tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=21
objective=binary sigmoid:1
feature_names=age time_in_hospital n_lab_procedures n_procedures n_medications n_outpatient n_inpatient n_emergency medical_specialty diag_1 diag_2 diag_3 glucose_test A1Ctest change diabetes_med time_in_hospital_n_lab_procedures time_in_hospital_n_procedures time_in_hospital_n_medications n_lab_procedures_n_procedures n_lab_procedures_n_medications n_procedures_n_medications
feature_infos=[0:5] [1:14] [1:113] [0:6] [1:79] [0:27] [0:15] [0:64] [0:6] [0:7] [0:7] [0:7] [0:2] [0:2] [0:1] [0:1] [1:1316] [0:84] [1:1008] [0:666] [1:6120] [0:450]
tree_sizes=3414 3436 3455 3471 3459 3447 3453 3442 3445 3444 3425 3455 3440 3428 3450 3447 3419 3445 3440 3440 3436 3445 3443 3459 3447 3427 3433 3416 3434 3410 3434 3432 3431 3423 3430 3415 3418 3396 3373 3422 3399 3437 3427 3397 3385 3421 3419 3393 3403 3422 3419 3403 3402 3415 3387 3203 3368 3389 3424 3407 3392 3410 3391 3424 3409 3415 2373 3418 3413 3432 3396 3377 3412 3408 3423 3091 3400 3383 3422 3409 2897 3401 3388 3399 3386 3411 3400 3402 3398 3389 3386 3402 3391 3388 3395 3394 3432 3405 3395 3398 3412 3419 3394 3409 3397 3424 3406 3423 3374 3381 3404 3418 2996 3396 3380 3395 3408 3409 3418 3402 3414 3385 3415 3392 3404 3400 3410 3401 3412 3411 3398 2379 3388 3376 3404 3401 3421 3404 3424 3393 2890 3384 3408 3400 3415 3390 3412 3407 2900 3379 3393 3407 3410 3397 3400 3415 3413 3402 3400 3403 3401 3413 3412 3384 2588 3378 3434 3423 3408 3412 3391 3389 3380 3417 3402 3392 3381 3415 3404 3399 3415 3381 3406 3396 3392 3429 3422 3369 3386 3401 3388 3389 3392 3415 3406 3402 3392 2157 3397 3400

Tree=0
num_leaves=31
num_cat=0
split_feature=6 6 5 15 6 0 20 20 4 21 9 21 8 4 21 16 0 8 5 9 4 16 0 0 21 13 9 19 20 20
split_gain=804.164 129 104.851 54.7001 49.689 42.3671 23.8993 19.881 18.1319 14.8961 14.5699 14.4978 14.3993 14.6609 16.0968 24.4692 14.0116 13.8109 13.3594 12.5107 12.1138 12.0602 12.4605 12.05 11.1867 11.0237 13.3683 13.8525 18.9268 13.1783
threshold=1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 3.5000000000000004 1.5000000000000002 577.00000000000011 189.50000000000003 12.500000000000002 17.500000000000004 2.5000000000000004 14.500000000000002 4.5000000000000009 8.5000000000000018 11.500000000000002 124.50000000000001 1.5000000000000002 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 42.500000000000007 271.00000000000006 3.5000000000000004 3.5000000000000004 15.500000000000002 1.0000000180025095e-35 1.5000000000000002 171.50000000000003 1042.0000000000002 1409.0000000000002
decision_type=2 2 2 2 2 2 2 2 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 16 18 8 10 11 -5 -10 21 -4 13 23 19 -16 -1 -17 -3 -15 -14 22 -2 -7 -19 -11 29 -28 -29 -27
right_child=1 4 7 5 -6 12 -8 -9 9 25 -12 -13 20 14 15 17 -18 24 -20 -21 -22 -23 -24 -25 -26 26 27 28 -30 -31
leaf_value=-0.20028720652872495 -0.09170671891288551 -0.052878012754093609 -0.11082998948345932 -0.1890248414681274 0.020685730601526328 -0.17920421260566979 -0.071087260390090418 -0.08821336802624416 -0.13128268411982011 -0.12521070050993346 -0.11934298564294402 -0.19805679972250728 -0.15465580378779983 -0.094647706317470381 -0.17130388191582163 -0.095618975901763215 -0.16864581640983162 -0.20628195892168155 -0.018171774612849315 -0.12645612770726458 -0.27317992040829886 -0.18527911054797611 -0.031995164522336486 -0.1210817249528765 -0.13209689805884345 -0.12353974339876016 -0.21862409620129811 0.037417757922424202 -0.18857367499875344 -0.2126870828938045
leaf_weight=191.83444529771805 133.53670477867126 390.14641731977463 51.072806864976883 234.68577593564987 157.95199781656265 109.86881867051125 548.09841513633728 330.10472729802132 167.66828790307045 44.097008854150772 234.93491157889366 30.39454847574234 223.72380763292313 181.61988392472267 174.39495027065277 106.63005530834198 517.45473101735115 21.923936605453491 154.96237009763718 387.40592524409294 8.9688831567764264 10.712832659482954 47.335772216320038 52.816756367683411 279.03192043304443 56.802926659584045 93.176730573177338 5.2318485081195858 12.705917805433272 23.418750464916229
