 24 23 -23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=4.3131808707214839e-05 0.0011609429565375342 0.0012612390231196043 0.00036728733261495288 -0.0018429907210473547 -0.0015024146349407522 -0.00045189605625418439 -0.00039741844695356782 0.00097263325793426236 0.00020811897113560466 0.00042996905943738079 0.0015795501969631191 0.0011445454210859132 0.00039307814808615081 -0.002065076752039294 0.00020382605054184398 -0.0021127733558111675 0.00070676028940207887 0.00020738712667662412 0.00017765566439992882 0.0018057789247428319 -0.00019773167864318403 0.0021668947270922227 -0.002252487690937598 -0.0021296848013895278 -5.9682374329607034e-05 0.0014556721712658122 0.0010624551457373399 -0.0014833299175206365 6.1386314766011471e-05 -0.00013959881838766027
leaf_weight=45.022466728249128 0.76676625735126369 2.3913588915020219 1.3070286536728875 1.2595942922198444 1.2282834274228656 3.0089076138101518 0.92560179537394949 2.1496117258211589 0.98708052036818106 0.35850475262850523 2.1913280449807644 1.3814966510981301 0.82132706232368935 0.92333089123712853 2.4157112697139382 0.38228277556845569 2.918320900760591 1.4895917626031407 20.736240860630463 0.53056056846980926 0.79721326850904017 0.50048439949750934 0.74306740161046025 1.1394606461886378 3.7098331353521399 1.4903736627902606 1.6931915914756235 2.6800561393183662 3.6341103205945728 1.8290162352204777
leaf_count=835 10 34 133 58 33 35 23 30 11 7 14 29 10 32 25 46 30 36 797 11 22 4 60 97 161 30 31 102 100 54
internal_value=8.6227e-05 0.000146083 -1.95402e-06 -0.000753404 0.000104398 0.000134697 4.17502e-05 8.54888e-05 -0.000740267 0.00015697 0.000523485 5.04446e-05 -0.000730923 -0.00123022 0.000799464 -0.000882211 0.00108107 4.72267e-05 0.000117833 -0.000224214 -0.000600261 -4.2813e-05 -0.000582263 -0.00133441 0.000173725 0.000831693 4.82523e-05 -0.000224545 -0.000492148 -0.000938272
internal_weight=111.412 66.3648 45.0474 2.76715 63.9735 61.7581 49.8423 47.1721 2.21536 1.50755 11.9158 4.3904 2.67026 1.84893 7.52536 0.740788 5.10965 42.2802 33.5526 8.72765 4.48725 2.55058 2.0501 1.93667 4.24039 2.97997 30.5726 9.83637 8.14318 4.50907
internal_count=2900 1141 1759 121 1107 1063 930 865 44 63 133 64 65 55 69 53 44 1638 1150 488 316 197 193 119 172 66 1084 287 256 156
is_linear=0
shrinkage=0.00196078


Tree=910
num_leaves=31
num_cat=0
split_feature=0 4 4 3 2 3 3 3 2 4 4 2 0 3 2 3 3 1 4 2 3 3 3 2 2 1 2 4 0 2
split_gain=0.247512 0.285467 0.425848 0.294453 0.21892 0.165219 0.160039 0.247041 0.140244 0.382501 0.493222 0.375919 0.337812 0.485177 0.241864 0.512089 0.752808 0.564303 0.418603 0.414816 0.460907 0.672318 0.224479 0.207697 0.221327 0.363014 0.181967 0.930699 0.84757 0.779713
threshold=105.98708487665002 44.710446918150005 46.177190236600005 0.074640000000000026 0.68694500000000025 0.089580000000000021 -0.21013499999999999 -0.24701499999999998 0.15675000000000003 39.344049039350004 39.788107623550012 0.22542000000000004 94.109476856350014 0.098005000000000023 0.048530000000000011 0.070195000000000021 0.092095000000000024 66.697957758300021 36.82350895510001 1.0000000180025095e-35 -0.04931 0.090640000000000012 0.075065000000000021 0.072320000000000023 0.12812000000000004 62.057679025150001 -0.065399999999999986 42.280042771400005 85.968825637350008 -0.054494999999999995
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 6 -3 -4 8 -5 7 -2 14 12 -11 -12 -10 -14 19 18 23 -18 -16 26 -21 -22 -13 -17 25 -25 -1 28 -28 -30
right_child=1 2 3 5 -6 -7 -8 -9 9 10 11 22 13 -15 15 16 17 -19 -20 20 21 -23 -24 24 -26 -27 27 -29 29 -31
leaf_value=7.4355715616788892e-05 -0.0020644749430328221 0.0016323156754616301 0.00034768761633673936 -0.0016818932650288429 0.0010126612681165513 0.00046779730986345179 -0.0016017705867292088 0.00097147925521605329 0.00055615264285825065 -0.0022892958946291123 0.00025440730567133829 -0.00040581396796511663 -0.0021851659860787774 0.00047477857159556946 0.00059677028376869956 0.0018226754421073715 0.00080291230557597308 -0.0014556071392339378 -0.0020850516847338478 0.00069679661877178681 -0.0025106878121798968 -0.00020699578117654131 -0.0021165817177637466 0.0016348384726151712 0.0018113192157612596 -0.0010348542198622454 -0.00037792973159846203 -0.00059425311690545482 0.0013432256161623076 0.00037085514229914503
leaf_weight=74.031799014755961 0.16423703018517699 0.48999894116423126 0.90475780593987998 0.6902409142239776 1.0274424152448762 0.17163848200289067 0.89954734648568913 0.27658755035417948 3.2744819868821642 0.572618207719643 1.8285056870663541 0.66961532016284742 0.47682234931198741 0.58969173755031079 0.41877344716340204 1.6991553526167993 0.90399689519836079 0.80325994623126462 0.48055142000703199 0.72002481590607237 0.81223742844304014 1.2166159287444314 0.52693998275208287 0.34939833066891857 0.49257185403257608 0.44550955242084456 3.7521165552316296 3.9202059065282802 4.5360705482307848 10.531845703284484
leaf_count=1494 49 13 42 91 25 16 317 21 45 14 38 14 41 14 6 23 19 35 72 32 26 25 41 7 6 39 65 100 46 124
internal_value=9.56832e-05 -0.000410743 1.49721e-05 -0.000433618 0.000111651 -0.00125379 -0.00112747 -0.000159619 0.000103463 -0.000147834 -0.000620611 -0.000304743 0.000243988 -0.000714442 0.000122442 0.000519186 0.000778881 -0.000259715 -0.000836253 0.000100144 -0.000650956 -0.00112926 -0.0011592 0.00137258 0.000778558 0.000138598 0.000121479 0.000274893 0.000455935 0.000663579
internal_weight=117.677 3.59701 2.25664 1.76664 114.08 0.861879 1.34037 0.440825 113.053 7.93868 3.59768 3.02506 4.341 1.06651 105.114 5.59322 4.69389 1.70726 0.899325 99.5209 2.74888 2.02885 1.19656 2.98664 1.28748 0.794908 96.772 22.7402 18.82 15.0679
internal_count=2900 549 162 149 2351 107 387 70 2326 207 107 93 100 55 2119 207 129 54 78 1912 83 51 55 75 52 46 1829 335 235 170
is_linear=0
shrinkage=0.00196078


Tree=911
num_leaves=31
num_cat=0
split_feature=1 1 1 0 3 3 3 3 1 3 3 0 3 3 3 0 3 3 3 0 4 2 2 2 2 0 2 2 3 3
split_gain=0.0618134 0.561873 0.304888 0.302298 0.409847 0.590757 0.320513 0.319913 0.421286 0.402471 0.29429 0.430633 0.315149 0.293876 0.69884 0.535582 0.524679 1.06877 0.602584 0.596246 0.288414 0.28247 0.727929 0.70851 0.595711 0.301436 0.32533 0.576463 0.413493 0.285013
threshold=66.697957758300021 66.318885161900013 65.630639880500027 87.568458224950021 0.087265000000000023 0.082055000000000017 0.12064000000000002 0.10790500000000001 61.960894532450006 0.10500500000000003 0.097615000000000021 86.780739992750014 0.087530000000000011 0.088165000000000021 0.090390000000000012 85.775256651950016 0.085765000000000022 0.084365000000000009 0.082055000000000017 86.036037090600004 42.541806567400009 -0.065399999999999986 -0.087910000000000002 -0.048664999999999993 -0.040019999999999993 86.388225105700016 -0.22386500000000001 -0.23155499999999998 1.0000000180025095e-35 -0.15684499999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 6 5 -5 7 9 -9 10 11 13 -13 16 15 -15 17 18 21 -18 -6 22 25 -23 -25 26 27 28 29 -1
right_child=-2 -3 -4 4 20 -7 -8 8 -10 -11 -12 12 -14 14 -16 -17 19 -19 -20 -21 -22 23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.0069054054663061862 -0.0022478961318911578 0.055012292126268604 -0.037592826755647346 0.027266403699472416 0.047443509237793717 -0.051611960327958388 -0.036932883540276275 0.076749536975113386 -0.0040566450500528935 -0.055174199925899392 0.019566835235134972 -0.0094670143762499125 -0.063880613098312181 -0.0060919969378372043 0.001484618609611523 -0.11805475975098648 0.0010548009387787776 -0.10667448679213645 0.043321082656122833 0.07185794503265705 0.0031451894375713763 0.10551931128250554 -0.066212730887857785 -0.12421284694025461 0.020303425205371619 -0.068094526623172599 0.043155125183455115 -0.11829253342215984 0.080669932735546512 -0.07138206447310623
leaf_weight=2.0574710724576981 37.284833141954834 2.002925304695963 1.963962802721652 2.1088581581134336 4.4478654218837619 1.7271145880222318 2.3647917959315228 1.248541526962071 1.3351210290566085 1.3410826068138693 6.7082062022527671 2.4921409683302036 1.8578970097005365 0.73788707860512559 5.566901250025694 1.0148729259381069 2.3749299974297164 0.90981069183908481 3.1904566471930602 2.3826026543974876 2.1950792483985424 0.73696800321340594 2.0760042325709938 0.37000563181936752 1.244984661851968 0.55308051063911978 1.8806286308827109 0.41962292742027774 0.60724853668943968 0.60082831237014067
leaf_count=88 1759 34 44 45 44 19 65 18 29 19 77 28 18 33 107 22 44 22 37 14 25 6 32 5 104 10 51 37 9 55
internal_value=0.000934326 0.00296189 0.00111719 0.00251084 0.0177774 -0.00824792 -0.00111904 0.00091159 0.0349925 -0.00133906 0.000571804 -0.00352877 -0.032707 0.00122071 -0.0158533 -0.07092 0.00766124 -0.00171026 0.00524144 0.0365135 0.0328057 -0.00627778 -0.0150451 0.0242701 -0.0128063 0.00231493 0.0093116 -0.00795954 0.00621825 -0.0107891
internal_weight=95.8027 58.5179 56.515 54.551 10.4789 3.83597 44.0721 41.7073 2.58366 39.1236 37.7825 31.0743 4.35004 26.7243 7.31966 1.75276 19.4046 14.6471 13.7373 4.75753 6.64294 10.5468 8.19488 2.35196 1.61499 6.11888 5.5658 3.68517 3.26555 2.6583
internal_count=2900 1141 1107 1063 133 64 930 865 47 818 799 722 46 676 162 55 514 456 434 58 69 397 282 115 109 250 240 189 152 143
is_linear=0
shrinkage=0.1


Tree=912
num_leaves=31
num_cat=0
split_feature=0 0 3 3 3 1 4 4 4 0 1 3 3 4 3 0 2 0 1 4 2 1 0 2 0 3 4 2 2 2
split_gain=0.211749 0.472502 0.457853 0.604588 0.765714 0.636725 0.542146 0.632746 0.517593 0.552248 0.511655 0.471676 0.43129 0.583687 0.354361 0.611766 0.310129 0.824774 0.80441 0.830222 0.693277 0.642181 0.61756 1.0835 0.609553 0.593995 0.587539 0.612421 0.463661 0.62416
threshold=85.716110573100011 85.807518149550006 0.11467000000000002 0.10045500000000003 0.095645000000000022 62.00390986255001 40.742467179200005 42.773538294100007 43.968221017800005 85.253695774650012 64.071334164850015 -1.0000000180025095e-35 0.078295000000000017 41.468518788800004 -0.082159999999999997 75.994645973400011 -0.068524999999999989 85.968825637350008 63.910026677050006 42.297164883650005 -0.075840000000000005 65.461267018300006 87.29692395375001 -0.048664999999999993 92.313586825200005 0.09642000000000002 36.173488152900006 0.049235000000000008 -0.058529999999999992 -0.046474999999999995
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 4 5 6 14 12 9 -9 -7 -10 13 -8 15 -1 20 -18 19 22 -3 -22 23 -19 26 -25 -20 -28 -26 -30
right_child=1 16 -4 -5 -6 10 7 8 11 -11 -12 -13 -14 -15 -16 -17 17 18 24 -21 21 -23 -24 25 28 -27 27 -29 29 -31
leaf_value=-0.0020425192537999802 0.00068924008689932013 5.2243595350388306e-05 -0.0014503401898069137 0.00072144775154981452 -0.001673142577316677 -0.0021100321410054473 0.0016136810551865123 0.00014129697595859016 -0.00019427112534316495 -0.0024477210399648994 -0.00015399615653684061 0.0012570029689012133 0.0013230051541721841 -0.0012824963866902004 -0.0012027075013055449 0.0011448907330228381 -0.0011266199289466029 0.0016321981964320027 0.00085475862392143226 -0.000301687769981123 -0.0017502705759626128 -0.00015105287764924545 0.0018134917417468295 -0.00066362975753854817 -0.0012101389055322021 0.00073166973364066363 -0.0023187255281993707 -0.00040527980450699572 0.0012421329976205523 0.00013382571909381389
leaf_weight=0.32755321785225555 5.1849586628377429 57.105746769864083 0.93210176422144186 3.2891562873264766 1.2535892653977487 0.98005277741322006 0.44771456788293862 0.60762344252361777 3.0197983649413804 0.66170144086936489 1.0815077214065238 1.2043999773450189 2.8436296903528273 0.66481099545489997 1.753438412793918 0.78955516777932644 1.6518760466133233 2.8189518302679053 0.75399833172560038 2.5886077978648236 1.6073415726423252 2.417166118586465 2.3906399542465806 2.1532911816611877 0.8442809774933292 2.5767208021134138 1.0065509096311873 1.7810046296071957 2.2458512755256423 15.012690534671261
leaf_count=51 41 1347 30 41 24 68 8 55 79 16 53 16 33 48 43 15 31 20 11 40 17 49 35 21 31 27 22 67 30 531
internal_value=7.65268e-05 0.000112545 -0.000108746 -4.26677e-05 -0.000203412 -7.53027e-05 9.34645e-05 0.000320165 -0.000110408 -0.00120836 -0.00108388 0.000219515 0.00091806 -0.000116985 -0.000652821 0.000210294 8.17045e-05 0.000226567 0.000291979 0.000687398 -3.1898e-06 -0.000789762 0.000944989 0.000669947 6.31018e-05 9.64734e-05 -0.000680841 -0.0010962 0.000208643 0.00027805
internal_weight=121.996 102.14 19.8566 18.9245 15.6354 14.3818 12.3202 9.44968 5.49352 1.26932 2.06156 4.2242 3.95616 1.11253 2.87055 1.11711 96.9547 35.8245 34.1726 12.5282 61.1303 4.02451 9.9396 7.54896 21.6444 4.73001 3.54155 2.78756 18.1028 17.2585
internal_count=2900 2320 580 550 509 485 364 255 166 71 121 95 89 56 109 66 2279 866 835 143 1413 66 103 68 692 48 100 89 592 561
is_linear=0
shrinkage=0.00196078


Tree=913
num_leaves=31
num_cat=0
split_feature=4 4 4 2 2 2 3 3 2 2 4 3 0 2 0 1 0 1 1 1 0 0 2 1 1 4 1 3 2 3
split_gain=0.163462 0.475943 0.405084 0.464581 0.547077 0.397606 0.753672 2.01487 0.576036 0.533421 0.519805 0.467996 0.762416 0.460042 0.44534 0.87336 0.770294 1.06965 0.683168 0.528056 0.578785 0.622477 0.397404 0.36804 0.498082 0.601592 0.401269 0.336237 0.57031 0.519305
threshold=41.621607100200002 41.678468725050003 41.532441862050007 -0.062629999999999991 -0.054494999999999995 -0.090694999999999998 -0.085699999999999998 0.087725000000000011 -0.09715 -0.081169999999999992 41.322103772800006 0.09117500000000002 89.872466842800023 -0.085734999999999992 85.775256651950016 61.409760615700009 85.939252597950016 62.020040611300011 62.057679025150001 62.197478847950002 88.028184565250015 89.219171517050015 -0.042409999999999996 60.474177186300004 63.910026677050006 41.028010303750008 65.111767461350013 0.088165000000000021 -0.24103499999999997 0.08883000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 5 -5 8 -7 -8 10 13 14 -11 -13 -9 15 -1 -16 -18 -19 -20 -21 -22 -6 -24 25 -25 -26 28 -3 -29
right_child=1 27 -4 4 22 6 7 9 -10 11 -12 12 -14 -15 16 -17 17 18 19 20 21 -23 23 24 26 -27 -28 29 -30 -31
leaf_value=0.0003009572298206822 -0.0014959677212807801 -0.0013762926751380133 0.00089889252016644647 0.0010351434749207823 -0.00051174716657698691 0.00097061071079820177 -0.0025182818970837131 -0.00026072001316478045 0.00092039974745654568 0.0010929103783300406 -0.0017552965153616801 0.00050919222649853065 -0.0012906097025006476 -0.0019619233593164793 0.0019878091568924314 -0.0019443718613620744 -0.0023974863658381236 0.0020982953463853492 -0.0012502475670984055 0.001324558696329828 -0.0018137928028481632 0.00015223296566896626 -0.0010573622871437583 0.0010236927487332966 -0.0016482565295906958 -0.0002554588095568884 0.00016298917567501782 -0.0015321245478057571 0.00017883927170967025 -0.00011240720456824916
leaf_weight=1.5059007308882493 0.80967071918712363 0.93243702113249938 2.6151739843462556 3.4287587990038473 2.6951126160420307 1.4636832080941538 1.6441953888802316 1.7474433701304408 2.9242132696631442 1.6262595672887989 0.63639553729444642 2.4320531975390627 1.4410987724650111 0.9398451965930662 0.84733517281711357 1.1941978682734768 0.64833079278468986 0.67792835831642051 1.0564332492649544 1.5296873857732851 0.65592415630817313 11.047426301370534 0.752607102971523 6.0213044170814127 0.49012858036439766 1.8472305031027643 11.602606001003776 1.0496299236547226 32.773860318559855 17.59954902388381
leaf_count=81 22 138 33 38 39 23 51 39 44 13 19 22 41 30 6 55 11 4 9 17 8 398 24 70 14 23 347 38 852 391
internal_value=7.60702e-05 -4.1338e-06 0.000143251 0.000110779 0.000303661 -4.13896e-05 -0.00034207 -0.00053751 0.00010806 -0.000139697 -1.19152e-05 0.000210176 -0.000160467 -0.000855694 4.59813e-05 -0.000692105 0.000167034 6.82363e-05 0.000175042 8.3798e-05 0.000190299 4.20454e-05 0.000196519 0.000288673 0.000339423 0.000723397 8.95779e-05 1.89372e-05 0.000135819 -0.000192313
internal_weight=116.636 53.1651 63.4713 60.8561 26.8377 34.0184 11.2946 9.8309 22.7238 8.1867 19.7996 5.49941 3.87315 2.68729 19.1632 2.7001 16.4631 15.6157 14.9674 14.2895 13.233 11.7034 23.409 20.7139 19.9613 7.86853 12.0927 52.3555 33.7063 18.6492
internal_count=2900 1441 1459 1426 555 871 219 196 652 145 608 76 63 69 589 136 453 447 436 432 423 406 517 478 454 93 361 1419 990 429
is_linear=0
shrinkage=0.00196078


Tree=914
num_leaves=31
num_cat=0
split_feature=0 2 4 4 2 3 0 1 4 1 0 4 0 2 2 1 4 2 1 2 0 3 3 4 3 4 4 2 0 0
split_gain=0.193508 0.328064 0.28319 0.43861 0.355554 0.246586 0.192434 0.909339 0.402112 0.316316 0.344581 1.33429 0.553224 1.33334 0.473463 1.01898 0.882389 0.876735 0.623758 0.616525 1.00854 0.535862 0.775462 0.740968 0.470073 0.445074 0.403916 0.805772 0.759978 0.383253
threshold=105.98708487665002 0.68694500000000025 44.710446918150005 46.177190236600005 -0.15895000000000001 0.074640000000000026 85.656964494200011 61.928633034850002 43.968221017800005 61.82916008405001 85.807518149550006 41.902916368500009 85.968825637350008 -0.08725999999999999 -0.068524999999999989 63.910026677050006 42.297164883650005 -0.075840000000000005 65.111767461350013 -0.048664999999999993 87.29692395375001 0.048965000000000009 0.083795000000000022 39.995120105550008 0.09642000000000002 39.56957118270001 41.261521012900012 0.049235000000000008 97.152811460000024 86.232294534150014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 -2 -4 -5 -6 7 -1 -9 -8 11 -11 13 -12 17 16 19 29 -17 -16 24 23 -23 -20 -21 -19 -24 -28 -29 -14
right_child=2 -3 3 4 5 -7 9 8 -10 10 12 -13 14 -15 15 18 -18 25 21 20 -22 22 26 -25 -26 -27 27 28 -30 -31
leaf_value=0.00011789903224870158 -0.0010686400431107776 0.0012088672685414833 0.0016296760298227532 -0.0020633370986893732 0.00069369803162686516 -0.00084823494040967701 -0.0008718231025262519 -0.0014731170201236774 0.00021455670066961602 0.0011713936539869897 0.00074542391699455586 -0.00049191469604978246 0.00067689428574349011 -0.0016702137684429081 0.0017177109943388919 -0.0015303829650603698 -0.00026726704824465942 -4.8956945563726761e-05 9.7567418544228148e-06 -0.0005243299886437241 0.0017466900384914168 0.0012473650499039634 0.00024253884772807116 -0.0017883077876281383 0.000720369263434353 -0.0014658142602281892 -0.0022248582732526854 0.0013845786074740362 -0.0020566159497457 3.007463134798169e-05
leaf_weight=12.023659673192013 1.3741489744536459 1.0018762524705369 0.52653558074962381 0.38930351748422309 0.91706451892969154 0.70550645662297029 1.2376612173393358 2.339150807834812 0.70679434208432201 4.7448995374143115 1.5094989538192751 3.0436531353043392 3.8044845089316288 2.101540313800796 3.1844987869262686 0.94176922459155576 2.6521833220031104 1.3828585683077101 3.1682769404433229 2.1261217705905535 2.2823079144582152 2.660207713750423 9.126237291882715 1.2206200815089685 2.5846264893189073 2.2220819965004921 0.817946219118311 0.79685068230537559 0.35741307283751667 47.418427765893284
leaf_count=375 387 25 13 38 35 76 18 147 16 33 18 45 39 41 22 18 39 27 76 19 32 59 168 50 26 26 43 37 22 930
internal_value=7.71888e-05 9.17219e-05 -0.000351668 3.64593e-05 -0.000380508 2.32536e-05 8.1943e-05 -0.00012453 -0.0010815 0.00011325 0.000125673 0.000521397 9.15624e-05 -0.000660421 0.000122865 0.00031272 0.000740061 1.2338e-05 2.55087e-05 0.00100256 0.000676897 0.000106252 0.000296551 -0.000490313 0.000158594 -0.000922306 6.86487e-05 -0.000736014 0.000319027 7.81159e-05
internal_weight=119.368 115.456 3.91256 2.53841 2.01187 1.62257 114.454 15.0696 3.04595 99.3842 98.1465 7.78855 90.358 3.61104 86.7469 31.9191 12.8297 54.8279 19.0893 10.1776 6.99306 18.1476 13.7587 4.3889 4.71075 3.60494 11.0984 1.97221 1.15426 51.2229
internal_count=2900 2351 549 162 149 111 2326 538 163 1788 1770 78 1692 59 1633 611 138 1022 473 99 77 455 329 126 45 53 270 102 59 969
is_linear=0
shrinkage=0.00196078


Tree=915
num_leaves=31
num_cat=0
split_feature=0 0 0 2 3 2 1 1 4 4 2 1 1 1 0 1 0 1 4 1 1 0 3 3 3 1 1 1 1 0
split_gain=0.0647231 0.237979 0.251947 0.702478 0.596789 0.274164 0.265912 0.211854 0.604266 0.54762 0.95394 0.401194 0.526373 0.449555 0.465579 0.415274 0.436332 0.587893 0.721749 0.535003 0.322045 0.282986 0.210962 0.237864 0.541258 0.350591 0.340198 0.276058 0.434743 0.372326
threshold=85.716110573100011 85.807518149550006 85.968825637350008 -0.10098 0.083795000000000022 -0.054494999999999995 61.885617704800005 62.041548276350007 40.21994457600001 42.852084787850011 -0.072569999999999982 62.095317438950012 62.132955852800002 62.154463517850012 86.103248543850015 62.197478847950002 86.692020874450009 64.434276012450013 41.811877919650009 64.84561010645001 62.079186690200011 89.057864029250013 0.11467000000000002 0.10045500000000003 0.095645000000000022 62.00390986255001 64.071334164850015 61.960894532450006 61.917879202350001 84.95796538030001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=22 -2 3 -3 -5 -6 -4 8 -8 10 -10 20 -13 -14 -15 -16 -17 18 -18 -19 -9 -20 23 24 25 27 -27 28 29 -1
right_child=1 2 6 4 5 -7 7 11 9 -11 -12 12 13 14 15 16 17 19 21 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0095184170548594932 0.024784677727327144 0.051431170535566055 -0.054584070981408099 0.015941996116530549 -0.12929767948919754 -0.047601154272415978 0.065137104204062282 -0.0035918656732643697 -0.069778954527312573 0.043215797827576286 0.018932226968752141 0.040159860430119737 -0.06984113721533862 0.084553578060133194 -0.05453145573155313 -0.074232952490988866 0.075232206042742028 -0.082482611614169088 -0.016833962681673691 0.00017024559404213053 -0.0555653782569175 0.029901479008604005 -0.061100048385213324 0.024869878593470781 -0.08203240516808194 -0.10519664607261148 -0.0042434262266532593 0.043856044802102798 -0.071333204485647991 0.044350889445192367
leaf_weight=4.4838738685302726 4.378985207527875 0.86657500546425614 0.82041743156150815 0.82960234582424108 0.81465410441160246 0.82856014108983733 2.0191796552389842 2.6264533534413195 1.9567779400385914 2.3770654406398535 3.1855142982676625 3.553925189189612 0.89489267952740092 0.6685345359146585 1.3331672600470472 0.74059568182565172 2.3245421107858411 0.79747211653739114 2.4165804162621498 43.58282982166088 2.1832270403392613 2.7930321171879768 0.64492092448927074 2.5614589059696309 0.92824767713318657 0.60618100935789765 0.74288804110619822 1.522511423419928 0.82458947134546168 1.7973463987000284
leaf_count=291 41 9 18 12 21 21 22 32 28 18 42 27 11 6 12 17 38 13 27 1854 25 26 30 41 24 68 53 23 27 23
internal_value=0.00102693 0.00210356 0.000823882 -0.0260463 -0.0531976 -0.0881037 0.00203197 0.00266433 0.0165662 0.0035234 -0.0148247 0.000589652 0.00284971 0.000462782 0.00161387 0.000586825 0.00198236 0.00306962 0.0288972 -0.00131495 -0.0271839 0.00822233 -0.0052284 -0.00255278 -0.00899367 -0.00219851 -0.049605 0.00521367 -0.00306595 0.00589607
internal_weight=96.1046 81.9926 77.6136 3.33939 2.47282 1.64321 74.2742 73.4538 9.53854 7.51936 5.14229 63.9153 59.1056 55.5516 54.6568 53.9882 52.6551 51.9145 7.53415 44.3803 4.80968 5.20961 14.112 13.4671 10.9056 9.97739 1.34907 8.62832 7.10581 6.28122
internal_count=2900 2320 2279 63 54 42 2216 2198 110 88 70 2088 2031 2004 1993 1987 1975 1958 91 1867 57 53 580 550 509 485 121 364 341 314
is_linear=0
shrinkage=0.1


Tree=916
num_leaves=31
num_cat=0
split_feature=4 2 2 4 3 3 4 4 0 3 4 3 3 3 3 4 4 3 1 2 1 1 4 1 1 1 0 0 0 4
split_gain=0.0629881 0.15282 0.203463 0.127442 0.0806606 0.167818 0.214901 0.171312 0.179605 0.148194 0.125228 0.117441 0.100719 0.22678 0.150225 0.265891 0.201229 0.273982 0.413316 0.205755 0.159559 0.302053 0.367084 0.242354 0.249432 0.113579 0.687098 0.49675 0.370675 0.353597
threshold=32.785955158400007 -0.10710499999999999 -0.055714999999999994 30.509590007400003 -0.25765499999999997 -0.54481999999999997 39.530201452500002 48.919835655300012 87.29692395375001 -0.397505 34.542090938800008 -0.27223499999999995 -0.25276999999999999 -0.25095999999999996 -0.15684499999999998 40.305698932850007 40.878805547300004 -0.23472499999999999 62.057679025150001 -0.13978499999999996 61.409760615700009 57.960468834350003 37.572218886150004 56.981870074850008 55.855406118200008 66.697957758300021 90.337570099350003 90.837623311600012 92.313586825200005 38.238138001450004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 -4 5 7 9 8 -2 -7 -6 -8 -12 -14 15 -15 -17 18 -18 -20 21 23 -23 24 -16 26 29 -28 -27 -22
right_child=4 2 3 -5 10 6 11 -9 -10 -11 12 -13 13 14 20 16 17 -19 19 -21 25 22 -24 -25 -26 28 27 -29 -30 -31
leaf_value=-0.10461764326578696 -0.10727076783342647 0.049210433302211261 0.025629506030215733 -0.11243814480924237 0.02916550973275675 -0.040644554755158886 -0.10775409934973296 0.064470909975471544 0.036110122791423109 0.040809408930874522 0.040251685299443035 -0.03809095929922747 -0.059108932387802821 -0.039705446788525021 0.005961353034018067 0.076503008436210995 0.02818631780721419 0.043220405233225873 -0.0095322294653237237 -0.1142446499682587 0.028467982821458862 0.0087991480712278133 -0.1091305105026267 0.03369648200123062 -0.10611760201544207 -0.045924542573254686 0.081795104746003211 0.0042410507654531589 -0.00075558485000568596 -0.0019275987866982391
leaf_weight=0.19235996598808924 0.1595289715114635 0.34441667763380224 0.10289700360010456 0.19085815212469015 1.6290648396272889 0.39486835454590619 0.35277333206613593 0.44701851531863213 0.19313244517798012 0.51425247308179622 0.65528465704119199 0.7706708279292791 0.62528043170459469 0.70252714944581285 0.50095701373720603 0.68139864690601815 1.151847329965676 2.0304569193394859 0.34243942706962105 0.41515012201853096 4.2253957014327161 0.42967907339334466 0.6843242127506528 1.0597755452618001 0.32895410666242242 1.9330934343524848 1.886869971873238 1.4688210405292919 30.206689549486498 40.618408700029249
leaf_count=86 30 24 37 21 79 14 56 5 15 33 18 34 20 34 67 12 15 74 25 22 60 7 45 22 24 98 35 35 1266 587
internal_value=0.000932329 -0.0264865 -0.00293595 -0.0640756 0.00117354 -0.0154472 -0.0307155 0.0233605 -0.0287493 0.00543062 0.00168758 -0.0599659 0.00118992 0.000903257 0.00132646 0.0176124 0.0263259 0.0176478 -0.00954551 -0.0669134 0.000286141 -0.0223427 -0.0636442 0.00200524 -0.0384637 0.00113218 0.0042025 0.0478489 -0.00347234 0.000936417
internal_weight=95.2392 0.830532 0.638172 0.293755 94.4087 2.83224 2.03256 0.79968 0.352661 0.909121 91.5764 1.12344 89.9474 89.2921 88.6668 5.32382 4.62129 3.93989 1.90944 0.75759 83.343 3.00369 1.114 1.88969 0.829911 80.3393 48.1995 3.35569 32.1398 44.8438
internal_count=2900 168 82 58 2732 187 137 50 45 47 2545 90 2466 2448 2428 182 148 136 62 47 2246 165 52 113 91 2081 717 70 1364 647
is_linear=0
shrinkage=0.1


Tree=917
num_leaves=31
num_cat=0
split_feature=1 2 3 0 0 2 3 3 3 1 1 2 0 2 4 3 4 3 4 4 3 3 4 3 1 4 3 2 0 0
split_gain=0.175644 0.150142 0.13873 0.0939695 0.418705 0.58924 0.258254 0.276648 0.712251 0.367585 0.909692 0.384557 0.584034 0.460118 1.11906 0.653755 0.4932 0.632128 0.411023 0.722851 0.366703 0.765181 1.15017 1.13038 1.08116 0.682245 0.593442 1.45652 1.5961 0.907578
threshold=89.912793714750009 -0.088944999999999996 0.07870000000000002 93.972365491700018 94.550383989750017 -0.14739999999999998 0.43162500000000009 0.10236000000000002 0.10176000000000003 62.837331883000012 64.434276012450013 -0.23955999999999997 91.144107538500023 -0.077279999999999988 36.173488152900006 0.093480000000000021 39.468990633150007 0.089335000000000012 40.580626202750004 38.828362408050005 0.093295000000000031 0.08784500000000002 41.169697216150006 0.086655000000000024 62.305017173150013 41.24714903835001 0.083415000000000031 -0.10098 85.872041144650012 87.181320254150009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 6 5 -5 7 8 9 20 -11 12 -12 16 -15 18 17 -13 19 -16 21 23 -23 24 26 -22 29 -28 -29 -1
right_child=1 2 -4 4 -6 -7 -8 -9 -10 10 11 13 -14 14 15 -17 -18 -19 -20 -21 25 22 -24 -25 -26 -27 27 28 -30 -31
leaf_value=7.31639143601852e-05 -0.0019994165306445569 0.00027386010155161072 -0.00198810542465156 0.00049596217700082802 5.5064600152176023e-05 -0.0017124276065031447 0.00096890427061513656 -0.00013996821102834332 0.0016415166704302679 0.0012135827925344087 -0.0019167790332141974 -0.00089319723171948267 0.00044921221694803142 0.0013949700439606636 -0.0016035408185071356 0.0011538590819500873 0.00095531996234369252 0.0008403608092942364 -0.0021632197717502463 0.0003731124363897712 0.0011063473552382595 -0.0021086327445387874 -0.00022180281896605559 0.0011533466218582025 -0.0020511819242672678 -4.5965111605536042e-05 0.00076859755308200488 0.00013457514660473676 -0.0026655245873315261 0.0016716149649501832
leaf_weight=14.707181172401773 0.27409498323504522 0.45570372886504529 0.13516536679344426 0.74855341883085191 33.539464078457968 1.2241872142003547 1.3702209200710047 13.912149667026823 1.2326338533312071 3.8460855430967085 0.82114303513662956 1.6348554996075093 0.78417823265772313 1.3386958049959474 1.4223181586712605 0.65316496433661075 4.7890195833024336 1.6003165445290504 0.85814328522246786 1.42284801939968 3.2316131195984763 1.5479473182349455 6.2865779829007806 3.4291480317478991 0.99730376782826979 5.0818592415889725 1.9937381927156819 1.4535759490390767 1.6956623354926703 1.5054609454236914
leaf_count=382 184 57 119 37 1061 63 16 210 12 73 42 29 22 22 20 19 80 15 74 27 35 30 95 27 12 55 18 29 20 15
internal_value=8.02443e-05 -0.00079998 -0.00024358 8.69744e-05 3.42866e-06 -0.000874457 0.0001252 0.000110037 0.000165836 0.000136066 0.000360986 0.000147007 -0.000761024 0.000253257 -0.000172974 -0.000654785 0.000555774 -3.5672e-05 -0.000973782 -0.00061503 3.32307e-05 -5.79575e-05 -0.000594603 0.000105116 -5.56928e-05 0.000401962 3.74962e-05 -0.000542844 -0.0013731 0.000221592
internal_weight=113.993 0.864964 0.590869 113.128 35.5122 1.97274 77.6158 76.2456 62.3335 61.1008 19.1708 15.3247 1.60532 13.7194 5.69517 4.35647 8.02419 3.23517 3.70331 2.84517 41.9301 33.6166 7.83453 25.7821 22.3529 8.31347 21.3556 5.14298 3.14924 16.2126
internal_count=2900 360 176 2540 1161 100 1379 1363 1153 1141 423 350 64 286 162 140 124 44 121 47 718 628 125 503 476 90 464 67 49 397
is_linear=0
shrinkage=0.00196078


Tree=918
num_leaves=31
num_cat=0
split_feature=4 0 2 2 0 0 2 4 2 4 2 4 4 4 4 2 1 0 2 2 0 2 2 3 4 4 4 3 2 3
split_gain=0.220664 0.557542 0.425598 0.983948 0.716431 1.56867 2.03202 1.44255 0.505604 0.479092 0.482132 0.3965 0.38605 0.487116 0.796876 0.471696 0.699658 0.464896 0.514933 0.379024 0.369774 0.659967 0.935074 0.894527 0.536021 0.714369 0.529208 0.879287 0.572858 0.716951
threshold=42.178283198950005 104.06483731340002 -0.067574999999999996 -0.054494999999999995 86.20003303655001 87.181320254150009 -0.12350999999999999 41.348489042950007 -0.044409999999999998 41.169697216150006 -0.058529999999999992 42.233786329550007 41.495754733000005 39.749124837650008 39.420767558750008 -0.013805 62.837331883000012 85.968825637350008 0.17273000000000005 -0.18126999999999999 91.523180134850023 -0.08756499999999999 -0.079824999999999993 0.091250000000000012 41.840895355800008 41.322103772800006 41.134354310300004 0.098200000000000023 -0.11131999999999999 0.093480000000000021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 9 7 6 -6 -1 -5 10 -4 -2 13 14 -10 -14 -17 -15 -19 -3 -7 24 -23 -24 25 26 27 28 29 -22
right_child=11 19 3 8 5 20 -8 -9 12 -11 -12 -13 15 17 -16 16 -18 18 -20 -21 21 22 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00016961309298476875 -0.0014461555654508517 0.00029077856244128322 -0.00029232855261518512 -0.00070291959521721057 0.00023198108383448701 0.00040966407408181838 -0.0020686416760793401 0.0012357650585627683 0.00024121584204583586 0.0016987482279327069 0.0011949424445588069 -1.8533384820148e-05 0.00040971045756577767 -0.00042345781234897148 -0.0014650228663319071 -0.0026521158718486215 6.6875193416505332e-05 0.0010763998784683079 -0.00015089334300675894 -0.0020573762700376304 -0.00083308404865312894 -0.0019051318747998378 0.00088340786998392725 -0.001293679375701753 0.0015229528108848783 -0.001670964547571874 0.0015010612612044829 -0.0014153911808777776 0.00099097075768687297 0.00073670189201124675
leaf_weight=6.4231023601241741 0.7613388299869247 0.4104615074479625 1.4447228844510394 2.3744303414714585 2.683332116343081 8.7820171641069482 3.2806255370378521 4.9892494187224656 9.7000291038129962 2.4963745549321175 1.995448538102212 42.550037900371535 1.3242260185070338 1.3095932301366691 1.1804446757305402 0.68411661013669689 0.77724341943394393 6.6475715436099545 1.6382785574533043 0.74211259307264643 2.524735226732445 1.6419882696391139 1.6751653937972144 1.2800822280696591 1.0111168390139926 0.87242885259911496 1.0427544089034206 1.3758647529248262 2.7957179157529017 2.0084083011897746
leaf_count=190 22 94 26 30 25 92 34 43 190 15 21 1210 21 26 24 37 28 83 42 270 87 47 26 31 16 25 10 50 37 48
internal_value=6.78344e-05 0.000132107 0.000153196 0.000325539 2.48226e-05 -0.000129913 -0.00103353 0.00044479 0.000158966 0.00104485 0.000570353 -4.36285e-05 0.000246943 0.000340112 5.61025e-05 -0.000437907 -0.00120598 0.000662156 0.000833739 -0.00122114 8.5565e-05 -8.98231e-05 -0.000718772 -5.96098e-05 0.000158773 2.88901e-05 0.000181032 2.29036e-05 0.000292918 -0.000137591
internal_weight=118.423 75.1116 73.9591 31.5725 42.3866 30.9742 5.96396 11.4124 25.6359 5.93655 3.44017 43.3114 23.2615 20.4759 10.8805 2.78559 1.46136 9.59544 8.28585 1.15257 25.0103 16.2283 4.59724 2.95525 11.631 10.6199 9.74748 8.70473 7.32886 4.53314
internal_count=2900 1668 1304 543 761 528 59 233 481 62 47 1232 451 365 214 86 65 151 125 364 469 377 104 57 273 257 232 222 172 135
is_linear=0
shrinkage=0.00196078


Tree=919
num_leaves=31
num_cat=0
split_feature=1 0 1 4 3 0 1 0 4 0 2 4 2 2 1 4 0 1 2 0 4 2 2 2 2 4 0 3 0 0
split_gain=0.175159 0.18495 0.915092 0.375533 0.290059 0.366442 0.288199 0.359255 1.59805 0.638961 0.793476 0.465886 0.32727 0.919947 0.876456 0.952066 0.710051 0.702272 0.656066 1.21812 0.605698 0.655067 0.490389 0.441728 0.48979 0.372569 0.799794 0.627314 0.955976 1.13813
threshold=89.912793714750009 85.656964494200011 61.928633034850002 43.968221017800005 -0.15684499999999998 85.613949164150014 61.86411003975001 85.807518149550006 42.467547400400008 85.968825637350008 -0.08725999999999999 40.621691032550004 -0.068524999999999989 -0.075840000000000005 63.910026677050006 42.297164883650005 92.313586825200005 65.461267018300006 -0.048664999999999993 87.29692395375001 36.173488152900006 0.049235000000000008 -0.026349999999999998 -0.058529999999999992 -0.046474999999999995 43.19689381845 92.652332549650012 0.086945000000000022 86.280686780500005 89.219171517050015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 -4 -6 -3 8 -8 10 -9 -12 13 25 15 18 20 -15 -14 22 -16 -22 -20 -18 -25 -11 27 28 -27 -30
right_child=-2 6 3 -5 5 -7 7 9 -10 12 11 -13 14 17 16 -17 23 -19 19 -21 21 -23 -24 24 -26 26 -28 -29 29 -31
leaf_value=0.00013476973407465485 -0.00075062295588471442 -0.0007174767393231359 0.00023295735845134719 0.00013806367226113203 -0.0021817664444436398 -0.00039529067716856706 0.00107529998894822 0.00040457138453767124 -0.00081983126084706642 1.9541816524845899e-06 -0.0004251579440566568 -0.0023048534163083363 0.0017022083018107083 -0.0019938384676656856 0.00087382499910950275 -0.00032671589576269074 -0.0012134253742847531 -0.00022866593858690925 -0.00080073935164203804 0.0017763024420969433 -0.0023571283015393243 -0.00042745067522501605 0.00052962059854289587 0.0011458268428288876 0.00012959170114169866 0.0016054441055275745 -9.3125649398211963e-05 0.0017050963679419342 -0.0016268975017015303 0.0010518300935316294
leaf_weight=11.709913580532882 0.98354715993843811 1.5948293683468353 0.35795139097899742 0.80204535741358984 1.5482293878812918 0.61750604235567141 5.7926741695264337 1.3980907318182292 2.4276183280162513 40.577269663533109 0.88120264559984152 1.1936447340995071 3.1426501199603072 1.4330361224710935 0.68944935221225323 2.8366221515461794 0.82268613888300279 2.1920684659562539 1.7057227995246638 2.3204238954931498 1.1033243646379562 1.7477676237031117 2.8371861232444715 2.0892657670774559 14.328696117881913 1.5827736463397721 6.5918429498851765 2.2812380673130974 1.2797573908173947 1.1648863812442867
leaf_count=375 360 22 20 16 118 10 42 17 36 723 10 30 22 14 11 39 29 40 14 32 22 67 31 28 411 10 290 19 20 22
internal_value=7.34428e-05 8.02509e-05 -0.000123021 -0.0010307 -0.00140215 -0.0016724 0.000109635 0.000122514 0.000515629 8.82088e-05 -0.000737185 -0.00150653 0.000119804 2.94371e-05 0.000273273 0.000675972 2.44089e-05 -0.000926454 0.000960227 0.000620481 -0.000775391 -0.0011742 3.01113e-05 0.000188656 0.000258913 9.42343e-05 0.000384492 0.00088355 0.000418204 -0.000350469
internal_weight=120.034 119.05 15.0356 3.32573 2.52369 2.16574 104.015 102.42 8.22029 94.1996 3.47294 2.07485 90.7267 57.1029 33.6238 12.8426 20.7812 3.6251 10.006 6.86333 3.54054 2.85109 4.54291 17.2406 16.418 53.4778 12.9005 6.30866 4.02742 2.44464
internal_count=2900 2540 539 164 148 128 2001 1979 78 1901 57 40 1844 1138 706 138 568 54 99 77 100 89 45 468 439 1084 361 71 52 42
is_linear=0
shrinkage=0.00196078


Tree=920
num_leaves=31
num_cat=0
split_feature=4 0 0 4 0 4 1 1 1 3 1 2 2 0 0 1 0 1 0 1 1 0 0 2 0 3 3 4 2 4
split_gain=0.213421 0.419083 0.356551 0.794795 0.990573 0.7325 0.548022 1.61007 1.30173 0.448795 0.351138 0.346901 1.16773 0.83228 0.962623 0.44368 0.569279 0.614514 1.15097 0.536353 0.476002 0.428188 0.482444 0.413518 0.371192 0.364382 0.39487 0.354404 0.346342 0.335127
threshold=42.102795028150005 103.44649194340002 86.20003303655001 43.45354240915001 85.775256651950016 43.061965423550006 62.068432857650002 62.106071271500007 62.132955852800002 0.093480000000000021 61.923256118600001 -0.08459499999999999 -0.086339999999999986 86.458125017100016 90.337570099350003 62.305017173150013 94.30842275800002 71.52105164435001 97.32487278035002 75.645146416450004 79.535345331150026 91.410264893400026 95.502098167950024 -0.054494999999999995 100.37896121655002 0.088165000000000021 0.084065000000000015 45.027406014450008 -0.12835499999999997 43.673409002000007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 5 9 -4 -8 -9 10 -2 12 15 -13 23 -10 25 18 -18 29 -21 -16 -23 -15 -22 26 28 -26 -17 -19
right_child=2 -3 6 -5 -6 -7 7 8 11 -11 -12 13 -14 14 21 16 17 19 -20 20 24 22 -24 -25 27 -27 -28 -29 -30 -31
leaf_value=0.00018646793002896956 0.0011195129322876256 -0.00097214672618844858 0.00077767424055377645 0.00015379038209280827 -0.0021530431642161744 -0.0022890525568856892 -0.0021082621604019735 0.0020901368947480576 -0.0016955556477253149 -0.001250908704947795 -0.00028834515429488825 0.0020313608367473397 0.002142283027861101 -0.0025290929627325921 0.0018869310299369951 -0.0005747615127547934 -0.0022240509080254625 0.0015165464563406182 0.0011658244708133095 -0.0016758633155455204 0.0019829419251195632 -0.0015033591232933819 4.7513523895920112e-05 -0.00069112483355809082 -0.0016210226484316905 -0.00041349717603702819 0.001588383158772348 0.00017026990600365095 0.0010929135106849119 9.7105191759484999e-05
leaf_weight=69.543685785889465 1.3359601776355692 1.2213577767656136 4.0703881748486337 7.1792832634600927 1.5690453296410849 0.62143354579893628 1.3170047271996761 1.2218871284276271 0.5460193119943203 0.82236607128288586 1.3895473701704757 0.54523961991070979 1.0951847318210646 1.0281524956226347 0.39735942418337789 0.90138189011486236 1.2834265341516582 1.2141849501058462 0.55015621671918769 0.86289168655639548 0.319838909315877 0.93379563777853025 4.4283226049210498 0.86790586732604413 0.56410941933745595 0.98177474981639523 1.8031526980921624 1.7176042903447521 1.0212339926511034 1.3510875639913136
leaf_count=1263 41 383 37 184 46 50 14 6 5 26 34 2 7 11 10 65 55 10 23 44 6 55 203 31 60 23 14 134 12 46
internal_value=0.000100784 0.000166471 -1.00506e-05 -0.000281039 -0.000825057 -0.000325292 0.000110565 1.73961e-06 0.000119316 1.86733e-05 0.000401744 1.1872e-05 0.000197175 -0.000309261 -0.000475964 3.47699e-05 0.000109927 -0.000212926 -0.00120694 8.93444e-05 -0.000413874 -7.7027e-05 -0.000222566 -0.00168778 4.70648e-06 0.000649208 0.000929241 -0.000272592 0.000311056 0.00076895
internal_weight=112.705 70.765 41.9397 12.9176 5.73835 4.16931 29.0221 24.9517 23.6347 3.54787 2.72551 22.4128 14.212 8.20078 7.65554 13.1169 12.5708 7.8633 1.83358 6.02972 3.46444 5.75948 5.36212 1.89606 2.60155 4.70754 3.72577 2.28171 1.92262 2.56527
internal_count=2900 1646 1254 381 197 151 873 836 822 101 75 816 504 312 310 497 492 378 78 300 244 268 258 42 200 114 91 194 77 56
is_linear=0
shrinkage=0.00196078


