tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=55
objective=binary sigmoid:1
feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 Column_34 Column_35 Column_36 Column_37 Column_38 Column_39 Column_40 Column_41 Column_42 Column_43 Column_44 Column_45 Column_46 Column_47 Column_48 Column_49 Column_50 Column_51 Column_52 Column_53 Column_54 Column_55
feature_infos=[-2.6480116844177246:899.24127197265625] [-1.6953428983688354:537.716552734375] [-1.5686674118041992:432.52276611328125] [-1.5100586414337158:317.26541137695312] [-1.3684296607971191:294.17733764648438] [-3.8205981254577637:3.6167638301849365] [-11.250462532043457:11.633420944213867] [-178.32157897949219:31.027378082275391] [-168.69509887695312:24.585739135742188] [-58.428810119628906:107.74765014648438] [-1.0032992362976074:0.99671167135238647] [-3.3106920719146729:3.1623668670654297] [-0.30803275108337402:195.3482666015625] [-32.104030609130859:276.09219360351562] [-18.295454025268555:313.37521362304688] [-14.363351821899414:354.548828125] [-8.4178743362426758:412.9281005859375] [-0.93466681241989136:15.501534461975098] [-0.021823929622769356:405.318359375] [-0.024879168719053268:288.1317138671875] [-0.033813551068305969:266.71868896484375] [-0.20548999309539795:60.144813537597656] [-0.65683537721633911:1.6594306230545044] [-2.6472175121307373:899.2196044921875] [-3.7117986679077148:3.6195874214172363] [-3.5777997970581055:4.4422993659973145] [-2.052433967590332:2.8989355564117432] [-141.80332946777344:642.29339599609375] [-193.14361572265625:314.93453979492188] [-0.28035897016525269:76.039054870605469] none [-3.1843767166137695:3.0735974311828613] [-14.363351821899414:354.54876708984375] [-0.40915185213088989:27.987947463989258] [-1.579592227935791:1.3883670568466187] [-1.6251664161682129:1.4297853708267212] none [-3.1603121757507324:14.421809196472168] [-0.25330248475074768:3.9478490352630615] [-24.201498031616211:0.041319753974676132] none none [-0.038646969944238663:25.875249862670898] [-3.1246073246002197:5.1051316261291504] [-0.25614631175994873:3.9054112434387207] [-77.5755615234375:491.19122314453125] [-66.322944641113281:460.3082275390625] [-2.2481677532196045:3.1108465194702148] [-3.1593220233917236:3.6238675117492676] [-14.02635383605957:8.8616828918457031] [-1.3664791584014893:1.0622026920318604] [-0.34903949499130249:116.00056457519531] [-1.1733413934707642:1.0420401096343994] [-0.056538037955760956:58.067909240722656] [-3.1603126525878906:14.421808242797852] [-2.4257125854492188:2.1942636966705322]
tree_sizes=3504 3563 3577 3542 3565 3576 3574 3572 3546 3575 3577 3564 3593 3559 3556 3591 3559 3590 3564 3587 3580 3574 3566 3573 3588 3472 3580 3539 3564 3581 3576 3551 3467 3591 3568 3572 3579 3549 3525 3556 3558 3581 3600 3586 3540 3598 3571 3581 3535 3589 3566 3539 3480 3550 3571 3531 3246 3311 3513 3201 3327 3579 3614 3578 3566 3563 3563 3309 3577 3548 2887 3430 3111 3350 3583 3348 3442 3572 3581 3578 3512 3569 3557 3193 2537 3448 3557 3199 3243 3307 3598 3303 3536 3457 3484 3567 3586 3573 3569 2854 3567 3584 3586 3589 3593 3588 3603 3577 3578 3617 3573 3605 3234 3355 3581 3559 3456 3552 3578 3339 3372 3324 3229 3208 3439 3552 3592 3542 3563 3011 3558 3574 3590 3378 3585 3615 3346 3594 3531 3607 3592 2925 3019 3621 3017 3600 3554 3585 3564 3570 3603 3524 3576 3562 3597 3524 3583 3574 2896 3461 3560 3605 3556 3588 2693 3582 3211 3585 3565 2986 3524 3522 3207 3499 3550 3214 3445 3449 3535 3089 3001 2905 3519 3522 2991 3089 3161 3372 3602 3488 2878 3558 3295 3447 3252 2894 2773 2417 3533 3564

Tree=0
num_leaves=31
num_cat=0
split_feature=18 7 7 47 0 0 1 6 7 6 44 17 5 16 0 7 6 7 21 7 8 21 23 47 17 17 7 46 0 50
split_gain=2636.48 1712.87 2116.69 1142.75 595.254 363.237 247.742 157.578 147.418 144.44 203.938 160.954 136.248 88.2567 74.745 67.4195 65.1642 48.111 41.9724 40.1218 35.0627 33.7885 19.9281 18.3581 14.1051 16.2886 10.5852 9.85206 7.27959 7.23807
threshold=-0.020662431605160233 -0.0097913797944784147 0.044861363247036941 -0.5827713906764983 -0.0015730941086076198 -0.0015730941086076198 -0.0026376470923423763 6.0529777329065844e-05 0.097593933343887343 1.0000000180025095e-35 1.0000000180025095e-35 -0.9409729242324828 0.67960941791534435 0.059037040919065482 -0.0015730941086076198 -0.04316392354667186 0.66113388538360607 -0.081215556710958467 -0.20624444633722303 0.053041078150272376 -0.0024156388826668258 4.1274077892303476 0.0022488698596134786 1.0000000180025095e-35 1.4130014777183535 0.92029353976249706 0.014900057110935451 -0.0043661890085786572 -0.0026790744159370656 -1.0101534128189085
decision_type=2 2 2 2 2 2 2 2 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 9 3 4 -3 -5 18 14 12 10 17 16 -4 -10 26 -13 -11 -2 23 20 -9 -12 -16 27 25 -20 -8 -1 -25 -21
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leaf_value=-0.35479611811331158 -0.31709115814844274 -0.34936890298803558 -0.32553152737556457 -0.3378894874189276 -0.37893061319153776 -0.35330163856877617 -0.31218404188396315 -0.35416556558343804 -0.31356665157161895 -0.35072380100941053 -0.29309161811886547 -0.32464880887615494 -0.34124619891260793 -0.32690780266697855 -0.4531177616884563 -0.33560203509223935 -0.41534348641706886 -0.32623841130811576 -0.32253190652100194 -0.2951095165655831 -0.41316852917531416 -0.25384608037949802 -0.34584055813653913 -0.28129923873454044 -0.38052279678919365 -0.22143610176590633 -0.38653634576220297 -0.39396044101942573 -0.35257186138705437 -0.35847803714234511
leaf_weight=55.852711498737335 8591.604055762291 7128.5058523714542 6985.9600191116333 19833.540691077709 15894.224665284157 24943.335279583931 16.998651325702667 77.950958222150803 4856.7575216293335 254.73693200945854 1255.4718193411827 12318.922615736723 9283.206326842308 13655.987961441278 1354.3068349063396 6056.1337915956974 202.28395077586174 8043.7618073225021 94.463933795690536 19.912705838680267 1094.2274696230888 181.39989343285561 12.627569556236265 12.384731680154799 25.497976988554001 13.113245308399199 74.308390080928802 274.40679997205734 63.137847781181335 37.639870792627335
leaf_count=230 35380 29355 28768 81674 65452 102716 70 321 20000 1049 5170 50729 38228 56235 5577 24939 833 33124 389 82 4506 747 52 51 105 54 306 1130 260 155
internal_value=-0.34175 -0.339993 -0.345642 -0.354388 -0.369777 -0.346475 -0.417709 -0.428254 -0.328595 -0.324289 -0.31886 -0.329498 -0.334498 -0.323408 -0.447153 -0.328259 -0.379325 -0.321514 -0.365106 -0.405843 -0.409245 -0.288137 -0.452127 -0.378691 -0.323681 -0.310209 -0.372694 -0.387337 -0.340884 -0.336553
internal_weight=142713 139486 102582 67799.6 23022.7 44776.9 3226.83 2687.97 34781.9 36904.3 18072.2 18832.1 16269.2 18512.7 1458.24 18375.1 457.021 16635.4 538.857 1229.73 1172.18 1436.87 1366.93 405.782 133.075 107.577 91.307 330.26 75.5226 57.5526
internal_count=587687 574399 422428 279197 94807 184390 13288 11069 143231 151971 74421 77550 66996 76235 6005 75668 1882 68504 2219 5064 4827 5917 5629 1671 548 443 376 1360 311 237
is_linear=0
shrinkage=1