leaf_count=770 536 1566 205 942 634 441 2200 1325 673 177 943 122 898 729 700 428 2077 88 622 1555 36 43 190 212 1120 228 374 21 51 94
internal_value=-0.117736 -0.0613496 -0.146358 -0.153076 -0.0287013 -0.145241 -0.0849011 -0.0991318 -0.166927 -0.154062 -0.102653 -0.143373 -0.136296 -0.132235 -0.128263 -0.139957 -0.177204 -0.126544 -0.0430118 -0.116304 -0.159224 -0.0821858 -0.0760797 -0.160334 -0.137501 -0.170284 -0.180673 -0.203132 -0.12266 -0.149564
internal_weight=4982.71 1677.68 3305.03 2893.46 703.061 2184.17 974.619 411.572 637.787 403.101 426.52 81.4674 1546.38 1313.69 1151.01 581.981 709.289 407.586 545.109 569.026 232.693 191.585 180.872 162.686 300.956 235.433 191.336 111.114 17.9378 80.2217
internal_count=20000 6734 13266 11614 2822 8767 3912 1652 2560 1618 1712 327 6207 5273 4620 2336 2847 1636 2188 2284 934 769 726 653 1208 945 768 446 72 322
is_linear=0
shrinkage=1

Tree=1
num_cat=0
split_feature=6 6 5 7 0 6 15 1 4 5 21 20 20 4 0 21 19 2 20 21 0 9 19 2 4 7 2 8 9 4
split_gain=650.905 103.864 85.2302 44.7924 45.68 40.0408 30.8879 23.4854 22.9288 17.8237 17.0702 16.0908 13.1441 14.099 17.8095 14.4334 14.646 14.1304 13.9431 11.8418 11.4687 11.4658 14.346 13.7714 12.4524 11.4109 10.1362 9.49479 9.12973 8.90559
threshold=1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 3.5000000000000004 1.0000000180025095e-35 1.5000000000000002 12.500000000000002 1.0000000180025095e-35 13.500000000000002 189.50000000000003 1769.5000000000002 10.500000000000002 2.5000000000000004 12.500000000000002 193.50000000000003 37.500000000000007 1701.5000000000002 14.500000000000002 2.5000000000000004 1.5000000000000002 165.50000000000003 69.500000000000014 38.500000000000007 1.5000000000000002 12.500000000000002 3.5000000000000004 5.5000000000000009 8.5000000000000018
left_child=2 7 3 4 8 20 -6 -2 -1 25 -10 19 13 14 -8 17 18 -15 -17 26 -3 24 23 -23 -12 -9 -4 -14 -19 -11
right_child=1 5 11 -5 6 -7 12 9 10 29 21 -13 27 15 -16 16 -18 28 -20 -21 -22 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.076308981182572511 -0.012841861821996696 0.081832453590488963 0.041118935015994083 0.019640052665258062 -0.048260717653587852 0.12412775001910906 -0.070068666040973046 0.0256548416149146 -0.01367706671670472 -0.018489278687547885 -0.020641718477978365 0.026527539328148726 -0.013164957484152938 0.030500902278881765 -0.019122553953637128 -0.030624718525851181 0.015395678377693149 0.0087217140537358805 0.12636204239913218 -0.072771084180184464 0.052858749006723021 -0.091744121907188433 -0.0091678672360031056 0.034777721814382878 -0.1227592365902698 0.10015929918841222 -0.050621930200486713 -0.076014415931177165 -0.024090116433507197 0.070067825586910826
leaf_weight=314.57246541976929 115.48369324207306 267.61021514236927 31.652699813246727 159.31334106624126 499.1921388655901 158.48304203152657 100.37126353383064 665.95044222474098 150.72303113341331 12.216218024492262 111.6097981184721 330.60642331838608 37.386405244469643 126.01578412950039 216.88746079802513 474.0785881280899 89.104003593325615 159.75740967690945 5.7259671092033377 30.202842891216278 279.1034125238657 139.35063004493713 31.025702565908432 9.1689953655004484 13.371995761990545 21.211588308215141 19.440240830183029 67.319066599011421 180.73617915809155 161.22111481428146
leaf_count=1270 463 1071 127 641 2011 634 404 2669 606 49 449 1325 150 506 872 1907 358 641 23 122 1117 563 125 37 54 85 78 271 726 646
internal_value=-8.63683e-06 0.0506289 -0.0258261 -0.0319 -0.0349116 0.0798705 -0.0267924 0.0295025 -0.0555474 0.0351847 -0.0412015 0.0167266 -0.0194389 -0.0167967 -0.0352404 -0.0111454 -0.0218368 0.00189278 -0.0287512 -0.0231312 0.0670411 -0.0548244 -0.0710136 -0.0839332 -0.0315674 0.0279547 0.00621265 -0.0535732 -0.00869502 0.0638302
internal_weight=4978.89 1681.28 3297.61 2885.71 2726.4 705.197 1956.57 976.083 769.823 860.599 455.25 411.902 1457.38 1352.68 317.259 1035.42 568.909 466.509 479.805 81.2958 546.714 304.527 179.545 148.52 124.982 687.162 51.0929 104.705 340.494 173.437
internal_count=20000 6734 13266 11614 10973 2822 7869 3912 3104 3449 1834 1652 5858 5437 1276 4161 2288 1873 1930 327 2188 1228 725 600 503 2754 205 421 1367 695
shrinkage=0.1

Tree=2
num_cat=0
