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=3497 3586 3584 3563 3591 3571 3585 3572 3569 3608 3615 3590 3583 3564 3599 3587 3586 3595 3620 3601 3587 3626 3584 3575 3585 3607 3595 3595 3606 3592 3589 3593 3582 3599 3600 3613 3595 3597 3596 3605 3584 3589 3599 3599 3619 3592 3595 3589 3609 3591 3610 3599 3612 3614 3587 3592 3623 3616 3634 3615 3619 3593 3604 3558 3598 3592 3597 3598 3601 3616 3599 3373 3474 3472 3591 3594 3605 3595 3574 3466 3140 3243 3584 3341 3466 3590 3268 3587 3588 3475 3455 3607 3611 3598 3578 3606 3143 3588 3029 3148 3366 3360 3566 3359 3557 3604 3632 3602 3577 3588 3610 3617 3597 3267 3616 3482 3466 3606 3586 3490 3345 3354 3245 3259 3357 3572 3581 3600 3572 3480 3568 3621 3622 3609 3585 3563 3552 3581 3585 3557 3618 2954 3038 3053 3047 3580 3615 3614 3619 3584

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
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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
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=-0.34730806948152682 -0.33133890996699417 -0.34500948425199818 -0.334913654580834 -0.34014761412861128 -0.35752973798524618 -0.34667511343913537 -0.3292606019020381 -0.34704101193946274 -0.32984617776975117 -0.34558332341399228 -0.32117439889564381 -0.33453979733402522 -0.34156928017299354 -0.33549654764543285 -0.38895017734864695 -0.3391788107902492 -0.3729516607631182 -0.33521304071697333 -0.33364322692478393 -0.32202903823778306 -0.37203050240190444 -0.30455275938249993 -0.3435151264325409 -0.3161799793916944 -0.3582040745677828 -0.29082618020497875 -0.36075098942693967 -0.36389531212411635 -0.34636603133864141 -0.34886747048205868
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
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internal_value=-0.341783 -0.341038 -0.343431 -0.347135 -0.353653 -0.343784 -0.373953 -0.37842 -0.336211 -0.334387 -0.332088 -0.336594 -0.338711 -0.334014 -0.386424 -0.336069 -0.357697 -0.333212 -0.351675 -0.368928 -0.370369 -0.319076 -0.38853 -0.357428 -0.33413 -0.328424 -0.354888 -0.36109 -0.341416 -0.339582
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 8 8 48 38 1 28 7 7 6 0 17 21 28 17 28 28 28 55 6 6 8 7 7 54 5 51 7
split_gain=4341.41 1577.77 943.742 670.979 728.569 520.964 457.652 374.619 350.175 210.804 253.506 174.869 150.28 133.529 129.879 108.721 96.1239 77.1839 69.1446 68.8045 67.645 62.3675 53.7132 53.5924 49.6686 36.341 21.6408 20.2241 15.2343 13.9272
threshold=-1.1056645214557645 -0.031506778672337525 -1.256108224391937 -0.0089428424835205061 0.057788373902440078 -0.34191577136516565 1.0000000180025095e-35 -0.0026376470923423763 -0.0094470065087079984 0.061627229675650604 -0.0097913797944784147 6.0537413446581929e-05 -0.0017451324965804813 -0.9409729242324828 3.1571753025054936 -0.27692525088787073 -0.9409729242324828 -0.081908166408538804 -0.16511735320091245 0.0010656728409230711 0.15352448076009753 0.61955183744430553 6.054261029930786e-05 -0.050118966028094285 0.051835363730788238 0.0051615408156067142 0.99899032711982738 -1.8549360036849973 -0.28147326409816736 -0.27966761589050287
left_child=2 6 7 13 5 -5 18 19 17 10 -10 12 -9 21 20 -16 -6 28 27 29 -8 -3 -21 -15 -13 -20 -19 -2 -4 -1
right_child=1 3 8 4 16 -7 14 11 9 -11 -12 24 -14 23 15 -17 -18 26 25 22 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.023461883577505047 0.017915367852239666 -0.0020970194961395842 -0.00010321652294897921 -0.0086518400769552486 -0.013487769130427442 -0.0010578771930075989 0.023986694939700352 -0.016462035977224662 0.00072884137968841779 0.0032307051091501112 -0.017243006148952578 -0.024926206196127079 -0.040453455456422274 0.0072031100396430289 0.055776803020240094 0.022439051833238671 0.0050678496189579042 -0.0024298427883551153 0.0089945121911093277 -0.024430560394820333 0.012309816050039637 -0.028067554236677776 -0.0078530479144724771 0.0037414080531262797 -0.0032553237559453888 0.0053620300095287331 0.026391274285483306 0.010537895802455972 0.015669502078276259 -0.0030543382328516739
leaf_weight=27.004086881875992 510.56008879840374 282.13139623403549 95.78129842877388 17448.081007644534 369.08510120213032 35586.883550971746 1774.5453124344349 387.43649935722351 1162.7952085286379 902.62128578126431 8124.0062886625528 1546.4344315230846 2671.8742142468691 14763.32019610703 260.61046226322651 246.87479668855667 18365.749135673046 2207.5906057655811 6310.9359700530767 606.99249513447285 1008.2981986105442 208.33291429281235 434.72417777776718 9542.2313550114632 150.39758715033531 8216.6520233750343 34.288576900959015 8480.9292418062687 462.96663157641888 520.05076465010643
leaf_count=111 2099 1162 394 71924 1518 146632 7294 1596 4784 3714 33507 6387 11065 60723 1070 1014 75561 9088 25957 2506 4145 862 1793 39280 619 33815 141 34880 1904 2142
internal_value=2.2823e-05 0.00250852 -0.0158383 0.000363445 -0.00140042 -0.00355623 0.0102349 -0.0272185 -0.0102797 -0.0133785 -0.0149928 -0.0322742 -0.0374151 0.00546879 0.0228102 0.0395591 0.0047023 0.00099456 0.00847566 -0.0120835 0.0197559 -0.0131284 -0.0175125 0.00584406 -0.0230054 0.00694002 -0.00198904 0.0109568 0.0129657 -0.00174543
internal_weight=142710 123375 19335 96565.8 71769.8 53035 26809.4 6344.91 12990 10189.4 9286.8 4756.14 3059.31 24796 3290.33 507.485 18734.8 2800.63 23519.1 1588.77 2782.84 490.464 1041.72 24305.6 1696.83 14527.6 2241.88 8991.49 558.748 547.055
internal_count=587687 507936 79751 397662 295635 218556 110274 26219 53532 42005 38291 19667 12661 102027 13523 2084 77079 11527 96751 6552 11439 2024 4299 100003 7006 59772 9229 36979 2298 2253
shrinkage=0.036

Tree=2
num_cat=0
split_feature=48 28 18 8 8 48 28 6 38 6 6 7 17 21 28 28 17 6 28 6 7 7 8 23 26 8 5 12 27 11
split_gain=4045.01 1463 930.824 623.078 677.107 486.663 451.3 487.974 422.481 185.052 147.535 142.615 124.154 119.223 117.821 99.2954 91.15 90.411 63.9768 58.6714 50.7232 45.7608 33.8242 32.5989 24.3427 22.7801 18.6744 16.117 14.3311 10.4962
threshold=-1.1056645214557645 -0.031506778672337525 -0.020219163037836548 -0.0089428424835205061 0.056312030181288726 -0.34191577136516565 0.000590299750911072 6.054261029930786e-05 1.0000000180025095e-35 1.0000000180025095e-35 6.0529777329065844e-05 0.061627229675650604 -0.9409729242324828 3.1571753025054936 -0.081908166408538804 -0.27692525088787073 -0.9409729242324828 1.0000000180025095e-35 -0.16511735320091245 0.6756977140903474 -0.095203194767236696 -0.022537890821695324 -0.0041350403334945432 -0.0016591091989539561 0.87006315588951122 0.060729285702109344 -1.8549360036849973 -0.25213894248008722 -0.0034591275034472342 -0.68374860286712635
left_child=2 8 9 12 5 -5 14 17 18 27 23 -9 19 24 28 -15 -6 -8 26 -3 -14 -16 -20 -11 -10 -12 -2 29 -4 -1
right_child=1 3 6 4 16 -7 7 11 13 10 25 -13 20 15 21 -17 -18 -19 22 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0032612111881723791 0.017220025137988683 -0.0026880694381499512 0.016122494552052013 -0.0084035665433957619 -0.013147892495380363 -0.0010346849683668252 -0.011075762491566481 -0.01203700438209686 0.020846384476090735 -0.044015455779141996 -0.027825574744068861 0.003078445741642572 0.00765165488297939 0.053322263845073305 0.004039553883685325 0.021554227828864202 0.0047929702726708422 -0.027746173148536536 0.0089741528649446966 -0.028229498490540017 0.0042928341736953261 -0.0063099001003022867 0.0053672421658368758 -0.010448611514661078 0.012916308469771536 -0.0016062610849872181 0.010140768654180853 0.016254761249767508 0.0045987203738878588 -0.016134940411150447
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internal_value=2.16636e-05 0.0024171 -0.0153142 0.000350252 -0.00135043 -0.00346162 -0.0117224 -0.0157284 0.00984975 -0.0327356 -0.0358042 -0.0100535 0.00526706 0.021909 -0.00258762 0.0379053 0.00444256 -0.0257584 0.00815897 -0.0126881 0.00562814 -0.00471877 0.00668238 -0.043204 0.0189838 -0.0269485 0.0105432 -0.00901893 0.0121173 -0.0112081
internal_weight=142702 123424 19278.5 96569.9 71751.6 52586.9 15983.2 11110.7 26853.8 3295.33 2917.8 7095.89 24818.2 3302.07 4872.49 510.492 19164.8 4014.78 23551.7 489.261 24329 4255.72 14544.2 1589.57 2791.58 1328.23 9007.54 377.527 616.772 347.433
internal_count=587687 507936 79751 397662 295635 216845 66033 45959 110274 13718 12159 29318 102027 13523 20074 2084 78790 16641 96751 2024 100003 17542 59772 6644 11439 5515 36979 1559 2532 1435