Tree=921
num_leaves=31
num_cat=0
split_feature=3 3 2 2 0 4 2 3 3 3 3 2 4 3 2 1 2 0 1 3 2 3 1 4 3 4 4 4 4 2
split_gain=0.153449 0.658084 0.459285 0.689822 0.640787 0.434224 0.428524 0.831404 0.553347 0.550622 0.416118 0.460202 0.488112 0.5302 0.411964 0.41154 0.407313 0.512836 0.74819 0.565482 0.681969 0.434346 0.618378 0.365951 0.421847 0.361541 0.339247 0.335097 0.99217 0.567124
threshold=0.093295000000000031 0.093480000000000021 -0.24103499999999997 -0.26138499999999998 87.393708446500014 38.828362408050005 -0.11808 0.083185000000000023 0.087605000000000016 0.092290000000000025 -0.15684499999999998 -0.12835499999999997 48.008184682100008 1.0000000180025095e-35 -0.16717499999999999 86.858705278550005 -0.088099999999999998 90.337570099350003 68.961639504150014 0.087405000000000024 -0.097799999999999984 0.082325000000000023 62.197478847950002 40.036761086100007 0.088105000000000017 41.24714903835001 43.633733172900008 41.24714903835001 41.134354310300004 -0.060760000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 4 -1 -6 7 10 -9 16 -4 12 -12 -14 -15 -16 17 21 -19 20 -20 -8 -23 -7 -25 -11 -22 28 -3 -29
right_child=1 27 6 -5 5 23 9 8 -10 25 11 -13 13 14 15 -17 -18 18 19 -21 26 22 -24 24 -26 -27 -28 29 -30 -31
leaf_value=0.0010061920275534931 0.0016169583648644611 0.00017685582817583026 0.00039487474803354822 -0.0017549613900630639 -0.0023082598867972255 0.00092316953486001711 0.00017909543916395994 0.0014703226684961647 0.00017252442821708908 -0.00026683753497392689 -0.0013040270660158578 0.00084687932696808708 -0.0020867860993445146 0.0016065708976720013 -0.0020391342720164204 0.00045372061734278595 0.00011333086659045921 0.0014583579717366503 -0.0022070102739338406 0.00049439587605981346 -0.00093366303123603616 -0.0015342500539522572 -0.00013008534699027367 -0.0022311484989559634 3.8590482079699695e-05 -0.0022346238470650152 0.00061750261012486071 0.00017633307698298797 0.0018728031695586691 -0.00062805813283742858
leaf_weight=1.2907293446187398 1.1833456835011009 20.935769824472349 6.104065357498258 1.3331919722604642 0.51098999008797852 0.65059235040098418 1.7418226270237918 3.3247280338546252 2.0370016678762113 0.7449176463301217 2.1131332549359749 1.0068669469546874 0.3911997223622169 0.70901334669906724 0.35832360151107312 0.87967771434341557 40.226827669154773 1.2682188758626578 0.89974235311092332 2.4294602382360608 1.1106455538538291 2.9399617250310257 2.0442372139077634 0.52738501038174923 0.78108869988363949 0.69285616268462036 1.0588902924209831 10.03677989906282 1.4159328431996971 5.0730273654044131
leaf_count=41 11 450 171 135 63 16 29 45 38 18 122 12 20 10 72 56 972 18 34 37 32 49 20 48 18 25 19 176 14 129
internal_value=7.64341e-05 0.000177293 2.59301e-05 -0.000543073 -0.000113461 -0.000698536 6.61414e-05 0.000339074 0.00097727 -1.76027e-05 4.31265e-05 -0.000350243 -0.000621024 -3.76867e-06 0.000414757 -0.000267804 1.44476e-05 -0.000280355 0.000100753 -0.000212363 -0.000771791 -0.000663782 -0.000958341 -0.000278666 -0.000876236 -0.0012151 -0.000176582 0.000131816 0.00028429 -9.37365e-05
internal_weight=115.82 38.6449 77.1756 5.09398 3.76079 2.47006 72.0816 16.924 5.36173 55.1576 11.5623 5.45821 4.45135 2.33821 1.94701 1.238 53.7198 13.493 6.76696 5.49874 3.06928 6.72602 4.9842 1.95907 1.30847 1.43777 2.16954 37.4615 22.3517 15.1098
internal_count=2900 780 2120 321 186 145 1799 546 83 1253 463 292 280 158 138 128 1210 238 140 122 85 98 69 82 66 43 51 769 464 305
is_linear=0
shrinkage=0.00196078


Tree=922
num_leaves=31
num_cat=0
split_feature=1 2 3 4 2 2 4 4 0 1 4 4 2 1 4 1 3 2 1 2 1 3 3 3 2 3 0 2 2 0
split_gain=0.157263 0.165668 0.164935 0.110622 0.280213 0.3177 0.201308 0.130142 0.122035 0.440048 0.889194 0.63614 0.749025 0.576577 0.525474 0.426629 0.405231 0.401707 0.691578 0.680222 0.532059 0.323602 0.336944 0.882207 0.758412 0.507535 0.970448 0.741538 1.14456 0.491075
threshold=89.912793714750009 -0.088944999999999996 0.07870000000000002 33.96174662340001 -0.22089 0.15973500000000004 34.542090938800008 32.483642351600004 86.530713386650021 64.434276012450013 41.322103772800006 43.124157941850008 -0.068524999999999989 64.84561010645001 42.526729949000007 62.197478847950002 0.10236000000000002 -0.053019999999999991 61.987779113750001 -0.075174999999999992 61.944763783650011 0.098005000000000023 0.087725000000000011 0.091545000000000029 -0.092864999999999989 0.082055000000000017 86.036037090600004 -0.088099999999999998 -0.082509999999999986 86.103248543850015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 -1 7 -5 -6 16 10 15 12 14 -11 -12 -10 21 19 -19 20 -18 22 25 24 -24 -8 27 -27 -29 -25
right_child=1 2 -4 6 5 -7 8 -9 9 13 11 -13 -14 -15 -16 -17 17 18 -20 -21 -22 -23 23 29 -26 26 -28 28 -30 -31
leaf_value=-0.0020866852997315417 -0.0019965750370996779 0.00035719941202235405 -0.0019904715491330482 0.00093650919660103805 -0.00035221758404733474 -0.0014696109107275104 -9.5800552496933482e-05 0.00088267197893829416 0.00060906426042105894 -0.0015127475994984091 -0.0010698157265808619 0.00082833941680152318 0.00056894844580741204 7.4182392020550301e-05 6.6044682393990605e-05 0.00166151209609429 0.0001321964038553172 -0.0022742269195096115 -0.00026933486134421409 0.00081657451923550575 -0.0014573105801262399 0.00073912170116819471 8.3810419167078331e-07 0.0005656041771743179 -0.0019087036696299098 -0.0011309294965999659 0.0012929280326047109 0.0017336902918032764 -0.00047132340041727291 -0.00083386964923606432
leaf_weight=0.30530715154964161 0.27412593798521812 0.50289841423545922 0.14918308992719176 1.1009186474147998 0.5320598915886865 0.46086216651201528 11.207440951258841 0.85596806007197301 4.0649366360157755 0.89613496419042249 3.4568383572623134 3.4468149598687878 3.5631148647516948 49.628642844007118 2.8625999614596367 2.329457244835794 1.7110157650895419 1.012406760361044 1.9083620566671013 2.0782168321311474 1.5368977857724528 2.8444386211485826 1.4090626076576884 3.8976037844549865 1.8489879551925676 1.5914140813983975 3.7425575610250235 1.5788902938365934 2.120682801774818 1.2807796401903031
leaf_count=65 184 57 119 33 34 38 343 34 38 13 33 31 33 1367 22 29 19 19 36 22 40 33 19 62 56 35 21 9 38 18
internal_value=8.71e-05 -0.000717574 -0.0001799 9.36797e-05 -0.000346407 -5.90354e-05 0.000102211 0.000409313 9.38628e-05 0.000142998 0.000391379 0.000103024 -0.00014995 4.60357e-05 -0.00055529 0.000992468 7.06877e-06 -0.000379895 -0.000964277 -5.94293e-05 -0.000619951 0.000108308 4.57394e-05 -0.000283472 -0.00108285 0.000182955 0.000528791 -1.17176e-05 0.000469724 0.00021947
internal_weight=114.199 0.926207 0.652082 113.272 2.1542 1.84889 111.118 1.38803 110.017 70.2485 19.7238 13.3294 9.88255 50.5248 6.31944 6.39439 39.7688 8.2469 2.92077 5.32613 3.24791 31.5219 28.6774 8.43643 3.25805 20.241 9.03354 5.29099 3.69957 5.17838
internal_count=2900 360 176 2540 171 106 2369 68 2336 1566 186 119 88 1380 55 67 770 136 55 81 59 634 601 155 75 446 103 82 47 80
is_linear=0
shrinkage=0.00196078


Tree=923
num_leaves=31
num_cat=0
split_feature=0 2 2 3 0 0 0 0 4 2 2 2 1 2 1 3 1 0 0 0 0 3 3 2 2 2 2 4 0 2
split_gain=0.0697853 0.0753396 0.105583 0.0971857 0.0732635 0.0606724 0.197142 0.223693 0.618715 0.321318 0.244416 0.534796 0.5399 0.532463 0.843105 1.06685 0.470862 0.549918 0.343106 0.61532 0.510382 0.320986 0.733371 0.716537 0.647743 0.862066 0.258215 0.468147 0.217467 0.214825
threshold=113.28087178455002 -0.012769999999999998 -0.046474999999999995 -0.397505 116.55541378745001 85.716110573100011 85.807518149550006 85.968825637350008 40.621691032550004 -0.08725999999999999 -0.068524999999999989 -0.075840000000000005 65.461267018300006 -0.054494999999999995 62.079186690200011 0.087530000000000011 61.917879202350001 86.232294534150014 86.036037090600004 86.345209775600011 86.388225105700016 0.084795000000000023 0.076080000000000023 0.072320000000000023 -0.033594999999999993 -0.024989999999999998 0.26462000000000008 38.386256906100009 86.388225105700016 -0.036264999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 3 -2 -5 -1 -7 8 -8 -10 11 16 -13 14 -12 -16 -9 -18 -15 -20 -21 22 26 -24 -23 -26 27 -22 -19 -29
right_child=1 -3 -4 4 -6 6 7 10 9 -11 13 12 -14 18 15 -17 17 28 19 20 21 24 23 -25 25 -27 -28 29 -30 -31
leaf_value=-0.0046485899997239294 0.08523611584804372 -0.10216384054589292 0.078816809419334569 -0.017603025959456339 -0.10197276512829517 0.023003983681402222 0.016685029319509912 -0.069617545043190093 -0.021867341543135878 -0.1129668780597672 0.10376013190798031 -0.090069581955171313 -0.0065431137174717484 0.078095944342999227 -0.068998059452059932 0.051677600548263425 0.04441794455051392 -0.037732023876907522 -0.05535886682567101 0.10278811468748013 0.023847914159012214 -0.062335858290978 0.087016411708283489 -0.040837384991636139 0.073812945058179827 -0.0088099622862742415 0.043505155258783422 0.00058497211076515866 0.00089261427446804564 -0.070067654581452879
leaf_weight=14.037995329840667 0.05968440230935812 0.12030346855016105 0.099099377868697047 0.26060180767854035 0.17010577491191725 4.4217229019850484 1.744863438419997 0.92543045757337594 0.73164072982035577 0.82233848274336174 1.4558242782950426 1.3306300938129418 1.8494838216865899 0.59933313261718524 1.0835244300105844 2.2619265626271954 2.9150550360791376 1.5144199207425106 1.754381528240631 0.53499234654009598 1.6196496551565389 1.7628619633906168 2.1777541195806411 0.54880441373097699 1.4815945657173966 8.5518789579109331 0.90422501430293767 0.62173686106689308 38.912709619336511 1.3981032326391867
leaf_count=580 2 100 7 46 149 41 18 16 15 30 13 14 41 5 25 39 32 17 38 4 42 34 51 41 26 276 49 9 1067 73
internal_value=0.00119468 -0.0300456 -0.0153277 -0.0343527 -0.0509244 0.00142575 0.0024666 0.0012949 -0.0241851 -0.0700756 0.00242765 -0.00188216 -0.0414924 0.0100703 0.0402365 0.0125932 0.000963378 0.0024704 0.0034734 0.0013792 0.00645736 0.00375441 0.0202818 0.0612819 -0.00643169 0.00339056 -0.00432122 -0.0162036 -0.000554283 -0.0483197
internal_weight=96.6727 0.709795 0.589491 0.490392 0.430708 95.9629 81.9249 77.5032 3.29884 1.55398 74.2043 47.4477 3.18011 26.7566 4.80128 3.34545 44.2676 43.3422 21.9553 21.356 19.6016 19.0666 7.27027 2.72656 11.7963 10.0335 4.54371 3.63949 40.4271 2.01984
internal_count=2900 304 204 197 195 2596 2016 1975 63 45 1912 1187 55 725 77 64 1132 1116 648 643 605 601 265 92 336 302 173 124 1084 82
is_linear=0
shrinkage=0.1


Tree=924
num_leaves=31
num_cat=0
split_feature=4 0 0 0 0 3 4 3 4 2 4 3 1 1 4 3 2 2 0 1 2 1 0 3 1 4 3 1 2 1
split_gain=0.0653098 0.308607 0.28404 0.237988 0.186835 0.203053 0.165246 0.237504 0.150973 0.296294 0.264659 0.354616 0.130916 0.124785 0.410252 0.136629 0.226722 0.132185 0.11547 0.459249 0.164497 0.143081 0.317213 0.337236 0.186257 0.759769 0.24807 0.290363 0.228806 0.134804
threshold=49.110028829250005 71.249517373150013 85.57362229215002 99.983757871350008 104.3578792496 0.074640000000000026 48.680511450650009 0.076080000000000023 45.90502654165001 -0.23378499999999999 47.833738492450003 0.074640000000000026 70.284360904350009 83.715897724050009 44.710446918150005 -0.22253999999999999 -0.16717499999999999 0.20981000000000005 103.44649194340002 82.204984254750016 -0.0086649999999999991 77.898074329750017 99.378854792050006 0.091705000000000023 81.188747081400024 39.468990633150007 0.092425000000000021 80.288113607700012 -0.078219999999999998 74.986474174450009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 -2 -3 -4 -5 -6 8 -8 13 12 11 -11 -10 18 15 16 -15 -17 21 20 -20 22 29 -24 26 -26 28 -28 -23 -1
right_child=1 2 3 4 5 -7 7 -9 9 10 -12 -13 -14 14 -16 17 -18 -19 19 -21 -22 24 23 -25 25 -27 27 -29 -30 -31
leaf_value=0.00079738211787531977 -0.11319837671166544 0.057474941789278457 -0.10375965964805299 0.046352931356118357 0.011578887103543885 -0.10174365399090168 -0.0028229417646104421 0.062138064626871881 -0.1117131324493212 0.016123306576382872 0.031627167461056004 -0.1081119054485825 -0.017803292805690079 0.072664868814593594 0.080110866374703105 -0.10257355087253835 -0.10408466405420357 -0.0041877567503906714 -0.1080499621478896 0.056207340908124827 -0.013519721901444071 0.019923196090482698 -0.0036676674968513681 -0.10803784230320629 0.046394673655699187 -0.076720513910347177 -0.036481388898892568 0.042692862995777563 0.073398273728868854 0.016285135336397305
leaf_weight=71.600092744608446 0.28392949374392573 0.57447609421797086 0.30748321407008905 0.43752223858609773 0.35850397330068517 0.28287836135314137 1.1770080754067742 1.0785506032407282 0.44438414964679429 0.49040621239691873 1.0319619796500772 0.43228447257206426 0.22290998432436027 0.17693111174594378 0.27476482593920071 0.58277745869420883 0.12304291897817154 0.1783486697090666 0.50194277933496778 0.41752334652119316 0.29069340623391215 1.8806494352465959 0.72071859816060058 0.54270511929644272 1.0981077924952845 0.92222205337748153 1.0885274929314617 0.80632067844271649 1.3926531993201927 6.0985261945934317
leaf_count=1522 10 7 69 37 27 81 24 20 43 22 27 43 30 18 10 319 38 41 40 31 26 37 39 38 36 36 40 7 31 151
internal_value=0.00109668 -0.0157593 -0.00165026 -0.0261499 -0.00403146 -0.0384014 0.00150105 0.0282398 0.000840604 -0.0228083 -0.00316685 -0.0420814 -0.0803425 0.00153969 -0.0287926 -0.0569924 0.000165998 -0.0795196 0.00200351 -0.0286715 -0.0733817 0.0024344 0.00120478 -0.0485 0.0159412 -0.00980384 0.0260054 -0.00279012 0.0426746 0.00201301
internal_weight=95.8188 2.24479 1.96086 1.38639 1.0789 0.641382 93.5741 2.25556 91.3185 2.62195 1.95465 0.922691 0.667294 88.6965 1.33586 1.0611 0.299974 0.761126 87.3607 1.21016 0.792636 86.1505 78.962 1.26342 7.18848 2.02033 5.16815 1.89485 3.2733 77.6986
internal_count=2900 231 221 214 145 108 2669 44 2625 165 92 65 73 2460 426 416 56 360 2034 97 66 1937 1750 77 187 72 115 47 68 1673
is_linear=0
shrinkage=0.1


Tree=925
num_leaves=31
num_cat=0
split_feature=1 2 3 4 2 2 3 3 3 4 2 0 4 0 2 4 4 2 2 4 3 2 2 3 0 4 0 3 2 2
split_gain=0.159818 0.185065 0.164776 0.125132 0.200936 0.246812 0.120481 0.111516 0.350917 0.265765 0.247867 0.220141 0.13415 0.157518 0.119277 0.117068 0.739328 0.674612 0.769923 0.685463 0.485692 0.72989 0.907656 0.504569 1.35198 0.425066 0.43543 0.355408 0.327908 0.531767
threshold=89.912793714750009 -0.088944999999999996 0.07870000000000002 32.785955158400007 -0.10710499999999999 -0.055714999999999994 0.076825000000000018 -0.27223499999999995 -0.54481999999999997 48.919835655300012 -0.13324 87.29692395375001 34.542090938800008 89.99344745865001 -0.11420499999999999 40.259171735100004 40.496232821400007 -0.057185 -0.054494999999999995 40.036761086100007 0.089335000000000012 -0.11808 -0.12350999999999999 0.098005000000000023 89.99344745865001 38.828362408050005 88.028184565250015 0.048965000000000009 -0.10098 -0.11420499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 -1 -6 -7 8 9 11 -10 -5 13 -9 -15 17 -17 19 -19 20 21 22 25 28 -25 26 -14 -23 29 -22
right_child=1 2 -4 7 5 6 -8 12 10 -11 -12 -13 15 14 -16 16 -18 18 -20 -21 23 27 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0020654739290185955 -0.002006056163211306 0.00045578784790537398 -0.0019905537709486569 -0.0021168451576609199 0.00087781646171549506 -0.00012459921226912023 -0.0022696117221005234 0.0014123863850642837 -0.00037068414606461074 0.0013827612637654192 -0.0021459172461145881 0.00064849593850317146 0.00020144799087863554 0.00083365361662296824 -0.00027823257290130675 0.0010059214217399226 9.1633529523494614e-05 0.0019247816504055749 0.00018781346991633653 -0.0015654533207458694 0.00017351226732946387 -0.00036440544656800327 0.0020598322296751354 0.00027122618673882477 -0.0021092228680670844 0.00025407794739178786 -0.0019032815211747229 -0.0017902488966116861 9.8142044985618505e-06 0.0017445654968502083
leaf_weight=0.26290859121127141 0.29869998858623603 0.45495325361662153 0.13795634967505066 0.20458672450331528 0.45797602985021513 0.19604179490124696 0.20695132742912392 0.62942783351172638 0.85373833946141531 0.59339550510048866 0.46823751532428903 0.24112230027094483 0.59307542256283374 0.6976586253331335 0.79205515491958034 3.5723891948582596 70.632859593259127 1.055793591774999 13.872319400205013 1.3996702753938723 1.7981298337444971 1.0377258806838718 0.68084994517266739 3.3596266030945117 1.2618326241718021 1.7332608446668016 1.0416417453634492 1.9076799744798334 3.0796490527864062 1.5358017693506552
leaf_count=71 184 57 119 30 13 19 24 22 40 5 40 13 27 17 33 51 1477 11 252 26 43 23 6 33 78 40 55 42 36 13
internal_value=7.94483e-05 -0.000747475 -0.000113419 8.59064e-05 -0.000565131 -0.000106981 -0.00122614 9.2379e-05 -0.000329279 0.000523347 -0.000999463 -0.000620835 0.000101374 0.000589968 0.000242483 9.18365e-05 0.000135649 -2.79114e-06 0.000310661 -0.00024363 -0.000141013 -0.000545252 -4.99987e-06 0.000115202 -0.000378726 -0.000422414 -0.00113969 -0.0012879 0.000471114 0.00089723
internal_weight=115.058 0.89161 0.59291 114.166 1.12388 0.860969 0.402993 113.043 2.36108 1.0391 1.32198 0.445709 110.681 2.11914 1.48971 108.562 74.2052 34.3571 14.9281 19.4289 18.0293 6.99423 4.04883 11.035 4.62146 3.36798 1.63472 2.94541 6.41358 3.33393
internal_count=2900 360 176 2540 127 56 43 2413 128 48 80 43 2285 72 50 2213 1528 685 263 422 396 193 128 203 111 122 82 65 92 56
is_linear=0
shrinkage=0.00196078


Tree=926
num_leaves=31
num_cat=0
split_feature=0 1 4 4 3 3 3 2 2 4 3 3 2 2 2 0 4 4 4 2 4 3 0 3 2 2 4 1 1 3
split_gain=0.168684 0.277333 0.22244 0.321499 0.286659 0.171836 0.215979 0.171724 0.143513 0.410372 0.362922 0.93774 0.393707 0.432643 0.462425 0.457304 0.381419 0.679103 0.556699 0.449781 0.714554 0.39837 1.06822 0.417799 0.327411 0.558674 0.509098 0.427759 0.426628 1.06053
threshold=107.54101367610001 82.204984254750016 44.710446918150005 46.177190236600005 0.07870000000000002 -0.21013499999999999 -0.24701499999999998 0.68694500000000025 -0.11808 34.176526048000007 0.085155000000000022 0.087205000000000019 -0.24103499999999997 -0.26138499999999998 -0.29600999999999994 91.410264893400026 36.514114975300011 40.259171735100004 40.496232821400007 -0.18126999999999999 39.091773401050006 0.093760000000000024 86.780739992750014 0.10017000000000002 -0.088099999999999998 -0.085734999999999992 35.461062230100005 60.474177186300004 62.197478847950002 0.082325000000000023
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 -2 5 -4 -5 6 -3 8 9 -1 12 -12 13 14 15 -11 -13 19 -19 20 -18 -20 -23 -24 26 -26 -10 -27 29 -28
right_child=1 2 3 4 -6 -7 -8 -9 24 10 11 16 -14 -15 -16 -17 17 18 21 -21 -22 22 23 -25 25 27 28 -29 -30 -31
leaf_value=-0.0014132044518281549 -0.0020853135986617002 -0.0020585430824533197 0.0016124112812561685 0.00020288231751751493 -0.0020367937952546163 -0.001995114049245092 0.0011018696787120485 0.00091192743978616971 0.0010455039569503336 -0.0023361034056372586 0.0015492336662784683 0.0012951837084431554 0.00017521766010217512 -0.0016234591322976367 0.0013760801552915149 0.00012614589155447121 -0.001670077813093135 0.0019790976343570963 0.00081971601011074098 -0.001521881890879621 0.00067878680259180282 -0.0017842229683769327 -0.00027064516439347666 0.0010212447759454185 0.00077536187821257885 -0.0010438810438973237 0.00083093980540465079 9.0053856723521945e-05 -1.9737588014304837e-05 -0.0010512185145687915
leaf_weight=0.59085177400993671 0.3270325412122469 0.13357215532596456 0.46515493886545289 0.99523467090330064 0.28195940682053333 0.37620923006801366 0.22016563770102993 0.98995070182718237 1.2203741037519673 0.44221713985461952 2.472546491095275 1.1945253638950806 11.270597846167217 1.0718207608842973 0.58957805053796652 0.84251565328304423 0.73037445892259789 0.80632428542594325 3.1164804159197939 1.2731654261879146 1.5646862855646757 1.0951420618221162 1.8271725365193563 2.0336488479515538 4.5862802501069373 1.308967545202903 1.4655889071291337 55.93398523293763 10.68861066856334 5.361868376028724
leaf_count=81 27 41 13 67 61 267 18 28 24 22 26 23 321 119 8 35 34 7 45 24 26 24 37 36 58 113 23 1014 194 84
internal_value=8.70418e-05 -0.000388405 -0.00016394 0.000216744 -0.000291559 -0.00107261 -9.1509e-05 9.88747e-05 9.16552e-05 0.00020521 0.000236737 0.000438199 8.38956e-06 -0.000629821 -6.16111e-05 -0.000721384 0.000236822 0.000135252 0.000425598 -0.000587211 -6.87101e-05 0.000270425 -7.49884e-05 0.000409845 4.8072e-05 0.000116881 -0.000178996 6.41243e-05 -0.000264309 -0.000647193
internal_weight=115.277 2.79933 2.4723 1.74235 1.27719 0.729947 0.353738 112.477 111.487 30.9216 30.3308 16.1141 14.2167 2.94613 1.87431 1.28473 13.6415 12.447 8.87877 3.56823 2.29506 8.07244 4.95596 3.86082 80.5657 61.8292 18.7364 57.243 17.5161 6.82746
internal_count=2900 494 467 141 128 326 59 2406 2378 868 787 282 505 184 65 57 256 233 149 84 60 142 97 73 1510 1185 325 1127 301 107
is_linear=0
shrinkage=0.00196078


Tree=927
num_leaves=31
num_cat=0
split_feature=1 2 0 4 2 3 3 2 2 2 0 4 4 4 1 3 3 3 0 3 1 2 2 3 3 2 3 3 3 3
split_gain=0.185763 0.159865 0.168825 0.213414 0.121003 0.377249 1.00361 0.538232 0.496222 0.527638 0.468498 0.391614 0.630931 0.521256 0.542445 0.573898 0.444516 0.419025 0.999731 0.482771 0.331233 0.315957 0.454552 0.639094 0.74004 0.437417 0.409634 1.06989 1.04613 0.478871
threshold=89.912793714750009 -0.088944999999999996 122.45926784190002 45.027406014450008 -0.11808 0.085155000000000022 0.087205000000000019 -0.24103499999999997 -0.26138499999999998 -0.29600999999999994 91.410264893400026 40.259171735100004 40.496232821400007 36.514114975300011 67.004441985200017 0.095845000000000027 0.11747500000000002 0.093760000000000024 86.780739992750014 0.10017000000000002 65.727424373200009 -0.088099999999999998 -0.092289999999999997 0.082775000000000029 0.087725000000000011 -0.090694999999999998 0.083565000000000014 0.085880000000000026 0.087265000000000023 0.099425000000000027
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 -3 5 7 -7 8 9 10 -1 13 -13 16 -15 -16 -8 20 -19 -20 -14 22 26 -24 -25 -26 -6 -28 -29 -30
right_child=1 2 -4 -5 21 6 11 -9 -10 -11 -12 12 17 14 15 -17 -18 18 19 -21 -22 -23 23 24 25 -27 27 28 29 -31
leaf_value=-0.0024012754345511004 -0.0020013542989743612 -0.0019931646358416484 -0.0020024120672981799 0.0010515776026158146 -0.00067361469608880075 0.0015197465747617477 -0.00040602807517699848 0.00015634687398275319 -0.0016887818341032128 0.0013223344692997684 -2.1196908540635342e-05 0.0020001447977819318 0.00141410986263596 -0.0015693407005340117 0.00066432571908996293 -0.0013997443662882381 0.0018345581545383884 -0.0017470314601157368 -0.00033860477198253074 0.0010094795961618189 0.00017369524007663774 0.000113672116979636 0.00067105520386015742 -0.0021303236311662455 0.00057664814287656347 -0.0010983445278339222 0.0015631349113305033 -0.0020290335534121034 0.00040529459455864277 -0.00064557549649233261
leaf_weight=0.47225413312844489 0.28897631437166638 0.11623170812754224 0.15883716642520085 0.37106614641379565 2.7366876542218987 2.576251673424852 0.63713616390304995 13.03370707329668 1.2723531441879483 0.65529283415526185 0.97327816509277909 0.89008885980001551 1.6988157893065348 1.4361350903054702 1.5286294425914095 0.78327172680292267 0.73101100011263043 1.094953022431582 1.9641213613213038 2.1277465734165162 1.6140511718112973 65.144406554740272 1.0596321295015503 1.4964806761126968 1.0496164821561254 1.3975115625653414 1.7890360361197952 0.96120151923969288 6.3189688328220637 2.2646706466985052
leaf_count=23 184 87 75 14 59 33 40 395 129 15 49 7 17 18 38 31 7 24 40 36 28 1271 18 29 16 31 21 12 97 56
internal_value=8.14144e-05 -0.000789067 -0.000246886 0.000325337 8.83298e-05 0.000188026 0.00039198 -2.43236e-05 -0.000722421 -0.000137149 -0.000798766 0.000191689 0.0004295 -0.000244767 -0.000622902 -3.49809e-05 0.000791133 0.000265022 -8.29143e-05 0.000362391 0.000809771 4.8686e-05 -0.000173267 -0.00068088 -0.00104414 -0.000379911 7.23138e-06 0.000171629 -8.91877e-05 0.000128038
internal_weight=118.642 0.935111 0.646135 0.487298 117.707 33.4891 17.0822 16.4069 3.37318 2.10083 1.44553 14.506 9.38978 5.11618 3.74804 2.3119 1.36815 8.49969 5.18682 4.09187 3.31287 84.2182 19.0738 5.00324 3.94361 2.44713 14.0706 11.3339 9.54484 8.58364
internal_count=2900 360 176 101 2540 930 319 611 216 87 72 286 152 134 87 69 47 145 100 76 45 1610 339 94 76 47 245 186 165 153
is_linear=0
shrinkage=0.00196078


Tree=928
num_leaves=31
num_cat=0
split_feature=3 3 4 3 1 3 3 0 3 2 3 3 4 0 2 3 3 3 3 1 1 4 0 4 4 2 2 2 3 3
split_gain=0.17225 0.233365 0.143196 0.23224 0.315335 0.179056 0.251243 0.494877 0.320076 0.200938 0.195901 0.351932 0.509298 1.19893 0.22912 0.588518 0.326615 0.729388 0.500435 0.47367 1.16821 0.437598 0.408953 0.53228 0.181031 0.35475 0.377653 0.543893 1.08742 0.665629
threshold=0.43162500000000009 0.4135100000000001 32.785955158400007 0.088500000000000023 72.187789260650007 0.13062500000000002 0.11614000000000002 86.692020874450009 0.11308000000000003 -0.094344999999999998 0.10500500000000003 0.10661000000000002 41.621607100200002 90.437043050150024 -0.24103499999999997 -0.112455 -0.072169999999999998 0.091705000000000023 0.098200000000000023 71.464594023550021 82.987325570650015 38.828362408050005 86.280686780500005 41.061442884200012 48.988717865950008 -0.117115 -0.088099999999999998 -0.092289999999999997 0.082775000000000029 0.087725000000000011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 6 8 -8 10 -7 14 -12 13 -13 15 -4 -17 21 19 -19 -21 -18 -23 -24 25 -16 27 -27 -29 -30
right_child=-2 -3 5 -5 -6 9 7 -9 -10 -11 11 12 -14 -15 24 16 17 18 -20 20 -22 22 23 -25 -26 26 -28 28 29 -31
leaf_value=0.00096343755759186649 0.00065639731672912402 -0.00087656654157749309 -0.0020354509487051625 -0.0015699948849002708 -0.0020683947715912001 -3.810038196755404e-05 -0.0015153948705109496 9.942004727044985e-05 0.00093807370429761295 0.0011681407725089032 -0.0010398917502591381 0.0011713626910476534 -0.00098571221967106945 -0.001169750600109723 0.00038598025888809218 0.00095000035182802602 -0.002371880831324833 0.0012006048758790011 -0.00084388799432460516 -0.0022004303584933658 0.00136775336434976 -0.0021946699306624779 0.00070374533953814465 -0.0014523641680896473 -0.0003087566676503078 2.5282837521242899e-05 0.00015397607532903818 0.00080764485356158095 -0.002439218751836125 -0.00058229047569384029
leaf_weight=0.49853926296782336 1.9162568091716128 1.0060112408827979 0.6262271517298349 0.53137381777810333 0.17933877419795863 0.94641430695492124 1.1323211567214451 2.0517511319085315 1.6609518252371334 1.209486323466989 1.6476786728071591 2.4903797586157457 1.4542296327272195 1.2698747312169869 17.895812789339729 1.0648187728147593 0.66490042600071264 2.187913392670453 1.1780175030071403 0.64625584927853175 0.77678221014002702 0.4722965839901011 1.1125054435251511 0.72844904090288753 3.6126474730626787 12.032512975352804 55.847658433039243 1.1682706992141749 1.3556938641704621 1.6399471031545543
leaf_count=49 39 30 96 49 66 17 32 38 29 29 31 25 34 40 372 46 44 29 26 30 23 19 27 44 223 206 1123 21 28 35
internal_value=7.31992e-05 6.3815e-05 7.18266e-05 -0.00059945 0.000161339 7.87721e-05 6.82509e-05 -0.000474841 8.37551e-05 0.000638615 7.08403e-05 -0.000249944 -3.3574e-07 0.000380746 9.22097e-05 -0.000198624 -6.83841e-05 -0.000207998 0.000265842 0.000627875 -0.000252695 -0.000969948 -0.000566989 -0.000149408 0.000121613 0.0001389 7.75249e-05 -0.00018609 -0.000796898 -0.00142265
internal_weight=121.005 119.089 118.083 1.20925 0.677878 116.874 114.718 3.18407 111.534 2.1559 109.873 6.86216 5.21448 3.76025 103.011 9.45817 8.83194 7.76712 4.78897 3.61095 1.42304 2.97815 2.31325 1.84095 93.5525 89.9399 72.0441 16.1964 4.16391 2.99564
internal_count=2900 2861 2831 164 115 2667 2621 70 2551 46 2522 130 99 65 2392 384 288 242 108 82 53 134 90 71 2008 1785 1413 290 84 63
is_linear=0
shrinkage=0.00196078


Tree=929
num_leaves=31
num_cat=0
split_feature=1 0 2 3 3 3 0 0 0 2 4 2 2 3 4 3 3 3 2 3 0 3 4 4 3 3 1 4 2 0
split_gain=0.161159 0.63292 0.522971 0.329375 0.285701 0.254623 0.277414 0.261803 0.432395 0.292907 0.199454 0.429232 0.789454 0.660629 0.791057 0.586898 1.51186 0.982334 0.808796 0.640547 0.908956 0.923121 0.487049 0.476396 0.419656 0.509736 0.412188 0.909217 0.346053 0.335457
threshold=70.182199495350019 94.550383989750017 -0.16030499999999998 0.43162500000000009 -0.12530999999999998 0.12746000000000005 88.232507383150008 94.047642319350018 93.867515624600017 -0.14143499999999998 41.840895355800008 -0.10282499999999999 -0.088099999999999998 0.082620000000000013 43.19689381845 0.083415000000000031 0.082975000000000021 0.08708500000000001 -0.077279999999999988 0.087725000000000011 86.692020874450009 0.093295000000000031 42.049402686800001 43.124157941850008 0.092290000000000025 0.085765000000000022 62.55235532115001 48.315732392000008 -0.22866 85.656964494200011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 5 -4 7 -7 8 10 -9 29 22 13 -13 -15 16 18 -17 -14 -19 21 -21 -12 -20 25 26 27 -24 -28 -1
right_child=1 -3 4 -5 -6 6 -8 9 -10 -11 11 12 15 14 -16 17 -18 19 23 20 -22 -23 24 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.00021557327705127208 0.00041769560637671435 3.3444834811124139e-05 0.00032652082228249368 0.0010566523839560481 -0.0021589769442794033 -0.00098129784536773817 0.00032136871281281045 0.00029235329153259307 0.0010877597771598324 -0.0013686348657585715 0.0016062701835250421 0.00051266855679997524 0.00062538303632442055 -0.0021514116009927848 -0.00031049370938846448 -0.0014617968242912299 0.0022468205983108341 0.0011263426331044296 -0.0025253440814192599 -0.00226071908331547 0.00048407642516204306 -0.00023064958499204196 -0.0018910096262832238 -0.00018137233406870324 -0.00094798129297471814 0.0012360341746680725 -0.0003237930990416017 0.00027688612178453358 0.0012635724296696539 0.0002880400788044972
leaf_weight=5.9371163002069798 0.59965281365293766 34.446463902173491 0.20999852113891382 1.4444083683192719 1.159837764695111 1.6469689816585735 1.0164087517186997 0.728402060107328 1.842193383257835 0.92850175953935721 1.05354898888618 1.0405584054533417 2.2763554092380218 1.8564645439619201 1.7371959206648169 1.9498758503759734 1.51726458966732 1.7787421010434616 0.63572006253707802 1.2039976373198422 4.1368596872780472 3.0245768236927688 1.0380351688727372 0.70093165738217067 1.0822933805175123 1.9100414817221461 0.80585420527495477 2.6239358611637726 1.5314910775050519 35.43595548014855
leaf_count=218 30 1394 12 15 114 39 13 25 23 25 8 21 23 41 18 38 7 9 49 45 35 59 69 44 19 23 35 43 17 389
internal_value=7.99506e-05 -2.83657e-05 -0.00110944 0.000128717 -0.00177795 0.000111845 -0.000484169 0.000132521 0.000149526 -0.000638437 0.000125939 9.44405e-06 -0.000144734 -0.000863133 -0.0012615 4.85513e-05 0.000604271 -0.000187184 -8.55098e-05 5.78176e-05 -0.000169383 -0.000808669 0.000344939 -0.00129618 0.000197149 0.000353846 7.29778e-05 -0.000337633 0.000716291 0.000215771
internal_weight=117.3 36.416 1.96949 80.8837 1.36984 79.4393 2.66338 76.7759 75.119 1.6569 73.2768 31.9037 21.8585 4.63422 3.59366 17.2243 5.13027 12.0941 3.61301 10.1442 8.36543 4.22857 10.0452 1.33665 8.99165 7.90936 5.99932 3.66197 2.33735 41.3731
internal_count=2900 1550 156 1350 126 1335 52 1283 1233 50 1210 603 389 80 59 309 123 186 116 148 139 104 214 93 206 187 164 112 52 607
is_linear=0
shrinkage=0.00196078


Tree=930
num_leaves=31
num_cat=0
split_feature=1 2 0 2 4 1 1 0 4 4 2 2 4 4 1 0 3 1 1 3 0 0 3 1 1 3 3 0 3 3
split_gain=0.142578 0.45626 0.826524 0.546503 0.438155 0.377192 0.265275 0.347088 0.654364 1.19948 0.707914 0.339347 0.258619 0.340648 0.254636 0.934375 0.914132 0.363833 0.695093 0.707713 0.392781 0.441777 0.682102 0.292721 0.436519 0.462583 0.284464 0.271902 0.428968 0.454225
threshold=81.524804347700012 -0.15895000000000001 104.86330937810001 -0.61225999999999992 42.406961525800007 88.436830201100022 80.288113607700012 98.851916998450022 39.995120105550008 41.24714903835001 -0.22573999999999997 0.11529000000000002 42.207998345450008 39.468990633150007 75.403185184700007 97.013011637200023 0.088990000000000027 71.225321249950014 71.52105164435001 0.09495000000000002 97.152811460000024 95.502098167950024 -0.21013499999999999 70.865067860500019 70.343506983200015 0.08494500000000002 -0.2485 86.530713386650021 0.12064000000000002 0.25847000000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 3 -3 -2 -4 -5 7 14 11 -10 -11 -9 13 -8 17 26 -17 23 -19 20 21 22 -20 24 27 -26 -16 28 -1 -30
right_child=1 2 4 5 -6 -7 12 8 9 10 -12 -13 -14 -15 15 16 -18 18 19 -21 -22 -23 -24 -25 25 -27 -28 -29 29 -31
leaf_value=5.2267586850254372e-05 -0.0020782675001667552 -0.0017726757340040399 -0.0020141734351371153 0.0013471327194272483 0.00035319576961256589 -0.0010193694863258544 0.0010319488032951251 -0.0020885325741611623 0.0011259007669655817 0.00047020711144476731 -0.0015303725654561473 4.8521599161770483e-05 0.001287633961027162 -0.00050858424239611259 0.00088108270577389543 0.0016260095998364913 -2.3824514984956156e-05 -0.0017016481182295033 0.00076881243169738618 -0.0015040086729688413 -0.00086371170373360153 0.00071713275962792056 -0.0020870916424771688 0.00084455473118650909 0.00053744674529973828 -0.0020534197205182656 -0.0021506902587123912 0.00022799286337463708 -0.0018286510495469097 -9.4566674566297056e-05
leaf_weight=39.444702883753052 0.26632093375474175 1.4651350975909725 0.34407376749646834 1.4767608085794561 2.3776286493402949 0.31400541975062868 1.025273071369156 1.0742320353147068 2.0452780625782907 1.050915438274387 1.9268909763195554 0.38916862715268496 1.3636469058110376 1.1951317284256218 0.14837266906397406 2.5575299380579963 2.6076911157579161 1.1827453875448535 0.66904619423439637 1.1478099937230579 1.1640209778561255 3.9879958919482306 0.61901687442150499 2.0677051193779326 0.41766446102701482 0.72460202869478962 0.6007406076314501 40.93810121685965 0.9795292592607433 1.4265145026147363
leaf_count=779 26 105 216 60 179 111 23 97 26 35 90 16 37 19 8 30 41 68 13 49 23 47 44 25 18 55 72 530 33 25
internal_value=7.45312e-05 -0.000213751 -0.000585278 0.000542427 5.39163e-05 0.000932174 9.07835e-05 7.32348e-05 -0.000366395 -3.0247e-05 -0.000824336 -0.00152022 0.000615527 0.000202758 0.000101558 0.000496279 0.000793081 7.6924e-05 -0.000303509 -8.55766e-05 0.000167229 0.000394679 -0.000603677 0.000115723 9.77673e-05 -0.00110608 -0.0015502 0.000114377 3.23917e-06 -0.000800533
internal_weight=116.998 6.24392 4.18684 2.05709 2.7217 1.79077 110.754 107.17 6.48649 5.02308 2.97781 1.4634 3.58405 2.2204 100.684 5.91433 5.16522 94.7695 8.77064 7.58789 6.44008 5.27606 1.28806 85.9988 83.9311 1.14227 0.749113 82.7888 41.8507 2.40604
internal_count=2900 697 500 197 395 171 2203 2124 264 151 125 113 79 42 1860 151 71 1709 244 176 127 104 57 1465 1440 73 80 1367 837 58
is_linear=0
shrinkage=0.00196078


Tree=931
num_leaves=31
num_cat=0
split_feature=4 0 4 1 3 3 0 3 3 3 2 1 2 4 1 3 1 1 1 3 3 4 1 3 4 0 3 0 0 0
split_gain=0.0622785 0.25708 0.206657 0.185011 0.233121 0.18594 0.259576 0.265148 0.206121 0.13137 0.200536 0.180371 0.245015 0.141702 0.138378 0.138026 0.197087 0.431325 0.301923 0.213993 0.305431 0.330743 0.264303 0.358417 0.465272 0.458679 0.19489 0.228265 0.469244 0.303023
threshold=48.988717865950008 71.144667506050013 48.852845034800005 55.855406118200008 -0.22125500000000001 -0.17732499999999998 99.983757871350008 0.079095000000000013 0.074640000000000026 -0.27223499999999995 -0.065399999999999986 68.214248143850014 -0.13820499999999999 32.785955158400007 69.276189105400007 -0.093074999999999991 61.998532946250002 62.020040611300011 61.944763783650011 -0.22831499999999999 -0.25276999999999999 43.162556114600001 64.321360770950022 -0.22125500000000001 40.08085804200001 105.70748523110002 1.0000000180025095e-35 97.013011637200023 93.776108048200015 85.694602908050015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 9 -3 -5 -6 -7 8 -8 10 11 12 -1 14 -11 16 18 -18 -15 20 -19 -22 -21 -24 -25 -26 27 28 29 -17
right_child=1 3 -4 4 5 6 7 -9 -10 13 -12 -13 -14 15 -16 26 17 19 -20 22 21 -23 23 24 25 -27 -28 -29 -30 -31
leaf_value=-0.10614172345629146 -0.11333098715385122 0.0474178202892718 0.040363456534368888 -0.10616347212687322 0.091699573027774067 -0.10313137477011758 0.019530325041668479 0.05443855375510246 -0.10317322081848142 -0.011935485789295234 -0.10738995131424567 0.039105744501972496 0.012285596935416089 0.007036050977496904 -0.10701283519658396 -0.077493576429972622 0.092874183306796879 0.034384365670081948 -0.083866809116184993 0.099959550531184063 -0.061635766061355235 0.026778463523431578 0.072323562567329289 0.041000157110378445 -0.085607775248033313 0.050616015696118177 0.0016247042755605839 0.028232916246114809 -0.11155484973435714 0.011655530964718717
leaf_weight=0.32474815972091153 0.23671157052740399 0.53935332666151259 1.3642582655884314 0.2639552620821638 0.17787346150726135 0.27862208607257199 0.26407271926291265 0.54434943931846647 0.28427639434084995 0.46076430152424919 0.26572639402547693 0.44182763002208958 0.37809366965666402 1.549415024673179 0.22923546058993338 0.52288142406177929 0.74648828245699395 1.1121801932458768 0.47812761063687492 0.45556385158852242 1.2484940936719793 0.63999098070780736 0.91440389389754306 1.2777268034387819 0.84587782173184656 0.34921989641043183 78.4028849842054 0.6776655742087313 0.63548604598145164 1.4078907056245951
leaf_count=62 7 8 22 26 3 66 16 45 71 39 55 34 8 98 100 48 7 42 10 9 44 39 21 33 53 20 1826 33 27 28
internal_value=0.00130612 -0.0139952 0.00172435 -0.00399995 -0.0192951 -0.00449424 -0.0169715 0.004998 -0.0440819 0.00115975 -0.0291284 -0.0109606 -0.0424338 0.00162431 -0.0435226 0.00196564 0.0132966 0.0206955 -0.0144003 0.0128222 -0.00718917 -0.031673 0.0284481 0.0188302 -0.000950573 -0.0458018 0.000630915 -0.0233881 -0.0370196 -0.0124874
internal_weight=97.3182 2.58921 94.729 2.3525 1.81315 1.54919 1.37132 1.0927 0.548349 93.3647 1.4104 1.14467 0.702842 91.9543 0.69 91.2643 9.61749 7.58995 2.02754 6.84346 3.00067 1.88849 3.84279 3.38723 2.47282 1.1951 81.6468 3.24392 2.56626 1.93077
internal_count=2900 242 2658 235 227 201 198 132 87 2636 159 104 70 2477 139 2338 376 268 108 261 125 83 136 127 106 73 1962 136 103 76
is_linear=0
shrinkage=0.1


