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ml_models/guard_v2/Guard_Exit_V2.json
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ml_models/guard_v2/lgbm_guard_v3_fold_0.txt
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ml_models/guard_v2/lgbm_guard_v3_fold_1.txt
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ml_models/guard_v2/lgbm_guard_v3_fold_2.txt
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| 1 |
+
tree
|
| 2 |
+
version=v4
|
| 3 |
+
num_class=3
|
| 4 |
+
num_tree_per_iteration=3
|
| 5 |
+
label_index=0
|
| 6 |
+
max_feature_idx=16
|
| 7 |
+
objective=multiclass num_class:3
|
| 8 |
+
feature_names=atr amihud roll_spread ofi vpin rv_gk vwap_dev L_score return_1m return_3m return_5m return_15m rsi_14 ema_9_slope ema_21_dist vol_zscore_50 close_pos_in_range
|
| 9 |
+
feature_infos=[9.9863562941884601e-10:612.64634065367045] [0:0.0042155481542323374] [0:428.0918685824638] [-222348137542.04922:95847851186.467255] [0:0.97076702218653033] [7.3238240417456318e-14:0.0068799262968694489] [-1276.8638325879292:3373.6487469903659] [-42.758439998369354:26.653312363103353] [-0.086455093446368148:0.19274105095223848] [-0.099394893224432179:0.19416991115104332] [-0.10017622339704491:0.1947662804634438] [-0.15757630813953483:0.19847710650235451] [0.39183519952726392:99.273240229842571] [-0.020274276554796883:0.038967011871162666] [-0.10672896317717041:0.17528670440393546] [-3.1286289995555139:6.9245868347348241] [0:1]
|
| 10 |
+
tree_sizes=3643 3559 3442 3759 3755 3472
|
| 11 |
+
|
| 12 |
+
Tree=0
|
| 13 |
+
num_leaves=31
|
| 14 |
+
num_cat=0
|
| 15 |
+
split_feature=16 14 8 13 14 0 15 1 15 1 0 3 16 15 0 3 15 14 0 2 1 0 0 15 3 1 15 15 8 8
|
| 16 |
+
split_gain=2186 1574.81 925.995 845.059 572.671 537.662 440.969 393.525 275.889 266.526 204.29 204.076 197.508 159.738 155.591 286.595 149.17 137.856 127.589 179.665 230.683 155.499 126.507 123.302 121.546 113.591 112.536 110.001 108.545 192.933
|
| 17 |
+
threshold=0.99980330448467503 0.000451542596857759 0.00044059672489282781 -0.0015010620938153893 0.00077425032337078033 1.1165557555671912 1.0813736463700834 2.3342367178134087e-07 3.8252523803368486 5.6100115222177658e-07 0.00024589403904161665 3934.5402019063763 0.30052644703665238 0.4610544993955335 0.0083245139776176053 -7262.6917499999281 3.8252523803368486 0.001279030037577282 5.5029972835294336e-08 5.9739015028507873e-09 7.1317351505273356e-09 1.0393150272699131e-08 0.014190087643651768 -0.32945587747083621 12.014644345000308 4.3588095415753005e-07 -0.58747920536368581 -0.42402663493595139 0.00028892729905904973 -1.3569130385249205e-05
|
| 18 |
+
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
| 19 |
+
left_child=1 3 4 8 5 18 9 13 -1 10 -5 14 16 17 15 -4 -8 -3 19 -2 21 -21 -9 -11 28 -6 -7 -20 29 -12
|
| 20 |
+
right_child=2 7 11 6 25 26 12 22 -10 23 24 -13 -14 -15 -16 -17 -18 -19 27 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
|
| 21 |
+
leaf_value=-0.45598630413776531 -0.45088003363344481 -0.44643098108131468 -0.44864272279202677 -0.44956357874755742 -0.44829545202132598 -0.45389909824230146 -0.45095969560325877 -0.44858375632626696 -0.47076644314757465 -0.44885708988958339 -0.44805136295031206 -0.44739175559534494 -0.44900556084887006 -0.44710744805708502 -0.44873988620858174 -0.4522311333984097 -0.45497414221985577 -0.44499488936791437 -0.45107245427894332 -0.41920674651369483 -0.44821029049894739 -0.44441677286940551 -0.44675675198107023 -0.45048416406733116 -0.44727343595224434 -0.4511224975296721 -0.45789075569736948 -0.45282208190995066 -0.44709357291363111 -0.44983136036866195
|
| 22 |
+
leaf_weight=17477.529642999172 27923.331961870193 310646.89496582747 107101.75877940655 217313.95765137672 114464.12616235018 27821.543294548988 136008.00919884443 262498.77800315619 3853.4281200170517 330802.78219521046 656723.86299848557 145041.92653357983 125265.49637693167 265239.80140173435 282346.87569087744 115806.76715511084 27884.555326700211 361661.02073150873 148558.48263555765 1453.7775989174843 5308.2443788051605 1055.9708684682846 148265.23433208466 179685.38785839081 486846.19407844543 51526.531301856041 48331.613539814949 227262.58811217546 173885.16492086649 198169.37891602516
|
| 23 |
+
leaf_count=50481 80652 897253 309346 627676 330611 80358 392837 758185 11130 955470 1896840 418930 361809 766102 815513 334489 80540 1044599 429087 4199 15332 3050 428240 518992 1406176 148826 139598 656411 502239 572380
|
| 24 |
+
internal_value=-0.448608 -0.448016 -0.450381 -0.448746 -0.45171 -0.452573 -0.448663 -0.446634 -0.458656 -0.448426 -0.44813 -0.449045 -0.4505 -0.446068 -0.449519 -0.450507 -0.451643 -0.445658 -0.451859 -0.449004 -0.442305 -0.429814 -0.447924 -0.44943 -0.447924 -0.449173 -0.456432 -0.45213 -0.448232 -0.448464
|
| 25 |
+
internal_weight=5.20623e+06 3.90223e+06 1.304e+06 2.55392e+06 653706 487716 2.53258e+06 1.34831e+06 21331 2.24343e+06 1.73294e+06 650297 289158 937548 505255 222909 163893 672308 411562 35741.3 7817.99 2509.75 410764 510488 1.51562e+06 165991 76153.2 375821 1.02878e+06 854893
|
| 26 |
+
internal_count=15037351 11270949 3766402 7376570 1888124 1408687 7314959 3894379 61611 6479773 5005311 1878278 835186 2707954 1459348 643835 473377 1941852 1188731 103233 22581 7249 1186425 1474462 4377635 479437 219956 1085498 2971459 2469220
|
| 27 |
+
is_linear=0
|
| 28 |
+
shrinkage=1
|
| 29 |
+
|
| 30 |
+
|
| 31 |
+
Tree=1
|
| 32 |
+
num_leaves=31
|
| 33 |
+
num_cat=0
|
| 34 |
+
split_feature=12 16 14 8 7 0 12 9 14 12 12 0 12 3 12 0 14 3 14 0 3 0 2 0 8 3 8 0 3 0
|
| 35 |
+
split_gain=2573.02 2545.95 1040.52 865.258 625.445 531.826 397.572 358.9 343.231 319.658 244.328 234.497 202.562 198.402 198.096 197.338 182.243 165.8 160.769 153.711 296.803 145.31 210.079 156.503 177.547 129.331 123.393 113.212 111.679 155.151
|
| 36 |
+
threshold=28.893811849570991 0.99980330448467503 0.00081203750088677069 0.00044059672489282781 -10.478066514827114 1.4454889906201092 37.715833730070649 -0.0079105067871589867 0.0012267262762885606 21.193097416172446 79.488164845050449 0.11524793035872037 68.396705051244666 3934.5402019063763 66.731830844502142 0.013670466023593399 0.00075512484211381849 56091.044649998199 0.00034734851492463373 0.0083245139776176053 -7262.6917499999281 5.5029972835294336e-08 5.9739015028507873e-09 9.4272416673866606e-09 7.248206861554253e-05 5451.7585499986917 -7.2977144067343222e-05 11.618959157375263 -2859.6499500000182 0.00036357520953754729
|
| 37 |
+
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
| 38 |
+
left_child=4 2 6 5 7 8 -2 -1 14 -6 11 17 15 19 21 25 27 -4 -16 20 -5 22 -3 24 26 28 -24 -7 29 -8
|
| 39 |
+
right_child=1 3 10 13 9 16 12 -9 -10 -11 -12 -13 -14 -15 18 -17 -18 -19 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
|
| 40 |
+
leaf_value=-0.98542108861474098 -1.0172798009956603 -1.0162894153623576 -1.0196286305761415 -1.0182137263749704 -1.0091074258909183 -1.00848483298256 -1.0174311193947696 -1.0065121111691162 -1.0184726515634641 -1.0142677528377886 -1.0155994913873916 -1.0217711073676214 -1.0116341079256268 -1.0193901972807742 -0.99469371885444624 -1.0193151285346196 -1.017016190568002 -1.0213378268735498 -1.0114590897861098 -1.0180657991797297 -1.0145430937377082 -1.0150818263848584 -1.0209779789022142 -1.0204115554787785 -1.0172544285280913 -1.019207022953585 -1.0505723193248149 -1.0125798283018193 -1.0172210693829049 -1.0193725550849888
|
| 41 |
+
leaf_weight=2864.192321896553 516416.81770861149 30576.421211361885 571350.81500172615 105758.44105899334 37011.595066189766 37018.171459436417 186561.54650270939 6819.7197967767715 93743.024471402168 158646.48780047894 26057.746798992157 268875.145637393 9747.9454213380814 144926.74698412418 1568.2967263460159 1120896.732879281 12079.796016216278 188762.90761053562 16207.348093390465 280825.14441847801 114906.20406508446 408175.96126198769 464.84716475009918 6011.515679359436 981.26709759235382 307687.28794932365 1453.7290334701538 31022.577574253082 287898.22841823101 229500.89476585388
|
| 42 |
+
leaf_count=8275 1491991 88339 1650702 305549 106931 106950 538999 19703 270835 458349 75284 776813 28163 418711 4531 3238407 34900 545359 46825 811338 331978 1179270 1343 17368 2835 888946 4200 89628 831773 663056
|
| 43 |
+
internal_value=-1.01816 -1.01839 -1.01905 -1.01647 -1.01268 -1.01517 -1.01853 -1.00027 -1.01571 -1.01329 -1.02038 -1.0205 -1.01883 -1.01776 -1.01516 -1.01886 -1.01136 -1.02005 -1.00998 -1.01729 -1.0163 -1.01536 -1.01826 -1.02501 -1.03455 -1.01835 -1.0434 -1.01035 -1.01798 -1.0185
|
| 44 |
+
internal_weight=5.20482e+06 4.99948e+06 3.71376e+06 1.28572e+06 205342 639303 2.65871e+06 9683.91 559182 195658 1.05505e+06 1.02899e+06 2.14229e+06 646417 465439 2.13254e+06 80120.5 760114 17775.6 501490 220665 447664 39487.8 8911.36 2899.84 1.01165e+06 1918.58 68040.7 703961 416062
|
| 45 |
+
internal_count=15037351 14444093 10729493 3714600 593258 1847024 7681335 27978 1615546 565280 3048158 2972874 6189344 1867576 1344711 6161181 231478 2196061 51356 1448865 637527 1293355 114085 25746 8378 2922774 5543 196578 2033828 1202055
|
| 46 |
+
is_linear=0
|
| 47 |
+
shrinkage=1
|
| 48 |
+
|
| 49 |
+
|
| 50 |
+
Tree=2
|
| 51 |
+
num_leaves=31
|
| 52 |
+
num_cat=0
|
| 53 |
+
split_feature=15 5 0 0 1 7 14 7 5 0 0 6 12 4 16 7 0 15 7 0 1 1 0 5 2 1 4 6 15 14
|
| 54 |
+
split_gain=273.997 524.843 1131.22 9229.02 4720.06 329.979 1072.2 2594.52 314.266 261.416 1717.41 2094.03 375.55 925.238 295.505 648.669 940.591 190.922 759.372 1396.75 144.538 416.475 129.595 246.37 451.415 126.278 124.089 109.681 102.647 155.607
|
| 55 |
+
threshold=-0.40125561427676854 1.2437372616206707e-05 2.5934862503301948 3.543687305592417 1.3745402751266045e-08 0.45199432120142263 -0.0099489298722781044 0.76998788308322241 4.0284651140845012e-07 0.051260709603797673 0.058585185178924241 0.029146790745191001 67.686959596977232 0.1060395522925842 0.80145731577831547 0.78731249482614707 0.32445817137990912 -1.0099692868877135 -6.0623339618699825 0.044685954927701894 3.4472745577008135e-07 5.9038822137385381e-07 109.42585803985355 7.655014495845316e-09 63.852298508320807 2.1737856242249464e-08 0.067804007100760941 -0.12011555492170344 -0.74648347175117624 -0.0099489298722781044
|
| 56 |
+
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
| 57 |
+
left_child=1 8 5 4 -4 17 7 -7 22 12 11 -11 -8 -14 -12 16 -16 18 19 -3 -20 -22 -1 24 26 -17 -24 -9 29 -10
|
| 58 |
+
right_child=-2 2 3 -5 -6 6 9 27 28 10 14 -13 13 -15 15 25 -18 -19 20 -21 21 -23 23 -25 -26 -27 -28 -29 -30 -31
|
| 59 |
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leaf_value=-8.3916216464525935 -8.4032961623810873 21.072192734903403 65.322709912883624 -7.9613744430532325 6.3220203422437287 24.350008822162359 -8.3350910258565651 -1.0530658540861033 -6.8672872469596653 21.939849934473461 -8.4281520504159442 -8.4281520504159424 13.697106538573568 -8.4281520504159424 -8.4281520504159406 -1.0530658540861033 16.15546860401745 -8.29065335647363 -8.4281520504159442 -8.4281520504159424 6.3220203422437322 -8.4281520504159424 -1.0530658540850224 -8.1672217508479612 3.5314471868764929 -8.4281520504159442 -8.4281520504159442 -8.4281520504159442 -8.3526463216919655 -8.2916772407017394
|
| 60 |
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leaf_count=4179102 9791557 20 20 316 20 27 1585 20 567 34 530 33 20 46 22 20 24 8582 339 29 20 48 20 13567 37 119 106 58 804849 235614
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internal_value=-8.39481 -8.37897 -7.81006 -3.04185 35.8224 -7.9567 -7.09145 1.4053 -8.38027 -7.45814 -6.1647 6.98248 -8.07079 -1.72353 -7.39667 -4.44162 4.39808 -8.19967 -6.48734 3.61281 -7.70333 -4.08987 -8.39076 -8.12735 -4.80848 -7.36699 -7.2575 -6.5371 -8.33804 -8.28826
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internal_weight=5097.35 1778.21 4.0447 0.120677 0.0135592 3.92402 0.860329 0.0355928 1774.17 0.824736 0.265082 0.0227116 0.559654 0.0223726 0.24237 0.0627111 0.015593 3.06369 0.154574 0.01661 0.137964 0.0230506 1421.28 4.65418 0.0552536 0.0471181 0.0427114 0.0264404 352.887 80.0604
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internal_count=15037351 5245794 11932 356 40 11576 2538 105 5233862 2433 782 67 1651 66 715 185 46 9038 456 49 407 68 4192832 13730 163 139 126 78 1041030 236181
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is_linear=0
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shrinkage=1
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| 68 |
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Tree=3
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num_leaves=31
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num_cat=0
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split_feature=14 7 1 4 9 2 9 3 15 3 3 9 0 1 1 15 15 0 15 4 0 3 0 3 0 3 14 11 3 3
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split_gain=1640.03 879.687 732.573 509.556 437.052 316.32 217.455 221.915 212.343 207.889 181.244 191.573 193.966 185.346 174.219 163.329 162.375 146.896 145.844 139.863 122.184 198.397 115.231 144.845 111.927 161.463 103.006 125.468 95.3288 178.955
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threshold=0.00099248981001020414 -10.478066514827114 2.8797483935695226e-07 0.37795399326299112 -0.0079105067871589867 0.00021445436482537761 0.00091063480218112069 33.299300810000503 1.0386008585383559 5451.7585499986917 -50.468413555001234 -1.5537140486687747e-05 16.352524856341791 3.0068611422929071e-08 1.7153621575932457e-06 -0.13243018936535036 -0.26380445354878967 5.7235777565377774e-09 -0.2076826588048882 0.58197018866287775 0.014190087643651768 -4387.8821500002177 0.0093515008368406701 12957.995049998184 0.015356378002682707 4244.4784999999665 0.000451542596857759 -0.0004582479183394827 -161.3007999999698 25.569500000002012
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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left_child=1 4 15 5 -1 6 7 10 22 20 17 -12 13 26 18 -2 -16 -3 -4 -17 21 -7 23 -5 25 -9 27 -13 -22 -30
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internal_weight=5.20614e+06 3.84103e+06 1.36511e+06 3.82374e+06 17283.6 3.28664e+06 1.79944e+06 1.5803e+06 537104 1.4872e+06 1.02077e+06 270360 117652 84677.8 479860 885251 148773 750409 331087 485289 1.38049e+06 460855 483166 249010 559528 389991 52933.6 42192.2 919639 647499
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is_linear=0
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threshold=2.8646853447118634e-08 0.99980330448467503 -0.00031123338052447251 -0.0015010620938153893 2.3843134419599872e-07 1.1165557555671912 0.37795399326299112 0.46187691465022046 -0.25122393688611422 0.0012518378269746587 2.1428001422006414e-07 -0.00038532823557672793 -0.21247090324153883 1.1259866475301943 0.00061223773242761483 1.5319711331250678e-09 4.0748046919707181e-09 -0.0043297499630221411 -0.14431216852205939 0.5982064185982584 -0.57716627286094724 0.4610544993955335 0.99107142857155772 1.0393150272699131e-08 4.1650337779820349e-09 1.2712022581668332e-07 7.3338944638263996e-12 0.72308701796905106 0.36972693233362092 0.00048268194168150246
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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left_child=1 11 3 7 9 8 10 -2 15 22 21 -1 -6 -8 20 -3 -10 -12 -11 -20 -7 -5 -4 24 25 -24 -13 28 -28 -29
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internal_weight=5.20472e+06 1.3796e+06 3.82511e+06 1.66329e+06 2.16182e+06 547964 1.64169e+06 21603.7 475186 1.43607e+06 1.40208e+06 831640 725745 239610 72777.8 312886 162300 821751 643366 383098 60195 580329 792709 156716 6948.46 1865.85 543714 517551 436944 80606.8
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is_linear=0
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shrinkage=0.05
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| 106 |
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|
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Tree=5
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num_leaves=31
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num_cat=0
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split_gain=258.534 1195.53 1829.45 9241.94 1484.85 5194.93 11173.3 23438 39059.7 3278.45 14380 12966.1 8341.26 43669.6 80768.5 1748.34 1732.36 2153.67 3011.66 4600.33 960.702 21024.3 33864.6 2054.44 935.359 1059.83 699.541 909.613 681.77 419.279
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threshold=1.2437372616206707e-05 -0.47068617509538907 2.5934862503301948 3.543687305592417 0.088408352777786234 -1.0099692868877135 -3.8982678463361022 -5.6353646383602252 0.05366132361494106 0.45199432120142263 -0.0099489298722781044 1.2636143656867371 0.051260709603797673 0.058585185178924241 0.062655522975555669 0.051260709603797673 0.010035454575886107 1.319246937404126 0.0041577915054378132 0.0026522299099401851 0.75286545760097356 0.45199432120142263 0.71152175075531143 -1160.3728965000039 -1.0099692868877135 3.6901164860847537e-07 3.523947302270439e-07 0.030188679245269721 -1.0000000180025095e-35 0.0015098459820141429
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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| 114 |
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left_child=-1 2 4 -4 5 6 7 8 -2 -7 11 -11 16 14 -14 26 -12 18 19 -18 21 24 23 -23 25 -6 27 -8 -17 -20
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leaf_weight=5064.4361866472163 0.0032771471794860165 38.723362912788943 0.034891189541668477 0.13014968106290326 0.026306700456186882 1.8504558527783843 0.0081047626803767425 0.0098356962844263762 0.0032773706770967692 0.0049366082131688804 0.36576532103936188 0.003950226615415886 0.003275581520262083 0.035071408521616831 0.0049116889131255448 0.013957155722891912 0.0062500542846919416 0.037161677202675492 0.011636494629783556 0.0057067900494303103 8.7586030605301612 0.0052449448695111025 0.0059010878837959515 0.010817410977324471 0.62111478863517178 0.024018014839384705 0.026809109695022926 0.123384798887756 0.010944849269250212 0.01102315118646402
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leaf_count=14921662 30 106270 31 249 73 4919 27 30 10 33 1017 12 37 107 15 21 20 104 33 25 405 20 37 33 1651 23 31 367 24 35
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internal_value=-0.00230468 -0.114451 -0.547017 -5.77539 -0.47506 -1.5484 -9.29153 -48.843 -122.087 -0.887989 -4.52599 -67.5489 -3.36111 -24.3059 -128.281 -5.75303 -1.29036 -8.39241 -17.3661 -37.6686 -0.186655 -1.9782 -50.1166 -12.4848 -0.403544 -6.95973 -3.81573 -2.31489 -18.0682 -6.65302
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internal_weight=5115.32 50.8801 12.1568 0.165041 11.9917 2.53974 0.199591 0.0163902 0.00655452 2.34014 0.489689 0.00888683 0.480802 0.0432587 0.00818727 0.183201 0.437543 0.0717782 0.0346165 0.0119568 9.45201 0.693403 0.0219634 0.0160624 0.67144 0.0503247 0.158299 0.13149 0.024902 0.0226596
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internal_count=15037351 115689 9419 280 9139 6897 540 70 40 6357 1438 45 1393 159 52 470 1234 217 113 45 2242 1837 90 53 1747 96 425 394 45 68
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| 122 |
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is_linear=0
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| 123 |
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shrinkage=0.05
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| 124 |
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|
