tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=12
objective=binary sigmoid:1
feature_names=context_len context_vader context_questions topic_0 topic_1 topic_2 topic_3 topic_4 topic_5 topic_6 topic_7 topic_8 topic_9
feature_infos=[1:223] [-0.99339999999999995:0.99350000000000005] [0:3] [0.011649007785001756:0.83888499869427458] [0.012875743264353708:0.85692590226854692] [0.011647507903112744:0.83203345323499389] [0.013015593991329445:0.87824532328894056] [0.011672453613678472:0.86513430966263161] [0.011646062719610321:0.84442728033792958] [0.01164659524565162:0.85604488089054986] [0.011646600818394453:0.82831251945261331] [0.011647625380345099:0.83437983338880217] [0.011653584999037995:0.85146172676425314]
tree_sizes=3281 3304 3302 3307 3311 3319 3308 3300 3328 3320 3332 3330 3340 3339 3320 3340 3342 3339 3331 3349 3324 3367 3362 3354 3347 3361 3355 3352 3355 3347 3359 3348 3360 3351 3358 3360 3355 3367 3358 3361 3366 3375 3366 3377 3384 3381 3394 3384 3383 3382 3403 3402 3407 3415 3411 3412 3424 3412 3430 3418 3421 3427 3423 3421 3432 3432 3433 3462 3438 3444 3446 3444 3440 3443 3456 3430 3447 3445 3454 3471 3454 3457 3461 3464 3473 3477 3475 3479 3477 3477 3486 3492 3491 3487 3502 3492 3500 3517 3514 3511

Tree=0
num_leaves=31
num_cat=0
split_feature=7 6 0 8 3 10 1 0 9 1 12 12 5 12 3 8 8 3 0 0 11 1 0 9 0 4 1 11 4 1
split_gain=2461.03 1029.42 1003.47 1281.65 1106.5 649.12 560.745 305.38 165.703 412.334 165.379 388.155 164.298 138.798 363.225 107.714 175.357 87.649 212.422 99.8379 81.476 111.433 68.4161 63.6929 48.2695 34.2544 45.5384 33.5009 101.989 90.8271
threshold=0.026615865905337582 0.026425873636178387 33.500000000000007 0.024477626107031292 0.025193680316936553 0.72889237609149804 -0.70889999999999997 25.500000000000004 0.024741688625021494 -0.87069999999999992 0.62545631533106816 0.66911408675202855 0.019115911867306962 0.017909064470169597 0.019782578156269357 0.024693201005006795 0.021850531660242228 0.021190175006678535 35.500000000000007 52.500000000000007 0.019562954650300356 0.35175000000000006 24.500000000000004 0.019464600540056508 86.500000000000014 0.80465377102375835 -0.67989999999999984 0.022224908460286494 0.025919166857289282 -0.94874999999999987
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 25 8 10 17 -8 9 -5 15 -12 24 -4 23 16 -2 18 -3 -20 -14 -22 -18 -15 -9 -1 -27 -19 29 -29
right_child=5 6 13 4 -6 -7 7 12 -10 -11 11 -13 20 14 -16 -17 22 27 19 -21 21 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-2.5685766030580788 -2.5685766030580788 -1.2528184609909274 -1.3004472428389786 -1.315151265602603 -2.5685766030580788 -1.446575379674554 -2.5685766030580788 -2.5685766030580788 -1.2610034979604359 -2.5685766030580788 -1.2166161003710281 -2.5685766030580788 -1.225415230233351 -2.5685766030580788 -1.3926177564212741 -2.5222178501300743 -2.1903599522012454 -1.1923428218298651 -1.6620294266829205 -2.5685766030580788 -2.1818550805660504 -1.44237682808719 -1.5650475533600343 -1.8358410978062367 -1.8657846151326249 -1.8933769094586883 -2.5685766030580788 -1.2918890062672044 -1.2067556388441907 -1.9645239827378198
leaf_weight=31.253093011677265 6.8887327983975393 9.4778731614351255 21.634461104869843 7.9593660086393339 11.529563315212725 7.7802162468433371 4.9308824241161373 2.1753893047571213 20.981844313442707 3.9157007485628128 3.6896310970187169 5.0033954009413719 5.5707031339406958 3.9157007485628155 13.785997241735457 53.800363443791866 3.2972077652812004 35.339414648711681 2.7512277588248244 2.1753893047571182 3.2246947884559614 5.5365793257951736 3.7280202656984329 1.7019222751259802 1.7744352519512174 1.8469482287764547 2.1753893047571173 3.9071700274944305 17.398850001394749 4.1289743185043353
leaf_count=431 95 16 46 18 159 27 68 30 37 54 5 69 8 54 41 719 34 40 15 30 33 19 17 12 13 14 30 8 22 34
internal_value=-2.46003 -1.68063 -1.87634 -2.08329 -1.72571 -2.31676 -1.44055 -1.87018 -1.42995 -1.72846 -2.40536 -1.99476 -1.68181 -1.47461 -1.66881 -2.45808 -2.21007 -1.3079 -1.52968 -2.06232 -1.52443 -1.71455 -1.85853 -2.34659 -2.25285 -2.53322 -2.25854 -1.25533 -1.34285 -1.63749