Tree=1
num_cat=0
split_feature=48 28 47 48 38 17 1 28 8 8 28 7 7 6 6 0 21 28 28 55 28 28 6 7 7 21 54 5 51 7
split_gain=4105.67 1468.8 872.164 615.976 438.116 369.085 353.04 342.234 340.605 331.098 329.427 198.101 238.299 188.222 163.794 136.439 125.155 107.472 74.2467 67.0036 64.7439 64.2079 52.1968 45.7289 32.844 26.8145 21.1148 19.5339 15.0759 13.2869
threshold=-1.1056645214557645 -0.031506778672337525 -1.256108224391937 -0.34191577136516565 1.0000000180025095e-35 -0.9409729242324828 -0.0026376470923423763 0.035648154094815261 -0.0089428424835205061 0.047026967629790313 -0.0094470065087079984 0.061627229675650604 0.0033224067883566026 0.64674586057662975 6.0537413446581929e-05 -0.0017451324965804813 3.1571753025054936 -0.27692525088787073 -0.081908166408538804 0.15352448076009753 -0.16511735320091245 0.0010656728409230711 6.054261029930786e-05 0.051835363730788238 0.0051615408156067142 1.2277988195419314 1.0425440669059756 -1.8549360036849973 -0.28147326409816736 -0.27966761589050287
left_child=2 4 6 8 20 13 21 -7 25 -10 18 12 -12 -5 15 -8 19 -18 28 -6 27 29 -23 -16 -22 -3 -20 -2 -4 -1
right_child=1 3 10 5 16 7 14 -9 9 -11 11 -13 -14 -15 23 -17 17 -19 26 -21 24 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.054001781010254386 0.041062690388816901 0.010252957151276811 -0.00099093641441905808 -0.01524621151496308 0.055201724281105938 0.0018407858121904878 -0.038660051936001243 0.01482170060973805 -0.020627650217481995 0.005142317142664869 -0.0066100032500344633 0.0070672362883717581 -0.041256222654008634 -0.085194409963696011 -0.057144256062550282 -0.092676038493873666 0.12909483212197215 0.050966299290692227 -0.0059437283981020033 0.027793418382529946 0.020369975925542641 -0.056180765250608618 -0.017540599973529476 -0.0080545725334222641 0.012221489807442299 -0.032226854671365206 0.061689744569064849 0.023961805305237591 0.036028908410196799 -0.0070812180350948092
leaf_weight=27.06841841340065 511.66966930031776 5046.866963326931 95.917095378041267 718.96331003308296 1778.7594757527113 47939.573327437043 387.24595434963703 21147.045024052262 16538.979726552963 4605.1997358053923 1773.7111117690802 903.57836988568306 7496.2406015992165 453.10764834284782 1539.8210095465183 2648.950259745121 261.55811876058578 247.65294432640076 2208.9541779309511 1010.5254103094339 6320.9674589931965 604.76169909536839 433.7356386333704 150.50407861173153 8223.4034098386765 109.69337938725948 33.861642718315125 8495.1092672348022 463.75832517445087 519.88512009382248
leaf_count=111 2099 20742 394 2960 7294 197419 1596 86994 68284 18934 7302 3714 30989 1876 6387 11065 1070 1014 9090 4145 25957 2506 1793 619 33815 453 139 34880 1904 2142
internal_value=4.79173e-05 0.0057479 -0.0364219 0.000858014 0.0233334 0.00501174 -0.0623376 0.00581417 -0.0102381 -0.015015 -0.0238156 -0.0309239 -0.034627 -0.0422873 -0.0739803 -0.0857867 0.0523464 0.0910973 0.00198864 0.045272 0.0192699 -0.0276285 -0.0400424 -0.0527734 0.0157628 0.0093493 -0.00492261 0.0249333 0.0296845 -0.00405826
internal_weight=142697 123409 19288 96559.4 26849.6 70258.7 6311.97 69086.6 26300.7 21144.2 12976 10173.5 9269.95 1172.07 4726.52 3036.2 3298.5 509.211 2802.49 2789.28 23551.1 1585.45 1038.5 1690.33 14544.4 5156.56 2242.82 9006.78 559.675 546.954
internal_count=587687 507936 79751 397662 110274 289249 26219 284413 108413 87218 53532 42005 38291 4836 19667 12661 13523 2084 11527 11439 96751 6552 4299 7006 59772 21195 9229 36979 2298 2253
shrinkage=0.085

Tree=2
num_cat=0
split_feature=48 28 18 8 8 48 28 6 38 6 6 6 21 28 17 28 17 6 28 6 8 7 23 8 26 8 5 12 27 11
split_gain=3462.33 1223.69 797.577 555.395 586.949 402.613 385.479 443.507 361.74 162.115 129.221 124.603 102.408 101.959 99.6371 88.1944 84.4958 80.9891 53.69 49.1737 44.2983 40.2746 31.9113 27.6412 23.9343 19.6712 16.1309 15.3203 14.3066 10.2902
threshold=-1.1056645214557645 -0.031506778672337525 -0.020219163037836548 -0.0089428424835205061 0.057788373902440078 -0.34191577136516565 0.000590299750911072 6.054261029930786e-05 1.0000000180025095e-35 1.0000000180025095e-35 6.0529777329065844e-05 0.92906877398490917 3.1571753025054936 -0.081908166408538804 -0.9409729242324828 -0.23239897191524503 -0.9409729242324828 1.0000000180025095e-35 -0.16511735320091245 0.6756977140903474 -0.050118966028094285 -0.022537890821695324 -0.0016591091989539561 -0.0041350403334945432 0.87006315588951122 0.060729285702109344 -1.8549360036849973 -0.25213894248008722 -0.0034591275034472342 -0.68374860286712635
left_child=2 8 9 14 5 -5 13 17 18 27 22 -9 24 28 19 -14 -6 -8 26 -3 -16 -15 -11 -20 -10 -12 -2 29 -4 -1
right_child=1 3 6 4 16 -7 7 11 12 10 25 -13 15 21 20 -17 -18 -19 23 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.006017599812507048 0.037334174817228422 -0.0048804830699241478 0.035814616723408896 -0.018201519510965221 -0.030435545033051452 -0.0024121181562681269 -0.024400085604457437 -0.013907346510896151 0.045487716908797833 -0.097470852594865293 -0.061246689764836666 -0.037980963524215372 0.11331302857734016 0.0088446135816124451 0.015406149594167562 0.042375856645799806 0.010707357194244069 -0.061743666425721488 0.019267276523523228 -0.060448355648753289 0.0079830083021391468 -0.014071146475887574 -0.018352830592178213 0.011579693091507186 0.026973996902769366 -0.0036947764094313719 0.021840118362482064 0.038622911896243006 0.0086796152213883121 -0.036177944656073428
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leaf_count=549 2099 1227 1652 71924 1518 146632 1977 19717 8752 6484 5332 9601 1171 2691 60723 913 75561 14664 21778 797 39280 14851 160 37994 2687 183 34880 124 880 886
internal_value=3.94114e-05 0.00525298 -0.0335951 0.000783778 -0.0030107 -0.00759026 -0.025767 -0.0345555 0.0212698 -0.0720457 -0.0789383 -0.0217718 0.0475306 -0.00584422 0.0117351 0.0823763 0.00990132 -0.057265 0.0175762 -0.0264269 0.0124942 -0.0105388 -0.0955451 0.0143852 0.0411398 -0.0592976 0.0227223 -0.0195702 0.0263836 -0.0246294
internal_weight=142655 123510 19144.9 96565.5 71716.6 52940.1 15906.5 11037.6 26944.8 3238.36 2862.39 7062.14 3322.52 4868.95 24848.8 514.92 18776.5 3975.43 23622.2 484.666 24364.2 4249.88 1550.99 14580.8 2807.6 1311.41 9041.44 375.969 619.075 345.897
internal_count=587687 507936 79751 397662 295635 218556 66033 45959 110274 13718 12159 29318 13523 20074 102027 2084 77079 16641 96751 2024 100003 17542 6644 59772 11439 5515 36979 1559 2532 1435