| 125 |
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|
| 126 |
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end of trees
|
| 127 |
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|
| 128 |
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feature_importances:
|
| 129 |
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atr=37
|
| 130 |
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vol_zscore_50=23
|
| 131 |
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ema_21_dist=19
|
| 132 |
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ofi=18
|
| 133 |
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amihud=15
|
| 134 |
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L_score=13
|
| 135 |
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rv_gk=10
|
| 136 |
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close_pos_in_range=9
|
| 137 |
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vpin=7
|
| 138 |
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return_1m=7
|
| 139 |
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rsi_14=7
|
| 140 |
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roll_spread=4
|
| 141 |
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return_3m=4
|
| 142 |
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vwap_dev=3
|
| 143 |
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ema_9_slope=3
|
| 144 |
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return_15m=1
|
| 145 |
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|
| 146 |
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parameters:
|
| 147 |
+
[boosting: gbdt]
|
| 148 |
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[objective: multiclass]
|
| 149 |
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[metric: multi_logloss]
|
| 150 |
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[tree_learner: serial]
|
| 151 |
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[device_type: cpu]
|
| 152 |
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[data_sample_strategy: bagging]
|
| 153 |
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[data: ]
|
| 154 |
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[valid: ]
|
| 155 |
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[num_iterations: 1000]
|
| 156 |
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[learning_rate: 0.05]
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| 157 |
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[num_leaves: 31]
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| 158 |
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[num_threads: 4]
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| 159 |
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[seed: 42]
|
| 160 |
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[deterministic: 0]
|
| 161 |
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[force_col_wise: 0]
|
| 162 |
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[force_row_wise: 0]
|
| 163 |
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[histogram_pool_size: -1]
|
| 164 |
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[max_depth: -1]
|
| 165 |
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[min_data_in_leaf: 20]
|
| 166 |
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[min_sum_hessian_in_leaf: 0.001]
|
| 167 |
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[bagging_fraction: 0.7]
|
| 168 |
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[pos_bagging_fraction: 1]
|
| 169 |
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[neg_bagging_fraction: 1]
|
| 170 |
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[bagging_freq: 0]
|
| 171 |
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[bagging_seed: 400]
|
| 172 |
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[bagging_by_query: 0]
|
| 173 |
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[feature_fraction: 0.7]
|
| 174 |
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[feature_fraction_bynode: 1]
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| 175 |
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[feature_fraction_seed: 30056]
|
| 176 |
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[extra_trees: 0]
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[extra_seed: 12879]
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| 178 |
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[early_stopping_round: 0]
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[early_stopping_min_delta: 0]
|
| 180 |
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[first_metric_only: 0]
|
| 181 |
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[max_delta_step: 0]
|
| 182 |
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[lambda_l1: 0]
|
| 183 |
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[lambda_l2: 0]
|
| 184 |
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[linear_lambda: 0]
|
| 185 |
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[min_gain_to_split: 0]
|
| 186 |
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[drop_rate: 0.1]
|
| 187 |
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[max_drop: 50]
|
| 188 |
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[skip_drop: 0.5]
|
| 189 |
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[xgboost_dart_mode: 0]
|
| 190 |
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[uniform_drop: 0]
|
| 191 |
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[drop_seed: 17869]
|
| 192 |
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[top_rate: 0.2]
|
| 193 |
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[other_rate: 0.1]
|
| 194 |
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[min_data_per_group: 100]
|
| 195 |
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[max_cat_threshold: 32]
|
| 196 |
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[cat_l2: 10]
|
| 197 |
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[cat_smooth: 10]
|
| 198 |
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[max_cat_to_onehot: 4]
|
| 199 |
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[top_k: 20]
|
| 200 |
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[monotone_constraints: ]
|
| 201 |
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[monotone_constraints_method: basic]
|
| 202 |
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[monotone_penalty: 0]
|
| 203 |
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[feature_contri: ]
|
| 204 |
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[forcedsplits_filename: ]
|
| 205 |
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[refit_decay_rate: 0.9]
|
| 206 |
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[cegb_tradeoff: 1]
|
| 207 |
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[cegb_penalty_split: 0]
|
| 208 |
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[cegb_penalty_feature_lazy: ]
|
| 209 |
+
[cegb_penalty_feature_coupled: ]
|
| 210 |
+
[path_smooth: 0]
|
| 211 |
+
[interaction_constraints: ]
|
| 212 |
+
[verbosity: -1]
|
| 213 |
+
[saved_feature_importance_type: 0]
|
| 214 |
+
[use_quantized_grad: 0]
|
| 215 |
+
[num_grad_quant_bins: 4]
|
| 216 |
+
[quant_train_renew_leaf: 0]
|
| 217 |
+
[stochastic_rounding: 1]
|
| 218 |
+
[linear_tree: 0]
|
| 219 |
+
[max_bin: 255]
|
| 220 |
+
[max_bin_by_feature: ]
|
| 221 |
+
[min_data_in_bin: 3]
|
| 222 |
+
[bin_construct_sample_cnt: 200000]
|
| 223 |
+
[data_random_seed: 175]
|
| 224 |
+
[is_enable_sparse: 1]
|
| 225 |
+
[enable_bundle: 1]
|
| 226 |
+
[use_missing: 1]
|
| 227 |
+
[zero_as_missing: 0]
|
| 228 |
+
[feature_pre_filter: 1]
|
| 229 |
+
[pre_partition: 0]
|
| 230 |
+
[two_round: 0]
|
| 231 |
+
[header: 0]
|
| 232 |
+
[label_column: ]
|
| 233 |
+
[weight_column: ]
|
| 234 |
+
[group_column: ]
|
| 235 |
+
[ignore_column: ]
|
| 236 |
+
[categorical_feature: ]
|
| 237 |
+
[forcedbins_filename: ]
|
| 238 |
+
[precise_float_parser: 0]
|
| 239 |
+
[parser_config_file: ]
|
| 240 |
+
[objective_seed: 16083]
|
| 241 |
+
[num_class: 3]
|
| 242 |
+
[is_unbalance: 1]
|
| 243 |
+
[scale_pos_weight: 1]
|
| 244 |
+
[sigmoid: 1]
|
| 245 |
+
[boost_from_average: 1]
|
| 246 |
+
[reg_sqrt: 0]
|
| 247 |
+
[alpha: 0.9]
|
| 248 |
+
[fair_c: 1]
|
| 249 |
+
[poisson_max_delta_step: 0.7]
|
| 250 |
+
[tweedie_variance_power: 1.5]
|
| 251 |
+
[lambdarank_truncation_level: 30]
|
| 252 |
+
[lambdarank_norm: 1]
|
| 253 |
+
[label_gain: ]
|
| 254 |
+
[lambdarank_position_bias_regularization: 0]
|
| 255 |
+
[eval_at: ]
|
| 256 |
+
[multi_error_top_k: 1]
|
| 257 |
+
[auc_mu_weights: ]
|
| 258 |
+
[num_machines: 1]
|
| 259 |
+
[local_listen_port: 12400]
|
| 260 |
+
[time_out: 120]
|
| 261 |
+
[machine_list_filename: ]
|
| 262 |
+
[machines: ]
|
| 263 |
+
[gpu_platform_id: -1]
|
| 264 |
+
[gpu_device_id: -1]
|
| 265 |
+
[gpu_use_dp: 0]
|
| 266 |
+
[num_gpu: 1]
|
| 267 |
+
|
| 268 |
+
end of parameters
|
| 269 |
+
|
| 270 |
+
pandas_categorical:[]
|
ml_models/guard_v2/lgbm_guard_v3_fold_3.txt
ADDED
|
@@ -0,0 +1,499 @@
|
|
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|
|
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|
|
|
|
|
|
|
|
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|
|
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|
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|
|
|
|
|
|
|
|
| 1 |
+
tree
|
| 2 |
+
version=v4
|
| 3 |
+
num_class=3
|
| 4 |
+
num_tree_per_iteration=3
|
| 5 |
+
label_index=0
|
| 6 |
+
max_feature_idx=16
|
| 7 |
+
objective=multiclass num_class:3
|
| 8 |
+
feature_names=atr amihud roll_spread ofi vpin rv_gk vwap_dev L_score return_1m return_3m return_5m return_15m rsi_14 ema_9_slope ema_21_dist vol_zscore_50 close_pos_in_range
|
| 9 |
+
feature_infos=[9.9863562941884601e-10:612.64634065367045] [0:0.0042155481542323374] [0:278.07072084930036] [-222348137542.04922:127021487318.3582] [0:0.97076702218653033] [7.3238240417456318e-14:0.0068799262968694489] [-833.80067594900174:3373.6487469903659] [-42.758439998369354:29.987386958310822] [-0.099981249932205252:0.19274105095223848] [-0.13654358759367691:0.19416991115104332] [-0.15801208452206983:0.1947662804634438] [-0.16057729550985944:0.19847710650235451] [0.39183519952726392:99.273240229842571] [-0.027363056890084871:0.038967011871162666] [-0.13907360127923984:0.17528670440393546] [-2.7984638093320031:6.9245868347348241] [0:1]
|
| 10 |
+
tree_sizes=3668 3560 3449 3766 3742 3480 3783 3754 3533 3725 3751 3551 3731 3760 3559 3758 3747 3567
|
| 11 |
+
|
| 12 |
+
Tree=0
|
| 13 |
+
num_leaves=31
|
| 14 |
+
num_cat=0
|
| 15 |
+
split_feature=16 14 14 14 8 0 15 1 0 15 3 1 16 15 15 0 0 15 14 2 3 3 8 8 16 1 9 9 8 15
|
| 16 |
+
split_gain=2105.49 1465.03 897.371 843.68 636.899 509.192 454.734 334.517 273.619 267.441 247.006 219.099 195.983 176.17 163.232 153.022 151.116 143.699 139.637 130.17 126.544 120.329 117.335 142.862 123.3 252.971 110.038 102.12 100.7 96.5492
|
| 17 |
+
threshold=0.99977064220184042 0.00036353617739764933 0.00074777136042075622 -0.0094778960173215274 0.00044313279816154966 1.0920467079071432 1.1101432276714307 2.8672634404608002e-07 0.012073225701422947 3.0500090947188387 86882.094200001695 1.7094086366432011e-06 0.24197230814558149 0.094964940471992637 3.8990103343496285 1.2469309436152317e-08 0.0053797416373037527 -1.0000000180025095e-35 0.00097575540861165441 0.035690773891993273 844.49689999999759 4184.4320499998166 0.00036676030222693173 -1.314388634843233e-05 1.0000000180025095e-35 4.5437785617649921e-08 0.00049308527344260622 -7.4830885110177534e-05 0.00024742238032493541 -0.42512631835860143
|
| 18 |
+
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
| 19 |
+
left_child=1 3 4 9 5 20 8 13 15 -1 11 -4 14 18 -8 -5 -13 -9 -3 -7 29 -17 23 24 25 -10 27 -25 -14 -2
|
| 20 |
+
right_child=2 7 10 6 -6 19 12 17 22 -11 -12 16 28 -15 -16 21 -18 -19 -20 -21 -22 -23 -24 26 -26 -27 -28 -29 -30 -31
|
| 21 |
+
leaf_value=-0.45840933147677038 -0.45359325418604307 -0.44911819351759996 -0.45101875407732162 -0.45364617655357903 -0.45199524451684675 -0.46044258829860274 -0.45351634215658498 -0.45002597485716789 -0.44753000230887241 -0.47256775928280326 -0.44854565094213877 -0.45563546159742524 -0.45251629952249833 -0.44950888342569006 -0.4579685098046023 -0.45162057273040856 -0.45166885713054239 -0.45269732578565297 -0.44756994192294702 -0.45638012958750013 -0.45260806799178066 -0.45030092850707892 -0.44902218903366969 -0.45110581903207264 -0.45077036982346558 -0.45044128514824261 -0.44910805867575004 -0.45340441542300181 -0.44952465793334845 -0.45531757340245232
|
| 22 |
+
leaf_weight=16254.525877803564 133135.11515909433 237871.89720234275 353487.11633783579 74873.977229058743 311862.40465033054 42203.285537064075 123007.29785728455 313312.65480920672 110496.15866079926 4196.3947433829308 77958.316959440708 49487.835545808077 94098.376787871122 410148.50451117754 24725.707265049219 704181.26107096672 46641.099584579468 59979.516137897968 375562.76112648845 37010.689297318459 98233.029237955809 228891.16846197844 146700.38261026144 113532.63077053428 429177.27118560672 229803.42818880081 36850.783695012331 84122.48715159297 40122.778373003006 208029.21066349745
|
| 23 |
+
leaf_count=46861 383822 685773 1019086 215858 899084 121670 354624 903265 318555 12098 224750 142671 271281 1182438 71283 2030120 134464 172918 1082729 106700 283201 659882 422930 327309 1237297 662512 106239 242521 115672 599738
|
| 24 |
+
internal_value=-0.451063 -0.450467 -0.452756 -0.451201 -0.453781 -0.454855 -0.451117 -0.449174 -0.45087 -0.461315 -0.451144 -0.451594 -0.453005 -0.448707 -0.454261 -0.451471 -0.453711 -0.450455 -0.44817 -0.458545 -0.454189 -0.451297 -0.450343 -0.450536 -0.450207 -0.449496 -0.451616 -0.452084 -0.451622 -0.454645
|
| 25 |
+
internal_weight=5.21596e+06 3.85791e+06 1.35805e+06 2.46103e+06 830474 518611 2.44058e+06 1.39688e+06 2.15863e+06 20450.9 527574 449616 281954 1.02358e+06 147733 1.00795e+06 96128.9 373292 613435 79214 439397 933072 1.15068e+06 1.00398e+06 769477 340300 234506 197655 134221 341164
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| 26 |
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internal_count=15037351 11122165 3915186 7095042 2394215 1495131 7036083 4027123 6223223 58959 1520971 1296221 812860 2950940 425907 2905860 277135 1076183 1768502 228370 1266761 2690002 3317363 2894433 2218364 981067 676069 569830 386953 983560
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| 27 |
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is_linear=0
|
| 28 |
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shrinkage=1
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| 29 |
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|
| 30 |
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|
| 31 |
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Tree=1
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| 32 |
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num_leaves=31
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| 33 |
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num_cat=0
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| 34 |
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split_feature=12 16 14 14 7 8 0 12 0 8 12 3 12 12 0 3 12 12 12 0 12 3 3 0 14 8 0 2 0 8
|
| 35 |
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split_gain=2477.57 2439.16 976.768 830.165 689.303 603.931 474.571 334.931 317.25 292.821 256.024 252.138 234.402 185.641 178.834 177.411 172.701 161.837 146.236 137.399 135.911 129.815 185.36 133.013 126.778 110.062 107.214 173.555 115.396 157.454
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| 36 |
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threshold=28.165032522765774 0.99977064220184042 0.00048190597410080325 0.00074777136042075622 -10.752974624620228 0.00044313279816154966 1.0920467079071432 79.677382584739448 0.012073225701422947 -0.0043512193744112962 20.993858630083427 86882.094200001695 69.291989660762098 66.56281190877084 0.028374890624457201 37204.062499999854 77.769878198790977 64.268066513406779 37.43402927037971 0.013456323040664702 37.816281649313339 -10147.932399999574 2633.4149144300482 0.0041910603863963523 -0.0025432800572701485 -0.0043512193744112962 2.8658089672786199e-08 5.4158424002528415e-09 1.0110580588007496e-08 4.2339044017847278e-05
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| 37 |
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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
|
| 38 |
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left_child=4 2 8 5 9 6 13 14 18 -1 25 16 20 26 15 -4 19 -8 -2 21 24 -5 23 -23 -10 -6 27 -3 29 -29
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| 39 |
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right_child=1 3 7 11 10 -7 17 -9 12 -11 -12 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22 22 -24 -25 -26 -27 -28 28 -30 -31
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internal_weight=5.21438e+06 5.03087e+06 3.68959e+06 1.34128e+06 183517 813864 505286 1.28611e+06 2.40347e+06 9129.55 174387 527415 1.28528e+06 427721 1.2594e+06 739375 449480 77564.4 1.11819e+06 430921 1.28228e+06 234415 179934 112533 272195 37055 421236 34407.8 8233.52 3584.13
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internal_count=15037351 14508122 10640111 3868011 529229 2347040 1457154 3708920 6931191 26328 502901 1520971 3706518 1233472 3631879 2132227 1296221 223682 3224673 1242700 3697858 676012 518899 324524 784961 106860 1214770 99226 23744 10336
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| 46 |
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is_linear=0
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| 47 |
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| 48 |
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| 49 |
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|
| 50 |
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Tree=2
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| 51 |
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num_leaves=31
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| 52 |
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| 53 |
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split_feature=15 5 0 0 1 12 5 7 14 7 0 2 8 1 12 4 0 0 8 12 1 8 5 15 0 0 15 0 2 12
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| 54 |
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split_gain=326.455 625.694 849.016 2233.19 6689.06 429.53 385.866 226.625 889.127 1837.4 3430.08 479.072 616.971 189.542 141.306 555.061 150.927 1443.22 1816.48 139.47 121.108 104.698 101.788 191.566 155.822 3870.05 4187.92 148.474 3392.74 2806.98
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| 55 |
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threshold=-0.34227076283217822 1.1594655374712544e-05 1.9232503224717594 3.7049183711908991 1.4210034083090867e-08 53.581395619051825 1.1403034420126014e-07 0.44978663962189591 -0.0094778960173215274 0.76386041804193439 0.029400015173964181 0.026514596152290234 -0.00053368502678596819 1.9368097340507525e-07 67.489442987110195 0.097795145831847674 0.049644669929595091 0.059122471242861276 0.0022099208114303441 42.875051445551648 3.2860379019704117e-09 0.0030729803202086407 2.6864897225026592e-06 -0.83632384874424714 2.3138049236386049 3.3685086047790165 -0.98438794388799955 0.0072843131253764329 0.0024477719036156294 50.945803716996643