internal_weight=0 219.092 120.7 79.6619 44.3865 84.1876 98.3916 23.2127 32.8569 11.8751 76.4074 8.69303 18.2818 41.0381 19.4036 67.7143 13.914 75.1789 14.4045 4.92662 14.332 8.76127 7.02523 5.61762 3.94982 35.2754 4.02234 60.7744 25.435 8.03614
internal_count=2198 1232 896 743 268 966 336 171 109 72 939 74 103 153 107 865 146 165 61 45 60 52 51 66 43 475 44 104 64 42
is_linear=0
shrinkage=1

Tree=1
num_cat=0
split_feature=7 1 12 5 1 1 1 11 3 11 10 1 10 0 9 6 10 6 4 1 1 8 0 4 3 1 10 12 10 3
split_gain=469.882 185.761 181.111 160.23 108.022 134.918 102.458 66.298 89.2477 58.4197 58.2732 42.8869 184.348 56.1083 351.929 45.2285 110.033 42.4883 35.1001 26.8794 64.916 31.7647 40.0151 8.20306 39.4781 108.341 7.95672 28.2812 56.4448 32.9221
threshold=0.026615865905337582 -0.85059999999999991 0.7621576940536352 0.2251982783891088 0.42575000000000002 0.46905000000000002 -0.85209999999999986 0.050006069757062406 0.022276926985294484 0.77368483827219225 0.02416826501976907 -0.70889999999999997 0.0253635220064258 36.500000000000007 0.024741688625021494 0.020685900710157433 0.019837952550894749 0.32254278475683168 0.54276211171586775 -0.55824999999999991 -0.57724999999999993 0.68758379389482538 11.500000000000002 0.85089033316918494 0.018437485064656117 -0.55514999999999992 0.021562486572060609 0.025693072979223148 0.024435133464523574 0.022444118551021363
left_child=2 6 3 7 19 -6 10 11 -9 18 -2 15 13 14 -13 16 -1 -7 -10 20 21 -3 -23 24 25 -15 -17 28 29 -28
right_child=1 4 -4 -5 5 17 -8 8 9 -11 -12 12 -14 23 -16 26 -18 -19 -20 -21 -22 22 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.40373478545876262 0.35065567804770392 -0.11105979634939152 -0.10807318915900599 -0.1089647100720566 0.4650796867994908 -0.10909351269474005 0.52485398142272544 -0.1126236011412243 -0.11514247479394182 0.46458177894332392 -0.11016256270973981 -0.10922165879560962 -0.11026932657840403 0.51649749962146196 0.43265158610370247 0.42821006592873845 -0.11511555801258572 0.33092799672734996 0.36670767821148431 -0.10870574434543274 0.63756370814025676 -0.108028131183548 0.55187173815536439 0.45985101898309994 0.44228458163383993 -0.11885262727921142 0.33627290866379872 0.43828259980084827 0.38040214629502528 -0.11393968091502536
leaf_weight=14.176410630345346 5.328169584274292 10.364704564213751 8.7016028314828855 7.37206707894802 10.542189016938211 10.315619021654127 13.463180303573608 6.6214818730950382 3.7457865774631527 10.544312149286268 5.6584043949842453 16.389102853834629 8.9686884358525258 5.8236602544784528 44.608464993536472 123.1691827327013 5.7431940436363211 2.7873842716217032 2.5347733497619629 35.059419542551041 1.6727047562599171 1.7886044085025781 1.8897697776556013 27.613669633865356 35.136329464614391 4.9780960530042648 2.6786293834447852 50.606540009379387 32.030007407069206 4.1263561844825745
leaf_count=28 25 134 130 106 14 143 7 80 43 7 76 231 123 3 56 98 65 15 6 497 13 26 16 15 41 46 4 38 65 47
internal_value=0 0.10079 0.343343 0.352998 0.0222237 0.198773 0.33993 0.361522 0.198375 0.32077 0.113321 0.371694 0.328708 0.35797 0.287059 0.398226 0.254141 -0.0154883 0.0793276 -0.0599922 0.04868 -0.0214633 0.230996 0.416777 0.390885 0.22369 0.411725 0.389023 0.324833 0.0632764
internal_weight=0 98.8701 415.568 406.867 74.4204 23.6452 24.4498 399.495 23.4464 16.8249 10.9866 376.048 143.518 134.549 60.9976 232.53 19.9196 13.103 6.28056 50.7752 15.7158 14.0431 3.67837 73.5518 45.9381 10.8018 212.611 89.4415 38.835 6.80499
internal_count=2198 966 1232 1102 858 172 108 996 136 56 101 860 515 392 287 345 93 158 49 686 189 176 42 105 90 49 252 154 116 51
shrinkage=0.1

Tree=2
num_cat=0
split_feature=7 1 1 1 3 6 12 0 8 5 4 10 9 1 8 3 0 1 6 7 7 1 6 1 5 3 10 10 0 11
split_gain=262.004 116.523 93.3886 76.1413 62.1401 56.5114 112.274 100.013 55.0427 48.7518 38.767 36.2849 112.729 44.1831 35.5874 84.0617 30.4043 102.983 29.8933 29.0324 39.9739 14.1539 17.389 37.4852 7.103 21.3087 50.4117 4.6473 3.9508 6.01175