Tree=3
num_cat=0
split_feature=28 18 28 47 17 38 7 8 6 18 6 28 21 28 7 55 1 29 6 8 21 28 23 4 46 29 26 8 26 15
split_gain=2384.33 1906.54 1357.47 768.014 602.55 521.217 413.051 227.907 185.681 173.389 153.515 143.294 95.9595 112.065 80.5946 68.2588 63.8154 57.5935 55.9402 51.7606 31.4849 22.9146 21.0191 19.2332 16.5114 15.4935 14.4829 14.3905 12.1819 11.1463
threshold=-0.014725709334015845 -0.020662431605160233 0.021683344617486004 -0.5827713906764983 -0.9409729242324828 1.0000000180025095e-35 0.00065479933982715021 -0.0079659163020551187 0.64674586057662975 -0.021240289323031899 0.81589552760124218 -0.16511735320091245 3.1571753025054936 -0.23239897191524503 -0.0007832700794097035 0.15352448076009753 -0.0026376470923423763 -0.26274630427360529 6.0516111261677004e-05 0.04795315861701966 -0.20624444633722303 -0.91767302155494679 0.0028270264156162743 -0.020877178758382794 -0.027065264992415902 -0.24111911654472348 0.87006315588951122 0.014057711232453586 -1.7478882670402525 -0.0063512064516544333
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internal_value=2.05571e-05 -0.00275491 -0.00191293 -0.00500738 0.00365185 0.00782335 -0.0101421 -0.00205491 -0.0213289 -0.030637 0.00450808 0.00641058 0.0205949 0.0343619 0.00495832 0.0181723 -0.0220186 -0.0268542 -0.0390882 0.00336281 -0.0108215 0.0496319 -0.032926 0.0102041 0.0110467 0.00930559 0.0220876 0.0173161 0.00764387 -0.046641
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internal_count=587687 434039 421117 270874 150243 153648 99126 171748 5005 12922 145238 138414 15234 2269 100167 12965 6363 4453 6559 62885 1910 1192 3601 38247 4602 29375 8363 1077 37282 2958

Tree=4
num_cat=0
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Tree=26
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Tree=29
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internal_count=600526 45836 554690 339390 180988 36187 105742 31608 25914 4579 9649 158402 53756 75246 215300 139768 104646 75532 8791 26228 5694 4754 1531 3223 66741 113540 4895 1846 2733 2485

Tree=70
num_cat=0
split_feature=48 7 34 7 8 7 9 28 21 3 16 12 17 34 23 34 31 31 8 28 17 16 26 8 55 16 28 34 24 46
split_gain=527.927 415.92 210.263 185.945 143.286 138.261 129.899 116.704 106.271 33.1585 31.0736 26.6929 28.5019 21.6805 19.8435 18.4069 17.9763 17.8902 16.4204 14.387 63.0144 16.926 13.4426 10.5196 11.2801 10.1303 10.5744 8.98879 8.54517 7.97003
threshold=-1.0966818332672117 -0.007318702293559908 1.386674225330353 0.0093686985783278959 -0.037789812311530106 -0.03915905021131038 -0.041067229583859437 -0.0031161594670265909 -0.21656500548124311 -0.0067563841585069886 0.40905830264091497 -0.085287217050790773 -0.82372671365737904 1.3940483927726748 -0.0017185006872750817 1.3768324255943301 -1.3634333610534666 0.87499371170997631 -0.16855829954147336 0.085412003099918379 -0.93281450867652882 0.031306115910410888 -1.8105865120887754 0.386643797159195 1.0889913439750674 0.031306115910410888 -0.30544863641262049 1.1845595836639407 -0.11493661999702452 -0.00288810022175312
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Tree=71
num_leaves=29
num_cat=0
split_feature=18 7 48 7 0 8 8 12 16 8 45 7 5 7 23 0 19 14 26 34 19 11 34 35 35 46 4 8
split_gain=501.533 353.59 423.176 246.182 133.53 89.9319 81.6724 33.9919 32.3212 26.3269 25.1752 24.6196 46.7722 21.8711 19.5376 17.7165 15.4335 14.5184 12.9485 12.8157 12.3689 17.5037 9.95529 8.33533 7.72121 7.04024 4.27017 3.75811
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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
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internal_count=600835 593859 358040 92933 70082 265107 120708 144399 235819 59406 6976 176413 55281 22851 1766 121132 1742 5210 40588 18818 1121 497 4089 688 2665 1054 624 1424

Tree=72
num_leaves=30
num_cat=0
split_feature=18 7 7 6 6 21 7 5 16 7 6 17 5 16 6 17 24 23 50 24 6 8 17 46 6 45 49 55 55
split_gain=471.905 328.639 349.854 216.657 604.486 61.8951 46.3525 36.3601 31.158 63.099 25.6387 24.4369 21.1745 20.9535 20.1819 44.2248 15.9696 15.7615 10.4155 11.6961 10.6044 8.64891 7.12049 9.50845 6.76428 9.29941 8.16169 6.3657 5.00148
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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
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internal_weight=145712 144450 86576.5 39950.8 25075.5 14875.3 46625.7 13860.2 57873 40316.1 1262.01 32765.5 7794.94 32521.2 17556.9 1423.39 16133.5 653.804 608.207 193.945 130.249 9.73293 414.262 183.554 644.071 271.688 372.383 63.6963 230.708
internal_count=600835 593859 358040 169006 107896 61110 189034 56926 235819 164329 6976 132108 32609 131720 71490 5847 65643 3898 3078 980 661 46 2098 925 3852 1679 2173 319 1173

Tree=73
num_cat=0
split_feature=18 7 8 9 0 9 24 17 16 7 6 16 34 6 17 43 23 24 50 24 6 12 17 46 6 49 31 55 55
split_gain=444.041 305.454 326.568 246.944 169.841 33.2499 32.3476 34.9238 28.9384 58.625 24.9692 19.4645 18.8949 18.7433 41.5312 15.9448 14.9481 14.8299 9.88149 10.9906 10.1468 8.72784 6.80342 8.88115 6.65984 7.74319 6.84913 5.85511 4.74748
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internal_count=600835 593859 358040 186656 141259 45397 171384 147910 235819 164329 6976 131720 32609 71490 5847 23474 3898 65643 3078 980 661 46 2098 925 3852 2173 1679 319 1173

Tree=74
num_cat=0
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threshold=-2.0342067480087276 -0.009570335038006304 -0.032250203192234032 -0.71998962759971608 -0.16451243311166761 -0.055481914430856698 -0.14724454283714292 -0.1124298647046089 0.012683806940913202 0.0084308767691254633 -0.02598645910620689 -0.0040526322554796925 1.3940441608428957 0.01795959006994963 -5.7722152632777572e-05 5.6930477619171151 -0.015744125470519062 -0.40573127567768091 -2.226758480072021 -0.37456953525543207 -0.014675930608063934 2.0022891759872441 -0.09966482967138289 -0.28082825243473047 -0.82372671365737904 0.8257788121700288 0.8257788121700288 0.31679667532444006 -0.012840084265917538
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Tree=80
num_leaves=27
num_cat=0
split_feature=18 7 48 7 34 7 0 34 6 16 7 23 6 33 1 51 24 23 23 17 55 17 4 25 55 45
split_gain=324.141 216.026 275.49 103.17 88.9681 65.4968 64.4177 40.5872 27.2044 24.1683 41.0942 26.0079 22.2338 21.0726 24.1864 20.9236 13.0969 11.7893 10.4666 8.48199 9.32784 7.72823 9.08387 7.20493 6.58361 5.35214
threshold=-0.022254286333918568 -0.0099821472540497762 -1.0966818332672117 -0.022316543385386464 1.3621701002120974 -0.03915905021131038 -0.031034667976200577 -1.5756314992904661 -0.0040526275988668195 0.010500261560082437 0.011318540200591089 -0.0017185006872750817 -0.0040526397060602895 -0.40082229673862452 -0.0039513725787401191 0.034258240833878524 -1.3363807797431944 0.002517020446248353 0.0084645096212625521 -0.40573127567768091 1.1026728153228762 2.7475534677505498 -0.0086967698298394663 -1.9451962709426878 0.4960180819034577 0.0014828997664153578
decision_type=2 2 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
num_leaves=28
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split_feature=26 8 48 8 21 9 11 6 27 17 6 5 9 6 23 17 23 17 24 23 55 48 17 4 25 8 6
split_gain=309.666 192.441 254.81 140.06 107.853 66.2708 76.4663 19.8041 16.1912 40.8329 29.9302 19.2492 13.7342 13.206 14.8449 11.8225 11.1492 10.4401 10.2262 8.89668 8.89474 8.74956 7.60652 8.06206 6.80849 6.2054 5.18479
threshold=-2.0342067480087276 -0.0051717739552259437 -0.71998962759971608 -0.046065490692853921 -0.16451243311166761 0.017346455715596679 0.46562300622463232 -0.0040526397060602895 0.0019021226326003673 -0.93281450867652882 0.71595758199691784 0.93037799000740062 0.33165289461612707 -3.0602935552597041 -0.0017185006872750817 -0.52514326572418202 0.002517020446248353 -0.40573127567768091 -2.8839204311370845 0.0068236608058214196 1.1026728153228762 -2.226758480072021 2.7475534677505498 -0.0086967698298394663 -1.9451962709426878 -0.017950284294784066 -0.0040526727680116883
decision_type=2 2 2 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_count=600962 594010 359271 92149 72968 267122 181637 6952 234739 79930 1319 78611 85485 154809 152676 2133 3868 3084 19181 1389 1695 1666 3826 75 1365 42 3751