Tree=3
num_cat=0
split_feature=28 18 28 47 17 38 7 26 37 6 6 28 51 21 28 1 7 55 6 8 8 23 28 29 46 51 4 0 35 26
split_gain=1845.72 1496.84 1090.47 579.237 514.656 407.036 320.419 232.681 192.618 155.673 135.887 103.572 91.792 73.0508 89.2367 61.66 61.556 61.5509 50.1099 47.0568 29.1282 20.6089 19.2007 17.4007 16.3669 15.0279 13.8469 13.5261 13.0776 13.0638
threshold=-0.014725709334015845 -0.020464387722313401 0.021683344617486004 -0.5827713906764983 -0.9409729242324828 1.0000000180025095e-35 0.00065479933982715021 -2.0629943609237666 0.18183939158916476 0.64674586057662975 0.81589552760124218 -0.16511735320091245 -0.32669194042682642 3.1571753025054936 -0.27692525088787073 -0.0026376470923423763 0.0051615408156067142 0.15352448076009753 6.0516111261677004e-05 0.04795315861701966 1.0000000180025095e-35 0.0028270264156162743 -0.91767302155494679 -0.24111911654472348 -0.027065264992415902 0.17622788995504382 -0.020877178758382794 -0.0035486744018271561 0.33415424823760992 0.87006315588951122
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right_child=1 2 4 8 10 13 -8 12 -10 -11 -12 16 20 14 25 -17 19 24 21 -21 -22 -23 -24 26 -26 -27 -28 -29 -30 -31
leaf_value=-0.019993992565212722 -0.10065596428542191 0.00075229523161257454 -0.018267022504982858 -0.005105574687761176 0.014144827194413538 0.050162933915565137 -0.025635340302878611 -0.028749586007360783 0.038846147813568301 -0.07995025754921066 0.0033425764169178773 0.014011093618088763 0.0070010719892414103 0.1307594581512434 0.10761285609112481 -0.068917040279242212 0.0024351037829601178 0.14209140150421451 -0.071111591280895309 0.012217449732583152 -0.029554108197345733 0.035287070559925339 0.085404122832976617 0.02732497353976299 0.020967206510632486 0.032866695123819102 0.019563003412080428 0.022236224762137251 0.022251905317269664 0.03399203992488261
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internal_value=3.20448e-05 -0.00575286 -0.00373969 -0.0103676 0.00802576 0.0161993 -0.0210852 -0.0569099 -0.00432559 -0.0470002 0.00988187 0.0132505 -0.0408996 0.042741 0.0709684 -0.0565309 0.0103356 0.0377644 -0.0833194 0.00677286 -0.0237595 -0.069403 0.105957 0.020842 0.0218361 0.0382458 0.0214085 0.0154443 -0.00281362 0.0465055
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internal_count=587687 434039 417038 267362 149676 153648 96940 17001 170422 4967 144709 138414 10438 15234 2269 5506 100167 12965 6563 59105 4932 3608 1090 38247 4602 1179 37352 41062 895 8363

Tree=4
num_cat=0
split_feature=48 28 47 8 8 48 1 38 28 7 7 6 28 21 28 21 21 21 7 29 55 28 28 9 28 6 24 37 29 51
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Tree=9
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threshold=1.5559740066528323 6.0544911320903345e-05 0.99501240253448497 0.028931924141943458 0.0099988719448447245 4.1274077892303476 0.023226067423820499 0.0023107397137209777 6.0548711189767353e-05 0.0020204392494633798 -0.20033397525548932 -0.095216829329729066 0.19483870267868045 -0.21107201278209684 0.34897607564926153 0.81212747097015392 0.094422172755002989 0.030544045381248001 0.11772051826119424 0.046036126092076309 0.32004706561565405 0.056463154032826431 8.9672281319508343e-05 1.2458770871162417 0.0078032505698502072 1.1620815396308901 0.04009512439370156 -1.4627833962440489 1.5684000849723818 0.055584650486707694
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Tree=55
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split_gain=15.901 13.0786 19.3287 14.5157 23.1128 21.9385 12.9819 12.5859 12.1255 10.2395 23.8921 19.1651 13.4018 11.6826 12.5645 11.1834 7.37757 19.972 16.5783 12.252 10.6054 9.3757 12.0214 9.25915 9.24328 12.7409 8.79319 6.36952 16.565 9.02246
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Tree=56
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split_feature=23 28 50 6 6 28 6 9 9 17 51 6 16 6 4 28 13 2 33 31 18 28 16 11 18 12 47
split_gain=14.3914 15.138 12.4884 11.8138 25.5048 44.7327 36.3381 22.2363 21.2585 33.3638 16.5576 16.3517 16.0446 12.9695 15.4786 12.8133 12.6367 12.5373 10.9057 13.6963 8.53523 8.50575 6.96622 6.85115 5.12058 3.26774 2.21201
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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Tree=57
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split_gain=12.8733 13.6809 13.7179 13.7407 11.8792 12.1551 16.6072 24.8331 11.8909 10.2 24.0352 14.0603 10.0433 9.90021 8.72271 7.92702 10.563 10.5596 7.49185 12.6137 10.7027 6.96491 9.53112 7.73073 6.8113 6.36231 8.52701 6.71292
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internal_count=587699 6633 4746 3416 581066 579212 100163 11140 89023 479049 201240 277809 1471 1945 1854 1887 1085 988 802 459 343 1330 748 582 97 1816 1503 313

Tree=58
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split_feature=9 25 18 28 27 1 27 9 34 55 45 9 9 29 5 17 27 4 27 28 25 26 3 43 52 31 37 55 51 27
split_gain=11.8283 11.4381 11.1692 12.7021 13.2211 12.0708 13.8787 11.6663 10.9075 9.699 15.2538 11.4337 11.2139 12.3922 10.3144 9.49206 10.985 14.7458 14.4108 12.5432 9.90808 8.82261 8.18722 7.3352 10.5445 8.55243 6.59002 12.4827 6.45289 4.89622
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Tree=59
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Tree=70
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split_feature=29 46 49 31 23 47 20 31 9 45 17 3 29 34 1 7 46 50 35 47 9 46 49 13
split_gain=9.39253 15.5837 14.2215 13.039 11.5538 10.4583 10.2445 9.52435 11.2449 12.1433 10.9664 10.2734 9.91474 9.66077 9.47678 9.25767 8.86054 6.38383 6.25174 5.72869 3.89807 2.56434 2.33899 1.6485
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Tree=71
num_cat=0
split_feature=25 12 1 13 14 55 23 55 23 51 55 51 14 45 48 37 11 5 50 20 45 34 23 37 17 20 14 8 46
split_gain=8.27552 14.688 11.3313 9.22919 9.16762 8.99498 8.09822 19.0391 15.0712 12.7981 8.16847 13.1214 11.5353 7.9989 14.9442 9.017 8.33612 8.53804 8.23304 8.21456 10.1953 7.86864 12.0191 7.37533 7.08182 6.52609 6.24507 6.01247 5.7072
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Tree=72
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split_feature=5 2 46 9 26 29 20 25 29 6 17 18 6 38 24 53 31 4 26 24 51 13 25 20 8 18
split_gain=7.69821 8.71222 8.09458 10.618 9.54526 9.41694 8.13827 7.38452 11.9882 10.5995 25.4683 22.1801 10.4939 18.7833 10.3558 9.45167 8.77354 8.94459 8.58393 11.777 9.66055 7.97186 6.77864 6.74553 6.23615 2.58586
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internal_value=-5.4069e-05 -0.00735501 -0.00836757 0.0025223 0.0458391 -0.0136405 -0.00280774 7.40175e-07 0.000280903 -0.00137965 -0.00621075 -0.00434626 0.000819649 -0.000798044 0.00138538 -0.0405287 -0.00112098 -0.00137871 -0.00069861 -5.02012e-05 -0.00538723 0.00660408 -0.0257061 -0.00542311 0.0526686 0.0150981
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Tree=73
num_cat=0
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split_gain=6.35792 17.825 15.7905 15.6956 15.0635 14.0165 12.4604 27.8598 29.0818 21.3135 18.3895 16.6973 16.5443 16.361 14.8134 12.5415 12.3493 11.9259 11.6014 11.0866 10.7798 11.3144 10.0524 9.82726 9.28838 9.09477 8.66775 8.6355
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Tree=74
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Tree=81
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Tree=82
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Tree=83
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Tree=84
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Tree=85
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Tree=165
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internal_value=-9.34162e-05 0.00425621 -0.0339649 0.0049691 -0.00600304 -0.0151007 0.0183991 0.00732097 -0.00700198 0.00987039 -0.0288893 0.00981423 -0.000159735 -0.000741183 -0.000267604 0.0175801 -0.00336206 -0.0044537 0.00326251 0.000280658 -7.29892e-05 -0.00914252 0.00259973 0.00695581 0.000716594 -0.000342082 0.000108168 -0.08175 -0.1047
internal_weight=142724 2143.44 39.2472 2104.19 371.418 270.551 100.868 1732.77 256.91 20.4696 12.8225 1475.86 140580 60587.4 51315 213.248 9272.35 7960.57 1311.78 79992.9 69408.5 1359.23 10584.5 3194.63 7389.84 51101.8 68049.2 18.7776 13.0916
internal_count=600078 9342 230 9112 1534 1123 411 7578 1321 111 73 6257 590736 254337 215696 1466 38641 33073 5568 336399 291733 6992 44666 13860 30806 214230 284741 119 91