Tree=932
num_leaves=31
num_cat=0
split_feature=1 0 2 3 3 0 4 2 2 2 3 2 3 4 2 3 0 0 1 0 2 1 3 4 4 2 4 2 2 4
split_gain=0.268524 0.733229 0.524972 0.336883 0.26726 0.380205 0.32507 0.504039 0.719608 0.713949 0.962295 1.3973 0.676011 0.679697 0.482373 0.509246 0.405439 0.376566 0.724528 0.637519 0.515905 0.359667 0.681571 0.642732 0.637894 0.394594 0.324602 0.779046 1.08066 0.703971
threshold=70.182199495350019 94.550383989750017 -0.16030499999999998 0.43162500000000009 0.12746000000000005 88.232507383150008 41.840895355800008 -0.10282499999999999 -0.088099999999999998 -0.077279999999999988 0.083415000000000031 -0.083794999999999994 0.082620000000000013 43.19689381845 -0.22386500000000001 0.088005000000000014 87.29692395375001 85.656964494200011 61.767325547050007 85.807518149550006 -0.054494999999999995 61.960894532450006 0.087405000000000024 43.812290675100009 42.508878681700004 -0.019444999999999997 40.621691032550004 -0.12350999999999999 -0.077279999999999988 40.305698932850007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 6 -6 17 14 12 10 -10 -12 -9 -14 16 -16 -8 18 -1 -19 -20 23 -23 -11 -24 -26 29 -28 -29 -21
right_child=1 -3 -4 -5 5 -7 7 8 9 21 11 -13 13 -15 15 -17 -18 19 20 26 -22 22 24 -25 25 -27 27 28 -30 -31
leaf_value=0.00026638725992035172 0.00033191364112812545 3.763856748169842e-05 -0.001844116508858221 0.0011400400682650112 -0.001052516362871661 0.00050999658235726828 0.00021891717516477258 0.00057004539725839082 0.0011890916968931855 -0.0022546593242974296 0.00093824430915610791 -0.0009451695820532636 -0.0020832698795105256 -0.00035613058272169194 0.0012106552527934207 -8.7025078325207961e-05 -0.0011647060970760368 0.0011121843109945205 -0.0022222572485492463 0.00029081721058103852 -2.5796025508642106e-05 -0.0012969633807561928 0.00093257746534585329 0.00080974116972029912 -0.0014753706638477187 0.00017931785314166982 0.0010312662338799806 -0.0013755056958272682 0.00017166745122341505 0.0014349287693638127
leaf_weight=4.1402794099121811 0.61300213845243012 33.343648391797444 1.3991528776969051 1.3635024540126313 1.5971397837856778 0.95777762308716763 4.444479102625337 1.0162296574562777 3.6306749130017142 0.90674267427675903 2.7856483736541122 3.3187230677576736 1.8074135030619802 1.7000068742781875 3.6295117053086852 1.7106320783495901 0.99686155485687766 3.9094652589410535 0.94153165983152576 20.09782009199262 0.72981771106424254 1.6493978189246261 2.1889856357593089 0.37074037818820216 0.99618691112846303 1.2485292737255789 2.1977346008643499 2.4514303049072614 5.9447270843375 2.3047663716133675
leaf_count=135 30 1394 126 15 39 13 129 21 31 80 22 38 42 18 40 24 47 30 59 246 24 51 30 18 25 24 19 34 67 29
internal_value=0.000110312 -3.17269e-05 -0.00118119 0.00017385 0.00015689 -0.000466768 0.000178101 2.99959e-05 -0.000142708 4.13091e-05 0.000389733 -8.56988e-05 -0.000838141 -0.00124615 0.000376306 0.000794964 -3.45646e-05 0.000290438 -0.000173486 0.000363492 -0.00126314 -0.000419513 -0.000220886 -0.00136533 0.00017943 -0.00055502 0.000274786 -8.02261e-06 -0.000280061 0.000408523
internal_weight=114.393 35.3558 2.01216 79.0368 77.6733 2.55492 75.1183 32.4008 21.6193 17.0956 9.73505 6.10437 4.52365 3.50742 10.7815 5.34014 5.44134 42.7176 5.81163 36.9059 1.67135 7.36058 6.0831 1.27748 4.4337 2.24472 32.9965 10.5939 8.39616 22.4026
internal_count=2900 1550 156 1350 1335 52 1283 640 400 319 91 60 81 60 240 64 176 643 218 425 83 228 130 98 79 49 395 120 101 275
is_linear=0
shrinkage=0.00196078


Tree=933
num_leaves=31
num_cat=0
split_feature=0 3 3 2 2 2 3 3 2 2 1 1 4 0 1 1 4 3 3 3 2 2 3 3 0 3 0 3 3 3
split_gain=0.0652891 0.121502 0.104002 0.0715404 0.270094 0.391694 0.626436 0.52239 0.32437 0.302852 0.539303 0.47731 0.876567 0.300633 0.298486 0.421773 0.441496 0.27976 0.871689 0.832582 0.616374 0.70418 0.970128 0.365786 0.491857 0.285064 0.736937 0.546546 0.823858 0.412338
threshold=112.07913100025002 0.07870000000000002 0.078505000000000019 -0.11808 -0.088099999999999998 -0.092289999999999997 0.082775000000000029 0.087725000000000011 -0.085734999999999992 -0.098345000000000002 62.197478847950002 68.961639504150014 41.21013581150001 88.576630023850015 62.084563606450011 65.630639880500027 42.686561923500008 0.083415000000000031 0.082975000000000021 0.086520000000000027 -0.082885 -0.042409999999999996 0.084795000000000023 0.087605000000000016 86.950112854950021 0.089185000000000028 95.762878606550018 0.090720000000000023 0.091385000000000022 0.088005000000000014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 -1 5 9 -7 -8 -6 10 -5 -12 -13 -9 -11 -16 -17 18 -10 20 -19 -22 -23 24 -21 26 29 -27 -29 -25
right_child=1 -3 -4 4 8 6 7 13 17 14 11 12 -14 -15 15 16 -18 19 -20 23 21 22 -24 25 -26 27 -28 28 -30 -31
leaf_value=0.0060003265542579644 -0.026137749383526556 -0.10265054352778476 0.075347520188872641 -0.053079424772649576 0.031260405701750281 0.042970857144944835 -0.10617643961639585 -0.064997491993710604 0.0055189110049711724 0.057727100025376045 0.039441311093327679 0.014527454560165 -0.11374433669740654 0.011192257806399541 -0.050037588432775094 0.057150276519124202 -0.030650823104058381 0.0087751789876811034 0.095217565201982629 0.068470288131893986 -0.13252577092674242 0.04926332554038404 -0.11875051706047586 -0.029403889255748512 -0.01451486604714069 0.040963376724132472 0.038522143961411529 -0.084750903894933685 0.00043184558194272126 -0.13132951953986946
leaf_weight=25.840360856450388 0.55057969499011861 0.16766059354418417 0.12366052516154014 2.4824999200063766 3.8357826356368596 0.77749188058078189 1.3041924983263018 0.99673360306769643 13.269535186222127 1.309343313798309 2.1323476973921061 1.7306284849582882 0.76968612935161207 1.0780452098174462 1.0863565655308778 1.5530910486977521 0.90724482605583023 1.294184445141582 1.1797221573597187 1.7750060164835297 1.1828267270902872 0.75252346766501321 0.63254154060632573 0.89679637830704739 1.1951277802436377 3.0693617581382595 0.89906945471739153 1.1963370027078806 22.290919799964286 0.71204053107794607
leaf_count=940 141 180 6 43 61 17 29 21 432 25 24 41 31 26 21 32 28 18 14 17 21 31 46 15 34 52 28 30 471 25
internal_value=0.0012581 -0.0264685 -0.00752462 0.00150088 -0.000152769 -0.0115131 -0.0379612 -0.0565835 0.00322873 -0.00233019 -0.0154702 0.00468344 -0.0249592 -0.0254097 0.0169228 0.00185895 0.0247738 0.00109304 0.0128424 -0.00363635 -0.0474981 -0.0758591 -0.0274665 0.00165158 0.0350786 -0.00176436 -0.0339914 0.00127904 -0.00390699 -0.0745142
internal_weight=96.9917 0.841901 0.67424 96.1498 70.3094 16.1277 4.15646 3.37897 54.1818 11.9712 7.11516 4.63266 2.50031 2.07478 4.85604 3.54669 2.46034 50.346 14.4493 35.8967 3.86208 2.56789 1.38507 32.0347 2.97013 29.0645 2.50791 26.5566 23.4873 1.60884
internal_count=2900 327 147 2573 1633 338 93 76 1295 245 139 96 72 47 106 81 60 1234 446 788 116 98 77 672 51 621 68 553 501 40
is_linear=0
shrinkage=0.1


Tree=934
num_leaves=31
num_cat=0
split_feature=1 0 4 4 2 1 0 0 0 3 1 2 1 0 4 2 2 0 4 4 1 4 1 4 4 2 1 2 4 1
split_gain=0.0674753 0.545268 0.301048 0.674834 0.510418 0.506533 0.54987 0.568613 0.412367 0.286702 0.273865 0.27336 0.267238 0.477301 0.635867 0.673174 1.40841 1.00173 0.52095 0.518941 0.391525 0.26972 0.264916 0.247495 0.582924 0.443598 0.43292 0.263364 0.234505 0.203553
threshold=64.434276012450013 89.057864029250013 42.049402686800001 42.487106141350004 -0.085734999999999992 62.132955852800002 86.20003303655001 85.839779647100016 88.028184565250015 0.088280000000000011 64.84561010645001 -0.083794999999999994 61.917879202350001 85.807518149550006 39.749124837650008 -0.12350999999999999 -0.065399999999999986 86.280686780500005 41.558544840500012 41.348489042950007 61.907125369850007 40.421032462050007 62.009286778800011 42.773538294100007 43.57842012870001 -0.088099999999999998 61.885617704800005 -0.22984499999999999 42.280042771400005 57.960468834350003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 8 4 -4 6 7 23 12 -7 -2 -3 20 19 -15 -16 18 -18 -17 21 29 22 -14 -5 26 27 -25 -26 -6 -1
right_child=10 11 3 5 28 9 -8 -9 -10 -11 -12 -13 13 14 15 16 17 -19 -20 -21 -22 -23 -24 24 25 -27 -28 -29 -30 -31
leaf_value=0.032213306135547813 -0.053584725048817262 0.071053029168822932 -0.10500190259138752 0.043171033573150233 0.0058134435047013759 -0.00071225129442672671 0.03692944570833169 -0.077693840482997337 0.064993268286555134 -0.059068945267677267 -0.00048840165585614388 0.014459101780357968 0.016723707212244438 0.044959572245845486 0.035708640727557278 -0.10035395444401787 -0.039648019657925707 0.051377557669317564 -0.025418508511759627 0.071417221385766283 -0.073348987036457147 0.027755250067824856 -0.12018231364843664 0.012382593777834468 0.011362989597478003 0.069173387120718174 -0.11382790346899674 -0.051914376006658894 -0.057229787368828326 -0.011037575880749134
leaf_weight=1.3530055592928025 0.99282822961686079 1.6765040741302075 1.0981185291893782 1.2807884256180821 1.3090698995802115 1.4803169959923246 4.59361576687661 0.9861258027376606 1.1960270833224047 1.9520164271816609 45.056885583609699 1.7385576849337656 0.26230376422973023 2.8793912548571816 2.7347904480993792 2.1039645513519685 2.0616897373692957 2.9231416871771216 1.6594568975269792 2.4077062326250598 0.88120390102267254 1.1011900842422617 0.30648591853423568 0.42656509573680501 2.3224865037191189 1.0160012146079687 0.74898194313573185 0.91763036104384799 1.0742049436667001 5.5586600696988171
leaf_count=73 22 16 19 31 30 20 40 25 15 32 1904 27 14 33 25 31 28 34 15 27 11 16 29 38 85 33 43 22 33 129
internal_value=0.00112933 0.00367102 0.00084649 -0.00875525 -0.0485929 6.47523e-05 0.00954883 -0.00678873 0.00756967 -0.0339005 -0.00163315 0.0422419 0.00495159 0.0115129 0.00294043 -0.00759594 -0.0211334 0.01373 -0.0673116 0.041707 -0.0105744 -0.00112797 -0.0570466 0.00362793 -0.00569634 0.0115205 -0.0680305 -0.00655773 -0.0226018 -0.00257092
internal_weight=96.0997 50.05 46.6349 19.2059 3.48139 15.7245 12.2922 7.69858 27.429 3.43233 46.0497 3.41506 26.233 18.4401 14.3624 11.483 8.74825 4.98483 3.76342 4.07769 7.79287 1.66998 0.56879 6.71245 5.43167 4.25612 1.17555 3.24012 2.38327 6.91167
internal_count=2900 974 931 451 82 369 317 277 480 52 1926 43 465 252 166 133 108 62 46 86 213 59 43 252 221 140 81 107 63 202
is_linear=0
shrinkage=0.1


Tree=935
num_leaves=31
num_cat=0
split_feature=1 0 4 2 0 0 3 3 3 0 0 0 2 2 3 3 1 0 4 4 1 2 2 0 4 2 2 2 2 2
split_gain=0.0597374 0.542826 0.398979 0.366264 0.181885 0.238834 0.463517 0.170687 0.195282 0.201984 0.176064 0.3654 0.289602 0.164576 0.198373 0.482223 1.76259 0.758378 0.500595 0.498149 0.667072 0.642076 0.656583 0.491733 0.482432 0.432627 0.76803 0.873695 0.578721 0.406961
threshold=70.182199495350019 94.550383989750017 40.305698932850007 -0.08725999999999999 94.832672093450014 95.141844778450022 -0.04931 0.43162500000000009 0.12746000000000005 86.597924839850023 94.047642319350018 93.867515624600017 -0.14739999999999998 -0.5775499999999999 0.083415000000000031 0.085765000000000022 62.837331883000012 90.837623311600012 43.411469133450005 41.986601436450009 61.917879202350001 -0.075840000000000005 -0.058529999999999992 86.20003303655001 39.420767558750008 -0.083135000000000001 -0.076709999999999987 -0.065399999999999986 -0.048664999999999993 -0.019444999999999997
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 2 -2 -4 -3 6 -6 8 10 -10 11 13 -12 -1 25 16 -16 18 19 -17 -21 23 -23 -22 -19 -15 -27 -28 -29 -24
right_child=1 4 3 -5 5 -7 -8 -9 9 -11 12 -13 -14 14 15 17 -18 24 -20 20 21 22 29 -25 -26 26 27 28 -30 -31
leaf_value=0.037498587167454821 -0.11351541598738585 0.033986759988097401 0.035760187778364393 -0.10468259081594991 0.036480124515618016 0.00036013256401920432 -0.11021902741842148 0.041574124711756283 -0.051038580180432627 0.011347525649898245 0.019302465775421107 0.052409891366929043 -0.072624320108990434 -0.0036017633372928751 -0.090599587996871053 0.011363258546204947 0.046959127877512941 -0.015697053322829044 0.048892152671925496 0.051933256490944629 -0.092064112168914192 0.060674470888081936 -0.078133946649164301 -0.026374107499572072 -0.09501241541037618 0.078489212600286296 -0.052607854629501863 0.10428081841460826 0.015042733844149052 0.011994265137711809
leaf_weight=1.3214015014236711 0.7381134588431475 1.5312321684905352 0.54251628722704481 0.28232805592779187 0.3567501989309676 24.408969340770227 0.54353084358445158 1.1083666887134302 1.3628283586003811 0.83813019189983595 0.61204020274453796 1.5091426994185884 0.778756811574566 10.554220712630924 2.3340125018730755 20.328262547380294 1.5501236157433593 2.1516334796324368 2.51627225629636 1.2532869953138277 1.7291883598663833 1.3764168437919582 0.91656165570020709 3.3418200174346566 1.1915562294452682 2.1433173458062811 1.6846652664244173 0.87912295758724202 4.1921118092423111 1.1049707664787991
leaf_count=20 46 42 59 51 15 1299 38 15 38 14 24 23 26 350 39 277 30 28 35 24 48 14 25 32 41 18 18 9 171 31
internal_value=0.00102465 -0.00281665 -0.060105 -0.0123106 0.000519325 -0.00150548 -0.0520872 0.00265851 0.00200169 -0.0272818 0.00301718 0.00380553 -0.0321706 0.0025945 0.00181603 -0.00222968 -0.0357011 0.0013907 0.00604687 0.00245923 -0.0161582 -0.0262348 0.00740214 -0.0487741 -0.0439661 0.010092 0.0263323 0.0097855 0.0305126 -0.0288698
internal_weight=95.1817 28.4034 1.56296 0.824844 26.8405 25.3093 0.900281 66.7782 65.6698 2.20096 63.4689 62.0781 1.3908 60.5689 59.2475 39.7941 3.88414 35.91 32.5668 30.0505 9.72224 8.46896 3.39795 5.07101 3.34319 19.4534 8.89922 6.7559 5.07123 2.02153
internal_count=2900 1550 156 110 1394 1352 53 1350 1335 52 1283 1233 50 1210 1190 624 69 555 486 451 174 150 70 80 69 566 216 198 180 56
is_linear=0
shrinkage=0.1


Tree=936
num_leaves=31
num_cat=0
split_feature=1 4 2 1 4 4 4 4 4 0 3 3 2 0 0 2 2 1 3 0 0 4 2 0 1 1 1 0 2 1
split_gain=0.0646059 0.0974541 0.0772929 0.0599276 0.110237 0.0554148 0.439137 0.387911 0.448636 0.215696 0.196455 0.38244 0.391832 1.10136 0.490829 0.476185 0.337009 0.267151 0.472252 0.291138 0.339554 0.27725 0.257676 0.205072 0.398339 0.469917 0.521679 0.531241 0.298157 0.743221
threshold=89.786436182600013 45.027406014450008 -0.15895000000000001 90.988176966900014 48.988717865950008 40.166811829450005 40.036761086100007 40.496232821400007 40.380906245900007 87.29692395375001 0.093295000000000031 0.098200000000000023 -0.072569999999999982 89.872466842800023 86.103248543850015 -0.054494999999999995 -0.076709999999999987 61.987779113750001 0.082975000000000021 85.968825637350008 85.199926612050021 39.788107623550012 -0.11600999999999999 86.20003303655001 65.555363052850012 65.630639880500027 66.318885161900013 91.523180134850023 -0.11131999999999999 77.52437864960001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 -3 -4 -5 6 10 8 9 -7 17 16 13 -13 -14 -16 22 18 19 20 -1 23 -12 -19 -25 -26 -27 -28 29 -29
right_child=1 2 3 4 -6 7 -8 -9 -10 -11 11 12 14 -15 15 -17 -18 21 -20 -21 -22 -23 -24 24 25 26 27 28 -30 -31
leaf_value=-0.016460293318538748 -0.10122189992761921 -0.10198755806422251 0.050632631368818265 0.031402295195920707 -0.10121268144902254 -0.017445986452950459 -0.065215045766151947 0.00060801531516712541 0.077953556313858807 0.033803942126505553 0.035572461936384428 0.0087921237906641598 -0.041672050684607193 -0.11239815795581887 0.099968986151455344 0.013979092502292371 0.070995100949250808 0.034921868643976735 -0.10400479413309929 -0.079893866223834042 0.10351316915425167 0.035881429640128491 -0.034621662780394316 -0.053072916158509557 0.08546835122493035 -0.094185297341145446 0.075850345938375169 -0.11504132806928431 -0.00064244913721318668 0.03602694336208942
leaf_weight=0.80441309865455968 0.14948124260464979 0.076925419773033354 0.1817607405828312 0.14901541172366706 0.10819108498435526 1.5127620018756709 1.07350025884807 59.185901443039256 1.3971525311935691 1.7963973388541488 1.4969818848435354 2.51037022517994 1.0903893505965232 1.0692910351563112 0.85606049970374476 2.5996299748921956 1.5832638404754096 1.0612413602293589 0.74833540152758349 0.40618952736258496 0.33379602141212672 1.6992593605100399 0.8037517432198914 1.8843032069271419 0.56755287572741409 0.65650715678930183 0.80074155237525513 0.78722477518749545 6.2985335666007822 0.5554466456078444
leaf_count=72 256 26 13 28 47 19 32 1558 22 31 44 35 15 78 20 64 37 42 24 8 5 32 17 29 4 11 14 52 210 55
internal_value=0.000925706 -0.0301245 -0.00952387 0.00667963 -0.0243807 0.00114648 -0.0024235 0.00280523 0.0304371 0.0103753 -6.77158e-05 0.00967502 -0.00266236 -0.027409 0.0168236 0.0352809 0.0354861 -0.00711487 -0.0388057 -0.00721358 0.0187236 -0.00203768 0.0110504 -0.00714684 -0.0110121 -0.00281272 -0.00831961 -0.00164207 -0.0097627 -0.0525462
internal_weight=94.2444 0.665374 0.515893 0.438967 0.257206 93.579 29.6868 63.8922 4.70631 3.30916 28.6133 12.0097 8.12574 3.57966 4.54608 3.45569 3.884 16.6035 2.29273 1.5444 1.13821 14.3108 2.30073 12.6116 11.5503 9.66601 9.09845 8.44195 7.6412 1.34267
internal_count=2900 370 114 88 75 2530 900 1630 72 50 868 310 212 113 99 84 98 558 109 85 77 449 61 417 375 346 342 331 317 107
is_linear=0
shrinkage=0.1


Tree=937
num_leaves=31
num_cat=0
split_feature=1 1 1 1 2 2 2 1 4 0 0 1 1 3 0 2 2 3 3 3 0 0 1 4 0 0 1 3 3 3
split_gain=0.0571663 0.678565 0.364452 0.422017 0.213133 0.481506 0.304831 0.238965 0.485841 0.368208 1.62745 0.627122 0.395166 0.308244 0.68068 1.10986 0.691548 0.21678 0.707939 0.561858 0.464739 1.10802 0.506345 0.280939 0.354461 0.321097 0.20414 0.192057 0.241652 0.180263
threshold=63.910026677050006 62.837331883000012 64.221887820150016 64.434276012450013 -0.088099999999999998 -0.091779999999999987 -0.085734999999999992 61.409760615700009 39.468990633150007 85.968825637350008 85.807518149550006 61.960894532450006 61.93938686740001 0.083415000000000031 86.135510041400025 -0.068524999999999989 -0.024989999999999998 0.085765000000000022 0.078935000000000019 0.087405000000000024 85.968825637350008 85.737618238150006 61.767325547050007 39.530201452500002 85.807518149550006 84.95796538030001 64.84561010645001 -0.04931 -0.15684499999999998 0.086655000000000024
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 -2 -4 5 17 -6 -8 -9 10 11 -10 -11 -14 -15 -16 -17 18 23 -19 21 22 -21 25 27 -1 -5 28 -25 -3
right_child=2 29 3 26 6 -7 7 8 9 12 -12 -13 13 14 15 16 -18 19 -20 20 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0065477807052762849 -0.067224146019705194 0.082008004487700403 0.075727564440516301 -0.046714905145734252 0.038638392827801994 -0.0563012262475217 -0.039333445079200099 0.05185145539684885 -0.03706484769772983 0.049842325029153978 -0.11960708269317384 0.036677533175959065 0.025574712792189338 0.051990240428840553 -0.06595967871006804 0.041301160816615702 -0.037278905800362215 0.06241684253635188 -0.081629600050097326 0.010414726659002912 -0.031469911491487042 0.087314453184239207 -0.088577855330694177 0.0085359918943579433 -0.066252190101345212 0.10327877380234791 -0.00064945549338845526 0.057274895514920522 -0.069206349678517548 0.028045065156062771
leaf_weight=0.55404206565617886 0.83205986678785748 1.2026507604168721 0.71599572655395505 0.98338329646503453 2.576166387647393 1.8658751887269307 1.2943167027979168 2.0075231304508661 1.948897275666243 2.0203847214579573 1.3007445540279148 2.824732082139235 4.027534623630344 1.5989797388901914 3.113073952496058 2.8992123696953116 1.8248924789950129 1.5503006801009158 1.3199369045032652 1.499458801350557 3.2986805790569633 1.481209823163226 0.78837103850673873 1.9698871479849915 0.91306876530870784 0.51241651503369212 44.254216607113989 0.56728543841745782 0.50165062965243112 1.2756340337218715
leaf_count=67 22 28 22 22 27 36 121 30 32 20 37 51 39 17 38 28 35 12 32 42 38 13 24 57 23 6 1904 9 49 19
internal_value=0.000838229 0.00331188 -0.00163284 -0.000445214 0.000460584 -0.00840177 0.00589438 0.00250126 0.00479895 0.000417419 -0.0204481 0.00657123 0.00860294 0.00241448 -0.00747075 -0.0196023 0.0109462 -0.00242607 -0.0164644 0.00789868 -0.00405986 0.0199295 -0.0236975 0.00067551 -0.0116157 0.0462221 -0.00165083 0.00480079 -0.00724345 0.054232
internal_weight=93.5226 46.7369 46.7857 45.9536 44.2586 16.8222 27.4365 24.8603 23.566 21.5585 6.07437 4.77363 15.4841 13.4637 9.43616 7.83718 4.7241 14.9563 6.33829 8.61802 7.06772 3.76904 2.28783 5.01835 3.95189 1.06646 45.2376 3.03882 2.47154 2.47828
internal_count=2900 930 1970 1948 883 408 475 448 327 297 120 83 177 157 118 101 63 372 243 129 117 79 66 211 138 73 1926 115 106 47
is_linear=0
shrinkage=0.1


Tree=938
num_leaves=31
num_cat=0
split_feature=3 0 0 3 2 3 2 3 3 1 2 4 0 2 1 4 3 4 2 3 1 0 3 0 4 2 3 0 0 2
split_gain=0.0576832 0.169037 0.1523 0.238814 0.254606 0.098687 0.289701 0.252514 0.3574 0.250017 0.207057 0.274409 0.225717 0.205975 0.278216 0.146175 0.139173 0.678217 0.395572 0.234568 0.514746 0.443008 0.186885 0.138638 0.130858 0.321265 0.112138 0.432524 0.132006 0.278469
threshold=-0.25765499999999997 95.071944867050021 89.219171517050015 -0.54481999999999997 -0.13820499999999999 -0.15684499999999998 -0.23955999999999997 -0.23958499999999999 -0.25276999999999999 73.865387134100004 -0.23280999999999999 42.072181850200003 104.62941352080001 -0.079824999999999993 62.020040611300011 43.968221017800005 1.0000000180025095e-35 41.468518788800004 -0.26138499999999998 -0.093074999999999991 62.009286778800011 97.013011637200023 0.072890000000000024 109.2481845889 38.938637541200009 -0.033594999999999993 0.076580000000000023 90.603727454250006 105.98708487665002 -0.088944999999999996
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 -5 6 9 8 -8 -2 -9 -12 -13 15 -15 -10 17 19 -19 24 -21 -22 -18 -20 25 -7 27 -24 -28 -30
right_child=5 -3 -4 4 -6 16 7 10 13 -11 11 12 -14 14 -16 -17 22 18 23 20 21 -23 26 -25 -26 -27 28 -29 29 -31
leaf_value=0.027873673448747912 -0.10630756633172272 -0.075618515554647159 0.032125178213828556 -0.10859402208321003 -0.0093166944915434261 -0.038720308132017656 0.072598114086372553 0.081694934904237126 -0.083828444990070458 0.027385618244157986 0.060706211119810831 -0.065916907679220871 0.035016494234631122 0.063975781223203756 -0.027321353310536558 -0.015115100760531087 0.036161113896216977 0.065194373668315389 -0.097036888273477506 0.070870726557974467 -0.077187829715348114 0.024842104460678024 -0.12865988761857683 -0.0069052640498261375 0.056826261390682455 0.069357155411044244 0.0017205736036830718 0.015134459137447607 -0.10240177467956152 0.0011796702843553603
leaf_weight=0.63636265612149179 0.3569919718283926 0.37658168126472435 0.80370738121564489 0.43363235644574194 0.63898655166485596 0.64932371911527309 0.56887565872239099 0.89084356278181109 0.52994094615860399 0.22999698912553868 0.93345066433835089 0.45686127437511459 0.4301883990119677 0.5894335879711432 0.7695932038477622 0.74457853753119707 1.520506855467828 0.19756796053843562 1.3102863320837057 0.53678653642418739 1.1798913170523517 0.66563203836722085 0.31679085642099281 0.19621444824406342 0.99501565997343266 0.47714620217448112 73.265341987284955 0.61582262169321211 0.38058298854467409 0.81609596369827275
leaf_count=44 39 74 29 50 31 31 19 11 20 15 32 22 23 9 35 24 36 10 142 14 38 37 4 17 22 19 1628 56 193 176
internal_value=0.000768043 -0.0131392 -0.00377528 -0.0206587 -0.049452 0.00121638 0.0130822 0.019733 0.000719437 -0.0539232 0.0421903 0.0228591 -0.0169677 -0.0148072 0.0122758 -0.0436859 0.000288399 -0.0141146 -0.0678498 0.00621685 -0.0153192 -0.0403883 0.00145087 -0.0852977 0.0304006 0.00705877 0.000750858 -0.0337097 0.00118247 -0.0317626
internal_weight=92.513 2.88927 2.51269 1.70898 1.07262 89.6238 6.50075 5.91377 3.20242 0.586989 2.71134 1.8205 0.88705 2.63355 1.35903 1.27452 83.123 6.20786 1.70407 4.5038 2.38231 1.84552 76.9151 1.5065 2.12149 1.12647 75.3946 0.932613 74.462 1.19668
internal_count=2900 228 154 125 81 2672 249 195 107 54 88 77 45 88 44 44 2423 330 169 161 89 75 2093 159 72 50 2057 60 1997 369
is_linear=0
shrinkage=0.1


Tree=939
num_leaves=31
num_cat=0
split_feature=1 3 0 1 0 4 0 1 1 4 1 2 1 1 4 1 4 2 1 1 3 2 2 2 2 3 0 2 0 4
split_gain=0.129475 0.300891 0.300832 0.238231 0.282117 0.423416 0.346278 0.930802 0.894653 0.385417 0.63019 0.734545 0.400757 0.487772 0.664331 0.378014 0.286104 0.215081 0.200201 0.474024 0.817952 0.361223 0.729365 0.582257 0.73267 0.496597 0.320324 0.271755 0.54399 0.250907
threshold=69.873026810350026 0.43162500000000009 92.031298721500022 69.563854125350005 92.851278451300018 37.064694648750013 90.337570099350003 66.697957758300021 67.316303128300021 38.115457128050004 65.004229136100022 -0.14380499999999999 59.74022811670001 61.767325547050007 35.131296350900008 57.129735272050006 41.395309858300003 -0.14739999999999998 74.986474174450009 72.953999827850012 -0.21013499999999999 -0.060760000000000002 0.090855000000000033 -0.096499999999999989 -0.079824999999999993 0.083565000000000014 94.776214472700005 -0.046474999999999995 96.249489528150022 38.238138001450004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -2 4 6 -6 9 16 -9 12 -11 -12 15 -14 -15 -1 -8 -7 19 21 -21 23 27 25 -25 -4 -27 -23 -29 -20
right_child=2 -3 18 -5 5 17 7 8 -10 10 11 -13 13 14 -16 -17 -18 -19 29 20 -22 22 -24 24 -26 26 -28 28 -30 -31
leaf_value=0.00035555088830141745 -0.002059439099055157 0.0010453165604922046 -0.0011104855923364145 0.00075764125049275163 0.00069809176619532471 -0.00038433884531767043 0.00058029497468905329 -0.0018881555853423513 0.00037369935416489247 3.9475485371081594e-05 -1.6440856164944345e-05 -0.0023998993838979187 0.0017917781647807914 -0.00094748154826828452 0.00076047875482467291 -0.0021745903132982434 0.0016678981739159349 -0.001805042324052604 -0.00057231655601176019 0.0010849485683001652 -0.0021111676654439662 0.0018071431754699075 -0.0011679310040179317 -0.0018794013835931969 -2.8818245384173513e-06 -0.00035430521244421697 0.00085634229619159193 -0.00031595992104912644 0.0017996412385211766 0.00016070759414579501
leaf_weight=0.53076826786855136 0.27784703418364998 1.3143427949398745 0.98441178805660356 2.0507455603801636 0.69016969762742464 0.77846862073056411 1.6775622800923877 0.91555335221346501 2.5308631141670048 52.295291454651306 1.1153790319804104 0.89684151358960562 1.1784443034266585 1.1141774774405346 4.0883884058566764 0.39671522527351044 2.086530810338445 0.86483001452870634 1.9615880909937029 0.42557819429930521 1.1128822293831024 0.89133235896588381 0.84139831108041097 1.6173157022676607 1.5828470269043462 1.2601446089684034 2.5217549611697905 1.2081018870230753 0.76203647383954365 21.177011875410017
leaf_count=29 57 15 48 24 11 32 24 32 42 831 24 29 20 44 56 33 31 24 307 12 73 15 30 74 33 34 29 37 15 835
internal_value=6.85449e-05 0.000115459 -2.69183e-05 9.87652e-05 7.97772e-05 -0.00059073 0.00010251 0.000509073 -0.000227171 5.49324e-05 -1.9571e-06 -0.00107874 0.000477664 0.000652715 0.000394703 -0.000726674 0.00118318 -0.00113202 -1.13809e-05 -0.000203994 -0.00122704 -6.9118e-05 0.000436891 -0.000304314 -0.000951248 0.000130045 0.00045295 0.000908779 0.000502341 9.85651e-05
internal_weight=111.149 74.5251 36.6243 73.2107 71.16 2.33347 68.8265 7.21051 3.44642 61.616 54.3075 2.01222 7.30849 6.38101 5.20257 0.927483 3.76409 1.6433 36.3464 13.2078 1.53846 11.6693 3.70287 7.96647 3.20016 4.76631 3.7819 2.86147 1.97014 23.1386
internal_count=2900 1301 1599 1286 1262 67 1195 129 74 1066 884 53 182 120 100 62 55 56 1542 400 85 315 97 218 107 111 63 67 52 1142
is_linear=0
shrinkage=0.00196078


Tree=940
num_leaves=31
num_cat=0
split_feature=2 2 2 2 4 1 2 0 0 3 4 1 3 4 3 0 0 3 4 0 3 3 2 3 3 0 4 0 4 1
split_gain=0.0637355 0.228828 0.794677 0.411211 0.298472 0.359446 0.449793 0.43575 0.444734 0.736438 0.299801 0.332661 0.308986 0.29404 0.411742 0.274027 0.260301 0.277009 0.227608 0.28449 0.210324 0.293638 0.221371 0.209649 0.387362 0.348436 0.318103 0.198605 0.19404 0.210754
threshold=-0.11808 -0.14143499999999998 -0.14228499999999997 -0.14380499999999999 39.091773401050006 62.084563606450011 -0.23059499999999997 94.30842275800002 97.32487278035002 0.076825000000000018 35.818873074050011 78.285212300550015 0.10500500000000003 41.678468725050003 0.087605000000000016 88.028184565250015 102.21786657775002 0.079785000000000009 35.337501601400007 89.738043936200015 0.079095000000000013 0.074640000000000026 -0.21094499999999999 0.11614000000000002 0.085765000000000022 86.388225105700016 42.622319549950006 101.15323715815002 41.986601436450009 78.080889482600014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 10 6 -6 23 9 -9 12 15 18 14 -3 -12 28 20 19 -1 21 22 -18 24 25 -7 -27 -13 29 -10
right_child=-2 13 -4 -5 5 7 -8 8 16 -11 11 27 -14 -15 -16 -17 17 -19 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.1098598318388016 -0.0008697458259863879 0.085353737559895573 -0.13038478232658166 0.066872759353338085 -0.0039871417025805992 0.05589832141792183 -0.089448525378304722 0.019587684601817063 -0.029266154116087698 -0.11605502991522761 -0.02250264642683035 0.088937619936898152 0.10317281494086057 -0.0094244047208769232 0.0091770437625464229 -0.114720725353124 -0.046253685717539794 -0.10330514682531547 0.056833918810333596 0.0096592606548430507 0.087807352958657311 -0.1026787646125954 0.069064561097851182 -0.013452638668676135 0.069042144734104763 0.034135091427152542 -0.056955346834342502 -0.046221669460763788 0.056062097697276658 0.046970411340958813
leaf_weight=0.36144320114091077 67.048104149971181 1.3328309438930426 0.45274615788366901 0.9767969383392473 3.3597639092186 1.1685833011870257 0.75406918357475916 0.78418140347639542 0.8270547664142216 0.81755744523252361 0.52580800594296284 0.21782429050654162 0.27049777261709085 1.5405748704424693 1.5172935814336481 0.83224187432097096 0.3036100280314713 0.3259965894818605 0.31005190257747017 0.44355580042889642 0.22497629507961392 0.29517343646330119 0.36852063884725772 0.82301893271505822 2.5248684449470602 0.69107708241790511 0.86102453949933988 0.21704541221566842 1.4097663402208125 0.64573616627603769
leaf_count=61 1809 30 12 12 130 24 21 39 30 32 34 4 7 29 29 56 26 76 10 58 15 95 23 12 36 10 66 50 50 14
internal_value=0.000741333 0.00503061 0.000650312 0.00356698 0.000373489 0.00587539 -0.0196523 0.0145752 -0.00452857 -0.0496469 -0.0276426 -0.054641 0.00729373 0.0257743 0.0448003 -0.0790158 0.0118928 -0.0216179 -0.0159654 -0.0440046 0.000717249 -0.0195382 0.0169738 0.0334712 0.0408335 0.0146551 -0.0163971 0.021479 0.0295433 0.0041593
internal_weight=92.2318 25.1837 20.793 20.3402 19.3634 16.185 4.11383 12.0711 6.00257 1.60174 3.17847 1.79292 1.38555 4.3907 2.85012 1.35805 4.40083 1.51828 1.11505 0.804999 1.19228 0.967304 0.672131 6.06857 5.24555 2.72068 1.5521 0.43487 2.88256 1.47279
internal_count=2900 1091 1003 991 979 699 151 548 400 71 280 144 136 88 59 90 329 235 129 119 159 144 49 148 136 100 76 54 94 44
is_linear=0
shrinkage=0.1


Tree=941
num_leaves=31
num_cat=0
split_feature=2 4 2 1 2 3 1 2 0 2 1 2 3 3 3 3 0 0 3 3 4 3 0 4 1 1 0 1 0 1
split_gain=0.0632089 0.141745 0.106827 0.229885 0.223525 0.275301 0.283152 0.413713 0.247422 0.164095 0.412825 0.127686 0.761164 0.118003 0.166632 0.338789 0.258148 0.308825 0.24311 0.235633 0.498684 0.453295 0.676503 0.197575 0.19273 0.111572 0.570073 0.225607 0.282572 0.544564
threshold=-0.62958999999999998 40.580626202750004 -0.59309999999999985 78.285212300550015 -0.50001499999999999 0.098200000000000023 75.551050381850018 -0.58180999999999994 91.410264893400026 -0.26138499999999998 62.305017173150013 -0.24299000000000001 0.093295000000000031 0.43644500000000008 0.13062500000000002 0.11614000000000002 87.393708446500014 92.464140480550014 0.11308000000000003 0.10500500000000003 41.621607100200002 0.10661000000000002 89.528344202050008 41.134354310300004 75.645146416450004 81.524804347700012 103.82556453975 80.371455809750003 97.900202820250016 76.42211081615001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 -2 5 6 7 -4 -9 10 -6 12 -11 14 15 18 -16 -18 19 25 21 -21 -23 -17 -19 27 -27 28 -13 -30
right_child=2 -3 4 -5 9 -7 -8 8 -10 11 -12 13 -14 -15 16 23 17 24 -20 20 -22 22 -24 -25 -26 26 -28 -29 29 -31
leaf_value=0.017614034826270081 0.0013725787433036419 -0.049499814896556964 0.069945839200063406 0.072249121289246543 0.083250775710943817 -0.11773149012607181 -0.103800917377826 -0.1076796876778823 0.010649180875668835 -0.08450663797313937 -0.017744658550072522 0.0040962015530539844 0.082565267040830975 -0.037966996722402724 -0.021247832406978251 -0.067599914478506981 0.10347087175423222 -0.030012978894922406 0.049466446539029964 -0.058024451402536995 -0.087953480339281312 0.05314135721042286 -0.048297958246771154 -0.0049884336334595205 0.064121056678324198 -0.085010759011737866 0.0078525858864773711 0.034931085057672312 -0.089403685645264283 -0.0037179293597081526
leaf_weight=0.54280114639277488 1.5031940609769656 0.74882185079331975 0.5465479779522866 0.65790779432890634 0.80901151499710866 0.32281147253706866 0.29836440679343912 0.33823258368647546 0.3700284615624696 0.85290949000409344 0.80990008158113369 62.141245315227025 0.4008511966972037 0.76755702014027249 0.71699402271769885 1.1259970653682096 0.65402882080525138 0.47944706816633698 1.0520984028116789 1.15249983799282 0.88842309615574766 1.8112850897014143 1.0320399117688337 0.91236723469773995 0.39808744554130726 0.87254770727122322 2.7274009573931153 2.1972831114835563 0.94490332655550346 3.4490598294505617
leaf_count=28 41 21 11 43 19 21 58 26 17 88 41 1392 9 24 21 29 11 22 23 24 36 22 37 32 20 58 471 58 76 121
internal_value=0.000669797 -0.0212954 0.000984214 0.0229496 0.000445228 -0.0337034 -0.016239 0.00458116 -0.0458592 0.00118845 0.0327253 0.000584789 -0.0310906 0.00106141 0.00142427 0.000672508 0.0282735 0.0514566 0.00172068 0.00107013 -0.0201882 -0.00512146 0.016322 -0.0395752 0.0126903 0.00250561 -0.0146554 0.00340444 0.00236329 -0.0221443
internal_weight=91.5246 1.29162 90.233 2.1611 88.0719 1.87598 1.55317 1.25481 0.708261 86.1959 1.61891 84.577 1.25376 83.3233 82.5557 80.3072 2.24856 1.53156 78.2688 77.2167 4.88425 3.99582 2.84333 2.03836 0.877535 72.3324 3.59995 68.7325 66.5352 4.39396
internal_count=2900 49 2851 84 2767 133 112 54 43 2634 60 2574 97 2477 2453 2379 74 53 2318 2295 119 83 59 61 42 2176 529 1647 1589 197
is_linear=0
shrinkage=0.1


Tree=942
num_leaves=31
num_cat=0
split_feature=1 0 0 3 0 0 3 1 1 3 4 0 3 2 4 2 0 4 2 3 3 2 2 2 4 4 0 0 4 4
split_gain=0.144659 0.824092 0.710333 0.702687 0.532576 0.723488 0.452678 0.432242 0.388867 0.342668 0.292178 0.600421 0.536554 0.324032 0.30342 0.603619 0.578914 0.379549 0.657139 0.68813 0.735948 0.522228 1.35771 0.806403 0.553628 0.437915 0.769504 0.378186 1.53297 1.12996
threshold=66.697957758300021 90.337570099350003 90.837623311600012 0.25847000000000003 92.031298721500022 90.603727454250006 0.21240500000000004 67.649671936450019 65.630639880500027 0.084365000000000009 38.238138001450004 81.917319234750025 0.10500500000000003 -0.26820499999999997 40.12915366295001 -0.057185 86.280686780500005 40.621691032550004 -0.0039949999999999994 0.077330000000000024 0.09660500000000001 -0.033594999999999993 -0.058529999999999992 -0.065399999999999986 41.919251152600005 41.395309858300003 86.692020874450009 86.232294534150014 42.102795028150005 42.487106141350004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 8 -3 4 5 7 -6 -2 10 -4 11 12 13 -1 15 16 -12 -16 21 -20 -21 22 23 25 -23 26 -19 28 -27 -29
right_child=3 2 9 -5 6 -7 -8 -9 -10 -11 14 -13 -14 -15 17 -17 -18 18 19 20 -22 24 -24 -25 -26 27 -28 29 -30 -31
leaf_value=0.00096269212924101602 0.001103745736099916 0.0015982732467021978 0.00085293732128260687 -0.0021412504908116174 4.2636889822952947e-05 -0.0018368141748524029 0.0017351342288142767 -0.00096092003041664401 -0.00077458142821666893 -0.00079830722917159094 -0.0014633292603869791 0.0008057346594024671 0.0015483553461602595 -0.0020992906623439507 0.00065624635646813548 0.00035343196045178161 -1.4470784035889406e-05 -0.0014127245298472019 0.0014081974413823405 -0.0023660789521163165 -0.00020687066093856687 0.0015921894565910347 -0.0014001351846844733 0.001329749602741036 6.8324081886878021e-05 0.0013910953162554445 0.00052945179851653047 -0.00087957253241789082 -1.9261161879314594e-05 0.00037029609037172507
leaf_weight=0.16339960141340248 0.81434017769060962 2.6174378977157167 0.97067928628530331 0.5900663626580912 42.824552332709231 1.3699774345004696 0.61630958882733367 0.74785279945353977 2.037924096453934 0.9620851679937914 2.3013039892539382 4.8927873419597745 0.29050182923674583 0.71127831416015308 4.4041188104310995 2.9871370634064069 1.9661488048732279 1.9075149074196773 0.4376773282183487 1.1877112536894858 1.2410648760269394 1.8136778441257768 2.3345603630878022 2.0781597835011771 1.8531854181637752 4.0214850781485465 1.3320043878629801 4.5553440786898118 11.257521047944463 7.139470134221483
leaf_count=5 10 36 22 39 1585 57 15 53 27 19 43 70 5 89 55 40 16 36 65 48 24 27 36 19 53 37 12 41 256 60
internal_value=6.80418e-05 0.000127614 0.000932545 -1.49988e-05 1.20563e-05 -0.000796746 6.66489e-05 0.000115349 6.74866e-05 3.09862e-05 9.66338e-05 0.000504495 -0.000760463 -0.00152728 4.98542e-05 -0.000322591 -0.000795795 0.000109155 5.0615e-05 -0.000854932 -0.00126276 0.000118401 4.38851e-05 0.000148283 0.000822048 6.7018e-05 -0.000614153 0.000148826 0.000351949 -0.000116551
internal_weight=112.427 65.4642 4.5502 46.9631 46.373 2.93217 43.4409 1.56219 60.914 1.93276 58.8761 6.05797 1.16518 0.874678 52.8181 7.25459 4.26745 45.5635 41.1594 2.86645 2.42878 38.2929 34.6261 32.2915 3.66686 30.2133 3.23952 26.9738 15.279 11.6948
internal_count=2900 1141 77 1759 1720 120 1600 63 1064 41 1037 169 99 94 868 99 59 769 714 137 72 577 497 461 80 442 48 394 293 101
is_linear=0
shrinkage=0.00196078


Tree=943
num_leaves=31
num_cat=0
split_feature=1 0 4 1 4 0 1 3 3 3 1 3 1 4 2 4 1 4 3 2 1 2 3 1 0 0 1 0 0 2
split_gain=0.157946 0.612776 0.613399 0.407531 0.571163 0.398915 0.334922 0.320223 0.399531 0.319724 0.751511 0.447478 0.746109 0.548618 0.431399 0.453545 0.907042 0.856566 0.668273 0.986826 0.534843 0.516089 0.335678 0.328196 0.647314 0.847667 0.482577 0.450265 0.440905 0.415698
threshold=68.961639504150014 93.262612545250008 34.394321486900004 69.873026810350026 38.238138001450004 94.964406541850011 71.464594023550021 0.094165000000000013 -0.22253999999999999 0.087265000000000023 71.52105164435001 0.088670000000000013 75.465019721650009 39.211875820650008 -0.59511499999999995 41.395309858300003 80.288113607700012 41.134354310300004 0.093480000000000021 -0.030985000000000002 77.52437864960001 -0.16030499999999998 0.078095000000000012 75.085947125300024 97.550703263350016 98.327667663000014 78.285212300550015 96.055920542800024 99.378854792050006 -0.24103499999999997
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 -2 -3 5 -5 -7 8 -8 10 22 12 -11 -13 -15 17 21 18 20 -20 -16 -17 -6 -12 27 -26 -27 -25 -28 -30
right_child=1 3 -4 4 9 6 7 -9 -10 11 23 13 -14 14 15 16 -18 -19 19 -21 -22 -23 -24 24 25 26 28 -29 29 -31
leaf_value=0.00012193266562456509 0.0004151865235574113 0.00077731028190136968 -0.0019129369197219605 -0.0016432387776410483 -0.00039575647700329432 0.00078807065080101441 0.00011722540516436087 -2.9354318608631571e-05 -0.0020852779828068658 -0.00046413798553898006 0.00051618104731180519 0.00085151375712909686 0.0015388194506179545 0.00088670942477814014 -0.00045990477331888004 0.00017301116117151316 0.00078268424470283131 0.0011793847342037175 -0.0018664995416434267 0.0005332847234115946 0.0011316539782573309 -0.0020465749681064004 -0.0022420899683184008 6.5621891036102665e-06 0.0015368403657771176 -0.002177394013695147 -0.0024005697284976502 -0.002314650114738298 -0.0020460865928342217 0.00013933081100963308
leaf_weight=74.004680652056777 0.66462210845202108 2.5812960242037652 1.2599235075740578 1.1826608486153407 0.66411821998190024 0.80001318361610207 0.48434483280107099 1.5532108544327909 0.91455257392578926 1.0564559918129846 3.453215486748376 2.9812781614070891 2.2123862198168354 1.5502896612742905 1.7422152124345287 0.52711838344111894 0.92873769179277577 1.9043035072972996 1.8559868457789432 1.0213396919325535 1.5200500925529921 1.7070731751155119 0.8805406007450074 0.51627524337527464 1.2062560329213718 0.46371782047208387 0.30628401786088932 0.8507069640327245 0.35553786389208752 5.6912631313498503
leaf_count=1254 8 33 78 47 33 17 58 107 171 25 80 58 39 28 20 14 59 21 57 25 23 87 31 43 12 24 4 19 55 370
internal_value=6.70847e-05 -2.76727e-05 -0.00110894 2.31924e-05 -2.7593e-05 -0.000650249 -0.000337261 -0.000642223 -0.0013227 6.44166e-05 -0.000156098 0.000231339 0.000891484 9.42281e-05 -8.2746e-05 -0.000216855 -0.000845908 3.0494e-05 -0.000325855 -0.00101467 0.000281681 -0.0015229 -0.00144827 -6.88238e-07 -0.000190768 2.17345e-05 -0.000246369 -0.00143799 -0.000105421 1.08333e-05
internal_weight=116.84 42.8358 1.92455 40.9112 38.3299 4.93478 3.75212 2.95211 1.3989 33.3952 14.3879 19.0072 3.26884 15.7384 12.7571 11.2068 3.16293 8.0439 6.13959 2.87733 3.26227 2.23419 1.54466 12.8433 9.39004 8.02306 6.8168 1.36698 6.35309 6.0468
internal_count=2900 1646 86 1560 1527 400 353 336 229 1127 671 456 64 392 334 306 160 146 125 82 43 101 64 607 527 465 453 62 429 425
is_linear=0
shrinkage=0.00196078