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| 56 |
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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| 57 |
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left_child=1 6 7 4 -4 -6 -1 -3 9 10 -9 14 -13 19 16 -16 -10 18 -18 -8 -19 -11 -21 24 27 26 -26 28 -24 -30
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| 58 |
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leaf_weight=1446.1382030654931 3391.3585133304878 3.3001571908243923 0.014517940871883073 0.15129222592804581 0.036676903255283833 0.014899991947459057 104.49861019151285 0.0087871747382449739 0.64986887955456019 0.03056408604606986 0.0076410215115174642 0.0084051236626692116 0.0076410215115173532 445.46009258920094 0.011843583342852071 0.032092290348373353 0.023687166685704142 0.0080230725870933384 0.01413588979630731 333.51416078148759 0.27507677441462874 0.0076410215115174642 0.78396880708169492 17.270236820331775 0.0076410215115174651 0.18605887380545028 0.0076410215115173541 1.180919874605024 0.012607685494003817 0.014517940871883184
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leaf_count=3785196 8876715 8638 38 396 96 39 273520 23 1701 80 20 22 20 1165970 31 84 62 21 37 872957 720 20 2052 45204 20 487 20 3091 33 38
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| 62 |
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internal_value=-8.27517 -8.26086 -7.67848 -4.62844 3.03882 -5.40023 -8.262 -7.82966 -7.20293 -0.986967 12.9963 -7.53239 1.03953 -8.23635 -7.66794 -4.89444 -7.79346 -6.9063 2.26705 -8.21375 -8.13189 -6.99978 -8.19873 -8.08758 -7.64742 -6.32183 17.866 -7.7814 -7.26054 10.1242
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internal_weight=5745.04 2353.68 4.60295 0.217387 0.0660948 0.0515769 2349.07 4.38556 1.08541 0.0546333 0.0164282 1.03077 0.0160461 902.936 1.01473 0.0439359 0.970792 0.320923 0.0378231 457.476 0.2831 0.0382051 352.978 19.4636 2.19336 0.201341 0.015282 1.99201 0.811094 0.0271256
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internal_count=15037351 6160636 12048 569 173 135 6148588 11479 2841 143 43 2698 42 2363392 2656 115 2541 840 99 1197422 741 100 923902 50945 5741 527 40 5214 2123 71
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| 65 |
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is_linear=0
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| 66 |
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| 67 |
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| 68 |
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|
| 69 |
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Tree=3
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| 70 |
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num_leaves=31
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| 71 |
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num_cat=0
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| 72 |
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split_feature=14 7 1 4 13 2 6 14 15 15 9 0 3 15 0 9 3 0 3 1 7 9 4 1 3 3 3 2 3 15
|
| 73 |
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split_gain=1548.63 938.985 737.185 534.81 415.447 297.956 202.407 196.482 192.6 176.869 159.931 199.601 214.483 149.627 147.128 141.675 135.533 145.301 182.466 130.097 122.557 134.11 120.821 118.273 110.986 150.262 103.375 99.3521 93.1246 89.4823
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| 74 |
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threshold=0.00057510824334438485 -10.752974624620228 4.3994157439460697e-07 0.38129511286305923 -0.0014368772601606574 0.00013524956176505479 1.8129359782456052 0.0011019005700751334 0.43991292224882933 -0.2083308342315546 -1.4821616646121248e-05 4.6128848671655369 -20.642705860001737 -0.28487495959617654 5.5470369962499777e-09 0.00083491860861995015 3569.1303500000022 0.012073225701422947 -2467.3665500000666 4.4944822673673278e-06 -3.1360018778009389 -0.00061291410066449659 0.52986320512983631 7.4522040336173675e-08 -161.99348215000535 41.470954700000512 14.314850084999673 9.7761101422064307 12.156249899999418 -0.050028703867196177
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| 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 2 2 2
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| 76 |
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left_child=1 4 7 5 -1 6 14 29 26 19 -8 12 -12 -9 -3 20 17 18 -7 -4 -16 -22 23 -15 -19 27 -5 -26 -14 -2
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| 77 |
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right_child=2 3 9 8 -6 16 10 13 -10 -11 11 -13 28 22 15 -17 -18 24 -20 -21 21 -23 -24 -25 25 -27 -28 -29 -30 -31
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| 78 |
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leaf_weight=4795.743179500103 250666.54348385334 38859.564408451784 281277.52235200093 279363.89583955985 11694.82280692365 196438.70047077537 19985.711280465126 300146.23330567358 84615.19936978817 118537.39299821877 2642.4048592448235 28227.070994853973 6600.2598826289177 316383.92877152609 53327.669286578428 159271.48151583085 123180.81422445155 263482.94273406267 209513.68070232857 93067.442735382821 567900.38034686213 656268.28389948606 34966.594645231962 243494.75557261705 296708.11366945505 202753.65064816677 126594.97453930974 80978.913282692432 1925.1408394575119 162193.1579477787
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internal_value=1.53091e-06 -0.000624077 0.00118801 -0.000566326 -0.0125264 -0.000308713 -0.000787379 0.00180906 -0.00209342 -0.00045993 -0.00364953 -0.00549776 -0.011156 0.0022253 -0.000672204 -0.000590096 0.000226412 7.04618e-05 -0.000706831 7.30572e-05 -0.000765408 -0.000663193 0.00176607 0.00194415 0.000444363 5.80412e-05 -0.00164112 -0.000531392 -0.0150136 0.00090674
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| 82 |
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internal_weight=5.21586e+06 3.41513e+06 1.80073e+06 3.39864e+06 16490.6 2.90806e+06 1.53501e+06 1.30785e+06 490574 492882 59380.6 39394.9 11167.8 894992 1.47563e+06 1.43677e+06 1.37306e+06 1.24988e+06 405952 374345 1.2775e+06 1.22417e+06 594845 559879 843924 580441 405959 377687 8525.4 412860
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internal_count=15037351 9842398 5194953 9795042 47356 8381456 4423722 3773911 1413586 1421042 171042 113432 32133 2582864 4252680 4140746 3957734 3602593 1169719 1079385 3681622 3528019 1716414 1615540 2432874 1673228 1169906 1088632 24516 1191047
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| 84 |
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is_linear=0
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| 85 |
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shrinkage=0.05
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| 86 |
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| 87 |
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|
| 88 |
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Tree=4
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| 89 |
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num_leaves=31
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| 90 |
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num_cat=0
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| 91 |
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split_feature=5 16 14 14 5 1 4 5 14 15 15 15 0 15 15 16 15 15 14 15 5 0 4 14 14 0 15 16 0 16
|
| 92 |
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split_gain=2452.44 1680.54 896.725 759.785 477.577 453.226 423.253 313.048 301.512 292.654 233.299 210.054 206.739 174.555 170.232 166.581 166.299 151.925 150.219 143.534 138.882 295.775 129.589 123.824 119.812 111.462 98.7132 97.3371 96.4132 88.7272
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| 93 |
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threshold=2.8792251794744003e-08 0.99977064220184042 -5.359324310240742e-05 -0.0094778960173215274 1.013749470251994e-09 2.2343679452611092e-07 0.37740837501265245 2.223753920483057e-07 0.00036353617739764933 -0.23561864270654484 3.0500090947188387 0.43991292224882933 0.99433389515101556 -0.17839576105360772 0.094964940471992637 0.058084245832057353 0.59135156523412213 -0.23561864270654484 0.0013836641651535423 2.2189928452598919 7.1155208851434231e-12 0.56277305338765415 0.60289596619676089 0.00055936487537485541 0.00040802355296016397 0.0246960787601876 0.035227421818318568 0.26315789473687823 0.90872133237203212 0.19354838709664576
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| 94 |
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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| 95 |
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left_child=1 8 3 10 13 14 7 16 15 23 -2 -8 -11 24 18 20 -5 -7 -4 25 -1 26 -16 -6 28 -9 -22 -21 -3 -13
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| 96 |
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right_child=2 4 5 6 9 17 11 19 -10 12 -12 29 -14 -15 22 -17 -18 -19 -20 27 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
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| 97 |
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leaf_weight=25260.371780604124 16870.043702363968 58958.737085729837 420004.37311396759 610559.53999912902 182244.9247482717 416802.24843544688 205419.75571720651 413901.97920131683 262095.29407086968 141222.45063999295 4275.2305660545826 25776.536397218704 16011.930923253298 29289.074885904789 518649.79016685486 173238.26460343599 111252.40715426207 244935.38677319873 288164.99296499405 29645.349910497665 289082.8486713171 85685.964184552431 10063.675904542208 114520.80589085817 34004.129982799292 319357.27339736256 67804.136108994484 38956.288807064295 24401.582409620285 35828.303536623716
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| 100 |
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internal_value=7.36789e-07 0.00170402 -0.000689592 0.000106099 0.00375362 -0.00144892 -5.16374e-06 -0.000326966 0.000340934 0.00295232 0.00952845 0.00183107 0.00469634 0.00623425 -0.00201397 0.00092507 0.000428417 -0.000392756 -0.0025208 -0.00100694 0.000434607 0.000228793 -0.0013351 0.00202829 0.00537251 -0.00121155 0.000862149 0.00118011 0.00639284 0.00439186
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| 101 |
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internal_weight=5.21428e+06 1.50382e+06 3.71046e+06 1.81184e+06 600654 1.89862e+06 1.7907e+06 1.52367e+06 903167 454000 21145.3 267025 157234 146654 1.23688e+06 641072 721812 661738 708169 801861 467833 442573 528713 296766 117364 733259 356887 68601.6 83360.3 61604.8
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| 102 |
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internal_count=15037351 4334949 10702402 5223690 1729712 5478712 5162972 4393266 2605237 1307635 60718 769706 452827 422077 3569928 1848702 2081095 1908784 2044256 2312171 1349127 1276306 1525672 854808 337781 2114520 1029062 197651 239844 177461
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| 103 |
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is_linear=0
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| 104 |
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shrinkage=0.05
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| 105 |
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|
| 106 |
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|
| 107 |
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Tree=5
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| 108 |
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num_leaves=31
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| 109 |
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num_cat=0
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| 110 |
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split_feature=15 5 6 3 7 1 0 5 13 7 7 6 0 8 0 1 0 0 8 16 15 14 7 15 14 1 0 6 0 6
|
| 111 |
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split_gain=190.906 723.547 1624.72 6169.47 1237.45 566.299 863.752 275.632 248.316 714.379 2032.85 5600.73 1467.51 7294.46 10642.7 364.113 290.796 242.347 687.788 1531.87 187.474 131.357 122.03 1220.44 112.566 110.593 451.165 1448.63 99.2364 81.8688
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| 112 |
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threshold=-0.4021359738178964 1.1594655374712544e-05 -1.3255937827718751 -18722.785600000072 1.2899461845980165 6.0323256398900805e-09 31.956964882714733 1.1403034420126014e-07 0.00010504873487225967 0.44978663962189591 1.063735533466178 -0.021068709182237907 0.054332189074298015 0.0027543778130203482 0.13181512713321589 1.0318711597416787e-07 0.11118875566128189 0.049644669929595091 0.0013899199729002778 0.82608695652172193 -0.54272355567056307 0.0095509067542530659 -6.1114041812611442 -0.98438794388799955 0.0020202105998757438 1.4210034083090867e-08 1.9232503224717594 40.403981436254988 0.29699379430348605 0.096853286075575099
|
| 113 |
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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
|
| 114 |
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left_child=1 7 3 -3 5 6 -5 -1 22 25 11 -11 21 20 -15 -16 17 -12 -19 -20 -14 -13 23 -4 -9 26 -10 -28 -2 -27
|
| 115 |
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right_child=28 2 8 4 -6 -7 -8 24 9 10 16 12 13 14 15 -17 -18 18 19 -21 -22 -23 -24 -25 -26 29 27 -29 -30 -31
|
| 116 |
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leaf_count=3219349 8063202 26 25 24 24 183 24 1642704 313 21 510 214 63 35 19 22 212 46 31 20 29 115 4268 435 329653 2284 29 60 1772444 967
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| 119 |
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internal_value=-0.00205366 0.0102941 -0.304351 -5.94069 -3.35704 -1.84333 -8.92206 0.0131289 -0.264554 -0.440249 -1.07344 -4.22534 -3.58492 -7.99147 -34.3826 -7.35787 -0.541621 -1.57363 -3.25282 -8.9994 -2.73534 -1.65842 -0.0680499 1.0843 0.0362993 -0.143133 -1.3161 -5.82775 -0.00876533 -0.106653
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| 120 |
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internal_weight=5758.91 2027.97 18.108 0.126961 0.120348 0.110498 0.0225004 2009.86 17.981 9.49314 3.03187 0.437709 0.432168 0.131465 0.0218343 0.0136521 2.59416 0.540399 0.15374 0.0388955 0.10963 0.300704 8.48788 0.223684 783.296 6.46127 0.194893 0.0431451 3730.94 6.26638
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internal_count=15037351 5201705 9999 281 255 231 48 5191706 9718 4990 1337 518 497 168 76 41 819 607 97 51 92 329 4728 460 1972357 3653 402 89 9835646 3251
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| 122 |
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is_linear=0
|
| 123 |
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| 124 |
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|
| 125 |
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|
| 126 |
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Tree=6
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| 127 |
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num_leaves=31
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| 128 |
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num_cat=0
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| 129 |
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split_feature=12 14 1 7 12 12 2 14 12 10 12 10 12 12 14 14 10 9 10 12 1 9 6 1 1 14 9 1 0 9
|
| 130 |
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split_gain=2124.72 1008.67 578.694 561.355 526.036 348.85 315.21 263.563 227.043 223.068 269.272 221.939 220.551 138.313 178.892 136.148 130.142 145.589 124.481 156.359 116.828 110.267 99.7348 98.9813 92.6129 83.6961 119.082 76.1897 73.9517 73.527
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| 131 |
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threshold=28.165032522765774 0.0010801146845183269 2.991633560881083e-07 -10.752974624620228 69.291989660762098 79.677382584739448 0.0071501401321445697 0.00045194659008727483 22.78586093578906 -0.0017486158511411107 41.103425234856296 -0.0095271456788680303 71.103142242137039 62.586994773198811 0.00037822512450879693 0.00045194659008727483 -0.00027489760129184576 0.00090868770361451922 -0.0016747079147548802 38.387212167075688 1.9368097340507525e-07 -0.00011688186700853363 2.7055068484683038 2.8672634404608002e-07 4.6744747851305489e-08 -0.00048101774604810207 -6.2335395732082674e-05 2.1458721446259169e-07 4.1122637367228636 -1.0000000180025095e-35
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| 132 |
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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| 133 |
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left_child=3 4 5 11 6 24 9 -6 -5 20 25 -1 -4 15 29 16 -12 21 -8 -20 -2 -18 -23 -19 -3 -11 -27 -17 -24 -15
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| 134 |
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right_child=1 2 12 8 7 -7 18 -9 -10 10 13 -13 -14 14 -16 27 17 23 19 -21 -22 22 28 -25 -26 26 -28 -29 -30 -31
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| 135 |
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leaf_value=-0.027406591289636479 0.0012230005099558286 0.0029693892066456925 0.00042625355485311492 -0.0072382623578167021 -0.016311033152892521 -0.0033323449761752106 0.0018165301058676532 -0.0045002195364695482 -0.0033904995021317324 -0.0015677733456645475 7.3576514714500976e-05 -0.011353390685549533 -0.0026955240028960379 -0.0022279572055830068 -0.0018227339205489459 0.001093415045878964 -0.00045325626654595666 0.0015112032320629897 -0.0014787264876866416 0.00057321950649870076 -0.00029863716158685081 -0.0016500496998195131 -0.011914613661383343 -0.0011011804716974528 0.0018867674331248165 -0.0012567966695482115 -0.0078886685685401799 -0.00025969365608168618 -0.0038759345183683978 -0.014786881691560345
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leaf_count=9659 761904 1078576 1045420 163038 16954 79279 484132 67204 339863 1264376 1420311 16669 193161 4732 176673 670685 637872 249858 302931 2288903 695258 977046 9545 179656 1212488 40727 37316 543032 58616 11467
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| 138 |
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internal_value=1.41211e-06 0.000194462 0.00142583 -0.0052739 -0.00021253 0.00220431 -0.000160464 -0.00689152 -0.00463922 -0.000449286 -0.00066874 -0.0172824 -6.09664e-05 -0.000378954 -0.00260717 -0.000288412 -0.000554693 -0.000976996 0.000566628 0.000333244 0.000496908 -0.00133275 -0.00186915 0.000418134 0.00239632 -0.00173432 -0.00442966 0.000487679 -0.00500445 -0.0111261
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| 139 |
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internal_weight=5.21583e+06 5.0317e+06 1.24994e+06 184135 3.78175e+06 820392 3.7525e+06 29252.4 174892 2.68567e+06 2.18005e+06 9243.36 429552 1.71394e+06 66925.5 1.64702e+06 1.22627e+06 733344 1.06683e+06 898970 505626 584340 362966 149004 792895 466106 27125.7 420742 23707.9 5643.01
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| 140 |