threshold=0.026615865905337582 -0.76189999999999991 0.42575000000000002 0.46905000000000002 0.029046552270067947 0.026425873636178387 0.025196372999541614 35.500000000000007 0.019069837424427537 0.050000000088559378 0.66241999292693621 0.017921799721738626 0.020680700798945999 -0.91684999999999983 0.025181222798797521 0.024951699567759712 36.500000000000007 -0.81254999999999988 0.32254278475683168 0.75135809813549559 0.77315150845372826 -0.47324999999999995 0.81794590359746977 0.35175000000000006 0.024598886362552284 0.02137858100305896 0.46256777463667714 0.019474127460782562 26.500000000000004 0.024739429900396469
left_child=5 4 19 -4 10 6 11 -8 9 -7 -2 -1 13 -13 15 16 17 -14 -5 -3 -21 27 23 -23 25 -16 -27 -10 29 -29
right_child=1 2 3 18 -6 8 7 -9 21 -11 -12 12 14 -15 24 -17 -18 -19 -20 20 -22 22 -24 -25 -26 26 -28 28 -30 -31
leaf_value=0.3133779982021534 -0.11160517341110868 -0.10853617693180971 0.32511321356566558 -0.10816995469384837 0.31578741637979124 -0.11473654966398575 -0.10886336736766329 0.25700200177163007 0.34429664024748852 0.29077606859184579 0.33606039625677914 0.19273203251896437 0.30321283711864638 -0.11025366931353971 0.34276923270515658 -0.11486380526572063 0.33691877070274084 -0.11317672247140342 0.23440191680515432 0.4765415043728542 -0.11100373392645582 -0.1117869187654673 0.32037732536721192 0.24719435993809469 0.32923797362072638 -0.11742564579733419 0.35465744465347288 0.32727247885672334 0.27526796739048182 0.28550682831578467
leaf_weight=60.261807337403297 6.8115448206663114 39.255741883069277 13.367915317416193 9.4095744006335718 25.020777195692062 6.2051293738186342 17.966450829058889 12.790927737951277 30.883999861776829 5.6771587878465652 2.7017089799046516 7.718831934034827 19.785378612577915 12.784592665731905 12.883887290954592 7.4284848719835272 21.063421726226807 8.4877706877887267 3.4927643314003936 2.1167842969298354 2.5564205758273602 3.7321307063102784 13.438427701592444 13.185766521841286 44.861230127513409 4.0975463762879354 5.0495786666870117 84.724853985011578 41.611459940671921 58.09537810087204
leaf_count=39 86 588 14 143 66 70 270 35 18 3 9 26 36 186 5 96 17 115 15 12 33 45 7 40 19 50 2 48 42 63
internal_value=0 0.0826885 0.00870749 0.157858 0.233074 0.256854 0.221414 0.0432874 0.289216 0.0790106 0.0155293 0.248215 0.220976 0.00380999 0.256984 0.198748 0.245968 0.17821 -0.0154331 -0.0804869 0.155132 0.299383 0.235457 0.168002 0.306402 0.259902 0.143183 0.308395 0.302383 0.310283
internal_weight=0 104.733 70.1992 26.2703 34.534 492.734 235.18 30.7574 257.554 11.8823 9.51325 204.423 144.161 20.5034 123.657 56.7651 49.3366 28.2731 12.9023 43.9289 4.6732 245.672 30.3563 16.9179 66.8922 22.031 9.14713 215.316 184.432 142.82
internal_count=2198 966 805 172 161 1232 896 305 336 73 95 591 552 212 340 264 168 151 158 633 45 263 92 85 76 57 52 171 153 111

Tree=3
num_cat=0
split_feature=7 1 1 1 10 5 5 12 12 1 0 7 7 11 3 10 6 1 6 1 0 4 0 9 5 5 7 1 2 3
split_gain=173.747 79.4444 74.2634 51.1561 40.8168 36.307 35.7994 62.7837 56.9641 51.8478 25.8874 23.71 38.1888 20.2663 44.9746 14.4165 87.0385 55.1505 24.1534 41.7112 24.4184 13.0339 22.8912 49.1857 22.6337 11.6008 81.9348 67.3085 8.89009 5.1633
threshold=0.026615865905337582 -0.76189999999999991 0.42575000000000002 0.46905000000000002 0.033700125687616413 0.024118133714680582 0.11040570889963487 0.33850151382431887 0.57952628467659673 -0.92714999999999992 53.500000000000007 0.75135809813549559 0.76081014749005804 0.050006069757062406 0.022276926985294484 0.021855241081631709 0.024479370166828603 -0.96149999999999991 0.60453260396922703 -0.94874999999999987 30.500000000000004 0.024520114753387067 10.500000000000002 0.024767559015686332 0.025887543455040119 0.020680002715956752 0.019461107099684426 0.6492500000000001 1.5000000000000002 0.018437485064656117
left_child=6 4 11 -4 5 -2 7 13 -8 -9 -5 -3 -13 15 -15 25 17 -17 21 -20 -21 -18 -23 -24 -25 26 29 -28 -16 -1
right_child=1 2 3 10 -6 -7 8 9 -10 -11 -12 12 -14 14 28 16 18 -19 19 20 -22 22 23 24 -26 -27 27 -29 -30 -31