Tree=82
num_cat=0
split_feature=18 48 6 0 9 9 1 12 6 1 46 6 21 9 6 51 14 9 2 12 28 6 23 25 0 51 47 28 33 24
split_gain=287.5 154.436 99.8644 219.168 74.5118 90.1893 73.1941 59.1887 55.9623 47.997 42.2593 40.3963 25.6522 21.2379 17.6611 16.6027 16.308 20.7987 17.0712 15.4413 14.6639 14.9199 13.5353 12.8478 11.347 9.23768 8.90889 7.28299 7.07933 5.68582
threshold=-0.021774982102215287 -1.0966818332672117 -0.0040526173543184987 -0.0022257192758843298 0.016545315273106102 -0.059511112049221986 -0.0041240707505494347 -0.2904189378023147 -0.0040526257362216702 -0.0037740134866908188 -0.0021087559871375556 -0.0040526322554796925 1.304189205169678 -0.011483338195830582 0.90320849418640148 0.34658597409725195 0.083374205976724639 0.42441053688526159 -0.024384496733546254 -0.19564003497362134 -0.0040623031090944997 -1.6358056664466856 -0.0015182809438556431 0.75727206468582164 -0.0027289254358038302 -0.24528624117374417 -1.2475050687789915 -0.0031425032066181298 -0.41010771691799158 0.82463777065277111
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internal_count=600962 589358 73751 43178 515607 343533 229967 30573 20606 11604 28760 10134 113566 1813 4272 22572 172074 78230 93844 3850 1470 698 5862 422 115 772 5750 752 583 112

Tree=83
num_cat=0
split_feature=26 8 8 48 21 9 6 12 6 21 28 28 6 24 23 34 26 23 17 55 23 17 4 48 55 17 6 24
split_gain=274.195 174.064 234.871 179.143 123.434 26.5902 27.0938 26.3892 18.746 18.4414 80.5601 40.6302 19.4007 16.2825 17.9387 16.3917 12.2228 10.2185 9.98227 8.41613 8.22729 7.37464 7.415 6.86722 5.77206 5.46378 5.21152 4.7489
threshold=-2.0342067480087276 -0.0085377893410623056 -0.03178808465600013 1.0000000180025095e-35 -0.21236976981163022 0.15864382684230807 -1.5177190303802488 0.40806433558464056 -0.0040526397060602895 3.1765712499618535 -0.12948711961507794 0.30062718689441686 -0.23527337610721585 -1.8223245143890379 -0.018280238844454285 -1.5756314992904661 1.1389300823211672 0.002517020446248353 -0.40573127567768091 0.89016938209533703 0.0068236608058214196 2.7475534677505498 -0.0086967698298394663 -2.226758480072021 0.4960180819034577 -0.38788013160228724 -0.0040526727680116883 -0.84291622042655934
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internal_value=-0.000150352 -1.22579e-05 -0.00109268 -0.00322139 -0.00508071 0.000639306 0.000290976 0.000149924 -0.0178653 0.00143633 -0.00314197 -0.00817256 0.0153969 0.0015211 0.00731887 0.0014609 0.00281256 -0.0225617 -0.0132613 -0.0176608 -0.00807877 -0.0231862 0.00530844 -0.0190567 0.0155675 -0.0090167 -0.0237991 0.00780118
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internal_count=600962 594010 342778 158103 104261 184675 159394 53842 6952 251232 4743 3705 1038 246489 2535 243954 25281 3868 3084 1695 1389 3826 75 1609 42 1365 3751 86

Tree=84
num_cat=0
split_feature=26 7 48 7 12 13 48 21 35 16 7 5 51 19 19 28 23 46 7 17 17 55 17 20 35 19 24 55 9
split_gain=257.725 173.16 220.276 85.3819 73.1372 73.4059 56.1266 49.546 38.3628 22.3387 33.6648 24.5838 19.2256 18.5538 17.6368 11.671 11.0697 11.0254 10.1365 7.87086 7.77971 7.61225 7.18516 10.0114 6.93269 6.60593 6.14904 5.52949 5.10222
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split_gain=30.7975 32.6993 38.0446 25.6145 22.2587 59.5924 58.7836 42.0729 23.304 20.8107 18.4673 19.8283 16.3044 14.3143 13.7154 13.0746 13.0773 12.7158 12.4098 12.1983 12.1033 11.2912 10.8505 10.7075 9.25947 8.87533 7.94794 11.8098 8.02207 6.22421
threshold=-0.29080538451671595 -0.0039383406983688465 -0.0069687394425272933 -0.019457849673926827 -0.0014371092547662554 -0.001615132321603596 -0.0032315300777554508 -0.0024267609696835275 -0.015247953124344347 -0.0004490460996748879 0.82581356167793285 -0.27572597563266749 1.0000000180025095e-35 -0.0037716437363997097 0.079912610352039351 0.36312682926654821 -0.44184967875480646 -0.84307458996772755 -0.054394239559769623 -0.12114644795656203 -0.013863822445273398 -0.40703859925270075 -0.38968080282211298 4.5086498260498056 -0.0041913201566785565 -0.069918535649776445 -0.0019615105120465155 -0.0054192768875509492 -0.29813882708549494 -0.025495304726064202
left_child=1 18 3 19 5 10 7 -7 -8 15 13 -12 24 -2 17 16 -6 -11 23 -3 -5 -16 -14 29 -4 -17 28 -28 -20 -1
right_child=4 2 12 20 9 6 8 -9 -10 14 11 -13 22 -15 21 25 -18 -19 26 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.0041299368630916856 -0.00020389506197432351 0.0035566243474179212 -0.00066979250344146506 -0.01524537539701656 0.034070994886482908 -0.00087474721134376252 0.00051155874144920418 -0.0059808585275511481 -0.0025812737255099705 0.0121506559761163 -0.022774777581807709 -0.00056408839189453594 -0.0029985428058396228 0.0011068200736266617 0.0080537403618877457 0.025305271072605412 0.0025168843551417372 3.7891080318373358e-05 -0.00026142108712193279 -0.0072841495989022544 -0.0076143288126528418 0.0014585280864781911 0.010044171076411661 0.039353344965914826 -0.014430815554230144 -0.026493675320051421 -0.028512069476895309 0.013126727789256592 0.046717082007010205 -0.001564442967109958
leaf_weight=298.51762342453003 43472.245548598468 234.44391724467278 182.23947528749704 664.76289625093341 17.074418172240257 3142.8691552430391 8934.1821777522564 6250.7990710549057 4883.0143673568964 112.56804928183556 94.733461827039719 115.72642584145069 120.21416805684566 14367.078564867377 482.55701486766338 4.9833738207817069 5546.02244772017 51244.394215643406 6.8637958317995098 315.60792566090822 452.8659079298377 1110.9517811983824 264.6454806625843 8.7289470583200437 97.154923990368843 30.675710335373878 10.283835798501967 62.348736360669136 15.017955377697943 1492.7384374439716
leaf_count=1214 177382 1163 829 4499 69 12804 37562 31874 20634 492 485 465 524 58214 1978 20 22422 210658 30 1559 2599 4568 1096 38 447 124 43 283 62 6820
internal_value=-0.000239463 -0.00326712 -0.00612125 -0.00902327 -0.000147938 -0.000533508 -0.00207525 -0.00427249 -0.000581452 0.000387197 8.29492e-05 -0.0105617 0.0011646 0.000121682 0.000166499 0.00247445 0.00261373 6.44407e-05 0.000246023 -0.00266358 -0.0121533 0.00345573 0.00597017 -0.000421632 -0.00545497 -0.0192547 0.0129612 0.00723121 0.031981 -0.000615459
internal_weight=144036 4226.43 2331.93 1667.68 139810 81260.6 23210.9 9393.67 13817.2 58549.2 58049.8 210.46 664.254 57839.3 52950.5 5598.76 5563.1 51357 1894.5 550.052 1117.63 1593.51 384.86 1799.99 279.394 35.6591 94.5143 72.6326 21.8818 1791.26
internal_count=600957 21206 12716 9820 579751 339420 102874 44678 58196 240331 236546 950 2896 235596 217696 22635 22491 211150 8490 2722 7098 6546 1620 8072 1276 144 418 326 92 8034