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internal_count=15037351 14508122 3608924 529229 10899198 2370343 10815040 84158 502901 7739074 6281912 26328 1238581 4939493 192872 4746621 3532904 2112593 3075966 2591834 1457162 1683079 1045207 429514 2291064 1342419 78043 1213717 68161 16199
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| 141 |
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is_linear=0
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| 142 |
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| 143 |
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|
| 144 |
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|
| 145 |
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Tree=7
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| 146 |
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num_leaves=31
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| 147 |
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num_cat=0
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| 148 |
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split_feature=12 16 14 14 7 12 0 12 1 0 12 9 12 12 14 0 2 0 1 12 11 9 9 12 14 0 14 15 15 1
|
| 149 |
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split_gain=2149.79 2010.8 735.624 648.725 561.83 493.475 311.002 307.114 309.401 273.653 227.79 221.123 209.699 209.034 191.948 174.645 165.332 255.377 163.451 130.769 130.497 129.116 135.377 125.966 116.719 106.787 106.559 105.496 96.7347 97.6939
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| 150 |
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threshold=28.165032522765774 0.99977064220184042 0.00055936487537485541 0.00074777136042075622 -10.752974624620228 63.373509293334358 1.432956961645073 79.677382584739448 2.2343679452611092e-07 0.012073225701422947 22.78586093578906 -0.0075145966706100511 74.446189576263663 69.291989660762098 0.00034927756448489789 1.1473982474014713e-07 6.1126982066092579e-09 1.0110580588007496e-08 9.9007190594993506e-07 36.583650807369985 -0.0014918592039488419 0.0010518167472876041 -0.00062911611248944721 37.816281649313339 -0.0025432800572701485 0.0050495052183623474 0.0015006709670523665 0.083747041878735662 -0.4956559917502712 6.6184274643661214e-07
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| 151 |
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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| 152 |
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left_child=4 2 9 5 11 6 21 8 27 19 -6 -1 15 23 -7 16 -5 -18 26 -2 -8 22 -3 24 -11 -20 -17 -4 -21 -30
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| 153 |
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right_child=1 3 7 12 10 14 20 -9 -10 13 -12 -13 -14 -15 -16 18 17 -19 25 28 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
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| 154 |
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leaf_value=0.028088922958822107 0.001349839483455469 0.00072393248286118901 -0.002950018985086917 -0.0011532436992096014 0.0072763678101874845 0.01888005083232118 0.00029901927548012122 0.0035113427983045932 -0.00073070581903949855 -0.0011687983357099366 0.0034217225452574033 0.011766356952988399 0.0033722407956810682 0.010911381618879175 0.0073585404473380956 0.00046408721934486607 -0.020305812335124969 -0.0040396936247742337 0.0032457287663186433 -0.00092060235528031306 0.005766361133709515 0.00015298613138214656 0.0024889953710769959 -0.0010749271983688453 0.00095619553217662565 0.00028553919111853502 -0.0013734285141435995 -0.0017969533956497465 -2.2847770370562311e-05 0.0014066762917374722
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| 155 |
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leaf_weight=3145.8161936700344 222994.08246375062 141932.5988881886 475022.52444982145 29612.172868102731 56741.691469936632 4605.7377927303314 12792.739530295134 26581.683436870575 373387.14974665095 105528.96344535745 118099.08092239499 6095.0368416905403 44703.924397259078 3804.3932783901691 16804.869571059942 148875.90945100787 3145.8417154252529 10357.835277706385 56145.432985842228 217734.94155066554 74320.116722047329 102143.79487904906 463036.50144040585 1046675.4254615508 166693.28635960812 66612.689532011747 167854.10490957645 340599.08179312944 555961.10667660832 152243.62000027299
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leaf_count=8898 642373 408601 1373761 85496 163038 13175 36802 76652 1077867 304438 339863 17430 128832 10924 48229 429475 9082 29910 161645 627868 213369 294307 1332557 3020086 480523 192033 484498 984020 1602763 438836
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| 157 |
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internal_value=6.18338e-07 -0.000193598 -0.000796911 0.00146288 0.00530773 0.00234647 0.00214455 -0.00180395 -0.00192278 -0.000301632 0.00467268 0.017323 9.61301e-05 -0.000791969 0.00983699 -0.000207338 -0.00324408 -0.00782908 9.05808e-05 0.000262865 0.00496347 0.00179727 0.00207489 -0.000825728 0.000132426 0.00163943 -0.000509722 -0.00246851 1.08832e-06 0.000284459
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| 158 |
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internal_weight=5.21425e+06 5.03017e+06 3.68723e+06 1.34294e+06 184082 815636 794226 1.21559e+06 1.18901e+06 2.47164e+06 174841 9240.85 527308 1.3227e+06 21410.6 482604 43115.8 13503.7 439488 1.14893e+06 87112.9 707113 604969 1.3189e+06 272222 122758 316730 815622 925940 708205
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| 159 |
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internal_count=15037351 14508122 10640111 3868011 529229 2347040 2285636 3512300 3435648 7127811 502901 26328 1520971 3815971 61404 1392139 124488 38992 1267651 3311840 250171 2035465 1741158 3805047 784961 353678 913973 2357781 2669467 2041599
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| 160 |
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is_linear=0
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| 161 |
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shrinkage=0.05
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| 162 |
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|
| 163 |
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|
| 164 |
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Tree=8
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| 165 |
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num_leaves=31
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| 166 |
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num_cat=0
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| 167 |
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split_feature=2 14 5 6 13 5 5 5 0 2 7 7 6 4 2 2 16 4 0 2 4 14 7 7 0 13 1 8 6 5
|
| 168 |
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split_gain=187.941 164.935 124.957 213.379 655.21 91.9409 86.6478 84.6277 78.1513 154.218 472.414 685.4 691.338 191.952 69.5679 135.022 380.317 85.4969 82.0812 430.832 682.959 111.686 54.8939 51.4538 56.3402 68.7959 299.708 942.375 510.108 192.055
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| 169 |
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threshold=0.39383644175216448 0.00057510824334438485 1.1594655374712544e-05 -1.3255937827718751 -0.00057673573597358328 1.1594655374712544e-05 1.3229780728049372e-07 3.2039788054922042e-07 0.42697843059162116 0.081855297212944572 0.21396801866149967 0.68320939283496462 0.88684376099467965 0.26036614254084151 0.0010662759694641255 0.0011288821900672301 0.79752066115702103 0.072188805415543192 0.31618285159572618 0.065353578887117639 0.16676907994185286 0.0011731345076544163 0.66626326629045229 -2.0293650210753085 0.041841583034245074 -0.0014368772601606574 2.6362415959123077e-07 0.001797191962337408 -0.043629075565462465 1.9141481714320768e-05
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| 170 |
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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
|
| 171 |
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left_child=1 6 7 4 -4 -2 -1 -3 14 -10 -11 12 -12 -13 17 16 -16 22 -17 20 -20 -21 -5 -8 -25 26 -26 28 29 -28
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| 172 |
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right_child=5 2 3 8 -6 -7 23 -9 9 10 11 13 -14 -15 15 18 -18 -19 19 21 -22 -23 -24 24 25 -27 27 -29 -30 -31
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| 173 |
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leaf_value=-0.018157490557825756 0.030829064258004205 0.00095774597611735955 -21.877541850334786 -0.082564545562808817 -0.033341809652654548 -0.17586716408142977 -0.01885323755029264 0.023304883180071637 -0.20119102536460845 -0.033342018617345523 -4.6064867049708438 -0.033394257935824949 -23.639907121720853 -6.73020096855406 -0.033342033026331964 0.064594846526679822 13.149112574020947 -0.032618592083653114 20.084773404808629 5.9023446783401194 -0.033342005938471087 -0.033341973862324112 -0.4702539443442425 -0.0045012330719605897 0.11731776886387035 0.017342663686645114 -0.033341901766958525 19.054113386845554 10.587051941605493 3.9443727351073949
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| 174 |
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leaf_weight=1906.5815543906324 465.16345778323017 1185.1467959711445 0.0045778599815359143 1.5851692456971429 0.013723997027644163 5.4429676066701509 352.02896863932369 659.34641859500334 6.0660183505554812 0.16682176679100891 0.010933102821581997 0.037929091183741548 0.0084644978010146588 0.01490532227580843 0.019628550071501105 4.0844927444441055 0.0075858402415178708 12.216650600299904 0.0074560884222590875 0.0084236246475484222 0.009715197782497853 0.13386066627572291 2.1534184585484684 791.9617385800957 2.6203244832193677 360.91100949485485 0.15539304827689193 0.0078585645540743543 0.0141237697680483 0.037710055942473508
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| 175 |
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leaf_count=5046484 1204974 3115042 17 3184 45 4424 921817 1704333 2743 430 29 58 19 34 51 10601 19 26180 20 21 25 346 1275 2064300 4196 926130 404 21 37 92
|
| 176 |
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internal_value=-0.00183978 -0.00453574 0.00739588 -0.100304 -5.49725 0.0284384 -0.0110743 0.00894612 -0.0965812 -0.25028 -1.49593 -4.87382 -12.9121 -1.92266 -0.0486694 0.130554 3.64118 -0.0966468 0.108042 1.22094 8.70231 0.318067 -0.305873 -0.00211727 0.0029805 0.01927 0.264596 2.05885 1.41435 0.743444
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| 177 |
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internal_weight=5755.97 5285.36 1871.04 26.5498 0.0183019 470.606 3414.32 1844.49 26.5315 6.30507 0.239054 0.072232 0.0193976 0.0528344 20.2264 4.27116 0.0272144 15.9552 4.24395 0.159456 0.0171713 0.142284 3.73859 1507.74 1155.71 363.746 2.83541 0.215085 0.207227 0.193103
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| 178 |
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internal_count=15037351 13827953 4864472 45097 62 1209398 8963481 4819375 45035 3313 570 140 48 92 41722 11083 70 30639 11013 412 45 367 4459 3916997 2995180 930880 4750 554 533 496
|
| 179 |
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is_linear=0
|
| 180 |
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shrinkage=0.05
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| 181 |
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|
| 182 |
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|
| 183 |
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Tree=9
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| 184 |
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num_leaves=31
|
| 185 |
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num_cat=0
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| 186 |
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split_feature=5 12 8 12 14 12 5 14 12 8 12 5 7 4 12 14 12 3 2 5 7 2 12 3 12 12 9 14 12 12
|
| 187 |
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split_gain=2097.66 1887.72 930.973 576.689 550.214 503.269 443.323 331.8 319.259 296.593 253.182 249.155 165.458 153.002 149.84 140.098 112.926 106.466 108.726 102.082 104.175 98.0922 87.218 80.737 79.7633 79.2376 78.4373 76.5238 80.6172 72.9257
|
| 188 |
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threshold=2.8792251794744003e-08 29.760962108444652 -5.7452449686579135e-06 17.988473398880423 0.00048190597410080325 59.608154206392847 1.6949673028652157e-07 -0.0004045476830577673 79.677382584739448 -0.0043512193744112962 47.53237296209894 4.653244520424621e-09 -8.5552964304780517 1.0000000180025095e-35 46.889177923144253 0.0002813522250000305 77.769878198790977 99229.969118599503 0.0067108683404294303 8.5003545554989589e-07 -7.4260513766565213 0.82100378797054641 24.128002418583815 -12.952574670001537 28.165032522765774 71.103142242137039 1.0000000180025095e-35 0.001148861249957091 66.56281190877084 29.760962108444652
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| 189 |
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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
|
| 190 |
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left_child=2 3 7 9 5 11 10 29 13 -2 21 24 -5 -8 19 26 27 18 -12 -15 -21 -3 -14 -9 -4 -17 -7 28 -6 -1
|
| 191 |
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right_child=1 6 4 12 16 15 8 23 -10 -11 17 -13 22 14 -16 25 -18 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
|
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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| 247 |
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left_child=2 4 5 8 12 22 17 9 13 14 -6 -5 -2 -4 15 -8 -10 -3 -13 28 -11 -16 -1 27 25 -25 -27 -22 -7 -15
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is_linear=0
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| 259 |
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Tree=13
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split_gain=1656.14 1804.2 520.875 511.965 461.742 448.834 343.306 296.654 240.884 232.727 198.004 175.334 147.911 147.015 140.026 138.093 131.356 143.505 125.385 124.839 107.85 107.678 110.724 106.525 91.7161 91.0382 88.7205 109.696 102.385 92.2582
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threshold=30.219049135121896 0.99977064220184042 0.0008037863833957815 0.00067717832045845856 17.988473398880423 1.8129359782456052 0.00065139740261577217 -0.0043512193744112962 79.677382584739448 9.6439052440122499e-08 0.0081978268367335818 73.599300329407285 1.8806750912078731e-06 63.579135218246485 -0.0010936031230370789 24.128002418583815 0.00052558414113845775 0.48053595777270525 1.7983061851454003e-06 6.9922673400661205e-07 -0.42140380104876002 3.1467891079840546e-09 3.5308763886159924e-09 0.0015006709670523665 6.1137506276177947e-08 -0.0043512193744112962 -1.314388634843233e-05 1.0000000180025095e-35 4.5437785617649921e-08 61.459414962393247
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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| 266 |
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left_child=4 2 10 5 7 6 14 -1 9 -4 16 12 21 -7 -3 25 17 19 23 26 -16 -5 -23 -14 -19 -6 27 28 -2 -28
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leaf_count=6854 220497 266970 1489163 83232 7173 95382 565796 52694 75400 1387249 2149667 152421 516568 19473 527253 523329 570420 470170 246408 921411 765548 5447 70934 525575 372489 172583 873861 1137056 729274 37054
|
| 271 |
+
internal_value=9.82849e-07 -0.0002057 -0.000785887 0.00136552 0.00384298 0.00219168 0.00191198 0.0109622 -0.0017432 -0.00186808 -0.000409456 0.000204453 -8.43821e-05 0.00733766 0.00255993 0.00323381 -0.000132247 1.35378e-05 0.000217514 -0.000202676 0.0029245 -0.00252554 -0.00483174 -0.000190481 0.00101826 0.00525312 -0.000468454 -0.000773823 -0.00144746 0.000230391
|
| 272 |
+
internal_weight=5.21405e+06 4.94787e+06 3.61354e+06 1.33433e+06 266174 779606 739417 20980.7 1.01987e+06 993627 2.59367e+06 554722 501748 40188.6 543010 245194 1.84914e+06 1.65149e+06 446527 1.35903e+06 450193 55221.6 26408.8 360940 292461 62933.9 1.03934e+06 723290 329244 316051
|
| 273 |
+
internal_count=15037351 14274718 10433711 3841007 762633 2240422 2125567 59548 2951812 2876412 7481899 1600585 1448164 114855 1559771 703085 5332232 4761812 1288551 3919153 1292801 159613 76381 1042143 842659 179756 2997742 2086827 949771 910915
|
| 274 |
+
is_linear=0
|
| 275 |
+
shrinkage=0.05
|
| 276 |
+
|
| 277 |
+
|
| 278 |
+
Tree=14
|
| 279 |
+
num_leaves=31
|
| 280 |
+
num_cat=0
|
| 281 |
+
split_feature=5 15 5 15 12 1 3 14 14 12 5 1 5 3 12 15 6 11 5 3 12 7 6 11 3 12 7 15 7 1
|
| 282 |
+
split_gain=222.263 233.083 230.473 176.196 110.185 90.1811 93.3181 78.4175 67.1163 62.2217 60.2229 305.9 480.137 148.447 372.143 103.236 3075.38 1209.75 81.7823 78.7625 77.6457 59.8979 79.7911 54.3101 53.1021 92.4199 1387.26 50.5592 202.98 47.583
|
| 283 |
+
threshold=1.1594655374712544e-05 -0.34996744853243955 1.1403034420126014e-07 -0.31948593478633963 45.327977876472559 4.0901464585252844e-07 -351703.22434999811 0.00072973658465454812 -0.0058231782264826443 43.160801065912487 1.3229780728049372e-07 7.5878454339034379e-05 5.2049570887496908e-07 152969554.00332549 48.038746659163934 -0.34616278945870732 56.410873397428084 0.0021117030494715032 1.3496158134426156e-07 -854219818.381194 67.489442987110195 -2.9683619936745238 -0.0056654231923642931 0.0056840355648560834 -251077.96419999874 35.13089241353903 0.26487477455911673 -1.0688042296372149 -5.0902348397184634 5.2115544882597914e-07
|
| 284 |
+
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
| 285 |
+
left_child=1 2 7 24 -4 6 21 -1 -8 -3 15 -12 13 18 -15 16 -11 -18 -13 -14 -19 27 -23 -10 -2 26 -26 28 -6 -9
|
| 286 |
+
right_child=3 9 4 -5 5 -7 8 29 23 10 11 12 19 14 -16 -17 17 20 -20 -21 -22 22 -24 -25 25 -27 -28 -29 -30 -31
|
| 287 |
+
leaf_value=-0.0097871200919379207 0.072492305856650827 -0.020747759023589257 0.0031218120848449469 -0.022693240168846301 -6.2961261766700138 0.012947377122400131 3.4803109227614843 0.03491941312442004 0.039224536066264241 -0.037994385414369225 0.0025350041391016187 4.1950508783952678 0.026764974283945416 13.499779472848548 -0.033341547252383606 -0.012855553241230189 -0.033342170824110909 -8.4620824957024201 -0.033341555432288825 -2.2451318415035568 -5.9926613446929808 4.3716596687549947 0.1784035262927679 0.089140359534504471 -0.18021280849982679 -0.19216934255405876 -12.689559681753268 0.013559942169450815 -0.033399381376664705 -0.0019567012805067124
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| 288 |
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leaf_weight=1049.3228714827583 1.8709363612682945 1017.0876755757472 294.59407980608887 38.632899390204727 0.01596734536342892 215.65730565896956 0.014230194501862026 185.33393697778229 377.70792608483811 10.231249500997361 1196.004082739586 0.011824825109214454 0.0419757817289792 0.0073892786749638608 0.016253932582912967 1083.6664870715176 0.067926352901850673 0.13549968667211942 0.34717221284518018 0.41844417722313665 0.041606671729823574 0.011350729473636245 21.251778658688583 63.680969310225919 0.34084266963447163 27.088149110817625 0.02370439850051298 5.3298660866893268 0.068194505467545463 165.68068229552591
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| 289 |