leaf_value=0.22389903500284289 0.20888851251681137 -0.1076788343564455 0.25803467668052166 -0.10860735782733527 0.26566904588467649 -0.10939916820462932 -0.11294307149846912 0.25870796625472214 0.30083894638300546 -0.1109305797021037 0.20456839949192421 0.4317404267051993 -0.1102975709961567 -0.11280510880827935 0.15021277621579893 0.25048607406644713 0.30075308255437511 -0.11145877797596271 0.26000259447372503 -0.11840731958812101 0.19874557200558118 0.25773607857128761 0.23772697235923454 -0.11839608094061987 0.185115439640301 0.25885205167918418 -0.11858644035013258 0.3047287586297962 0.28237677697763708 0.26516243076341162
leaf_weight=52.946558907628059 7.3014332205057126 35.788415357470512 15.048698306083681 8.8378341645002347 24.137741200625896 7.0387875400483608 8.3409450724720937 5.9398860372602966 5.5347337722778311 10.507176123559473 3.7633836939930907 2.2485623657703391 3.0805114433169365 5.6987813077867058 12.560561005026104 6.1730901449918774 30.323704276233912 13.236998014152048 12.024431303143503 7.1430634595453721 3.6773995459079742 77.531458679586649 25.553780857473612 7.2456842176616174 3.7176378332078457 151.77182119339705 11.855798766016962 5.4980194568634024 8.5567619800567609 70.975375100970268
leaf_count=80 27 588 14 136 38 96 119 3 2 159 22 4 41 77 47 5 14 198 8 67 8 47 40 81 14 78 136 2 3 44
internal_value=0 0.0712224 0.00684145 0.133566 0.186283 0.0526594 0.210641 0.214848 0.0521064 0.022565 -0.0150767 -0.0783762 0.118411 0.221092 0.13649 0.225821 0.204097 0.0036524 0.227364 0.131822 -0.010621 0.242483 0.226989 0.161709 -0.015476 0.239656 0.219034 0.0155279 0.203766 0.247532
internal_weight=0 107.245 68.7674 27.6499 38.478 14.3402 536.814 522.938 13.8757 16.4471 12.6012 41.1175 5.32907 506.491 26.8161 479.675 186.627 19.4101 167.217 22.8449 10.8205 144.372 114.049 36.5171 10.9633 293.048 141.276 17.3538 21.1173 123.922
internal_count=2198 966 805 172 161 123 1232 1111 121 162 158 633 45 949 127 822 482 203 279 83 75 196 182 135 95 340 262 138 50 124

Tree=4
num_cat=0
split_feature=7 1 1 9 3 4 5 12 12 1 0 7 3 1 10 6 6 8 0 7 6 0 5 6 3 1 10 10 10 8
split_gain=125.779 58.1279 60.7434 37.8068 31.9622 25.2619 25.2024 43.8647 43.5964 41.4596 22.6109 20.1889 31.6086 14.6446 76.7213 15.5226 53.7254 24.4604 89.8538 10.8361 27.5919 18.2863 8.06652 7.44511 16.6625 30.3417 7.40997 5.85781 18.9045 4.97152
threshold=0.026615865905337582 -0.76189999999999991 0.42575000000000002 0.036770373094516536 0.029046552270067947 0.66241999292693621 0.11040570889963487 0.33850151382431887 0.57952628467659673 -0.92714999999999992 53.500000000000007 0.75135809813549559 0.027367334349611382 -0.70889999999999997 0.0253635220064258 0.018673806458654768 0.021720462206283309 0.025181222798797521 30.500000000000004 0.019083697450244321 0.017837678160643178 124.00000000000001 0.020634748820615178 0.024479370166828603 0.021563795229132477 -0.94654999999999989 0.72889237609149804 0.027733535168521842 0.033700125687616413 0.021445138873270771
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leaf_value=0.2284997745067702 -0.11244117940662937 -0.1069121037400336 -0.10956517229603442 0.21759556819470383 0.24553577935814552 0.2231418698363665 -0.11171949461790204 0.22148740065578076 0.2486603865181834 -0.10989736725588402 0.18046411691354325 -0.11028374835132576 0.36548076783410255 0.22135770319781428 -0.1103350851855637 -0.11462782612231188 -0.11356260985519069 0.22262202815157381 0.14142402181851962 0.16500389112735192 -0.1207735983981191 0.17365392063833157 0.22187774932525384 0.21441461871165002 0.21084196949681944 -0.11242771692819385 0.24053199637403996 -0.10883659603316959 0.23598120796485775 0.24175029961691241
leaf_weight=12.682954013347628 6.5939894355833513 32.603067092597485 8.2941209971904772 16.04952734708786 3.1832135468721408 3.3997283205389977 7.6256338991224748 6.2258097976446143 5.9965157508850098 9.5921050608158094 3.9768985733389846 3.198552966117858 2.4785115718841553 66.640768498182297 9.4005763381719571 6.6599316745996466 11.940915703773497 60.327864833176136 20.457273151725531 15.742579739540814 5.2375652119517309 3.5319722443819046 31.887313168495893 255.20137070119381 6.5750042796134931 5.1993769332766533 21.203838109970093 2.9093757122755051 3.5059340819716454 18.197314292192459