Tree=944
num_leaves=31
num_cat=0
split_feature=0 2 3 2 4 2 2 1 0 3 3 0 3 4 4 0 3 2 3 0 3 4 0 1 4 3 3 0 0 4
split_gain=0.150812 0.33603 0.260633 0.22577 0.200471 0.274564 0.21754 0.529244 0.295055 0.182542 0.302276 0.158151 0.292458 0.127498 0.415741 0.405617 0.315126 0.468855 0.253923 0.372025 0.566209 0.237656 0.486193 0.579348 0.468248 0.367532 0.721604 0.207132 0.376823 0.199909
threshold=102.65877371115 -0.24103499999999997 0.09660500000000001 0.68694500000000025 39.995120105550008 -0.21094499999999999 -0.078219999999999998 80.677940036650014 103.63199555440001 0.089850000000000027 0.07968500000000002 105.98708487665002 0.07870000000000002 44.527357125550004 47.833738492450003 75.994645973400011 -0.24523500000000001 -0.098345000000000002 -0.25095999999999996 91.625341543800019 0.088005000000000014 43.19689381845 85.775256651950016 61.944763783650011 43.082598263550004 0.08708500000000001 0.083415000000000031 95.762878606550018 95.590817286200021 43.022303514600004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 4 13 5 -3 7 -6 -8 10 -10 -9 -13 15 16 -1 -15 -18 -16 -20 27 24 23 -23 29 26 -24 28 -21 -17
right_child=1 2 -4 -5 6 -7 8 11 9 -11 -12 12 -14 14 18 21 17 -19 19 20 -22 22 25 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0012111181617214834 -0.002009642407897084 0.0018699970636417926 -0.0020913503178215083 0.0010512390635606995 -0.002154690927338596 -0.0020211272196258867 0.0019352285109135146 0.00066173231092472135 0.00029584300990683111 0.0010504369345059521 -0.0021247321939668203 0.00016533775359563093 -0.0020283543979816203 0.00092477101591113549 -0.00060037854061005156 0.00010350776572734927 -0.0017791780711957756 -1.0378029481972695e-05 0.00093865831933807723 -0.0021211133336078635 0.00096740994948527547 0.00081270382180866421 0.0009537675496726595 -0.0015903898123634437 -0.0010007353923338685 0.0011695456969992527 -0.00046617759554164672 -0.0023126340679086453 0.0019136800366403451 0.00087597508013471557
leaf_weight=0.87479165208423992 0.3742941989613654 0.086507060807889502 0.24030197075467175 0.96463625296018918 0.46792855282546941 0.35926449658666015 0.47863040864467699 1.1246787728741767 0.8127726717648327 0.60653246504807601 0.26237760954245459 1.0164539617962871 0.30339456768797379 0.36888364265178131 1.185948727885261 81.335229795460691 1.3500055635377071 1.0051271012252969 2.286367885943037 0.19935338498908073 0.70957314502447844 0.66489043913315871 3.0224524981749692 0.9185820262064226 1.4699191063700698 2.8911691952962428 2.5259431193844648 0.45264490343106445 0.16075468529015779 1.3087721799965937
leaf_count=184 131 5 77 25 33 167 6 41 59 16 46 82 76 33 26 1393 88 49 35 42 12 11 49 38 40 42 40 38 2 14
internal_value=8.93951e-05 -0.000209369 -9.23608e-05 0.000107066 -5.31583e-06 -0.00126601 0.000105468 -0.00024424 0.000576932 0.000190342 -0.00029487 0.000121456 -0.000338928 9.82e-05 -0.000144153 0.000117888 -0.000760347 -0.00102429 0.000191911 0.000438614 -0.000312398 0.000130239 0.000415641 -0.000581345 9.623e-05 0.000602701 0.000307328 -0.00142973 -0.000319954 0.000115741
internal_weight=109.828 6.13314 5.75884 103.695 5.51854 0.445772 5.07277 2.91246 2.16031 1.68168 1.07515 2.44453 1.31985 102.73 7.71866 95.0118 2.72402 2.35513 4.99464 3.80869 1.52233 94.137 10.023 1.58347 84.1139 8.43956 5.5484 0.812753 0.360108 82.644
internal_count=2900 739 608 2161 531 172 359 232 127 121 105 199 158 2136 325 1811 170 137 155 129 94 1627 180 49 1447 131 89 82 44 1407
is_linear=0
shrinkage=0.00196078


Tree=945
num_leaves=31
num_cat=0
split_feature=2 3 3 2 3 3 3 3 2 4 4 4 1 4 4 4 4 0 3 4 1 2 4 1 0 2 4 4 3 1
split_gain=0.0535279 0.192653 0.454337 0.706991 0.441339 0.378153 0.311622 0.323005 0.485482 0.284539 0.506656 0.477915 0.812345 0.255612 0.250043 0.593648 0.412768 0.213615 0.196005 0.188319 0.209277 0.168744 0.339351 0.319091 0.662764 0.47509 0.358506 0.357853 0.780562 0.362688
threshold=-0.11808 0.083185000000000023 0.088565000000000019 -0.14581999999999998 0.090390000000000012 0.080515000000000017 0.093925000000000022 0.097615000000000021 -0.26138499999999998 36.735256530150004 40.259171735100004 41.621607100200002 66.499011856650014 42.233786329550007 43.245737185650007 41.028010303750008 38.828362408050005 99.983757871350008 0.09254500000000003 35.337501601400007 75.779569322950024 -0.088099999999999998 35.461062230100005 62.197478847950002 85.807518149550006 -0.097799999999999984 37.020641110850008 41.21013581150001 0.088165000000000021 67.171126389250006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 3 14 -4 19 13 8 17 -9 -11 -12 -13 18 15 16 -3 -8 -6 20 -1 22 -2 24 25 -24 -25 -28 29 -29
right_child=21 2 4 -5 6 -7 7 9 -10 10 11 12 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 23 26 -26 -27 27 28 -30 -31
leaf_value=-0.10624158462082703 0.049593552268008455 -0.11380125460120341 -0.07517928961976271 0.086064921496397051 -0.032580706573872784 -0.077350429489812272 -0.042045508709631391 0.067862032320318649 -0.12085370606825055 -0.055893509195939967 0.049560180320553655 -0.093196060163259667 0.053610244485511382 0.082092563801712232 -0.046288248355480198 0.085528727214735201 0.028921883900767817 0.041326600376081157 0.056625212415076114 0.0024399488509232663 0.064274864884588723 0.0020488342447652413 -0.062686311172469825 -0.061947968822837866 -0.079768117227014837 0.019007505672540545 0.028379226497832533 0.047923777954994688 -0.087026550227539967 -0.016348050066280536
leaf_weight=0.31336951678349656 0.90374048265752449 0.36764518931261159 0.71115991315491456 1.8558566966348724 0.53959973267023797 0.68541794089964092 0.71265449613565557 0.71850169201508141 0.52227980694351561 1.201120321802591 2.1274335235430049 0.79928011214360573 0.71329390452501684 0.88311964847082436 0.70667323549059791 0.81181081451711634 0.4514797427400481 0.54032462547741034 0.45315936717088334 9.2609929075503015 0.093437060261805982 52.054246945970419 1.0295199194224549 0.91046339525541853 1.934439103817567 2.3071524834958832 3.5192159739276558 1.4312266856431963 1.1124819843098519 2.2713908502378217
leaf_count=62 37 32 26 23 26 42 30 18 23 36 36 17 27 16 18 14 13 21 17 565 29 1440 26 22 35 46 66 16 47 74
internal_value=0.000780051 0.00478683 0.0123861 0.0399826 0.000722583 -0.00557394 0.00658294 -0.00271897 -0.0398554 0.00913914 0.000423716 0.0190071 -0.0239657 0.0429544 0.00339733 0.0249258 -0.0351361 -0.00609279 0.00813864 -0.000485206 -0.0670766 -0.000672959 -0.0098613 -0.0135629 -0.033198 -0.00619887 -0.00236752 0.00414121 -0.0135737 0.00849588
internal_weight=91.9425 24.4686 14.1154 4.19347 9.92193 10.3532 9.21077 7.33489 1.77526 5.55963 4.84113 3.64001 1.51257 1.87588 2.33761 1.63094 0.819125 1.25298 0.992759 9.6678 0.406807 67.4739 15.4196 14.5159 5.27111 3.33667 9.24478 8.33432 4.8151 3.70262
internal_count=2900 1091 393 100 293 698 267 208 74 134 116 80 44 59 77 59 45 51 43 656 91 1809 369 332 107 72 225 203 137 90
is_linear=0
shrinkage=0.1


Tree=946
num_leaves=31
num_cat=0
split_feature=1 0 2 3 0 3 0 2 2 2 2 3 4 2 3 1 4 4 3 2 4 1 4 4 4 2 1 0 3 3
split_gain=0.188887 0.573761 0.415584 0.26047 0.230807 0.406553 0.510494 0.335644 1.0033 0.829049 1.06181 0.607709 1.13618 0.562786 0.523908 0.50581 0.719429 0.718412 0.444867 0.57807 0.575051 0.344757 0.311253 0.25176 0.775062 0.675302 0.667464 0.650154 0.601774 0.978571
threshold=70.182199495350019 94.550383989750017 -0.16030499999999998 0.43162500000000009 86.530713386650021 0.12064000000000002 85.775256651950016 -0.068524999999999989 -0.055714999999999994 -0.083794999999999994 -0.08725999999999999 0.083185000000000023 39.749124837650008 -0.093604999999999994 0.078935000000000019 64.071334164850015 41.495754733000005 38.175120519550006 0.087605000000000016 -0.14739999999999998 38.994321257850011 66.318885161900013 42.654057868200006 42.102795028150005 41.532441862050007 -0.076709999999999987 62.079186690200011 86.232294534150014 0.08594000000000003 0.082055000000000017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 5 23 -7 9 -9 10 13 -11 -13 14 -6 16 -10 -17 22 -20 -21 -19 -16 24 26 -26 -1 -28 29 -25
right_child=1 -3 -4 -5 7 6 -8 8 15 11 -12 12 -14 -15 18 17 -18 21 19 20 -22 -23 -24 28 25 -27 27 -29 -30 -31
leaf_value=0.00012150101433214551 0.00032245789152810178 2.38355215603866e-05 -0.0017910435449651841 0.00098995595303546071 -0.00061280862700713085 2.54519025832107e-05 -0.0021261268341872899 0.0016056495561441522 0.0014349033641792095 0.00027323606248968752 0.0019411636263099328 0.00019986384272030204 -0.0019505272893029571 -0.00080675193990061749 0.00052951668796055707 0.00054099030530899595 -6.9748175016073679e-05 -0.0017539666699008165 0.00081038855322297177 0.00040635420116702915 -0.0010909795491585747 -0.00036142246360334557 0.0015987551438417364 -0.00034117192241605329 0.0013286883862613924 -1.7530741952358821e-05 -0.00014642384041473207 -0.0024820248097625068 -0.00060105977371654128 0.00091185612388374252
leaf_weight=13.989492828837685 0.51419136763433915 32.919135199690118 1.1752636910387071 1.3642603456974018 2.0022283982252711 0.97623007680522167 0.74945384438615292 2.487573415040969 2.5368702225387079 2.2874668389558819 1.4162181727588166 1.6876134611666205 2.1457647234201431 1.9874953497201211 2.5406454466283304 3.2258211225271225 2.3566880542784929 0.94990208500530604 3.054267095867544 2.0168224666267642 1.9295774409547446 2.4374536642280873 1.7800643867813049 5.7784510516539758 3.6528497659601271 2.3569844065787029 1.0974136972727127 0.78671956248581398 6.1982961915637125 4.0939349475083873
leaf_count=250 30 1394 126 15 69 23 29 21 37 17 8 14 29 25 26 42 22 30 41 20 24 57 22 218 28 48 47 10 139 39
internal_value=8.71735e-05 -3.33587e-05 -0.00114779 0.000140731 0.000125591 2.18265e-05 -0.000908965 0.000237347 0.000476483 9.08787e-05 0.000316815 -0.000526571 -0.00100384 0.000166569 0.000311761 0.000232375 0.000710278 -0.000121259 0.000475274 0.000169921 -0.000325762 -0.000751928 0.000970026 6.41474e-05 0.000201 0.000800717 -2.60563e-05 -0.00112165 -0.000122205 0.000178441
internal_weight=112.495 34.6086 1.68946 77.8866 76.5223 39.6798 1.72568 36.8425 13.9943 22.8482 16.7273 6.12085 3.83338 15.3111 13.3236 11.5067 4.89356 6.61318 11.3214 7.00067 3.9464 3.38736 4.32071 37.9541 21.8835 6.00983 15.8736 1.88413 16.0707 9.87239
internal_count=2900 1550 156 1350 1335 831 52 504 209 295 235 60 43 227 202 188 59 129 133 85 44 87 48 779 383 76 307 57 396 257
is_linear=0
shrinkage=0.00196078


Tree=947
num_leaves=31
num_cat=0
split_feature=0 1 0 3 1 3 1 1 3 3 4 2 1 3 2 3 3 0 1 1 3 4 0 2 0 2 0 2 1 4
split_gain=0.178381 0.524976 0.310682 0.901259 0.314954 0.708329 0.307633 0.351677 0.698793 0.250125 0.238255 0.416459 0.2694 0.22601 0.218829 0.207215 0.341024 0.234292 0.226946 0.568453 0.733596 0.216765 0.615663 0.786297 0.521398 0.592741 0.489032 0.58415 0.581475 0.934741
threshold=98.201310130900012 75.645146416450004 97.483491810050012 0.088990000000000027 75.18810853425002 0.087605000000000016 74.986474174450009 72.953999827850012 -0.15959999999999999 0.09495000000000002 38.386256906100009 0.11529000000000002 82.987325570650015 0.094415000000000013 -0.21094499999999999 0.43162500000000009 0.12746000000000005 85.775256651950016 71.787208999250012 71.225321249950014 0.08494500000000002 41.872669623500009 94.30842275800002 -0.075174999999999992 86.345209775600011 -0.012769999999999998 89.057864029250013 -0.081474999999999992 61.917879202350001 43.45354240915001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 9 4 -4 6 -6 7 15 -9 -2 11 12 -3 14 -14 16 18 -18 19 21 -21 -1 23 26 25 -25 27 28 -23 -30
right_child=1 10 3 -5 5 -7 -8 8 -10 -11 -12 -13 13 -15 -16 -17 17 -19 -20 20 -22 22 -24 24 -26 -27 -28 -29 29 -31
leaf_value=0.00021671048007722789 -0.0020729110646356729 -0.0021110937111772244 0.0014602142570730671 -0.0002379663337404229 -0.0017830502057632452 0.00061435958160146185 0.0010247140298641536 0.00093217119897074188 -0.0021832179612807021 -0.00035506484152424437 7.6860899407174056e-05 0.00046192904645872649 0.0018773643867172553 -0.0020872646265951392 -0.0019956953622378786 0.0008523386431394588 0.00023912721540748899 -0.0010621874235411145 0.00079801163631573226 0.0001735365142120369 -0.0021622570850532465 0.00050541784895342186 -0.0012376229260966376 -0.0021900388787616178 -0.00013600693908197715 -9.194041315884785e-05 0.00077600843249177212 0.0010352029193408262 -0.00079021167828188116 0.00036537093221722773
leaf_weight=42.831879567600481 0.71622352256599942 0.7366416185668665 2.370368388015776 2.4367417332832702 1.0484040035298665 0.8645350491569842 1.3755607526109077 0.45126201363746077 0.71604237742576404 0.59791619400493801 15.286291424196859 0.78028708625333809 0.21167884272495019 0.15469662454421496 0.076303678859744761 1.4021438542185922 0.79248185385949854 1.6178639823483534 1.8241457975818764 1.1110325995832675 0.9667773296823724 4.982227963068012 1.4698417477775354 1.283198825811269 3.8088903990574181 0.8677976898761689 4.9113340271869665 2.1625226843170848 6.3660304575751052 4.6621096035814844
leaf_count=707 67 87 32 47 87 20 15 11 40 25 681 63 33 43 64 20 16 42 39 28 56 126 55 61 63 91 80 22 113 66
internal_value=7.83923e-05 -9.66864e-05 0.000114368 0.0005994 8.71032e-05 -0.000699563 0.000105103 8.97192e-05 -0.000978856 -0.00129131 -5.65569e-06 -0.000649342 -0.0013846 -0.000175688 0.000851161 0.000105107 9.19544e-05 -0.000634337 0.000114617 9.80885e-05 -0.000913277 0.000126739 4.48802e-07 6.31042e-05 -0.000571836 -0.00134358 0.000227033 7.86691e-05 -5.05301e-05 -0.000301693
internal_weight=108.883 18.56 90.3232 4.80711 85.5161 1.91294 83.6031 82.2276 1.1673 1.31414 17.2459 1.95961 1.17932 0.442679 0.287983 81.0603 79.6581 2.41035 77.2478 75.4236 2.07781 73.3458 30.514 29.0441 5.95989 2.151 23.0842 18.1729 16.0104 11.0281
internal_count=2900 1063 1837 79 1758 107 1651 1636 51 92 971 290 227 140 97 1585 1565 58 1507 1468 84 1384 677 622 215 152 407 327 305 179
is_linear=0
shrinkage=0.00196078


Tree=948
num_leaves=31
num_cat=0
split_feature=0 1 2 2 0 2 2 1 0 2 1 0 2 4 0 1 0 0 0 4 4 2 2 2 3 1 3 3 3 2
split_gain=0.0569635 0.34619 0.200543 0.220695 0.248523 0.245642 0.505681 0.324277 0.410339 0.242915 0.408836 0.172451 0.168398 0.18743 0.130351 0.12446 0.308764 0.502277 0.143622 0.269964 0.337917 0.116549 0.25542 0.496896 0.525938 0.281498 0.269804 0.25068 0.468073 1.00071
threshold=100.53758024625002 77.172190634500012 -0.61225999999999992 -0.59681499999999998 101.06989495610001 -0.079074999999999993 -0.08459499999999999 81.524804347700012 106.56510337475001 -0.085249999999999992 81.320481529800006 102.11570516885001 0.70690500000000023 44.710446918150005 107.54101367610001 77.898074329750017 99.515966156650009 98.327667663000014 98.851916998450022 40.878805547300004 42.297164883650005 -0.11808 -0.088099999999999998 -0.090694999999999998 0.083415000000000031 60.474177186300004 0.08784500000000002 0.090720000000000023 0.085880000000000026 -0.095019999999999993
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=15 -2 -3 -4 -5 6 9 -7 -9 10 11 -6 13 14 -10 18 17 -17 21 -20 -21 -1 23 27 -25 26 -24 28 -23 -30
right_child=1 2 3 4 5 7 -8 8 12 -11 -12 -13 -14 -15 -16 16 -18 -19 19 20 -22 22 25 24 -26 -27 -28 -29 29 -31
leaf_value=0.0080050433423040877 -0.10703575615301718 -0.10459414749089922 0.070050278810007055 -0.063413491789696672 0.0055821357550765614 0.039858994130391297 -0.11050171008157667 -0.10413209670536708 0.062161952154384741 0.10606685883717488 0.012643398381625981 -0.093267747652626257 -0.10779896554810826 0.069222863042883082 -0.071460572636354525 0.031962476043130093 0.05234055828988609 -0.099696712914082164 -0.10465944531867755 0.071364766022849233 -0.061201064528110485 0.0070385613203567763 -0.001804756068681699 0.013802152048901048 -0.095350526914476832 0.0040135247579785871 -0.1074799504319861 0.013440120506581714 -0.08993644098898676 0.024389965953406242
leaf_weight=20.210461442961787 0.3307499650563831 0.18973207128612912 0.42009159381814143 0.65410343860275855 0.24104409666324267 2.5143531401990948 0.5028725099073198 0.41176844508481714 0.10846501358537353 0.19240854576355593 2.312814578575427 0.65897348688304191 0.098542811638253625 0.4985523077466496 0.22330874803969891 0.82737574891507326 1.5471534410025922 0.44593677535885945 0.36877955985983024 0.35362054826691747 0.4214593170909211 3.788460812676929 0.52565618975313455 0.66159860044717689 1.3265139139257369 43.761856900697239 0.4470993577997433 4.5279313823557459 1.9426373539026829 1.2636509625008328
leaf_count=608 39 28 25 19 14 61 42 68 6 3 339 63 10 54 124 48 31 14 49 6 37 74 87 12 40 827 26 86 40 20
internal_value=0.000841064 -0.0065526 -0.0028709 -0.000686957 -0.00421736 0.000770389 -0.0168966 0.0186808 -0.0210387 -0.00307333 -0.00960946 -0.0667936 0.0157967 0.030465 -0.0277761 0.00168052 0.0223245 -0.0141469 0.000949042 -0.0342297 -0.000719553 0.00146194 -0.000808444 -0.0128582 -0.059027 0.00283084 -0.0503753 -0.00489228 -0.0167595 -0.0448785
internal_weight=91.778 9.35778 9.02703 8.8373 8.41721 7.7631 3.90811 3.85499 1.34064 3.40524 3.21283 0.900018 0.928869 0.830326 0.331774 82.4202 2.82047 1.27331 79.5997 1.14386 0.77508 78.4559 58.2454 13.5108 1.98811 44.7346 0.972756 11.5227 6.99475 3.20629
internal_count=2900 895 856 828 803 784 461 323 262 419 416 77 194 184 130 2005 93 62 1912 92 43 1820 1212 272 52 940 113 220 134 60
is_linear=0
shrinkage=0.1


Tree=949
num_leaves=31
num_cat=0
split_feature=1 2 2 2 4 1 3 3 3 3 3 3 3 1 0 1 3 1 4 3 3 2 4 2 4 2 1 4 2 1
split_gain=0.148584 0.187227 0.167632 0.119271 0.473169 0.504846 0.712039 0.375893 0.691827 0.452258 0.384561 0.465992 0.464994 0.34801 1.10974 0.705378 0.427006 0.63638 0.310834 0.374329 0.499087 0.277586 0.249571 0.435472 0.488899 0.365348 1.10058 0.645044 0.880943 0.816555
threshold=89.912793714750009 -0.088944999999999996 -0.022239999999999999 -0.065399999999999986 41.495754733000005 62.095317438950012 0.083905000000000021 0.099010000000000029 0.090640000000000012 0.10661000000000002 1.0000000180025095e-35 0.081550000000000025 0.087405000000000024 63.910026677050006 86.280686780500005 65.111767461350013 0.10273500000000002 61.950140699950005 41.840895355800008 0.10419000000000002 0.10045500000000003 0.68694500000000025 41.348489042950007 -0.072569999999999982 41.558544840500012 -0.08756499999999999 62.00390986255001 38.994321257850011 -0.072569999999999982 77.898074329750017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 22 13 6 -6 8 10 -9 21 -12 -13 14 16 -15 17 -5 -8 20 -20 -7 25 24 -24 -1 -27 28 -28 -29
right_child=1 2 -4 4 5 7 18 9 -10 -11 11 12 -14 15 -16 -17 -18 -19 19 -21 -22 -23 23 -25 -26 26 27 29 -30 -31
leaf_value=1.4032654050129705e-05 -0.0020021356386157865 0.00049076467836024621 -0.0019857484213820346 0.0009588253638597885 0.00080093292851763276 -0.0017318630414674748 -0.0027302071538352155 0.0018217276786419295 -0.001735781455383489 9.4951023800569527e-05 0.0013348075135028565 -0.0011873760832483036 0.00066151471564448864 -0.0018473700644745775 0.0013989895147602657 0.00020120873302423268 -0.00069359734725672794 -0.00041830475412741051 -0.0015360639882630131 -0.0022226287328234377 0.00085066156691680371 0.00044085014860628506 0.0008870070423944562 -0.00096847462976631677 9.4256731621408842e-05 0.00087799091698471379 -0.00087193634855837478 -0.0020850095127037402 0.0017205644994880281 2.166328370570363e-05
leaf_weight=22.224797608730118 0.29759046986646354 0.44697516845781138 0.1373822825478318 3.1327764230663906 0.7864026002316663 0.6371956681323353 0.49489332409575615 0.90624155406840179 0.93671769398497406 1.6356119692791251 1.3338084328715925 0.92627549623648553 1.2011575865908524 0.67467592336470161 3.9653043285943568 15.317916291582149 1.8877566512674091 2.1933510692033451 0.71243186475476228 0.64554913324536745 0.6389460377395153 0.35039306851103902 3.235397338634356 1.3709841624367971 39.583381416050543 1.7536748852580775 1.7680222238486747 2.3542368308990267 0.70482079204521175 1.0112170566280836
leaf_count=557 184 66 110 44 78 48 6 15 34 41 34 54 27 18 52 344 22 31 34 28 10 8 37 13 856 16 48 48 21 16
internal_value=6.55032e-05 -0.00073617 -9.14629e-05 7.17944e-05 0.000160498 -0.000178534 -0.000825733 8.91023e-05 -0.000204228 0.000710595 0.000118247 0.000426183 -0.000143485 0.000300315 0.000565727 0.000114786 0.000107702 0.00039171 -0.0013391 -0.000994343 -0.000407594 -0.000960992 2.57954e-05 0.000119328 0.000154157 -0.000112823 -0.000484183 -0.000893345 -0.00013301 -0.00145202
internal_weight=113.266 0.881948 0.584357 112.384 38.3774 11.2056 3.27822 7.9274 5.38555 2.54185 4.44883 3.46124 2.12743 27.1718 11.1792 15.9926 7.21388 5.32613 2.49182 1.99693 1.35138 0.987589 74.0065 44.1898 42.8188 29.8168 7.59197 5.8383 2.47284 3.36545
internal_count=2900 360 176 2540 928 417 156 261 205 56 171 115 81 511 149 362 97 75 78 72 44 56 1612 906 893 706 149 133 69 64
is_linear=0
shrinkage=0.00196078


Tree=950
num_leaves=31
num_cat=0
split_feature=4 0 2 0 4 4 4 4 3 2 4 4 4 2 0 1 2 0 3 3 1 3 1 0 3 3 4 4 2 0
split_gain=0.0563927 0.261607 0.204418 0.170334 0.133687 0.115581 0.157932 0.337111 0.250795 0.243087 0.135789 0.448337 0.427601 0.390698 0.284148 0.584391 0.46221 0.430182 0.457526 0.803531 0.702367 0.557717 0.525334 0.356909 0.301384 0.240794 0.214328 0.358339 0.411071 0.196898
threshold=49.110028829250005 71.249517373150013 -0.15818499999999999 110.50907145210002 48.852845034800005 48.461603274950008 47.833738492450003 45.90502654165001 0.074640000000000026 -0.16297999999999999 43.19689381845 43.082598263550004 43.245737185650007 -0.079824999999999993 85.775256651950016 61.998532946250002 -0.088099999999999998 86.280686780500005 0.081550000000000025 0.08708500000000001 62.245871094250013 0.083795000000000022 64.321360770950022 97.32487278035002 0.07968500000000002 -0.17732499999999998 43.022303514600004 42.898324343550009 -0.08725999999999999 85.447264760050004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 -3 -4 5 6 7 10 9 -9 11 26 -12 -13 15 16 29 -16 24 20 -20 -22 -21 -24 25 -19 27 -1 -29 -14
right_child=1 2 3 -5 -6 -7 -8 8 -10 -11 12 13 14 -15 17 -17 -18 18 19 22 21 -23 23 -25 -26 -27 -28 28 -30 -31
leaf_value=0.00092462987726607592 -0.11123114097957297 0.020614855085138911 -0.10383728913189312 0.0067576027821265004 0.029669421618310772 -0.036850450599686106 0.038902695900733163 -0.065430442218791018 -0.10701938223914152 0.062318222927370354 0.081241957816423085 -0.1035292019802157 0.016767429183859432 0.010751636725884892 0.057471359782907364 -0.096074524330672262 0.062161292653827853 0.052608583063929175 -0.13897460916810103 0.073683966908215756 0.043679762025507302 -0.084353155392301704 -0.10405263438828777 0.030144405911389234 0.10364160411680201 -0.020636723090882915 0.04305095486844801 0.0049006679165868065 -0.11500484693440216 -0.1164541961000676
leaf_weight=70.236500052994074 0.25109618506394271 1.2273424755403539 0.29890716650697835 0.26074242908362066 1.6160612826934073 0.8145187990849071 1.0853424059459928 0.35179352468912839 0.49722163606566028 0.25833395126392023 0.8164417005609711 0.77471811260329559 0.18301693524699669 0.48733652599184896 1.8001622455194572 0.7700350233062635 0.77449203530704758 0.94443203872651804 0.74518359452486072 1.0977297108620403 0.70368392794625811 0.65871426184094162 0.37452059928182269 0.42092880863037863 0.52927193602954492 0.8553168951511908 1.1765943946520554 0.5675616348657968 0.57616736413001379 0.28170544281601906
leaf_count=1965 10 67 106 48 33 22 33 52 55 14 11 34 45 21 18 42 33 33 7 10 18 40 32 21 8 50 22 20 24 6
internal_value=0.000793835 -0.0156539 -0.00222398 -0.0523108 0.00116881 0.000644112 0.00099528 0.00051622 -0.0543022 -0.0113404 0.00123227 -0.00030955 0.0116211 -0.0594002 0.00601494 -0.0276593 0.0148533 0.0143373 0.0020701 -0.0184429 -0.0609179 -0.0182237 0.0288424 -0.0330394 0.037307 0.0177993 0.000718274 2.04841e-05 -0.0555032 -0.0639889
internal_weight=91.4359 2.03809 1.78699 0.55965 89.3978 87.7817 86.9672 85.8819 1.10735 0.610127 84.7745 73.8189 10.9556 1.26205 10.1392 2.00925 1.23921 8.12994 6.32978 4.00076 2.10758 1.3624 1.89318 0.795449 2.32902 1.79975 72.5568 71.3802 1.14373 0.464722
internal_count=2900 231 221 154 2669 2636 2614 2581 121 66 2460 2086 374 55 363 126 84 237 219 128 65 58 63 53 91 83 2031 2009 44 51
is_linear=0
shrinkage=0.1


Tree=951
num_leaves=31
num_cat=0
split_feature=1 0 2 1 2 2 2 3 2 2 0 4 2 3 0 1 0 4 3 2 2 2 1 2 3 1 3 2 1 0
split_gain=0.0572876 0.217047 0.130153 0.100749 0.0773019 0.0634951 0.103322 0.404797 0.0918375 0.309436 0.28371 0.30184 0.191403 0.174241 0.158464 0.114976 0.270176 0.305819 0.37776 0.383969 0.264791 0.191052 0.18896 0.282311 0.145484 0.318237 0.257914 0.142856 0.348981 0.103645
threshold=87.33187390945001 110.50907145210002 -0.012769999999999998 90.988176966900014 -0.088099999999999998 0.68694500000000025 0.27148500000000009 0.094415000000000013 0.20327000000000003 0.15675000000000003 89.99344745865001 41.061442884200012 0.12406000000000002 0.10236000000000002 93.442739239950015 80.677940036650014 100.24991522630002 42.297164883650005 0.09117500000000002 -0.081844999999999987 -0.046474999999999995 -0.083330000000000001 81.320481529800006 -0.033594999999999993 0.085715000000000027 83.366398167100016 0.094275000000000025 0.090855000000000033 66.697957758300021 86.530713386650021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 3 -3 -5 6 8 -8 9 12 -10 14 15 -11 -12 16 27 18 19 -18 21 24 -22 -24 25 -17 -26 29 -29 -1
right_child=1 2 -4 4 -6 -7 7 -9 10 13 11 -13 -14 -15 -16 20 17 -19 -20 -21 22 -23 23 -25 26 -27 -28 28 -30 -31
leaf_value=-0.0026745334684586484 -0.10156941559974311 0.039380984964859173 -0.10157223333010688 -0.10175750402451891 0.0069079512776692859 0.027501427491963548 -0.077416391150843034 0.034171945555280372 0.075074286827486555 -0.012635502759612935 0.0092935771515792482 0.055998869176676951 0.051158378433014642 -0.071279724817205181 -0.058052076029479399 -0.067743846250824954 -0.027264471020753012 -0.080601891734752434 -0.062439430337300761 0.075360368885103557 0.099178562023959013 -0.050269320624322322 0.09678704479216288 -0.06261344576919213 0.074297566511503002 0.038129399804435526 -0.020305673532627258 0.01998424997389538 -0.10894624432723665 0.0049683820493181437
leaf_weight=29.696351411444084 0.26147925357326929 0.55612163586957308 0.10860188894298517 0.10553371541959677 0.17242094280379661 0.89504028484225173 0.72110429340682347 0.59194781038968358 0.68186242674710174 1.1902242832002223 0.67234526411630235 0.6679658711364026 0.76972182473764306 0.88214081246405829 0.72737794500790187 0.52889860265713717 0.7742467312200465 0.82909688149811689 0.86040740471798915 0.68902869938756273 0.57829861762001999 0.55777206563652759 0.21023691492155194 0.23564698428890551 0.76540632040951073 0.61291917294147424 0.46220037412717829 0.45531866665987664 0.38955162118509179 44.080409113197675
leaf_count=772 127 42 104 142 35 33 57 19 21 35 14 21 33 17 36 34 37 82 39 12 11 20 4 44 36 33 37 20 37 946
internal_value=0.000708715 -0.0209577 0.00140229 0.0148102 -0.0343501 0.00100014 0.000732513 -0.0271103 0.00115121 0.000566432 0.0191371 0.000690639 0.00152517 -0.0375985 -0.0257032 0.00105771 0.000212272 -0.0284619 -0.0098582 0.0210596 0.0176983 0.00238601 0.0614621 0.0125448 0.0147813 -0.0109119 0.0386789 0.00142376 -0.0394628 0.00189198
internal_weight=90.7297 1.20416 0.942678 0.834076 0.277955 89.5255 88.6305 1.31305 87.3174 84.5679 2.74955 2.06769 82.4955 2.07237 1.39972 81.7258 77.7744 3.15278 2.32368 1.46328 3.95138 2.9272 1.02418 0.445884 2.36942 1.14182 1.22761 74.6216 0.84487 73.7768
internal_count=2900 450 323 219 177 2450 2417 76 2341 2249 92 71 2197 52 50 2164 1945 170 88 49 219 160 59 48 140 67 73 1775 57 1718
is_linear=0
shrinkage=0.1


Tree=952
num_leaves=31
num_cat=0
split_feature=0 0 3 1 3 3 4 1 0 1 4 1 1 4 1 3 1 2 0 1 1 4 1 4 1 4 4 1 1 2
split_gain=0.0589189 0.512112 0.505474 0.336091 0.557876 0.285953 0.228383 0.666397 0.371973 0.343536 0.338026 0.341774 0.217184 0.211854 0.176975 0.173397 0.170767 0.208048 0.192573 0.331064 0.329391 0.226144 0.267045 0.270614 0.29447 0.21934 0.209656 0.197276 0.308499 0.600156
threshold=90.837623311600012 90.337570099350003 0.25847000000000003 67.649671936450019 0.084795000000000023 0.21240500000000004 38.238138001450004 65.111767461350013 86.458125017100016 59.74022811670001 35.131296350900008 65.630639880500027 57.129735272050006 38.994321257850011 61.767325547050007 0.088395000000000015 68.961639504150014 -0.011399999999999999 93.262612545250008 69.873026810350026 70.085415002650009 38.238138001450004 70.182199495350019 38.386256906100009 70.73871032835001 42.541806567400009 38.828362408050005 70.96454081135002 71.787208999250012 -0.096499999999999989
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 3 4 -2 16 9 -8 -9 12 11 14 -1 -6 -11 -12 17 -5 -18 -20 -21 -22 -23 -24 25 -25 -26 -28 29 -29
right_child=2 -3 -4 5 13 -7 7 8 -10 10 15 -13 -14 -15 -16 -17 18 -19 19 20 21 22 23 24 26 -27 27 28 -30 -31
leaf_value=0.0032225465838599185 0.016931594068907665 0.04953754467056342 -0.10726205600918126 0.051949939818800916 -0.030286890488249014 0.080366340346867626 0.00041181279241624152 0.0067136720270131638 -0.10361269353616367 0.079393260932859977 0.012916057814398717 -0.085840214274563439 -0.10918656984135054 -0.11375789247995811 -0.019107596645378873 0.054527195416896081 -0.042262816110778756 -0.011862106860121027 0.040058470837300499 -0.061871716624511436 -0.025589995325948217 0.051975797667388357 0.053565545148151664 -0.10495012036595977 -0.062889739237916992 -0.010818215922460114 0.047774121742235727 0.002242019864086921 0.0046423665729580588 -0.10637622583243254
leaf_weight=0.37835768578224716 1.0283266463375178 2.2410272481683924 0.45455730302526731 1.3331190303433689 0.4922318886965511 0.45236988047031346 43.921684264817486 0.44451433014182729 0.977891534956143 0.31592200747400034 1.5515433111631862 0.47665801458060741 0.31495751196780475 0.79541041374613997 0.43158995319390669 2.8244874310912564 1.1212898062513001 0.82842308119870622 1.925220362056282 0.91355887532700109 3.2424650053751831 1.0456164485076467 0.91497982418514112 0.46774314565118658 0.5075423831285687 0.52580571942962706 0.90659365535248326 1.5000176163739527 17.11377506724466 0.76973373489454644
leaf_count=30 34 46 40 36 7 15 858 17 54 14 38 7 34 43 38 31 37 13 33 19 380 15 13 32 38 20 20 37 854 47
internal_value=0.000640102 0.00273884 -0.00247165 -0.00114424 -0.0379889 0.00139778 0.000707822 -0.0017698 -0.0691347 0.0185588 0.0267794 -0.0196713 -0.0478424 -0.0818491 0.022522 0.0397738 0.000319055 0.0274936 -0.00157854 -4.94066e-05 -0.00281625 -0.00081765 0.00256413 0.000288734 -0.00194828 -0.0551337 0.0005925 0.00218046 4.79849e-05 -0.0345933
internal_weight=90.2174 53.8786 36.3388 35.8842 2.31597 33.5683 51.6376 45.3441 1.42241 6.29352 5.6002 1.22417 0.693315 1.28764 0.747512 4.37603 33.1159 2.16154 30.9543 29.8331 27.9078 26.9943 23.7518 22.7062 21.7912 0.993549 20.7977 20.2901 19.3835 2.26975
internal_count=2900 1167 1733 1693 84 1609 1121 929 71 192 128 59 64 50 52 69 1594 49 1545 1508 1475 1456 1076 1061 1048 52 996 958 938 84
is_linear=0
shrinkage=0.1


Tree=953
num_leaves=31
num_cat=0
split_feature=1 0 2 3 3 4 0 0 4 2 0 4 2 1 1 2 4 0 3 1 0 0 3 2 4 1 0 2 2 2
split_gain=0.171096 0.591107 0.425005 0.254994 0.230814 0.238211 0.186323 0.287317 0.199669 0.362844 0.353882 0.302289 0.243866 0.334064 0.664578 0.373872 0.261206 0.260936 0.681598 0.433703 0.248107 0.238997 0.220863 0.761843 0.630974 0.921124 0.898306 0.619927 0.532734 0.48998
threshold=70.182199495350019 94.550383989750017 -0.16030499999999998 0.43162500000000009 0.12746000000000005 41.395309858300003 94.047642319350018 93.867515624600017 38.238138001450004 -0.12350999999999999 89.872466842800023 35.131296350900008 0.0043900000000000007 62.132955852800002 61.409760615700009 0.26462000000000008 39.268993001500007 89.057864029250013 0.095845000000000027 66.697957758300021 74.09121761705002 90.259604813550013 0.097615000000000021 -0.016334999999999999 42.178283198950005 61.987779113750001 86.530713386650021 -0.057185 -0.058529999999999992 -0.026349999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 6 -6 7 8 9 10 11 -1 16 14 20 -15 -10 22 19 21 -14 -19 23 29 26 -26 28 -27 -24 -18
right_child=1 -3 -4 -5 5 -7 -8 -9 12 -11 -12 -13 13 15 -16 -17 17 18 -20 -21 -22 -23 24 -25 25 27 -28 -29 -30 -31
leaf_value=-0.0013778395396147473 0.00028994460439780355 1.8751685428573414e-05 -0.0018304212443514666 0.00098538780919551518 -0.00107873401551196 0.00015477790580975884 -0.0005420774509145459 0.00097130178758004257 -0.00048709173539668917 0.00056118112480813898 -0.002180056795256458 0.00067420268848030157 0.00065699072242767474 -0.0014726118831618299 0.00076072723704121565 0.0002735834157021991 1.0417992642864529e-05 0.00076276811551955815 -0.00054440568742387388 1.9626010796658457e-05 -0.0021754113450012415 0.001709243904953261 0.00066569644608768135 -0.0014732781331435682 0.001150820054168095 -0.0023244558326826021 0.0016374747289652938 -5.5797116236566136e-05 -0.0005836090687716067 0.0011616732023125036
leaf_weight=0.40256854163089772 0.5279286578115715 31.863285000808673 1.1664617885799078 1.3097895607352246 1.248497195541858 1.1622490681475026 1.5357902156538319 1.5935352713568125 2.565766049316152 8.0080185316910484 0.35640044207684685 0.87785728205926716 0.15445930551322762 1.4645200622035193 1.8133356417238244 0.69517492011073034 27.209790185832382 2.5822023721411806 1.9247105782851575 1.9317671536991836 0.51650456072820816 1.7016921844333408 3.4248475930653512 1.2838791232789031 0.90386528964154456 0.98893142852466565 2.3306645639240742 0.870904186274856 2.1274857441894692 1.4996652859263147
leaf_count=63 30 1394 126 15 23 29 50 23 33 114 12 35 59 52 34 24 447 28 25 42 26 31 33 32 14 24 18 18 23 23
internal_value=7.44952e-05 -4.1259e-05 -0.00116977 0.000128085 0.000112309 -0.000484043 0.000133216 0.000148642 0.000128669 0.000389239 -0.000451969 2.90363e-05 8.37832e-05 -0.000346503 0.000143832 -0.000910537 0.0001227 0.000154774 0.000475202 0.000790928 -0.00152338 0.00113874 9.05914e-05 4.47037e-06 0.000333207 -0.000472965 0.000615844 -0.00126211 0.000187 7.05549e-05
internal_weight=106.043 33.5577 1.69439 72.4849 71.1751 2.41075 68.7643 67.2285 65.635 9.64484 1.63683 1.28043 55.9902 4.64399 2.4843 2.15969 51.3462 48.7804 8.14037 6.21566 0.670964 4.28389 40.64 29.9933 10.6467 2.7637 7.883 1.85984 5.55233 28.7095
internal_count=2900 1550 156 1350 1335 52 1283 1233 1210 224 110 98 986 195 119 76 791 758 126 101 85 59 632 502 130 56 74 42 56 470
is_linear=0
shrinkage=0.00196078


Tree=954
num_leaves=31
num_cat=0
split_feature=1 4 2 0 3 0 1 3 3 1 1 0 4 0 2 2 2 1 4 2 0 1 1 0 4 4 0 3 2 2
split_gain=0.151627 0.12129 0.148199 0.147666 0.175951 0.119816 0.844112 0.33999 0.321447 0.309707 0.233707 0.327059 0.99537 0.397098 0.714364 0.399317 0.619502 0.611298 0.82027 0.501923 0.743598 0.483825 0.483327 0.370177 0.304338 0.873252 0.35891 0.411383 0.677946 0.917285
threshold=89.786436182600013 53.584625139500005 -0.088944999999999996 122.45926784190002 0.080375000000000016 85.656964494200011 61.928633034850002 0.091975000000000015 0.087530000000000011 61.987779113750001 61.86411003975001 85.807518149550006 42.467547400400008 85.968825637350008 -0.08725999999999999 -0.068524999999999989 -0.075840000000000005 63.910026677050006 42.297164883650005 -0.048664999999999993 87.29692395375001 65.461267018300006 65.111767461350013 86.232294534150014 41.902916368500009 41.558544840500012 86.530713386650021 0.087405000000000024 -0.11808 -0.13820499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 -2 4 -4 6 -1 8 9 -8 -7 12 -12 14 -13 16 23 18 19 -17 -21 -18 -19 -15 25 26 -25 28 29 -28
right_child=1 -3 3 -5 -6 10 7 -9 -10 -11 11 13 -14 15 -16 17 21 22 -20 20 -22 -23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=0.00015183727605046993 -0.0020017975929651267 0.0018300683874642142 0.0010325593877869399 -0.002003318503259115 -0.0019923474023608562 -0.00068371559403913548 -0.0023637144228066411 -0.0021691142903077182 0.00066733697949954011 -0.00052186878067178621 0.00097816900397764664 0.00051714937142966226 -0.00064793810233653804 0.00068572778467312933 -0.001512364150078632 0.0016481374869022221 -0.0016940562383326457 -0.0014924606194430465 -0.00036869198518846134 0.00017902180486627865 0.0016642010063671192 -0.00019121592639798321 0.00013371401646279448 -0.0010799872204206521 0.0001835025409209721 -0.0014917132996787414 -0.00043322443601678763 0.00020046288463275926 -0.0012985475887732703 0.0019821789869078977
leaf_weight=11.65896552324193 0.30951705654103989 0.066597461795026902 0.30680250089790106 0.14492067113951634 0.097402553856682061 1.4240160546614777 0.4951026445487513 0.73977938476309635 0.54924434831627866 1.2059218082104051 5.1299342571292064 1.1565096918493512 2.0160178085789084 3.3664577612653295 1.5747276365873393 2.6058584079146376 1.3950089700520032 0.73113996442407625 2.3922411168459794 4.3422898389399149 1.8475776868872342 2.0107588969985954 18.061573083370604 1.1948767248541177 20.68982972077356 1.7115210280171584 2.6993681305666546 14.49990239386443 2.1223898370517444 0.77890919780475076
leaf_count=375 189 5 29 75 72 22 15 46 22 81 42 17 36 37 40 22 14 18 39 45 32 40 550 16 517 34 115 297 48 10
internal_value=7.12753e-05 -0.000719059 -0.000916773 -0.000305195 0.000303638 7.81479e-05 -8.65235e-05 -0.00101595 -0.00063685 -0.00105796 0.000104439 0.000116865 0.000519411 8.22827e-05 -0.000652991 0.000107245 7.73151e-07 0.000286478 0.000649351 0.000926236 0.000622324 -0.000806782 7.04469e-05 5.92125e-05 1.0945e-05 -0.000144234 -3.59362e-05 2.61273e-05 -0.000425221 0.00010767
internal_weight=107.325 0.92524 0.858643 0.549126 0.404205 106.4 14.649 2.99005 2.25027 1.70102 91.7509 90.3269 7.14595 83.1809 2.73124 80.4497 50.469 29.9807 11.188 8.79573 6.18987 3.40577 18.7927 47.0633 43.6968 23.007 21.2954 20.1006 5.60067 3.47828
internal_count=2900 370 365 176 101 2530 539 164 118 96 1991 1969 78 1891 57 1834 1128 706 138 99 77 54 568 1074 1037 520 486 470 173 125
is_linear=0
shrinkage=0.00196078