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leaf_count=2798582 3221 2780243 741806 98407 35 526013 29 478807 854169 27129 3160407 32 14 20 44 2930831 171 68 939 165 35 25 47871 130648 517 9088 22 11753 119 436141
|
| 290 |
+
internal_value=-0.00294661 -0.00187243 0.0100651 -0.092836 0.0286854 0.0396997 0.0520252 -0.00294378 0.0465368 -0.0104561 -0.0058871 0.00186388 -0.950225 0.358672 4.1962 -0.0143656 -0.17057 -5.70621 0.105935 -2.03801 -7.88195 0.142837 0.180642 0.0464261 -0.185247 -0.202812 -0.993624 -0.00564042 -1.22158 0.0175137
|
| 291 |
+
internal_weight=5754.7 5686.75 2378.67 67.9565 978.332 683.738 468.08 1400.34 441.403 3308.08 2290.99 1196.85 0.84306 0.38264 0.0236432 1094.14 10.4763 0.245033 0.358997 0.46042 0.177106 26.6772 21.2631 441.389 29.3236 27.4527 0.364547 5.41403 0.0841619 351.015
|
| 292 |
+
internal_count=15037351 14926096 6025998 111255 2312468 1570662 1044649 3713530 984846 8900098 6119855 3161621 1214 1035 64 2958234 27403 274 971 179 103 59803 47896 984817 12848 9627 539 11907 154 914948
|
| 293 |
+
is_linear=0
|
| 294 |
+
shrinkage=0.05
|
| 295 |
+
|
| 296 |
+
|
| 297 |
+
Tree=15
|
| 298 |
+
num_leaves=31
|
| 299 |
+
num_cat=0
|
| 300 |
+
split_feature=12 16 7 3 14 8 12 9 12 10 8 2 6 14 16 4 2 3 16 8 3 2 2 12 10 14 12 12 12 13
|
| 301 |
+
split_gain=1442.75 1586.15 476.237 473.277 436.013 364.257 255.533 217.073 212.208 185.643 179.195 173.725 131.194 166.884 116.624 116.611 109.872 104.087 98.0159 96.237 94.8973 112.885 114.226 85.0323 79.737 110.866 93.2007 79.0907 72.5687 89.279
|
| 302 |
+
threshold=31.464062494145775 0.99977064220184042 -10.752974624620228 2633.4149144300482 0.00089596366514082279 0.0003940278565846001 22.78586093578906 0.00062169373196108168 79.677382584739448 -0.0095271456788680303 -1.0000000180025095e-35 0.0081978268367335818 1.4987094334204587 0.00055936487537485541 0.48559670781893843 0.37740837501265245 0.0067108683404294303 -3784.1699499999122 0.97142857142816907 0.00051427240464307921 274090.01919999829 4.7488511375934734e-09 1.3677115523128586e-08 63.804942081108372 -0.00085293053143098419 0.00032132321642333844 60.760295951788883 69.709757791818092 46.367311193806408 -0.00036520761256185371
|
| 303 |
+
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
| 304 |
+
left_child=2 4 9 5 11 7 -4 10 14 -1 -3 15 24 23 -6 19 17 -7 -8 27 -5 -22 -23 -14 -12 26 -26 28 29 -2
|
| 305 |
+
right_child=1 3 6 20 8 16 18 -9 -10 -11 12 -13 13 -15 -16 -17 -18 -19 -20 -21 21 22 -24 -25 25 -27 -28 -29 -30 -31
|
| 306 |
+
leaf_value=-0.022236116648592374 0.00087824551068146428 -0.0013929081388154756 -0.0058673116426723538 -8.4738566163424113e-05 0.0012396092621598722 -0.00018234209164166653 -0.0018238149720730627 -0.00075522951142595568 -0.00276288222929209 -0.0087010719253593338 -0.0015219317902933549 0.0010749487618365678 -0.0074616680607877883 -0.0018316267505055228 0.0023605738697817904 -0.00080690414774384266 0.00031907183249337147 -0.0019149435524387919 -0.0048317521953936161 0.0014306398656610689 0.00035151755834076314 0.0072649524806888688 0.0016810704792505121 -0.014661231711408812 -0.0044601808608970969 -0.0022040091350824446 -0.014397802741391005 -0.0058653006386158238 0.00059481847878754129 -0.0004250466992940427
|
| 307 |
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leaf_weight=3832.4259101450443 171015.39057136304 97503.13921636343 57331.199305803369 203994.77854683902 458176.34568000538 135689.14930259436 229146.34770384259 110887.79362941068 26114.770203799009 7473.8447799682617 44106.287521630526 750331.61124537559 20659.728063235525 12399.462114006281 470092.76241628313 260770.10820364649 148038.96588029782 240019.88755930401 30713.186931401491 177645.62953015533 52129.023975223303 15350.171490241308 22706.669402184431 5116.9924748837948 147092.50768339611 69623.531934201717 2397.8212685883045 5361.4246824681759 672489.96963488683 567297.58484487678
|
| 308 |
+
leaf_count=10610 493156 279944 163038 587671 1326900 390901 657756 318900 74893 21137 126622 2166915 58818 35588 1362014 751318 426786 690811 87971 513015 150297 44409 65577 14383 420986 199963 6786 15336 1940461 1634389
|
| 309 |
+
internal_value=2.19818e-06 0.000217804 -0.00320535 -0.00125705 0.000767968 -0.00176069 -0.00284592 -0.00271213 0.00168223 -0.013289 -0.00325611 0.000433 -0.00385887 -0.00659806 0.00180729 0.000173279 -0.000834621 -0.00128921 -0.00217933 0.000333651 0.000512365 0.00186298 0.00393332 -0.00889087 -0.00346159 -0.00385203 -0.00461958 0.000196043 0.000219077 -0.000123165
|
| 310 |
+
internal_weight=5.21551e+06 4.88701e+06 328497 1.32772e+06 3.5593e+06 1.03354e+06 317191 509787 954384 11306.3 398899 2.60491e+06 301396 38176.2 928269 1.85458e+06 523748 375709 259860 1.59381e+06 294181 90185.9 38056.8 25776.7 263220 219114 149490 1.41616e+06 1.4108e+06 738313
|
| 311 |
+
internal_count=15037351 14096839 940512 3818442 10278397 2970488 908765 1461990 2763807 31747 1143090 7514590 863146 108789 2688914 5347675 1508498 1081712 745727 4596357 847954 260283 109986 73201 754357 627735 427772 4083342 4068006 2127545
|
| 312 |
+
is_linear=0
|
| 313 |
+
shrinkage=0.05
|
| 314 |
+
|
| 315 |
+
|
| 316 |
+
Tree=16
|
| 317 |
+
num_leaves=31
|
| 318 |
+
num_cat=0
|
| 319 |
+
split_feature=12 14 7 1 12 8 8 12 12 1 1 15 9 9 14 12 14 8 12 1 8 8 12 1 15 0 14 15 11 12
|
| 320 |
+
split_gain=1467.29 663.907 476.679 458.806 407.87 290.583 430.45 258.162 256.33 242.563 211.541 211.496 205.02 206.763 220.089 215.392 192.579 184.342 163.628 132.522 116.146 95.6646 99.735 88.9697 87.3035 81.8301 81.6984 80.8789 80.8508 90.9595
|
| 321 |
+
threshold=31.464062494145775 0.0011019005700751334 -10.752974624620228 3.8136289986868555e-07 69.291989660762098 -1.314388634843233e-05 0.00040382906886571318 77.769878198790977 22.78586093578906 4.5437785617649921e-08 4.1908275623952086e-07 0.25658042008615339 0.00063673392954688446 -0.00024902700270690298 0.00045194659008727483 59.451651579736243 0.00045194659008727483 -0.0043512193744112962 70.137343087189336 7.86434949571445e-07 5.8285933437485235e-06 -0.00078914974488636369 48.93240520643527 4.6744747851305489e-08 -0.42512631835860143 0.0050495052183623474 0.0002813522250000305 4.2874005197179299 -0.0013545643721545317 42.875051445551648
|
| 322 |
+
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
| 323 |
+
left_child=2 4 17 7 5 9 12 23 -4 -2 -8 19 13 -7 15 28 20 -1 -5 21 -6 -11 -23 -3 -12 -20 -17 -13 -15 -30
|
| 324 |
+
right_child=1 3 8 18 16 6 10 -9 -10 11 24 27 -14 14 -16 26 -18 -19 25 -21 -22 22 -24 -25 -26 -27 -28 -29 29 -31
|
| 325 |
+
leaf_value=0.024124918081707983 -0.0012035325465906545 -0.0026449690165641108 0.0059028834797609838 -0.00024710118931596005 0.0082562334697570631 0.00051558241354837263 -0.00098306931146418413 0.0018825572144314157 0.0022086746962292586 -0.0015401326954986869 -0.00023865451268419871 0.0012538427827692364 -0.0002985624449939739 0.0010962037192924288 0.00031584146092586288 0.011881870497018887 0.0039064038314577162 0.0095502570233964145 0.0039088283356296209 0.00051198708849013166 0.022459335718417853 0.00030347648034369777 -0.0011515189991690895 -0.0015933391354203128 0.0014882226645413343 0.00039081073947690197 0.0053553205009815455 0.0067037551183515998 0.0048815921039456027 0.0024866950780581798
|
| 326 |
+
leaf_weight=2927.9598228633404 585908.87550901226 358160.6069920368 57316.574824121752 298281.59685149929 3631.7057812511921 289365.28986527852 484030.28640923003 43875.676746934652 259787.7094632732 217098.86306446046 132680.78397245621 215325.63061670586 177468.95817199396 80835.493929058255 119363.02510116366 7545.5941968858242 24619.67642056942 8375.7865534126759 40293.385386139154 360083.97414432955 2384.4233991503716 293959.90028862585 196513.0955689447 458694.22666075476 163231.41142132643 28026.672047078609 13153.715419113636 7029.8832701146603 47640.029564502707 236317.699040832
|
| 327 |
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leaf_count=8070 1692229 1039248 163038 861075 10256 833095 1397300 126243 745727 626923 382347 620331 511522 232428 344086 21424 70658 23677 115780 1037839 6698 847363 567556 1328657 469938 80735 37603 20215 136622 678668
|
| 328 |
+
internal_value=9.09942e-07 -0.000216559 0.00323606 -0.00122284 0.000121052 7.25336e-05 0.000535643 -0.00185375 0.0028764 -0.000359893 -0.000339224 2.32787e-05 0.00123787 0.00158119 0.00219195 0.00277287 0.00586605 0.0133255 0.000258448 -0.000268889 0.0138855 -0.000666278 -0.000279483 -0.00205444 0.000713927 0.00246565 0.00773447 0.00142614 0.00249133 0.00288849
|
| 329 |
+
internal_weight=5.21393e+06 4.88552e+06 328408 1.22733e+06 3.65819e+06 3.62755e+06 1.75163e+06 860731 317104 1.87592e+06 779942 1.29001e+06 971690 794221 504856 385493 30635.8 11303.7 366602 1.06766e+06 6016.13 707572 490473 816855 295912 68320.1 20699.3 222356 364793 283958
|
| 330 |
+
internal_count=15037351 14096839 940512 3551738 10545101 10457489 5045033 2494148 908765 5412456 2249585 3720227 2795448 2283926 1450831 1106745 87612 31747 1057590 3079681 16954 2041842 1414919 2367905 852285 196515 59027 640546 1047718 815290
|
| 331 |
+
is_linear=0
|
| 332 |
+
shrinkage=0.05
|
| 333 |
+
|
| 334 |
+
|
| 335 |
+
Tree=17
|
| 336 |
+
num_leaves=31
|
| 337 |
+
num_cat=0
|
| 338 |
+
split_feature=5 12 15 5 15 1 13 5 5 1 5 5 12 15 12 4 4 8 11 16 14 11 12 12 15 5 2 2 8 5
|
| 339 |
+
split_gain=206.951 220.647 197.957 192.967 153.581 140.851 199.319 136.543 990.956 107.745 60.0409 56.0265 74.7128 48.8562 89.788 266.648 368.62 106.721 87.9354 87.2399 162.686 730.993 44.3443 86.3435 40.1452 38.3707 39.6206 69.2722 91.3189 250.41
|
| 340 |
+
threshold=1.1594655374712544e-05 43.160801065912487 -0.34996744853243955 5.4301378848354338e-08 -0.31948593478633963 7.5878454339034379e-05 -0.00010802687407956918 1.9596410652393229e-07 1.377839282150477e-07 2.3270192852018574e-07 2.8061497472959216e-07 1.6603984919130867e-07 43.996217840430738 -0.4021359738178964 35.884306588884208 0.0604151437823892 0.024085919170154433 0.0035962295990991104 -0.010242539253522863 0.99977064220184042 0.0026665949704202537 0.0077035791286935726 44.26431165582428 45.587374283983387 -0.050028703867196177 4.0144139332567077e-07 1.1308731165853125e-08 1.3677115523128586e-08 0.00091695575029915332 9.9852847049702812e-07
|
| 341 |
+
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
| 342 |
+
left_child=1 -1 3 -3 13 10 7 8 -7 25 -4 -8 -13 -2 15 16 -15 18 -17 -16 -21 -22 -10 -24 -12 -5 -27 28 -28 -30
|
| 343 |
+
right_child=4 2 5 9 -6 6 11 -9 22 -11 24 12 -14 14 19 17 -18 -19 -20 20 21 -23 23 -25 -26 26 27 -29 29 -31
|
| 344 |
+
leaf_value=-0.017864476748143794 -0.15123616385648361 -0.0013610771949718607 -0.011113254879939645 0.035224023510960177 -0.022422138524017275 -0.13104434780717011 0.016271094477991084 -0.28906023549339399 -5.6859318999871169 0.012637506284557572 0.021184905087437825 -4.2940534647588056 -0.27205761167507009 -0.033340350789079501 -0.27566232673907926 -0.033369718860560664 -18.32352598269145 -6.7077495098002844 -4.9210067300681715 -0.033339967227624979 -25.044671890913236 -0.033339471580843862 -1.6294082974335868 -4.6934848546538559 -0.0019508358717799257 0.038930685988966381 0.40923420170845176 0.078805599163643686 6.6309146908896102 -0.033344666026289806
|
| 345 |
+
leaf_weight=1550.760153841682 26.830543315906834 836.84843892149729 1430.4108542171571 350.0939009094576 37.826968798450331 0.50683489657239966 4.0245343716815105 0.77199760773874004 0.052489742869511247 444.56056146932781 279.67941920575686 0.0116045367176415 2.3101977256374084 0.0055522618944937596 3.178988443885387 0.09163535473889306 0.0054674131547097771 0.0074908980204781974 0.010229831242895338 0.022617832939431426 0.0039981851655284126 0.010846311044815593 0.030282538034953177 0.095495770772686228 568.91278755920939 100.99878278591977 0.56487150272005138 117.2488281617163 0.022508129157358781 0.037714446516474709
|
| 346 |
+
leaf_count=4259234 9999 2207809 3883841 802698 98407 1006 9450 112 15 1085909 734218 12 710 21 2347 240 20 28 33 87 23 50 18 68 1490405 207178 1152 242140 46 75
|
| 347 |
+
internal_value=-0.00281605 -0.00177947 0.00424975 0.0164085 -0.0895295 -0.0055885 -0.217651 -0.745024 -1.25882 0.0310804 -0.00486239 -0.0965681 -0.29216 -0.173676 -0.354106 -1.6948 -9.10802 -0.947784 -0.524212 -0.30393 -2.70269 -6.76984 -4.46521 -3.95577 0.00567425 0.0454907 0.0619126 0.0816043 0.606559 2.45742
|
| 348 |
+
internal_weight=5755.94 5687.94 4137.18 1850.38 67.9943 2286.81 7.80344 1.4571 0.685103 1013.53 2279 6.34634 2.3218 30.1674 3.33683 0.120376 0.0110197 0.109356 0.101865 3.21645 0.0374623 0.0148445 0.178268 0.125778 848.592 568.967 218.873 117.874 0.625094 0.0602226
|
| 349 |
+
internal_count=15037351 14926096 10666862 4547007 111255 6119855 11391 1219 1107 2339198 6108464 10172 722 12848 2849 342 41 301 273 2507 160 73 101 86 2224623 1253289 450591 243413 1273 121
|
| 350 |
+
is_linear=0
|
| 351 |
+
shrinkage=0.05
|
| 352 |
+
|
| 353 |
+
|
| 354 |
+
end of trees
|
| 355 |
+
|
| 356 |
+
feature_importances:
|
| 357 |
+
rsi_14=89
|
| 358 |
+
vol_zscore_50=55
|
| 359 |
+
atr=52
|
| 360 |
+
ema_21_dist=51
|
| 361 |
+
amihud=45
|
| 362 |
+
rv_gk=38
|
| 363 |
+
return_1m=38
|
| 364 |
+
roll_spread=28
|
| 365 |
+
ofi=27
|
| 366 |
+
L_score=23
|
| 367 |
+
close_pos_in_range=20
|
| 368 |
+
return_3m=19
|
| 369 |
+
vpin=17
|
| 370 |
+
vwap_dev=14
|
| 371 |
+
return_5m=10
|
| 372 |
+
return_15m=8
|
| 373 |
+
ema_9_slope=6
|
| 374 |
+
|
| 375 |
+
parameters:
|
| 376 |
+
[boosting: gbdt]
|
| 377 |
+
[objective: multiclass]
|
| 378 |
+
[metric: multi_logloss]
|
| 379 |
+
[tree_learner: serial]
|
| 380 |
+
[device_type: cpu]
|
| 381 |
+
[data_sample_strategy: bagging]
|
| 382 |
+
[data: ]
|
| 383 |
+
[valid: ]
|
| 384 |
+
[num_iterations: 1000]
|
| 385 |
+
[learning_rate: 0.05]
|
| 386 |
+
[num_leaves: 31]
|
| 387 |
+
[num_threads: 4]
|
| 388 |
+
[seed: 42]
|
| 389 |
+
[deterministic: 0]
|
| 390 |
+
[force_col_wise: 0]
|
| 391 |
+
[force_row_wise: 0]
|
| 392 |
+
[histogram_pool_size: -1]
|
| 393 |
+
[max_depth: -1]
|
| 394 |
+
[min_data_in_leaf: 20]
|
| 395 |
+
[min_sum_hessian_in_leaf: 0.001]
|
| 396 |
+
[bagging_fraction: 0.7]
|
| 397 |
+
[pos_bagging_fraction: 1]
|
| 398 |
+
[neg_bagging_fraction: 1]
|
| 399 |
+
[bagging_freq: 0]
|
| 400 |
+
[bagging_seed: 400]
|
| 401 |
+
[bagging_by_query: 0]
|
| 402 |
+
[feature_fraction: 0.7]
|
| 403 |
+
[feature_fraction_bynode: 1]
|
| 404 |
+
[feature_fraction_seed: 30056]
|
| 405 |
+
[extra_trees: 0]
|
| 406 |
+
[extra_seed: 12879]
|
| 407 |
+
[early_stopping_round: 0]
|
| 408 |
+
[early_stopping_min_delta: 0]
|
| 409 |
+
[first_metric_only: 0]
|
| 410 |
+
[max_delta_step: 0]
|
| 411 |
+
[lambda_l1: 0]
|
| 412 |
+
[lambda_l2: 0]
|
| 413 |
+
[linear_lambda: 0]
|
| 414 |
+
[min_gain_to_split: 0]
|
| 415 |
+
[drop_rate: 0.1]
|
| 416 |
+
[max_drop: 50]
|
| 417 |
+
[skip_drop: 0.5]
|
| 418 |
+
[xgboost_dart_mode: 0]
|
| 419 |
+
[uniform_drop: 0]
|
| 420 |
+
[drop_seed: 17869]
|
| 421 |
+
[top_rate: 0.2]
|
| 422 |
+
[other_rate: 0.1]
|
| 423 |
+
[min_data_per_group: 100]
|
| 424 |
+
[max_cat_threshold: 32]
|
| 425 |
+
[cat_l2: 10]
|
| 426 |
+
[cat_smooth: 10]
|
| 427 |
+
[max_cat_to_onehot: 4]
|
| 428 |
+
[top_k: 20]
|
| 429 |
+
[monotone_constraints: ]
|
| 430 |
+
[monotone_constraints_method: basic]
|
| 431 |
+
[monotone_penalty: 0]
|
| 432 |
+
[feature_contri: ]
|
| 433 |
+
[forcedsplits_filename: ]
|
| 434 |
+
[refit_decay_rate: 0.9]
|
| 435 |
+
[cegb_tradeoff: 1]
|
| 436 |
+
[cegb_penalty_split: 0]
|
| 437 |
+
[cegb_penalty_feature_lazy: ]
|
| 438 |
+
[cegb_penalty_feature_coupled: ]
|
| 439 |
+
[path_smooth: 0]
|
| 440 |
+
[interaction_constraints: ]
|
| 441 |
+
[verbosity: -1]
|
| 442 |
+
[saved_feature_importance_type: 0]
|
| 443 |
+
[use_quantized_grad: 0]
|
| 444 |
+
[num_grad_quant_bins: 4]
|
| 445 |
+
[quant_train_renew_leaf: 0]
|
| 446 |
+
[stochastic_rounding: 1]
|
| 447 |
+
[linear_tree: 0]
|
| 448 |
+
[max_bin: 255]
|
| 449 |
+
[max_bin_by_feature: ]
|
| 450 |
+
[min_data_in_bin: 3]
|
| 451 |
+
[bin_construct_sample_cnt: 200000]
|
| 452 |
+
[data_random_seed: 175]
|
| 453 |
+
[is_enable_sparse: 1]
|
| 454 |
+
[enable_bundle: 1]
|
| 455 |
+
[use_missing: 1]
|
| 456 |
+
[zero_as_missing: 0]
|
| 457 |
+
[feature_pre_filter: 1]
|
| 458 |
+
[pre_partition: 0]
|
| 459 |
+
[two_round: 0]
|
| 460 |
+
[header: 0]
|
| 461 |
+
[label_column: ]
|
| 462 |
+
[weight_column: ]
|
| 463 |
+
[group_column: ]
|
| 464 |
+
[ignore_column: ]
|
| 465 |
+
[categorical_feature: ]
|
| 466 |
+
[forcedbins_filename: ]
|
| 467 |
+
[precise_float_parser: 0]
|
| 468 |
+
[parser_config_file: ]
|
| 469 |
+
[objective_seed: 16083]
|
| 470 |
+
[num_class: 3]
|
| 471 |
+
[is_unbalance: 1]
|
| 472 |
+
[scale_pos_weight: 1]
|
| 473 |
+
[sigmoid: 1]
|
| 474 |
+
[boost_from_average: 1]
|
| 475 |
+
[reg_sqrt: 0]
|
| 476 |
+
[alpha: 0.9]
|
| 477 |
+
[fair_c: 1]
|
| 478 |
+
[poisson_max_delta_step: 0.7]
|
| 479 |
+
[tweedie_variance_power: 1.5]
|
| 480 |
+
[lambdarank_truncation_level: 30]
|
| 481 |
+
[lambdarank_norm: 1]
|
| 482 |
+
[label_gain: ]
|
| 483 |
+
[lambdarank_position_bias_regularization: 0]
|
| 484 |
+
[eval_at: ]
|
| 485 |
+
[multi_error_top_k: 1]
|
| 486 |
+
[auc_mu_weights: ]
|
| 487 |
+
[num_machines: 1]
|
| 488 |
+
[local_listen_port: 12400]
|
| 489 |
+
[time_out: 120]
|
| 490 |
+
[machine_list_filename: ]
|
| 491 |
+
[machines: ]
|
| 492 |
+
[gpu_platform_id: -1]
|
| 493 |
+
[gpu_device_id: -1]
|
| 494 |
+
[gpu_use_dp: 0]
|
| 495 |
+
[num_gpu: 1]
|
| 496 |
+
|
| 497 |
+
end of parameters
|
| 498 |
+
|
| 499 |
+
pandas_categorical:[]
|
ml_models/guard_v2/lgbm_guard_v3_fold_4.txt
ADDED
|
@@ -0,0 +1,499 @@
|
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|
|
|
|
| 1 |
+
tree
|
| 2 |
+
version=v4
|
| 3 |
+
num_class=3
|
| 4 |
+
num_tree_per_iteration=3
|
| 5 |
+
label_index=0
|
| 6 |
+
max_feature_idx=16
|
| 7 |
+
objective=multiclass num_class:3
|
| 8 |
+
feature_names=atr amihud roll_spread ofi vpin rv_gk vwap_dev L_score return_1m return_3m return_5m return_15m rsi_14 ema_9_slope ema_21_dist vol_zscore_50 close_pos_in_range
|
| 9 |
+
feature_infos=[9.4298690187200848e-10:471.60212047743471] [0:0.006921643063350331] [0:436.79298836237797] [-228786024443.17917:196733486140.04449] [0:0.99278502803420732] [1.036421817128961e-13:0.0015004688733887127] [-1970.2643625422643:1345.7336644837269] [-36.313206039748025:33.300406882696123] [-0.047831401233742632:0.029352018135248903] [-0.068291233283803821:0.073950048834937832] [-0.082153018367623454:0.1011632065670931] [-0.15668289533851576:0.11737665255335683] [0.00020420510710445478:98.908937906865248] [-0.014503980918305528:0.012699683696778936] [-0.099327597926856956:0.07768751772343542] [-4.4571562575433434:6.9271804970292585] [0:1]
|
| 10 |
+
tree_sizes=3613 3548 3492 3746 3746 3536 3761 3741 3543 3758 3745 3561 3733 3747 3527 3757 3736 3550
|
| 11 |
+
|
| 12 |
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Tree=0
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| 13 |
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num_leaves=31
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| 14 |
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num_cat=0
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| 15 |
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split_feature=14 16 13 1 8 15 0 16 15 0 0 3 1 15 3 0 3 15 2 0 1 2 0 3 3 8 1 10 15 0
|
| 16 |
+
