tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=6
objective=binary sigmoid:1
feature_names=n_lab_procedures n_inpatient n_emergency medical_specialty med_change diabetes_med age_cat
feature_infos=[-3.4081764221191406:9.2774391174316406] [-4.8665976524353027:2.9061307907104492] [-4.7519073486328125:4.9126739501953125] [-4.1928558349609375:3.8848509788513184] [-6.4249053001403809:3.4231400489807129] [-2.7472755908966064:3.5828535556793213] [-3.9359405040740967:2.3529007434844971]
tree_sizes=3402 3382 3382 3382 3379 3395 3380 3377 3394 3409 3410 3410 3424 3417 3416 3419 3410 3403 3411 3417 3425 3421 3399 3422 3418 3413 3407 3421 3422 3422 3402 3431 3431 3418 3419 3434 3448 3400 3412 3408 3435 3405 3436 3409 3410 3410 3420 3401 3414 3404 3408 3396 3385 3410 3396 3384 3409 3419 3395 3387 3392 3394 3358 3405 3362 3363 3371 3386 3378 3383 3381 3379 3378 3368 3415 3379 3371 3372 3398 3375 3364 3383 3368 3390 3372 3379 3381 3369 3373 3398 3366 3387 3367 3389 3398 3359 3381 3363 3386 3389

Tree=0
num_leaves=31
num_cat=0
split_feature=4 0 0 0 4 4 5 4 4 1 5 4 4 0 5 1 4 4 1 4 4 5 3 0 1 0 0 1 4 0
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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 2 2 2
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internal_weight=0 3302.8 1110.65 2192.15 1368.51 1106.91 184.361 261.593 550.591 361.995 815.922 169.911 646.011 112.111 87.9452 560.059 316.902 524.681 922.552 32.1386 1376.23 98.9072 59.5436 300.957 446.702 1277.32 43.3497 240.168 51.073 77.9797
internal_count=18750 13257 4458 8799 5493 4443 740 1050 2210 1453 3275 682 2593 450 353 2248 1272 2106 3703 129 5524 397 239 1208 1793 5127 174 964 205 313
is_linear=0
shrinkage=1

Tree=1
num_cat=0
split_feature=4 0 0 0 4 4 4 5 4 1 5 4 4 4 0 5 4 5 1 1 1 5 4 5 5 1 4 0 4 4
split_gain=4028.94 2076.24 260.545 172.85 96.8529 93.6896 89.5196 189.117 88.1252 68.4062 61.4776 139.852 90.3931 57.5523 55.3577 65.2138 40.4879 104.363 38.0059 36.1823 35.4437 31.4994 30.6348 76.1698 45.2819 30.2479 28.3035 28.3023 26.1544 23.9363
threshold=-0.4093645960092544 0.46564403176307684 -0.3667048960924148 1.1338228583335879 -1.1073128581047056 0.81613856554031383 -0.50969499349594105 -0.69449633359909047 -1.5728475451469419 0.69303777813911449 0.66403028368949901 -0.15767676383256909 0.13662767410278323 0.98691493272781383 1.9648872017860415 -0.64928072690963734 -0.31851337850093836 0.13394945114851001 0.93049561977386486 -1.4603773355484007 -1.1153845787048338 -0.08796499669551848 -0.30018469691276545 -0.22470055520534513 -1.2573995590209959 0.76719540357589733 1.8177710771560671 -1.2286481261253355 0.56909769773483287 -0.73506551980972279
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leaf_count=600 265 768 93 301 94 759 148 138 97 484 119 678 812 481 97 233 2089 82 23 3498 1452 380 49 66 1303 138 170 3122 100 111
internal_value=0 -0.059699 -0.1114 0.0621785 0.145316 0.0210846 0.158432 0.0907553 0.0906902 0.0546811 -0.0711818 -0.0215769 -0.0842326 -0.0498888 0.0234896 -0.013527 -0.139401 -0.0728176 -0.0668289 0.170566 0.105037 0.147518 -0.119241 -0.0356419 -0.129083 -0.0236186 0.116728 -0.143859 0.0391191 0.0888383