Tree=955
num_leaves=31
num_cat=0
split_feature=0 2 2 3 0 4 4 4 2 4 4 3 3 4 4 3 3 3 0 0 0 2 1 1 2 2 3 2 1 0
split_gain=0.0691411 0.0607149 0.0837106 0.085761 0.0634353 0.0563361 0.421071 0.393293 0.343216 0.179373 0.310941 0.174882 0.486401 0.568449 0.502848 0.610462 0.517799 0.54579 0.269763 0.580248 0.326446 0.163629 0.220661 0.135082 0.206161 0.365093 0.351154 0.223452 0.192994 0.13312
threshold=113.28087178455002 -0.012769999999999998 -0.046474999999999995 -0.397505 116.55541378745001 43.19689381845 43.245737185650007 43.082598263550004 -0.079824999999999993 43.022303514600004 42.898324343550009 0.086945000000000022 0.083795000000000022 43.968221017800005 43.673409002000007 0.083415000000000031 0.082325000000000023 0.081550000000000025 91.410264893400026 97.32487278035002 86.950112854950021 -0.23871499999999998 74.292851976800009 84.600400448950026 -0.22573999999999997 0.066885000000000014 0.080515000000000017 -0.16717499999999999 64.84561010645001 109.2481845889
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 3 -2 -5 7 -7 9 -9 10 -1 12 14 -14 -8 16 17 21 20 -20 -13 22 -16 24 28 26 27 -26 -23 -25
right_child=1 -3 -4 4 -6 6 11 8 -10 -11 -12 18 13 -15 15 -17 -18 -19 19 -21 -22 23 -24 29 25 -27 -28 -29 -30 -31
leaf_value=0.00087509051696691093 0.084845936320519899 -0.1017408974047964 0.074869653834177083 -0.020188448170169897 -0.10187079579058762 0.078838663147718716 0.061787804058511767 -0.10040263003165791 0.0087803419789067895 0.039726675016847825 -0.052975714079961836 0.0097237858967340694 -0.10201806491773224 0.014246815503239366 -0.10565715715028662 -0.12389741651330244 0.059574814644506369 -0.12795814013520024 -0.079294771675494202 0.042394290867152601 0.085803403976578249 -0.0032764339156494946 0.044525817835675649 -0.0019711393444494791 -0.014429058616231383 0.037384724043422739 0.050155138392061364 -0.10793333890762127 0.05032973859088509 0.080430067190032678
leaf_weight=69.546279391281587 0.052833113353699446 0.10439070211600565 0.081632846064167097 0.25554626883808851 0.15140907942317483 0.76139983290341007 1.3508606656105246 0.72412773068390379 0.4779366388429469 1.1578032373927261 1.0890348216234986 1.2869411096762631 0.98783544257457723 0.73225087448554405 0.31981468337471231 0.40354127460159439 1.3165988240216391 0.36430986505001772 0.69312038569478296 0.9014696748345159 1.0039841685247664 2.3986050435050821 0.14095034353158553 0.37767546344548453 0.37197924997598941 0.59382587261643482 0.2573926651966757 0.81673339170448245 0.93278242310043413 0.40768903415300883
leaf_count=1787 2 100 7 46 149 11 50 33 20 21 40 31 27 36 90 9 23 10 37 34 18 54 13 39 14 30 8 117 22 22
internal_value=0.000689988 -0.0319126 -0.0184491 -0.0350173 -0.0505786 0.000925465 0.00621786 -0.000265022 -0.0569919 0.000684781 4.48344e-05 0.00268662 -0.0033847 -0.0525234 0.00502322 -0.00378876 0.00205201 -0.00879547 0.0210823 -0.0105003 0.0430652 -0.00223522 -0.0597154 0.00206659 -0.00359738 -0.0286336 -0.0557432 -0.0786734 0.0117332 0.040804
internal_weight=90.0608 0.645812 0.541421 0.459788 0.406955 89.4149 16.4198 72.9952 1.20206 71.7931 70.6353 15.6584 11.7728 1.72009 10.0528 8.7019 8.29836 6.98176 3.88552 1.59459 2.29093 6.61745 0.460765 6.15668 5.37132 2.03993 1.44611 1.18871 3.33139 0.785364
internal_count=2900 304 204 197 195 2596 695 1901 53 1848 1827 684 564 63 501 451 442 419 120 71 49 409 103 306 245 169 139 131 76 61
is_linear=0
shrinkage=0.1


Tree=956
num_leaves=31
num_cat=0
split_feature=1 4 4 1 2 1 0 3 1 3 1 1 1 0 3 1 3 1 1 0 0 0 2 2 3 0 1 4 3 3
split_gain=0.18395 0.29285 0.342517 0.517361 0.492858 0.493512 0.316617 0.30765 0.855818 0.331885 0.454914 0.613075 0.570082 0.498122 0.344726 0.288773 0.350933 0.543653 0.513715 0.690606 0.671389 0.62417 0.447215 0.405135 0.426046 0.358203 0.574932 0.301032 0.296521 0.280918
threshold=69.873026810350026 38.238138001450004 34.997818021800008 78.349735295650007 -0.033594999999999993 82.987325570650015 93.776108048200015 0.087265000000000023 71.52105164435001 0.088165000000000021 71.090898343450007 75.085947125300024 72.026481772850005 97.152811460000024 0.094415000000000013 72.496961945650014 -0.21013499999999999 74.986474174450009 75.085947125300024 97.550703263350016 98.615332683000005 101.47316367565001 -0.21094499999999999 -0.15895000000000001 -0.22831499999999999 102.21786657775002 80.677940036650014 42.406961525800007 0.082775000000000029 -0.16319499999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 -2 5 -4 29 8 -8 -9 -11 12 14 -13 -12 -10 23 -18 -19 -20 -21 28 -23 -17 -25 -24 -27 -28 -22 -3
right_child=1 6 4 -5 -6 -7 7 9 15 10 11 13 -14 -15 -16 16 17 18 19 20 21 22 25 24 -26 26 27 -29 -30 -31
leaf_value=0.00013168033673026941 0.00076959244508231957 0.00041937342272902817 -0.0020903506718076394 -0.00202458252406575 -6.8769406982163321e-05 0.00052662676299138978 -0.0016766510511710096 0.00091701772100912936 0.0007558104153260704 0.00075132747246693047 -0.0013250634215038785 0.0018502624007615234 -0.0021854954052044945 3.1555667050284392e-05 0.00097119890061813958 0.0013890490721766638 -0.002131741733749699 0.0015692685563973808 -0.0016948320842658619 0.0014375439377037594 -0.00046953902004997724 -0.0020399322084228028 0.0014281442669021513 -0.001288430315873356 0.0013049357690775834 -0.0021815149348330676 -0.0014354000646491468 0.00049050910327172231 -0.0022926643415166464 -0.0017076581090390412
leaf_weight=71.254133928558076 1.3644065252738062 0.35477120336145163 1.3846148377087955 0.31326267141253072 1.6489423883649579 0.3463516230131064 1.2817552616470482 2.3965815916199089 1.7005075474153262 3.51447814219864 0.4535192975308735 0.61775809759274025 0.91483446233905841 9.2256278908710083 0.5638775885454379 1.1616143313003706 0.57046460409765565 0.61662096530198951 1.1495260672054408 0.99404200632125128 0.63280550169292815 0.36280059396311948 0.7795853724237628 0.63844142581365304 0.39376090071163428 0.42401853646151755 0.35450012028104572 2.6047336273377368 0.74891262874007225 0.72978707782021845
leaf_count=1301 39 14 129 136 57 50 61 41 28 58 22 7 31 267 21 31 36 4 51 8 22 55 9 52 13 28 76 171 19 63
internal_value=7.2803e-05 -3.68973e-05 -0.000476417 0.00024785 -0.000835919 -0.00156672 3.00874e-05 6.52914e-05 -0.000147341 0.00023858 0.000132242 -5.25268e-05 -0.00106233 0.000145695 -5.23931e-05 1.92388e-06 -0.000110218 -0.000277633 -0.000155603 -0.000287711 -5.33353e-05 -0.000304208 4.79634e-05 0.000594756 -0.000299122 0.000229928 -4.61706e-05 0.000259796 -0.0014577 -0.00101188
internal_weight=109.497 38.2429 5.05758 1.67767 3.37991 1.73097 33.1853 32.1008 14.4141 17.6867 15.2901 11.7756 1.93223 9.84339 1.0174 13.1323 11.4318 9.23801 8.66755 8.05092 6.9014 5.90736 4.52564 2.19382 1.0322 4.16284 3.38325 2.95923 1.38172 1.08456
internal_count=2900 1599 411 175 236 179 1188 1111 664 447 406 348 74 274 43 603 575 479 443 439 388 380 339 96 65 284 275 247 41 77
is_linear=0
shrinkage=0.00196078


Tree=957
num_leaves=31
num_cat=0
split_feature=0 3 0 1 3 3 4 1 2 1 2 0 1 2 3 4 3 3 2 4 2 3 0 0 3 4 0 2 3 3
split_gain=0.169005 0.604943 0.597333 0.403611 0.562689 0.32945 0.322719 0.871076 1.18852 0.604344 0.585017 0.44398 0.443066 0.399526 0.320755 0.304595 0.285762 0.38699 0.280031 0.333045 0.489694 0.534682 0.578911 0.438179 0.401941 0.361303 1.0752 0.446327 0.588562 1.20565
threshold=90.837623311600012 0.25847000000000003 90.337570099350003 67.649671936450019 0.084795000000000023 0.43162500000000009 38.592454371550012 63.431481129800005 -0.14380499999999999 62.837331883000012 -0.23771499999999998 81.917319234750025 64.434276012450013 -0.26820499999999997 0.21240500000000004 38.238138001450004 0.087205000000000019 0.10236000000000002 -0.29600999999999994 41.872669623500009 -0.058529999999999992 0.087530000000000011 86.866770652900016 67.04476885710001 0.10211000000000002 41.532441862050007 86.232294534150014 -0.063985 -0.093074999999999991 0.097615000000000021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 5 4 -2 6 11 9 10 18 12 13 -9 -1 -5 -6 -13 -18 -8 25 -21 22 23 -22 -23 27 -27 28 -20 -30
right_child=1 -3 -4 14 15 -7 7 8 -10 -11 -12 16 -14 -15 -16 -17 17 -19 19 20 21 24 -24 -25 -26 26 -28 -29 29 -31
leaf_value=0.0014675528148274035 0.00026635624053700447 -0.0021156722325527929 0.0010598355641344575 2.7110568359391224e-05 -0.00033702070407593741 0.0010850805748185389 -0.00091299656311112241 0.00033003309364460561 -0.0020329085907653836 0.0014058719598912489 0.0011207067780178326 -2.4522784314332495e-05 -0.0021807276188165097 -0.001469074487633228 0.0015341663064116317 -0.0022420836837190217 0.0013764084583336483 0.00026817802826812449 0.00078837117854902534 2.8665964171841539e-05 0.0020514121759602289 -0.0023284602105141322 0.002170436597760395 -0.002061468709185527 -0.00064541351977244856 0.0013095767674561204 -0.00050254325371151224 0.00042985524711106407 -0.0013599976008314603 0.00037973959569481637
leaf_weight=0.23263729352038343 1.1497621375019655 0.52612251313092784 2.566102517896069 39.841402574873541 0.49515076354145982 1.2608522903174151 1.1267529416363604 0.54674979858100436 1.8204626338792866 1.3047841826919455 1.0989719084464011 1.8886562796542419 0.53427432183525525 0.76003389497054652 0.55047069453621489 0.92634180867753457 2.6697448244740372 2.2177835684269667 1.7047591982409365 19.230251451175715 0.13645023100253384 0.89895354185137 0.41729716211557388 0.36867592141243222 1.3876769529888404 3.6363124655472339 1.9253991954028604 7.894467698992238 3.1498150904662907 2.9807868101634085
leaf_count=7 34 40 46 1594 6 15 25 9 76 18 14 38 35 95 15 44 36 25 25 315 3 36 2 72 39 37 18 97 51 33
internal_value=6.77412e-05 -2.58922e-05 0.000133676 -3.00931e-07 -0.000753549 9.35254e-05 7.19447e-05 1.43515e-05 -0.000863369 9.04153e-05 0.000113286 0.000443819 -0.00091086 -0.000780862 4.76491e-05 -0.00157849 0.000623228 0.000873534 5.21523e-05 7.70199e-05 -8.9661e-05 -0.000798735 0.000461414 -0.000950452 -0.00130708 0.000252686 0.000682242 0.000100805 -0.000230728 -0.000514112
internal_weight=105.248 43.4893 61.7587 42.9631 2.57125 59.1925 57.9317 50.1628 4.00046 46.1624 2.18 7.76886 1.08102 0.992671 40.3919 1.42149 6.77618 4.88753 44.8576 43.7308 22.4393 3.20905 0.922423 0.505126 2.28663 21.2915 5.56171 15.7298 7.83536 6.1306
internal_count=2900 1733 1167 1693 84 1121 1106 905 134 771 58 201 44 102 1609 50 99 61 753 728 467 152 77 75 75 261 55 206 109 84
is_linear=0
shrinkage=0.00196078


Tree=958
num_leaves=31
num_cat=0
split_feature=0 3 3 4 4 3 3 3 0 3 1 2 1 0 4 4 2 2 4 1 0 3 3 1 0 0 3 4 1 0
split_gain=0.20768 0.402498 0.390709 0.276245 0.210419 0.196077 0.300774 0.330208 0.224746 0.205213 0.19251 0.877345 0.370344 0.242941 0.495996 0.757926 0.63506 0.41506 0.182748 0.164177 0.53365 0.95701 0.66635 0.280621 0.511753 0.793742 0.720759 0.319327 0.239088 0.30271
threshold=102.84427732220001 0.090720000000000023 0.089785000000000018 45.027406014450008 44.710446918150005 -0.21013499999999999 0.086230000000000015 0.086355000000000029 103.63199555440001 -0.22831499999999999 81.524804347700012 -0.11911999999999999 80.288113607700012 98.851916998450022 40.259171735100004 41.24714903835001 -0.22573999999999997 0.11529000000000002 42.297164883650005 75.403185184700007 97.483491810050012 0.088990000000000027 0.087605000000000016 71.090898343450007 96.055920542800024 97.550703263350016 0.082975000000000021 43.968221017800005 70.865067860500019 93.972365491700018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=10 2 3 5 -3 9 -7 -8 -9 -2 12 -12 13 19 17 -16 -17 -15 -18 23 22 -22 -21 28 26 -26 27 -25 29 -1
right_child=1 4 -4 -5 -6 6 7 8 -10 -11 11 -13 -14 14 15 16 18 -19 -20 20 21 -23 -24 24 25 -27 -28 -29 -30 -31
leaf_value=0.00015397153487854508 -0.00070326368922481186 -0.0021113670044658802 0.0015938535430334911 0.0001983591239540186 0.00029863347456480474 -0.0018422189401644949 0.0019594595956078996 0.00087342784198874324 -0.0020936684168397068 0.0017255302908566741 0.00070332065948705254 -0.0020871426922603594 0.00083333837829031908 -0.0020821782800944286 0.0012325479582046437 0.00065938994988031321 -0.00064966106147162754 0.00041528653144904396 -0.0020934368630629425 -0.0016677216123752181 0.0018893300124890795 -7.6956566706732024e-05 0.00081416887866576926 -0.00097094249269753113 0.00055571338516867538 -0.0012441171461883033 -0.0020661329206014176 0.00064909959280069209 0.00090958819731326948 -0.00040857577097825866
leaf_weight=74.037154725770961 0.34982141980071901 0.61381810525068647 0.49376566951877965 2.5170432833729137 0.18017094040260417 0.91595417635414744 0.20527507260885614 0.15058332856278867 0.28187434462824967 0.2165335620093175 0.97898461913064239 0.77700464097142574 2.7482501417107406 0.9095911251642963 1.3142650085501375 0.88074950227746773 0.59102317877113797 0.35596445319242775 0.78442512804758735 0.86252642330145934 1.8165948574896904 1.9987460569245739 0.80321591440588236 0.88674521358916381 4.0230484260246158 1.230098553933203 1.1917374925687907 0.99006453037145548 1.526509883115067 3.8698541118028507
leaf_count=1310 70 149 21 192 18 205 4 5 52 12 24 47 40 79 17 27 9 9 60 78 21 34 18 31 55 42 87 38 16 130
internal_value=9.16012e-05 -0.000265339 -6.42974e-05 -0.00024086 -0.00156449 -0.000762329 -0.00112235 -8.84376e-05 -0.00106051 0.000225333 0.000112218 -0.000531427 0.000123429 0.000103535 -0.00032497 4.88852e-05 -0.000640614 -0.00137971 -0.00147305 0.000125761 0.000454989 0.00085925 -0.000470962 0.000105198 -0.000237372 0.000134258 -0.000873578 -0.000116329 0.000141086 0.000126028
internal_weight=108.501 5.92484 5.13085 4.63709 0.793989 2.12004 1.55369 0.637733 0.432458 0.566355 102.577 1.75599 100.821 98.0723 4.83602 3.57046 2.2562 1.26556 1.37545 93.2363 5.48108 3.81534 1.66574 87.7552 8.32169 5.25315 3.06855 1.87681 79.4335 77.907
internal_count=2900 728 561 540 167 348 266 61 57 82 2172 71 2101 2061 201 113 96 88 69 1860 151 55 96 1709 253 97 156 69 1456 1440
is_linear=0
shrinkage=0.00196078


Tree=959
num_leaves=31
num_cat=0
split_feature=1 0 4 2 3 3 2 3 1 3 0 1 3 3 4 4 1 0 3 2 2 2 0 1 0 0 2 4 4 4
split_gain=0.153714 0.588312 0.46263 0.415786 0.255858 0.290832 0.717152 0.606624 0.49644 0.432001 0.448477 0.540264 0.33616 0.609363 0.334087 0.727566 0.788924 0.693058 0.463822 0.391069 1.22309 0.919717 0.676927 0.914869 0.639981 0.536828 0.770251 0.759206 0.333087 0.563825
threshold=70.182199495350019 94.550383989750017 40.305698932850007 -0.08725999999999999 0.43162500000000009 0.087605000000000016 -0.23557500000000001 0.090390000000000012 61.998532946250002 0.08708500000000001 90.337570099350003 66.697957758300021 -0.21013499999999999 -0.084259999999999988 43.57842012870001 42.178283198950005 61.982402197500001 89.057864029250013 0.10461500000000003 -0.053019999999999991 -0.072569999999999982 -0.031989999999999998 85.939252597950016 63.910026677050006 86.280686780500005 86.103248543850015 -0.095019999999999993 41.532441862050007 42.508878681700004 41.811877919650009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 -2 -4 5 6 12 8 -7 10 -8 -12 -1 -14 15 19 -17 18 -18 20 25 -21 -23 -24 -22 27 -27 -9 29 -10
right_child=1 -3 3 -5 -6 7 9 14 28 -11 11 -13 13 -15 -16 16 17 -19 -20 21 24 22 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0021033522941810126 -0.0022229258937363603 1.5089749966452368e-05 0.00065197406987412877 -0.0020473986200366329 0.00095953496941306843 -0.0017752437019261846 0.00011529441171737757 -6.4043564582422083e-05 -0.00061556596137177938 0.001026372943329392 0.0015586400741963169 0.00030797891259352254 0.001068253510432116 -0.0011754191850516791 0.0009336536095961586 0.00053879410231348428 -0.0021359402013434816 0.00027602668301314009 -0.00060466420297286658 -0.0015624085642419422 0.0003881422843915682 -0.00090486998780591073 0.0012228726664130734 -0.00043656115996653321 0.0018737415654395022 0.00019243662874086526 -0.0010796945487861701 0.0014742327538064303 -0.0011602962335728411 0.00095273805909559188
leaf_weight=0.56501447188202325 0.81938417884521075 32.828289942450226 0.66879672625509556 0.32647665853437502 1.3460705094039429 1.1020726758288208 24.58322175042122 3.1765137210022658 2.3347878948407019 2.8895449887495479 1.9561320745851833 4.1353218843869399 0.71342907074722539 1.3385870214406153 1.6953467786079262 1.74385586423159 1.8399355877190831 1.1508239870890973 1.2963250543107276 1.4891460812650619 1.9753570370376117 1.7891371071455084 2.9076320994645357 2.2780665156897157 2.5593149494379759 4.9328848039731374 2.9090423006564388 2.0166593608446419 1.3469864326470995 1.4157662973739205
leaf_count=74 46 1394 59 51 15 29 477 55 40 26 39 67 39 39 28 28 35 14 41 20 16 33 32 36 24 54 30 16 31 12
internal_value=6.35898e-05 -4.4986e-05 -0.00113179 -0.000233493 0.000112132 9.7151e-05 0.000224505 -1.81606e-05 -0.000581925 0.000301588 0.000233313 0.0007096 -0.000764111 -0.000395356 8.53679e-05 4.05167e-05 -0.000573144 -0.00102545 -0.00150301 0.000182676 0.000349475 -0.000163569 0.000135087 0.000493887 0.0012266 4.43403e-05 -0.000279473 0.000533314 -0.000323934 -2.35596e-05
internal_weight=112.13 34.6429 1.81466 0.995273 77.487 76.1409 36.1813 39.9597 6.19961 33.5642 30.6747 6.09145 2.61703 2.05202 33.76 32.0647 6.03094 4.28708 3.13626 26.0338 17.5698 8.46398 6.97484 5.1857 4.53467 13.0351 7.84193 5.19317 5.09754 3.75055
internal_count=2900 1550 156 110 1350 1335 761 574 112 609 583 106 152 78 462 434 118 90 76 316 195 121 101 68 40 155 84 71 83 52
is_linear=0
shrinkage=0.00196078


Tree=960
num_leaves=31
num_cat=0
split_feature=0 1 4 4 3 3 3 2 0 2 2 4 3 2 2 0 1 2 3 3 1 1 4 0 0 4 0 3 4 2
split_gain=0.0631843 0.226678 0.146819 0.205258 0.180372 0.162446 0.162489 0.110153 0.102331 0.165351 0.089356 0.28244 0.167046 0.144067 0.256321 0.203149 0.190913 0.162996 0.130568 0.208304 0.116172 0.338261 0.257626 0.216628 0.279897 0.426034 0.527659 0.209806 0.172372 0.129155
threshold=107.54101367610001 82.204984254750016 44.710446918150005 46.177190236600005 0.07870000000000002 -0.21013499999999999 -0.24701499999999998 0.68694500000000025 110.99299391555002 -0.088099999999999998 0.25677000000000011 38.938637541200009 -0.11050499999999999 0.20327000000000003 0.15675000000000003 88.232507383150008 67.203387886850024 0.12406000000000002 0.094415000000000013 -0.12059499999999999 80.677940036650014 83.715897724050009 49.842240509300005 100.24991522630002 101.47316367565001 40.922041107600009 102.11570516885001 0.085715000000000027 41.169697216150006 0.072320000000000023
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 -2 5 -4 8 6 -3 10 -5 -10 13 18 -13 14 17 -16 -15 20 19 -12 23 27 -23 29 28 -26 -27 -22 -25 -1
right_child=1 2 3 4 -6 -7 -8 -9 9 -11 11 12 -14 16 15 -17 -18 -19 -20 -21 21 22 -24 24 25 26 -28 -29 -30 -31
leaf_value=0.0020479265565574007 -0.10526453709470317 -0.10335564615979105 0.081667175734870381 0.058491215547302522 -0.10275571747008937 -0.10142897256816985 0.065256747682337177 0.039017759053142018 -0.10372350211224457 0.037110259557890393 0.031351835373805259 -0.0087355764547459216 -0.10911308342467532 0.074712297382935625 -0.063367694664970151 -0.00016027546966479792 0.0056646889975563632 0.047346681083797713 0.033014994967438344 -0.085529850728841256 -0.0039853009861443309 -0.08586730128453314 0.034657227516480572 -0.11779496819292345 0.042816710307859204 0.036096324725181456 -0.10835898262334176 0.055019718462874824 -0.034748833669999861 -0.031495068621250198
leaf_weight=73.580208691420012 0.25321625541709991 0.085385637153194693 0.33973902862635419 0.27979373926064 0.16935954070686421 0.27000919193581308 0.17285764340681431 0.76506620325380836 0.14567998330312548 0.19490161104477011 0.29825058922870096 0.26685650431318209 0.43776454634644313 0.61401185556314786 1.1000120937824243 0.94558817107463244 1.1512626226322025 0.77444643262970103 0.79983494838234037 0.31196699574320441 0.89976299910631485 0.46777220418516652 0.28565903619164601 0.41339941109617873 0.99625523977738373 0.43112820609530877 0.61154505769081879 1.8247236856259403 0.63208641743403859 1.1661036961486377
leaf_count=1709 27 41 13 20 61 267 18 28 27 20 16 9 43 18 26 25 32 33 18 24 39 95 23 21 40 12 50 44 35 66
internal_value=0.000849927 -0.0171411 -0.00368032 0.0166721 -0.0112883 -0.0471966 0.00950669 0.0012372 0.0136819 -0.0231298 0.000908773 -0.0193988 -0.0710978 0.00140874 0.000815492 -0.0341498 0.0296814 0.00168686 0.00643576 -0.0284026 0.00125197 0.0191332 -0.0401711 0.000452929 -0.0255181 -0.00394711 -0.0486291 0.0355333 -0.0675864 0.00152463
internal_weight=90.6846 1.91094 1.65773 1.12947 0.789735 0.528252 0.258243 88.7737 0.620375 0.340582 88.0086 2.11467 0.704621 85.894 84.1287 2.0456 1.76527 82.0831 1.41005 0.610218 81.3086 3.47792 0.753431 77.8307 3.08441 2.03893 1.04267 2.72449 1.04549 74.7463
internal_count=2900 494 467 141 128 326 59 2406 67 47 2378 110 52 2268 2218 51 50 2167 58 40 2134 201 118 1933 158 102 62 83 56 1775
is_linear=0
shrinkage=0.1


Tree=961
num_leaves=31
num_cat=0
split_feature=1 1 2 0 2 2 2 2 3 3 2 0 1 0 2 1 2 3 0 0 1 0 0 0 4 4 2 2 4 3
split_gain=0.0625218 0.270919 0.18432 0.256232 0.228186 0.178851 0.239512 0.199568 0.186065 0.261785 0.315748 0.15853 0.153654 0.163451 0.618948 0.133706 0.12662 0.107153 0.102109 0.17606 0.101919 0.322847 0.298528 0.119716 0.258549 0.288342 0.0880845 0.244574 0.372208 0.325743
threshold=81.524804347700012 82.011415269350024 -0.042409999999999996 107.15656416340002 -0.61225999999999992 -0.16030499999999998 -0.046474999999999995 -0.085734999999999992 -0.15148999999999999 0.074640000000000026 -0.088944999999999996 108.08677067655002 80.677940036650014 102.21786657775002 -0.078219999999999998 88.436830201100022 -0.15895000000000001 -0.26750999999999997 101.47316367565001 100.53758024625002 77.898074329750017 99.515966156650009 97.835679825150024 98.851916998450022 40.878805547300004 42.297164883650005 -0.11808 -0.088099999999999998 35.461062230100005 0.085880000000000026
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=12 -2 4 -4 -3 15 7 8 -7 -10 16 -5 13 18 -15 -6 -11 -17 19 20 23 22 -22 26 -25 -26 -1 28 -28 -30
right_child=1 2 3 11 5 6 -8 -9 9 10 -12 -13 -14 14 -16 17 -18 -19 -20 -21 21 -23 -24 24 25 -27 27 -29 29 -31
leaf_value=0.0070452461916333852 -0.10556382524928716 -0.10434699489095034 -0.10536362520649192 0.096262002987077308 0.060790936433621982 -0.10416443410131093 0.095644618233582501 -0.10306453319564678 0.084299217806849541 0.010466282835779083 0.057642634988744591 -0.031853071505528546 0.030253551620670699 -0.10688549166234668 0.028067513605922662 0.082226678648259222 -0.10372815040118913 -0.10125494624588111 0.034853782031071458 -0.037904367495359421 0.054555685965306015 0.072036073704294906 -0.049111517959289183 -0.10422599290313284 0.067498778483030555 -0.057188751475556736 0.050924970359001842 0.0029256261605468954 0.0050365406047377876 -0.02900134417768474
leaf_weight=20.209932815277163 0.28373181917777301 0.17179023381231706 0.38738172905686985 0.13412470030016266 0.91846914323696249 0.16082345571999246 0.20670913392677781 0.23858625768718877 0.33919050109034266 0.13513568137932475 0.31190837207657274 0.34508872546052771 1.7989822105737392 0.62534899092042906 0.74440348970529047 0.046912305988371372 0.34496185022688053 0.098992680550679779 0.89628527917375223 1.1517874999153708 0.44804651501180959 0.81833755364641536 0.73097015982057201 0.34075036481954046 0.34736124449409544 0.39792931979172863 0.86250341241247142 44.370272792742085 4.3376853122899757 7.9914238074561581
leaf_count=608 34 26 56 5 53 34 5 65 12 10 14 158 45 73 29 2 121 102 28 44 39 17 16 49 6 37 18 940 88 166
internal_value=0.000758997 -0.0112693 -0.00430217 -0.0448848 0.0075253 0.0143849 -0.00539132 -0.0190363 -0.00351949 0.0107893 -0.0206926 0.00400443 0.00133529 0.000717966 -0.0335441 0.0466646 -0.0715852 -0.0422608 0.00128406 0.000917159 0.00147017 0.0237786 -0.00971621 0.000905135 -0.0320666 0.00092498 0.00136557 -0.000628564 -0.0125832 -0.017026
internal_weight=90.1958 4.12381 3.84007 0.866595 2.97348 2.80169 1.73732 1.53061 1.29202 1.1312 0.792006 0.479213 86.072 84.273 1.36975 1.06437 0.480098 0.145905 82.9033 82.007 80.8552 1.99735 1.17902 78.8579 1.08604 0.745291 77.7718 57.5619 13.1916 12.3291
internal_count=2900 697 663 219 444 418 261 256 191 157 145 163 2203 2158 102 157 131 104 2056 2028 1984 72 55 1912 92 43 1820 1212 272 254
is_linear=0
shrinkage=0.1


Tree=962
num_leaves=31
num_cat=0
split_feature=1 1 1 1 3 3 4 3 1 2 4 0 4 4 4 3 3 3 0 3 1 1 1 1 4 1 3 4 1 1
split_gain=0.0595151 0.589834 0.333772 0.385711 0.186509 0.808456 0.811837 0.779684 0.74608 0.449305 0.517152 0.406592 0.530183 0.457545 0.432179 0.394923 0.326509 0.824288 0.710765 0.548523 0.687149 0.314794 0.565917 0.222103 0.205511 0.512396 0.414162 0.18497 0.614269 0.370824
threshold=63.910026677050006 62.837331883000012 64.221887820150016 64.434276012450013 0.091975000000000015 0.08784500000000002 41.169697216150006 0.086355000000000029 62.305017173150013 -0.085249999999999992 42.487106141350004 86.530713386650021 41.495754733000005 42.131954243650007 43.57842012870001 0.093480000000000021 0.083415000000000031 0.085765000000000022 87.181320254150009 0.082055000000000017 62.116825104000007 62.084563606450011 62.057679025150001 61.944763783650011 40.496232821400007 61.987779113750001 0.10236000000000002 39.530201452500002 61.614083433650009 61.944763783650011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 -2 -4 5 7 -7 8 16 -8 -11 13 -13 15 23 -6 18 -18 19 20 21 22 27 -15 26 -26 -17 28 -1 -29
right_child=2 -3 3 -5 11 6 9 -9 -10 10 -12 12 -14 14 -16 24 17 -19 -20 -21 -22 -23 -24 -25 25 -27 -28 29 -30 -31
leaf_value=-0.030489552120175741 -0.066678907678003552 0.051765799934873097 0.074494499157304675 -0.0019413955523019215 0.060128514919053667 -0.12679065502519707 0.0068693639506835977 0.04859088858758924 -0.097652855803519456 -0.11827802544590862 -0.007131184445245956 0.068974762398713113 0.0045763955513115134 -0.011439778653142604 0.029125688080947329 0.056435263519085913 -0.071942949472862672 0.022785307946919339 0.083659724176327652 0.044064515297120292 -0.1208443274234665 0.052719244421436912 -0.09822989165366125 -0.085556966147681657 -0.043554938505617445 0.019581382184020876 -0.011826354531424332 0.0087189141200773399 0.096315334325668134 -0.045584281882051068
leaf_weight=0.81958097643656536 0.78201402593185676 2.3724581556161857 0.67051729373633762 42.853536577650758 1.2842052499763692 0.90971790277399023 2.2800384694710374 3.2587931943708091 0.8235439119162028 0.81714844319503777 0.85836002160795033 2.2130891419947138 3.0270567908883095 0.57971722759975763 0.690859387628734 1.6253318893723174 1.9048921011853956 1.7741036476654697 1.1194672784768034 2.2752142236568025 0.53442447807174254 0.87906376016326238 0.67041374277323473 1.3362543312832711 2.5785934845916927 2.5631548585370183 1.961472615599632 3.5241542724770625 0.71555097768032283 1.955202487282804
leaf_count=63 22 47 22 1926 11 25 35 36 12 25 16 27 28 15 13 23 36 22 15 26 15 9 12 60 40 29 33 194 19 44
internal_value=0.000679397 0.00322595 -0.00192727 -0.000763849 0.000546559 -0.00500801 -0.0416119 0.00378454 -0.00480677 -0.0220221 -0.0613377 0.00835904 0.031774 -0.00136375 -0.0386814 0.00835194 -7.86918e-05 -0.0262626 0.00763203 0.000148864 -0.010833 -0.0039679 -0.0104522 -0.0631313 0.000734211 -0.0120816 0.0191059 -0.00206285 0.0286164 -0.0106581
internal_weight=89.6579 45.3519 44.3061 43.5241 42.9794 25.1197 4.86526 20.2544 16.9956 3.95555 1.67551 17.8597 5.24015 12.6196 2.60683 10.0128 16.1721 3.679 12.4931 11.3736 9.09839 8.56397 7.6849 1.91597 8.72855 5.14175 3.5868 7.01449 1.53513 5.47936
internal_count=2900 930 1970 1948 883 604 101 503 467 76 41 279 55 224 88 136 455 58 397 382 356 341 332 75 125 69 56 320 82 238
is_linear=0
shrinkage=0.1


Tree=963
num_leaves=31
num_cat=0
split_feature=4 4 3 0 1 3 3 0 3 3 1 0 4 0 0 0 4 4 0 1 0 1 0 0 3 2 3 1 2 2
split_gain=0.119937 0.309079 0.318714 0.288059 0.251527 0.293995 0.199588 0.347389 0.320709 0.198013 0.160653 0.304786 0.187703 0.604087 0.408154 0.303828 0.307953 0.420171 0.34324 0.559695 0.442364 0.349115 0.270029 0.353463 0.315648 0.257636 0.228708 0.211352 0.195357 0.598436
threshold=48.988717865950008 48.852845034800005 -0.52484999999999993 71.144667506050013 55.855406118200008 -0.22125500000000001 -0.17732499999999998 99.983757871350008 0.079095000000000013 0.074640000000000026 83.715897724050009 105.48703166445002 44.527357125550004 71.249517373150013 97.32487278035002 75.994645973400011 43.19689381845 43.082598263550004 85.775256651950016 61.944763783650011 96.249489528150022 62.197478847950002 95.762878606550018 95.429509798400019 0.080375000000000016 -0.14739999999999998 -0.25276999999999999 57.960468834350003 -0.065399999999999986 -0.053019999999999991
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -2 -5 -6 -7 -8 9 -9 12 -12 15 -14 22 26 17 27 19 -18 21 -20 23 24 -15 -26 -4 -17 -29 -30
right_child=3 -3 10 4 5 6 7 8 -10 -11 11 -13 13 14 -16 16 18 -19 20 -21 -22 -23 -24 -25 25 -27 -28 28 29 -31
leaf_value=-0.0012617689660688318 -0.0022653177448165658 0.0009368974974697374 0.00061799055230922755 0.00096814798675504425 -0.0021273463607669658 0.0017398840004300695 -0.0020398625326383197 0.00029127055994806751 0.0011473328279838751 -0.0020119325609564724 -0.0020405493008442623 -9.4944725619326551e-05 0.001339429503651063 -0.0017709652213830629 0.00040113830268381637 0.00083629481232011266 0.00091454958266420526 -0.0010285410292237452 0.00034506349085039012 -0.0015269578667990611 -0.00038732083747293407 0.0012403781203139488 -0.0022540068977470193 0.0010920043270856929 0.00079920680702827635 -0.001062019146633906 -0.0017138278271051669 -9.6257479803961607e-06 0.00072501089961853147 5.6776221702822394e-05
leaf_weight=0.70681674512525106 0.2706371746025974 1.5343248539138574 0.2202674752988969 0.60643461369909379 0.34249058927525866 0.19308366440236668 0.36707318387925436 0.27708144448115468 0.60054065758595243 0.29770852535148151 0.3957381341533609 1.421531291544454 0.73712101115961459 1.0519055474942445 1.1772221960709428 1.3932366920635093 0.64895914867520221 1.3378413044556499 3.2850659075193089 0.81351462352904491 1.4670589780434964 3.4153419000504073 0.51326217432506371 0.36472956743091334 0.48697473201900721 0.69261606287909649 0.60836256324546312 51.497002701855294 6.3436767976963884 27.440356818897286
leaf_count=79 7 22 35 8 26 3 66 16 45 71 65 404 19 79 39 21 11 41 28 36 39 73 17 9 13 34 113 877 72 532
internal_value=5.24423e-05 6.31496e-05 5.05045e-05 -0.000337265 -0.000142883 -0.000467125 -0.000139488 -0.000374754 0.000145284 -0.000901658 5.93121e-05 -0.00051863 6.94602e-05 -0.000300234 -0.000582182 8.83215e-05 9.8355e-05 6.19304e-05 0.000431254 -0.000443562 0.000587899 0.000801425 -0.000954458 -0.000697543 -0.000990038 -0.000293643 -0.00109398 7.87622e-05 6.63864e-05 0.000182252
internal_weight=110.508 107.553 106.019 2.95505 2.68441 2.07798 1.73549 1.5424 1.17533 0.57479 105.312 1.81727 103.495 5.02383 4.28671 98.4707 97.6421 88.0121 9.62994 1.46247 8.16747 6.70041 3.10949 2.59623 2.2315 1.17959 0.82863 86.6743 85.281 33.784
internal_count=2900 2658 2636 242 235 227 201 198 132 87 2557 469 2088 210 191 1878 1730 1543 187 47 140 101 152 135 126 47 148 1502 1481 604
is_linear=0
shrinkage=0.00196078


Tree=964
num_leaves=31
num_cat=0
split_feature=0 4 4 2 3 3 2 0 0 4 4 3 2 2 3 3 4 4 0 1 0 1 2 4 2 0 3 4 0 4
split_gain=0.056732 0.154458 0.203597 0.155958 0.113122 0.135708 0.103028 0.0797725 0.0727715 0.0665897 0.348361 0.238289 0.370295 0.235762 0.35243 0.339844 0.211534 0.37046 0.368647 0.58015 0.447927 0.35558 0.258956 0.146653 0.143111 0.136053 0.236027 0.132759 0.234741 0.132582
threshold=105.98708487665002 44.710446918150005 46.177190236600005 -0.15895000000000001 -0.21013499999999999 -0.24701499999999998 0.033180000000000008 110.99299391555002 107.54101367610001 44.527357125550004 47.833738492450003 -0.24523500000000001 -0.098345000000000002 -0.15895000000000001 0.085715000000000027 -0.23958499999999999 43.19689381845 43.082598263550004 85.775256651950016 61.998532946250002 96.249489528150022 62.197478847950002 -0.082074999999999995 43.57842012870001 -0.088099999999999998 89.219171517050015 0.082775000000000029 48.919835655300012 95.590817286200021 43.022303514600004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=9 4 -3 -4 5 -2 7 -5 -6 16 11 -11 -13 15 -15 -12 17 29 19 24 21 -20 -19 -22 -18 -23 -27 -17 -29 -1
right_child=1 2 3 6 8 -7 -8 -9 -10 10 13 12 -14 14 -16 27 18 22 20 -21 23 25 -24 -25 -26 26 -28 28 -30 -31
leaf_value=0.00049287810300237245 -0.10261457977646689 0.077207867256688045 -0.10227034339042543 0.054808495583229394 -0.027095555362551201 0.058020887694246327 -0.063935244845198871 -0.016601651064617952 -0.10257689511523085 0.04803451847372453 -0.02610578430279293 -0.090597700861679564 -0.0035574615441776765 -0.10830875458243934 0.034126206294064973 0.056988813421169009 -0.032174604174002482 -0.0975753589174084 0.013712607183139226 -0.11203663010947491 0.0041962154567746308 0.094739836088828397 -0.0015442210788750293 -0.068876092096184033 0.055896141520328561 0.086734670224571084 0.014059844719211926 -0.031065648037762419 0.061481935645514255 0.034949419330703106
leaf_weight=69.819072427253559 0.077270363677598652 0.30439864705840569 0.17399161088542314 0.33345105312764645 0.20016152027528666 0.16467413288455657 0.18312643523222505 0.29468122241814854 0.35295217644771526 0.2673269419865395 1.2290387471439319 1.1175907082906633 0.86869196699990303 0.394967329193605 0.31010890705510974 1.5053016708407088 0.29356278489285614 0.6529737000237219 2.9148975852876902 0.53023114369716495 0.55816677387338109 0.93961408187169615 0.49266827701649052 0.54072678158991039 0.49665787959383834 0.83373658229538683 0.9631122392238467 0.5982361819478681 0.50578001467511058 1.1348602435127748
leaf_count=1660 49 13 38 28 39 21 50 33 278 33 27 91 58 100 9 25 37 26 28 32 16 14 22 24 25 20 39 23 22 20
internal_value=0.000655247 -0.015647 0.00572505 -0.01636 -0.0503142 0.00671837 0.00206534 0.0213072 -0.0752616 0.00104603 -0.00845722 -0.0406018 -0.052531 0.00748696 -0.0456626 0.0172501 0.00185174 0.00013315 0.0172048 -0.0311176 0.0266573 0.0380165 -0.0562784 -0.0317601 0.0231783 0.0639051 0.0477809 0.0376716 0.0113329 0.00104399
internal_weight=89.052 2.08471 1.28965 0.98525 0.795058 0.241944 0.811259 0.628132 0.553114 86.9673 6.79704 2.25361 1.98628 4.54343 0.705076 3.83836 80.1703 72.0996 8.07071 1.32045 6.75025 5.65136 1.14564 1.09889 0.790221 2.73646 1.79685 2.60932 1.10402 70.9539
internal_count=2900 549 162 149 387 70 111 61 317 2351 388 182 149 206 109 97 1963 1728 235 94 141 101 48 40 62 73 59 70 45 1680
is_linear=0
shrinkage=0.1


Tree=965
num_leaves=31
num_cat=0
split_feature=2 4 2 2 3 1 2 0 3 2 1 2 3 4 3 3 2 0 0 0 2 2 4 0 4 0 0 0 1 1
split_gain=0.0543035 0.149554 0.0946253 0.212519 0.24692 0.267932 0.348379 0.229277 0.203384 0.137219 0.363475 0.138183 0.652853 0.112365 0.108939 0.406677 0.325956 0.295478 0.446266 0.26534 0.643095 0.294193 0.160446 0.158883 0.279208 0.131179 0.104571 0.553946 0.203478 0.222781
threshold=-0.62958999999999998 40.580626202750004 -0.59309999999999985 -0.50001499999999999 0.098200000000000023 75.551050381850018 -0.58180999999999994 91.410264893400026 0.093760000000000024 -0.26138499999999998 62.305017173150013 -0.24299000000000001 0.093295000000000031 39.039757512550004 0.10500500000000003 0.10661000000000002 0.20327000000000003 91.144107538500023 93.910530954700008 86.345209775600011 -0.058529999999999992 -0.044409999999999998 41.348489042950007 99.744485097750015 37.064694648750013 98.615332683000005 76.591483678350016 73.913779380400015 57.960468834350003 60.474177186300004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 8 4 5 6 -4 -8 -2 10 -5 12 13 -11 26 -16 17 19 -19 20 22 -21 -17 25 -25 -20 27 -13 -28 -30
right_child=2 -3 3 9 -6 -7 7 -9 -10 11 -12 14 -14 -15 15 16 -18 18 23 21 -22 -23 -24 24 -26 -27 28 -29 29 -31
leaf_value=0.020123747145821286 -0.014155921723261881 -0.050205231646368344 0.064440809143434349 0.080062494105778564 -0.1153341401888351 -0.10389350861453624 -0.10715417338860278 0.0097096825853732038 0.0496729276846073 -0.025062438877517614 -0.017182143733015683 0.0063768065949685194 0.078629588702383096 -0.10655686253738249 -0.063596499366998585 -0.012205933548100706 0.062613454017341016 -0.12249417658822809 -0.021780736542529849 -0.0086415218876337262 -0.080540194388319997 0.050154082685159584 0.044718906028880845 0.037762376789107183 -0.11493728351628146 0.042645888858045558 0.052580643650305847 -0.10676807823047685 -0.056692419125904683 0.0032030220901513836
leaf_weight=0.52706475941158604 0.87670792868331604 0.70922604489896912 0.5306028260383755 0.75725257478188612 0.30679218289151311 0.28580791906739467 0.30969203777931287 0.36662161670392379 1.1593648628004301 0.23882496102123585 0.78055880703453795 2.089361353015192 0.36094011319437413 0.58026853759292862 1.1847012687454697 0.99160079564899006 0.73265638120233312 0.48663971037603948 0.802019630482391 1.5681509654968979 1.0516346726217292 1.8609532257542012 0.9889545654586982 0.18444497792835068 0.34135458570608535 0.52154604133102112 0.825933204498141 0.54573256085132005 0.62690540657058491 65.915744909409455
leaf_count=28 53 21 11 19 21 58 26 17 31 19 41 169 9 69 29 18 25 12 38 20 38 28 24 22 32 15 19 61 35 1892
internal_value=0.000589232 -0.0202221 0.000884044 0.000375121 -0.0336256 -0.0168324 0.0037844 -0.0438037 0.022189 0.00110843 0.0307033 0.000552728 -0.0334199 -0.0827953 0.00104938 -0.00834086 -0.00147184 -0.00680899 -0.0372887 0.00421059 -0.0173397 0.0232665 0.0162185 -0.0148678 -0.0613718 0.00360633 0.00248663 -0.0170557 0.00325102 0.00263874
internal_weight=88.5081 1.23629 87.2718 85.2357 1.79952 1.49272 1.20692 0.676314 2.03607 83.4362 1.53781 81.8984 1.18003 0.819093 80.7183 10.7147 9.52996 8.7973 2.336 6.46129 3.03219 3.4291 1.98056 1.84937 0.5258 1.32357 70.0037 2.63509 67.3686 66.5427
internal_count=2900 49 2851 2767 133 112 54 43 84 2634 60 2574 97 88 2477 301 272 247 119 128 80 48 42 107 54 53 2176 230 1946 1927
is_linear=0
shrinkage=0.1