Tree=194
num_cat=0
split_feature=6 17 15 27 51 28 18 21 0 9 28 25 26 37 46 26 5 12 9 37 7 46 11 28 24 21 24 28
split_gain=4.75871 6.92879 10.0767 6.68162 10.5407 10.6838 7.8479 7.6415 6.94935 6.30639 10.3774 5.98549 5.3111 4.86019 8.42163 9.96348 8.44322 7.27704 5.51591 4.26221 8.26746 8.10348 4.1618 13.9326 3.77206 3.57225 3.02197 0.39515
threshold=2.371862649917603 -0.86012724041938771 0.00051756241009570669 0.078045401722192778 0.82340854406356823 0.76435735821723949 0.021949413232505325 3.1711952686309819 0.0079743834212422388 0.0025524349184706811 0.0073231013957411059 0.20001120865345004 1.5967925786972048 8.9425926208496112 -0.01089987065643072 -1.2058263421058653 1.0110889077186587 -0.22220388054847715 -0.036329615861177438 -1.2182720899581907 -0.2128842696547508 -0.0069520503748208276 2.3682795763015752 0.14125750213861468 0.10144596546888353 -0.15224581956863401 -0.72646737098693837 0.15544103831052783
left_child=13 2 26 7 6 -6 -5 8 -3 10 -4 -9 -11 19 17 18 -17 25 -16 20 -1 -22 24 -24 -21 -15 -2 -28
right_child=1 3 9 4 5 -7 -8 11 -10 12 -12 -13 -14 14 15 16 -18 -19 -20 22 21 -23 23 -25 -26 -27 27 -29
leaf_value=0.1282497250941266 -0.026704033411529118 -0.0064205294850918984 0.14978112651575373 0.051177085543592647 0.0086001459752037858 0.13596824747225467 -0.018780703838579504 0.012130487095572769 0.00877315193200396 0.049929224472288841 -0.036088515963403713 0.14550661321693917 -0.071942358615953467 0.14920752894320394 -0.13571918057738411 0.0033499830079813443 0.043398574188188585 -0.011309850264033024 -0.022856424662052389 0.00021469677568899229 0.039511177132898624 -7.7033403486082076e-05 0.0045286163422065279 -0.044007198931126285 -0.00067660619804023293 0.052683873777525543 -0.11750870902879489 -0.087084600306646207
leaf_weight=4.3279793411493293 5.6347805634140995 256.52556781470776 4.682998828589918 12.152333691716192 144.69027225673199 4.9200111478567115 248.43555153906345 4.6441238522529584 1429.609649926424 3.8511577099561674 4.0446999669075012 5.1012394428253174 7.8491805717349052 6.5465694665908822 4.8747055977582923 186.17959699034691 47.798572361469269 5.4264934659004203 8.7345220297574979 79671.590293873101 49.322240427136421 153.99862436950207 118.97184788435698 66.681030496954918 60247.601474612951 4.8023378401994714 5.9823049530386907 6.3671094998717308
leaf_count=18 28 1321 24 51 591 20 1035 21 6051 19 26 22 42 27 20 794 199 23 36 335031 210 656 517 275 252910 20 36 55
internal_value=-8.56125e-05 0.00388826 -0.0318874 0.00454076 -0.00519395 0.0127887 -0.0155183 0.00689539 0.00646161 0.00896094 0.0636431 0.0819466 -0.0318284 -0.000146234 0.011368 0.00741903 0.0115314 0.0696514 -0.0632829 -0.000167928 0.0120009 0.0095264 -0.000185963 -0.012904 -0.000169088 0.108363 -0.0782866 -0.101823
internal_weight=142721 2144.49 38.4122 2106.08 410.198 149.61 260.588 1695.88 1686.14 20.428 8.7277 9.74536 11.7003 140577 264.363 247.587 233.978 16.7754 13.6092 140312 207.649 203.321 140105 185.653 139919 11.3489 17.9842 12.3494
internal_count=600078 9342 230 9112 1697 611 1086 7415 7372 111 50 43 61 590736 1119 1049 993 70 56 589617 884 866 588733 792 587941 47 119 91

Tree=195
num_cat=0
split_feature=53 12 50 26 50 23 51 24 1 28 23 35 9 0 16 26 28 17 24 16 17 8 31 16
split_gain=5.80345 9.57252 10.944 10.3939 8.4357 7.77438 8.07749 5.70294 5.33887 5.30266 24.8699 15.7447 11.0335 9.52502 11.2333 9.46408 6.58256 14.0758 14.3195 9.59109 7.91536 15.876 6.07035 4.88331
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right_child=1 2 3 4 -6 8 -8 -9 -10 10 11 15 -14 23 -16 -17 17 19 -20 -21 22 -23 -24 -25
leaf_value=-0.00047059841073399366 0.1278064270069455 0.039823693385361805 -0.15721612662615964 -0.054231039812951722 0.0040944958168008085 -0.06752815265916004 0.0064210929854998074 -0.032445322679404864 0.0026146267065931339 0.019211122453544484 0.02150123510252782 0.0012807444628435854 0.0024038111103697902 -0.055960765250894787 -0.049204984583294378 -0.0039895516798063172 4.4087404355232376e-05 -0.023337826053985405 0.0058342530850237165 0.008546925096503873 0.0025301567234090037 0.0068430623466125724 -0.00072546988289804294 -0.0164057148298185
leaf_weight=6279.7246776875108 4.889175370335578 128.73159988224506 4.8516592681407928 20.291576907038689 153.03584644943476 9.5946209728717786 88.105164289474487 5.8238168209791166 42.873445138335228 44.377636082470417 339.02793531119823 3732.9957803338766 615.21184994280338 92.680851969867945 28.458537861704826 7229.003473892808 30883.983614899218 70.355012595653534 3428.4942742139101 2186.3540394455194 4363.9429086446762 3256.4446329623461 79892.996558608487 29.800917915999889
leaf_count=29093 21 536 20 85 647 40 371 25 181 216 1363 15051 2496 658 129 29336 127499 290 14120 9178 17929 13758 337751 164
internal_value=-4.43508e-05 0.00950643 0.00823049 -0.0077474 -0.00273372 0.0191474 0.0262515 -0.0891496 -0.0102121 -7.50661e-05 -0.00177634 -0.00128322 0.00918886 -0.0318617 -0.00752041 -0.00219481 8.2994e-05 0.00105031 0.000622639 0.00755289 -0.000294155 0.0020269 -0.00055685 -0.0463367
internal_weight=142932 458.197 453.308 184.003 173.327 269.305 216.837 10.6755 52.4681 142474 12111.6 11916.2 954.24 195.318 72.8362 10962 130362 36569.2 34312.5 2256.71 93793.1 9536.17 84256.9 122.482
internal_count=600957 1926 1905 777 732 1128 907 45 221 599031 49413 48246 3859 1167 345 44387 549618 151087 141619 9468 398531 42851 355680 822