internal_weight=0 3295.01 2313.58 981.428 1351.83 501.026 1090.09 165.737 261.735 312.436 949.633 197.802 751.831 379.515 111.793 87.5632 1363.95 85.5943 63.3838 924.356 480.402 129.243 372.315 39.2172 333.098 260.82 405.306 1278.35 59.3593 51.1711
internal_count=18750 13331 9397 3934 5419 2011 4369 666 1050 1252 3839 797 3042 1531 450 353 5558 347 256 3703 1923 518 1511 159 1352 1050 1622 5211 238 205
shrinkage=0.1

Tree=2
num_cat=0
split_feature=4 0 0 0 4 4 5 1 4 2 5 0 1 4 0 4 2 3 1 4 5 1 2 4 5 4 5 4 1 4
split_gain=3312.93 1735.2 223.792 142.053 77.3704 92.6631 184.268 63.0266 60.5195 54.4267 52.0387 68.5325 43.2096 37.2282 35.7179 31.9867 31.4133 32.2707 30.4455 30.0002 92.6442 29.123 28.4416 27.9319 49.3607 38.0514 27.6819 32.0866 26.992 26.8944
threshold=-0.3983082622289657 0.28961391746997839 0.86289966106414806 -0.38986876606941218 -1.0721688270568845 -0.50969499349594105 -0.24797823280096051 1.2535284757614138 -1.5728475451469419 -0.14290220290422437 -0.64928072690963734 1.6368146538734438 -1.7042989134788511 1.5915242433547976 1.535554885864258 0.84735041856765758 0.41098968684673315 0.25490455329418188 0.93049561977386486 -0.29218620061874384 0.53228548169136058 0.58209663629531871 0.18203516304492953 -0.31851337850093836 -0.13426122814416883 0.18005725741386416 0.78506106138229381 -0.097483754158020006 -1.4603773355484007 0.96978199481964122
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internal_value=0 -0.0551068 0.0436492 -0.109486 0.131258 0.143418 0.0784204 -0.00672307 0.0842463 -0.0759644 0.0342151 -0.00604805 0.08237 0.0889538 0.0313419 -0.0209496 -0.0513071 -0.0717541 -0.061758 -0.129823 -0.0788202 0.099563 0.0821183 -0.094577 0.0105404 -0.0996455 -0.124679 -0.0217918 0.156677 -0.0692535
internal_weight=0 3231.09 1147.39 2083.7 1353.4 1075.27 182.175 498.666 278.132 786.796 129.342 92.1941 648.719 609.083 94.72 429.835 68.3888 62.6835 65.0392 1296.91 105.909 514.363 68.8312 524.251 24.1157 500.135 274.244 23.8736 893.092 225.891
internal_count=18750 13257 4616 8641 5493 4368 740 2011 1125 3225 525 375 2605 2446 380 1734 279 256 265 5416 438 2066 277 2151 99 2052 1133 97 3628 919

Tree=3
num_cat=0
split_feature=4 0 0 0 1 4 4 5 4 2 0 5 4 1 0 4 5 5 5 4 1 2 4 5 4 5 1 4 1 4
split_gain=2747.91 1448.53 170.65 139.809 70.0148 67.604 77.4734 142.888 60.6607 45.7985 39.1655 46.9128 37.7268 37.684 28.4921 27.591 56.9445 40.9327 27.5897 34.4584 27.3153 27.2698 26.8481 43.5507 35.3374 29.6695 24.5635 23.5493 25.4172 24.576
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internal_weight=0 3174.04 1103.23 2070.8 631.272 1323.66 1067.73 142.909 255.935 788.186 109.433 85.8851 537.819 72.6731 1282.62 345.845 138.171 111.257 924.819 14.6241 910.195 54.1538 522.433 24.3715 498.062 269.421 471.962 228.641 154.984 67.3733
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Tree=4
num_cat=0
split_feature=4 0 0 0 4 5 4 2 4 4 1 1 0 1 4 5 4 4 5 5 4 4 5 5 1 2 4 5 4 4