split_feature=6 6 5 15 7 7 4 21 16 6 1 4 6 12 17 2 5 16 2 9 7 11 11 4 17 19 7 11 21 4
split_gain=527.866 85.6835 69.3303 38.3199 30.0908 25.1657 18.7968 19.602 18.8525 18.4823 20.7592 17.2835 16.4811 16.3384 14.0794 12.895 12.5528 11.3039 11.0044 10.0146 9.6656 9.47375 8.62405 12.3805 8.53881 8.45885 8.39616 8.31928 7.85466 7.78658
threshold=1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 10.500000000000002 11.500000000000002 129.50000000000003 1.5000000000000002 1.5000000000000002 28.500000000000004 4.5000000000000009 1.0000000180025095e-35 14.500000000000002 23.500000000000004 1.0000000180025095e-35 1.5000000000000002 37.500000000000007 5.5000000000000009 3.5000000000000004 2.5000000000000004 4.5000000000000009 31.500000000000004 32.500000000000007 87.500000000000014 1.0000000180025095e-35 1.0000000180025095e-35 149.00000000000003 15.500000000000002
left_child=2 4 3 26 9 6 17 18 -9 10 -2 13 -3 -10 -15 -4 22 -5 -8 -20 -6 -21 23 -12 25 -7 -1 -19 -11 -24
right_child=1 12 15 5 20 24 7 8 11 28 16 -13 -14 14 -16 -17 -18 27 19 21 -22 -23 29 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.051264269742597873 -0.017083416647164503 0.078043264259439138 -0.013377446514353013 -0.1799878539471908 0.078140723896202385 0.012376001026828724 0.016389133461778154 -0.047829211852542505 0.12679286931813 0.053070873100649167 0.038389354166572992 -0.048491336847744579 0.12891080488182691 -0.025669433107158482 0.010035965967193743 0.026059319649421556 0.054361591664329578 -0.019382116926326135 0.0018950589474225083 -0.0076784807051464374 0.16723058797606474 -0.046981220266481029 -0.0046255137188301555 -0.051734226218039817 -0.10863916517439454 0.077799501315684583 0.0065591094305614012 -0.049386092427390532 -0.042907015483324061 0.026343583588637254
leaf_weight=676.49328583478928 110.42496931552887 239.32913811504841 115.03207851946354 5.9226276129484168 56.971985250711441 104.07429839670658 162.35526171326637 337.00716745853424 8.6812333315610868 338.42359219491482 325.40572191774845 146.04829375445843 86.794165313243866 281.74184553325176 181.63501253724098 296.93542604148388 158.68791006505489 128.59741406142712 214.38254156708717 120.45847237110138 15.488634884357451 124.94542206823826 156.77783447504044 15.991745948791502 4.9814674705266944 24.394909337162971 26.079639002680779 328.41726246476173 8.7471642643213254 168.38717120885849
leaf_count=2742 443 959 463 24 228 418 652 1363 35 1354 1303 591 349 1137 731 1189 635 520 861 485 62 503 628 64 20 98 105 1329 35 674
internal_value=-1.42029e-05 0.0455621 -0.0233199 -0.0288153 0.0344887 -0.0222531 -0.025005 -0.0198049 -0.0288022 0.0309474 0.023636 -0.0184283 0.0915811 -0.00912717 -0.0116736 0.0150475 0.0290846 -0.0427223 -0.00599204 -0.0138951 0.0971839 -0.0276892 0.0230669 0.0341678 0.0198182 0.0247992 -0.0491179 -0.0409434 0.0506527 0.0114119
internal_weight=4969.61 1681.43 3288.18 2876.22 1355.31 2173.64 2040.19 1577.26 955.114 1282.85 935.675 618.106 326.123 472.058 463.377 411.968 825.25 462.937 622.142 459.786 72.4606 245.404 666.562 341.397 133.451 128.469 702.573 457.015 347.171 325.165
internal_count=20000 6734 13266 11614 5426 8767 8231 6358 3857 5136 3747 2494 1308 1903 1868 1652 3304 1873 2501 1849 290 988 2669 1367 536 516 2847 1849 1389 1302

Tree=3
num_cat=0
split_feature=6 6 5 15 7 7 5 4 3 16 4 6 20 4 18 20 12 16 20 2 20 7 4 11 4 11 16 16 10 16
split_gain=428.658 70.5244 56.4195 31.4667 24.6256 20.4498 18.6327 15.3948 15.2674 14.1942 16.2998 14.0007 13.6195 12.4045 11.3236 11.2223 10.1242 9.58004 9.32804 8.46758 8.5739 8.37792 8.31594 10.3382 12.4506 9.72815 8.99326 8.23507 8.08246 7.70043
threshold=1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 10.500000000000002 1.0000000180025095e-35 181.00000000000003 32.500000000000007 4.5000000000000009 440.50000000000006 8.5000000000000018 53.000000000000007 189.50000000000003 1.0000000180025095e-35 1.5000000000000002 421.50000000000006 37.500000000000007 757.50000000000011 1.0000000180025095e-35 29.500000000000004 2.5000000000000004 15.500000000000002 1.0000000180025095e-35 99.500000000000014 195.50000000000003 1.0000000180025095e-35 48.500000000000007