Tree=196
num_leaves=24
num_cat=0
split_feature=53 45 2 50 12 14 17 26 28 17 23 6 37 13 6 8 28 2 13 17 21 6 21
split_gain=4.85872 8.78832 11.0214 8.99593 11.4548 10.2418 6.69285 5.39803 4.6906 16.8732 21.723 19.493 13.4352 12.5228 9.93872 9.09942 8.14155 14.014 14.9688 8.80898 8.64507 29.7892 6.95374
threshold=5.3784809112548837 0.014905953779816629 0.010058751795440914 0.66067683696746837 -0.28670085966587061 0.12005641311407091 -0.76412707567214955 -0.062090221792459481 0.068536594510078444 -0.87360209226608265 -0.003966008545830845 0.88734760880470287 9.3639092445373553 -0.077893167734146104 0.36366368830204016 0.15574186295270923 0.0039976737461984166 -0.021124959923326966 0.002994754235260189 -0.50538033246994007 4.5086498260498056 -0.44205781817436213 -0.050385544076561921
decision_type=2 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 -5 -2 -3 -4 16 11 15 13 -13 -10 -12 -11 20 19 -19 -18 22 -22 -1
right_child=1 6 7 4 -6 -7 -8 -9 9 10 14 12 -14 -15 -16 -17 17 18 -20 -21 21 -23 -24
leaf_value=-2.6378288025938688e-05 0.015486917964317523 0.15473701391371833 -0.13821988649304998 0.13977485708739917 -0.0089198394619898064 0.098496355065552557 0.0155931472788158 -0.014875939434056984 0.093526977045693793 0.026332403822750674 -0.0053207518090742914 -0.044572224330994975 0.14740405360699674 -0.0081707344147145533 -0.00030722460257799963 -0.0037811377987115192 -0.014555772649347477 0.0052352440618872245 0.00067861976710094189 -0.001641730853188098 0.027540377731201673 -0.010430950764844269 -0.002083472501774123
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leaf_count=338315 1040 23 23 16 736 47 21 20 40 1199 14356 1123 18 1808 57179 388 2437 28248 89329 4375 1520 1185 57511
internal_value=-4.06699e-05 0.0086989 0.00694011 0.00898335 -0.005727 0.0190747 0.087502 -0.0800267 -6.87731e-05 -0.00132426 -0.000881494 -0.016063 -0.0413015 -0.00582085 -0.00131825 0.0189326 0.000120694 0.00133953 0.00178476 -0.00624086 -0.000269178 0.00990018 -0.000334666
internal_weight=142927 458.127 448.125 437.838 178.148 259.691 10.0016 10.2868 142469 18680.9 18136.1 544.831 157.275 387.556 17744.9 391.149 123788 30000 28335.7 1664.3 93787.7 600.112 93187.5
internal_count=600957 1926 1882 1839 752 1087 44 43 599031 76111 73122 2989 1141 1848 71535 1587 522920 124389 117577 6812 398531 2705 395826

Tree=197
num_leaves=21
num_cat=0
split_feature=17 37 12 18 25 34 11 23 53 31 16 4 47 45 42 11 52 2 49 28
split_gain=4.18942 7.02956 6.1863 15.0867 9.88173 8.49862 7.16206 5.67896 4.40899 7.30338 9.29517 10.4799 7.62272 6.76326 4.19985 8.89834 11.2402 4.07857 3.97535 3.96279
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decision_type=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 7 -5 -4 -7 -2 14 12 -11 -12 -10 -14 18 16 -16 -17 -1 -20
right_child=1 -3 5 4 -6 6 -8 -9 9 10 11 -13 13 -15 15 17 -18 -19 19 -21
leaf_value=-0.06772691527871233 0.0040345944609625458 0.093622761832820131 -0.1068989474233079 -0.026469722305806367 0.064227449577768991 0.048703337135538698 -0.019636941569241981 -0.044407186540198554 0.11101256335003667 -0.097793649817289066 0.10482233359618662 -0.0034359193412286876 0.013413418721688736 0.097241442205158846 -0.0069296440848861073 0.10030894960201621 -0.058823592984614377 0.0036434208819211265 -0.00091242837862279443 0.00015538668621406401
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leaf_count=35 6548 26 29 44 197 53 322 76 27 31 28 819 950 30 715 30 148 23 132320 458506
internal_value=-3.73061e-05 0.00414191 0.00381042 0.0050751 0.0476239 -0.0169064 -0.0099547 0.00348174 -8.79818e-05 0.00832887 -0.00325029 0.000139398 0.0184958 0.0160015 -0.000114784 -0.0118195 -0.0160383 0.0570922 -9.63662e-05 -9.33443e-05
internal_weight=142922 1712.26 1705.94 1607.79 58.0349 98.1495 91.1114 1549.75 141209 448.226 209.558 202.305 238.668 232.402 140761 221.14 208.383 12.7572 140540 140534
internal_count=600957 7295 7269 6865 241 404 375 6624 593662 1885 878 847 1007 980 591777 916 863 53 590861 590826

Tree=198
num_cat=0
split_feature=55 11 35 23 49 52 34 31 9 55 47 2 34 5 19 14 49 26 9 16 54 54 54 54 31 50 21 8 35 54
split_gain=4.3535 9.69033 10.2147 10.2705 11.1141 7.80451 8.78505 7.37254 7.34815 12.7608 14.7058 9.7059 8.25646 8.14314 7.97026 7.8908 7.06242 14.4157 7.81844 7.01415 6.40615 13.1052 8.52884 5.67942 11.2474 10.9268 7.90171 5.56345 9.79469 5.58358
threshold=0.53411155939102184 -1.8003312945365904 -0.23395115882158277 -0.1461357846856117 -1.2793034911155698 -0.12943494319915769 0.3451699316501618 2.1785788536071782 0.20248866081237796 -0.076943162828683839 1.4361547231674197 -0.019427067600190636 0.90735626220703136 2.3094857931137089 -0.019840817898511883 -0.52039507031440724 1.3267600536346438 1.629767179489136 -0.033029973506927483 -0.046441577374935143 3.3051205873489384 6.2333779335021982 3.0997023582458501 4.5166687965393075 -1.8460870385169981 0.93195754289627086 -0.12662634253501889 0.2556994110345841 0.60374397039413463 -0.82106029987335194
left_child=8 2 3 4 -2 6 -4 20 23 10 12 15 -10 -13 -12 -11 18 -18 -9 -5 22 -22 -3 27 26 -26 -25 29 -29 -1
right_child=1 7 5 19 -6 -7 -8 16 9 11 14 13 -14 -15 -16 -17 17 -19 -20 -21 21 -23 -24 24 25 -27 -28 28 -30 -31
leaf_value=0.015497911678192009 0.047297215457028391 -0.00096250036793600353 0.021552136177150349 0.0070475654569930844 -0.04455735402119522 0.11270497533449107 -0.015184434242569661 -0.018566834661065641 -0.010006640077994297 -0.061150237246371093 -0.010529633151580235 0.0036944225620256033 -0.0030370319819444033 -0.027387328527727964 0.0093664598505535674 0.045556979277061642 -0.033460160758607117 0.096844840446488362 0.015273451447319127 -0.0063943331423474943 -0.014708404554434213 0.0090052949472036667 0.026447658317250964 0.097645004693351023 -0.0011096519253139059 0.014686828224360455 0.018283241694396428 -0.00038806332060771379 0.0070349875789307318 0.00023465997130121097
leaf_weight=173.5417148321867 11.360026344656942 45270.824017534032 318.91657821089029 1110.7777533382177 58.668631598353386 6.1457095593214026 55.166558429598808 55.107865825295448 2103.3061591237783 5.4776344448328009 179.43870380520821 1850.2167476862669 2951.0812363103032 62.972986415028572 768.45386246591806 58.265808209776878 54.387658320367336 6.9139011651277533 470.28056486323476 375.21614690124989 626.26718158274889 230.29229753836989 82.166000112891197 15.792049318552015 869.03692783787847 497.49984055384994 21.276842899620533 2693.7487755566835 2454.5310437008739 79487.550274845213
leaf_count=727 46 190931 1303 4510 236 25 227 223 8493 22 723 7470 11867 254 3086 234 239 32 2050 1557 2769 1005 369 66 3637 2078 91 10827 9897 335963
internal_value=-3.4151e-05 -0.000686354 0.0052062 0.00215434 -0.0296567 0.0176954 0.0161345 -0.000930165 0.000303281 -0.0021645 -0.00411532 0.00375849 -0.00593733 0.00267136 0.00560007 0.0363874 0.00853838 -0.0187637 0.011724 0.00365346 -0.00105038 -0.0083328 -0.000912841 0.00053168 0.00589438 0.0046412 0.0520929 0.000442927 0.003151 0.000267911
internal_weight=142925 48732.5 1936.25 1556.02 70.0287 380.229 374.083 46796.2 94192.2 7979.21 6002.28 1976.93 5054.39 1913.19 947.893 63.7434 586.69 61.3016 525.388 1485.99 46209.5 856.559 45353 86213 1403.61 1366.54 37.0689 84809.4 5148.28 79661.1
internal_count=600957 205522 7904 6349 282 1555 1530 197618 395435 32149 24169 7980 20360 7724 3809 256 2544 271 2273 6067 195074 3774 191300 363286 5872 5715 157 357414 20724 336690