split_gain=2294.92 1208.82 156.463 117.229 62.549 58.3564 88.6988 49.8205 45.4054 42.0362 41.5144 40.3494 50.9253 34.8241 30.2723 63.8314 30.6677 29.9127 58.3294 27.039 26.4919 25.8245 55.333 28.0743 24.9939 24.7668 24.7245 44.4351 24.3656 24.305
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Tree=5
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leaf_weight=1330.4392017464852 6.2233355538919559 6.973221484571698 5.4699193164706248 4.9213537387549859 5.2446299754083183 2.6194199249148395 5.2203364595770934 4.7770881280302993 3.9732378274202347 3.9570345394313318 5.4149082452058792 6.9296514093875894 6.5286734625697109 7.2159089297056198 3.630179107189182 6.5105281919240943 3.563857555389399 3.7620916105806828 6.0075246989727056 6.8917734511196613 5.983660876750946 3.0706031247973451 3.426971793174741 4.3825888335704803 5.3103808388113958 4.0020119398832312 6.0252412520349008 4.962310843169691 14.175876564346252 371.33441015006974
leaf_count=13238 112 40 34 37 34 13 28 25 21 30 28 35 34 37 18 34 20 26 35 39 29 15 22 21 29 19 36 25 144 4492
internal_value=0 -0.00798213 -0.00408381 -0.0166818 0.0129722 -0.02806 -0.0455713 -0.0155606 0.0108841 0.032862 0.0525771 0.0280304 -0.017437 -0.018451 -0.0844662 -0.0674477 -0.0259311 0.0167504 -0.042416 0.0477124 -0.0332341 -0.0318724 -0.00198967 -0.0377872 0.0653146 -0.0660288 -0.0864201 0.0869975 0.000657095 0.0061061
internal_weight=0 142.998 136.775 78.6686 58.1065 66.8555 46.1183 26.0322 20.7372 40.2531 29.0802 23.8355 13.4583 11.1729 20.0861 17.4667 10.9561 7.32595 21.2551 11.8131 11.4536 17.8534 10.8802 7.80956 9.28362 16.0348 12.0328 10.3772 1715.95 385.51
internal_count=18750 876 764 443 321 367 254 143 113 223 156 122 69 67 111 98 64 46 118 76 63 98 58 43 50 90 71 53 17874 4636

Tree=96
num_cat=0
split_feature=4 5 6 3 3 1 1 4 3 4 2 5 4 1 3 4 2 3 3 5 2 1 1 2 1 2 3 2 2 1
split_gain=0.976824 1.89515 2.65695 2.33933 2.74694 1.74572 1.00878 3.00822 3.73044 3.75171 3.65405 2.98683 3.45358 3.28493 2.66472 2.55398 2.48639 2.44944 2.42199 2.22983 2.98996 1.75102 1.64889 4.08758 1.12348 1.042 2.71367 5.47232 2.30374 5.20207
threshold=2.223868846893311 0.31836560368537908 -0.24820924550294873 0.95664837956428539 -0.012184924911707638 0.011035945732146503 1.6176498532295229 -0.63327622413635243 0.92011108994483959 0.042171848937869079 0.055323289707303054 0.014798265416175129 -0.0054197444114834062 1.8688008189201357 -0.42979408800601954 0.66830879449844371 3.9370971918106084 -0.074491940438747392 -0.28295972943305964 -0.074095278978347764 -0.0057124872691929332 1.8205428123474123 1.5835077166557314 -0.21215347200632093 2.0649597644805913 -1.2414364814758299 -0.32486528158187861 -4.1314709186553946 -4.0336790084838858 0.91732344031333934
left_child=6 2 -2 4 -4 -3 22 -8 10 21 14 12 -12 17 -9 -11 -15 -13 -16 -20 -21 -10 25 -24 -23 26 28 -28 29 -1
right_child=1 5 3 -5 -6 -7 7 8 9 15 11 13 -14 16 18 -17 -18 -19 19 20 -22 24 23 -25 -26 -27 27 -29 -30 -31