leaf_count=8 86 588 129 23 4 9 119 3 2 159 20 44 1 39 139 95 168 67 59 45 51 4 26 155 5 80 7 39 16 8
internal_value=0 0.0631151 0.00553574 0.116567 0.157115 0.00171966 0.181272 0.184627 0.0469209 0.0205331 -0.01557 -0.076608 0.0974271 0.189528 0.168793 0.182051 0.162098 0.176887 0.133968 0.202862 0.134196 -0.00219154 0.190435 0.207757 0.170593 0.0680913 0.207532 0.134633 0.0796046 0.206152
internal_weight=0 107.397 66.6007 28.3205 40.7961 9.99372 559.123 545.501 13.6221 15.8179 12.271 38.2801 5.67706 529.683 207.315 197.914 131.273 124.613 64.2855 322.368 21.4525 8.76954 52.3446 300.916 45.7143 11.7744 30.8024 9.59852 6.41531 33.9399
internal_count=2198 966 805 172 161 95 1232 1111 121 162 149 633 45 949 593 454 415 320 253 356 63 55 85 293 138 85 66 59 55 53

Tree=5
num_cat=0
split_feature=7 10 7 10 10 7 5 12 12 1 5 10 1 11 3 10 6 1 9 5 1 6 12 5 7 6 3 8 0 2
split_gain=95.1371 45.0803 54.3193 28.7548 32.5165 22.7651 18.5419 34.9817 32.2288 34.174 16.2073 32.9915 12.2715 11.2671 29.0224 8.60276 51.0769 37.4124 17.2213 22.6026 25.8104 27.8123 10.8388 8.74166 17.5911 45.6989 6.10745 5.91123 12.0128 5.11375
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Tree=6
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split_gain=75.2246 39.117 39.3722 27.5802 23.6326 26.4646 17.0996 16.3738 78.2709 24.1331 33.2209 13.361 110.962 8.77402 39.8329 8.31909 15.9507 36.4136 7.25837 13.335 19.2123 3.98132 10.4113 20.3793 31.4967 1.87345 1.84849 1.47488 1.10651 4.15081
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Tree=7
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Tree=8
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Tree=9
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Tree=10
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Tree=18
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Tree=19
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Tree=22
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Tree=23
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Tree=24
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Tree=25
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Tree=26
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Tree=39
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Tree=40
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Tree=41
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Tree=42
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Tree=46
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Tree=47
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Tree=61
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Tree=62
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Tree=63
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Tree=64
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Tree=65
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Tree=66
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Tree=67
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Tree=68
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Tree=69
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Tree=70
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Tree=71
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Tree=72
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Tree=74
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Tree=75
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Tree=76
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Tree=77
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Tree=78
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Tree=79
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Tree=80
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Tree=81
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Tree=82
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Tree=83
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Tree=84
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Tree=85
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Tree=86
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Tree=87