split_gain=1970.28 1811.38 840.82 719.713 569.781 558.167 367.356 278.137 240.494 235.403 242.105 212.508 211.978 207.999 190.175 173.389 189.269 146.964 131.38 209.74 354.265 191.053 116.446 111.843 182.443 111.58 107.96 106.81 96.2778 92.9373
|
| 17 |
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threshold=0.0011067528754212057 0.9998986212489952 -0.0016136135238473382 2.8965620112676721e-07 0.00044360439730739559 0.56881046058528073 0.013998755803930651 0.3999999999999439 1.1938486831618205 1.1673497442625911 10.938428689304009 4944.598300002438 2.7206066523099881e-08 3.9752078917202263 34.542706249998439 0.013102035555939513 43148.950400001886 -0.24538308749935014 2.8089810841566531e-09 1.0873978280135373e-08 9.4025318147589829e-09 5.6326005858234999e-09 1.2371626756319657e-08 18.181928599981255 -21.19684529500157 0.00032946743182094013 1.8192366375903077e-06 -0.0010281949860669324 -0.14200609099914871 4.0987781751078725
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| 18 |
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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
|
| 19 |
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left_child=1 2 8 17 9 6 11 12 -1 18 23 22 -7 -14 -8 16 26 -2 -3 20 21 -20 -4 24 -11 -9 28 -6 -5 -26
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| 20 |
+
right_child=3 4 5 15 27 7 14 25 -10 10 -12 -13 13 -15 -16 -17 -18 -19 19 -21 -22 -23 -24 -25 29 -27 -28 -29 -30 -31
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| 21 |
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leaf_value=-0.455242488520474 -0.44664642981393848 -0.45423381515964584 -0.45357335781044883 -0.44946934393027782 -0.44957237578545384 -0.45078787860397285 -0.44961665650443822 -0.45107885772257433 -0.46620480450704604 -0.45350586492754474 -0.45281603961548478 -0.44935185547123924 -0.45293453731202193 -0.45839816645685905 -0.44829192206811402 -0.44878600590546058 -0.4483216623789984 -0.44808452516275227 -0.44778859454036635 -0.45283581762928865 -0.45172657506748543 -0.42094721345925828 -0.45073862444878421 -0.45367489331608818 -0.46520030375942295 -0.44863314591359743 -0.45264280673363699 -0.45163156430190848 -0.45192463642693903 -0.45935837607838992
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leaf_weight=10672.249458372593 270338.23209810257 212198.78990143538 37919.46912664175 92759.169789731503 79726.594656169415 118554.62797647715 940986.52010542154 116249.41932028532 9418.4239381551743 8777.8185852766037 30403.795611619949 319114.02072769403 193248.93480378389 19145.364523530006 380452.67656165361 187128.51915961504 66696.446058034897 518172.77464091778 1036.1306275725365 264593.23614937067 6424.4258684515953 1840.7004457712173 812050.1336260438 9345.9745232462883 11572.147454082966 77876.881364524364 95612.428804636002 299697.92418003082 70099.142023324966 16536.492290973663
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leaf_count=30787 779864 612145 109389 267589 229993 342003 2714531 335353 27170 25322 87708 920571 557479 55230 1097519 539823 192404 1494810 2989 763291 18533 5310 2342579 26961 33383 224657 275820 864560 202220 47704
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internal_value=-0.450229 -0.450781 -0.450187 -0.448539 -0.452696 -0.450119 -0.449806 -0.4516 -0.460382 -0.453706 -0.456282 -0.450452 -0.452482 -0.453427 -0.449235 -0.449999 -0.450696 -0.447591 -0.4533 -0.452576 -0.445197 -0.430615 -0.450865 -0.458561 -0.459798 -0.450098 -0.451309 -0.451199 -0.450526 -0.461763
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internal_weight=5.27865e+06 3.97784e+06 3.03569e+06 1.30081e+06 942154 3.0156e+06 2.49052e+06 525075 20090.7 562730 76636.2 1.16908e+06 330949 212394 1.32144e+06 512296 325167 788511 486093 273894 9301.26 2876.83 849970 46232.4 36886.5 194126 258471 379425 162858 28108.6
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internal_count=15227697 11475167 8757268 3752530 2717899 8699311 7184589 1514722 57957 1623346 221078 3372539 954712 612709 3812050 1477856 938033 2274674 1402268 790123 26832 8299 2451968 133370 106409 560010 745629 1094553 469809 81087
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| 27 |
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is_linear=0
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| 28 |
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shrinkage=1
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| 29 |
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|
| 30 |
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|
| 31 |
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Tree=1
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| 32 |
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num_leaves=31
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| 33 |
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num_cat=0
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| 34 |
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split_feature=12 16 14 14 12 9 8 0 12 12 0 3 3 0 0 12 3 3 7 0 3 14 3 0 3 0 0 2 0 8
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| 35 |
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split_gain=2860.57 2295.93 1010.72 807.838 699.084 562.791 524.718 437.147 259.876 248.75 219.631 219.226 184.769 176.61 193.815 168.741 161.043 160.408 157.367 153.19 131.767 125.907 123.076 120.841 117.947 125.006 117.396 215.873 195.221 195.149
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| 36 |
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threshold=29.763768166235987 0.9998986212489952 0.0011067528754212057 0.0011067528754212057 21.063743549217843 -0.0084050009855008972 0.00044360439730739559 0.013998755803930651 69.690636704465774 79.831613356671355 0.097840444382925898 4944.598300002438 34.542706249998439 1.2861006827120933 10.938428689304009 78.020573742789523 67801.010350001889 90125.749400004133 -10.813564473220145 0.0086935878674588522 -9819.5923000000403 0.00050949251492233454 2576.2972000000004 1.2371626756319657e-08 -8706.5716499999489 0.00035294891142826891 2.5412165607891038e-08 5.6326005858234999e-09 9.5163048739295685e-09 5.1410955343667026e-05
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| 37 |
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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| 38 |
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left_child=4 2 7 6 5 18 8 11 13 10 16 23 -9 26 -15 17 -4 19 -1 20 -5 -10 -22 -2 25 -25 27 -3 29 -29
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| 39 |
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right_child=1 3 9 15 -6 -7 -8 12 21 -11 -12 -13 -14 14 -16 -17 -18 -19 -20 -21 22 -23 -24 24 -26 -27 -28 28 -30 -31
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| 40 |
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leaf_value=-0.97613533502224292 -1.0121911266507215 -1.013079130626243 -1.0169311525192799 -1.0168029581967839 -1.0113175461555564 -1.0061301184259284 -1.0144562156777308 -1.0160318018985361 -0.9958231717906626 -1.0127586698671367 -1.019189411117476 -1.0161838699568437 -1.0172603356422125 -1.0075450293114008 -1.0128840724326997 -1.0111638765649908 -1.0188033651454778 -1.0183239904771582 -0.99591461279358029 -1.0164288371442856 -1.0121368289670998 -1.0077370158765997 -1.0154470772975195 -1.0146599785970403 -1.0143407663347594 -1.0163816774700556 -1.0123104599476052 -1.0420812772654147 -1.016885738241857 -1.0139758545426441
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leaf_weight=1920.9074198007584 44261.615997076035 25527.310546159744 466668.91502869129 39677.845035195351 204902.22067439556 38308.293145775795 374121.23817324638 1055390.1319921017 3059.6593197584152 24334.843933939934 234264.06858301163 363911.28428506851 431052.5953335762 39718.044432759285 29715.325369954109 19925.73242354393 152360.91496527195 57447.018398046494 2110.4683721065521 188949.29767906666 69832.937952637672 8057.899932384491 46963.985843658447 221641.80429446697 493201.21051394939 201070.80223071575 430320.3425141573 1916.0557683706284 5561.3787250518799 911.41737580299377
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leaf_count=5543 127722 73662 1346627 114495 591269 110543 1079570 3045450 8829 70221 675996 1050108 1243852 114611 85747 57498 439655 165770 6090 545235 201511 23252 135520 639573 1423189 580213 1241739 5529 16048 2630
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| 43 |
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internal_value=-1.01536 -1.01562 -1.01626 -1.01385 -1.01011 -1.00426 -1.01301 -1.0158 -1.01202 -1.01774 -1.01789 -1.01514 -1.01639 -1.01218 -1.00983 -1.01566 -1.01739 -1.01588 -0.98649 -1.01547 -1.01431 -1.00446 -1.01347 -1.01474 -1.01487 -1.01548 -1.01253 -1.01537 -1.02232 -1.03302
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| 44 |
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internal_weight=5.27711e+06 5.02986e+06 3.68816e+06 1.34171e+06 247242 42339.7 918909 2.81053e+06 544787 877629 853294 1.32409e+06 1.48644e+06 533670 69433.4 422797 619030 402871 4031.38 345424 156475 11117.6 116797 960175 915914 422713 464237 33916.2 8388.85 2827.47
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| 45 |
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internal_count=15227697 14514252 10642606 3871646 713445 122176 2651617 8110107 1572047 2532499 2462278 3820805 4289302 1539966 200358 1220029 1786282 1162531 11633 996761 451526 32081 337031 2770697 2642975 1219786 1339608 97869 24207 8159
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| 46 |
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is_linear=0
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| 47 |
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shrinkage=1
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| 48 |
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| 49 |
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|
| 50 |
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Tree=2
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| 51 |
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num_leaves=31
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| 52 |
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num_cat=0
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| 53 |
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split_feature=2 0 1 2 7 12 4 1 15 5 1 15 8 6 7 14 4 1 4 12 1 1 8 14 0 15 6 0 1 8
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| 54 |
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split_gain=337.228 691.733 1070.3 5103.74 244.9 897.428 1535 2651.82 242.79 302.53 155.729 130.621 126.451 400.22 111.329 501.64 2766.07 119.417 105.614 88.619 84.3249 83.1207 69.4582 69.3549 133.953 1075.74 92.5632 205.641 255.185 854.982
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| 55 |
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threshold=0.48364142434690455 0.32920116377783842 5.7089859318041938e-07 0.57219804576758582 -2.4617147907770343 51.213834197334229 0.2071696530452137 4.0567375913870199e-08 -0.40238820579156304 4.044379108346007e-07 5.0515421856966046e-07 -0.73121274141969017 -0.0021493425427083763 0.24967345961954382 -6.1658610933617632 -0.010729068161456067 0.042345491526417908 3.9473627215620985e-10 0.20183546161727733 46.472781379188596 3.6678640823214898e-07 1.2717342449810461e-07 0.0048893573589364756 0.00057464082635185713 0.34922856832034616 -0.56194898173195162 4.2607150629864927 2.0137258714370962 1.7780397993804672e-07 -0.0012970516341835878
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| 56 |
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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
|
| 57 |
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left_child=8 2 4 18 12 6 7 -6 9 19 11 14 13 -2 15 16 -11 -17 -4 -1 -21 -10 -19 -3 25 -25 27 -26 -29 -30
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| 58 |
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right_child=1 23 3 -5 5 -7 -8 -9 21 10 -12 -13 -14 -15 -16 17 -18 22 -20 20 -22 -23 -24 24 26 -27 -28 28 29 -31
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| 59 |
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leaf_value=-8.3283179275119537 -8.3453945429457228 -8.2839117139999132 -1.5559509104576659 39.180710884470663 -8.3453945429457246 -8.3453945429457246 -8.3453945429457228 31.259693313235495 -8.3153012930933841 25.601823619494553 -8.3063601580829207 -8.2564218645930882 -8.3453945429457246 5.2334927220303875 -8.1760427151124162 -1.5559509104567493 -8.3453945429457228 -8.0550405743432023 -8.3453945429457228 -8.2843624002065823 -8.3155104565655886 -8.3308108718949363 -4.2305802202254688 12.022936354518443 -8.2708306705181585 -8.3453945429457246 -8.2721933374915153 -8.056972978269048 10.171269909294654 -6.9597938016214442
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| 60 |
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leaf_weight=480.18884423736017 0.020620246883481741 309.02938032493694 0.0073643738869577638 0.0073643738869577638 0.0081008112756525419 0.070329770620446652 0.019147372106090188 0.0088372486643493176 1691.4092585187755 0.0073643738869577638 119.12574377673445 187.13610484148376 0.21467149880481884 0.0073643738869577638 54.324776851921342 0.0073643738869567646 0.032403245102614164 0.51661082817008719 0.025775308604352176 392.41618584695971 486.88121900713304 1765.6734458883293 0.012151216913480312 0.0073643738869577638 24.810943843855057 0.054128148069138571 78.550621190457605 16.468949323403653 0.0081008112756535411 0.072170864092185094
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| 61 |
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leaf_count=1304086 56 839255 20 20 22 191 52 24 4593491 20 323519 508220 583 20 147534 20 88 1403 70 1065715 1322261 4795176 33 20 67381 147 213326 44726 22 196
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| 62 |
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internal_value=-8.31205 -8.26947 -6.16353 1.53016 -7.05626 -5.05639 1.35381 12.3181 -8.31558 -8.30024 -8.25956 -8.23653 -7.93329 -4.772 -8.16871 -7.47718 -2.05887 -7.87909 -6.83663 -8.31104 -8.30161 -8.32322 -7.96715 -8.27139 -8.23912 -5.90607 -8.24032 -8.17978 -8.04327 -5.23097
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| 63 |
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internal_weight=5607.12 429.391 0.389575 0.0405041 0.349071 0.106415 0.0360854 0.0169381 5177.73 1720.65 361.163 242.037 0.242656 0.0279846 54.9007 0.575894 0.0397676 0.536126 0.0331397 1359.49 879.297 3457.08 0.528762 429.002 119.972 0.0614925 119.911 41.3602 16.5492 0.0802717
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| 64 |
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internal_count=15227697 1166131 1058 110 948 289 98 46 14061566 4672899 980837 657318 659 76 149098 1564 108 1456 90 3692062 2387976 9388667 1436 1165073 325818 167 325651 112325 44944 218
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| 65 |
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is_linear=0
|
| 66 |
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shrinkage=1
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| 67 |
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|
| 68 |
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|
| 69 |
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Tree=3
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| 70 |
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num_leaves=31
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| 71 |
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num_cat=0
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| 72 |
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split_feature=14 7 1 0 3 9 3 3 0 1 0 0 3 4 0 3 4 3 15 4 0 6 0 9 14 0 0 4 3 0
|
| 73 |
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split_gain=1717.16 878.129 650.552 522.326 568.199 509.909 379.149 327.601 230.683 215.282 182.843 157.055 166.626 141.372 141.249 237.285 198.36 163.168 135.753 120.187 117.704 116.174 245.647 137.347 176.402 130.158 115.958 102.286 102.092 156.421
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| 74 |
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threshold=0.0011067528754212057 -10.813564473220145 2.8965620112676721e-07 0.0089701313728615065 3806.9832999995947 -0.0084050009855008972 129.45305669999843 -7031.7090500001605 0.00035294891142826891 1.0000000180025095e-35 0.0045236405332042219 0.013102035555939513 43148.950400001886 0.35071397195561599 26.992237054796636 -130.24890000000326 0.36698104634003664 18.181928599981255 -0.24538308749935014 0.58530840550150587 4.7957684506921212e-09 2.6998659569494525 7.5571293288851118 -1.5106198892167464e-05 0.00044678867016790413 4.0987781751078725 3.5300320727719703e-09 0.25610673121978461 -1436.6804000000018 0.0042416319277785242
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| 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 2 2 2
|
| 76 |
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left_child=1 5 18 4 7 -1 9 8 20 -5 27 12 28 -10 15 16 -11 21 -2 -20 -3 -17 23 -23 25 -25 -6 -9 -4 -30
|
| 77 |
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right_child=2 3 11 6 26 -7 -8 10 13 14 -12 -13 -14 -15 -16 17 -18 -19 19 -21 -22 22 -24 24 -26 -27 -28 -29 29 -31
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| 78 |
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leaf_value=-0.029547616751318836 0.0033901783656641316 -0.0054451906166736487 0.00057098245869371511 -0.0036951936687575474 -0.0054393426972531925 -0.0076150744825254722 0.0013561013062642633 -0.0026451898037162928 0.00088881417225685963 0.00076619766961478044 -0.001545623749821329 0.0013464032898523135 0.001757612632708217 -0.0017627877846693046 0.0012032351412609756 -0.0010774559672706494 -0.0012812600030018978 0.00020129328141359787 0.002158831916845072 -0.0018160356891473821 -0.0014787972483275447 -0.00022288447547822961 -0.0011027979150107011 -0.018721993619941785 -0.0039234347355728205 -0.008030796817580477 0.00042409325377697595 -0.0044791738415048965 -0.0033671092339985311 -0.00043893153710371311
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| 79 |
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leaf_weight=3276.8319535395131 269884.39340700547 19626.737961441162 70810.119563818182 45002.71771940589 8580.1217825114727 13854.607970826793 442249.6941939136 201255.27186521748 198832.82860293996 560124.62554365292 254043.86551612616 186964.71796978964 66612.666115015745 67275.437123894691 164074.81494760513 525982.48546769493 149966.38327953883 238104.19659454352 497798.04716822947 19772.826368451118 397961.84137648344 5844.6500354707241 50890.64330342412 5408.7384486198425 9693.6910111606121 6010.2007073163986 488770.9517069459 122182.18711772561 78093.905622988852 109637.32734641433
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| 80 |
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leaf_count=9363 779864 56529 204272 129645 24740 39922 1276293 580075 573476 1615556 732296 539823 192404 193976 473363 1516854 432450 686983 1437721 57089 1147129 16851 146763 15562 27934 17311 1409968 352128 225163 316194
|
| 81 |
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internal_value=8.96754e-07 -0.000514485 0.00157888 -0.000465642 -0.00110827 -0.0118102 4.7247e-05 -0.00167267 -0.000932055 -0.000281434 -0.0025495 0.000191687 -0.000472279 0.000218457 -0.000191912 -0.000339402 0.000333789 -0.000907173 0.00248104 0.00200698 -0.00166522 -0.00134427 -0.00314699 -0.00700606 -0.00888386 -0.0130948 0.000322939 -0.003338 -0.00104681 -0.00165702