leaf_value=0.0028706502832574823 0.044821756013180336 -0.11342860904530383 -0.0010503907337699766 0.033998635929040892 -0.1270681098734345 -0.018084444930517602 0.10328923021682151 0.14510507249205748 -0.011911387844485234 0.068486651152896635 -0.057655079835378209 -0.11247983846905932 0.11081613154024735 0.12919927607633569 -0.071603454388355095 -0.043133833410486266 -0.051133605656423664 0.013601687029532432 -0.033259562717900946 0.11959600127995591 -0.031227242238329646 -0.14409920586815386 0.062527418047398864 -0.11522036465140753 -0.055501143467364816 0.00052730237248305785 0.002859361864714876 -0.16453840014286167 -0.019775058633120197 0.14984108262073079
leaf_weight=20.926975124515597 7.3014762066304728 3.4677324891090384 3.2914333119988477 3.3979270718991756 3.6457124073058331 4.3037232309579849 3.5236867018975309 3.2286756373941889 2.904753773473205 4.5680266432464105 1.819778482429683 4.9677938586100918 3.6722581880167118 1.7347423853352666 1.6077557979151595 3.7185896374285221 1.3671244382858276 2.2336864750832319 1.9851826597005109 5.8697654088027749 1.6936598913744152 3.402482622070238 1.9777484517544506 3.7410092973150304 2.470436823554337 1704.3043007800588 4.7111342987045646 3.3354974547401053 38.994082990568131 2.7215330051258197
leaf_count=158 40 20 19 19 24 24 283 42 30 33 26 51 48 37 16 23 11 23 31 74 17 30 23 50 26 17222 29 22 275 24
internal_value=0 -0.0194857 -0.00135634 -0.03398 -0.0672771 -0.0606283 0.000257409 0.0141568 0.00750899 -0.0298609 0.0286383 -0.00456762 0.0549934 -0.0363157 0.0650997 0.0183974 0.0497189 -0.0733731 0.041946 0.061065 0.0858225 -0.0754194 -0.000138865 -0.0537489 -0.106831 3.38583e-05 -0.011863 -0.0665305 -0.00484078 0.0197844
internal_weight=0 25.408 17.6365 10.3351 6.93715 7.77146 1831.48 50.7684 47.2447 17.0643 30.1804 15.7954 5.49204 10.3033 14.385 8.28662 3.10187 7.20148 11.1564 9.54861 7.56343 8.77767 1780.71 5.71876 5.87292 1774.99 70.6892 8.04663 62.6426 23.6485
internal_count=18750 146 102 62 43 44 18604 801 518 142 376 196 74 122 180 56 48 74 138 122 91 86 17803 73 56 17730 508 51 457 182

Tree=97
num_cat=0
split_feature=4 2 1 2 0 2 4 5 3 5 4 2 0 6 6 1 1 0 4 5 1 0 6 3 5 4 3 3 2 4
split_gain=0.950924 2.27355 0.983668 3.02483 1.32005 1.86634 1.16419 5.90893 9.32516 4.16802 5.42124 3.04508 2.42151 3.77599 2.40629 2.19891 2.5858 2.42781 2.02406 7.54719 7.19773 8.23143 5.36693 3.56507 2.794 3.37137 2.46345 3.90384 1.99731 1.92546
threshold=-2.7491006851196285 -0.29517102241516108 -2.8214117288589473 0.4289593249559403 4.4288620948791513 -0.24056141823530194 -1.691234767436981 0.12392986565828325 0.41568574309349066 0.60773041844367992 -1.8961591720581052 -0.34662878513336176 1.0938128232955935 -0.075623188167810426 -0.082190938293933855 -1.2894373536109922 -0.59546184539794911 1.1132332086563113 -1.1966744661331175 0.084419250488281264 0.021686769090592865 1.234361529350281 0.50061780214309703 0.12520355731248858 -1.0080389976501463 -1.5728475451469419 1.179806709289551 0.44470477104187017 0.012934162281453611 -0.60291248559951771
left_child=1 -1 3 -2 6 -6 7 15 12 10 -10 -11 -9 -14 -13 -4 17 -17 19 24 22 -22 23 -21 -8 -26 27 -25 -18 -20