Tree=966
num_leaves=31
num_cat=0
split_feature=1 1 2 2 0 3 3 4 4 1 4 4 0 4 4 2 2 3 4 1 0 3 3 1 0 1 2 0 0 1
split_gain=0.0517303 0.247144 0.160508 0.269047 0.220287 0.175377 0.182618 0.189842 0.21648 0.151036 0.30503 0.209209 0.15695 0.411737 0.757173 0.404577 0.245527 0.165614 0.205708 0.146897 0.409301 0.934848 0.53902 0.208901 0.471745 0.325772 0.382565 0.177948 0.14643 0.11391
threshold=81.524804347700012 82.011415269350024 -0.61225999999999992 -0.16030499999999998 101.83879398140002 -0.22125500000000001 0.075065000000000021 42.406961525800007 50.264779514000004 80.288113607700012 42.207998345450008 39.530201452500002 98.851916998450022 39.995120105550008 41.24714903835001 -0.22573999999999997 0.11529000000000002 0.084065000000000015 42.406961525800007 75.403185184700007 97.483491810050012 0.088990000000000027 0.087605000000000016 72.953999827850012 97.152811460000024 74.986474174450009 -0.22386500000000001 96.811377277450006 97.835679825150024 71.090898343450007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=9 -2 -3 -4 -5 -6 -7 -8 -9 12 11 -11 19 16 -15 -16 -14 18 -17 23 22 -22 -21 27 25 26 -25 29 -26 -1
right_child=1 2 3 4 5 6 7 8 -10 10 -12 -13 13 14 15 17 -18 -19 -20 20 21 -23 -24 24 28 -27 -28 -29 -30 -31
leaf_value=0.0015355464995955826 -0.1050670109077565 -0.10384309662365859 0.044425974768308368 -0.10442493111563241 -0.10301179600447866 0.04697933863054822 -0.10346963494991224 0.017479555782661704 -0.10244931841000787 0.037042132505868075 0.070322046331862662 -0.032376700999517491 -0.10485258455966451 0.052217403433162127 0.019982631341702608 0.030286232552690157 0.0018085654050662252 -0.10688094008300304 -0.084185986700917328 -0.088469277665108675 0.096183259851441591 -0.012696501804648694 0.036401624009061953 0.033153197237647342 -0.11765901965627733 0.032573061424030658 -0.11019681836090132 0.03620203636821092 -0.041746774254865941 -0.018151191809832292
leaf_weight=64.707885357381201 0.25971818350535558 0.15386855570434965 0.98845278605699682 0.26059029345378792 0.17436056839051328 0.60978639761810738 0.22224677641349888 0.92005720593192541 0.17994964106037514 0.80613393458770521 0.93929618193942577 0.94079224579036236 0.72765556385002017 1.5101101209875198 0.71182375642820295 0.26819696975871898 0.30681700683635427 0.701071380142821 0.37856517719046678 0.69782323490471643 1.4911892842501404 1.6736568947380872 0.68504110826324904 0.32218059805745758 0.52557325863745041 1.3046143764222504 0.44099832720530641 1.4370247416663904 0.49194186576642096 3.0789525118962038
leaf_count=1440 34 26 157 18 60 69 177 102 54 24 37 18 97 26 35 5 16 39 46 78 21 34 18 28 14 19 19 31 28 130
internal_value=0.000522836 -0.0109387 -0.00397243 0.000607282 -0.0176914 -0.00696124 0.00170703 -0.0191713 -0.00213956 0.00103621 0.0243667 -0.00034279 0.000266873 -0.0176667 -0.0015688 -0.041004 -0.0732177 -0.0732126 -0.0367171 0.00134122 0.018774 0.0386047 -0.0266109 0.000244825 -0.0252148 0.00221492 -0.0496807 0.00137956 -0.0809574 0.000641353
internal_weight=87.9164 3.76903 3.50931 3.35544 2.36699 2.1064 1.93204 1.32225 1.10001 84.1473 2.68622 1.74693 81.4611 4.60424 3.56977 2.05966 1.03447 1.34783 0.646762 76.8569 4.54771 3.16485 1.38286 72.3092 3.08531 2.06779 0.763179 69.2239 1.01752 67.7868
internal_count=2900 697 663 637 480 462 402 333 156 2203 79 42 2124 264 151 125 113 90 51 1860 151 55 96 1709 108 66 47 1601 42 1570
is_linear=0
shrinkage=0.1


Tree=967
num_leaves=31
num_cat=0
split_feature=0 1 2 3 3 2 2 4 3 2 2 3 1 2 1 2 2 3 3 2 0 2 0 2 0 4 3 4 1 0
split_gain=0.0529492 0.18235 0.109305 0.122421 0.132535 0.0967969 0.08537 0.234668 0.16356 0.109541 0.237329 0.170289 0.158083 0.150918 0.103058 0.271479 0.153357 0.225192 0.255884 0.301532 0.144501 0.287349 0.546876 0.290727 0.583553 0.381692 0.347332 0.222433 0.28422 0.184291
threshold=107.54101367610001 82.204984254750016 -0.22089 0.07968500000000002 0.095290000000000027 0.68694500000000025 0.25677000000000011 38.938637541200009 -0.11050499999999999 0.20327000000000003 0.15675000000000003 0.10236000000000002 67.203387886850024 0.12406000000000002 80.677940036650014 -0.044409999999999998 -0.083330000000000001 0.095845000000000027 0.085715000000000027 -0.15895000000000001 97.835679825150024 -0.074434999999999987 101.99741301110002 -0.078219999999999998 101.99741301110002 40.878805547300004 0.092290000000000025 41.395309858300003 77.086159974350025 97.550703263350016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 -3 -4 -5 6 9 -8 -9 10 13 -12 -11 14 20 16 17 18 19 -16 29 23 -23 24 25 26 -22 -27 -29 -1
right_child=1 2 3 4 -6 -7 7 8 -10 12 11 -13 -14 -15 15 -17 -18 -19 -20 -21 21 22 -24 -25 -26 27 -28 28 -30 -31
leaf_value=0.00066486181098816181 -0.10441250100999433 -0.10192056335359839 0.020221760086809672 -0.10194554848837628 0.050119390754552996 0.037322294419025875 0.0040990964810868917 -0.0076546801729588318 -0.10858995756293127 0.069693788954312413 -0.0084134513357813252 -0.067715340881104799 0.0045402142210111884 0.046102357549275934 0.055777529611023127 0.071718613406911991 -0.047333851986777725 -0.068340780585044433 0.070941311555198436 -0.06512937372899015 -0.0013138121495328294 -0.094226837292929091 0.030265307508000758 0.077791083296414709 -0.10588917036746798 0.071857250796665481 -0.1129128697023279 -0.047749334520754333 0.038996650574296882 0.035018704004903381
leaf_weight=67.636524513926815 0.21019850306447452 0.10589114686999312 0.98634509939301984 0.18841202697919357 0.082373959143694719 0.71942772995680471 1.3575800133085061 0.26738805735658389 0.40177309311548004 0.559175253380089 1.1335443584248412 0.84533975645899762 1.1149085593933703 0.74528347701743669 0.38508739191820529 0.73754559573353518 0.49382113323372334 0.27487340992775 0.77479280344414292 0.44419761475000985 0.78797701399162201 1.0286795266511024 0.53710022231098253 0.41619791212724511 0.54937940216041159 0.77781272586435113 0.43165866307390388 0.60081606270978216 1.0171412995550779 1.5984492631396268
leaf_count=1602 27 92 178 150 47 28 58 9 43 18 34 17 32 33 24 40 21 30 39 47 38 68 17 8 65 11 31 43 21 29
internal_value=0.000462065 -0.0177174 -0.00434775 0.00387104 -0.0556869 0.000796039 0.000486584 -0.0197906 -0.0682575 0.000982379 0.000460459 -0.033746 0.0263027 0.00131474 0.000889477 0.018728 0.00225652 0.0152897 0.0296206 -0.00898496 0.000153445 -0.0145406 -0.051523 -0.00190001 -0.00986375 0.00472781 -0.0408114 0.0279109 0.00678419 0.001458
internal_weight=87.2097 1.57322 1.36302 1.25713 0.270786 85.6365 84.917 2.02674 0.669161 82.8903 81.2162 1.97888 1.67408 79.2373 78.4921 3.11032 2.37277 1.87895 1.60408 0.829285 75.3817 6.14676 1.56578 4.58098 4.16479 3.61541 1.21964 2.39577 1.61796 69.235
internal_count=2900 494 467 375 197 2406 2378 110 52 2268 2218 51 50 2167 2134 201 161 140 110 71 1933 302 85 217 209 144 69 75 64 1631
is_linear=0
shrinkage=0.1


Tree=968
num_leaves=31
num_cat=0
split_feature=4 4 0 2 0 2 2 4 2 2 2 0 0 2 4 0 1 0 2 2 3 4 0 1 4 2 3 0 4 4
split_gain=0.12927 0.42602 0.410253 0.359144 0.571651 0.697056 0.446729 0.415524 0.346089 0.784639 0.765912 0.696052 1.28139 1.38948 1.23508 0.468003 0.543942 0.454191 0.561849 0.717664 0.767836 0.485217 0.40106 0.399795 0.419865 0.408878 0.342416 0.545762 0.335099 0.384659
threshold=42.178283198950005 42.233786329550007 103.44649194340002 -0.073724999999999999 86.866770652900016 -0.012769999999999998 -0.079074999999999993 42.526729949000007 -0.067574999999999996 -0.053019999999999991 -0.044409999999999998 86.20003303655001 87.181320254150009 -0.12350999999999999 41.348489042950007 86.103248543850015 67.203387886850024 91.523180134850023 -0.08756499999999999 -0.079824999999999993 0.091250000000000012 41.840895355800008 81.917319234750025 68.321786469100019 41.169697216150006 -0.11131999999999999 0.12424000000000003 90.437043050150024 41.495754733000005 39.749124837650008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 8 6 5 -5 -3 -6 11 15 -11 14 13 -13 -1 -10 -17 -14 21 -20 -21 23 -12 -19 25 -25 27 -9 29 -24
right_child=1 3 -4 4 7 -7 -8 26 9 10 22 12 17 -15 -16 16 -18 18 19 20 -22 -23 28 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.00015762582223840041 -0.0015362237168961709 4.7930346674654387e-05 -0.0010523516644211702 -0.0022522482013331659 0.0010350201739608195 -7.868704315112967e-05 0.0011410304665934502 -0.0015146992652361228 2.7356220974349994e-05 -0.0012614282663313933 -0.0010910271741083914 0.00011754917293613367 0.00043234290258606844 -0.0019416058571835328 0.0011881119508971901 0.0018871395321801228 0.00047761160911900704 -0.0016177243548845136 -0.0018538817422750712 0.00080449714525855024 -0.0013000757920170671 0.0015585893738436184 0.00011688748928557147 -0.00013861944044907341 -0.0012027199803733857 0.00079918536786054118 0.0013908423269758648 -4.5468657856867916e-06 -0.00039779481630725869 0.00069562697320295699
leaf_weight=5.9228307031917193 0.70514793225811345 27.300403465061436 1.1340339789815619 1.1673781626159327 1.1221406710683366 1.1034688305153375 1.5173091128235707 1.306133036741812 1.5811745077371622 1.4169733829330713 0.85104272647004009 2.2457880901638418 7.7892814563238089 2.8699484914541271 4.7048002276569605 2.4257182404398918 1.8595094096381215 0.57251959887798776 1.4870344236442177 1.4602906620420957 1.2261217873892745 0.80300354165956456 9.8554435523692572 4.5987340279280007 0.88387398794293393 2.9238781366148041 0.42547488439595316 3.1128023215442227 2.4453022587113074 7.9991162680671541
leaf_count=190 22 804 387 49 21 84 20 33 14 21 60 25 92 34 43 22 35 15 45 25 31 15 186 158 30 50 10 189 56 134
internal_value=6.53103e-05 -2.64524e-05 0.000116983 2.27807e-06 -0.000358778 -0.00119605 0.000105484 -4.01146e-05 0.000137099 0.000300228 0.000134161 1.33667e-05 -0.000154694 -0.00103764 0.000438126 0.000939084 0.0012755 5.30322e-05 -0.000158681 -0.000761011 -0.000156064 9.82996e-05 0.000227656 -3.22959e-05 7.56789e-05 0.000225885 -0.000289155 -0.000450912 0.00028294 0.000376172
internal_weight=104.817 37.7603 67.0564 37.0551 8.2374 2.27085 28.8177 5.96655 65.9224 28.4343 22.5679 37.4881 26.8605 5.11574 10.6276 5.8664 4.28523 21.7447 13.9555 4.17345 2.68641 9.78201 21.1509 8.97901 8.40649 7.52261 4.84441 4.41894 20.2999 17.8546
internal_count=2900 1232 1668 1210 386 133 824 253 1281 528 457 753 520 59 233 71 57 461 369 101 56 268 436 253 238 208 232 222 376 320
is_linear=0
shrinkage=0.00196078


Tree=969
num_leaves=31
num_cat=0
split_feature=1 1 2 0 2 2 2 4 4 0 4 3 0 1 4 4 4 1 3 0 4 2 2 2 0 2 2 0 4 2
split_gain=0.119198 0.292551 0.210907 0.286665 0.222028 0.182969 0.333026 0.18565 0.264298 0.222481 0.202796 0.242217 0.181596 0.178882 0.362778 0.357033 0.171049 0.169711 0.345798 0.283919 0.153024 0.571507 0.722695 0.521041 0.397081 0.392382 0.338281 0.691446 1.25287 1.14778
threshold=81.524804347700012 82.011415269350024 -0.042409999999999996 107.15656416340002 -0.61225999999999992 -0.046474999999999995 -0.085734999999999992 42.428475018400007 36.735256530150004 102.84427732220001 42.406961525800007 -0.22253999999999999 108.08677067655002 80.288113607700012 42.207998345450008 39.468990633150007 45.027406014450008 78.820215468450016 -0.15148999999999999 103.27980753930001 42.178283198950005 -0.072569999999999982 -0.031989999999999998 -0.02852 87.568458224950021 -0.081474999999999992 -0.072569999999999982 86.20003303655001 41.348489042950007 -0.08756499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=13 -2 4 -4 -3 6 7 8 -6 -10 11 -11 -5 17 15 -15 -9 20 -19 -20 26 25 24 -24 -23 -22 27 28 -1 -29
right_child=1 2 3 12 5 -7 -8 16 9 10 -12 -13 -14 14 -16 -17 -18 18 19 -21 21 22 23 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.0001911885198135205 -0.002068185762179986 -0.0020387319733149059 -0.0020781611666301878 0.0018474776465276473 -0.0020376479604942654 0.0018460677360296269 -0.0020213057045337206 -0.0013447071076463405 0.001997846183972122 0.00099793955491913841 0.0020905583819264303 -0.002010074861494248 -0.00062094931292190332 0.00087645459142557066 0.0013741254008345779 -0.00072804659137642644 0.00020952677826899948 0.00079985063515325037 -0.0021626061491290993 -8.2022891283776894e-05 1.3689451698486622e-05 -0.0024424430022043056 0.0018934514144959824 -0.00034070372114636174 -0.0006989898251575263 0.00084266516125360502 0.00028249407092576103 5.9306653129537234e-05 0.0011921395018802566 -0.00092144635493727198
leaf_weight=5.6602626609528652 0.31559100131926143 0.17365390310266082 0.44498644623672567 0.15192805312108248 0.11082704006435173 0.25070093572139773 0.25935969308056872 0.35972377035432135 0.57402634993195512 0.21168433350976612 0.16817352175712585 0.20031416377037148 0.46617581396947116 1.0131912294309584 1.2139584826363714 1.1254976517520843 1.1193792296871832 0.46598575502866868 0.56770978737040312 0.45368020662681374 24.013779160792183 0.96426262962631915 0.44298184500075866 4.2686566280353864 1.0482327593927037 2.4161293276120004 28.496070492183208 18.557252928712842 4.5331384858582169 6.0944041898183086
leaf_count=186 34 26 56 5 66 5 65 41 8 16 1 105 158 23 37 19 111 14 30 22 573 24 10 225 21 32 507 332 43 105
internal_value=5.83455e-05 -0.000243362 -0.000115126 -0.000878139 0.00012151 0.000236787 0.000102461 0.000303187 0.000854661 0.00113238 0.000276088 -0.000464561 -1.42175e-05 7.26561e-05 0.000518018 3.20764e-05 -0.000168469 5.74172e-05 -0.000599866 -0.00123845 6.75486e-05 -4.03788e-05 -0.000550769 -0.000130651 -0.00153434 8.94715e-05 0.00012404 -5.54287e-06 0.000423996 -0.000183156
internal_weight=106.142 4.80652 4.49093 1.06309 3.42784 3.25419 3.00349 2.74413 1.26503 1.1542 0.580172 0.411998 0.618104 101.335 3.35265 2.13869 1.4791 97.9825 1.48738 1.02139 96.4952 33.154 6.72413 4.71164 2.0125 26.4299 63.3411 34.8451 10.1934 24.6517
internal_count=2900 697 663 219 444 418 413 348 196 130 122 121 163 2203 79 42 152 2124 66 52 2058 885 280 235 45 605 1173 666 229 437
is_linear=0
shrinkage=0.00196078


Tree=970
num_leaves=31
num_cat=0
split_feature=4 0 2 0 0 2 4 0 1 4 2 3 4 4 3 4 2 3 3 2 0 4 2 3 0 2 3 2 3 2
split_gain=0.234522 0.506716 0.496571 0.641884 0.721604 0.459238 0.493965 0.700973 1.08164 0.706957 0.746419 0.525292 0.437341 0.401231 0.657802 0.676833 0.511583 0.404294 0.375106 0.364543 0.717855 1.16993 1.15039 0.774723 0.621892 0.554687 0.857804 0.854869 0.688634 0.516229
threshold=42.178283198950005 103.44649194340002 -0.073724999999999999 86.866770652900016 85.737618238150006 -0.079074999999999993 43.19689381845 89.057864029250013 61.917879202350001 42.686561923500008 -0.08725999999999999 0.083905000000000021 42.526729949000007 43.673409002000007 0.089580000000000021 43.874475754150005 -0.24103499999999997 0.084795000000000023 0.088105000000000017 -0.072569999999999982 86.162394622750014 41.348489042950007 -0.08756499999999999 0.098005000000000023 89.665455566700004 -0.053019999999999991 0.093295000000000031 -0.044409999999999998 0.075065000000000021 -0.081169999999999992
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 19 5 4 -4 6 7 8 -2 -10 -11 -9 -5 17 15 -15 -17 -8 -13 20 21 -1 -22 24 -24 26 28 -27 -21 -26
right_child=2 -3 3 12 -6 -7 13 11 9 10 -12 18 -14 14 -16 16 -18 -19 -20 25 22 -23 23 -25 29 27 -28 -29 -30 -31
leaf_value=-0.0001428806288386995 0.0008223711966448919 -0.001137894586069068 -0.00013691509305273721 0.00094668986545922763 -0.0022818746609939637 0.001050973786622652 0.0015831021611996559 -0.00076088810044193345 -0.0020569234667375523 -0.0016865988782704792 0.0001932473983324028 0.0011505620115294084 -0.00038310431869861209 -0.0018056223126441879 0.0011162160763999744 -0.0020497825993763116 0.00011799161018236719 0.00027348080740115227 -6.7300971535021956e-05 0.00099355723553099938 0.00010349162099568469 0.0012156353368768648 -0.0014805678329789769 -0.0021555421770576744 -0.00094008157100966853 -0.001301166982130569 0.0012675963291156542 0.00026686510115647157 -0.00083689042482733083 0.00057851687806298837
leaf_weight=5.2151838701520301 1.4010999605525301 1.1595425914481428 1.0992283681371176 1.1860900298670456 1.3357664670911615 1.7416882261168236 1.5078934361517924 1.472277433500494 1.9411270045675335 1.3684774524299426 1.9973209016898184 2.1977112286485867 4.794188065000526 0.84620679321233083 1.9472149132052425 0.43800903444207584 9.4215302316006238 2.2715502570790704 1.7438849179297902 1.4126817964133827 20.288446640282928 4.5753963254392147 1.6795128583908105 1.3624846123748282 1.4425961887463925 1.4269622627471132 5.0283734815602656 21.143638869500137 1.7932726703584192 2.1333505036309366
leaf_count=184 19 387 97 24 40 22 34 40 38 37 24 33 232 22 38 95 347 41 49 20 382 43 17 42 27 21 55 436 27 27
internal_value=7.84969e-05 0.000147305 -4.35461e-05 -0.000464913 -0.00131358 7.34963e-05 1.38744e-05 -0.000286393 -0.000709989 -0.00111455 -0.000571067 0.000238461 -0.000119361 0.000235376 6.79225e-05 -0.000122746 2.16885e-05 0.000795983 0.000611741 0.000169382 3.73612e-05 0.00049199 -0.000128067 -0.00083795 -0.000496362 0.000326654 0.000762267 0.000167731 -3.03162e-05 -3.41109e-05
internal_weight=107.373 68.6614 38.7113 8.41527 2.43499 30.296 28.5543 12.1219 6.70803 5.30693 3.3658 5.41387 5.98028 16.4324 12.653 10.7057 9.85954 3.77944 3.9416 67.5019 36.697 9.79058 26.9064 6.61794 5.25546 30.8049 8.23433 22.5706 3.20595 3.57595
internal_count=2900 1668 1232 393 137 839 817 240 118 99 61 122 256 577 502 464 442 75 82 1281 722 227 495 113 71 559 102 457 47 54
is_linear=0
shrinkage=0.00196078


Tree=971
num_leaves=31
num_cat=0
split_feature=0 3 3 4 3 3 3 0 4 2 4 4 3 2 4 0 1 4 0 4 1 0 0 3 0 3 0 0 0 4
split_gain=0.0522771 0.31294 0.281788 0.148226 0.151565 0.196449 0.196311 0.156065 0.135405 0.101525 0.101506 0.252101 0.204145 0.260687 0.200892 0.332925 0.522407 0.324828 0.254881 0.252057 0.376987 0.45711 0.181222 0.178404 0.425084 0.317261 0.170689 0.153248 0.319734 0.14624
threshold=102.84427732220001 0.090720000000000023 0.089785000000000018 45.027406014450008 -0.21013499999999999 0.086230000000000015 0.086355000000000029 103.63199555440001 44.710446918150005 -0.16717499999999999 44.527357125550004 47.833738492450003 -0.24523500000000001 -0.098345000000000002 43.19689381845 85.775256651950016 61.998532946250002 43.082598263550004 89.665455566700004 44.086690780350004 62.197478847950002 96.249489528150022 89.219171517050015 0.088005000000000014 90.837623311600012 -0.23958499999999999 101.47316367565001 95.762878606550018 95.590817286200021 42.178283198950005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=10 2 3 4 9 -6 -7 -8 -3 -2 14 12 -12 -14 17 16 -16 26 -19 20 -17 22 -22 24 25 -13 29 28 -26 -1
right_child=1 8 -4 -5 5 6 7 -9 -10 -11 11 23 13 -15 15 19 -18 18 -20 -21 21 -23 -24 -25 27 -27 -28 -29 -30 -31
leaf_value=0.0026777731050087157 0.065344018938782042 -0.10767204123842583 0.085093467347062302 0.011706558642784703 -0.090751337670467613 0.097451380291429024 0.051304289626361299 -0.10475072935644465 0.023556337048768333 -0.051384200329034652 0.043530163219864262 -0.024943568717163474 -0.085697325852363379 -0.0096540013066056807 0.021187554507822649 -0.016156928852161734 -0.11108301249445336 -0.094682697228385973 0.0021692017879421876 0.067193508958909687 0.098264644165793669 -0.023967343124384612 0.040379522381887661 0.051384601768121985 -0.107774452769132 0.044358372324906997 0.031892672491025474 -0.11693194675378649 0.098257397334368932 -0.0092556796756104644
leaf_weight=54.540121984839971 0.21451151455494255 0.42095859291455884 0.35172225579088934 1.5033184422345582 0.5860371901432011 0.136422031186612 0.099770993634592742 0.17916025138151781 0.096688260286100558 0.11416674433235208 0.25869194632832693 1.2282841042615475 0.99967392355392815 0.8210937873318459 0.77617832368559792 2.0837479899637401 0.48528231471573235 0.63570076711039181 0.47456591692753136 1.2304070828249676 0.84964444302022535 0.85677969281096 1.4881485175792475 0.64743219828233112 0.18267490549624188 1.4292362855339891 1.7698258909895219 0.390276241239917 0.12816950585693121 12.651156623732275
leaf_count=1198 27 149 21 192 205 4 5 52 18 55 33 23 88 56 62 22 32 33 13 26 10 26 49 14 47 29 67 43 2 299
internal_value=0.000580681 -0.0110477 0.00067219 -0.00980744 -0.0341238 -0.0534633 -0.000852219 -0.0489314 -0.0831607 0.0247983 0.00109371 -0.0113443 -0.0395946 -0.0514048 0.0020661 0.0173217 -0.0296968 0.000374405 -0.0532849 0.0264344 0.0169332 0.0385172 0.0614172 0.00331971 -0.00594557 0.0123276 0.00123831 -0.0752079 -0.022822 0.000430875
internal_weight=87.6298 3.70276 3.18511 2.83339 1.33007 1.00139 0.415353 0.278931 0.517647 0.328678 83.9271 6.08553 2.07946 1.82077 77.8416 7.77019 1.26146 70.0714 1.11027 6.50873 5.27832 3.19457 2.33779 4.00607 3.35864 2.65752 68.9611 0.701121 0.310844 67.1913
internal_count=2900 728 561 540 348 266 61 57 167 82 2172 335 177 144 1837 227 94 1610 46 133 107 85 59 158 144 52 1564 92 49 1497
is_linear=0
shrinkage=0.1


Tree=972
num_leaves=31
num_cat=0
split_feature=1 1 2 0 2 1 4 4 4 0 4 3 4 0 3 0 2 2 3 0 2 3 3 0 0 0 4 2 3 2
split_gain=0.0537468 0.207533 0.142459 0.230952 0.173713 0.138396 0.133018 0.224836 0.163009 0.138243 0.144888 0.16564 0.128792 0.125383 0.110643 0.106033 0.47531 0.0965335 0.106913 0.252993 0.0895253 0.089013 0.537678 0.590345 0.567174 0.384047 0.339491 0.474712 0.424524 0.406962
threshold=81.524804347700012 82.011415269350024 -0.042409999999999996 107.15656416340002 -0.61225999999999992 80.677940036650014 42.428475018400007 44.710446918150005 36.735256530150004 102.84427732220001 42.406961525800007 -0.22253999999999999 40.166811829450005 108.08677067655002 -0.15959999999999999 102.21786657775002 -0.078219999999999998 -0.088944999999999996 0.074640000000000026 104.3578792496 -0.66246499999999997 0.088165000000000021 0.090225000000000014 87.29692395375001 85.775256651950016 91.144107538500023 39.852039223600009 -0.057185 -0.082159999999999997 -0.11808
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 4 -4 -3 15 8 -8 -6 -10 11 -11 -7 -5 -9 20 -17 18 -16 -20 -1 26 23 24 -23 -25 27 28 -22 -30
right_child=1 2 3 13 6 12 7 14 9 10 -12 -13 -14 -15 17 16 -18 -19 19 -21 21 22 -24 25 -26 -27 -28 -29 29 -31
leaf_value=0.03753722360225295 -0.10422154312539089 -0.10335842234047221 -0.10463358804343133 0.096389184954079415 -0.10318891492828648 -0.0046381751639295206 -0.07612877244997665 -0.060006385475317274 0.089797453904769453 0.044796035348329079 0.10455151874227571 -0.10179817270697578 0.052102048968430958 -0.026761739639893495 0.085112440209134138 -0.10534027257163464 0.025038329800866357 0.068825228628118643 0.056938026233756926 -0.10157260280375009 0.0044508405140119001 -0.0058817793699015818 0.0012650763233495908 0.044420004084765249 -0.12318700424848478 -0.035629353964596502 0.0091726433593347298 0.010460343152642139 -0.019463704752537 -0.091145322652410432
leaf_weight=0.66067448770627279 0.22633875167866735 0.13680991444687229 0.33879809976679043 0.11297920584911481 0.072657732423594079 0.66434884793124993 0.35376819761415834 0.16212557550170448 0.47304351115599275 0.16233295727943298 0.12027052044868469 0.14676487731173782 1.0055372500792144 0.30819364192925036 0.11961345151939884 0.4821743298725778 0.66561318581807316 0.37061150395311415 0.20077628223225474 0.20199305922687927 1.8400426349653569 0.649744990572798 35.939869345173065 0.96746377274394069 1.1272841432364655 1.5750819233362561 30.107462145517275 4.7129516282002424 1.5565680817535397 1.612514172302326
leaf_count=11 34 26 56 5 76 21 56 17 10 20 1 131 24 158 7 73 29 17 12 71 115 30 750 11 25 56 856 100 66 36
internal_value=0.000520154 -0.0116075 -0.00521804 -0.0431694 0.00622369 0.00102912 0.0125124 -0.00713871 0.0409064 0.0525082 0.011426 -0.0248094 0.0295285 0.00627338 0.0159928 0.000448016 -0.0297324 0.0297906 0.002097 -0.0225567 0.000877005 0.000574586 -0.00274137 -0.036076 -0.080296 -0.00516978 0.00392634 -0.0123205 -0.0337544 -0.0559372
internal_weight=87.0744 3.50708 3.28074 0.759971 2.52077 83.5673 2.38396 1.40889 0.97507 0.902412 0.429368 0.309098 1.66989 0.421173 1.05512 81.8974 1.14779 0.892994 0.522383 0.402769 80.7497 80.089 40.2594 4.31957 1.77703 2.54255 39.8295 9.72208 5.00912 3.16908
internal_count=2900 697 663 219 444 2203 418 180 238 162 152 151 45 163 124 2158 102 107 90 83 2056 2045 872 122 55 67 1173 317 217 102
is_linear=0
shrinkage=0.1


Tree=973
num_leaves=31
num_cat=0
split_feature=0 4 4 2 3 3 2 3 3 4 4 2 2 4 4 4 4 2 3 4 3 3 1 1 3 2 2 1 3 1
split_gain=0.0466427 0.1175 0.164154 0.122767 0.0922836 0.108365 0.0709352 0.0577255 0.163132 0.0557632 0.35481 0.213509 0.203996 0.246323 0.148067 0.295263 0.278 0.248525 0.202923 0.530099 0.429332 0.345992 0.799149 0.162947 0.146542 0.102696 0.250309 0.121542 0.221682 0.106373
threshold=105.98708487665002 44.710446918150005 46.177190236600005 -0.15895000000000001 -0.21013499999999999 -0.24701499999999998 0.033180000000000008 0.089850000000000027 0.090025000000000022 44.527357125550004 44.758188263300006 -0.61225999999999992 -0.23871499999999998 49.39887334565001 43.19689381845 43.245737185650007 43.082598263550004 -0.079824999999999993 0.083415000000000031 43.411469133450005 0.08708500000000001 0.082325000000000023 62.55235532115001 62.009286778800011 -0.24266999999999997 -0.15895000000000001 -0.098345000000000002 64.434276012450013 0.082620000000000013 64.84561010645001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=9 4 -3 -4 5 -2 -5 -6 -9 14 -11 -12 13 -13 16 -16 -1 -18 21 -20 -21 22 24 -22 -17 29 -27 -28 -29 -14
right_child=1 2 3 6 7 -7 -8 8 -10 10 11 12 25 -15 15 18 17 -19 19 20 23 -23 -24 -25 -26 26 27 28 -30 -31
leaf_value=0.0008822955516262789 -0.10216044978352719 0.072998591639514596 -0.10182987950778018 0.017085223262709774 -0.10158398893297267 0.05526455375140113 -0.05650551364016948 0.10018627455057966 -0.10323641485113187 -0.11101000441812735 0.087412412479953169 -0.10634986895741823 -0.0056549867715213779 0.063243116932923574 0.077651881168417147 -0.017431855009242474 -0.09200453992592228 0.0049240688414142978 -0.083930818710302002 -0.024690397932508733 0.082663659476161069 0.077866372695334654 0.0490574744455438 0.019444791297671765 -0.12210575304814764 -0.10335198208941598 0.047087512835456903 -0.082508122485498464 0.020400519786611244 0.028556079668264102
leaf_weight=69.654184261906266 0.063256583041493286 0.26451809291029327 0.14253465643378149 0.55396885572918109 0.28562673520937576 0.1416238487972804 0.17154380977626715 0.062632947297800001 0.10637911816000667 0.31884327788611599 0.25155579205602396 0.38163576030092272 2.3173089954361785 0.11042211251333356 0.68026110413484175 0.19539837336196786 0.61436519185372163 0.46453786353595095 0.71520630142185826 1.6797417881898584 0.72367097763344623 0.96158459101570759 1.293565907544689 0.93382235634635435 0.42390438291840882 0.30876615415763753 0.35114717172109677 0.36037863814999582 0.49941619586024899 1.4953418846707789
leaf_count=1680 49 13 38 61 209 21 50 4 104 31 5 85 54 7 10 22 28 20 21 41 10 13 46 36 36 95 12 28 27 44
internal_value=0.000457204 -0.0155078 0.00403215 -0.0169838 -0.0490628 0.00665978 -0.000314935 -0.0741739 -0.0278515 0.000794851 -0.008184 -0.00278809 -0.00668384 -0.0682917 0.00152778 0.0147845 0.000102054 -0.0502705 0.00861061 -0.00580442 0.0109389 0.0289331 0.00433472 0.0470465 -0.0890797 -0.00099881 -0.0229799 -0.00248663 -0.0227331 0.00776277
internal_weight=86.5271 1.79208 1.13257 0.868047 0.659519 0.20488 0.725513 0.454639 0.169012 84.7351 6.39482 6.07597 5.82442 0.492058 78.3402 7.60716 70.7331 1.0789 6.92689 4.05244 3.33724 2.87445 1.91287 1.65749 0.619303 5.33236 1.51971 1.21094 0.859795 3.81265
internal_count=2900 549 162 149 387 70 111 317 108 2351 388 357 352 92 1963 235 1728 48 225 108 87 117 104 46 58 260 162 67 55 98
is_linear=0
shrinkage=0.1


Tree=974
num_leaves=31
num_cat=0
split_feature=4 3 3 2 0 0 1 3 0 2 3 0 3 3 2 1 2 4 2 0 4 0 2 2 2 0 1 0 1 2
split_gain=0.121599 0.318082 0.867305 0.639305 0.547489 0.827399 0.603987 0.440255 0.417839 0.530061 0.35834 0.771591 0.570589 0.47437 0.353026 0.301911 0.830645 0.267099 0.26008 0.777947 1.47051 1.01689 1.41625 0.577749 0.90104 0.522466 0.659362 0.51043 0.548755 0.693623
threshold=42.102795028150005 0.087725000000000011 0.087265000000000023 -0.24103499999999997 86.692020874450009 85.253695774650012 62.175971182900007 0.093295000000000031 97.32487278035002 -0.042409999999999996 0.08594000000000003 86.420486603250012 0.085765000000000022 0.085245000000000029 -0.091399999999999995 62.55235532115001 -0.011399999999999999 42.686561923500008 -0.067574999999999996 86.20003303655001 41.348489042950007 87.181320254150009 -0.12350999999999999 -0.053019999999999991 -0.044409999999999998 85.968825637350008 67.203387886850024 91.523180134850023 68.214248143850014 -0.08756499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=18 2 3 -2 5 -3 -6 -7 14 -10 12 -12 13 -5 -8 -16 -17 -9 19 20 -1 22 -21 25 -25 -20 -27 -23 -29 -30
right_child=1 4 -4 10 6 7 8 17 9 -11 11 -13 -14 -15 15 16 -18 -19 23 21 -22 27 -24 24 -26 26 -28 28 29 -31
leaf_value=-0.00016129778410247864 -0.0020364771494647809 0.00075257700987543471 0.001343327771141197 0.00010247864635073619 0.001204362912320613 -0.0022365610327894402 -0.0013256962941428127 -0.0015933663018742267 0.00095374697361298797 -0.001462306452095385 -0.0023623808232372361 0.0001501062358726799 0.0014592901009121205 -0.0016679993175310632 0.00064660929389042949 -0.0017336699340716401 0.0010099293401643911 -0.00024131249583846749 -0.00021065393925394206 0.00015660370574547303 0.0013497967426644995 0.00041195210052716156 -0.0019309396276160123 -0.0013832722364455709 0.00021738645858606593 0.0018692836465683048 0.00031470675420862746 -0.0022348456809350241 0.00014496346921143876 -0.00080246573837962267
leaf_weight=5.9341953034127055 0.58287732074677734 0.99571246857521956 1.9852342566991854 17.234814825515983 1.381904348731039 1.1995658627711239 1.5415787822566924 0.92984458251157809 1.7683690280323379 0.43499702068948076 0.7236051309446333 1.3405229673680876 1.1645766707370047 0.6021574396181667 1.0964401587843897 1.0852432569954542 0.69658055948093522 1.4190469286404548 1.4291835501790071 2.3302061296999454 4.2486555511131883 7.968995496514256 2.6940349154174354 1.4482131917466237 20.371375831522865 2.3012031689286232 1.9276397123903732 0.49421490624081243 10.113541463262152 4.2066311497826492
leaf_count=190 128 31 20 650 9 44 45 34 62 45 19 35 12 29 11 27 22 31 13 25 39 92 32 26 569 21 39 13 447 140
internal_value=6.01971e-05 -3.1025e-05 0.00010294 -1.08076e-05 -0.000283317 -0.000826899 2.52512e-05 -0.00127011 -0.000220765 0.00047676 4.52417e-05 -0.000730677 0.000129529 4.27092e-05 -0.000568494 -0.000162941 -0.000661096 -0.000776544 0.000110614 5.5097e-06 0.000469186 -0.000164283 -0.000962752 0.000255931 0.000111147 0.000814273 0.00116066 1.17966e-05 -0.000203456 -0.000133349
internal_weight=101.651 36.1831 23.6338 21.6486 12.5493 4.54417 8.00511 3.54846 6.62321 2.20337 21.0657 2.06413 19.0015 17.837 4.41984 2.87826 1.78182 2.34889 65.4681 37.9905 10.1829 27.8076 5.02424 27.4776 21.8196 5.65803 4.22884 22.7834 14.8144 14.3202
internal_count=2900 1254 893 873 361 140 221 109 212 107 745 54 691 679 105 60 49 65 1646 978 229 749 57 668 595 73 60 692 600 587
is_linear=0
shrinkage=0.00196078


Tree=975
num_leaves=31
num_cat=0
split_feature=1 1 0 2 2 0 4 4 1 1 4 4 0 4 4 2 4 3 4 1 2 0 3 4 3 4 1 1 4 1
split_gain=0.0463439 0.189104 0.13215 0.136657 0.199152 0.185751 0.199779 0.180003 0.157635 0.128198 0.270274 0.259171 0.130033 0.344532 0.596812 0.335129 0.218747 0.158476 0.153585 0.128445 0.12507 0.114534 0.105931 0.170764 0.0929503 0.083148 0.0804357 0.419921 0.40453 0.148459
threshold=81.524804347700012 82.011415269350024 100.67200315280002 -0.61225999999999992 -0.15895000000000001 104.86330937810001 42.406961525800007 39.211875820650008 88.436830201100022 80.288113607700012 42.207998345450008 39.468990633150007 98.851916998450022 39.995120105550008 41.24714903835001 -0.22573999999999997 33.384956903900012 0.084065000000000015 42.406961525800007 77.52437864960001 -0.10518999999999999 113.28087178455002 0.075065000000000021 46.377258487500008 -0.26750999999999997 48.315732392000008 75.779569322950024 75.465019721650009 41.941595803500007 71.090898343450007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=9 -2 -3 -4 8 7 -7 -6 -5 12 11 -11 19 16 -15 -16 -14 18 -17 26 -21 22 -8 -24 -10 -23 27 29 -28 -1
right_child=1 2 3 4 5 6 21 -9 24 10 -12 -13 13 14 15 17 -18 -19 -20 20 -22 25 23 -25 -26 -27 28 -29 -30 -31
leaf_value=0.0017548928682388819 -0.10383504762532583 -0.10355348314731197 -0.10307947837348617 0.058660454700132182 0.036105285141817087 -0.10163119957483352 0.08887114207835313 -0.10410422042973927 0.080468564011823063 0.044801209159225877 0.069362586391606224 -0.034839703157622533 0.026525777269143735 0.047933193065063197 0.017607391722933362 0.025381202681760508 -0.094948494366153047 -0.10591840735080421 -0.077985503048903976 -0.0057423658137353206 0.074077482755296672 -0.10256259404907551 0.05529308774294666 -0.057529622248414493 -0.10127430458790283 0.0035098463908343949 -0.061302168560371156 0.057699286803032004 0.037820669581540511 -0.013177116970665457
leaf_weight=65.135219286108622 0.20668338984796664 0.13011897973592601 0.1243762777431251 0.80179004836009093 0.1227888297889862 0.1581894012676911 0.27304506953805663 0.36006807468947954 0.037992889294400811 0.72344830533256688 0.84183452215802379 0.93894773302599788 0.18521913728545669 1.393071675905958 0.67973223104490887 0.2539956939872352 0.74256260438960453 0.61146947946690489 0.33115278431068873 0.33644348014786374 0.47128344520387955 0.11038858312940647 0.35954811174451606 0.21400122914928943 0.10851959681471612 0.22357280865981011 1.0062780410080439 1.2940509268082667 0.69683304976206262 7.4165309877462269
leaf_count=1456 34 13 26 54 26 213 12 42 2 23 37 19 23 26 35 5 90 39 46 35 13 51 28 35 109 52 31 23 39 263
internal_value=0.000457772 -0.0112922 -0.0049679 -0.000535759 0.00406873 -0.015278 0.00389987 -0.0684494 0.0412319 0.000914862 0.023197 -0.000181245 0.000222163 -0.0169145 -0.00165215 -0.0384661 -0.0706978 -0.0703184 -0.0331171 0.00116414 0.04083 0.0180406 0.0376035 0.013197 -0.0541456 -0.0315517 0.000740055 0.00123558 -0.0207458 0.000228483
internal_weight=86.2892 3.23108 3.0244 2.89428 2.7699 1.8216 1.33875 0.482857 0.948303 83.0581 2.50423 1.6624 80.5538 4.1972 3.26942 1.87635 0.927782 1.19662 0.585148 76.3566 0.807727 1.18056 0.846594 0.573549 0.146512 0.333961 75.5489 73.8458 1.70311 72.5518
internal_count=2900 697 663 650 624 459 391 68 165 2203 79 42 2124 264 151 125 113 90 51 1860 48 178 75 63 111 103 1812 1742 70 1719
is_linear=0
shrinkage=0.1


Tree=976
num_leaves=31
num_cat=0
split_feature=4 2 2 2 4 0 0 2 2 2 0 2 0 4 1 1 2 3 3 0 1 0 1 1 1 0 3 1 0 4
split_gain=0.149768 0.427161 0.580336 0.714882 0.546868 0.900518 0.939467 0.426148 0.645928 0.751386 0.503534 0.362628 0.858879 0.715511 0.627749 0.477447 0.401257 0.354258 0.362127 0.353751 0.781363 0.649828 0.639754 0.590105 0.524201 0.377568 0.387394 1.00079 0.688108 0.470989
threshold=41.621607100200002 -0.062629999999999991 -0.053019999999999991 -0.044409999999999998 41.348489042950007 85.807518149550006 88.232507383150008 -0.060760000000000002 -0.031989999999999998 -0.024989999999999998 87.735142629050017 -0.090694999999999998 93.063666643600016 38.318569170500005 71.787208999250012 62.00390986255001 -0.094344999999999998 -0.2485 -0.11050499999999999 85.716110573100011 61.409760615700009 85.939252597950016 62.020040611300011 62.057679025150001 62.106071271500007 87.735142629050017 0.088105000000000017 65.966697146800016 91.523180134850023 36.514114975300011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 -3 -4 11 -6 -7 -2 10 -10 -9 16 13 -13 -14 -15 19 -5 -19 20 -1 -21 -23 -24 -25 -26 27 -27 -29 -28
right_child=7 2 3 17 5 6 -8 8 9 -11 -12 12 14 15 -16 -17 -18 18 -20 21 -22 22 23 24 25 26 29 28 -30 -31
leaf_value=0.00023827168030487333 6.6036907111237554e-05 0.0010098984817438603 -0.0012479608661617393 -0.00081405532577963737 0.0018172636474214684 -0.0013615104635320858 0.0010035611112596066 -0.0024632816335346799 0.0013336329166894524 -0.00039900465385487612 -0.00036215394149540983 0.0010130831985662907 -0.0022025242628928876 0.00030994126044445164 -0.0005597887854502789 -0.001127602631075195 0.0011448484987981824 0.0012753916201209742 0.00025708685434919291 0.0017243181183493367 -0.0019042499260651727 -0.0022424002386522012 0.002070582094089272 -0.0016533095183370017 0.00099085858755304924 -0.0021620121633454813 0.001084317408438713 0.0013450118086162199 -0.0005783809152999981 -6.2258971532623162e-05
leaf_weight=1.4874756287317787 37.54779860145004 3.8483629875772776 1.262150842230773 1.0956487612747938 1.556746580172329 1.1802520332857969 1.4258175430077242 0.92710272106341907 1.1181443351088081 6.9038772449339367 0.83208596879558172 1.9530282690684559 1.3857245112012608 1.6523347068578007 2.5222074642497319 1.9209101618034763 1.1643880604217418 1.4479955729693852 18.456376810448191 0.86195788159966724 1.1685369144579452 0.48463614284992118 0.53406047821044822 0.72480680420994659 1.4856330787297327 1.0765064721927027 1.8138048023483859 1.0300702992826702 2.3388822866533019 5.7250417112902596
leaf_count=81 983 47 23 46 10 15 29 22 23 386 27 19 46 17 95 30 22 41 411 8 58 11 4 8 17 16 60 16 180 149
internal_value=5.34234e-05 0.000118814 0.000306814 0.000185275 -2.77487e-05 0.000637306 -6.75463e-05 -2.89252e-05 -0.000393463 -0.000157502 -0.00146946 -0.00012214 -0.000438756 5.87527e-05 -0.00114229 -0.000462856 2.79929e-05 0.000271416 0.000331166 -4.14334e-05 -0.00070435 6.80951e-05 -2.57426e-05 4.71943e-05 -2.89333e-05 5.84731e-05 -5.711e-05 -0.000516196 9.70386e-06 0.000213601
internal_weight=106.932 59.6034 26.1105 22.2622 33.4928 4.16282 2.60607 47.329 9.78121 8.02202 1.75919 29.33 9.43421 5.52627 3.90793 3.57324 19.8958 21 19.9044 18.7314 2.65601 16.0754 15.2134 14.7288 14.1947 13.4699 11.9843 4.44546 3.36895 7.53885
internal_count=2900 1459 568 521 891 54 44 1441 458 409 49 837 207 66 141 47 630 498 452 608 139 469 461 450 446 438 421 212 196 209
is_linear=0
shrinkage=0.00196078


Tree=977
num_leaves=31
num_cat=0
split_feature=0 0 3 3 3 1 1 3 2 3 4 3 2 4 2 2 4 2 0 1 0 1 0 4 3 2 3 3 2 2
split_gain=0.0462289 0.234683 0.193272 0.201973 0.205889 0.165333 0.465814 0.158899 0.41868 0.129754 0.245311 0.135972 0.109837 0.409871 0.443392 0.448541 0.574817 0.514908 0.389311 0.260145 0.635344 0.670697 0.612905 0.37139 0.338637 0.289226 0.242217 0.544004 0.277347 0.391966
threshold=76.591483678350016 78.156166310250015 0.078935000000000019 -1.0000000180025095e-35 -0.11050499999999999 60.474177186300004 57.960468834350003 -0.25095999999999996 -0.23361999999999997 -0.27223499999999995 36.072790850000011 -0.54481999999999997 -0.065399999999999986 41.495754733000005 -0.060760000000000002 -0.031989999999999998 41.755948821900006 -0.024989999999999998 87.735142629050017 61.82916008405001 85.968825637350008 63.910026677050006 92.313586825200005 38.238138001450004 0.089850000000000027 -0.058529999999999992 0.088395000000000015 0.099425000000000027 -0.016334999999999999 0.049235000000000008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 4 7 6 -3 8 -1 10 -7 -12 -11 19 -15 18 -17 -18 -16 -14 -21 24 23 -23 -22 -24 28 -28 -19 -30
right_child=1 5 -4 -5 -6 9 -8 -9 -10 12 11 -13 13 14 15 16 17 26 -20 20 21 22 25 -25 -26 -27 27 -29 29 -31
leaf_value=-0.11012800469812117 0.055829613279385341 0.028638670450910238 -0.068748922745235072 0.079813026589612923 -0.10385292002705285 0.028025735819299041 -0.095920760699163179 0.023770396617289111 0.03546989574269073 -0.0013417617378732372 -0.0086896546356967017 -0.10719998849085373 0.0621719805775999 0.051261128778320397 -0.12316699194783086 -0.10515539243797226 0.073245599894124866 0.069845490109237338 -0.017987338474037478 -0.037462924339485636 0.018609243458361388 -0.0044031645181849084 -0.054019407147612442 -0.088027316567002523 0.071988043630514448 0.020568445085899976 -0.097576677983119989 0.0050834863220442367 -0.10534534126555671 0.014944587422571454
leaf_weight=0.38121042595958055 0.77023688075132568 0.57480241754092165 0.49660208879504342 0.27873198688030143 0.21352741095688577 0.3848382441264977 0.6285310632083565 1.1273733373891444 0.40983367327680764 52.246221922010577 0.2128786791836319 0.40992297185584903 1.0684209764004098 0.96287644934636762 0.71789782017003723 0.55780577459972658 0.84228834079112758 0.58868361744680431 0.69028763831738615 2.3271157687122495 2.0549203066621002 1.1473592743277543 0.55217483566503389 0.98876902135089029 2.8187683317810297 8.8881244922023566 0.86179523200917207 1.2870755227795596 0.3423745799295842 1.2973854486026537
leaf_count=45 24 14 40 4 59 18 48 54 52 1577 20 46 15 13 18 21 18 11 29 37 37 19 14 32 36 321 59 55 42 122
internal_value=0.00045391 0.000886929 -0.0119414 -0.000238969 -0.010705 0.00037367 -0.0364218 -0.000337296 -0.0346949 0.000918635 -0.0347428 -0.0735284 0.00136646 0.0064209 -0.0124627 -0.0210018 -0.00866694 0.00164454 -0.0716083 0.0141744 0.0114433 0.0183618 0.00526035 -0.043111 0.0494816 0.0162057 -0.012133 -0.0360879 0.0109665 -0.0101714
internal_weight=86.1288 83.2216 2.90728 2.41068 2.13194 82.4513 1.20333 1.91842 0.791044 81.248 1.00764 0.622802 80.2403 27.9941 8.14847 7.18559 5.77741 5.2196 1.40819 19.8457 18.7772 16.4501 11.5764 2.13613 4.87369 9.4403 4.37731 2.14887 2.22844 1.63976
internal_count=2900 2646 254 214 210 2622 62 151 97 2560 84 66 2476 899 388 375 328 307 47 511 496 459 386 51 73 335 289 114 175 164
is_linear=0
shrinkage=0.1