left_child=2 4 3 14 6 7 12 17 19 -10 16 -3 18 -8 -1 -4 -11 -5 -2 -9 28 -16 23 -14 -25 -24 -26 -18 -21 -30
right_child=1 11 15 5 -6 -7 13 8 9 10 -12 -13 22 -15 21 -17 27 -19 -20 20 -22 -23 25 24 26 -27 -28 -29 29 -31
leaf_value=-0.054163223071728495 0.0089283885172974191 0.070527191771607975 -0.019835825760139463 -0.16682268190170138 0.12499544794188333 0.017817294204264332 -0.020324835899362903 0.014602470058481379 -0.038707914553200155 0.110778895469894 -0.054270996896451554 0.11766743585002476 0.045926163150054093 0.057460468088223894 -0.030695815923089897 0.021699256403058004 0.046841020920734562 -0.03703305605087643 -0.073329566994200637 0.00065888676299720819 -0.0013717527403517408 0.082545091929980732 -0.060900923777586519 -0.0025573748036132283 0.10166277891295604 0.023715693475345849 0.029867177098375993 -0.012035988421197637 0.045549469313447097 -0.052369916224130134
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internal_value=-1.59879e-05 0.0410763 -0.0210602 -0.0260346 0.0310526 -0.0200881 0.0291178 -0.0225767 -0.0178703 -0.0256499 -0.0144335 0.0829855 0.0228499 0.051512 -0.0444976 0.013539 -0.00658502 -0.0386558 0.00499096 -0.00539967 -0.0124019 -0.0277185 0.0302029 0.0333811 0.021163 -0.00541251 0.0365244 -0.00856571 -0.0297601 -0.0450311
internal_weight=4956.97 1678.81 3278.16 2866.1 1354.78 2167.89 1327.44 2034.33 1573.7 969.122 521.322 324.032 1037.15 290.288 698.213 412.058 435.52 460.631 302.484 604.573 447.808 255.198 734.67 674.481 341.695 60.1886 207.389 428.292 173.993 115.839
internal_count=20000 6734 13266 11614 5426 8767 5316 8231 6358 3926 2108 1308 4153 1163 2847 1652 1758 1873 1212 2432 1803 1040 2941 2700 1368 241 830 1729 701 467

Tree=4
num_cat=0
split_feature=6 6 0 5 6 20 15 1 7 7 7 15 20 11 18 9 17 21 2 5 5 11 19 21 18 9 20 1 10 10
split_gain=348.433 61.3209 47.7817 36.346 24.083 18.8376 17.9117 15.038 11.6549 11.3616 10.6448 9.8842 9.67588 11.8453 11.8427 10.788 10.3592 9.56169 10.1863 9.16425 8.9344 8.83584 10.2572 8.67067 7.88769 7.62337 7.9648 7.47998 7.44703 7.36752
threshold=1.0000000180025095e-35 1.5000000000000002 1.5000000000000002 1.0000000180025095e-35 3.5000000000000004 539.50000000000011 1.0000000180025095e-35 1.5000000000000002 1.5000000000000002 3.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 1769.5000000000002 1.0000000180025095e-35 67.000000000000014 6.5000000000000009 23.000000000000004 10.500000000000002 47.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 4.5000000000000009 99.500000000000014 191.00000000000003 33.500000000000007 1.5000000000000002 2200.5000000000005 6.5000000000000009 1.0000000180025095e-35 1.0000000180025095e-35
left_child=2 7 5 6 19 8 -4 -2 27 20 12 24 13 16 21 -16 17 -8 -19 -3 -9 -15 -23 25 -5 -7 -27 -1 -22 -13
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leaf_weight=402.68175873160362 115.40649001300335 389.9826312661171 506.97907464206219 31.129592224955559 153.73062735795975 164.98523417115211 221.8703145980835 683.41312712430954 10.949119970202444 6.3573242872953406 87.08804540336132 84.36407408118248 103.3564829826355 206.70003606379032 325.60143482685089 53.045658558607101 28.800238072872162 125.61602406203747 61.623738184571266 154.22914502024651 51.600908935070038 285.41763816773891 35.183282271027565 15.986759826540945 31.444929972290993 288.97805102169514 9.6069091111421567 18.609781429171562 119.66958074271679 167.44210450351238
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internal_value=-1.60023e-05 0.037077 -0.0190241 -0.0115006 0.0597125 -0.0384612 -0.0163753 0.0208976 -0.0536011 0.0254409 -0.0109907 0.020151 -0.0130339 -0.0107663 -0.0172937 -0.00380138 0.00273749 -0.00134335 -0.017985 0.0498397 0.0244502 -0.0269823 -0.0165883 -0.0248152 -0.0154185 -0.0223181 -0.0318506 -0.0562483 0.0448738 0.0289901
internal_weight=4941.85 1674.39 3267.46 2355.66 697.942 911.798 2041.28 976.447 432.241 861.041 1534.3 314.381 1447.21 1343.86 905.948 378.647 437.91 409.11 187.24 544.212 854.684 527.301 320.601 479.557 62.5745 463.57 298.585 421.292 171.27 251.806
internal_count=20000 6734 13266 9544 2822 3722 8284 3912 1772 3449 6207 1260 5858 5437 3667 1528 1770 1654 760 2188 3423 2139 1300 1950 251 1884 1216 1728 687 1009