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Tree=88
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Tree=89
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Tree=90
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Tree=91
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Tree=92
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Tree=93
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Tree=94
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Tree=95
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Tree=96
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Tree=97
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right_child=-2 4 3 -5 5 -7 -8 -9 9 10 11 12 13 -15 15 16 17 18 19 20 21 22 23 -25 25 -27 -28 28 29 -31
leaf_value=-0.10065698681437998 -0.10021841652978694 0.076150780110573579 0.073736872096626258 -0.10047490003296232 -0.1004661549223809 0.097407940709320337 0.060457011917827243 -0.10112692225513775 0.10029278529579772 -0.10186681560347655 0.072982431597640424 -0.10241702264155597 -0.10020404946939761 0.10003044893434992 0.084224689589324706 -0.10042837587843903 0.099953080722980453 -0.10019193114723782 -0.10193943988645182 0.091454571783594868 -0.10078221007289097 0.10014546657327394 -0.10135217313683989 -0.10126724709032209 -0.1017149240876367 -0.00040435871546229234 0.10003095497370594 0.085185367475474616 0.037562323504363601 -0.074939635734140142
leaf_weight=0.054603901163320923 0.041220131935915449 0.14150240123126412 0.046809101484541316 0.12767081013134873 0.043577250235102838 0.026987548098986736 0.099643583518627454 0.095632178261439438 0.067328333854675626 0.05566931660723895 0.13728977002029141 0.083416111709087803 0.045627450948806714 0.049335060874000081 0.074762966134585773 0.095148301326844709 0.11439898329263121 0.071228787648579206 0.051339420140721237 0.16182948599453117 0.074566553234035715 0.071247503161430692 0.12367873418407505 0.043647073413012438 0.11648108177905014 0.81156136282970692 0.12609871663153183 0.20761850092094392 0.48917970746697392 0.21004195546265692
leaf_count=41 172 25 7 240 87 8 25 113 2 15 13 6 32 13 16 63 13 162 4 16 26 6 33 33 40 767 35 15 92 78
internal_value=0 0.00190332 -0.000423442 -0.0537377 0.0425633 -0.0247891 0.00221074 0.000519501 0.00343328 0.00516534 0.00317267 0.00502402 0.00193585 0.00489886 0.00327401 0.00493483 0.00279328 0.00646768 0.00228767 0.00522239 0.00748091 0.00150523 0.00497285 0.00178684 0.00394451 -0.0131201 0.0176368 0.00755465 0.0224078 0.00376742
internal_weight=0 3.91792 3.70585 0.17448 0.212067 0.0705648 3.53137 3.43173 3.3361 3.2815 3.21417 3.1585 3.02121 2.93779 2.88846 2.84283 2.76807 2.67292 2.55852 2.48729 2.43595 2.27412 2.19955 2.12831 2.08466 0.928042 1.15662 1.03052 0.90684 0.699222
internal_count=2198 2026 1906 247 120 95 1659 1634 1521 1480 1478 1463 1450 1444 1431 1399 1383 1320 1307 1145 1141 1125 1099 1093 1060 807 253 218 185 170

Tree=98
num_cat=0
split_feature=5 10 10 11 5 6 12 11 8 5 1 5 1 10 9 1 0 0 1 1 9 9 0 12 2 4 6 0 4 12
split_gain=0.0384091 0.0388267 0.0352089 0.0403505 0.076738 0.0759521 0.0710276 0.0466876 0.0550882 0.102414 0.0409107 0.11314 0.0872031 0.0669499 0.190888 0.0799202 0.0428012 0.0429454 0.0358482 0.0651248 0.0702587 0.0899911 0.117248 0.0818847 0.0498873 0.0896725 0.0626289 0.0850036 0.0493691 0.0626271
threshold=0.19390024235418965 0.73859354064408234 0.72889237609149804 0.026612209267501494 0.026453730680894811 0.03691401026865572 0.33850151382431887 0.027581917791131613 0.027650041502955528 0.03375916459375073 -0.92479999999999996 0.025360067361946886 -0.91364999999999985 0.024435133464523574 0.022376037220900789 -0.95569999999999988 10.500000000000002 17.500000000000004 -0.75144999999999984 -0.72184999999999988 0.77614140188936009 0.025272037962592999 36.500000000000007 0.024724937469320325 1.0000000180025095e-35 0.019611171638515095 0.021720462206283309 57.500000000000007 0.51393874129936179 0.02068653862107464
left_child=1 2 3 4 6 7 10 -5 -9 -10 13 12 -12 14 15 -1 -14 -18 28 -20 21 22 23 -21 26 -26 27 -24 29 -19