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| 82 |
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internal_weight=5.27859e+06 3.97901e+06 1.29957e+06 3.96188e+06 1.75853e+06 17131.4 2.20335e+06 1.26118e+06 683697 1.7611e+06 577481 512119 325154 266108 1.7161e+06 1.55203e+06 710091 841935 787455 517571 417589 603830 77847.9 26957.3 21112.6 11418.9 497351 323437 258541 187731
|
| 83 |
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internal_count=15227697 11475167 3752530 11425882 5070317 49285 6355565 3635609 1971110 5079272 1664499 1477856 938033 767452 4949627 4476264 2048006 2428258 2274674 1494810 1203658 1741275 224421 77658 60807 32873 1434708 932203 745629 541357
|
| 84 |
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is_linear=0
|
| 85 |
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shrinkage=0.05
|
| 86 |
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|
| 87 |
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|
| 88 |
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Tree=4
|
| 89 |
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num_leaves=31
|
| 90 |
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num_cat=0
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| 91 |
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split_feature=5 16 14 13 1 4 5 4 5 14 15 14 15 15 15 0 0 15 4 15 15 14 15 5 14 16 14 2 0 16
|
| 92 |
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split_gain=2362.34 1575.6 924.003 732.229 486.854 433.932 415.502 398.588 292.453 290.091 239.5 231.506 231.243 178.803 169.035 150.052 153.172 146.935 142.286 126.739 126.131 116.273 106.681 106.331 106.249 106.057 105.295 105.124 233.34 315.396
|
| 93 |
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threshold=3.2885701396667119e-08 0.9998986212489952 -5.5801114571719038e-05 -0.0016136135238473382 2.1569722184639885e-07 0.37772018907099042 1.0566607298708067e-09 0.46334779286338973 2.9493260570059237e-07 -0.00040462295555522169 -0.23694209355644627 0.001254711008265196 0.43711997215829534 -0.18848768942972313 0.26403675703333901 0.014499288147821652 1.1535028803502992e-07 0.47857043579969155 0.59938098135806395 1.0504951161957392 -1.0000000180025095e-35 0.00041635828437297891 -0.26522533365870554 2.2734612480790653e-05 0.00062580710988385541 0.23999999999989913 0.00073463757237820853 5.6326005858234999e-09 9.5163048739295685e-09 0.95238095238126264
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| 94 |
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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
|
| 95 |
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left_child=1 9 3 7 11 8 13 -2 14 -1 24 -4 -7 21 -5 16 27 -13 -19 -10 -11 -3 -18 -9 -8 -21 -12 -6 29 -29
|
| 96 |
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right_child=2 6 4 5 15 12 10 23 19 20 26 17 -14 -15 -16 -17 22 18 -20 25 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
|
| 97 |
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| 103 |
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is_linear=0
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| 104 |
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| 105 |
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| 106 |
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|
| 107 |
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Tree=5
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| 109 |
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| 110 |
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split_feature=15 1 5 14 15 7 1 1 16 7 1 14 3 7 15 13 3 7 0 0 3 3 6 0 0 1 3 0 8 0
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| 111 |
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split_gain=255.048 290.294 214.519 213.391 565.615 5672.48 11868.3 1287.43 385.55 367.304 142.186 89.0326 72.8336 65.8921 59.0965 60.7432 52.0682 104.739 116.44 3253.39 3839.27 595.259 101.341 253.378 1654.69 3732.02 673.081 2194.41 85.8082 78.1171
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threshold=-0.40238820579156304 3.586569145117576e-07 1.0311973341019369e-07 -0.010729068161456067 -0.73121274141969017 -6.7071613038000226 2.3553957728691995e-08 5.6679049757491817e-08 0.10365853658536432 -6.1658610933617632 7.071411450573199e-08 -0.00021004137315506732 -311514.37155330117 -2.7855957129047346 -0.13019784984837615 0.00022243141459948645 9544.8359499998023 -3.8256150696380993 0.0026454766304641916 0.0032953989961038914 477121.84399999952 161295.15160000251 -0.0022106286411878169 0.058940550271336552 0.064245473385383486 4.5985965965139778e-08 43148.950400001886 0.084584763564438684 -0.00091980733904162271 0.31241675179398298
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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| 114 |
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| 115 |
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internal_weight=5617.29 1934.9 1020.56 486.123 1.23299 0.270502 0.0225673 0.0203832 0.0146281 0.247935 3682.4 484.89 268.764 18.0957 1549.3 448.839 250.668 61.912 1.53947 0.514002 0.0342759 0.0251482 60.3725 1.95056 0.464867 0.0321103 0.432757 0.0331668 0.0234874 58.4219
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internal_count=15227697 5155011 2672652 1247219 3148 676 79 66 44 597 10072686 1244071 687252 44095 4191326 1212688 643157 157872 2711 749 85 62 155161 4963 1175 82 1093 83 60 150198
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| 122 |
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is_linear=0
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| 123 |
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| 124 |
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| 125 |
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| 126 |
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| 128 |
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| 129 |
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| 130 |
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split_gain=2471.4 1087.28 612.703 532.755 428.085 374.54 276.007 263.706 217.986 200.783 197.75 190.636 220.554 164.064 157.488 170.93 155.193 155.181 125.688 119.198 110.244 98.7315 111.619 114.946 131.104 131.826 87.9161 84.2533 83.8737 81.7768
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threshold=29.763768166235987 0.001254711008265196 18.24834239295468 3.9141407745653271e-07 0.0086935878674588522 -0.0084050009855008972 73.631121363118112 79.831613356671355 2.558073844412112e-07 0.0005424221680919879 63.854916240711283 -0.0012298453789491013 37.832601146196716 25.227599710205379 -0.001781154664450668 40.868057146686631 -0.23694209355644627 74.411175082001634 4.7349303269319595e-08 1.0000000180025095e-35 -10.813564473220145 26.992237054796636 4.2607150629864927 0.00055819226713075154 4.6758728386912463 -5.2567254763880016e-05 3.5300320727719703e-09 -0.0033899578372406643 4.3234274641757619e-08 0.15588629016799979
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| 132 |
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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| 133 |
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left_child=2 4 5 7 8 -1 11 18 14 -8 16 28 -13 20 -2 -16 -10 -5 -3 -14 -4 22 27 24 25 -24 -17 -21 -6 -28
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| 134 |
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internal_weight=5.27852e+06 5.03054e+06 247982 1.17392e+06 3.85662e+06 21663.9 2.17048e+06 779703 1.68613e+06 9551.36 850658 2.16093e+06 1.6279e+06 226318 835477 671807 827217 394217 753381 1.48932e+06 83337.8 1.44961e+06 1.3266e+06 81653.4 49015.1 7438.76 544415 1.24495e+06 533034 536482
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| 140 |
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internal_count=15227697 14514252 713445 3392596 11121656 62099 6261424 2254937 4860232 27471 2451355 6233953 4695707 651346 2408877 1936880 2383844 1137659 2178972 4296142 239704 4181859 3826779 235336 141177 21364 1569785 3591443 1538246 1546957
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| 141 |
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is_linear=0
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| 142 |
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| 143 |
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| 144 |
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| 145 |
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Tree=7
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| 146 |
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num_leaves=31
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| 147 |
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num_cat=0
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| 148 |
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split_feature=12 16 14 12 14 9 0 12 1 14 2 0 2 1 12 12 12 12 1 0 7 12 9 15 1 12 0 15 16 14
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| 149 |
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split_gain=2501 1904.73 769.43 613.557 609.12 374.584 350.732 326.108 261.841 260.656 191.761 425.385 427.984 177.649 164.205 157.044 141.948 138.605 116.309 114.82 110.39 109.586 105.184 104.798 105.699 102.641 91.3326 83.7804 82.3928 78.5872
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| 150 |
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threshold=29.763768166235987 0.9998986212489952 0.0010602045179427676 18.24834239295468 0.0012037709355020589 -0.0084050009855008972 0.013998755803930651 64.292936105956599 9.6038133593324962e-08 0.00041635828437297891 3.4193514230319816e-09 9.5163048739295685e-09 7.4444703546424161e-09 7.1906993561311677e-07 25.227599710205379 79.831613356671355 37.424435677632474 37.832601146196716 1.3187112411836646e-08 3.5300320727719703e-09 -10.813564473220145 73.631121363118112 -0.0007039774727207736 0.45808779045979386 5.8527772264788206e-07 72.924140463223992 0.014499288147821652 -0.1838240323350229 0.28813559322029419 0.00050949251492233454
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| 151 |
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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| 152 |
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left_child=3 2 6 5 7 -1 16 10 15 -9 18 12 -12 -6 20 27 -2 -8 -3 -18 -5 -19 -13 24 -21 -15 -10 -4 -25 -24
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| 153 |
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right_child=1 4 8 14 13 -7 17 9 26 -11 11 22 -14 25 -16 -17 19 21 -20 23 -22 -23 29 28 -26 -27 -28 -29 -30 -31
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| 154 |
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leaf_weight=2842.4247117936611 236091.91417357535 63002.968388259062 158184.04385750828 3964.9560094475746 237678.5452858255 18815.519005568698 246015.89308200567 4916.3023200333118 280538.19347792771 39567.419477313757 8248.4495733082294 79420.342043876532 2790.7163076102734 135298.66455334343 142939.24562174082 14187.208592265844 8150.2708692848682 1221608.8792035889 329586.99527159368 559365.6146202723 79349.437838047743 3917.3546461760998 311901.3640561105 105523.37095782161 320036.6934351027 20764.269924610853 184894.83380524657 265373.80853758217 81940.327907294035 110057.05787053704
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internal_value=5.80177e-07 -0.000241099 -0.000828523 0.00490321 0.00137079 0.0129429 -0.000416952 0.00205645 -0.00209655 0.00623601 0.00185101 0.00121395 -0.00849482 -0.00028264 0.00413362 -0.0029744 0.000177745 -0.000946812 0.00268252 -6.60637e-05 0.00589796 -0.00116423 0.00142771 -0.000111229 -0.000340029 0.00102802 -0.00127093 -0.00314773 0.000962085 0.0017419
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internal_weight=5.27697e+06 5.02906e+06 3.68583e+06 247912 1.34323e+06 21657.9 2.78265e+06 949492 903178 44483.7 905008 512418 11039.2 393741 226254 437745 1.31111e+06 1.47154e+06 392590 1.07502e+06 83314.4 1.22553e+06 501379 1.06687e+06 879402 156063 465433 423558 187464 421958
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internal_count=15227697 14514252 10642606 713445 3871646 62099 8030659 2734506 2611947 127954 2606552 1476136 31926 1137140 651346 1266750 3781807 4248852 1130416 3101078 239704 3538808 1444210 3077609 2537132 450249 1345197 1225785 540477 1215389
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| 160 |
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is_linear=0
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| 161 |
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| 162 |
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|
| 163 |
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|
| 164 |
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Tree=8
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| 165 |
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num_leaves=31
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| 166 |
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num_cat=0
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| 167 |
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split_feature=0 2 0 1 1 7 9 7 6 14 8 5 8 1 6 2 6 0 1 0 7 4 7 5 9 9 1 2 7 14
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| 168 |
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split_gain=249.081 230.012 5321.2 20783.3 37508.6 1158.85 4167.14 878.249 620.931 171.354 283.96 153.896 120.673 113.542 106.671 62.4061 62.283 105.345 82.0487 155.028 205.894 295.814 239.361 291.448 126.202 361.5 79.322 76.1623 323.852 314.867
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| 169 |
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threshold=0.74747868470277989 0.57219804576758582 0.34922856832034616 3.3623864283955248e-07 5.0515421856966046e-07 -1.6399559519284772 -0.0015636905572965485 -1.3013048669741003 0.30886788814356697 0.010845949297030838 -0.0022713867800183136 1.3190533529526654e-07 -0.00046457827383794553 1.1618420688373898e-07 -0.0015457467183586091 0.37687179412328958 0.0025224725875211411 0.0005748986167520687 0.00020096405257162618 7.0664307904793507e-09 -0.69636081688650853 0.038309961940470712 0.34943208340089821 1.6720154803642082e-07 0.0021459018947697088 0.0022076138200697319 1.8176589128445761e-07 0.0008906569139482968 -1.0735962544119719 0.0044237048522852594
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| 170 |
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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| 171 |
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left_child=1 11 3 5 -5 8 -7 -8 -3 10 -10 -1 -9 -12 -13 -2 17 18 -16 20 -20 -22 23 -23 -21 -26 27 -19 29 -29
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| 172 |
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right_child=15 2 -4 4 -6 6 7 12 9 -11 13 14 -14 -15 16 -17 -18 26 19 24 21 22 -24 -25 25 -27 -28 28 -30 -31
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| 173 |
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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| 209 |
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is_linear=0
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| 218 |
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| 219 |
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| 220 |
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| 221 |
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Tree=11
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| 222 |
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| 223 |
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num_cat=0
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| 224 |
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| 225 |
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split_gain=238.649 275.336 178.583 1474.03 898.794 632.075 190.249 167.658 151.689 130.286 90.6847 77.2188 75.5744 106.826 526.279 1383.77 162.578 59.0238 56.6231 49.9341 55.5684 49.8694 139.324 742.246 941.305 4032.42 248.085 231.145 546.402 386.831
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threshold=1.9775660366745154e-07 -0.32754775194910118 0.00020096405257162618 2.16595286896162e-08 0.038309961940470712 7.0664307904793507e-09 1.3471003365494468e-07 1.3190533529526654e-07 5.3105466305353459e-08 0.0021459018947697088 7.0664307904793507e-09 41.650265636423505 -0.40238820579156304 2.0137258714370962 0.0054630607550474339 0.0014353425198688765 0.32963469564976439 42.816678090489198 1.3190533529526654e-07 68.485405874264202 2.5879720678990819e-07 1.1573874339659813e-07 2.0137258714370962 3.6347714210600452e-06 0.0019864410351686517 0.0010374451679343044 0.41279028518687633 1.5734650463050181e-06 2.6587137906226341 0.010436551360358372
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| 227 |
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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| 228 |
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left_child=1 8 12 4 5 6 7 -4 -1 10 18 -10 21 -14 -15 -16 -17 -3 -6 20 -19 -2 -23 26 25 -25 27 29 -29 -24
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| 229 |
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internal_count=15227697 8368777 6858920 59842 1972 235 98 60 2750851 1737 1639 1571359 6799078 3910666 579 86 54 5617926 686 3898287 3397504 2888412 1094559 769 161 91 608 572 119 453
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| 236 |
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is_linear=0
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| 237 |
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| 238 |
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| 239 |
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| 240 |
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Tree=12
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| 241 |
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num_leaves=31
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| 242 |
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num_cat=0
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| 243 |
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split_feature=12 5 16 5 12 12 8 12 12 15 5 0 3 0 3 15 4 3 0 13 16 5 12 0 0 12 12 0 3 0
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| 244 |
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split_gain=1874.14 2067.38 1370.54 584.558 394.424 338.465 299.868 298.703 226.757 218.259 199.132 135.206 128.421 125.956 113.846 110.821 104.98 97.6396 95.3487 92.867 138.945 108.78 95.9023 95.6326 90.0656 89.6312 86.5592 83.1487 104.963 81.0322
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threshold=28.17317034495338 8.9839348949306438e-08 0.9998986212489952 7.410651429329677e-09 18.24834239295468 37.832601146196716 -0.0038621931317106002 42.816678090489198 82.792238209927859 -0.20667915331576472 3.8648577565825571e-07 0.0086935878674588522 16646.330753925056 0.024672991919086288 2392.0655500000526 -0.39183006682506155 1.0000000180025095e-35 67801.010350001889 9.065931370150504e-05 0.00010039189783290929 0.014285714284922424 2.0089099624911138e-11 70.62697879316886 0.57495105711760341 0.97605642306411011 22.871175939527287 62.463693806515167 0.15522129739477628 90125.749400004133 0.81164383223547698