Tree=5
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split_feature=6 6 0 5 6 16 15 20 8 0 8 8 4 21 2 15 4 18 18 4 4 0 8 18 2 21 21 16 13 21
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Tree=55
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split_gain=1.58419 3.43525 2.70917 1.7845 2.18269 4.31971 3.08389 1.89676 2.93556 5.6129 2.61238 3.63987 4.10598 3.08729 3.26211 3.89035 2.76442 2.17053 3.18692 1.63764 6.40022 5.21021 3.68058 2.68969 3.50552 3.12151 1.24439 1.01817
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Tree=56
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Tree=57
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Tree=58
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Tree=59
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Tree=66
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Tree=67
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split_gain=1.14752 2.29624 1.34091 3.88285 3.51237 2.86175 5.05801 4.1776 2.44372 1.8653 7.1706 2.52961 1.67335 1.59143 2.02339 2.91103 1.48211 3.19744 1.98679 1.54387 3.98405 3.33872 5.24426 6.57399 4.14472 4.12654 3.93178 3.41289 3.10253 3.26978
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Tree=68
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Tree=69
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split_feature=11 0 18 19 6 15 0 4 19 19 11 12 5 5 18 18 21 10 2 21 18 8 19 13 6 9 4 20 9 6
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Tree=70
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Tree=71
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Tree=72
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split_gain=1.04566 4.45687 4.1511 4.29616 3.77183 5.78557 3.30612 4.04806 3.08676 2.93348 2.41929 3.83865 6.49494 3.45303 4.91251 4.18094 3.03716 3.97315 3.26398 6.99298 5.9476 2.27802 5.50576 4.75541 1.93331 2.69155 5.17595 2.08888 2.07045 1.81374
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Tree=73
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Tree=74
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Tree=75
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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=76
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Tree=77
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split_feature=2 20 3 16 10 0 9 14 18 1 21 4 20 3 9 6 4 9 21 4 2 21 16 0 20 2 2 16 10 9
split_gain=1.07213 3.63066 6.80552 5.27102 3.33871 3.20416 3.97643 3.18355 5.00419 4.07866 3.09058 2.81159 2.48939 5.65232 5.82327 2.28996 2.27928 1.93659 1.90668 1.90033 1.82724 8.4641 7.26191 3.60825 3.16541 5.90565 5.95281 3.72573 3.09807 2.38034
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Tree=78
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split_gain=0.992645 3.92943 4.23907 5.24651 4.24605 10.2372 7.8967 4.05033 3.84995 3.80392 4.77096 4.38545 3.59421 3.26149 5.55325 5.0618 4.19178 3.10486 5.86291 4.13875 5.41134 3.72267 5.03888 5.49746 6.42778 3.69956 3.67353 8.01223 3.0791 2.92631
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Tree=79
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Tree=80
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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
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Tree=81
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Tree=82
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Tree=90
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Tree=110
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Tree=111
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Tree=112
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Tree=113
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Tree=114
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Tree=115
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internal_count=20000 2425 2405 2397 208 2189 1128 1061 871 835 190 798 767 331 303 179 127 124 52 95 797 315 220 85 482 428 120 54 135 308

Tree=160
num_cat=0
split_feature=15 20 18 20 9 10 3 19 19 6 2 18 6 11 10 10 6 16 11 21 10 18 18 21 11 19 21 18 18 21