right_child=-2 -3 -4 5 -6 -7 -8 8 9 -11 11 -13 16 -15 -16 -17 17 18 19 20 -22 -23 24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.032465375189763668 -0.10019762311991137 -0.10022127536332799 0.090154675456687164 -0.10029218995075698 0.061968486424336736 -0.10074949938372833 -0.10055092823919075 0.050105705330115928 -0.10013535919124979 0.030874799790955504 -0.10093767317686225 -0.10097219322596965 0.1000349881167506 0.059857710294014078 -0.10142656033780575 0.067940018112480946 -0.10015113408068739 -0.021404650057512745 -0.10102840513817735 -0.10110082776962569 -0.10061620832026408 0.072689504801808719 -0.10129048411307842 0.0084307049407992812 0.059520041446687211 -0.10049163228822278 0.077311089231665214 0.077971054159050729 -0.019434406449704952 0.064921374884735872
leaf_weight=0.11389236233662814 0.037304864715679176 0.03694468936373585 0.045576416887342819 0.046638847608846734 0.22845149596105319 0.10260908659438428 0.066318519566266221 0.16420671254854824 0.10376625161507036 0.14040817930435878 0.078380766324701034 0.11265304853259284 0.047960769850759255 0.30697888121358119 0.13456927752122283 0.26082945824600967 0.038512467412146978 0.11214969686261778 0.065660655731336837 0.16969891396297143 0.062696956330910325 0.17788073676638305 0.055954181400011294 0.11417486319624004 0.066237286635441706 0.074320416926639155 0.21540720568737015 0.050170173693913966 0.17444388733565575 0.33527396454155678
leaf_count=15 172 59 8 50 45 186 155 102 371 115 19 98 11 25 22 53 128 41 14 203 19 13 24 52 22 36 37 20 26 57
internal_value=0 0.00178144 0.00280944 0.00170982 0.00621469 -0.0230319 0.00172058 -0.00550617 0.0053188 -0.0248003 0.00417104 -0.00369166 0.00226778 0.0229695 0.000734945 0.037423 0.00686257 0.00425328 0.00665513 -0.00459471 0.00182358 0.00877569 -0.00646506 -0.0570469 0.0246087 -0.0250867 0.0463331 -0.0165448 0.0256899 0.0432832
internal_weight=0 3.70277 3.66582 3.62025 3.06262 0.557629 2.83416 0.45502 0.408381 0.244174 2.76785 1.95158 1.83892 0.81627 0.509291 0.374722 1.76054 1.71258 1.67407 1.0522 0.986541 0.923844 0.745963 0.283874 0.462089 0.140558 0.321532 0.106124 0.621868 0.447424
internal_count=2198 2026 1967 1959 1135 824 1090 638 588 486 935 820 722 115 90 68 703 692 564 440 426 407 394 255 139 58 81 44 124 98

Tree=99
num_cat=0
split_feature=7 10 4 10 10 10 10 6 8 2 10 0 0 3 3 3 1 11 1 0 8 7 6 9 7 3 12 3 6 3
split_gain=0.0363322 0.0350273 0.0328892 0.0305809 0.0407964 0.0403777 0.045827 0.0973107 0.0416202 0.0894336 0.0616799 0.0367015 0.0762775 0.0366156 0.0899859 0.0426378 0.138702 0.0754243 0.0986864 0.071813 0.0951101 0.121696 0.0800393 0.0700838 0.109218 0.0607998 0.0857636 0.0537165 0.045085 0.0755277
threshold=0.75744339043146025 0.73859354064408234 0.017250597790789229 0.72889237609149804 0.50574909488088948 0.46256777463667714 0.027630514697278334 0.033765507714708397 0.68758379389482538 1.0000000180025095e-35 0.03677350971594906 10.500000000000002 14.500000000000002 0.22293949031085822 0.82876103027489667 0.024649292397124625 -0.95749999999999991 0.024602561044548749 -0.91684999999999983 36.500000000000007 0.022375252913098841 0.024532464977953215 0.021590034460028787 0.02118934045826926 0.020761047044473745 0.019104656847653594 0.016405509664952977 0.02137858100305896 0.024479370166828603 0.022331014907637992
left_child=1 2 -1 4 5 6 11 -8 9 -9 -11 -4 -13 15 -15 16 -14 18 -18 20 22 28 27 24 25 26 -21 -20 29 -22
right_child=-2 -3 3 -5 -6 -7 7 8 -10 10 -12 12 13 14 -16 -17 17 -19 19 23 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.10021547218013263 -0.10017496603296597 -0.10020024634306113 0.061127104258990275 0.088314482041862652 -0.10183540218125378 0.065489770387708299 -0.10028218973698538 -0.1005829304868178 0.090560630867745434 -0.10010200182356943 0.070359513274159693 -0.10072662481971117 -0.10153255112346334 -0.1004265583757694 0.10004043834575048 0.03168670046775806 0.051507959902001778 -0.070816931210134965 -0.10027303963876384 0.038892863959732994 0.089089996526120555 -0.10086174760094349 -0.10155591757223655 0.078245608728619534 -0.10133111004401914 0.071400565411256681 -0.10024460422712259 0.10031138577044865 0.065137623437639333 -0.10032131017233759