right_child=2 -3 4 -5 5 -7 18 8 9 11 -12 14 13 -15 -16 16 28 -19 29 20 21 -23 -24 26 25 -27 -28 -29 -30 -31
leaf_value=-0.032122621759918306 0.017532448457533857 0.089070202031150084 0.11044149224324472 -0.10391614102779267 -0.036687198929738027 0.11306937695705883 0.026539857778210826 0.10496297605790472 -0.18158375633805265 0.079640468089714408 -0.014419789821582686 -0.1222350837516219 -0.055078758088568991 0.090025305274009426 0.0022510398217989169 0.039395168880860559 0.11547725563723904 -0.090076493700090798 0.012345406287611459 0.016387744941197664 -0.12836027651209705 0.082561468583435341 -0.048399430673500193 0.17896559184455246 0.029158909325774432 -0.084736834560553448 0.19974959755323438 0.014953043809482983 0.0084105793880811918 -0.00083886436971888087
leaf_weight=2.6538472957909107 4.80314987991005 3.7145206127315751 5.6913601420819786 3.5787690412253141 1.2868639864027502 2.355293119326233 3.4480648394674089 5.1836201623082179 4.7666839994490147 2.4914209805429 3.2715969793498534 2.7064488269388693 3.6988431075587869 3.4812685381621122 3.6426578015088982 3.6254056766629228 4.6895087957382176 2.4118234850466251 118.91741651599295 4.9251622743904653 5.5521938204765302 2.7750323601067066 3.9156272187829009 2.5634086579084379 2.985827989876273 20.055959207937121 2.817300621420145 3.3449089266359806 2.7724308986216784 1616.7853186058346
leaf_count=29 37 46 44 23 13 35 29 45 36 24 22 20 31 36 27 27 57 22 3158 31 34 26 29 16 21 129 18 26 33 14626
internal_value=0 0.0385663 -0.000142105 -0.0343216 1.35821e-05 0.0601567 -0.000105693 0.0151924 -0.0131032 -0.061434 -0.113548 -0.0140495 0.0528775 0.0152748 -0.050814 0.0583093 0.03633 -0.0123277 -0.000520066 -0.0198869 0.018505 -0.058071 0.0548052 0.0844088 -0.0574146 -0.0699779 0.122803 0.0861122 0.0756974 6.44236e-05
internal_weight=0 6.36837 1848.54 8.38192 1840.16 3.64216 1836.52 48.4331 29.2425 16.8788 8.03828 8.84053 12.3637 7.18011 6.34911 19.1905 13.4992 6.03723 1788.09 52.3835 25.8936 8.32723 17.5664 13.6508 26.4899 23.0418 8.72562 5.90832 7.46194 1735.7
internal_count=18750 75 18675 60 18615 48 18567 424 241 129 58 71 112 67 47 183 139 49 18143 359 180 60 120 91 179 150 60 42 90 17784

Tree=98
num_cat=0
split_feature=3 2 6 2 3 5 5 1 1 4 2 6 1 1 4 3 5 3 2 2 6 6 2 6 2 0 6 5 4 4
split_gain=0.888489 4.44358 2.91063 2.58218 2.83823 2.83958 2.10999 2.73968 2.52089 4.78116 3.21519 2.9361 2.12309 1.99583 1.89146 2.27702 1.87479 1.65084 4.04662 5.57846 5.62257 5.94985 7.79325 5.1279 4.49326 3.7738 4.02527 3.46887 3.17011 7.14139
threshold=-1.9744789600372312 0.78240028023719799 -1.5367592573165891 0.36109493672847753 -2.2688232660293575 0.44276851415634161 0.68934118747711193 -0.44834452867507929 -0.419592335820198 0.62801650166511547 1.0144463181495669 0.41232863068580633 -1.4935647845268247 0.23388111591339114 -0.071722008287906633 -2.6000645160675044 -0.17756927013397214 -0.85949879884719838 -4.1314709186553946 0.16390696167945865 -0.2334509193897247 -0.4754981249570846 0.022141313180327419 -0.0063931799959391347 0.055323289707303054 1.3150467872619631 0.058013478294014938 0.12392986565828325 -0.28421306610107416 0.22359064221382144