split_gain=0.443198 1.96112 1.9695 3.06132 3.64991 1.96417 2.80074 3.36017 2.88918 2.03175 2.3308 1.92086 3.19067 2.8258 3.99615 3.59222 1.6241 2.15767 2.68128 3.16481 1.95939 1.50462 5.75642 4.34276 3.27422 3.26309 3.14931 3.10286 2.85662 2.76129
threshold=1.0000000180025095e-35 17.500000000000004 8.5000000000000018 283.50000000000006 2.5000000000000004 6.5000000000000009 4.5000000000000009 63.500000000000007 34.500000000000007 1.5000000000000002 40.500000000000007 5.5000000000000009 1.0000000180025095e-35 2.5000000000000004 1.5000000000000002 1.5000000000000002 1.0000000180025095e-35 4.5000000000000009 5.5000000000000009 7.5000000000000009 5.5000000000000009 208.50000000000003 224.50000000000003 101.00000000000001 4.5000000000000009 281.00000000000006 80.500000000000014 125.50000000000001 275.50000000000006 61.000000000000007
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leaf_count=23 31 197 3676 28 29 23 20 37 35 18 63 15245 26 31 31 29 37 25 21 22 23 30 71 62 30 25 34 33 22 23
internal_value=-8.13924e-06 -0.00187711 -0.00270172 -0.0167664 -0.0671868 -0.0100314 -0.0142065 -0.0191665 -0.0119789 -0.0195285 -0.0142077 0.000527569 0.0253321 0.0403247 0.00767035 0.074391 0.0222395 0.00966225 -0.00647905 -0.0457202 0.0293838 -0.00123317 0.0159117 -0.00224962 -0.00331862 0.0251067 -0.0345557 -0.0496364 -0.0673655 0.0778586
internal_weight=4426.57 986.143 953.539 90.1496 10.623 79.5267 74.2839 69.7338 62.9814 56.0209 51.9644 3440.43 30.9394 25.4025 12.97 12.4325 32.604 24.7457 19.0527 9.09781 9.95484 863.389 48.3222 815.067 36.875 19.3064 17.5686 18.8915 10.9768 11.4472
internal_count=20000 4607 4456 450 57 393 370 350 313 278 260 15393 148 122 62 60 151 114 89 45 44 4006 235 3771 182 96 86 95 52 53

Tree=161
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split_feature=6 0 16 4 21 20 12 16 1 8 20 16 20 21 10 16 16 4 16 16 19 11 21 1 13 16 20 0 8 16
split_gain=0.450983 1.31491 2.69762 5.71165 5.68191 3.71722 3.56209 3.47732 6.71539 5.60599 5.44336 4.43894 4.05339 3.01159 2.89084 7.17943 4.66759 3.99475 2.46096 5.19894 2.40931 2.39472 2.23942 1.66157 1.65057 3.16333 2.88285 1.82645 3.26115 2.79621
threshold=1.0000000180025095e-35 1.0000000180025095e-35 40.500000000000007 15.500000000000002 20.500000000000004 104.50000000000001 1.0000000180025095e-35 98.500000000000014 2.5000000000000004 4.5000000000000009 307.00000000000006 132.50000000000003 639.50000000000011 6.5000000000000009 1.5000000000000002 30.500000000000004 30.500000000000004 9.5000000000000018 103.00000000000001 119.00000000000001 27.500000000000004 4.5000000000000009 32.500000000000007 1.5000000000000002 1.5000000000000002 22.500000000000004 170.50000000000003 1.5000000000000002 3.5000000000000004 111.50000000000001
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leaf_count=64 6734 11259 15 35 52 30 78 43 23 47 11 24 52 25 22 24 26 24 20 581 22 74 22 23 13 14 53 87 95 408
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internal_count=20000 13266 1337 292 235 1045 1030 1000 727 273 659 47 226 68 183 88 95 69 612 601 57 174 100 45 11929 670 657 643 148 495

Tree=162
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split_feature=2 18 0 0 18 20 1 20 5 5 20 18 8 20 21 11 14 11 17 8 21 18 2 20 21 9 10 20 11 15
split_gain=0.466675 1.33637 1.18536 2.8673 3.39802 2.74378 1.71653 1.68451 2.05238 2.28408 2.82294 2.30067 3.06725 4.8688 4.62309 2.92419 1.5213 2.28175 1.24915 1.14842 1.11488 1.10585 2.47401 0.863026 3.84746 5.07186 3.63378 1.81402 1.69479 0.644494
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internal_value=-1.21757e-05 0.00016286 -0.00604012 -0.0221464 0.0123397 -0.0470037 -0.019944 -0.000143395 -0.00383035 -0.000301226 0.0416483 -0.00703075 0.00297657 0.0446223 -0.0107926 -0.0400032 -0.0276904 -0.0127832 -0.0237457 -0.0764572 -0.0593799 9.7619e-05 -0.0358007 0.000169387 0.015033 0.0271835 -0.00294213 0.0771344 -0.030443 3.38443e-05
internal_weight=4423.01 4298.21 124.809 33.4483 14.0106 19.4377 12.7987 91.3605 85.0874 80.9097 11.1852 69.7245 53.49 13.2909 40.1991 16.2345 32.2035 21.901 9.11614 9.34211 10.3026 4292.33 8.56407 4283.77 38.711 33.7045 21.0245 12.68 14.6249 4245.05
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Tree=163