leaf_weight=0.030810430951534129 0.035385884526476619 0.033435596980780136 0.11617634348658823 0.042056173086166271 0.037056622653835691 0.10242296382784832 0.13198958100383595 0.075388221227967733 0.046955879079177976 0.026591212988932966 0.10522856755414978 0.068154755883370277 0.12220384273678409 0.086321411544304172 0.030234675854444504 0.62167341476151694 0.49243309331359664 0.11251164567238436 0.020413137023518324 0.12132859506527893 0.036064558895304799 0.080336257622548146 0.20090158221682941 0.16679329329053871 0.082815190777182579 0.16172806815302465 0.069780281497514807 0.038590937852859497 0.19619193739345064 0.050573430198710412
leaf_count=41 103 59 56 8 94 4 367 131 2 57 63 108 26 135 6 210 92 99 143 28 13 21 49 24 25 26 45 1 35 127
internal_value=0 0.00166323 0.0026437 0.00356418 0.00251613 0.00366569 0.00172412 -0.0306216 0.00555383 -0.0137098 0.0359733 0.00606827 0.00374988 0.00639606 -0.0484254 0.00887816 0.00161656 0.00850292 0.0136977 -0.00149506 -0.025298 0.00775408 -0.0714818 0.0231229 0.00201868 0.0262761 -0.0119109 0.0309169 0.0386058 -0.0214756
internal_weight=0 3.50716 3.47373 3.44292 3.40086 3.3638 3.26138 0.386153 0.254164 0.207208 0.13182 2.87523 2.75905 2.6909 0.116556 2.57434 1.95267 1.83046 1.71795 1.22552 0.623072 0.363166 0.259906 0.602445 0.435652 0.352837 0.191109 0.0590041 0.28283 0.086638
internal_count=2198 2095 2036 1995 1987 1893 1889 620 253 251 120 1269 1213 1105 141 964 754 728 629 537 389 196 193 148 124 99 73 144 175 140

end of trees

feature_importances:
context_vader=481
context_len=331
topic_3=316
topic_5=256
topic_1=251
topic_0=246
topic_7=204
topic_4=200
topic_2=190
topic_9=182
topic_6=175
topic_8=109
context_questions=59

parameters:
[boosting: gbdt]
[objective: binary]
[metric: binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 100]
[learning_rate: 0.1]
[num_leaves: 31]
[num_threads: 1]
[seed: 42]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: -1]
[min_data_in_leaf: 20]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 1]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 400]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 30056]
[extra_trees: 0]
[extra_seed: 12879]
[early_stopping_round: 0]
[early_stopping_min_delta: 0]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 0]
[lambda_l2: 0]
[linear_lambda: 0]
[min_gain_to_split: 0]
[drop_rate: 0.1]
[max_drop: 50]
[skip_drop: 0.5]
[xgboost_dart_mode: 0]
[uniform_drop: 0]
[drop_seed: 17869]
[top_rate: 0.2]
[other_rate: 0.1]
[min_data_per_group: 100]
[max_cat_threshold: 32]
[cat_l2: 10]
[cat_smooth: 10]
[max_cat_to_onehot: 4]
[top_k: 20]
[monotone_constraints: ]
[monotone_constraints_method: basic]
[monotone_penalty: 0]
[feature_contri: ]
[forcedsplits_filename: ]
[refit_decay_rate: 0.9]
[cegb_tradeoff: 1]
[cegb_penalty_split: 0]
[cegb_penalty_feature_lazy: ]
[cegb_penalty_feature_coupled: ]
[path_smooth: 0]
[interaction_constraints: ]
[verbosity: 1]
[saved_feature_importance_type: 0]
[use_quantized_grad: 0]
[num_grad_quant_bins: 4]
[quant_train_renew_leaf: 0]
[stochastic_rounding: 1]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 175]
[is_enable_sparse: 1]
[enable_bundle: 1]
[use_missing: 1]
[zero_as_missing: 0]
[feature_pre_filter: 1]
[pre_partition: 0]
[two_round: 0]
[header: 0]
[label_column: ]
[weight_column: ]
[group_column: ]
[ignore_column: ]
[categorical_feature: ]
[forcedbins_filename: ]
[precise_float_parser: 0]
[parser_config_file: ]
[objective_seed: 16083]
[num_class: 1]
[is_unbalance: 0]
[scale_pos_weight: 12.4706]
[sigmoid: 1]
[boost_from_average: 1]
[reg_sqrt: 0]
[alpha: 0.9]
[fair_c: 1]
[poisson_max_delta_step: 0.7]
[tweedie_variance_power: 1.5]
[lambdarank_truncation_level: 30]
[lambdarank_norm: 1]
[label_gain: ]
[lambdarank_position_bias_regularization: 0]
[eval_at: ]
[multi_error_top_k: 1]
[auc_mu_weights: ]
[num_machines: 1]
[local_listen_port: 12400]
[time_out: 120]
[machine_list_filename: ]
[machines: ]
[gpu_platform_id: -1]
[gpu_device_id: -1]
[gpu_use_dp: 0]
[num_gpu: 1]

end of parameters

pandas_categorical:[]