Tree=978
num_leaves=31
num_cat=0
split_feature=2 4 2 2 3 1 2 1 2 1 2 3 4 3 3 3 3 2 3 4 3 0 0 0 1 3 2 2 1 0
split_gain=0.0433305 0.143045 0.0770187 0.193822 0.220402 0.186471 0.151203 0.163712 0.107847 0.341198 0.128916 0.564847 0.11484 0.113764 0.132439 0.317705 0.244324 0.221999 0.207604 0.449001 0.463854 0.504148 0.188734 0.322144 0.264288 0.114331 0.340772 0.673772 0.46036 0.0978248
threshold=-0.62958999999999998 40.580626202750004 -0.59309999999999985 -0.50001499999999999 0.098200000000000023 78.285212300550015 -0.58350999999999986 72.496961945650014 -0.26138499999999998 62.305017173150013 -0.24299000000000001 0.093295000000000031 39.039757512550004 0.43644500000000008 0.13062500000000002 0.11614000000000002 0.11308000000000003 -0.055714999999999994 0.10500500000000003 41.621607100200002 0.10661000000000002 89.528344202050008 87.393708446500014 92.464140480550014 75.403185184700007 0.10045500000000003 -0.053019999999999991 -0.067574999999999996 62.068432857650002 85.716110573100011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 5 4 6 -2 -4 -8 9 -5 11 12 -10 14 15 16 18 -17 25 20 -20 -22 -16 -24 -25 29 27 28 -27 -12
right_child=2 -3 3 8 -6 -7 7 -9 10 -11 13 -13 -14 -15 22 17 -18 -19 19 -21 21 -23 23 24 -26 26 -28 -29 -30 -31
leaf_value=0.02200911138359769 0.0019294439527229375 -0.048575214014077162 0.030669477491440018 0.076984154961285939 -0.11406203057155478 0.072978889687889695 -0.013304627461788385 -0.10454137623421147 -0.022878403453645332 -0.019237858656716157 -0.0083852331962929686 0.075637308550518645 -0.10609046136310117 -0.038687000592986888 -0.015338241363940852 -0.072268967933132353 0.050324969330658977 -0.0039452218896878083 -0.059236488762490547 -0.086861861679166374 0.049753279022886635 -0.041608349990808993 0.10315277519495775 -0.056435087783220983 0.061160519206159794 0.050484227630016268 -0.0174274885022506 0.086554448956018673 -0.032882249567474826 0.0027089527216569058
leaf_weight=0.4982981037637717 1.4128764738707094 0.67746850060939323 0.44987558897446422 0.71953778299211879 0.28164298461069837 0.50016163364102784 0.6822963189042629 0.27631931321991487 0.24054326438272144 0.75540079632781953 9.3810923385435654 0.33206832771293193 0.53411915144715749 0.71951344738999878 0.71797650423832182 0.99850468554154759 1.0157193458362588 0.90803613448224385 1.1136935931303065 0.81703886178183882 1.7200216408818962 0.93086906399980751 0.59605976287275531 0.36507299898585188 0.40107896507510077 1.1461507193744185 2.1263016679167768 1.4593689251923931 1.5693774433448195 52.028269250343342
leaf_count=28 41 21 33 19 21 43 36 43 19 41 450 9 69 24 21 31 23 30 24 36 22 37 11 17 25 11 40 18 37 1620
internal_value=0.000403406 -0.0186611 0.000669625 0.000208474 -0.0333061 0.0205052 -0.0171581 -0.0396035 0.000911292 0.0277033 0.000411845 -0.0334783 -0.080252 0.00089262 0.00126106 0.000572667 0.00162078 -0.0397281 0.000936479 -0.0196647 -0.00508064 0.0176713 0.0261515 0.0480193 0.00512597 0.00233045 0.0151585 0.0317547 0.00230448 0.00101417
internal_weight=85.3748 1.17577 84.199 82.2859 1.69013 1.91304 1.40849 0.958616 80.5958 1.47494 79.1209 1.10673 0.774662 78.0141 77.2946 75.2144 73.3079 1.90654 72.2922 4.58162 3.76458 2.65089 2.08019 1.36221 0.766152 67.7106 6.3012 4.1749 2.71553 61.4094
internal_count=2900 49 2851 2767 133 84 112 79 2634 60 2574 97 88 2477 2453 2379 2318 61 2295 119 83 59 74 53 42 2176 106 66 48 2070
is_linear=0
shrinkage=0.1


Tree=979
num_leaves=31
num_cat=0
split_feature=3 0 3 3 2 2 2 1 3 3 2 4 1 1 3 4 3 2 3 3 3 2 2 3 2 3 2 1 3 4
split_gain=0.0441782 0.176205 0.0940319 0.119523 0.0995677 0.208711 0.156162 0.157623 0.152704 0.277153 0.577304 0.125322 0.178322 0.121117 0.0987368 0.0936792 0.0686442 0.276653 0.141309 0.126905 0.185084 0.17598 0.60378 0.48241 0.919075 0.654436 0.538392 0.788918 0.366434 0.708209
threshold=0.4172550000000001 87.393708446500014 0.21240500000000004 0.12746000000000005 0.15675000000000003 0.20327000000000003 0.12406000000000002 70.574714382400018 0.094415000000000013 0.080515000000000017 0.22542000000000004 35.97706729810001 68.214248143850014 67.980352286500008 -0.16319499999999998 39.420767558750008 0.11308000000000003 -0.086339999999999986 0.11112000000000002 0.10721500000000002 0.10500500000000003 -0.062629999999999991 -0.053019999999999991 0.087530000000000011 -0.031989999999999998 0.076080000000000023 -0.016334999999999999 62.041548276350007 0.096995000000000012 41.395309858300003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 4 6 15 16 -8 9 11 -11 -7 -13 -10 -14 -6 18 -18 19 20 21 -1 -23 25 -25 -24 -27 -28 29 -26
right_child=1 -3 -4 -5 5 8 7 -9 13 10 -12 12 14 -15 -16 -17 17 -19 -20 -21 -22 22 23 24 28 26 27 -29 -30 -31
leaf_value=-0.0016870096218862349 -0.039547597279716108 0.027598439670494801 0.028739887400816462 -0.038377303558679132 -0.016859045607036393 0.064788249608544707 0.097088763303100539 0.00019615846302863173 0.065630423858652934 0.037381127905482807 -0.10957885817901325 -0.050362682943282659 0.062248612871718845 0.0021871351915687095 -0.0014637340266459382 -0.065151604486484979 0.052974381352678415 -0.013074175000409026 -0.041018070744222514 0.02490173493957247 -0.033727593457831509 0.04928643789048863 -0.016596715707377811 -0.10232660537673213 0.017191454504496159 0.075245862772935712 -0.11950135139251264 0.038210564471477769 0.038833193885111285 -0.086832813255548411
leaf_weight=51.583944728399459 1.0946949429344446 0.60782162478309221 1.1787809578144095 0.7915234648349373 0.75627679564669736 0.35217797113182348 0.34287091973237593 0.3289946191226818 0.52815143438056089 0.44057088618865214 0.67968576906059752 0.50074257812229905 0.3875784887641196 0.69935813176894612 0.65313741617865206 0.85670559255140688 1.1751457772691085 1.3776134311410704 0.80499923382376337 2.1745183443777014 1.5563604732794249 3.1844797584781181 3.2161722632558973 1.128810722439084 1.717813502883246 2.3360160552128946 0.40947395295370359 1.4071642400513154 1.5054199723381314 1.0572951147732963
leaf_count=1675 23 36 40 30 16 35 7 35 14 11 63 17 17 35 36 31 40 38 24 56 38 53 192 32 58 41 15 99 28 65
internal_value=0.000370609 -0.0155755 0.000697182 0.000293826 0.000670965 -0.0118911 0.00164754 0.049643 -0.000247395 -0.0123567 -0.0517829 0.0109675 -0.00132896 0.0294844 0.0222637 -0.0425087 0.00121549 0.0173308 0.000644771 0.00111531 0.0003668 0.00115238 0.010328 0.00061904 -0.0220588 0.0172665 0.043493 0.00266198 -0.000891463 -0.022441
internal_weight=84.8343 1.70252 83.1318 81.953 81.1615 5.85439 75.3071 0.671866 4.2414 3.01389 1.12026 1.89364 1.54146 1.22751 1.04072 1.61298 74.6352 2.55276 72.0825 71.2775 69.103 67.5466 15.9626 12.7782 5.40934 7.36883 4.15265 1.81664 4.28053 2.77511
internal_count=2900 59 2841 2801 2771 275 2496 42 228 179 74 105 70 49 53 47 2454 78 2376 2352 2296 2258 583 530 183 347 155 114 151 123
is_linear=0
shrinkage=0.1


Tree=980
num_leaves=31
num_cat=0
split_feature=1 1 1 0 0 4 2 4 1 1 1 3 3 4 3 1 4 2 2 4 3 2 4 3 0 3 2 3 2 2
split_gain=0.164268 0.771984 0.447242 0.384604 0.816622 0.402276 0.864035 1.32367 0.49943 0.37833 0.359436 0.342734 0.331735 0.279945 0.496744 0.561692 0.276517 0.614251 0.488189 0.466037 0.518153 0.266056 0.228493 0.565598 0.680634 0.346836 0.765047 0.558668 0.612185 0.701762
threshold=66.697957758300021 66.318885161900013 65.630639880500027 92.031298721500022 90.603727454250006 38.238138001450004 -0.033594999999999993 34.542090938800008 71.429644067900014 67.649671936450019 65.727424373200009 -0.16319499999999998 0.10236000000000002 34.394321486900004 -0.25445999999999996 69.563854125350005 38.238138001450004 -0.093604999999999994 -0.053019999999999991 36.514114975300011 0.07797500000000003 -0.26138499999999998 39.211875820650008 0.091885000000000022 96.943111725850017 0.090865000000000015 -0.59511499999999995 0.10176000000000003 -0.054494999999999995 -0.16297999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 16 4 9 6 7 13 -8 -2 -4 -11 -10 14 -5 -16 17 19 -19 20 21 -1 23 24 -7 -24 -27 28 29 -28
right_child=3 -3 10 5 -6 22 8 -9 12 11 -12 -13 -14 -15 15 -17 -18 18 -20 -21 -22 -23 25 -25 -26 26 27 -29 -30 -31
leaf_value=0.00077378921771166758 0.0011614334486449143 0.0011970492195273956 -6.0219167105984141e-05 0.001949982976127836 -0.0019332985238928425 -0.0012432085970003135 0.00069501857778396709 -0.0019823126460148323 -0.0016688207661075668 0.00052396502805214377 -0.001580959866895865 -0.0021569053143862802 0.00016681609777669285 0.0020757315239969326 0.0015291712560832147 -0.0021531935046876392 5.7148075066515838e-05 0.0017444569160053186 0.00028100810090832219 -0.001215800807885734 0.001056353902928968 -0.0021631450708135894 0.0001894262586070697 0.0011641685652209407 0.00082617405110485456 0.00095219381481412649 -0.00015027761834901385 7.3473348323990426e-05 -6.8750892841266704e-05 -0.0022469483039121337
leaf_weight=0.1753700558329 0.78250613017007642 2.4314613230526438 1.3022180385887616 0.33189059763299145 1.2380608066669081 1.1805878787999966 2.8134281616657955 2.3326554152242807 0.71737208972524491 0.37163089259411208 1.1042501148767767 0.36187142394919647 0.80130942659127413 0.31293129402911279 0.23679277487099204 0.48638834751645277 52.37543196419756 1.8241541790775957 1.6867461507208634 1.0563186194049192 1.3566075873677617 0.36626461998457716 18.576048512161837 2.4240539999643147 1.2667283269784091 1.6358250429620964 0.92004780594004376 3.4579055420849727 1.7574337453770548 1.8435323855883328
leaf_count=9 10 34 11 10 58 21 32 187 99 11 33 42 20 3 3 81 891 18 36 25 28 56 797 50 48 31 33 100 54 69
internal_value=4.99095e-05 0.000113505 7.04897e-05 -4.24463e-05 -0.000751801 5.09274e-06 -0.000388485 -0.00108427 0.000205879 0.000213078 -0.000758038 -0.000798635 -0.000700275 0.000447039 -3.60265e-05 -0.000947469 0.000104375 0.000486949 0.00104137 -0.00017187 0.000409049 -0.00121223 0.000100716 0.000492845 -0.000172098 3.29564e-05 -0.000269349 -0.000519788 -0.000973545 -0.00154893
internal_weight=107.528 63.6788 61.2474 43.849 2.75407 41.0949 8.03277 3.70066 4.33211 1.51601 2.40647 0.733502 1.51868 1.368 1.05507 0.723181 58.8409 6.46546 3.5109 2.95456 1.89824 0.541635 33.0622 4.87137 2.44732 28.1908 9.61474 7.97892 4.52101 2.76358
internal_count=2900 1141 1107 1759 121 1638 435 284 151 63 44 53 119 97 94 84 1063 172 54 118 93 65 1203 119 69 1084 287 256 156 102
is_linear=0
shrinkage=0.00196078


Tree=981
num_leaves=31
num_cat=0
split_feature=4 2 2 4 4 2 0 2 2 0 1 2 0 2 4 4 2 4 2 1 1 0 4 2 1 3 4 3 3 2
split_gain=0.0486512 0.186077 0.273425 0.142249 0.0972418 0.101325 0.0830118 0.0514684 0.226068 0.256068 0.287449 0.266369 0.3128 0.195013 0.304957 0.249211 0.558558 0.487924 0.351418 0.342445 0.707334 0.48861 0.286579 0.443357 0.333922 0.241293 0.341077 0.245038 0.302756 0.611852
threshold=33.96174662340001 -0.22089 0.15973500000000004 34.542090938800008 31.796797363700005 -0.10710499999999999 93.577162146500015 -0.11808 -0.11131999999999999 81.917319234750025 57.960468834350003 -0.013805 67.04476885710001 -0.14143499999999998 40.878805547300004 40.259171735100004 -0.23155499999999998 38.115457128050004 -0.14739999999999998 62.084563606450011 62.116825104000007 85.839779647100016 39.788107623550012 -0.5169149999999999 77.403398033700014 0.10332500000000001 40.660558922250004 0.098200000000000023 0.085765000000000022 -0.24103499999999997
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 -2 5 -3 -4 13 -9 10 11 -10 -13 15 -15 16 22 18 -18 21 -21 -17 23 24 -5 26 -22 28 29 -28
right_child=3 2 6 7 -6 -7 -8 8 9 -11 -12 12 -14 14 -16 19 17 -19 -20 20 25 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.10432163781121527 0.041343689719447817 -0.10592006615343696 -0.11501063380270973 -0.10962283380022937 0.038042497569810214 0.025766494498539919 -0.023855777601408987 -0.036254495997551886 0.080768740741917533 0.00078273509922699403 -0.10651928087005023 0.10267120265182 -0.10529493973064774 0.053396736673849525 -0.0020024166051520751 -0.0013728171770004526 -0.074330194522460008 -0.12788172434731798 0.090940497205630882 0.10707824436861493 -0.11410341194453649 -0.095501627934979155 0.054492878019938087 0.01483433664446812 0.025280357054395814 0.050442149607572886 -0.10890941371365148 -0.049112736403048446 0.041609057340565289 0.01035444891708207
leaf_weight=0.21072621252758938 0.85322343843301851 0.10790155802163759 0.22280471166595806 0.64686193118632251 0.84815730719654425 0.12743935482711688 0.18111225270004638 1.7852872405019287 0.23495715827448294 57.49461011204221 0.47540052194381133 0.095972808587247327 0.29350821564730722 1.9032504631694274 2.0791103609240054 2.9819555396697974 0.29432128331484364 0.75140610266271324 0.2285722694650818 0.80244119465351005 0.24439618453470568 0.67658846615813661 0.78106616232253134 1.7599576849136158 0.25614074082284333 1.198906889007503 0.48889408203149365 0.72264534631221966 2.269854281854407 3.5805077194490869
leaf_count=77 36 19 6 35 45 26 43 38 6 1504 46 3 79 42 38 128 39 35 6 5 12 15 22 68 37 38 99 19 73 261
internal_value=0.000379892 -0.0163756 -0.00391601 0.000723116 0.0222619 -0.0346105 -0.0741377 0.000300692 -0.00119966 -0.000131589 -0.0479283 -0.00332153 -0.0540496 0.00448176 0.024474 -2.02613e-05 -0.0196991 -0.0762627 -0.00208548 0.00714076 0.0173296 -0.0187804 0.00122962 -0.0143929 -0.0713569 0.00886204 0.00203906 0.00605848 0.0123477 -0.0039738
internal_weight=84.598 1.69814 1.48742 82.8998 1.0835 0.235341 0.403917 82.0466 60.3797 58.5944 1.09984 0.624438 0.389481 21.6669 3.98236 17.6845 4.71833 1.2743 0.522894 12.9662 9.30765 3.65854 3.44403 2.66296 0.903003 8.5052 7.3063 7.0619 6.33926 4.0694
internal_count=2900 216 139 2684 90 45 49 2648 1676 1638 134 88 82 972 80 892 242 80 45 650 507 143 162 140 72 502 464 452 433 360
is_linear=0
shrinkage=0.1


Tree=982
num_leaves=31
num_cat=0
split_feature=4 2 2 4 4 1 4 3 4 3 3 2 4 2 2 3 3 0 0 2 3 1 2 4 0 0 0 0 1 0
split_gain=0.0415049 0.16965 0.232626 0.107631 0.111377 0.390534 0.360895 0.128439 0.116771 0.164194 0.100523 0.0894137 0.128749 0.0852457 0.109262 0.0673122 0.409058 0.544417 0.555643 0.422011 0.238253 0.306939 0.494177 0.457373 0.208527 0.204596 0.83643 0.563928 0.38702 0.417125
threshold=33.96174662340001 -0.22089 0.15973500000000004 35.461062230100005 37.020641110850008 69.64719632740001 36.625813070500008 -0.093074999999999991 37.360990606650006 0.088395000000000015 0.093925000000000022 -0.073724999999999999 33.151194885250007 -0.26138499999999998 -0.071129999999999985 0.088165000000000021 0.090225000000000014 87.29692395375001 85.775256651950016 -0.068524999999999989 0.08708500000000001 75.28220456885002 -0.075840000000000005 42.37975859965001 97.550703263350016 86.530713386650021 86.388225105700016 86.866770652900016 62.106071271500007 89.458444290650007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 11 13 5 6 -5 -7 9 -6 -4 12 -3 -2 -15 20 17 18 -17 24 -10 22 23 -22 -19 26 -18 -27 -29 -30
right_child=3 2 10 4 8 7 -8 -9 15 -11 -12 -13 -14 14 -16 16 25 19 -20 -21 21 -23 -24 -25 -26 27 -28 28 29 -31
leaf_value=-0.10390637246948886 0.059764735413134734 -0.037374456073205296 -0.0085535740604465848 0.030101667089395295 -0.010736454416117288 -0.00099169531253401073 -0.03913062252365597 -0.09340200459107463 0.00021667071543136977 0.074837353683759739 -0.11263059558332239 0.058087242238490336 0.052656186892778449 -0.0074131920221794604 0.041933600308545482 -0.0026369466441602219 -0.00048254911189390867 -0.063813166795636159 -0.12159508816082708 0.051512607664746357 -0.054994932381698995 0.06909809044617804 0.059271962172474824 0.025887701384506037 0.0057849521189200738 0.055175705500894096 -0.089072578472549555 -0.058029070314323805 0.03901880706327867 -0.0022114462850777567
leaf_weight=0.19139617351302707 0.47157687796732295 0.40365052504172616 0.15632462179814854 1.7732792032184077 0.40576403471913991 0.19042764676487456 1.3085725026321595 0.71557657474897907 32.943901019669511 0.5011483820191529 0.22837545215017485 0.39553488466597653 0.26190416656345405 1.1290633837444091 0.74460914934775124 0.63388170233520114 11.681918194739408 0.95217266230611108 1.0317731037503106 0.91659740650629862 1.3693779455497859 1.136813339582204 1.388662573648616 1.4284026009263469 0.78574441083264901 2.2161723896861103 1.1727530662901688 1.0238498551771069 3.0042789540602852 13.390894218883146
leaf_count=77 14 46 35 38 30 12 17 89 1352 18 14 28 16 46 36 26 242 35 25 32 24 34 20 19 28 24 18 12 41 452
internal_value=0.000333334 -0.0154328 -0.00372047 0.000646902 2.76763e-05 -0.0162623 0.000705227 -0.0739788 0.00088262 0.0365506 -0.0703384 0.020432 -0.00194626 0.0217622 0.0121975 0.00045176 -0.00260121 -0.0315102 -0.0763244 -0.0033902 0.00338848 0.0230178 0.0105049 -0.0137004 -0.0323466 0.00124281 -0.00856477 0.00766358 0.00161875 0.00534365
internal_weight=83.9544 1.63719 1.44579 82.3172 79.972 3.98786 3.08185 0.906004 75.9841 0.906912 0.3847 1.06109 0.665555 2.34525 1.87367 75.0772 36.81 4.32017 1.66565 2.65451 38.2672 5.32326 4.18644 2.79778 1.73792 32.4899 12.8547 19.6352 17.419 16.3952
internal_count=2900 216 139 2684 2588 156 55 101 2432 48 49 90 62 96 82 2384 935 146 51 95 1449 97 63 43 63 789 260 529 505 493
is_linear=0
shrinkage=0.1


Tree=983
num_leaves=31
num_cat=0
split_feature=1 1 1 3 0 0 1 0 4 3 4 1 2 2 4 2 3 3 2 2 2 4 4 0 0 0 3 3 0 4
split_gain=0.116698 0.809953 0.688313 0.525052 0.414784 0.834012 0.354742 0.404517 0.273745 0.628698 0.297333 0.476092 0.555161 0.430365 0.315991 0.501684 0.402457 0.873804 0.350643 0.841767 0.586727 0.539087 0.501494 0.264938 0.264188 0.658103 0.742531 0.650105 0.385557 1.57501
threshold=66.697957758300021 66.318885161900013 65.727424373200009 0.25847000000000003 92.031298721500022 90.259604813550013 67.649671936450019 89.219171517050015 38.592454371550012 0.087205000000000019 40.12915366295001 62.00390986255001 -0.057185 -0.090169999999999986 40.496232821400007 -0.0039949999999999994 0.09660500000000001 0.080515000000000017 -0.033594999999999993 -0.058529999999999992 -0.065399999999999986 41.872669623500009 41.169697216150006 85.509099297050014 85.253695774650012 85.613949164150014 0.085155000000000022 0.085765000000000022 86.232294534150014 42.102795028150005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 8 4 5 6 -2 -8 9 -1 11 12 -10 -13 -12 18 17 -17 19 20 22 -20 -16 -11 27 26 -26 -24 29 -27
right_child=3 -3 -4 -5 -6 -7 7 -9 10 23 14 13 -14 -15 15 16 -18 -19 21 -21 -22 -23 24 -25 25 28 -28 -29 -30 -31
leaf_value=-0.00043095966017506692 0.0016250190087771467 0.0012823152973975085 -0.0015373473455713301 -0.0021062715522339043 6.7945048824325267e-05 -0.001769659072452889 -0.002140975400088558 0.00096644620008971231 -0.00068789583064268961 0.00014454167347969531 0.00072051145689437863 -1.9692246207330708e-05 0.00095876560876616875 -0.0016068599619759704 -0.0009074407162323405 0.00090489926402210976 8.3092461596534213e-05 -0.002296638093227677 0.0015512923615721257 -0.0010682692124038375 0.0011919137493925579 1.7750951266243214e-05 6.5469439460694214e-05 0.0011006892507861956 0.00011289573591739778 0.0014865009251245386 -0.0023323744567022766 0.0015256981511030179 -6.452949068242101e-05 -0.00023854859187125889
leaf_weight=2.1720266811698812 0.54630618379451268 2.2483781147748223 0.99089296953752537 0.45363604065764107 37.260793715389923 1.3998067060965693 0.30914441086497391 0.33624661259818822 1.5248475912958386 1.5786345184314994 3.0676220254972568 1.1112809451296928 1.6271634036675084 1.6061478350311515 1.8439500177046273 0.46001828266162847 1.3311228556558488 1.1400122870109042 1.6155866764020168 2.3363222392508751 1.9546905097085971 1.939083951001521 3.6035135364327315 3.7869485877454281 1.0091602806351172 3.4942773007787782 0.90614717249991361 1.7373466268181799 12.206924200698266 4.8721800409839489
leaf_count=116 8 34 33 39 1600 67 29 16 27 39 42 17 20 25 33 69 26 51 26 38 20 60 119 37 22 25 33 24 122 83
internal_value=7.29579e-05 0.000127654 8.28285e-05 -8.68664e-06 1.519e-05 -0.000743325 0.000462241 -0.000522019 0.000111031 0.000459081 5.79106e-05 -0.000356355 0.000162161 -0.000957794 0.000113784 6.77721e-05 -0.00071348 -0.00137618 0.000128807 6.74839e-05 0.00015138 0.000714741 8.28367e-05 0.000819376 0.000148451 5.53498e-05 -0.00104398 0.000540472 0.000157693 0.000481924
internal_weight=100.47 60.1643 57.9159 40.3059 39.8523 2.5915 1.1917 0.645391 56.925 7.53761 49.3874 5.86944 3.15201 2.71743 43.518 40.4503 2.93115 1.60003 37.5192 33.9645 31.6282 3.55467 29.6735 5.36558 27.8295 22.4887 1.91531 5.34086 20.5734 8.36646
internal_count=2900 1141 1107 1759 1720 120 53 45 1074 192 882 89 47 42 793 751 146 120 605 519 481 86 461 76 428 285 55 143 230 108
is_linear=0
shrinkage=0.00196078


Tree=984
num_leaves=31
num_cat=0
split_feature=0 0 3 1 3 4 1 3 3 0 3 4 4 2 4 2 1 3 1 3 3 3 1 3 1 0 0 4 3 3
split_gain=0.040945 0.490497 0.444515 0.328197 0.43949 0.229573 0.62094 0.362765 0.31559 0.27123 0.21311 0.210803 0.187799 0.525764 0.603983 0.289245 0.271089 0.22692 0.377774 0.220554 0.510348 0.463258 0.354978 0.419052 0.520636 0.446629 0.311 0.245493 0.518548 0.528174
threshold=90.837623311600012 90.337570099350003 0.25847000000000003 67.649671936450019 0.084795000000000023 38.592454371550012 65.111767461350013 0.087205000000000019 0.10133000000000002 86.458125017100016 0.21240500000000004 38.238138001450004 38.238138001450004 -0.033594999999999993 34.542090938800008 -1.0000000180025095e-35 68.321786469100019 0.10872000000000002 75.403185184700007 0.083565000000000014 0.084065000000000015 0.082775000000000029 69.873026810350026 0.087265000000000023 71.787208999250012 98.851916998450022 102.11570516885001 39.211875820650008 0.090865000000000015 0.10332500000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 3 4 -2 7 -7 -1 -9 -8 12 -6 13 14 -5 -15 -14 19 -19 21 -21 -18 -22 24 -24 -26 -27 -25 -29 -30
right_child=2 -3 -4 10 11 6 9 8 -10 -11 -12 -13 16 15 -16 -17 17 18 -20 20 22 -23 23 27 25 26 -28 28 29 -31
leaf_value=-0.018170769338603527 0.010738309670313764 0.048582311915608772 -0.10661895332804952 0.010014120745102311 -0.024478464427698743 -0.00044438978854678375 -0.0014613277259555727 0.058604061623000449 0.0059973222300944515 -0.09933070527802812 0.078070672776987954 -0.11184017082392872 0.063426810493392313 0.063033653844125237 -0.093434171189412593 -0.0073920220294253942 -0.0028361509529199105 -0.11893121776004503 0.0086506581152465695 0.094152965183199405 0.062747331132638709 -0.10077789391194965 -0.11525785286504175 0.042678530061008503 0.052050238383004599 -0.11274502083009835 0.0095073836252629329 0.03114896132266709 -0.034363006158642538 0.036063667712264214
leaf_weight=1.9886526308364398 0.98491663279128205 2.1768376377622181 0.40413772452958951 0.94554190555938111 0.43754309229552724 40.776443991281667 0.40652251540450268 2.343400457608368 2.2212839080020785 0.9331989748225169 0.36015366789706504 0.74907535580859985 0.75336279044859367 0.79987503739846522 1.400098936303493 2.1526851419618032 6.8784380891744439 0.40254445187747379 0.5480967019060472 0.70903453737264399 1.0708434731932346 0.51940008456767817 0.61525895260274355 1.969803347025844 0.70690203145204555 0.44767133143614046 0.3888191317873293 4.0376770649604605 4.0838690781912987 1.4405016400819475
leaf_count=121 34 46 40 90 6 848 16 48 34 54 15 44 23 18 185 128 554 14 31 13 16 25 20 48 16 20 61 117 179 36
internal_value=0.00036397 0.00214106 -0.00239034 -0.00109034 -0.0386412 6.38836e-05 -0.0026453 0.0174749 0.0330044 -0.0696334 0.00160703 -0.0796272 0.000685096 -0.0163908 -0.0517335 0.0116869 0.00436697 0.00249897 -0.0453733 0.00448904 0.0112802 -0.00971261 0.00729954 0.00296252 -0.0374748 -0.00646734 -0.0559194 0.010532 0.00390975 -0.015999
internal_weight=83.6526 50.8463 32.8063 32.4021 2.17154 48.6695 42.1162 6.55334 4.56468 1.33972 30.2306 1.18662 29.8704 5.2982 2.34564 2.95256 24.5722 23.8189 0.950641 22.8682 15.4704 7.39784 14.7613 13.6905 2.15865 1.54339 0.83649 11.5319 9.56205 5.52437
internal_count=2900 1167 1733 1693 84 1121 918 203 82 70 1609 50 1594 421 275 146 1173 1150 45 1105 526 579 513 497 117 97 81 380 332 215
is_linear=0
shrinkage=0.1


Tree=985
num_leaves=31
num_cat=0
split_feature=4 4 4 3 4 4 4 4 2 1 2 2 2 2 2 0 4 4 0 4 1 0 3 2 4 1 0 3 3 2
split_gain=0.0401473 0.369991 0.349178 0.328521 0.314239 0.203103 0.688561 0.442879 0.621103 0.618216 0.441152 0.355622 0.724977 0.494994 0.363027 0.353911 1.08155 0.65543 0.913827 0.503431 0.560897 0.40574 0.343838 0.34378 0.50746 0.332672 0.315437 0.311082 0.608688 0.400831
threshold=40.166811829450005 40.496232821400007 40.380906245900007 0.088105000000000017 40.036761086100007 41.134354310300004 41.21013581150001 41.028010303750008 -0.042409999999999996 62.132955852800002 -0.090694999999999998 -0.057185 -0.031989999999999998 -0.024989999999999998 -0.065399999999999986 86.232294534150014 42.102795028150005 41.902916368500009 87.181320254150009 41.621607100200002 71.225321249950014 85.694602908050015 0.096845000000000028 -0.082885 42.508878681700004 62.116825104000007 86.388225105700016 0.088990000000000027 0.099425000000000027 -0.016334999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 3 -2 -1 7 -7 8 10 -10 22 14 25 -14 15 16 21 18 -17 20 -20 -8 -3 24 -18 -13 -19 29 -29 -15
right_child=1 5 -4 -5 -6 6 11 -9 9 -11 -12 12 13 27 -16 17 23 26 19 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.00079801001329297082 0.057415490560426802 0.033719936207755513 0.077156780588828924 -0.012383477754782907 -0.059487391984325767 0.072316116845793213 0.020995999281032088 -0.067659347630251207 0.099827715633715286 -0.017813109558350537 -0.066676287409572946 -0.12097000359777793 0.055776455034626228 0.070824259071618892 0.056179098896693071 -0.10119733865695378 -0.066295244063265854 -0.063746621934048772 0.063500494399935006 -0.074142861461232279 -0.041902951899174964 0.084963677927405348 -0.052194405321633601 -0.05182354084631742 0.01328204584228824 -0.031749524269071315 0.0058835239796070932 -0.10464793994291094 -0.0028179111955648388 -0.015429539605715747
leaf_weight=25.357061480832844 1.0458091056993901 1.3188836179006105 1.1615715231419015 1.8983212536240897 0.94635566062061016 1.3498081494153655 1.7153549171052791 1.3578576369426967 0.94771927857072957 0.84499891036512054 1.6078514708588043 0.86166324297664665 1.1452447810734154 0.70928320802340739 1.2903680871095335 1.5721257459372306 0.90919174288865079 0.67715313285589473 1.210444008465857 0.79258985090928025 0.86610682159152919 2.3500371295958757 0.72019520416779403 1.2971204069035582 6.7562245269564301 0.8114978117737337 16.595995575439474 0.96720961841674613 1.4933043305627505 2.241141276278539
leaf_count=996 30 41 24 30 36 22 29 34 12 41 32 20 30 16 23 21 20 9 12 33 40 19 18 29 212 30 636 67 67 271
internal_value=0.000317748 0.00181981 0.0307282 0.0124104 -0.00290956 -0.000444847 0.00195835 -0.0165705 -0.00381761 0.0443776 -0.0275089 -0.000187267 -0.0189435 -0.00394927 0.00409637 0.00216196 0.0151922 -0.00565577 -0.0399184 -0.0063411 0.0195379 0.0579731 0.0033753 -0.00421309 0.00384342 -0.0776973 0.00315384 -0.0165904 -0.0428465 0.00530591
internal_weight=82.8185 56.5151 4.1057 2.94413 26.3034 52.4094 45.6119 6.79751 5.43965 1.79272 3.64693 44.2621 8.22934 6.55618 36.0327 34.7423 13.0279 21.7144 4.44127 2.86914 2.07655 4.06539 2.03908 8.96254 7.66542 1.67316 17.2731 5.41094 2.46051 2.95042
internal_count=2900 1868 84 60 1032 1784 1606 178 144 53 91 1584 501 451 1083 1060 309 751 106 85 52 48 59 261 232 50 645 421 134 287
is_linear=0
shrinkage=0.1


Tree=986
num_leaves=31
num_cat=0
split_feature=0 3 3 2 0 2 4 0 3 3 4 4 2 0 4 4 4 0 2 4 1 0 4 0 3 3 4 4 0 1
split_gain=0.0851262 0.332934 0.268952 0.174199 0.128248 0.12706 0.189618 0.207509 0.169945 0.281579 0.14839 0.111624 0.308668 0.358623 0.256859 0.225367 0.393854 0.221979 0.21412 0.205649 0.322538 0.188419 0.235829 0.226636 0.214762 0.224222 0.174462 0.309658 0.249736 0.497283
threshold=102.84427732220001 0.090720000000000023 0.089785000000000018 -0.24103499999999997 108.95245419455001 -0.15895000000000001 45.027406014450008 103.44649194340002 -0.15148999999999999 0.079095000000000013 49.275256100300005 44.527357125550004 -0.61225999999999992 71.340924949550015 48.852845034800005 48.988717865950008 50.065525775750011 85.716110573100011 -0.23871499999999998 45.027406014450008 70.182199495350019 76.591483678350016 35.818873074050011 75.994645973400011 -0.25276999999999999 -0.25445999999999996 43.19689381845 43.082598263550004 85.775256651950016 61.944763783650011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=11 2 3 -2 -3 8 7 -7 -5 -10 -8 21 -13 -14 17 -16 -17 -15 -19 -20 -21 22 23 -1 25 -24 27 -23 29 -28
right_child=1 4 -4 5 -6 6 10 -9 9 -11 -12 12 13 14 15 16 -18 18 19 20 -22 26 24 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.0010391616260593567 -0.0020022058522480611 -0.0021166640201080119 0.001620260184696671 0.0016754732087239876 0.00031383254446331411 0.0011894118906793248 0.00069839947550675804 -0.0012924687351666504 -0.0020536328169783315 0.0013036479669526326 -0.00074005168721114523 0.0017339623690268622 0.00044591047316036234 -0.002131540830810364 0.0007216139040292053 -0.0021025987333156415 0.0007681044261713837 -0.0020920058934945258 -0.0015153111686596449 0.00065628641999217359 -0.0010470391271631041 8.6623330212538737e-05 -0.0019915896834894614 0.0020380589182498114 -0.0020421541130746837 0.0020507393020794172 0.00088279180817546585 -0.00089846081167542296 0.00051242946759049173 -0.0014640381871921229
leaf_weight=0.17669832471074076 0.18979868899469954 0.43718537837594329 0.3543874975316611 0.33437981728638988 0.10316397993210558 0.15231406665407055 0.82977519890118834 0.86544495421458123 0.17711964719706053 0.20983479718120179 0.41293745487200795 0.31351589784026135 1.9704902132179984 0.46640810207463834 0.91699518449604489 0.38564492360455915 0.35097232687985525 0.34878566172119452 0.52514340380003055 0.94519970961846389 0.78021990280831233 74.634644989633671 0.093454927853599656 0.19200733304023743 0.51833310730580706 0.12114307284355164 0.63861894572619149 1.2473641318210855 7.1997558366711019 0.76055264036403969
leaf_count=48 87 79 21 11 88 4 52 237 35 22 92 5 41 39 11 29 60 61 31 27 31 1424 45 2 95 1 11 40 133 38
internal_value=5.82486e-05 -0.00021942 2.16517e-07 -0.000180803 -0.00165263 -6.48669e-05 -0.000293513 -0.00092104 0.000651649 -0.000233071 0.000220421 7.04437e-05 -0.000167555 -0.000256669 -0.000550019 7.28365e-05 -0.000734809 -0.000885975 -0.00066248 -0.000440936 -0.000113943 8.99196e-05 -0.000715756 0.000563333 -0.00135921 0.000290352 0.000100426 7.04303e-05 0.000365122 -0.000392883
internal_weight=96.6523 4.06634 3.52599 3.1716 0.540349 2.98181 2.26047 1.01776 0.721334 0.386954 1.24271 92.5859 7.00338 6.68986 4.71937 1.65361 0.736617 3.06576 2.59935 2.25056 1.72542 85.5826 1.10164 0.368706 0.732931 0.214598 84.4809 75.882 8.59893 1.39917
internal_count=2900 728 561 540 167 453 385 241 68 57 144 2172 335 330 289 100 89 189 150 89 58 1837 191 50 141 46 1646 1464 182 49
is_linear=0
shrinkage=0.00196078


Tree=987
num_leaves=31
num_cat=0
split_feature=4 0 4 1 1 1 4 0 0 3 0 4 4 3 0 0 4 4 2 3 1 0 3 1 4 4 4 2 3 4
split_gain=0.041797 0.227671 0.16625 0.157699 0.21236 0.126097 0.108639 0.0872573 0.200548 0.129531 0.20037 0.079842 0.278551 0.183978 0.169627 0.110212 0.147649 0.145986 0.221139 0.108114 0.100276 0.122831 0.198077 0.144884 0.108608 0.260853 0.222773 0.226868 0.165072 0.455323
threshold=48.988717865950008 71.144667506050013 48.852845034800005 55.855406118200008 64.84561010645001 90.740838818900016 48.461603274950008 86.420486603250012 99.983757871350008 0.079095000000000013 110.50907145210002 47.833738492450003 45.90502654165001 0.074640000000000026 105.70748523110002 75.994645973400011 41.24714903835001 41.395309858300003 0.11529000000000002 -0.24266999999999997 57.729261435100007 81.917319234750025 -0.25215499999999996 57.960468834350003 43.19689381845 43.245737185650007 43.082598263550004 -0.082074999999999995 0.083415000000000031 43.411469133450005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 6 -3 -5 7 11 -6 -9 10 -10 12 15 14 19 16 -1 -18 -19 -14 -17 22 -22 -24 26 -26 -23 -28 -27 -30
right_child=1 3 -4 4 5 -7 -8 8 9 -11 -12 -13 13 -15 -16 20 17 18 -20 -21 21 24 23 -25 25 28 27 -29 29 -31
leaf_value=-0.086028838482576087 -0.11193337043901641 0.043594220723389275 0.038659491366104658 -0.10705843712476104 0.10337288181024946 -0.10103705283314586 -0.037972501022937609 -0.10231762417229343 -0.10281125892259715 0.065652633504747163 0.057302120443685482 0.030187458560680003 0.014753367968641554 -0.1058671029229486 0.056804286182344468 0.036476301957722043 0.1022346569383606 -0.10153835355378987 0.086555616106215982 -0.10763771029613328 0.054676811806586192 0.00062332642754763835 0.010800093227459343 -0.086709006909648695 0.074201945113658824 0.022204279591614334 -0.088817619084808383 0.0049635326972066515 -0.081487633333007348 0.0077681232812376547
leaf_weight=0.33975320361423555 0.21195010514929835 0.52741007786244143 1.1373294563963998 0.23595954049960699 0.091169983148574607 0.1138959786221676 0.74042495965477328 0.15467870018619578 0.15633515873923898 0.35253454935445916 0.15629919501952827 0.89632020026328874 0.11568195897780242 0.39804767177156464 0.19941150842350908 0.7969926762743843 0.10929594316985458 0.17552636159052781 0.097072591306641698 0.19190258849448483 0.19459895817999495 64.338453615501365 0.21394530031829972 0.52953907559913205 0.62194006354547937 3.7676328434845328 0.56545612393711053 0.47434181180142221 0.68082475045230229 3.5606338687371135
leaf_count=82 7 8 22 12 1 61 22 64 56 24 9 33 29 55 12 17 2 114 3 25 9 1819 8 63 10 142 29 17 22 123
internal_value=0.00034241 -0.013936 0.000698765 -0.00232117 -0.0215271 -0.00183575 0.000152315 0.0105665 0.000246052 0.0240963 -0.0227638 0.000512983 0.000169213 -0.054983 -0.0150333 0.000821989 -0.0380729 0.00459119 -0.034558 -0.0616067 0.00119256 0.000817348 -0.0351409 -0.0586498 0.00127313 0.0118164 -0.000118758 -0.0460359 0.00697185 -0.00655891
internal_weight=82.1454 2.00023 80.1451 1.78828 1.26087 1.02491 79.0078 0.911018 0.819848 0.665169 0.312634 78.2674 77.3711 0.905044 0.506996 76.466 0.721648 0.381895 0.272599 0.307585 75.7444 74.9474 0.938083 0.743484 74.0093 8.63103 65.3783 1.0398 8.00909 4.24146
internal_count=2900 242 2658 235 227 215 2636 154 153 89 65 2614 2581 121 66 2460 201 119 117 54 2259 2242 80 71 2162 297 1865 46 287 145
is_linear=0
shrinkage=0.1


Tree=988
num_leaves=31
num_cat=0
split_feature=2 4 2 3 0 0 2 0 2 0 4 0 3 3 4 2 1 2 3 2 1 2 0 4 1 1 1 4 0 0
split_gain=0.0391279 0.166745 0.0709528 0.315659 0.0892698 0.33504 0.0672298 0.218521 0.164705 0.172174 0.144119 0.23129 0.104892 0.323106 0.24664 0.12674 0.143515 0.0856333 0.294946 0.158755 0.194912 0.25847 0.231951 0.130214 0.0946881 0.0880381 0.467825 0.667649 0.419117 0.206293
threshold=0.68694500000000025 41.43512228960001 0.27148500000000009 0.094415000000000013 92.652332549650012 93.910530954700008 0.20327000000000003 89.99344745865001 0.15675000000000003 88.232507383150008 41.061442884200012 94.109476856350014 0.12746000000000005 0.23821500000000004 40.259171735100004 0.12406000000000002 70.574714382400018 -0.59309999999999985 0.097615000000000021 -0.50001499999999999 75.551050381850018 -0.58180999999999994 91.410264893400026 41.061442884200012 75.403185184700007 58.549241164900003 61.614083433650009 38.052786106700005 76.591483678350016 83.011521693850014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 6 4 -4 -6 8 -8 12 -10 11 -9 15 -14 -15 17 -17 18 23 20 21 -19 -23 24 -1 28 27 -27 -21 -28
right_child=1 -3 3 -5 5 -7 7 10 9 -11 -12 -13 13 14 -16 16 -18 19 -20 25 -22 22 -24 -25 -26 26 29 -29 -30 -31
leaf_value=0.052158199527841453 0.065015036540141846 -0.027142597068386828 -0.11094732809997587 0.032515112859794339 0.1022560184264544 -0.10677598437280503 0.071536725682742552 0.013149005805720093 -0.057880039030193037 0.0026946693649232915 0.040793530724476848 -0.076011353883748425 -0.083911312971896301 -0.0382171778958088 0.028334565461850616 0.096579358310652078 3.2065267219651536e-07 0.039821122118824902 0.061188604635176003 -0.0051942621083251794 -0.10358549100259246 -0.10953522481480178 0.0028652246031743087 -0.038819190607821796 -0.018008070517669696 0.047179977889513648 -0.066214301445058091 -0.11155980226939122 0.071126634730505442 0.0019026676453833915
leaf_weight=0.41822692288222574 0.4250589815596858 0.36485625104978681 0.30233292450429761 0.53559431122405954 0.11556727066636086 0.22786505875228613 0.56132263713516239 0.8133740547345949 0.99400055370642693 0.88878954383065434 0.59883951408846758 0.45297800188200199 0.59208905862593697 0.99380337919210893 1.2665330123491001 0.29705310717690636 0.31919165329600219 0.52283203694969416 1.0028719855035886 2.5403774577307696 0.30034167716596005 0.35971037909075565 0.37498676159884781 0.73766219701974478 0.35606794915040041 0.38856423221659386 0.44777900029839557 0.83291215379358619 1.0038592438213525 62.696787399576692
leaf_count=14 21 23 17 28 2 52 21 18 26 29 25 35 31 36 40 7 35 12 25 202 69 30 21 37 41 28 67 44 17 1847
internal_value=0.000299596 0.0224481 8.34494e-05 -0.0242443 -0.0713202 -0.0364353 0.000443773 0.0168338 -7.0496e-05 -0.0292852 0.000371204 -0.0187439 0.000658515 -0.0181518 -0.000926277 0.00139757 0.046555 0.00101098 0.0191388 0.000354733 -0.0312079 -0.0139216 -0.0521664 -0.00875262 0.0198915 0.00107878 0.000233892 -0.061063 0.0164226 0.00141963
internal_weight=81.7322 0.789915 80.9423 1.18136 0.645765 0.343432 79.761 2.42651 77.3344 1.88279 1.86519 1.26635 75.4516 2.85243 2.26034 72.5992 0.616245 71.983 2.51483 69.4682 1.55787 1.25753 0.734697 1.51196 0.774295 67.9103 64.366 1.22148 3.54424 63.1446
internal_count=2900 44 2856 99 71 54 2757 99 2658 55 78 53 2603 107 76 2496 42 2454 117 2337 132 63 51 92 55 2205 1986 72 219 1914
is_linear=0
shrinkage=0.1