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split_feature=16 2 16 11 13 2 20 19 1 16 17 20 4 9 4 19 4 20 4 2 2 19 2 20 9 2 16 16 20 6
split_gain=0.446557 2.3692 2.42413 4.6725 3.72859 4.30866 3.62018 3.59939 3.2624 3.1942 3.11991 2.85244 6.72898 2.81832 2.62304 2.56355 2.54146 2.4809 2.00114 1.78849 2.94741 1.5374 1.45623 2.9667 2.13238 1.4458 2.64482 4.58321 2.37989 1.94285
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leaf_count=18760 21 21 26 23 32 18 32 34 20 36 27 37 33 26 21 21 271 23 27 63 25 21 31 49 21 88 120 19 31 23
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Tree=164
num_leaves=23
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split_feature=19 19 19 10 19 19 8 16 9 18 2 20 16 2 2 2 2 2 0 2 11 2
split_gain=0.413618 1.03933 1.0152 0.940994 0.921375 0.635656 3.35072 3.98631 1.61521 2.66176 1.82455 1.67438 4.62333 3.06158 1.56313 0.914142 1.23848 1.44466 1.10396 1.04628 1.91557 0.921326
threshold=507.00000000000006 463.50000000000006 452.50000000000006 2.5000000000000004 433.50000000000006 355.50000000000006 1.0000000180025095e-35 274.00000000000006 1.0000000180025095e-35 319.50000000000006 71.500000000000014 2247.0000000000005 468.50000000000006 70.500000000000014 69.500000000000014 94.500000000000014 88.500000000000014 86.500000000000014 2.5000000000000004 84.500000000000014 2.5000000000000004 82.500000000000014
decision_type=2 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 15 14 -8 11 10 -10 12 -9 -13 -7 16 17 19 -18 21 -21 -1
right_child=-2 3 -4 -5 -6 6 7 8 9 -11 -12 13 -14 -15 -16 -17 18 -19 -20 20 -22 -23
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internal_count=20000 19972 19918 54 19893 19868 226 184 165 66 42 99 57 42 42 19642 19615 19564 51 19541 45 19496

Tree=165
num_cat=0
split_feature=7 11 18 2 8 18 0 18 19 19 8 18 16 19 19 16 18 8 2 11 2 14 19 6 2 6 2 16 7 18
split_gain=0.397354 4.71909 3.54951 5.58967 3.33317 4.61763 3.26665 3.19671 2.55892 4.14209 3.20768 2.51205 2.49195 2.37302 2.85096 3.69278 2.25264 4.26649 2.94624 3.85744 3.23347 1.46544 0.969306 0.730731 1.55112 0.841304 4.469 3.55844 3.30353 2.61945
threshold=1.5000000000000002 6.5000000000000009 45.500000000000007 76.500000000000014 1.5000000000000002 146.00000000000003 1.5000000000000002 77.500000000000014 42.500000000000007 18.500000000000004 3.5000000000000004 120.50000000000001 260.50000000000006 105.50000000000001 54.500000000000007 84.500000000000014 37.000000000000007 2.5000000000000004 39.500000000000007 1.5000000000000002 22.500000000000004 1.0000000180025095e-35 64.500000000000014 6.5000000000000009 55.500000000000007 3.5000000000000004 27.500000000000004 70.500000000000014 1.0000000180025095e-35 28.500000000000004
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leaf_weight=3394.030479661189 4.4737509489059439 15.741693034768106 5.5000469461083403 4.4325619041919699 6.964532718062399 4.9073140323162061 4.1878909021615982 5.8464553579688099 7.7416482716798765 6.1485272645950317 5.3079612106084815 6.4989064037799862 4.7337443530559531 7.1673583462834349 22.596793074160814 21.901495091617107 4.4018357843160647 8.3413797318935377 4.7854590862989417 5.5229843929409981 11.198884896934034 9.2815461568534356 6.3487859070301056 9.6337323337793332 4.9342564493417731 9.5776960104703885 16.18117169290781 12.931080549955366 20.604053281247616 725.13987966626883
leaf_count=15448 22 70 30 21 30 22 21 26 36 28 24 29 21 34 104 98 20 37 21 24 50 43 28 42 21 43 75 69 100 3363
internal_value=-2.05311e-06 0.000385543 0.00920079 0.00752658 0.00935777 -0.00409835 -0.0653411 0.00324963 0.0174837 -0.0215674 0.0184934 0.0270412 0.00915178 0.0556146 0.0177914 0.00886558 -0.00235273 0.017318 0.0433897 0.0152464 0.0730575 0.057038 -0.036412 -0.0184929 -0.0443168 0.00589762 0.0344754 -0.00183753 -0.00216019 -0.00157139
internal_weight=4377.06 3613.92 219.885 214.385 209.952 84.9004 9.0952 75.8052 45.813 13.8902 125.052 88.6867 54.54 34.1467 49.8062 44.4983 36.365 23.0517 14.7103 9.92482 26.9793 20.4804 13.3133 29.9921 14.568 15.4242 31.9229 763.149 758.675 745.744
internal_count=20000 16446 998 968 947 384 43 341 209 64 563 403 247 156 226 202 160 102 65 44 122 93 58 132 63 69 145 3554 3532 3463