Tree=147
num_cat=0
split_feature=47 48 34 6 1 1 17 0 46 6 20 23 45 43 45 24 35 16 15 17 7 0 14 17 7 28 9 8 18 4
split_gain=29.9845 25.7548 49.9667 50.8398 22.1715 55.0294 20.732 19.2235 16.6225 14.9167 12.8958 11.7132 11.3157 14.2777 11.2998 10.2763 9.44397 9.32558 8.02056 13.868 7.74629 7.56724 7.32754 11.2817 7.32084 6.77051 10.7883 9.45075 6.31193 4.72402
threshold=-1.9132293462753294 0.42069473117589956 1.3778149485588076 -0.0032315368298441167 -0.0037464592605829235 -0.0036749573191627856 0.34844888746738439 -0.10270385444164275 -0.0030742408707737918 -0.0032315354328602548 -0.031473683193325989 -0.0017051076865755019 -0.00089026900241151441 0.78204244375228893 -0.0017034705379046498 -0.83498600125312794 1.3953457474708559 -0.024580038152635094 -0.077147167176008211 2.2016760110855107 0.094300489872694029 0.010384302586317064 0.0071853601839393386 -0.59571358561515797 -0.073660593479871736 -0.062163170427083962 -0.23817779123783109 -0.59326431155204762 -0.00078113013296388079 -0.0018218940822407601
left_child=9 2 4 6 7 -6 -4 -2 -5 16 11 17 14 -14 -12 20 25 -3 19 -17 28 -20 29 -24 -13 26 -1 -27 -11 -18
right_child=1 10 3 8 5 -7 -8 -9 -10 15 12 24 13 -15 -16 18 22 -19 21 -21 -22 -23 23 -25 -26 27 -28 -29 -30 -31
leaf_value=-0.0072079472894366146 0.0062803390771666821 -0.01862404065829612 -0.017303353574738306 0.0020950576824230582 -0.0037178613999690772 -0.00037092745654644698 0.0010769797523139724 0.0001321786666205634 -0.0048488593305697518 -0.0046532401807204346 0.00073207792443670029 -0.011628142271539783 0.00013319746423048271 -0.0030237221378382959 0.0035002880989278267 -0.0091421692761634241 -0.016494051022206236 0.00093704259433643512 0.0029129655614558931 0.054887040111415465 -0.034391866353059138 -0.0090294467608132371 -0.020007260438343225 -0.0011088801263164916 0.0075023574153254341 0.042274353707637248 0.020126685181512286 -0.0063005046096634727 -0.027294296231219962 -0.038447107899943732
leaf_weight=41.143311053514481 669.97212046384811 34.516317844390869 517.81432915106416 650.81870219856501 7592.9460957571864 39417.782321408391 93.963725291192532 40590.993390873075 1425.0586572363973 223.33145106583834 20809.835878536105 26.864422142505646 24471.936492741108 2009.1064749956131 2104.3158335983753 146.70640936493874 114.16981781646609 372.05530236661434 737.64593200385571 4.5189670622348777 13.402708843350409 75.832704722881317 62.795654058456421 117.61623983830214 741.09625156223774 5.22198262810707 34.323011100292206 873.98059171438217 17.185828626155853 14.294100381433962
leaf_count=165 2707 140 3054 2825 34584 164937 551 167647 6184 1074 84026 108 99070 8340 8528 675 1162 1517 3290 20 54 325 425 750 3027 21 138 5387 77 149
internal_value=-0.000230913 -0.00016212 -0.000524222 -0.00535974 -0.000376992 -0.000911508 -0.0144803 0.000232009 -0.00267184 -0.00415338 0.000489189 0.00421732 0.00040054 -0.000106317 0.000986296 -0.00131165 -0.00689409 -0.000723616 0.000384395 -0.00722883 -0.00775533 0.00179969 -0.0123657 -0.00768681 0.00683314 -0.00512378 0.00522418 -0.006012 -0.00627103 -0.0189368
internal_weight=144011 141529 90959.3 2687.66 88271.7 47010.7 611.778 41261 2075.88 2482.17 50569.7 1174.53 49395.2 26481 22914.2 1218.62 1263.54 406.572 964.704 151.225 253.92 813.479 308.876 180.412 767.961 954.669 75.4663 879.203 240.517 128.464
internal_count=600957 587245 382489 12614 369875 199521 3605 170354 9009 13712 204756 4792 199964 107410 92554 5515 8197 1657 4310 695 1205 3615 2486 1175 3135 5711 303 5408 1151 1311

Tree=148
num_cat=0
split_feature=12 13 8 8 23 23 6 0 12 23 33 22 17 6 23 35 6 45 17 46 8 8 55 31 13 5 15 9 24 51
split_gain=28.0305 29.9971 34.8852 23.7417 20.5418 53.4002 53.6074 44.9502 21.066 19.1206 14.3394 13.6848 14.9553 13.682 64.2473 13.2295 13.2201 17.2717 16.8642 12.4519 12.2183 11.4582 11.3895 11.2336 11.1525 10.7956 13.1012 12.52 9.54073 8.46323
threshold=-0.29080538451671595 -0.0039383406983688465 -0.0069687394425272933 -0.019457849673926827 -0.0014371092547662554 -0.001615132321603596 -0.0032315314747393127 -0.0024267609696835275 0.020907920785248283 -0.0004490460996748879 -0.38818599283695215 1.1452144384384157 0.22375283390283587 1.0711746811866762 -0.054281782358884804 -0.48261517286300654 0.99658003449440014 0.079912610352039351 -0.93323016166687001 0.060687676072120673 0.053233079612255103 -0.013863822445273398 -0.12114644795656203 0.63862180709838878 -0.43782141804695124 -0.41413150727748865 -0.0089531415142118913 -0.026334875263273713 -0.31752543151378626 -0.31642667949199671
left_child=1 11 3 22 5 13 7 -7 -8 19 28 12 29 15 -15 -2 17 -11 -18 24 -12 -5 -3 -14 -6 26 -13 -27 -4 -1
right_child=4 2 10 21 9 6 8 -9 -10 16 20 25 23 14 -16 -17 18 -19 -20 -21 -22 -23 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=-0.00045397966477546002 -0.00057075667747522691 0.0034716838784148133 -0.018301158151695137 -0.014718825667928736 0.030712558368874404 -0.00084174252929204415 6.1535927196287331e-05 -0.0062753845853375755 -0.0032375483180019649 0.00038153298769820411 0.008735258071896854 0.008469110644866178 -0.0056945169547915698 -0.031981174000544843 0.00067641794553640591 0.00055422262805389095 -0.020570409904527291 0.0054988032513577428 -0.00073876367545168842 -0.025108518869395184 -0.0079781782229332594 -0.0072641306593832517 -0.0070093875846271008 -0.025707132478564425 0.0023922228313007481 0.013492987626800712 0.037184904256542015 -0.004543945797066188 -0.0017314835427883893 0.010729565475122648
leaf_weight=1008.3278222158551 21813.076069749892 234.53790162503719 56.137222006917 657.23293396830559 18.079641342163086 3142.4943592101336 11531.792134001851 5302.4652125351131 3205.7329785525799 38932.675479188561 310.70490388572216 190.4265628606081 287.15423280745745 97.992061972618103 384.04004748165607 35752.493019998074 55.808641910552979 873.98514303565025 13085.887728542089 21.27698515355587 69.337451592087746 450.29759177565575 314.61101278662682 41.61950995028019 5560.0999791622162 69.3472770601511 23.087292045354843 177.62272252142429 227.73722598701715 96.050236284732819
leaf_count=4673 88549 1163 250 4499 73 12804 48791 27694 13585 159360 1302 789 1295 533 1626 145838 291 3573 54472 86 281 2599 1559 193 22476 281 99 748 1063 412
internal_value=-0.000222657 -0.00311539 -0.00585906 -0.00865328 -0.000135443 -0.000505952 -0.00196654 -0.00425345 -0.000656087 0.000378607 0.00111339 0.000246896 -0.00148784 7.73633e-05 -0.00596253 0.000127939 0.000167042 0.000493887 -0.000822982 0.00237917 0.00568595 -0.0116879 -0.00253299 -0.00822792 0.00248401 0.00564588 0.0115742 0.000520686 -0.0050082 0.000518678
internal_weight=143992 4214.23 2320.6 1656.68 139778 81230.1 23182.5 8444.96 14737.5 58547.8 663.917 1893.64 1433.15 58047.6 482.032 57565.6 52948.4 39806.7 13141.7 5599.46 380.042 1107.53 549.149 328.774 5578.18 460.484 213.514 246.97 283.874 1104.38
internal_count=600957 21206 12716 9820 579751 339420 102874 40498 62376 240331 2896 8490 6573 236546 2159 234387 217696 162933 54763 22635 1583 7098 2722 1488 22549 1917 888 1029 1313 5085