Tree=199
num_cat=0
split_feature=27 27 23 13 12 48 28 17 24 28 7 8 17 9 9 8 49 55 8 45 24 31 0 3 28 48 18 24 26 9
split_gain=4.37212 13.0439 10.6384 11.3991 9.23785 10.0657 9.33557 7.68004 22.5596 10.5535 9.36193 7.25207 8.94359 8.66901 17.0768 14.5708 8.3502 7.85683 6.82395 10.7528 10.1746 7.57075 7.04632 9.561 6.77364 6.59134 5.74653 5.7229 4.64671 8.72646
threshold=-0.0058929091319441787 -0.0035790378460660572 -0.05013183876872062 0.002212678082287312 0.94098043441772472 -0.33299300819635386 0.27136746048927313 -0.87360209226608265 0.98199859261512767 -1.0817925930023191 0.62396004796028148 0.072298947721719756 -0.70259338617324818 -0.058888075873255723 -0.020280238240957257 0.0065223043784499177 2.3465241193771367 1.2007735371589663 0.55542638897895824 -0.027987113222479817 1.2464684247970583 0.99821078777313244 -0.040125846862792962 -0.20284139364957807 -0.46712300181388849 -0.70983687043189991 -0.016452454961836335 0.28062812983989721 -0.082925464957952486 -0.018994261510670182
left_child=7 2 3 25 6 -6 -4 8 9 27 -11 13 16 15 -15 -3 -13 -14 22 21 -21 -20 23 -9 -24 -2 -5 -1 29 -10
right_child=1 11 4 26 5 -7 -8 18 28 10 -12 12 17 14 -16 -17 -18 -19 19 20 -22 -23 24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.067852599866766339 0.13357815859582761 0.00075048842066123556 0.0030015303046137371 -0.029574346608723299 0.094211156371577204 0.014926496242410261 -0.018877592312498945 -0.016897900694680841 0.016639523066304483 -0.0073996923758015663 -0.10666539712398723 0.0063957816187201208 -0.0016490471878234097 -0.0030218778252684183 0.00049935883302952577 0.0075591905224775286 -0.017820632272905979 -0.0079720602650929957 -0.010629029857130906 0.0045126608708547017 0.023241429215905406 0.02708104523916036 -0.0075616381938634711 0.0028836983406546695 -0.0012111718989553225 0.045554728768843124 0.045881376453131867 -0.036087120717054798 -0.037043867928860517 -0.11528650130429412
leaf_weight=20.03905734419823 7.0939486771821967 10229.888383634388 9824.5202047675848 23.170394897460938 15.942121192812918 42.177380800247192 142.9527582526207 183.8890105932951 4.3514915257692364 291.55073991045356 7.0299542695283881 1377.3074253574014 13326.533580213785 12077.302126254886 56512.120030647144 2918.7916650176048 111.18072098493576 1589.1412394195795 381.54362007975578 873.57146206498146 275.72049929201603 42.777146965265274 1270.945651948452 4411.1183108985424 26860.264573063701 46.011328734457493 10.641218200325964 4.7308373749256125 18.053137972950935 21.625326417386532
leaf_count=134 31 41482 40426 105 66 171 577 742 18 1292 31 5778 53623 49945 247093 11885 459 6398 1533 3508 1107 172 5127 17879 110900 214 48 31 82 100
internal_value=-3.12655e-05 0.000234777 0.00314146 0.032751 0.00288476 0.0366742 0.00268774 -0.000862033 -0.0130865 -0.00531392 -0.00973686 -6.4726e-05 -0.00169574 0.000262605 -0.000120664 0.00226191 0.00458697 -0.00232271 -0.000731098 0.00473641 0.00900578 -0.00682736 -0.000993999 0.00209205 -0.00149808 0.0573131 -0.00582686 0.048001 -0.0701672 -0.093187
internal_weight=142922 108255 10112.5 86.9169 10025.6 58.1195 9967.47 34667.2 367.381 323.351 298.581 98142.3 16404.2 81738.1 68589.4 13148.7 1488.49 14915.7 34299.8 1573.61 1149.29 424.321 32726.2 4595.01 28131.2 53.1053 33.8116 24.7699 44.03 25.9768
internal_count=600957 458301 41638 398 41240 237 41003 142656 1688 1488 1323 416663 66258 350405 297038 53367 6237 60021 140968 6320 4615 1705 134648 18621 116027 245 153 165 200 118

end of trees

feature_importances:
Column_28=326
Column_6=325
Column_7=293
Column_17=265
Column_8=218
Column_9=216
Column_23=177
Column_33=170
Column_25=163
Column_1=153
Column_24=151
Column_31=149
Column_55=149
Column_48=147
Column_34=146
Column_46=141
Column_26=135
Column_0=132
Column_21=126
Column_12=124
Column_18=121
Column_13=116
Column_35=110
Column_5=109
Column_16=109
Column_11=107
Column_51=106
Column_45=104
Column_20=98
Column_14=96
Column_19=96
Column_49=95
Column_4=94
Column_2=91
Column_29=82
Column_27=79
Column_3=68
Column_47=65
Column_50=60
Column_15=59
Column_37=57
Column_22=34
Column_53=34
Column_43=27
Column_52=24
Column_44=18
Column_38=16
Column_32=11
Column_54=6
Column_42=3
Column_39=1

parameters:
[boosting: gbdt]
[objective: binary]
[metric: binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 50]
[learning_rate: 0.085]
[num_leaves: 31]
[num_threads: 1]
[seed: 42]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: 5]
[min_data_in_leaf: 20]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 0.8]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 5]
[bagging_seed: 400]
[bagging_by_query: 0]
[feature_fraction: 0.8]
[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:null

objective=binary metric=binary_logloss num_leaves=31 max_depth=5 learning_rate=0.085 feature_fraction=0.8 bagging_fraction=0.8 bagging_freq=5 min_child_samples=20 verbosity=-1 num_threads=1 random_state=42 num_iterations=50

tree
objective=regression
tree_sizes=2486 2507 2599 2646 2705 2510 2686 2320 2604 2878 2542 2515 2427 2321 2603 2436 2999 2438 2337 2782 2610 2719 2720 2812 2647 2912 2410 2495 2323 2788 2329 2555 2528 2424 2407 2411 2338 2602 2446 2313 2237 2414 3016 3018 3032 3024 2761 2966 3071 3034 3020 3026 2469 2976 2974 2868 2590 2852 2949 2938 2864 2856 2110 2644 2480 2283 2461 2547 2565 2409 2546 2855 2581 2572 2751 2481 2505 2683 2663 2661 2866 2868 2493 2766 2406 2764 2739 2764 2582 2399 2581 2563 2472 2773 2300 2377 2323 2490 2684 2400 2927 2667 2781 2736 2482 2661 2580 2788 2587 2846 2591 2745