Tree=199
num_cat=0
split_feature=7 8 2 18 2 16 16 16 21 4 10 17 12 4 20 3 18 6 11 4 21 10 17 17 10 20 21 4 11 20
split_gain=0.343092 1.97314 2.69183 2.68174 1.0094 0.746484 0.337886 2.01452 4.70898 4.23551 3.12166 2.71196 2.27052 1.92698 1.82926 5.48332 1.96989 2.46153 2.5072 1.77455 2.08262 2.80204 2.40327 4.82446 5.13536 4.20818 3.30945 3.23957 2.69903 2.13653
threshold=3.5000000000000004 2.5000000000000004 34.500000000000007 44.500000000000007 51.500000000000007 84.500000000000014 32.500000000000007 27.500000000000004 77.000000000000014 18.500000000000004 6.5000000000000009 1.5000000000000002 1.0000000180025095e-35 12.500000000000002 128.50000000000003 1.0000000180025095e-35 28.500000000000004 1.5000000000000002 1.0000000180025095e-35 27.500000000000004 81.500000000000014 4.5000000000000009 3.5000000000000004 9.5000000000000018 3.5000000000000004 97.000000000000014 49.000000000000007 8.5000000000000018 2.5000000000000004 457.50000000000006
left_child=6 5 -3 -4 -5 -2 7 12 9 10 14 -11 13 -1 15 -9 17 18 -16 20 22 -22 29 24 27 -26 28 -24 -25 -14
right_child=1 2 3 4 -6 -7 -8 8 -10 11 -12 -13 19 -15 16 -17 -18 -19 -20 -21 21 -23 23 26 25 -27 -28 -29 -30 -31
leaf_value=-0.078179407956827152 0.026319740193958403 -0.070730436777503569 0.11460198060576215 0.026036179819877766 -0.071087419809670885 0.11580516128353145 -0.00038303677103323716 0.1080274034208111 -0.069240229243988954 0.03190369682699614 0.080166952613887205 0.13783514165560662 0.005451303588490909 -0.0032054686338028856 0.02746383943692788 -0.037143928213954888 -0.061712461554088563 0.065159672453770218 -0.020065867082734359 -0.056863391508103225 0.074010386773557132 -0.017552618933363205 0.014693727467252123 -0.043973444404927967 0.024186617897378804 -0.060763879487811624 0.077995990553665587 -0.060212865202712268 0.046472597982643249 -0.063179180408707861
leaf_weight=6.825792118906973 1.6368263885378831 4.0747251436114293 2.4946575788781047 2.51368179731071 1.8632530421018598 2.1655552666634321 3824.9038424063474 6.0690562799572927 6.06263643503189 4.8874105513095838 6.5017706453800193 4.7807996869087219 311.39268716052175 6.8870089501142502 18.061141788959503 4.5543110258877277 4.6581691056489936 6.2309243753552428 28.788495078682899 5.2707679718732825 8.7901365682482702 5.3926185220479956 6.8764618113636962 7.2216641977429408 25.071160882711411 7.5986002907156935 8.2426879182457906 35.999054275453091 6.0746875032782555 4.6030705049633971
leaf_count=32 18 30 31 27 17 28 17340 28 32 23 28 21 1428 31 80 23 22 33 130 25 42 29 33 36 119 37 39 186 29 23
internal_value=-1.81405e-06 0.0152245 -0.00633287 0.0318537 -0.0153092 0.077284 -5.33e-05 0.00229602 0.0158916 0.0219973 0.0139531 0.0842854 -0.000464091 -0.0405251 0.0076557 0.0457914 0.000639087 0.00611085 -0.00174255 0.00080598 0.0015174 0.039196 0.000223735 -0.0135373 -0.0254404 0.00442814 0.0282112 -0.0481992 -0.00265147 0.00445157
internal_weight=4376.49 14.7487 10.9463 6.87159 4.37693 3.80238 4361.74 536.841 90.5947 84.5321 74.8639 9.66821 446.246 13.7128 68.3621 10.6234 57.7387 53.0806 46.8496 432.534 427.263 14.1828 413.08 97.0843 75.5453 32.6698 21.539 42.8755 13.2964 315.996
internal_count=20000 151 105 75 44 46 19849 2509 420 388 344 44 2089 63 316 51 265 243 210 2026 2001 71 1930 479 375 156 104 219 65 1451

end of trees

feature_importances:
n_lab_procedures_n_medications=753
time_in_hospital_n_lab_procedures=664
time_in_hospital_n_medications=574
n_lab_procedures=529
n_medications=394
n_procedures_n_medications=347
n_lab_procedures_n_procedures=332
diag_1=275
diag_3=256
age=250
time_in_hospital_n_procedures=237
diag_2=236
medical_specialty=223
n_inpatient=179
time_in_hospital=132
n_outpatient=128
change=89
n_emergency=84
diabetes_med=75
n_procedures=68
glucose_test=63
A1Ctest=48

parameters:
[boosting: gbdt]
[objective: binary]
[metric: binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 200]
[learning_rate: 0.1]
[num_leaves: 31]
[num_threads: 8]
[seed: 42]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: 10]
[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: 0]
[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:[]