Tree=149
num_cat=0
split_feature=47 48 34 7 22 11 43 9 5 7 33 51 9 31 50 12 9 55 11 7 3 4 18 19 33 9 3 45 48 50
split_gain=26.5513 23.1723 45.3173 27.7827 21.069 31.1888 30.8983 20.5683 11.3232 18.8922 14.9775 14.1732 13.1486 12.3265 10.5304 17.0328 16.6995 12.838 11.7679 10.3913 9.6156 8.57979 8.38138 8.18202 11.5203 8.40969 7.82194 7.25084 7.10512 6.71163
threshold=-1.9132293462753294 0.42069473117589956 1.3778149485588076 0.015554901212453844 -0.38585478067398066 0.87137019634246837 1.0000000180025095e-35 0.011446484364569189 1.3768665194511416 -0.035715911537408822 0.79332903027534496 -0.13150874525308606 -0.011371966451406477 1.2295964956283572 -0.15213821828365323 1.0000000180025095e-35 0.00088458511163480591 1.4375481605529787 1.5424320101737978 -2.1393389701843257 0.014636212028563024 -0.0079690390266478044 -0.0054064239375293246 -0.014712039381265639 -0.3813758641481399 0.0048211431130766877 -0.027499366551637646 -0.0047961517702788106 -2.5940562486648555 0.95892417430877697
left_child=14 2 4 7 6 -6 -2 -4 9 19 13 -12 -11 -10 15 23 22 18 -17 -3 27 -5 28 24 -1 -25 -19 -18 -16 -24
right_child=1 8 3 21 5 -7 -8 -9 10 12 11 -13 -14 -15 16 17 20 26 -20 -21 -22 -23 29 25 -26 -27 -28 -29 -30 -31
leaf_value=-0.01054925107073214 -0.0008490769861575091 0.0063481827005954176 -0.01059668648445931 0.031815998895259025 0.0010024125785902159 -0.0023421859274851326 0.0046121741705144222 -0.0032028282151687587 0.00073676024674247144 0.00025204179350780243 0.043946229804367139 -0.008005489712858662 0.0018994641602666958 -0.0026856578457083286 -0.015399064259486891 0.0017065562544553256 0.031059907102508437 -0.002440652438028313 0.051990097343826008 -0.00036521886968163362 -0.0090722521428589168 0.00051387201063128574 -0.054927226037514661 -0.018536144327963289 -0.0035157309672600445 -0.0029615853237128864 -0.04427644261159884 0.010492309327985677 0.00064334085963685904 -0.0070492520743184427
leaf_weight=439.92182223498821 59568.207212291658 304.11050567030907 1093.1095808595419 11.537093237042425 23018.337379984558 4286.2508045136929 1373.5861019641161 880.24246861040592 3893.9463999718428 10104.689336955547 6.9101074934005728 450.46134363114834 16582.832304731011 2099.1121592223644 43.927928373217583 447.24944725632668 30.252923354506493 10.736982792615892 6.1143319159746161 17128.27815631032 24.102367118000984 693.77769158780575 7.2594641596078855 137.29830377548933 961.26958506181836 66.788858406245708 12.57577860355377 83.597759932279587 192.89335218816996 7.950142040848732
leaf_count=3043 251743 1220 5880 47 94622 17881 5629 3834 15740 40906 28 1844 67442 8502 299 2029 156 44 25 69074 111 2853 34 791 5250 321 54 429 1090 36
internal_value=-0.000214715 -0.000150096 -0.000493672 -0.00510666 -0.000353647 0.00047738 -0.000725984 -0.00729855 0.00046765 0.000673625 -0.00094119 -0.00722059 0.0012757 -0.000461966 -0.00391356 -0.00493049 0.00151541 0.001045 0.00238471 -0.000248103 0.0115845 0.00102589 -0.00399609 -0.00670488 -0.00572399 -0.0134393 -0.0250084 0.0159576 -0.00233236 -0.0299012
internal_weight=143967 141495 90925 2678.67 88246.4 27304.6 60941.8 1973.35 50570.3 44119.9 6450.43 457.371 26687.5 5993.06 2471.94 2081.96 389.984 476.677 453.364 17432.4 137.953 705.315 252.031 1605.28 1401.19 204.087 23.3128 113.851 236.821 15.2096
internal_count=600957 587245 382489 12614 369875 112503 257372 9714 204756 178642 26114 1872 108348 24242 13712 11557 2155 2152 2054 70294 696 2900 1459 9405 8293 1112 98 585 1389 70

end of trees

feature_importances:
Column_7=383
Column_6=362
Column_28=286
Column_8=221
Column_9=220
Column_17=209
Column_48=193
Column_23=156
Column_0=141
Column_21=136
Column_34=126
Column_16=118
Column_55=109
Column_1=107
Column_24=102
Column_13=81
Column_33=80
Column_25=76
Column_26=74
Column_47=72
Column_12=70
Column_14=70
Column_45=67
Column_5=66
Column_18=66
Column_20=58
Column_19=57
Column_2=56
Column_29=53
Column_11=48
Column_35=48
Column_27=47
Column_51=47
Column_50=43
Column_4=40
Column_31=40
Column_46=40
Column_38=37
Column_49=33
Column_22=31
Column_3=30
Column_15=29
Column_44=26
Column_53=21
Column_37=13
Column_43=12
Column_52=9
Column_54=6
Column_10=3
Column_32=3

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: 0.036]
[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=0.036 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=2501 2517 2616 2648 2529 2403 2617 2332 2615 2899 2429 2409 2456 2328 2416 2635 2742 2619 2732 2612 2734 2965 3047 2963 2976 3076 2984 2990 3081 3075 3075 3141 3102 3080 3071 3091 2984 2799 2880 3064 2874 2970 3067 2598 2686 2581 2589 2582 3056 2611 2694 2868 2872 2799 3076 2796 2804 2993 2600 2705 2514 2593 2708 2198

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=0.00073108548456609647 0.00011057593803463306 9.7192584133591527e-05 0.025936149487563918 0.0061949937341948258 0.024912045837756226 9.6472061799251027e-05 0.00043236340723238427 0.00010247686435776714 9.9060844555769141e-05 0.0072666243062694084 0.00011144289873380557 0.00031200227341317109 0.0017315599761883952 0.00019367823557653915 -0.0017732870507655436 -0.00069684841345859594 7.1332063851126508e-05 8.2303129116379482e-05 -0.00066009906702762405 0.00027053158933510948 -0.00065709623751656677 8.7493699646202949e-05 3.3475440269088426e-05 8.4855776856497046e-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=0.000100879 0.000353864 0.00518408 9.99171e-05 0.000175056 0.00101141 0.000121944 0.000472135 9.8411e-05 0.000144312 0.000634037 0.000122014 0.000858019 0.000101362 -0.000461977 9.65475e-05 7.02778e-05 0.000120816 7.12912e-05 0.000122594 -0.00010052 9.05506e-05 0.000105534 9.80518e-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 55 34 24 33 47 0 0 55 49 21 27 26 0 21 31 6 4 45 14 27 3
split_gain=0.10259 1.78831 7.78225 0.0475103 0.366456 11.0687 0.123892 2.52354 0.0352024 0.30492 4.08351 0.023161 0.0282004 0.0162436 0.0425382 0.0156292 0.0165369 0.010549 0.0104881 0.00733025 0.00540591 0.00509505 0.0041393 0.00311837
threshold=-0.17180078476667401 -0.8243863284587859 0.20203109085559848 2.0211037397384648 1.468370318412781 -0.88231047987937916 0.50690898299217235 -1.256108224391937 -0.034956371411681168 -0.037053914740681641 -1.3123381733894346 -1.6757296919822691 0.29690591990947729 0.16744337230920794 0.70929089188575756 0.02376531902700663 5.3197524547576913 -1.2844281196594236 6.0551392380148179e-05 -0.17835853993892667 0.050698401406407363 0.35130810737609869 0.089672453701496138 0.16409748047590259
left_child=1 2 -1 8 6 -6 23 -8 9 20 -11 12 -3 17 -15 21 -17 -13 19 -4 -2 -10 -7 -5
right_child=3 11 18 4 5 22 7 -9 15 10 -12 13 -14 14 -16 16 -18 -19 -20 -21 -22 -23 -24 -25
leaf_value=0.024427486098188504 7.2763397729513408e-06 0.00015192113596314906 -0.00048541792924515899 -1.106229242250285e-05 0.023915893505972161 -1.2003170572183587e-05 0.010697650400100974 -2.1547597758904141e-06 -4.2435404250447391e-06 0.0069057068474998222 8.1120915196960299e-06 0.00020145133440921417 0.0018220024101334273 8.7386947988188295e-05 -0.0018087675981223583 -2.9032322382771516e-05 -0.00031415484583966391 -1.9978650978328633e-05 -0.00085746514211807931 0.0003586791555426316 -6.7048540886474118e-05 -2.7670153206929986e-05 -0.00046713834504286448 -0.00043071772173583581
leaf_weight=21 19392 38 20 10167 26 634 30 598 509366 120 1523 335 20 46 23 29608 266 1663 21 40 1357 12323 27 23
leaf_count=21 19392 38 20 10167 26 634 30 598 509366 120 1523 335 20 46 23 29608 266 1663 21 40 1357 12323 27 23
internal_value=-2.07106e-06 0.000241806 0.00489813 -2.99873e-06 6.94354e-05 0.000875678 1.82348e-05 0.000508982 -4.45068e-06 3.9798e-05 0.000511893 1.83025e-05 0.000727811 -1.60627e-06 -0.000544665 -6.24706e-06 -3.15711e-05 1.7148e-05 -0.000165037 7.73135e-05 2.41544e-06 -4.79691e-06 -3.05942e-05 -1.20095e-05
internal_weight=587687 2227 102 585460 11505 687 10818 628 573955 22392 1643 2125 58 2067 69 551563 29874 1998 81 60 20749 521689 661 10190
internal_count=587687 2227 102 585460 11505 687 10818 628 573955 22392 1643 2125 58 2067 69 551563 29874 1998 81 60 20749 521689 661 10190