left_child=1 3 -3 14 13 -6 8 -8 9 12 11 -10 -4 -5 -1 -16 -17 18 -2 20 21 22 -20 27 -23 26 -25 -22 -21 -30
right_child=17 2 6 4 5 -7 7 -9 10 -11 -12 -13 -14 -15 15 16 -18 -19 19 28 23 24 -24 25 -26 -27 -28 -29 29 -31
leaf_value=0.078706980883547745 0.065145630442561955 -0.18975879811803723 -0.0034043728854335157 -0.036858216775637588 0.14936266297204456 0.0097984586626828178 0.14532859046605182 -0.024730841542253173 0.10033721102377512 0.058890409349816958 -0.049942354074035529 -0.054169520185082622 -0.13115104093429938 0.093774887055048842 0.054004269576850721 -0.10127270823351374 2.9365652984706383e-06 0.00078508852118073158 0.011372921855812597 0.031252737638175349 -0.028576153833184244 -0.19505132488462465 -0.13258552115299491 -0.17020661223004321 -0.048855040095785958 0.032691983022905539 -0.034226030417151672 0.10777547289112739 -0.042954783558029799 0.0088479665953083552
leaf_weight=3.4177954345941552 7.2721128105185917 0.94270104309544223 1.697356625460088 2.9498909348621964 5.5608395352028293 1.9758058460429309 1.842918827198446 1.9493669625371683 4.4597398191690427 2.5046833753585815 5.0461964854039252 1.6982731069438157 5.5709705087356323 1.9378495952114461 4.1835151370614758 2.8951169550418845 4.958338029682638 1567.4521251700353 11.304096668958669 26.785962372086942 2.8962400900199992 5.3672752333804947 5.6350947802420697 2.3775567132979658 3.4558832291513681 7.8522033821791402 25.795500767184421 5.2442621281370521 37.919517410104163 89.242666409816593
leaf_count=51 68 9 26 31 70 35 20 34 59 14 52 30 67 27 23 17 27 15716 94 571 34 48 51 18 26 65 237 38 625 567
internal_value=0 0.012688 -0.017296 0.0403415 0.0742842 0.112775 -0.0107322 0.0579121 -0.0231418 -0.0602593 0.00923441 0.0577269 -0.101319 0.0149341 0.0130542 -0.00558729 -0.0373316 -0.000378323 -0.00826759 -0.0106523 -0.0340737 -0.0712009 -0.0365172 -0.0124171 -0.137789 -0.0286146 -0.0457016 0.0592641 -1.34713e-05 -0.00659951
internal_weight=0 53.5914 25.7122 27.8792 12.4244 7.53665 24.7695 3.79229 20.9772 9.77301 11.2042 6.15801 7.26833 4.88774 15.4548 12.037 7.85345 1798.6 231.148 223.876 69.9281 25.7623 16.9392 44.1658 8.82316 36.0253 28.1731 8.1405 153.948 127.162
internal_count=18750 592 311 281 163 105 302 54 248 107 141 89 93 58 118 67 44 18158 2442 2374 611 219 145 392 74 320 255 72 1763 1192

Tree=99
num_cat=0
split_feature=0 2 6 4 5 1 4 5 4 0 3 1 5 4 3 3 4 4 3 5 3 2 2 0 6 3 3 2 4 0
split_gain=0.840672 2.36598 1.03307 0.886229 4.52987 4.85919 12.7462 15.626 9.94483 8.20357 7.07303 6.74504 6.9737 8.99913 5.80658 5.95933 12.1695 8.19295 6.9197 5.002 4.78115 14.0408 9.00737 6.81642 10.2497 8.62594 19.5504 7.82009 5.1483 5.10766
threshold=-2.3663860559463497 0.34979270398616796 0.83524852991104137 0.49587666988372808 1.6745983958244326 0.10707347840070726 0.047317063435912139 -0.1626968830823898 -0.6539226472377776 0.13616123050451281 0.40847910940647131 0.12751430273056033 0.78506106138229381 -0.15200310945510861 -0.51538690924644459 0.49614463746547705 0.23080080747604373 0.32977589964866644 1.3413236141204836 -0.27098180353641504 0.22212282568216327 -0.2197209149599075 -0.18704984337091443 -0.46589991450309748 0.60803696513175975 -0.38319569826126093 -0.63679656386375416 -0.1138193942606449 0.16606989502906802 0.32174777984619146