Tree=0
num_cat=0
split_feature=45 17 0 55 34 24 23 47 0 0 55 49 29 27 26 0 23 31 23 25 18 45 45 1
split_gain=0.110396 1.92437 8.26674 0.0511251 0.394338 11.9108 0.0917659 1.45278 0.0378807 0.32812 4.3942 0.0249231 0.0297435 0.0174795 0.0457746 0.0168183 0.0186427 0.0113516 0.00939327 0.00858992 0.00956104 0.00800426 0.00581721 0.00535985
threshold=-0.17180078476667401 -0.8243863284587859 0.0054809453431516894 2.0211037397384648 1.468370318412781 -0.88231047987937916 -0.030672303400933739 -1.256108224391937 -0.034956371411681168 -0.037053914740681641 -1.3123381733894346 -1.6757296919822691 2.2350320816040044 0.16744337230920794 0.70929089188575756 0.02376531902700663 -0.050568621605634682 -1.2844281196594236 0.089464709162712111 -0.3590626567602157 0.15410324186086657 -0.092140045017003999 0.050698401406407363 0.012086161877959968
left_child=1 2 19 8 6 -6 7 -5 9 22 -11 12 -3 17 -15 23 -17 -13 -7 -1 -21 -8 -2 -10
right_child=3 11 -4 4 5 18 21 -9 15 10 -12 13 -14 14 -16 16 -18 -19 -20 20 -22 -23 -24 -25
leaf_value=0.0015859416877744249 0.00012084970290846924 8.9250117308787847e-05 0.061097898361519291 0.014486836166064483 0.058679875855028901 8.7548884019372769e-05 0.00088062567184760403 0.0001017268900603136 9.3661287750040521e-05 0.017017075016796137 0.00012289669344818288 0.00059643966144112847 0.0039481731263270757 0.00031706346099352533 -0.0043271601317586153 -0.0017855689047838771 2.8190555530745415e-05 5.409445962925939e-05 -0.0016987996145996379 0.00049852276847903859 -0.0016917096004763082 6.6349973380231531e-05 -6.1193139037955609e-05 6.0121544571203652e-05
leaf_weight=22 19392 31 20 54 26 639 88 836 484632 120 1523 335 27 46 23 41 29833 1663 22 36 24 9840 1357 37057
leaf_count=22 19392 31 20 54 26 639 88 836 484632 120 1523 335 27 46 23 41 29833 1663 22 36 24 9840 1357 37057
internal_value=9.79553e-05 0.00069528 0.0120999 9.56831e-05 0.000273095 0.00224781 0.00014769 0.000974531 9.21269e-05 0.000200505 0.0013568 0.000147856 0.00188565 9.90937e-05 -0.00123101 8.7727e-05 2.57013e-05 0.000145028 2.8094e-05 0.000149226 -0.00037757 7.35676e-05 0.000108944 9.12789e-05
internal_weight=587687 2227 102 585460 11505 687 10818 890 573955 22392 1643 2125 58 2067 69 551563 29874 1998 661 82 60 9928 20749 521689
internal_count=587687 2227 102 585460 11505 687 10818 890 573955 22392 1643 2125 58 2067 69 551563 29874 1998 661 82 60 9928 20749 521689

Tree=1
num_cat=0
split_feature=45 17 33 6 55 34 24 33 47 0 0 55 49 17 27 26 0 21 31 4 45 14 27 3
split_gain=0.092426 1.61113 7.82762 0.0463099 0.0428032 0.330149 9.97206 0.120887 2.46319 0.0317147 0.27471 3.67893 0.0208663 0.0273097 0.0146342 0.0383237 0.0141283 0.0161179 0.0095038 0.00689324 0.00487031 0.00463794 0.00373067 0.00331063
threshold=-0.17180078476667401 -0.8243863284587859 0.20203109085559848 6.0551392380148179e-05 2.0211037397384648 1.468370318412781 -0.88231047987937916 0.50690898299217235 -1.256108224391937 -0.034956371411681168 -0.037053914740681641 -1.3123381733894346 -1.6757296919822691 0.18783452361822131 0.16744337230920794 0.70929089188575756 0.025386652909219268 5.3197524547576913 -1.2844281196594236 -0.17835853993892667 0.050698401406407363 0.35130810737609869 0.089672453701496138 0.16409748047590259
left_child=1 2 -1 19 9 7 -7 23 -9 10 20 -12 13 -3 18 -16 21 -18 -14 -4 -2 -11 -8 -6
right_child=4 12 3 -5 5 6 22 8 -10 16 11 -13 14 -15 15 -17 17 -19 -20 -21 -22 -23 -24 -25
leaf_value=0.05722235570807243 1.6306980510635879e-05 0.0001359153997338061 -0.0010983725183759817 -0.0044477249409452012 -2.7368332156129539e-05 0.053597816776914095 -2.6892042402116997e-05 0.02495261247345722 -6.8988722123732727e-06 -9.6143836228271826e-06 0.015476352911429179 1.8179973534890493e-05 0.00045147177585597853 0.0039063681146897424 0.00019584250032810658 -0.0040536220754881433 -6.6873703411570874e-05 -0.00073674342137828794 -4.4774069544098435e-05 0.00083431341651521505 -0.00015026223355288132 -6.1601023975249705e-05 -0.0010470948833729685 -0.0010483101785528405
leaf_weight=21 19392 35 20 21 10167 26 634 30 598 511210 120 1523 335 23 46 23 27384 262 1663 40 1357 12707 27 23
leaf_count=21 19392 35 20 21 10167 26 634 30 598 511210 120 1523 335 23 46 23 27384 262 1663 40 1357 12707 27 23
internal_value=-4.64144e-06 0.000541911 0.0109772 -0.00101231 -6.72044e-06 0.000155611 0.00196248 4.0866e-05 0.00118543 -9.97441e-06 8.91912e-05 0.0011472 4.10178e-05 0.00163109 -3.5998e-06 -0.00122065 -1.40003e-05 -7.3222e-05 3.84303e-05 0.000190085 5.41323e-06 -1.08753e-05 -6.85645e-05 -2.96727e-05
internal_weight=587687 2227 102 81 585460 11505 687 10818 628 573955 22392 1643 2125 58 2067 69 551563 27646 1998 60 20749 523917 661 10190
internal_count=587687 2227 102 81 585460 11505 687 10818 628 573955 22392 1643 2125 58 2067 69 551563 27646 1998 60 20749 523917 661 10190