Tree=2
num_cat=0
split_feature=45 17 6 23 49 2 45 47 23 31 23 26 49 17 27 26 13 21 31 33 27 51 23 31 45
split_gain=0.0953368 1.66187 7.74263 0.0387042 0.209198 8.09916 20.4591 0.0606078 0.972513 0.0322781 2.85369 13.1365 0.0215234 0.0262321 0.0150951 0.0395306 0.0131758 0.00983949 0.0098031 0.00908249 0.00865965 0.00811638 0.00766196 0.00550977 0.00412576
threshold=-0.17180078476667401 -0.8243863284587859 0.028463713824748996 -0.030672303400933739 -1.3179033398628233 0.00031758204568177467 0.018759440630674366 -1.256108224391937 -0.032262491062283509 2.102653026580811 -0.0097320508211851103 -0.70996257662773121 -1.6757296919822691 0.18783452361822131 0.16744337230920794 0.70929089188575756 0.25719563663005834 1.6111459732055666 -1.2844281196594236 0.33243049681186682 -0.17727538943290708 2.5643361806869511 0.072871152311563506 0.34349249303340917 0.064614940434694304
left_child=1 2 19 4 5 24 -7 8 -6 16 11 -11 13 -3 18 -16 20 -18 -14 -1 -5 -9 -12 -21 -2
right_child=3 12 -4 9 7 6 -8 21 -10 10 22 -13 14 -15 15 -17 17 -19 -20 23 -22 -23 -24 -25 -26
leaf_value=-0.00082234266400337214 2.1800521687660893e-05 8.097741153490329e-05 0.024805263482267036 0.00021613178137340581 -1.6056759449110506e-05 0.043198020856601939 -0.00013957059850690711 -7.6317342656131911e-07 0.0041981611557049816 0.032215122770691232 -1.3679211864215307e-05 -7.3254928118392321e-05 0.00019419907983713922 0.0016460509377066045 8.4241005966601815e-05 -0.0017436519648231889 -2.1073624321370633e-05 -0.00011022477344941378 -1.9259418456838184e-05 0.00044265688101474481 -4.3365474487857282e-06 -0.00011288726904641838 -0.00024613855209151678 -0.00024919527389907406 -0.00019639039653579314
leaf_weight=21 2331 35 20 231 1072 20 48 23203 76 20 6628 89 335 23 46 23 44826 1664 1663 26 504077 868 189 35 118
leaf_count=21 2331 35 20 231 1072 20 48 23203 76 20 6628 89 335 23 46 23 44826 1664 1663 26 504077 868 189 35 118
internal_value=-1.9965e-06 0.000233101 0.0047218 -2.89078e-06 3.86161e-05 0.000351571 0.0126068 7.38147e-06 0.000262933 -4.95494e-06 7.22779e-05 0.00585122 1.76436e-05 0.00070161 -1.54844e-06 -0.000525057 -5.92611e-06 -2.42646e-05 1.65307e-05 -0.000176609 -4.23556e-06 -4.80637e-06 -2.01241e-05 4.56925e-05 1.12874e-05
internal_weight=587687 2227 102 585460 27736 2517 68 25219 1148 557724 6926 109 2125 58 2067 69 550798 46490 1998 82 504308 24071 6817 61 2449
internal_count=587687 2227 102 585460 27736 2517 68 25219 1148 557724 6926 109 2125 58 2067 69 550798 46490 1998 82 504308 24071 6817 61 2449

Tree=3
num_cat=0
split_feature=55 26 26 33 47 13 13 2 35 46 17 13 13 21 4 46 16 4 0 0 6 18 46 29 46
split_gain=0.0436609 0.305243 13.6087 0.111019 2.20895 0.0359911 0.226828 3.37772 25.0449 0.211906 4.14863 0.0195004 0.0136493 0.0208801 0.0145044 0.0111182 0.00808439 0.00753918 0.00603068 0.00352171 0.00756424 0.00280667 0.00212495 0.00103598 0.000923993
threshold=2.0211037397384648 -1.0894942879676817 -1.1032025814056394 0.50690898299217235 -1.256108224391937 -0.25902542471885676 -0.27063107490539545 0.00031758204568177467 -0.48450598120689387 0.12199990078806879 -0.8243863284587859 -1.3210638761520384 0.25719563663005834 1.6111459732055666 0.22128950804471972 0.075994964689016356 1.2757623791694643 -0.25643424689769739 0.10345410183072092 0.02376531902700663 0.16586808115243915 0.15410324186086657 -0.16873382776975629 1.167691767215729 0.015600943937897684
left_child=5 2 15 17 -5 6 9 23 -9 18 -11 -6 19 16 -15 24 -14 -3 -1 21 -21 -7 -19 -8 -2
right_child=1 3 -4 4 11 12 7 8 -10 10 -12 -13 13 14 -16 -17 -18 22 -20 20 -22 -23 -24 -25 -26
leaf_value=3.0839998751914336e-07 -1.644738372066718e-05 -0.00065177278546616434 0.028036785901116672 0.0096940447676024631 0.00035031208407254176 -3.8740656319204786e-06 -4.0623021929151915e-06 0.043103618507728966 -2.2150203898756416e-05 0.010969140028167377 -2.2666564154176113e-05 -8.6319735217113113e-05 -2.2351731538817017e-05 -0.00010507616687039548 -0.00040271541630104181 -0.00078749851137903393 7.1552943132683437e-05 0.00018760643143297568 -0.0001582273367695944 -0.00068283009073132658 -2.8759837739417469e-05 -0.00014932390397633181 -1.431960842427563e-05 -0.00022454907700479712 -0.00014236164065386058
leaf_weight=47924 678 24 23 32 177 469891 2024 20 137 47 837 528 45539 1403 250 26 1220 68 313 23 6206 172 10012 28 85
leaf_count=47924 678 24 23 32 177 469891 2024 20 137 47 837 528 45539 1403 250 26 1220 68 313 23 6206 172 10012 28 85
internal_value=-1.92463e-06 6.70646e-05 0.000740294 1.66391e-05 0.000443199 -3.32026e-06 2.54502e-05 0.000382313 0.00547158 9.40193e-06 0.000561739 2.33027e-05 -6.13478e-06 -2.43469e-05 -0.000150091 -5.54208e-05 -1.99016e-05 -1.44748e-05 -7.20306e-07 -4.28363e-06 -3.11749e-05 -3.92729e-06 -1.29574e-05 -7.07089e-06 -3.04745e-05
internal_weight=587687 11653 812 10841 737 576034 51330 2209 157 49121 884 705 524704 48412 1653 789 46759 10104 48237 476292 6229 470063 10080 2052 763
internal_count=587687 11653 812 10841 737 576034 51330 2209 157 49121 884 705 524704 48412 1653 789 46759 10104 48237 476292 6229 470063 10080 2052 763

Tree=4
num_cat=0
split_feature=45 24 5 55 34 24 33 47 0 0 55 27 26 31 33 0 6 33 55 31 29 1 27 46
split_gain=0.0867843 0.634677 9.78691 0.0407896 0.337808 10.2179 0.108381 2.19228 0.0302817 0.279322 3.76888 0.0267452 0.0454292 0.01468 0.0164952 0.0131339 0.0146523 0.00962614 0.00856431 0.00586118 0.00502766 0.0042388 0.00371067 0.00321996
threshold=-0.17180078476667401 1.7687134742736819 -0.03052614443004131 2.0211037397384648 1.468370318412781 -0.88231047987937916 0.50690898299217235 -1.256108224391937 -0.034956371411681168 -0.037053914740681641 -1.3123381733894346 0.16744337230920794 0.70929089188575756 -1.2844281196594236 3.5300124883651738 0.025386652909219268 0.13632500916719439 5.0220639705657968 1.4406796693801882 -0.81332498788833607 3.1276371479034428 0.012086161877959968 0.089672453701496138 0.075994964689016356
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leaf_value=0.00012758942401606442 3.8212627250208306e-06 0.026091650754373402 -0.00041058555390191027 -1.0279775386159393e-05 0.022975506558441199 -1.4649746677271187e-05 0.0099706932527013122 -2.1607388168124457e-06 -3.5354239897246728e-06 0.0066313826189492824 4.8462213237457835e-06 4.6279047515142606e-05 -0.0019402497921511528 -7.4287178688844729e-05 0.00089987175633971818 -0.0004670816123377996 -2.8332193752558017e-05 0.00067057731128235384 0.00017778614546190129 4.599856664534391e-05 -0.00011890855087373658 -1.5985574674999153e-05 -0.00044557607247649376 -0.0001614519004454656
leaf_weight=285 20307 20 44 10004 26 634 30 598 485687 120 1523 37 25 1334 41 99 27547 28 201 212 442 38230 27 186
leaf_count=285 20307 20 44 10004 26 634 30 598 485687 120 1523 37 25 1334 41 99 27547 28 201 212 442 38230 27 186
internal_value=-1.85534e-06 0.000222449 0.00175097 -2.70856e-06 6.44072e-05 0.000838493 1.52486e-05 0.000474249 -4.0539e-06 3.69859e-05 0.000488829 -1.91889e-05 -0.000754741 5.31631e-06 0.000224717 -5.72001e-06 -2.99034e-05 3.68384e-05 -4.12795e-05 -3.24768e-05 1.20684e-06 -4.44391e-06 -3.22519e-05 -1.30391e-05
internal_weight=587687 2227 304 585460 11505 687 10818 628 573955 22392 1643 1923 62 1861 326 551563 27646 284 1535 256 20749 523917 661 10190
internal_count=587687 2227 304 585460 11505 687 10818 628 573955 22392 1643 1923 62 1861 326 551563 27646 284 1535 256 20749 523917 661 10190