Tree=989
num_leaves=31
num_cat=0
split_feature=0 1 2 2 3 3 0 2 3 0 1 1 3 2 1 0 1 1 1 3 0 2 2 0 2 3 0 2 2 4
split_gain=0.0387881 0.142273 0.0888364 0.0863888 0.0862512 0.124656 0.077256 0.058924 0.277214 0.0820671 0.0629112 0.231489 0.26511 0.172119 0.290496 0.244786 0.107042 0.150186 0.119115 0.172367 0.149111 0.244935 0.179484 0.130283 0.109951 0.106281 0.0988278 0.094258 0.0693855 0.190783
threshold=107.54101367610001 82.204984254750016 0.68694500000000025 -0.22089 0.07968500000000002 0.095290000000000027 113.28087178455002 0.27148500000000009 0.094415000000000013 92.652332549650012 80.677940036650014 81.188747081400024 0.095845000000000027 -0.15895000000000001 81.524804347700012 104.86330937810001 78.820215468450016 79.535345331150026 77.898074329750017 0.091975000000000015 99.378854792050006 0.20327000000000003 -0.092624999999999999 98.851916998450022 -0.121865 -0.087385000000000004 100.13162306855001 -0.092289999999999997 -0.11808 39.268993001500007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 7 -3 6 -6 -5 10 9 -9 16 -12 13 -13 -15 25 18 -18 20 23 28 22 24 -20 26 -16 -22 -19 29 -1
right_child=1 3 -4 4 5 -7 -8 8 -10 -11 11 12 -14 14 15 -17 17 27 19 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.016142402680202433 -0.10331372736549616 -0.10171042891856188 0.037606565576799929 0.04559449221473804 -0.10180589260119821 0.054133900444463451 -0.014689344060051479 -0.10984179370567214 0.029689567089012221 -0.034534742514482838 0.060000725936418933 0.056094222944842023 -0.081686021505260109 0.081466547741714856 -0.010223423317716546 0.03111875488105861 -0.075855272690636313 0.027759855253698965 0.087551286823799201 -0.013427243061380358 0.0040913469532235227 0.061698511399382906 -0.10737864625790659 0.019912597617273872 0.035856783391920048 -0.10406833851225131 -0.10420101332457417 -0.029568795266143446 -0.0013464286428700265 0.010566325544493349
leaf_weight=3.2535595745512138 0.1658338554166211 0.084584195093398651 0.64163293788442288 0.46245658128464107 0.15661310484694013 0.076206546625996907 0.39344353916411023 0.27617457248561439 0.52940766396932304 0.30399846548243659 0.82143815781455432 0.6144339407937881 0.35261197979707493 0.27279963996261336 0.17240988712728755 0.34019516215084877 0.43222282906935916 0.47112978129371175 0.50269579008454346 0.7064010272915765 0.1534838246225263 0.21276110457256436 0.4064081081887696 0.65689252750962623 0.21594932707375847 0.40221261888655102 0.1868813736946322 0.73301486307173025 52.217592972110658 15.025299941376941
leaf_count=185 27 92 28 62 150 47 116 17 20 33 16 45 48 7 13 47 29 36 31 29 16 5 48 27 12 54 28 20 1178 434
internal_value=0.000264025 -0.0166142 0.000546902 -0.00436019 0.00320309 -0.0507637 0.017883 0.000246893 -0.0226357 -0.0703825 0.00057178 0.0148314 -0.00238877 0.0131275 -0.00910203 -0.0361097 7.24948e-06 -0.0252891 0.000570144 0.0255131 -7.9248e-05 -0.035402 -0.0568612 0.0492348 -0.0199564 -0.0759111 -0.0553678 -0.00713857 0.000509737 0.00581229
internal_weight=81.2407 1.33914 79.9016 1.1733 1.08872 0.23282 0.8559 79.26 1.10958 0.580173 78.1504 2.9761 2.15466 1.80205 1.18762 0.914818 75.1743 1.63637 73.5379 1.86599 71.6719 1.17548 0.962723 1.15959 0.556315 0.574623 0.340365 1.20414 70.4965 18.2789
internal_count=2900 494 2406 467 375 197 178 2378 70 50 2308 230 214 166 121 114 2078 85 1993 87 1906 109 104 58 56 67 44 56 1797 619
is_linear=0
shrinkage=0.1


Tree=990
num_leaves=31
num_cat=0
split_feature=1 0 2 3 0 1 1 0 1 0 3 2 3 4 2 3 4 3 3 3 3 1 3 3 0 0 3 0 4 4
split_gain=0.206213 0.586723 0.583055 0.218023 0.213983 0.412569 0.229197 0.434765 0.441942 0.211017 0.355489 0.391487 0.377164 0.903745 0.324387 0.394055 0.422716 0.308144 0.269425 0.320327 0.282395 0.407196 0.359646 0.325883 0.613023 0.493872 0.414268 0.345142 0.5235 0.6545
threshold=70.182199495350019 94.614906984850009 -0.16030499999999998 -0.12530999999999998 93.972365491700018 70.085415002650009 69.873026810350026 93.262612545250008 68.579878449600017 87.568458224950021 0.12191500000000002 -0.22573999999999997 0.094625000000000029 38.238138001450004 0.0023400000000000005 0.089185000000000028 42.929886289700008 0.08494500000000002 0.12064000000000002 0.25847000000000003 0.10790500000000001 61.960894532450006 0.10500500000000003 0.099780000000000021 86.780739992750014 86.950112854950021 0.10273500000000002 84.95796538030001 38.828362408050005 40.12915366295001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 -2 -4 5 6 7 8 9 18 11 -11 14 -14 15 16 17 -13 20 -20 22 -22 23 24 27 -26 -25 -1 -29 -30
right_child=1 -3 3 -5 -6 -7 -8 -9 -10 10 -12 12 13 -15 -16 -17 -18 -19 19 -21 21 -23 -24 26 25 -27 -28 28 29 -31
leaf_value=-0.00027758485513201678 0.00054964469605201882 1.5531522176135076e-05 0.00020003459160223132 -0.0021510599885193162 -0.0005241628048700519 0.0012795555363566118 -0.00076903582273389745 0.0010843811794410119 -0.0011306809506544441 -0.0005890123099352182 0.001305033047280959 0.00058116580437763538 0.0010212268469072681 -0.00087360792004096137 -0.00032249104563348354 0.0014176232834438847 0.0013110944012680707 -0.00039983755485393011 -0.0016284158010758526 -8.4989126627673864e-05 0.0015045788318716505 -1.6525470905149346e-05 -0.00099812309470717164 0.0010649621878691758 -0.0014469022509391806 -0.00011976434962764175 -6.3864645383085038e-05 0.0013923702122068712 -0.00082659562289481034 0.0002941654574569156
leaf_weight=6.0658259158117316 0.56260993298201345 26.701659472226652 0.17502954078372557 1.1349047830444785 1.8186538234585885 1.236574463022406 1.057664438150822 1.8638962368131604 1.0620616567321111 1.9031602991162841 1.3192597944289435 2.9935182775370759 1.5699354335665709 2.5229792778845876 1.3968598450883281 2.1841247696429491 1.684428554959595 2.0908900238573551 0.75020364898955394 1.6630407075863329 1.3138246962334954 1.3950939072528852 1.1830175586510439 2.8089876705780616 1.7788330670446146 2.7365156492451206 2.2520279297605157 1.4431896479800368 2.2520960411056903 18.13281493721297
leaf_count=380 32 1384 12 122 58 14 19 32 18 47 16 44 17 37 47 16 23 25 35 30 18 29 19 34 20 33 26 17 34 262
internal_value=8.10441e-05 -5.88742e-05 -0.00111987 -0.00183691 0.000139427 0.000157532 0.000136324 0.000151201 0.000123373 0.00014505 0.000325942 0.00024692 0.000357073 -0.000146799 0.000556333 0.000693449 0.000459778 0.000177742 7.20534e-05 -0.000564793 0.00010921 0.00072121 6.63192e-05 9.99259e-05 2.76653e-05 -0.000642594 0.000562662 0.000136164 0.000251141 0.000170345
internal_weight=97.0537 28.5742 1.87254 1.30993 68.4795 66.6608 65.4242 64.3666 62.5027 61.4406 17.6652 16.3459 14.4427 4.09291 10.3498 8.95296 6.76884 5.08441 43.7755 2.41324 41.3622 2.70892 38.6533 37.4703 32.4093 4.51535 5.06102 27.8939 21.8281 20.3849
internal_count=2900 1550 166 134 1350 1292 1278 1259 1227 1209 272 256 209 54 155 108 92 69 937 65 872 47 825 806 746 53 60 693 313 296
is_linear=0
shrinkage=0.00196078


Tree=991
num_leaves=31
num_cat=0
split_feature=0 0 1 1 0 0 3 1 2 0 2 0 4 3 3 3 2 4 4 4 0 1 3 2 2 0 0 4 4 0
split_gain=0.111873 0.459029 0.3518 0.361003 0.827788 0.481996 0.373857 0.586817 0.351339 0.47951 0.316857 0.284715 0.245372 0.338515 0.182511 0.238094 0.536484 0.206086 0.171068 0.248691 0.627322 0.158923 0.351708 0.166948 0.687658 0.866001 0.670997 0.558961 0.501312 0.469523
threshold=85.716110573100011 85.775256651950016 61.982402197500001 61.971648364950006 85.447264760050004 84.95796538030001 0.099780000000000021 58.549241164900003 -0.013805 76.591483678350016 -0.01762 67.875502419400007 38.052786106700005 0.093295000000000031 -0.11050499999999999 -0.25095999999999996 -0.23361999999999997 48.680511450650009 40.421032462050007 41.24714903835001 85.40693788805001 61.917879202350001 0.092425000000000021 -0.096499999999999989 -0.088329999999999992 97.483491810050012 86.345209775600011 36.921550069850007 43.104429861650011 85.968825637350008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 4 5 6 7 8 9 14 18 -10 13 -9 15 16 -1 -16 -4 -20 -21 22 -3 26 25 27 -23 -25 -29 -26
right_child=1 21 10 -5 -6 -7 -8 12 11 -11 -12 -13 -14 -15 17 -17 -18 -19 19 20 -22 23 -24 24 29 -27 -28 28 -30 -31
leaf_value=-0.0022033702159110929 0.00089598396936739337 -0.0010212149710129936 -0.0021184455138013409 0.0013705279898837243 -0.0011224745985383394 0.00088145255291617488 0.00069768597360885171 -0.0020889080350568472 0.0012503707846687195 0.0013862730492405031 0.00055739000305746547 -0.0021093143947366103 -0.0022683073270879086 0.001275826505006469 -0.0020834275929378153 0.00062490147834617493 0.00086640672230493658 4.7090987915199263e-05 0.00065761905655269278 0.00014391263583262375 -0.002123313548184058 0.001093935249834737 0.00033178606437648384 0.00051126666335688789 -0.00069919876284392252 0.00066287205672187763 9.9719782570582038e-05 -0.0021647443525152858 -0.00033514823325696876 0.00013811218722019206
leaf_weight=0.44516738720267224 2.6516801398247472 1.555857343017123 0.40845877582251056 0.76203218754381019 2.1670450517558502 2.9451664772350341 1.9058520779944954 0.23303317391400902 0.12279547167418048 1.0160893814172594 0.66975979570997779 0.46125429923995398 0.70843173586763442 0.22687811776995659 0.36059003676928103 1.3183973855775548 0.4305887338705362 0.33834779425524175 0.40275686234235797 0.89842493837932103 0.98211103869834915 2.9414454661309746 1.4063385091722009 0.57994257099926416 2.732578612456563 1.2808522111022282 23.152512864374245 1.8951495881192388 0.82705495529808093 44.592362314464253
leaf_count=37 25 25 39 6 36 32 33 37 19 12 31 65 39 3 41 27 13 12 8 42 48 35 18 7 49 49 927 51 20 1114
internal_value=6.38748e-05 9.32132e-05 -8.21188e-05 5.97617e-05 -1.90139e-05 0.000208451 -5.3474e-05 -0.000306337 1.55616e-05 0.000227493 -0.000649456 -0.00140295 -0.0015443 -0.000429056 -0.000179485 9.8473e-05 -0.000694033 -0.00105207 -0.000949743 -0.000740673 -0.00104015 6.69214e-05 -0.000378861 8.38504e-05 1.95342e-05 -0.000705685 0.000211793 -0.00123653 -0.00160888 8.97652e-05
internal_weight=100.419 83.6158 16.8032 13.4417 12.6796 10.5126 7.56743 5.66157 4.49323 3.90918 3.36151 0.58405 1.16834 0.459911 2.89309 2.19415 0.875756 0.698938 2.69175 2.28329 1.88054 80.9641 2.9622 78.0019 51.9079 4.583 26.094 3.30215 2.7222 47.3249
internal_count=2900 2320 580 412 406 370 338 305 226 142 168 84 79 40 130 77 50 53 137 98 90 2295 43 2252 1290 127 962 78 71 1163
is_linear=0
shrinkage=0.00196078


Tree=992
num_leaves=31
num_cat=0
split_feature=2 4 1 3 2 0 1 4 0 3 4 3 3 3 1 0 0 0 1 0 2 1 0 0 2 2 4 4 3 1
split_gain=0.129289 0.436873 0.438136 0.564374 0.400904 0.326779 0.810448 0.546854 0.535457 0.481137 0.388042 0.26711 0.290055 0.299082 0.288642 0.590696 0.406668 0.264414 0.244638 0.237101 0.298356 0.232587 0.473322 0.449051 0.679985 0.432857 0.326089 0.32333 0.288748 0.22615
threshold=-0.065399999999999986 41.495754733000005 62.084563606450011 0.083905000000000021 -0.060760000000000002 85.968825637350008 63.910026677050006 39.468990633150007 92.313586825200005 0.089850000000000027 38.238138001450004 0.070195000000000021 0.082775000000000029 0.12424000000000003 62.132955852800002 89.738043936200015 90.603727454250006 106.56510337475001 61.987779113750001 86.036037090600004 -0.031989999999999998 71.273713496300005 96.249489528150022 96.811377277450006 -0.053019999999999991 -0.016334999999999999 37.572218886150004 37.272044000450002 0.11467000000000002 68.961639504150014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=29 5 3 -3 -4 7 9 -2 10 -7 -8 17 -13 14 -14 -16 -17 -6 -9 20 -5 25 -23 -24 -25 -10 28 -27 -26 -1
right_child=1 2 4 19 11 6 8 18 21 -11 -12 12 13 -15 15 16 -18 -19 -20 -21 -22 22 23 24 26 27 -28 -29 -30 -31
leaf_value=8.7463093066837087e-05 0.00066049472953941615 0.00067308960999758899 0.0012920170557316963 -0.002336728482967709 -0.0017016468899915902 0.00035758208390787317 1.6129063847969566e-05 -0.0013919153035453849 0.0013212268859584405 0.0015049678884267645 -0.001559138383822483 0.000970607409501784 0.0007145495123646123 0.00086927566289202445 -0.001950882829423013 0.0019742203704245977 -0.00050204489538460174 0.00049337579863021469 -0.00016470855985237126 -0.0023571238535732577 -0.00022068732754556192 -0.0013837078543328662 0.0018238747237953061 -0.0019949508376954318 -0.0020500030993062489 0.00078913280208527353 0.00051543171577591261 -0.0006143056022349404 0.0011743238505865906 -0.0001584272567700502
leaf_weight=44.079437338463322 1.7072429647087144 0.65004591393517186 0.88050937507068727 0.3798288182588293 0.70634427652475984 2.4193135099485543 1.3481562081724399 1.2511477372609081 2.1063960129395127 3.3517766688019037 1.0851345253468023 1.0627972486349788 0.65495011210441623 0.83206376607995469 0.97174832949531298 0.31709504377067776 1.3016459590962766 0.30086276133079082 1.2469493069220332 0.69361595681402821 0.78695017467543937 0.74221362685784686 0.64338687434792508 0.54020737431164967 0.37356705561069148 1.3195579089224323 4.1069965065209999 1.2097330943215636 0.1495235308334486 21.343681541586818
leaf_count=786 38 78 11 13 50 39 19 24 26 38 33 61 9 23 31 13 113 26 19 22 39 24 6 15 91 19 139 26 7 1062
internal_value=5.7787e-05 0.000157567 -0.000196562 -0.000899693 5.46004e-05 0.000300689 0.000408121 -0.000194812 0.000147265 0.00102397 -0.000686367 -0.000122635 5.82864e-05 -0.000179509 -0.000448396 -0.000742422 -1.69695e-05 -0.00104597 -0.000779343 -0.00144924 -0.000909535 0.000328515 9.08213e-05 0.00027907 8.68354e-05 0.000664667 0.000329724 0.000117883 -0.00112834 7.24366e-06
internal_weight=98.5629 33.1398 9.53846 2.51044 7.02802 23.6013 19.396 4.20534 13.6249 5.77109 2.43329 6.14751 5.1403 4.0775 3.24544 2.59049 1.61874 1.00721 2.4981 1.86039 1.16678 11.1916 6.55589 5.81368 5.17029 4.63569 4.63009 2.52929 0.523091 65.4231
internal_count=2900 1052 489 152 337 563 482 81 405 77 52 326 250 189 166 157 126 76 43 74 52 353 282 258 252 71 237 45 98 1848
is_linear=0
shrinkage=0.00196078


Tree=993
num_leaves=31
num_cat=0
split_feature=4 3 1 1 1 3 0 0 1 0 4 3 1 2 2 1 1 2 2 2 0 2 2 3 3 4 2 0 1 3
split_gain=0.0575935 0.0564728 0.0414847 0.514603 0.311673 0.25105 0.24777 0.626039 0.26445 0.295344 0.211896 0.379528 0.462376 0.439092 0.230976 0.195099 0.204116 0.203604 0.752127 0.3117 0.286684 0.481163 0.706557 0.394979 0.654535 0.614816 0.401923 0.323191 0.378777 0.316552
threshold=29.904643970450003 -0.22588499999999997 66.697957758300021 66.318885161900013 65.630639880500027 0.098200000000000023 92.031298721500022 90.259604813550013 67.649671936450019 89.219171517050015 36.514114975300011 0.10273500000000002 65.111767461350013 -0.103615 -0.12350999999999999 67.649671936450019 68.961639504150014 -0.060760000000000002 -0.069554999999999992 -0.046474999999999995 97.32487278035002 -0.096499999999999989 -0.079824999999999993 0.090720000000000023 0.086105000000000029 42.34047585750001 -0.097799999999999984 97.671683879200017 75.28220456885002 0.076580000000000023
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 10 -6 7 8 -4 -10 11 12 13 14 -2 -8 -17 18 20 -19 21 23 -23 24 25 -18 29 -22 -29 -27
right_child=2 -3 6 -5 5 -7 15 -9 9 -11 -12 -13 -14 -15 -16 16 17 19 -20 -21 27 22 -24 -25 -26 26 -28 28 -30 -31
leaf_value=0.024392756899751081 -0.034748033936068561 -0.10222803557990873 0.081701658713676836 0.056375604448543198 -0.07246765756819587 0.0026315730575409966 -0.075564315879566885 -0.086331066321151617 -0.10715343630353931 0.047988299851199082 0.00058259341572739192 0.096707496803640047 0.087223354270705822 -0.11725108603526009 0.10195538034725325 0.034237436801859811 -0.083887889770884877 0.053523667684224986 -0.11544231028986873 0.0029986394097150813 0.048972860432233985 -0.097026234973210862 0.00097449576068942782 0.032801142860340152 -0.12022055079230487 0.044702407431705352 0.11113309194069809 -0.077787916097995388 0.0063854249799924177 -0.062269916349359911
leaf_weight=0.052934754427496955 0.28814812522614364 0.10527244904422062 0.43427570932545068 1.7016488537192334 1.036361219594254 0.78026870370376844 0.33756698551588016 1.1182619961837188 0.2327327965231234 0.25955815616180189 44.397891548125699 0.64908221270889033 0.44195593101903796 0.39140319364378129 0.21643270179629326 1.727855596604061 0.62237891973927695 1.4189991849016212 0.62534660117489593 8.7516709254925562 1.6237032484495992 1.5196484436692119 1.4260439192585312 2.2223280444741249 0.56128523644292716 0.6803313157943196 0.46853050589561407 0.58164216570412453 6.6109738573425005 0.46619096102949698
leaf_count=38 46 58 8 34 34 10 11 68 29 16 945 13 9 18 4 41 25 32 35 473 28 78 30 45 20 43 2 61 606 40
internal_value=0.000415375 -0.0598618 0.000532252 0.0023291 0.000421107 -0.0402115 -0.00229736 -0.0359649 0.0248214 -0.0253557 0.00201245 0.0339611 0.00352058 -0.0377669 0.0238889 2.49729e-05 0.000895636 -0.00119326 -0.00776074 0.0100478 -0.00374847 -0.0174974 -0.0495829 0.00132619 -0.0236666 0.000555085 0.0330961 0.00867556 -0.000421384 0.00120606
internal_weight=81.7507 0.158207 81.5925 49.9032 48.2015 1.81663 31.6893 2.04483 0.926567 0.492291 46.3849 1.98702 1.33794 0.895984 0.504581 29.6445 29.3069 27.5791 17.4084 10.1707 16.7831 7.96674 2.94569 5.02104 2.79872 2.23743 1.61505 8.81632 7.19262 1.14652
internal_count=2900 96 2804 1113 1079 44 1691 121 53 45 1035 90 77 68 50 1570 1559 1518 1013 505 978 283 108 175 130 110 85 695 667 83
is_linear=0
shrinkage=0.1


Tree=994
num_leaves=31
num_cat=0
split_feature=1 0 2 1 3 4 4 4 2 0 4 2 2 2 3 4 3 1 2 0 4 4 4 2 3 2 2 4 0 4
split_gain=0.119023 0.625041 0.265639 0.242223 0.291811 0.215276 0.451525 0.734562 0.39071 0.794191 0.370838 0.35429 0.276865 0.580139 0.581505 0.642432 0.637458 0.570656 0.642915 1.16002 0.475293 0.849356 0.795908 0.561941 0.44748 0.394978 0.931054 0.389272 0.362416 0.367753
threshold=64.434276012450013 89.057864029250013 -0.083794999999999994 64.84561010645001 -0.52484999999999993 42.599563320500003 41.840895355800008 41.621607100200002 -0.092289999999999997 96.693085119700015 43.061965423550006 -0.11911999999999999 -0.058529999999999992 -0.069554999999999992 0.094625000000000029 38.238138001450004 -0.25445999999999996 70.133807249000014 -0.10518999999999999 97.900202820250016 41.134354310300004 36.514114975300011 35.131296350900008 -0.46029499999999995 0.087405000000000024 -0.092289999999999997 -0.079824999999999993 37.186372654950006 90.603727454250006 34.997818021800008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 -2 -5 6 7 12 -8 -10 11 -7 13 14 15 16 -6 -17 19 -19 21 22 -16 -23 27 -20 -27 -18 -26 -30
right_child=3 2 -4 4 5 10 8 -9 9 -11 -12 -13 -14 -15 20 17 24 18 25 -21 -22 23 -24 -25 28 26 -28 -29 29 -31
leaf_value=5.9611601215095628e-05 -0.00092558089598533135 0.0014405486468811407 0.00039306915057052156 -0.0017025492627847018 0.0017566435062769197 -0.00019745721931641532 0.0011829034431057868 -0.0018808687580062827 -0.0013857559487664398 0.00089874973996455123 -5.6288686821991093e-05 -0.0018777039413120057 0.00026524649717608596 -0.0014715926160207039 -0.0012326701508344126 0.0015056905321219202 -0.0021993002230093059 -0.0023930800705160974 0.001614022456198676 0.00069085942616842623 0.00077565559799629461 -7.9282793087694717e-06 0.0013011567670488688 -0.0019235428710316542 0.0009854918511600834 -0.00084019808209985741 0.0013976556866462648 0.00025067599436702867 0.00064950554740987566 -0.0017752858355335195
leaf_weight=49.686210775178552 1.0993523997021828 1.776322447229177 1.9555134610272933 0.38173797767012629 0.43870027485172558 1.0066640791189909 2.5100171932654121 0.77589461888783162 0.90277297026477699 1.6624304405668224 9.0059457364486644 0.92654758711250806 13.337398924431573 1.1227318738219754 0.81632720056052122 1.8503428387921301 1.0341526491090491 0.84592416079249133 1.2530592223629353 1.0522433489995817 0.92228608739242179 0.80338390399231219 1.1453099960053803 2.2037816915940316 0.6973568294852156 1.410525119394151 1.4491077230923122 0.32855446424491663 0.38908160526409552 0.62959958556075435
leaf_count=931 22 16 27 28 19 24 62 39 34 55 597 53 385 36 35 25 86 18 11 83 18 36 32 81 8 42 15 28 22 32
internal_value=5.33831e-05 0.000117739 0.000891661 -1.5371e-05 5.09123e-06 1.85263e-05 8.89915e-05 4.06674e-06 0.000632917 9.47628e-05 -0.000223554 -0.00100276 5.01593e-05 -0.000105812 -1.70209e-05 0.00024187 -0.000454643 0.00055352 0.00026041 -0.000683508 -0.000517068 -0.000757018 0.000246715 -0.00141177 -0.000769736 0.000696064 0.000293826 -0.0016086 -0.000103593 -0.000849146
internal_weight=103.419 53.418 3.73184 50.0012 48.9019 48.5201 37.581 32.5058 5.07522 2.5652 10.9392 1.93321 31.7299 18.3925 17.2697 11.3786 3.51745 7.8612 6.01086 1.89817 5.89109 4.9688 1.96164 3.00717 3.07875 4.11269 2.85963 1.36271 1.71604 1.01868
internal_count=2900 974 43 1926 1904 1876 1202 1051 151 89 674 77 1012 627 591 389 195 194 169 101 202 184 67 117 176 68 57 114 62 54
is_linear=0
shrinkage=0.00196078


Tree=995
num_leaves=31
num_cat=0
split_feature=0 4 2 2 3 2 1 1 3 3 4 2 4 4 0 0 4 2 4 0 1 3 0 3 0 4 1 2 3 0
split_gain=0.0437885 0.182753 0.155693 0.148991 0.132378 0.129876 0.115951 0.114462 0.101043 0.0846097 0.064266 0.231167 0.238841 0.234134 0.318263 0.213787 0.221531 0.20229 0.134872 0.292883 0.444481 0.236275 0.395629 0.745562 0.424203 0.199596 0.174622 0.166659 0.124927 0.13209
threshold=104.15624488985002 41.792045663550006 -0.088944999999999996 -0.18126999999999999 -0.15517999999999998 -0.22089 86.858705278550005 88.16529592995002 0.074640000000000026 0.07933500000000003 44.527357125550004 -0.61225999999999992 48.680511450650009 48.461603274950008 71.340924949550015 85.716110573100011 45.027406014450008 -0.23771499999999998 43.19689381845 85.775256651950016 61.998532946250002 0.08708500000000001 86.280686780500005 0.081550000000000025 91.523180134850023 43.104429861650011 62.084563606450011 -0.088099999999999998 0.076080000000000023 71.249517373150013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=10 3 4 5 -3 -2 -6 -4 -8 -10 18 -12 13 14 -13 -16 -17 -18 25 20 27 22 -21 -24 -25 -1 -23 -20 29 -14
right_child=1 2 7 -5 6 -7 8 -9 9 -11 11 12 28 -15 15 16 17 -19 19 21 -22 26 23 24 -26 -27 -28 -29 -30 -31
leaf_value=0.000833767699281823 -0.10113193707124331 0.03342826617270022 0.044797412460698315 -0.1052427113108035 -0.10378366777087374 0.1013591223587937 0.064394314730739158 -0.023439123688160209 -0.10159751072847756 0.028298316211365682 0.08741465410137117 0.085208723320783678 -0.049994048789950979 -0.12178278306074941 -0.10771522989652652 -0.080832283778502267 -0.077691612341265565 0.017880594232726046 -0.042063446075287309 0.058045662788147503 -0.10958399587868953 0.085831945264237847 0.053822289813752491 -0.10197102305280532 -0.0037513707843570862 -0.047673254583960573 0.024533030957331579 0.056029091485628173 0.040224214044787217 0.0094576705989972993
leaf_weight=65.228752637137404 0.052761876951350928 0.2213320727678364 0.80785579876101088 0.33048348420920992 0.2821755295881303 0.079254862790662739 0.10527564601216 0.35334754653513301 0.13955597064341418 0.078268799197076078 0.23591883666813362 0.23732888228732907 0.51388870214577798 0.27727600594516832 0.35520384326082455 0.48547044500810432 0.27969406673582908 1.0638401159958439 0.28628266703162808 1.2163243980612604 0.44614217546404689 0.87112905643880345 1.1205123966501562 0.83907110791187711 0.92389505926985294 0.85946487308319675 0.99612484965473413 0.43850193520847713 0.80894359479134426 1.3700606338170471
leaf_count=1630 81 20 36 249 45 4 12 102 57 43 5 14 16 8 38 34 59 49 37 13 32 6 34 20 25 37 38 25 79 52
internal_value=0.000412863 -0.0127522 0.000420924 -0.0693701 -0.0327495 0.0204314 -0.0569488 0.0240334 -0.0160461 -0.0549233 0.000821957 -0.00947597 -0.0137155 -0.0347394 -0.0247726 -0.0367228 -0.0229357 -0.00201542 0.00161338 0.0146721 -0.0310551 0.0236453 0.0102161 -0.00995959 -0.0504983 0.000202943 0.0531308 0.0172835 0.00735467 -0.0067591
internal_weight=81.3041 2.45031 1.98781 0.4625 0.826608 0.132017 0.605276 1.1612 0.3231 0.217825 78.8538 5.62763 5.39171 2.69881 2.42154 2.18421 1.829 1.34353 73.2262 7.13798 1.17093 5.96706 4.0998 2.88348 1.76297 66.0882 1.86725 0.724785 2.69289 1.88395
internal_count=2900 649 315 334 177 85 157 138 112 100 2251 354 349 202 194 180 142 108 1897 230 94 136 92 79 45 1667 44 62 147 68
is_linear=0
shrinkage=0.1


Tree=996
num_leaves=31
num_cat=0
split_feature=1 0 3 1 0 2 0 4 4 0 2 2 4 4 4 1 2 4 4 3 1 4 1 3 1 1 2 2 4 2
split_gain=0.120441 0.486826 0.486748 0.271985 0.548725 0.511205 0.484112 0.326834 0.224533 0.220396 0.235918 0.421942 0.199332 0.440005 0.373501 0.225001 0.257592 0.604027 0.773101 0.269148 0.234423 0.223256 0.196403 0.427875 0.197179 0.296197 0.194082 0.371185 0.237551 0.221804
threshold=68.961639504150014 92.031298721500022 0.25847000000000003 68.214248143850014 91.625341543800019 -0.053019999999999991 90.337570099350003 42.773538294100007 39.646013290900008 89.99344745865001 0.20327000000000003 0.13860000000000003 42.599563320500003 42.871500973550006 40.166811829450005 81.188747081400024 -0.079824999999999993 41.840895355800008 41.21013581150001 0.091705000000000023 82.570614560500005 40.922041107600009 71.52105164435001 0.088005000000000014 71.666228383350017 72.026481772850005 -0.15895000000000001 -0.092289999999999997 44.215931556700006 -0.21094499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 12 4 6 -6 9 8 -8 10 11 -1 14 -14 -3 16 17 18 21 -18 -17 -16 23 -15 -24 -26 28 -28 -27 -30
right_child=1 2 -4 -5 5 -7 7 -9 -10 -11 -12 -13 13 22 15 20 19 -19 -20 -21 -22 -23 24 -25 25 26 27 -29 29 -31
leaf_value=0.00010701748967856732 -0.0020844416563889799 -0.00010612805891377559 -0.0020846057093068583 0.00081212610388201587 -0.0021474547162907455 -1.8889972230344475e-05 -0.00027794095730659512 0.001708185958826829 0.00087936213407914271 -0.0007397698560544356 0.00098515496157871858 -0.0009347089334435794 -0.0016589442564172081 -0.0016065737091547718 -0.00034579259202761718 -0.0020703374517937662 0.0011359367431762681 0.00094863892841806803 -0.0017573567710295851 0.00020034520225066792 3.4124782326725517e-05 0.000827915914266643 0.0014664181407458333 0.00045984507776152331 -0.0022684847122177582 0.001713001112689983 -0.0014298845112364071 0.00015705102589195407 -0.00070174412550186175 0.0010755539538397035
leaf_weight=52.615970106786335 0.43695217956701426 14.483087343625927 0.42606825527383207 2.0828965328400946 0.79853737505618483 0.94969768996816017 1.0434647928923366 1.0872345226816831 1.685878542717546 1.2406853344291437 1.1236270211011277 1.5385902587440785 0.76941642006590782 0.88687766235670984 1.2221941757015882 0.26999083676491753 3.0662382121663532 2.3096534823998809 1.0437785149551926 1.9239198435097931 0.82643471647770639 1.2710771007696164 0.36699395067989815 0.68111393391154706 0.21602152503328387 0.52784979408443122 0.72943479347941265 2.5395721848908592 0.59109624432676344 0.49691837752288837
leaf_count=995 62 648 38 34 40 34 16 21 34 14 34 32 38 58 23 19 46 45 32 33 139 19 3 24 7 23 141 159 54 35
internal_value=6.46665e-05 -2.77066e-05 -1.76853e-06 0.000115174 9.17911e-05 -0.00099115 0.00012317 0.00079906 0.00043691 7.75284e-05 9.58722e-05 7.74209e-05 2.41633e-05 -0.000251139 0.000105507 0.000362363 0.000448004 0.00016872 -0.000340558 0.000775226 -0.000484091 0.000252567 -9.7187e-05 -0.00070895 7.82444e-05 -2.16306e-05 7.77311e-05 -0.000197052 0.000633637 0.000109984
internal_weight=99.2513 35.0847 34.6477 64.1666 62.0837 1.74824 60.3355 3.81658 2.72934 56.5189 55.2782 54.1546 34.2217 7.80529 26.4164 11.9333 10.8369 5.8467 3.53705 4.99016 1.09643 2.49327 7.03588 1.56799 5.46789 5.10089 4.88487 3.26901 1.61586 1.08801
internal_count=2900 1646 1584 1254 1220 74 1146 71 50 1075 1061 1027 1546 542 1004 356 198 119 74 79 158 42 504 82 422 419 412 300 112 89
is_linear=0
shrinkage=0.00196078


Tree=997
num_leaves=31
num_cat=0
split_feature=4 0 0 0 1 3 3 4 0 2 0 2 0 0 2 1 2 0 4 2 3 3 1 1 3 2 0 2 2 1
split_gain=0.136351 0.305796 0.330043 0.689821 0.60393 0.296232 0.371028 0.275361 0.356939 0.272483 0.763219 0.642384 0.77671 0.662352 0.973419 0.574326 0.686541 0.3355 0.590437 0.845208 0.824882 0.582017 0.576148 0.341292 0.696007 0.258096 0.346021 0.306334 0.248657 0.298014
threshold=42.102795028150005 103.44649194340002 85.656964494200011 85.775256651950016 61.917879202350001 0.099780000000000021 0.087405000000000024 39.468990633150007 84.95796538030001 -0.072569999999999982 85.968825637350008 -0.075840000000000005 86.20003303655001 87.181320254150009 -0.12350999999999999 62.030794443850006 -0.048664999999999993 91.523180134850023 39.788107623550012 -0.092289999999999997 0.099010000000000029 0.088395000000000015 77.52437864960001 65.966697146800016 0.088500000000000023 0.11970500000000002 105.70748523110002 0.06041500000000001 -0.11131999999999999 71.090898343450007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 -4 5 6 7 8 -1 11 -11 12 -5 14 -14 16 -12 23 19 20 21 22 -19 24 -15 27 -27 -2 29 -23
right_child=25 -3 3 9 -6 -7 -8 -9 -10 10 15 -13 13 17 -16 -17 -18 18 -20 -21 -22 28 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0013891535881886666 -2.0687988540295195e-05 -0.00096922658771818879 0.0010589449791900908 0.0010139861582965817 -0.0017281186912028539 0.00047114426404573547 -0.0012876311998355917 0.000944057794318391 0.00099849912578341853 -0.00087164172042280543 0.0020744936950238867 -0.0011646984227169194 0.00018163177966882806 -0.00071918023663248025 -0.0016861067041449242 0.00022748796576133422 0.00046129780434805707 -0.0021714921928805806 0.00030492653065643569 -0.0021927976928985547 -0.0022656107143956762 -0.00093196840591351399 0.00061070372783138987 0.0011613451620266896 0.00077512207936677633 -0.0014558172655725046 0.00046690759077831816 0.0013714612893908015 0.0013806047323407301 0.00089575230478860721
leaf_weight=0.69334887953300428 33.195933332020218 0.97591057640505496 3.2715812381356946 2.989700848702344 0.9473524031236592 2.4751248951070011 1.2080003279843365 0.83623265303322103 0.36874086409807205 2.0427737465361195 1.5283400714397428 1.7167040840722609 2.1665974997449666 1.9789364300668264 2.1250891750678447 18.892912746552611 3.015408294741067 0.6717835501476721 6.5544173121452332 1.0057861513923771 0.63303282502238278 0.58413663180544995 0.49852986366022378 1.9008372471434993 3.0382703542709351 1.0560998691325938 0.54584664237518143 0.61902382855623628 1.111049481667578 0.83081349357235013
leaf_count=71 1086 383 28 34 79 34 33 35 5 27 13 29 25 26 27 373 36 46 135 37 33 11 18 31 28 95 40 33 13 36
internal_value=6.5996e-05 0.000119972 0.000136822 0.000185008 -0.0002806 -3.49097e-05 -0.000438135 0.000102444 -0.000560198 0.00013135 0.000277827 -2.87182e-06 7.35786e-05 -4.81368e-05 -0.000743205 0.000378016 0.00100391 0.00011047 -8.92942e-05 -0.00057361 -0.000197443 0.000156753 -0.000986333 0.000453791 0.000185725 -3.16351e-05 -0.000800669 4.79699e-06 0.000686353 0.000141211
internal_weight=99.4783 64.0614 63.0855 56.5567 6.5288 5.58145 3.10632 1.89832 1.06209 53.2851 25.4794 27.8057 26.089 23.0993 4.29169 23.4367 4.54375 18.8076 11.8895 5.33513 4.32935 3.69631 1.17031 6.91804 5.01721 35.4169 1.60195 33.815 2.526 1.41495
internal_count=2900 1646 1263 1006 257 178 144 111 76 978 449 529 500 466 52 422 49 414 329 194 157 124 64 85 54 1254 135 1119 60 47
is_linear=0
shrinkage=0.00196078


Tree=998
num_leaves=31
num_cat=0
split_feature=4 3 3 3 0 3 2 1 3 3 0 0 2 4 4 2 2 2 1 0 1 3 3 1 0 2 0 0 3 3
split_gain=0.0412095 0.208506 0.47827 0.467375 0.369677 0.310728 0.200223 0.301721 0.176876 0.632498 0.464318 0.682559 0.391399 0.380028 0.848907 0.314851 0.508741 0.281711 0.319539 0.655217 0.517293 0.264946 0.30707 0.253713 0.739323 0.306771 0.238035 0.207056 0.197356 0.587324
threshold=42.102795028150005 0.095645000000000022 0.10176000000000003 0.10273500000000002 90.437043050150024 0.094415000000000013 -0.031989999999999998 62.079186690200011 0.087725000000000011 0.087265000000000023 85.253695774650012 86.388225105700016 -0.24103499999999997 42.526729949000007 43.19689381845 -0.077279999999999988 -0.053019999999999991 -0.081474999999999992 62.55235532115001 86.458125017100016 67.171126389250006 0.083290000000000017 0.070195000000000021 61.971648364950006 86.20003303655001 -0.089514999999999997 91.625341543800019 97.32487278035002 0.083565000000000014 0.080515000000000017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 5 -3 -4 6 8 7 -5 9 12 -10 -12 -2 -13 -15 17 -17 18 19 23 -20 22 -18 25 -25 -14 -16 -28 29 -22
right_child=1 2 3 4 -6 -7 -8 -9 10 -11 11 13 15 14 26 16 21 -19 20 -21 28 -23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=0.0021450151807284241 -0.10249405128249234 -0.064877243400003171 0.094209570543310417 -0.014544665445186664 0.042592618516398367 0.061071485634711223 0.0016377652411123528 -0.11790430393609828 0.08212923186144494 0.064392531901618158 -0.11101588020087608 0.056885179264651746 -0.0095269074361230121 -0.090188994733456096 0.082540123902121482 -0.12720904387834461 -0.046182743967907641 0.045936373046064176 0.068081217093722043 -0.09373921428281172 0.0055253758943066469 -0.10322357718965099 0.041029490854625511 -0.083785170578031865 0.036565759706935409 0.048616646295778852 -0.057739584226884105 0.041549130229416399 0.025188995736951339 -0.11461423374639822
leaf_weight=52.636919619918558 0.38059013469320291 1.666118865293355 0.46290930004397557 0.57399664027616404 0.79146826110672908 0.83770121686393295 0.73549561941763375 0.55598995299078524 0.41171717598626756 1.5545975379955042 0.81540916557423804 0.6953976333179529 2.312084326549666 1.1395091195707894 0.49250986383412942 0.46687382918025866 0.70019148997652603 1.5473536073695875 1.5125392127083612 0.89807288348674763 2.1907168471952905 0.26716863489673404 0.95350111121797454 1.1470625467482025 0.91967198764905322 1.493632476776851 0.39506089984206483 0.4484499773279822 1.9184959008455278 0.49974158969416738
leaf_count=1646 128 48 7 23 45 15 28 18 16 20 42 21 57 38 9 15 116 24 29 17 231 52 59 39 8 15 22 29 55 28
internal_value=0.000481368 -0.00256092 -0.0216193 0.00148198 -0.0146736 0.00123994 -0.0389699 -0.065401 -0.000924149 0.00330691 -0.018974 -0.0294162 -0.00221176 -0.0084327 -0.0267811 5.63961e-05 -0.0335815 0.00561886 0.000779781 -0.0141901 0.0173369 -0.0108249 0.00410288 -0.0020247 -0.0302305 0.0132927 0.0273004 -0.00495304 0.00068389 -0.0167901
internal_weight=81.4209 28.784 4.78598 3.11986 2.65695 23.998 1.86548 1.12999 23.1603 18.7623 4.39805 3.98634 17.2077 3.17093 2.47553 16.8271 2.38774 14.4394 12.892 6.77052 6.12149 1.92086 1.65369 5.87245 2.06673 3.80572 1.33602 0.843511 4.60895 2.69046
internal_count=2900 1254 169 121 114 1085 69 41 1070 893 177 161 873 119 98 745 242 503 479 136 343 227 175 119 47 72 60 51 314 259
is_linear=0
shrinkage=0.1


Tree=999
num_leaves=31
num_cat=0
split_feature=1 0 1 0 2 0 4 0 0 2 2 2 4 3 2 3 0 1 0 3 2 2 2 2 2 1 2 1 1 3
split_gain=0.139885 0.527537 0.335197 0.508436 0.662374 0.489098 0.381172 0.488333 0.243628 0.206859 0.829992 0.4208 0.399248 0.683891 0.36178 0.335104 0.332695 0.44597 0.621754 0.337421 0.382624 0.492344 0.300566 0.523409 0.389242 0.4491 0.330417 0.23344 0.565409 0.330742
threshold=68.961639504150014 92.031298721500022 68.214248143850014 91.625341543800019 -0.053019999999999991 90.337570099350003 39.646013290900008 90.662873533100012 89.99344745865001 -0.060760000000000002 -0.069554999999999992 -0.046474999999999995 38.238138001450004 -0.22253999999999999 -0.117115 0.094165000000000013 93.262612545250008 69.873026810350026 93.910530954700008 0.070195000000000021 0.68694500000000025 0.049615000000000013 0.06041500000000001 0.072320000000000023 -0.0039949999999999994 71.273713496300005 -0.031989999999999998 76.763544998700013 78.820215468450016 0.10236000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 5 -5 8 -7 -8 -1 10 12 -11 13 -3 15 -15 -13 -18 -19 20 21 -20 24 -24 26 -26 -21 -25 -29 -30
right_child=1 9 -4 4 -6 6 7 -9 -10 11 -12 16 -14 14 -16 -17 17 18 19 22 -22 -23 23 27 25 -27 -28 28 29 -31
leaf_value=9.7178078554334299e-05 -0.0021295914189454826 0.0015650571562905204 0.00086831667149890981 -0.0021723711787040188 0.00015661152781141035 -0.00021332051474911375 0.0020237348091179793 0.00034507197777603859 -0.00078232237017360662 0.0010371716233773631 -0.0022661936456990018 -0.0011978624169856008 3.5467783727623975e-05 -0.0020503310046875813 -0.0021746583558003847 0.00041044376115552183 0.0014155906459489248 -0.00222001639920031 -5.6417489866745813e-05 -0.00059335612031107909 0.001149507741926565 -0.002078942539061629 0.0020057648546502505 -0.00049558492454343473 0.00062058844826702597 -0.0020826015366019299 0.00086402706899348569 0.0016166760790954069 -0.0009258405503318731 0.0017424701030518926
leaf_weight=55.764374917103851 0.45612695085946953 0.37921487767835094 2.2113398582441723 0.86588819857570332 1.0255698275286693 1.0038490854203694 1.3647675551474097 1.3017898213438455 1.2377974689006794 1.8951044343193633 0.67605873158936702 0.7766724095272356 18.661875604582974 0.32813956009488277 0.9477885059900496 0.60511108959178728 0.94874052889645 0.4589452250947933 1.0862665631502735 0.96531459184188895 0.42063441670507007 0.80616574645318895 0.88996767478602112 0.97280944831436533 0.36708448920398928 0.66318554236238469 1.5722605825167195 1.1428200310911054 0.8487243037977803 0.22619619155875625
leaf_count=1061 62 30 34 40 34 16 23 32 14 33 35 12 768 92 89 35 11 11 27 22 17 93 17 36 12 82 34 17 93 18
internal_value=6.35538e-05 -3.42631e-05 0.000118061 9.1543e-05 -0.000909571 0.000122753 0.00081653 0.00120423 7.80798e-05 -7.44599e-06 -0.000127892 0.000177828 -5.8797e-05 -0.000837098 -0.00132137 -0.000454787 4.37453e-05 0.000128565 1.13854e-05 0.000114191 -0.000542022 -0.000918002 0.000312647 0.000676111 -0.000103043 -0.00111946 0.000309626 0.000305219 0.000656491 -0.000364346
internal_weight=100.871 36.0952 64.7754 62.564 1.89146 60.6726 3.67041 2.66656 57.0022 35.6391 21.5982 14.0409 20.9221 2.26025 1.88104 0.933251 12.1458 11.3691 10.4204 9.96143 2.31307 1.89243 7.64836 4.08052 3.56785 1.03027 2.53758 3.19055 2.21774 1.07492
internal_count=2900 1646 1254 1220 74 1146 71 55 1075 1584 1049 535 1014 246 216 127 502 490 479 468 137 120 331 181 150 94 56 164 128 111
is_linear=0
shrinkage=0.00196078


end of trees

feature_importances:
cm5_Hs_min=6503
cm5_Cs=6130
atom_v_bur_3_5_Cs=5872
lst_pka_pred_nshell3=5822
atom_v_bur_3_5_Hs_min=5673

parameters:
[boosting: dart]
[objective: binary]
[metric: binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 1000]
[learning_rate: 0.1]
[num_leaves: 31]
[num_threads: 10]
[seed: 42]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: -1]
[min_data_in_leaf: 20]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 1]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 400]
[bagging_by_query: 0]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 30056]
[extra_trees: 0]
[extra_seed: 12879]
[early_stopping_round: 0]
[early_stopping_min_delta: 0]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 0]
[lambda_l2: 0]
[linear_lambda: 0]
[min_gain_to_split: 0]
[drop_rate: 0.1]
[max_drop: 50]
[skip_drop: 0.5]
[xgboost_dart_mode: 0]
[uniform_drop: 0]
[drop_seed: 17869]
[top_rate: 0.2]
[other_rate: 0.1]
[min_data_per_group: 100]
[max_cat_threshold: 32]
[cat_l2: 10]
[cat_smooth: 10]
[max_cat_to_onehot: 4]
[top_k: 20]
[monotone_constraints: ]
[monotone_constraints_method: basic]
[monotone_penalty: 0]
[feature_contri: ]
[forcedsplits_filename: ]
[refit_decay_rate: 0.9]
[cegb_tradeoff: 1]
[cegb_penalty_split: 0]
[cegb_penalty_feature_lazy: ]
[cegb_penalty_feature_coupled: ]
[path_smooth: 0]
[interaction_constraints: ]
[verbosity: -1]
[saved_feature_importance_type: 0]
[use_quantized_grad: 0]
[num_grad_quant_bins: 4]
[quant_train_renew_leaf: 0]
[stochastic_rounding: 1]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 175]
[is_enable_sparse: 1]
[enable_bundle: 1]
[use_missing: 1]
[zero_as_missing: 0]
[feature_pre_filter: 1]
[pre_partition: 0]
[two_round: 0]
[header: 0]
[label_column: ]
[weight_column: ]
[group_column: ]
[ignore_column: ]
[categorical_feature: ]
[forcedbins_filename: ]
[precise_float_parser: 0]
[parser_config_file: ]
[objective_seed: 16083]
[num_class: 1]
[is_unbalance: 0]
[scale_pos_weight: 1]
[sigmoid: 1]
[boost_from_average: 1]
[reg_sqrt: 0]
[alpha: 0.9]
[fair_c: 1]
[poisson_max_delta_step: 0.7]
[tweedie_variance_power: 1.5]
[lambdarank_truncation_level: 30]
[lambdarank_norm: 1]
[label_gain: ]
[lambdarank_position_bias_regularization: 0]
[eval_at: ]
[multi_error_top_k: 1]
[auc_mu_weights: ]
[num_machines: 1]
[local_listen_port: 12400]
[time_out: 120]
[machine_list_filename: ]
[machines: ]
[gpu_platform_id: -1]
[gpu_device_id: -1]
[gpu_use_dp: 0]
[num_gpu: 1]

end of parameters

pandas_categorical:[]