Tree=2
num_cat=0
split_feature=45 17 24 24 23 49 2 45 47 23 31 23 26 28 49 21 27 26 13 21 27 17 51 23 45
split_gain=0.0773814 1.34888 7.40892 0.0325082 0.0320477 0.206947 8.08379 20.4371 0.0536555 0.972672 0.0317728 2.82987 13.0479 0.0181793 0.0174698 0.0242119 0.0122522 0.0320855 0.0113506 0.0100779 0.0085336 0.00850101 0.00746021 0.0073965 0.00416881
threshold=-0.17180078476667401 -0.8243863284587859 0.96566614508628856 0.24980354309082034 -0.030672303400933739 -1.3179033398628233 0.00031758204568177467 0.018759440630674366 -1.256108224391937 -0.032262491062283509 2.102653026580811 -0.0097320508211851103 -0.70996257662773121 -0.00055394190712831904 -1.6757296919822691 0.29690591990947729 0.16744337230920794 0.70929089188575756 0.25719563663005834 1.6111459732055666 -0.17727538943290708 5.6550514698028573 3.3942130804061894 0.072871152311563506 0.064614940434694304
left_child=1 2 3 13 5 6 24 -8 9 -7 18 12 -12 -1 15 -3 21 -18 20 -20 -6 -16 -10 -13 -2
right_child=4 14 -4 -5 10 8 7 -9 22 -11 11 23 -14 -15 16 -17 17 -19 19 -21 -22 -23 -24 -25 -26
leaf_value=-0.0010357963945716621 4.0230079169709707e-05 0.0002325338242467536 0.055035480624490971 0.0011683026531351393 0.00050735681822671234 -8.1377192065216965e-05 0.10191693995714105 -0.00035298281082911376 -1.1493936167912175e-05 0.0098696737704791603 0.075795659164291804 -3.1969525530362451e-05 -0.00018307494436702032 -0.0040306583614074043 1.7533481642747186e-05 0.0038862962090934162 0.00017919593648833181 -0.00370906419229552 -4.5422495972136292e-05 -0.0002584533960342326 -9.3909799645178075e-06 0.0017787950675726735 -0.00039664928429717017 -0.0005712399581169795 -0.00047762380484327573
leaf_weight=27 2331 38 21 22 231 1072 20 48 23702 76 20 6628 89 32 1978 20 46 23 44826 1664 504077 20 369 189 118
leaf_count=27 2331 38 21 22 231 1072 20 48 23702 76 20 6628 89 32 1978 20 46 23 44826 1664 504077 20 369 189 118
internal_value=-4.24692e-06 0.000495848 0.0100441 -0.00162031 -6.1492e-06 8.30285e-05 0.000817963 0.0297264 9.67786e-06 0.000577403 -1.05841e-05 0.000170338 0.013758 -0.00266013 3.75312e-05 0.00149245 -3.29382e-06 -0.00111689 -1.28591e-05 -5.30474e-05 -9.15428e-06 3.51637e-05 -1.73982e-05 -4.69207e-05 1.52784e-05
internal_weight=587687 2227 102 81 585460 27736 2517 68 25219 1148 557724 6926 109 59 2125 58 2067 69 550798 46490 504308 1998 24071 6817 2449
internal_count=587687 2227 102 81 585460 27736 2517 68 25219 1148 557724 6926 109 59 2125 58 2067 69 550798 46490 504308 1998 24071 6817 2449

Tree=3
num_cat=0
split_feature=55 26 26 33 47 13 13 2 35 46 17 46 13 29 21 4 23 4 0 47 46 13 1 29 13
split_gain=0.035077 0.283444 13.4747 0.0993188 1.94815 0.029793 0.226636 3.35282 24.8907 0.201967 3.96217 0.0187568 0.0185916 0.0126455 0.0147252 0.00973431 0.00807568 0.0074995 0.00620582 0.003753 0.00366491 0.0025089 0.0132517 0.00124152 0.000921659
threshold=2.0211037397384648 -1.0894942879676817 -1.1032025814056394 0.50690898299217235 -1.256108224391937 -0.25902542471885676 -0.27063107490539545 0.00031758204568177467 -0.48450598120689387 0.12199990078806879 -0.8243863284587859 0.075994964689016356 -1.3210638761520384 0.21250460296869281 1.6111459732055666 0.22128950804471972 0.16060598939657214 -0.25643424689769739 0.10345410183072092 -1.9294450879096983 0.020757593214511875 0.11671986430883409 0.0096852886490523833 1.167691767215729 0.67603379487991344
left_child=5 2 11 17 -5 6 9 23 -9 18 -11 20 -6 21 16 -16 -15 -3 -1 -19 -2 22 -7 -8 -23
right_child=1 3 -4 4 12 13 7 8 -10 10 -12 -13 -14 14 15 -17 -18 19 -20 -21 -22 24 -24 -25 -26
leaf_value=-3.7789301748389983e-06 -6.4207281260293962e-05 -0.0015428627961288539 0.065805878334013759 0.0214923478612036 0.00080283523975070909 -7.3454203556883441e-06 -1.100644310630773e-05 0.10144864711043192 -6.215040552602779e-05 0.025304759885630315 -5.8215014212261743e-05 -0.0024407232091135274 -0.00020379232875383826 -5.2289768407043405e-05 -0.00020857205824088477 -0.00075311374481107547 0.00015131462534077322 -0.00072628773990868071 -0.00038349591344046007 -3.4612515395074593e-05 -0.00075108462922918217 -2.1123893306089881e-05 0.00018584016773013354 -0.00058090941496370121 -7.0757312171869315e-05
leaf_weight=47924 702 24 23 32 177 399943 2024 20 137 47 837 26 528 43097 1521 281 1455 57 313 10023 61 73018 2582 28 2807
leaf_count=47924 702 24 23 32 177 399943 2024 20 137 47 837 26 528 43097 1521 281 1455 57 313 10023 61 73018 2582 28 2807
internal_value=-3.88593e-06 0.000142117 0.00167388 2.73874e-05 0.000979993 -6.83954e-06 5.49655e-05 0.0008972 0.0128692 1.70897e-05 0.00129027 -0.000195625 4.89354e-05 -1.28857e-05 -5.52753e-05 -0.000293487 -4.56404e-05 -4.2097e-05 -6.24284e-06 -3.85238e-05 -0.000119121 -8.77799e-06 -6.10623e-06 -1.87829e-05 -2.29613e-05
internal_weight=587687 11653 812 10841 737 576034 51330 2209 157 49121 884 789 705 524704 46354 1802 44552 10104 48237 10080 763 478350 402525 2052 75825
internal_count=587687 11653 812 10841 737 576034 51330 2209 157 49121 884 789 705 524704 46354 1802 44552 10104 48237 10080 763 478350 402525 2052 75825

Tree=4
num_cat=0
split_feature=45 55 24 55 34 24 33 47 0 0 55 27 26 25 21 34 0 21 33 5 6 26 29 14 34 27
split_gain=0.0615888 0.577969 8.26087 0.0295069 0.271301 8.21016 0.0875108 1.75168 0.0223011 0.221386 3.02547 0.0141936 0.0387698 0.0174033 0.0163347 0.0278452 0.00969007 0.0121861 0.00934753 0.00924276 0.0148882 0.00527674 0.00511359 0.00348304 0.00289916 0.00285659
threshold=-0.17180078476667401 -1.1565124988555906 1.7039568424224856 2.0211037397384648 1.468370318412781 -0.88231047987937916 0.50690898299217235 -1.256108224391937 -0.034956371411681168 -0.037053914740681641 -1.3123381733894346 0.16744337230920794 0.70929089188575756 0.15585037320852282 3.1571753025054936 -1.3324646353721616 0.022381779737770561 5.3197524547576913 -0.024277338758110997 -1.4731301069259641 -1.1260314583778379 -1.0762560367584226 3.1276371479034428 0.40415987372398382 -1.1519880294799802 0.089672453701496138
left_child=1 2 19 8 6 -6 21 -8 9 22 -11 14 13 -13 18 -16 23 -18 -3 24 -21 -5 -2 -10 -1 -7
right_child=3 11 -4 4 5 25 7 -9 16 10 -12 12 -14 -15 15 -17 17 -19 -20 20 -22 -23 -24 -25 -26 -27
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Tree=7
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Tree=8
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Tree=9
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Tree=10
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Tree=11
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Tree=29
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Tree=31
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Tree=32
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Tree=33
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Tree=34
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Tree=35
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Tree=36
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Tree=37
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Tree=38
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Tree=39
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Tree=71
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Tree=79
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Tree=87
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Tree=88
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Tree=89
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Tree=90
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Tree=91
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Column_7=158
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[objective: regression]
[metric: rmse]
[data: ]
[valid: ]
[seed: 42]

objective=regression metric=rmse num_leaves=31 max_depth=5 learning_rate=0.085 feature_fraction=0.8 bagging_fraction=0.8 bagging_freq=5 min_child_samples=20 verbosity=-1 num_threads=1 random_state=42 num_iterations=50