left_child=1 -1 -3 4 5 -2 8 14 10 11 -7 19 -13 -14 -8 17 18 -16 -17 -10 21 -9 -22 24 25 26 -23 -27 -29 -24
right_child=3 2 -4 -5 -6 6 7 20 9 -11 -12 12 13 -15 15 16 -18 -19 -20 -21 22 23 29 -25 -26 27 -28 28 -30 -31
leaf_value=-0.095338675601499417 -0.0050787575274712088 -0.035151606439372839 0.15158299956156726 -0.0027114570624498691 0.042426674488383026 0.05779316759127584 0.0074354188968325857 -0.043422162452374437 0.25155351504121981 0.0064854701471893971 -0.013329906297051062 -0.04581892395966336 0.076012560989243388 -0.049759702960342919 0.13500909010138659 -0.071883385159699914 0.12121949071247951 -0.0019741241003214177 0.10657315076620266 -0.021618635235330298 0.026547534949154836 0.039700441244378604 -0.084036834701722463 0.031840171144643652 -0.11228221349124734 -0.12896650846121302 0.50147123404788996 0.010280279886162209 0.23152872730882526 0.0080475135755799648
leaf_weight=2.8429807487409553 620.55808114050888 0.51813776267226763 0.69186778925359249 697.56632041465491 26.81403738213703 37.110995673807338 12.904712789691983 23.771245064213872 1.4469890831969681 101.22022524964996 22.435669333441183 104.00814732862636 11.778869531117381 11.00325657520443 25.020165513269607 8.7425956968218106 10.431056654080747 5.2892317548394194 2.8914225939661256 1.2487924960441876 26.838682370260358 1.7795870928093793 18.91060534352437 56.319875520654023 1.6516603427007783 1.3514080420136441 1.8912492347881187 1.7167036980390546 2.7151508238166571 8.8389548324048501
leaf_count=304 6984 64 7 4298 224 1628 98 145 15 998 419 1842 211 139 194 66 69 45 18 30 189 22 190 373 29 10 18 41 21 59
internal_value=0 -0.0454934 0.0716212 0.000100026 0.00180736 0.000836514 0.00815876 0.0268577 -0.00543858 -0.0148425 0.0309958 -0.0315147 -0.0348427 0.0152674 0.0675194 0.0823236 0.0427893 0.111104 -0.0275313 0.125009 0.00865029 0.0226613 -0.0147569 0.0459593 0.117561 0.157715 0.277609 0.0816144 0.145827 -0.0547056
internal_weight=0 4.05299 1.21001 1846.26 1148.69 1121.88 501.317 211.064 290.253 230.706 59.5467 129.486 126.79 22.7821 65.2792 52.3745 22.0651 30.3094 11.634 2.69578 145.785 91.1969 54.5882 67.4256 11.1058 9.4541 3.67084 5.78326 4.43185 27.7496
internal_count=18750 375 71 18375 14077 13853 6869 1587 5282 3235 2047 2237 2192 350 490 392 153 239 84 45 1097 659 438 514 141 112 40 72 62 249

end of trees

feature_importances:
med_change=778
diabetes_med=461
n_lab_procedures=443
n_emergency=394
n_inpatient=369
medical_specialty=356
age_cat=199

parameters:
[boosting: gbdt]
[objective: binary]
[metric: binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 100]
[learning_rate: 0.1]
[num_leaves: 31]
[num_threads: 4]
[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]
[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:[]