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| 246 |
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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| 247 |
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left_child=4 2 7 9 6 18 -1 29 10 14 13 12 -9 17 -4 -5 -12 -7 -3 20 21 -13 -22 -23 -11 -6 -15 28 -18 -2
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| 248 |
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right_child=1 5 3 15 25 8 -8 11 -10 24 16 19 -14 26 -16 -17 27 -19 -20 -21 22 23 -24 -25 -26 -27 -28 -29 -30 -31
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internal_count=15227697 14691996 6613668 2423900 535701 8078328 62099 4189768 6950773 979933 6910812 3044736 1299217 3332851 728478 1443967 3577961 1894033 1127555 1745519 1299287 668684 630603 602639 251455 473602 1438818 3577562 2723864 1145032
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is_linear=0
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| 256 |
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| 257 |
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|
| 258 |
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|
| 259 |
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Tree=13
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| 260 |
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num_leaves=31
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| 261 |
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num_cat=0
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| 262 |
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split_feature=12 16 14 14 9 8 12 12 1 2 12 12 1 15 10 14 10 15 1 9 8 15 2 10 15 12 14 12 16 8
|
| 263 |
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split_gain=1896.34 1651.72 638.232 510.136 403.28 400.779 327.991 255.517 214.258 206.27 186.018 185.058 166.747 127.834 123.166 115.683 113.941 110.902 131.317 107.926 120.667 102.477 97.3719 95.5423 92.176 84.798 78.4902 72.9966 71.3202 70.912
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| 264 |
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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| 266 |
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left_child=4 2 6 5 11 7 23 14 13 17 -6 -1 26 -4 -3 -9 -7 18 29 20 -16 -14 -22 -2 -10 -15 -5 -23 -12 -8
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| 267 |
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is_linear=0
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| 275 |
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| 276 |
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| 277 |
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| 278 |
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Tree=14
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split_feature=1 15 3 14 6 3 15 3 6 7 6 15 12 7 3 6 15 3 13 12 15 15 1 12 6 11 16 7 7 5
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| 282 |
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split_gain=222.817 236.252 125.944 94.5267 85.31 242.219 449.816 2362.94 242.646 196.831 957.858 108.924 75.9943 70.6225 323.83 1715.84 2163.36 2133.83 69.6315 69.3421 61.1177 59.0018 66.555 48.8504 75.341 66.22 53.6831 151.823 263.38 183.357
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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| 285 |
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left_child=1 2 23 -4 5 -5 7 -7 -8 18 -11 -12 -6 14 -14 20 17 -17 -10 -2 -16 22 -21 -1 25 26 27 28 29 -25
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| 286 |
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internal_count=15227697 7900440 3095524 2911764 924110 21761 880 90 790 752 160 138 902349 154895 5240 700 111 49 592 7327257 589 5220074 2258087 183760 117676 7536 7507 1307 506 481
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| 293 |
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is_linear=0
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| 294 |
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| 295 |
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| 296 |
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| 297 |
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Tree=15
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| 298 |
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num_leaves=31
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| 299 |
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num_cat=0
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| 300 |
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split_feature=12 16 14 7 8 14 12 10 12 2 12 10 6 3 3 4 14 3 12 2 16 9 2 8 14 12 13 8 12 4
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| 301 |
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split_gain=1642.28 1454.64 514.49 440.012 434.287 354.685 265.348 240.128 238.549 193.642 172.995 144.845 141.328 126.546 110.878 107.332 102.099 97.2375 92.3181 85.8414 82.0371 81.7414 83.1242 73.4866 70.3208 101.817 69.901 66.4377 78.6571 62.8709
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| 302 |
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threshold=30.249185680182777 0.9998986212489952 0.0011067528754212057 -10.813564473220145 0.00065636307539018734 0.00075351622199376753 64.292936105956599 -0.01071696435793784 22.871175939527287 0.0083457826647761243 82.792238209927859 -0.00087086942000746948 0.076324184297941869 67801.010350001889 58713.326200005336 0.37772018907099042 0.00033961224239342823 926.40315100000282 38.223625176605019 0.0066876900651268436 0.96923076923073637 0.00059884319619907267 1.0000000180025095e-35 0.00046590777671506883 0.001784755228597202 66.84947673209173 -0.00026304306837445407 -0.0017937543698369194 43.385017021570413 0.65113415794755236
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| 303 |
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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| 304 |
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left_child=3 2 9 7 5 6 11 -1 -5 15 12 -3 13 -4 19 23 -8 21 -11 -6 -10 22 -13 27 25 -7 -20 -2 -29 -12
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| 305 |
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right_child=1 4 10 8 14 24 16 -9 20 18 29 17 -14 -15 -16 -17 -18 -19 26 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
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leaf_count=8984 327428 354190 1185437 167042 938530 382467 9778 21057 515321 391269 28745 345471 864934 447536 174682 875343 36772 223324 233335 344823 63998 223349 482441 639515 241676 106742 1756948 1435458 2395256 5846
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internal_weight=5.27822e+06 5.00667e+06 3.66399e+06 271556 1.34267e+06 837312 583882 10671.8 260885 2.79051e+06 873481 567510 861448 563562 505363 1.96631e+06 16371.6 444310 824197 444948 202140 366550 288801 1.6627e+06 253431 169799 688529 1.44124e+06 1.32784e+06 12033.6
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| 311 |
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internal_count=15227697 14451295 10587050 776402 3864245 2406210 1675325 30041 746361 8054552 2532498 1628775 2497907 1632973 1458035 5673000 46550 1274585 2381552 1283353 579319 1051261 827912 4797657 730885 489209 1990283 4158142 3830714 34591
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is_linear=0
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| 313 |
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| 314 |
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| 315 |
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|
| 316 |
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Tree=16
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num_leaves=31
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| 318 |
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num_cat=0
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| 319 |
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split_feature=12 14 7 1 0 3 3 3 12 9 8 8 0 12 9 9 14 12 0 12 14 0 12 4 1 0 11 3 8 8
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| 320 |
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split_gain=1665.9 765.502 440.514 410.198 353.433 339.542 268.775 255.529 239.414 226.508 222.915 410.655 218.806 200.319 163.848 199.822 233.215 322.15 156.643 148.523 137.204 128.064 125.607 105.576 96.5128 92.0925 90.4205 87.9045 82.2068 80.4861
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| 321 |
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threshold=30.249185680182777 0.001254711008265196 -10.813564473220145 3.9141407745653271e-07 0.011906162321275103 5446.4001999997372 129.45305669999843 -4176.5360499999906 22.871175939527287 -0.0084050009855008972 -5.988902898657055e-06 0.00025705206300341571 0.0045236405332042219 79.831613356671355 0.00049703155279723365 -7.6659192508043969e-05 0.00050949251492233454 59.334270097083994 0.00035294891142826891 62.655038811079834 0.00023390412852281368 0.74747868470277989 73.631121363118112 0.43644440821824004 3.5771143152620281e-08 3.5300320727719703e-09 -0.0012321747654895907 926.40315100000282 -1.0000000180025095e-35 6.1154230108773086e-06
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| 322 |
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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| 323 |
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left_child=2 4 9 13 5 7 10 18 -4 -1 21 14 19 24 15 -12 17 -17 -2 27 29 -6 -5 -20 -3 -7 -13 28 -9 -19
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| 324 |
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right_child=1 3 8 22 6 25 -8 12 -10 -11 11 26 -14 -15 -16 16 -18 20 23 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
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internal_weight=5.27667e+06 5.00519e+06 271486 1.17095e+06 3.83424e+06 1.81443e+06 2.01981e+06 1.31343e+06 260816 10669.4 1.60727e+06 790685 621654 777055 352567 283482 157569 128549 691773 290588 18949 816582 393891 300163 750670 501003 438118 268695 201191 5413.82
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| 331 |
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is_linear=0
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| 332 |
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| 333 |
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| 334 |
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|
| 335 |
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Tree=17
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num_leaves=31
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| 337 |
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num_cat=0
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| 338 |
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split_feature=12 1 15 5 2 1 1 13 14 2 13 10 10 4 8 8 5 15 1 5 4 15 1 14 2 12 13 5 2 2
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| 339 |
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split_gain=211.376 188.923 193.21 107.65 62.8289 79.4136 85.4947 233.653 335.862 143.859 167.28 750.663 196.433 220.575 184.337 86.2049 172.978 76.6481 50.6982 98.9474 58.3058 55.2131 41.9967 38.1124 91.6905 41.4571 115.054 500.018 60.8163 90.7668
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| 340 |
+
threshold=42.816678090489198 1.9775660366745154e-07 -0.1978193016423517 8.562104492555622e-08 0.75730604178874994 5.6679049757491817e-08 6.8883578071866922e-08 0.00049793907343025719 0.0038369805005373406 1.1153360869943751 -6.3027893687837592e-05 -0.00016754289170300971 0.0014093580803500318 0.20004285642487349 -0.00040216484876376407 -0.0022713867800183136 1.7972685321044079e-06 -0.51304276584406738 0.00020096405257162618 1.3190533529526654e-07 0.043661309004465167 -0.39875731184003221 9.7665684046762427e-07 0.0017487019319026248 2.7871689959258261 53.737229829626109 5.9411310566780786e-05 2.0742532110505598e-06 0.52497944958570408 0.57219804576758582
|
| 341 |
+
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
| 342 |
+
left_child=-1 2 3 -2 -5 -6 7 9 -9 10 11 14 -12 17 -7 16 -8 -14 21 -20 -21 22 23 -3 25 26 27 -25 -27 -30
|
| 343 |
+
right_child=1 18 -4 4 5 6 15 8 -10 -11 12 -13 13 -15 -16 -17 -18 -19 19 20 -22 -23 -24 24 -26 28 -28 -29 29 -31
|
| 344 |
+
leaf_value=-0.01806210951298353 0.011040593953396195 0.0057320127214860418 -0.0011103291598754859 0.035375292632471404 0.072857614445293137 -0.033342914165614537 6.790467038801407 10.823474067692064 -0.033343345042575787 0.15588742773478098 -0.03334328554747807 17.676682537039056 4.8307524307793059 -0.033343499207085611 6.33119742299397 0.12133540402345638 -0.0333428873551967 11.162842784471048 0.0065756542368330994 -0.038117652592069423 -0.28800906462821246 -0.015946838205999337 -0.0087262629098988475 10.745431904296552 4.7042734798010315 0.044388465944528749 0.20724817517296812 -0.033342622104870427 -1.9157902846491603 -0.18299259481184998
|
| 345 |
+
leaf_weight=1506.3035425817216 533.76737101711149 304.02188141791805 1183.3760123512179 547.88383008159235 80.978557483335351 0.041231907671317458 0.014654569618869906 0.013816203107126057 0.014705656765727326 0.52845489210449159 0.13854357338277568 0.0084697789279744029 0.010279402078595012 0.017093010799726471 0.015712054242612794 1.9395229461098886 0.025355595687869936 0.008931612828746438 13.778668113802341 3.6259839677551735 6.552460358470853 919.81938244214007 437.84050011682865 0.013916239113341944 0.010553810483542203 78.794753983201034 1.6791167089296117 0.047429929792997427 0.079682625777417804 1.4656009627528912
|
| 346 |
+
leaf_count=4223150 1370488 798767 3222171 1252187 181482 96 34 30 33 1169 312 20 22 38 37 4359 60 20 39386 659 5247 2702758 1222824 35 21 197055 3976 115 192 954
|
| 347 |
+
internal_value=-0.00203594 0.00382832 0.0131209 0.0275715 0.0415409 0.0818732 0.344795 0.781971 5.22578 0.617092 1.63151 3.78848 0.824547 4.09843 1.72277 0.168726 2.46602 7.77468 -0.00851868 -0.0807601 -0.198987 -0.00752618 0.00187422 0.0138949 0.0441257 0.0435265 0.284952 2.4118 0.0382963 -0.272344
|
| 348 |
+
internal_weight=5622.82 4116.51 2348.78 1165.41 631.639 83.7553 2.77677 0.797238 0.0285219 0.768716 0.240261 0.0654137 0.174848 0.036304 0.056944 1.97953 0.0400102 0.019211 1767.73 23.9571 10.1784 1743.77 823.953 386.113 82.0911 82.0805 1.74046 0.0613462 80.34 1.54528
|
| 349 |
+
internal_count=15227697 11004547 6032558 2810387 1439899 187712 6230 1777 63 1714 545 153 392 80 133 4453 94 42 4971989 45292 5906 4926697 2223939 1001115 202348 202327 4126 150 198201 1146
|
| 350 |
+
is_linear=0
|
| 351 |
+
shrinkage=0.05
|
| 352 |
+
|
| 353 |
+
|
| 354 |
+
end of trees
|
| 355 |
+
|
| 356 |
+
feature_importances:
|
| 357 |
+
rsi_14=77
|
| 358 |
+
atr=68
|
| 359 |
+
amihud=53
|
| 360 |
+
ema_21_dist=49
|
| 361 |
+
vol_zscore_50=44
|
| 362 |
+
ofi=41
|
| 363 |
+
return_1m=30
|
| 364 |
+
rv_gk=28
|
| 365 |
+
roll_spread=24
|
| 366 |
+
L_score=24
|
| 367 |
+
vpin=21
|
| 368 |
+
return_3m=20
|
| 369 |
+
return_5m=16
|
| 370 |
+
close_pos_in_range=16
|
| 371 |
+
vwap_dev=14
|
| 372 |
+
ema_9_slope=9
|
| 373 |
+
return_15m=6
|
| 374 |
+
|
| 375 |
+
parameters:
|
| 376 |
+
[boosting: gbdt]
|
| 377 |
+
[objective: multiclass]
|
| 378 |
+
[metric: multi_logloss]
|
| 379 |
+
[tree_learner: serial]
|
| 380 |
+
[device_type: cpu]
|
| 381 |
+
[data_sample_strategy: bagging]
|
| 382 |
+
[data: ]
|
| 383 |
+
[valid: ]
|
| 384 |
+
[num_iterations: 1000]
|
| 385 |
+
[learning_rate: 0.05]
|
| 386 |
+
[num_leaves: 31]
|
| 387 |
+
[num_threads: 4]
|
| 388 |
+
[seed: 42]
|
| 389 |
+
[deterministic: 0]
|
| 390 |
+
[force_col_wise: 0]
|
| 391 |
+
[force_row_wise: 0]
|
| 392 |
+
[histogram_pool_size: -1]
|
| 393 |
+
[max_depth: -1]
|
| 394 |
+
[min_data_in_leaf: 20]
|
| 395 |
+
[min_sum_hessian_in_leaf: 0.001]
|
| 396 |
+
[bagging_fraction: 0.7]
|
| 397 |
+
[pos_bagging_fraction: 1]
|
| 398 |
+
[neg_bagging_fraction: 1]
|
| 399 |
+
[bagging_freq: 0]
|
| 400 |
+
[bagging_seed: 400]
|
| 401 |
+
[bagging_by_query: 0]
|
| 402 |
+
[feature_fraction: 0.7]
|
| 403 |
+
[feature_fraction_bynode: 1]
|
| 404 |
+
[feature_fraction_seed: 30056]
|
| 405 |
+
[extra_trees: 0]
|
| 406 |
+
[extra_seed: 12879]
|
| 407 |
+
[early_stopping_round: 0]
|
| 408 |
+
[early_stopping_min_delta: 0]
|
| 409 |
+
[first_metric_only: 0]
|
| 410 |
+
[max_delta_step: 0]
|
| 411 |
+
[lambda_l1: 0]
|
| 412 |
+
[lambda_l2: 0]
|
| 413 |
+
[linear_lambda: 0]
|
| 414 |
+
[min_gain_to_split: 0]
|
| 415 |
+
[drop_rate: 0.1]
|
| 416 |
+
[max_drop: 50]
|
| 417 |
+
[skip_drop: 0.5]
|
| 418 |
+
[xgboost_dart_mode: 0]
|
| 419 |
+
[uniform_drop: 0]
|
| 420 |
+
[drop_seed: 17869]
|
| 421 |
+
[top_rate: 0.2]
|
| 422 |
+
[other_rate: 0.1]
|
| 423 |
+
[min_data_per_group: 100]
|
| 424 |
+
[max_cat_threshold: 32]
|
| 425 |
+
[cat_l2: 10]
|
| 426 |
+
[cat_smooth: 10]
|
| 427 |
+
[max_cat_to_onehot: 4]
|
| 428 |
+
[top_k: 20]
|
| 429 |
+
[monotone_constraints: ]
|
| 430 |
+
[monotone_constraints_method: basic]
|
| 431 |
+
[monotone_penalty: 0]
|
| 432 |
+
[feature_contri: ]
|
| 433 |
+
[forcedsplits_filename: ]
|
| 434 |
+
[refit_decay_rate: 0.9]
|
| 435 |
+
[cegb_tradeoff: 1]
|
| 436 |
+
[cegb_penalty_split: 0]
|
| 437 |
+
[cegb_penalty_feature_lazy: ]
|
| 438 |
+
[cegb_penalty_feature_coupled: ]
|
| 439 |
+
[path_smooth: 0]
|
| 440 |
+
[interaction_constraints: ]
|
| 441 |
+
[verbosity: -1]
|
| 442 |
+
[saved_feature_importance_type: 0]
|
| 443 |
+
[use_quantized_grad: 0]
|
| 444 |
+
[num_grad_quant_bins: 4]
|
| 445 |
+
[quant_train_renew_leaf: 0]
|
| 446 |
+
[stochastic_rounding: 1]
|
| 447 |
+
[linear_tree: 0]
|
| 448 |
+
[max_bin: 255]
|
| 449 |
+
[max_bin_by_feature: ]
|
| 450 |
+
[min_data_in_bin: 3]
|
| 451 |
+
[bin_construct_sample_cnt: 200000]
|
| 452 |
+
[data_random_seed: 175]
|
| 453 |
+
[is_enable_sparse: 1]
|
| 454 |
+
[enable_bundle: 1]
|
| 455 |
+
[use_missing: 1]
|
| 456 |
+
[zero_as_missing: 0]
|
| 457 |
+
[feature_pre_filter: 1]
|
| 458 |
+
[pre_partition: 0]
|
| 459 |
+
[two_round: 0]
|
| 460 |
+
[header: 0]
|
| 461 |
+
[label_column: ]
|
| 462 |
+
[weight_column: ]
|
| 463 |
+
[group_column: ]
|
| 464 |
+
[ignore_column: ]
|
| 465 |
+
[categorical_feature: ]
|
| 466 |
+
[forcedbins_filename: ]
|
| 467 |
+
[precise_float_parser: 0]
|
| 468 |
+
[parser_config_file: ]
|
| 469 |
+
[objective_seed: 16083]
|
| 470 |
+
[num_class: 3]
|
| 471 |
+
[is_unbalance: 1]
|
| 472 |
+
[scale_pos_weight: 1]
|
| 473 |
+
[sigmoid: 1]
|
| 474 |
+
[boost_from_average: 1]
|
| 475 |
+
[reg_sqrt: 0]
|
| 476 |
+
[alpha: 0.9]
|
| 477 |
+
[fair_c: 1]
|
| 478 |
+
[poisson_max_delta_step: 0.7]
|
| 479 |
+
[tweedie_variance_power: 1.5]
|
| 480 |
+
[lambdarank_truncation_level: 30]
|
| 481 |
+
[lambdarank_norm: 1]
|
| 482 |
+
[label_gain: ]
|
| 483 |
+
[lambdarank_position_bias_regularization: 0]
|
| 484 |
+
[eval_at: ]
|
| 485 |
+
[multi_error_top_k: 1]
|
| 486 |
+
[auc_mu_weights: ]
|
| 487 |
+
[num_machines: 1]
|
| 488 |
+
[local_listen_port: 12400]
|
| 489 |
+
[time_out: 120]
|
| 490 |
+
[machine_list_filename: ]
|
| 491 |
+
[machines: ]
|
| 492 |
+
[gpu_platform_id: -1]
|
| 493 |
+
[gpu_device_id: -1]
|
| 494 |
+
[gpu_use_dp: 0]
|
| 495 |
+
[num_gpu: 1]
|
| 496 |
+
|
| 497 |
+
end of parameters
|
| 498 |
+
|
| 499 |
+
pandas_categorical:[]
|