Tree=5
num_leaves=24
num_cat=0
split_feature=15 51 33 49 8 55 34 34 33 47 24 19 49 29 46 49 16 33 49 4 27 31 12
split_gain=0.139279 23.5563 42.7716 2.55484 7.75313 0.0498819 0.407983 11.0927 0.178405 2.8088 0.105262 0.03177 4.37906 14.4421 0.0254093 0.241551 0.0162422 0.0158197 0.0161512 0.00656519 0.00512204 0.0045123 0.00368504
threshold=0.55725386738777172 -0.044410638511180871 0.2726276963949204 -0.12514873594045636 0.045251322910189636 2.0211037397384648 1.468370318412781 1.4774639606475832 0.50690898299217235 -1.256108224391937 -0.88231047987937916 0.089487399905920043 0.82905498147010814 1.3162586092948916 -0.046981150284409516 -1.3179033398628233 0.37658986449241644 1.8969854712486269 1.6639831662178042 -0.14124661684036252 0.027098028920590881 0.32970149815082556 1.4831923842430117
decision_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=5 2 -2 4 -3 11 8 -8 22 -10 -9 14 16 -14 15 -1 -13 19 -19 -5 -16 -6 -7
right_child=1 3 -4 17 21 6 7 10 9 -11 -12 12 13 -15 20 -17 -18 18 -20 -21 -22 -23 -24
leaf_value=0.00038009507040869916 -3.266925047614677e-05 0.025834814542868845 0.065628376136097122 0.00049010926521044558 -0.00037178839321388611 -7.294825185552729e-06 0.023533380521296443 -0.0026187127232551572 0.012973008723241156 0.00011083139264913434 -1.8007037638124207e-05 -3.5882665149833903e-06 0.034947793623281175 2.7306199587449306e-05 -3.96516178524992e-06 -2.4595985008347867e-06 -0.00017409087730493408 -9.2992744885846045e-05 -0.0004326460663870009 -1.848597535825557e-05 -2.1843776168877208e-05 0.00026532702415832317 -0.00026400800650438599
leaf_weight=2347 36 20 20 33 34 9957 27 21 23 508 510 6555 20 66 509361 24146 814 1058 219 10176 21650 25 73
leaf_count=2347 36 20 20 33 34 9957 27 21 23 508 510 6555 20 66 509361 24146 814 1058 219 10176 21650 25 73
internal_value=1.98504e-06 0.000125377 0.0234177 1.25908e-05 0.00646441 -5.04093e-07 7.50067e-05 0.0010237 2.48816e-05 0.00066795 -0.00012086 -1.99023e-06 7.18346e-05 0.00814835 -2.97742e-06 3.14307e-05 -2.24225e-05 -3.17844e-05 -0.000151242 -1.6842e-05 -4.6941e-06 -0.000101824 -9.16323e-06
internal_weight=587699 11621 56 11565 79 576078 11119 558 10561 531 531 564959 7455 86 557504 26493 7369 11486 1277 10209 531011 59 10030
internal_count=587699 11621 56 11565 79 576078 11119 558 10561 531 531 564959 7455 86 557504 26493 7369 11486 1277 10209 531011 59 10030

Tree=6
num_cat=0
split_feature=45 47 3 17 33 49 0 23 23 49 2 47 31 23 2 0 25 49 0 13 31 33 18 26 0
split_gain=0.162996 1.28743 10.216 0.539205 9.35874 0.0796508 2.89969 62.5254 0.0366916 0.193421 9.09289 0.0633798 0.0355394 2.67876 0.0280934 0.0220176 0.0153257 0.0149988 0.0115117 0.0106907 0.00594676 0.00568591 0.00416521 0.00390846 0.00128622
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leaf_weight=32 2348 20 152 559 213 39 20 335 505791 1048 58 21487 108 6507 110 38 20 5601 30938 31 71 67 95 121 11890
leaf_count=32 2348 20 152 559 213 39 20 335 505791 1048 58 21487 108 6507 110 38 20 5601 30938 31 71 67 95 121 11890
internal_value=1.91358e-06 0.000176586 0.00255836 7.42144e-05 0.00164651 -1.44215e-07 8.94874e-05 0.00300885 -2.12695e-06 4.05687e-05 0.000347385 7.81071e-06 -4.0868e-06 7.88472e-05 6.473e-06 -0.000241933 -0.000517246 1.75255e-05 -5.10893e-06 0.000106912 -5.22546e-05 1.83403e-05 -1.29125e-05 -0.000169587 -1.00756e-05
internal_weight=587699 6843 282 6561 271 580856 12571 426 568285 24941 2406 22535 543344 6615 6290 251 130 6160 536729 250 406 219 12145 216 11929
internal_count=587699 6843 282 6561 271 580856 12571 426 568285 24941 2406 22535 543344 6615 6290 251 130 6160 536729 250 406 219 12145 216 11929

Tree=7
num_leaves=23
num_cat=0
split_feature=15 51 55 5 33 55 34 24 33 47 19 18 26 23 23 21 16 34 52 33 23 18
split_gain=0.124002 21.8156 43.4653 3.53426 6.61108 0.0450828 0.377803 10.3915 0.165075 2.60738 0.0264215 1.43006 16.1901 0.028441 0.317029 0.0198491 0.0150676 0.0122616 0.0102315 0.0075781 0.00514931 0.0015314
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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
left_child=5 2 -2 4 -3 10 8 -8 21 -10 13 12 -12 14 -1 19 -13 -9 -17 -5 -15 -7
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leaf_value=-8.243334196625319e-07 0.06508510800581134 0.025626886114740774 -0.0011062812496747936 -1.3124074932473395e-05 -0.00018777499585598885 -8.8930371483393187e-06 0.02415757707506418 -0.00085250200610607852 0.012497273213675488 0.00010485319662280013 -8.3787750537913678e-06 -9.542176590568187e-06 0.032994811686497996 -3.6126438045058426e-06 0.00054410687175784867 0.00010260067900301018 -0.00017330276494320818 -1.9864011066173963e-05 -0.00021026221027722067 -0.00022167502922863379 -2.0044323742043732e-05 -0.0002545369340276176
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internal_value=1.84469e-06 0.000118273 0.0225335 9.7338e-06 0.00903175 -5.03966e-07 7.12825e-05 0.000984214 2.3047e-05 0.000641625 -1.9168e-06 6.54077e-05 0.00272023 -2.81707e-06 3.87549e-05 -3.41651e-05 -2.82356e-05 -5.72859e-05 -0.000170836 -1.78108e-05 -4.40745e-06 -9.70124e-06
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internal_count=587699 11621 56 11565 56 576078 11119 558 10561 531 564959 7455 254 557504 20542 11509 7201 534 1230 10279 536962 10030

Tree=8
num_cat=0
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split_gain=0.149912 1.18388 12.8744 0.499734 8.52681 0.110064 2.09699 63.3999 0.302519 2.38112 0.025817 0.0252037 0.321166 5.60807 0.0250814 0.0240564 0.0194628 0.0171253 0.0142508 0.0141587 0.00919427 0.00863332 0.0143921 0.00919848 0.00564216
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leaf_count=26 16041 219 23 5774 21 2056 20 420 17804 116 110 523252 85 1351 85 31 386 201 20 946 32 1398 185 16670 427
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internal_weight=587699 6843 282 6561 271 580856 21447 525 20922 2172 6290 559409 17904 1436 505 250 6160 256 130 18750 233 541505 1583 539922 16468
internal_count=587699 6843 282 6561 271 580856 21447 525 20922 2172 6290 559409 17904 1436 505 250 6160 256 130 18750 233 541505 1583 539922 16468

Tree=9
num_cat=0
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split_gain=0.139312 0.561327 16.5971 39.2192 0.0973372 13.7768 51.2985 0.0365844 0.423053 10.7462 0.104869 0.0276405 0.0315413 0.0227809 0.247852 0.0194625 0.0485579 0.0157997 0.0284461 0.0153432 0.0132644 0.00922795 0.00913533 0.00900969 0.00556204 0.00298058 0.00283505 0.000856712
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leaf_count=757 1596 20 65 20 20 32 49 718 26 435 9580 1185 28 507334 18345 168 29 156 279 95 122 62 33835 3832 7789 25 1073 24
internal_value=1.71427e-06 0.000163199 0.000787909 0.018571 -1.88166e-07 0.000117369 0.0139014 -2.03559e-06 6.37211e-05 0.00113066 1.59585e-05 -3.77338e-05 -0.000637398 -3.29644e-06 3.44918e-05 -6.97611e-06 0.000141543 -3.85553e-05 -0.000244602 0.00080545 4.93543e-06 4.10247e-05 -4.68886e-06 -1.61477e-05 -2.67639e-05 -7.14887e-05 -2.50532e-05 -9.33874e-05
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Tree=10
num_cat=0
split_feature=15 51 25 16 9 23 55 55 26 55 47 45 18 33 22 45 27 23 45 4 19 45 13
split_gain=0.116214 22.4516 40.4807 1.22306 8.6227 0.0282127 0.179238 5.6048 22.5256 0.114887 2.29502 0.02007 0.0196155 0.0171883 0.0193319 0.0141003 0.0202976 0.0105372 0.0100472 0.00970694 0.159729 0.00687028 0.006034
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leaf_value=-8.3807338157348957e-05 0.063875938425329515 0.025237946895015191 -0.0018165276799381018 -3.3137403677576871e-05 -0.00070953898780649839 -6.6397188291797486e-05 -9.7008037036876912e-07 0.042842806818243109 -3.8336154752692161e-05 0.010203383199521339 -4.2041021676946365e-06 -0.00021349224902905762 0.00047207851505477581 -6.7642651320894652e-05 -0.00051157293203649178 -3.7965183336582326e-06 -0.0010308130426637944 -0.00064179187923474139 -1.9334435728080456e-05 0.00083050707505003625 -3.1301590628051157e-05 7.5793727820789718e-05 -1.5862832145192456e-05
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internal_value=-8.92752e-07 0.000111989 0.0239452 6.62377e-06 0.00331526 -3.16237e-06 3.2503e-05 0.000353826 0.00880314 6.0986e-06 0.000490509 -6.05043e-06 -5.96872e-05 -3.49048e-05 -0.000232182 -4.94131e-06 -0.000213451 -0.000136823 -0.000249403 -4.78165e-06 6.06247e-05 -2.49937e-05 -5.13232e-06
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Tree=11
num_cat=0
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split_gain=0.107998 20.8642 40.8131 2.08104 7.84343 0.026218 0.197736 7.55269 19.735 0.114363 2.65671 0.0220006 0.0132516 0.0166768 0.0140093 0.0109339 0.0112115 0.00993135 0.0296648 0.0131897 0.0086925 0.00849654 0.00703703
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internal_value=-8.60613e-07 0.000107958 0.0230832 6.38532e-06 0.00548999 -3.04853e-06 3.13329e-05 0.000332506 0.012643 2.5449e-07 0.000509343 2.20334e-05 -3.62495e-05 -0.000148088 -2.28346e-05 -4.76343e-06 0.000343214 -4.83761e-06 -3.91042e-06 -3.01325e-05 -0.000263759 -1.14764e-05 0.000164192
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internal_count=587878 11587 51 11536 89 576291 27379 2561 63 24818 559 2498 11447 1226 10221 548912 117 548795 529390 19405 69 24259 93

Tree=12
num_cat=0
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leaf_count=27975 20 20 31 427 32 468036 196 1993 20 53 1117 1140 92 9825 32 131 5560 229 201 1932 33612 74 35130
internal_value=-8.29631e-07 0.000104071 0.0222522 6.15545e-06 0.00928276 -2.93878e-06 2.76982e-05 0.000360898 0.00391276 1.71471e-06 0.000223409 -3.58494e-05 -0.000142345 -2.30516e-05 -4.71374e-06 -7.514e-06 -3.37977e-06 3.26937e-05 -2.36904e-05 -7.43583e-05 -2.04781e-05 -1.02689e-05 -3.7948e-06
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internal_count=587878 11587 51 11536 52 576291 31559 2283 216 29276 1170 11484 1232 10252 544732 28106 508955 5789 35777 2133 33644 2067 503166

Tree=13
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internal_count=587878 11587 51 11536 52 576291 27379 2561 80 24818 1538 2481 11484 545 548912 548795 499406 49389 117 23280 10939 83

Tree=14
num_cat=0
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Tree=59
num_cat=0
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leaf_count=81852 20 20 21 87 31 21 896 157 14349 21 14582 206 27 51 772 46 3666 11782 64 239 1287 120 6227 463780 25 21
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internal_count=600370 16399 834 15565 76 814 15489 244 15245 583971 16459 300 48 16159 793 252 567512 15533 3730 290 15869 551979 6347 545632 56 11803

Tree=60
num_cat=0
split_feature=15 9 29 20 49 17 19 23 19 5 7 24 5 49 46 18 35 20 26 49 46 47 9 46
split_gain=0.961771 32.637 1599.6 2.64161 1.69336 7.58247 0.695354 7.97911 0.424357 0.191613 0.566472 0.270946 0.179692 0.138833 0.133785 1.34738 0.193526 0.055428 0.0845881 0.0548841 0.0249918 0.0189817 0.00218839 0.000412581
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left_child=9 2 -2 -4 5 -3 7 -6 -5 14 11 13 -8 -11 17 -16 -17 20 -19 -13 -1 -7 -12 -24
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leaf_value=-1.4742659068773466e-06 0.3252845643997192 0.024292398648150262 -0.01352238750513643 -0.0052052971827797586 -0.022460472115061497 -0.0023544882715425706 -0.0018015474875267641 -0.00055660184320520595 -0.00013470617629325602 -0.00084986156207830549 0.00033775275683728975 -5.184014666584906e-05 -4.6419160645498427e-05 -0.0018016216017700795 -0.0078180938641871159 -7.1113268011686163e-05 -0.0030643356617797036 -0.00070655493881382754 -5.6633557714015491e-05 -0.00074722906329656295 2.3038953040213545e-05 -0.00099738253853009899 -4.7054853748328422e-05 1.4888536866174472e-05
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leaf_count=501886 20 20 20 22 22 22 76 1062 772 461 27 448 14329 349 31 807 29 264 15338 219 60387 34 145 3580
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Tree=61
num_cat=0
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leaf_count=571384 36 567 20 226 36 20 98 780 22 599 12969 78 24 67 37 2876 22 695 63 1435 127 3415 3935 782 57
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Tree=62
num_cat=0
split_feature=15 19 5 21 23 5 55 51 49 15 5 8 49 20 26 4 35 24 24 8 19 1 49 12 24 11
split_gain=0.876486 19.6216 1116.2 19.1551 4.46012 1.74645 7.15745 0.503625 0.374847 0.168082 0.164464 0.346446 0.261596 0.0892621 0.467471 0.467685 0.0906875 0.0824961 0.0773071 0.0358699 0.0289378 0.251608 0.0832642 0.00340844 0.00495759 0.000396864
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leaf_weight=479194 20 20 21 36 1025 33 21 15005 173 23 563 20 366 48 12427 210 213 631 225 22 84800 1079 771 25 23 3376
leaf_count=479194 20 20 21 36 1025 33 21 15005 173 23 563 20 366 48 12427 210 213 631 225 22 84800 1079 771 25 23 3376
internal_value=4.00171e-06 0.000263571 0.00490309 -2.27992e-05 -0.000911419 -7.06618e-05 0.00591089 -9.53984e-05 -8.28255e-05 -0.00350311 -3.28747e-06 -0.000204278 -0.000611305 -1.47149e-06 -9.51156e-05 -0.0016121 -6.41518e-05 -0.000304692 -0.00123076 -0.00236457 6.63056e-07 4.09947e-06 -1.86241e-05 6.68127e-06 -0.000311825 1.07083e-05
internal_weight=600370 16399 1102 1082 1046 15297 63 15234 15178 56 583971 5229 1785 578742 12898 258 12640 1194 591 43 565844 480273 85571 3444 43 3401
internal_count=600370 16399 1102 1082 1046 15297 63 15234 15178 56 583971 5229 1785 578742 12898 258 12640 1194 591 43 565844 480273 85571 3444 43 3401

Tree=63
num_leaves=22
num_cat=0
split_feature=15 9 20 19 49 15 51 5 5 46 18 35 5 7 49 29 3 20 24 16 9
split_gain=0.746333 29.8025 1391.27 3.16442 1.72261 6.87609 1.27977 1.51917 0.547729 0.385165 17.6786 0.208805 0.155618 0.474359 0.216817 0.124029 0.0452174 0.0376998 0.0280136 0.0207565 0.00225579
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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
left_child=9 2 -2 -4 5 -3 7 -6 -8 12 -11 18 16 14 -14 -5 17 -1 -12 -7 -15
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leaf_count=571251 21 21 20 21 20 29 98 225 15110 24 742 22 892 27 576 788 24 6936 39 20 3789
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internal_weight=600695 16373 850 829 15523 70 15453 245 15208 584322 827 803 583495 5284 1468 809 578211 578187 781 49 3816
internal_count=600695 16373 850 829 15523 70 15453 245 15208 584322 827 803 583495 5284 1468 809 578211 578187 781 49 3816

Column_49=125
Column_5=96
Column_7=96
Column_51=82
Column_15=75
Column_21=70
Column_24=66
Column_19=63
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Column_0=58
Column_46=52
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Column_26=38
Column_4=36
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Column_31=36
Column_14=35
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Column_20=33
Column_35=33
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Column_3=25
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Column_1=18
Column_2=18
Column_28=16
Column_11=15
Column_32=15
Column_12=12
Column_48=8
Column_22=6
Column_50=3
Column_52=3

[objective: regression]
[metric: rmse]
[data: ]
[valid: ]
[seed: 42]

objective=regression metric=rmse num_leaves=31 max_depth=5 learning_rate=0.036 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