From db214d217e2941341587245f77f46caf39702513 Mon Sep 17 00:00:00 2001 From: Maciej Chmielarz Date: Fri, 19 Jan 2024 15:25:32 +0100 Subject: [PATCH] Naprawa kategorycznych, Zmiana zapisywania/wczytywania xgboost --- app/src/components/Hero.jsx | 6 +- app/src/flask-server/labelEncoder.joblib | Bin 0 -> 2582 bytes .../modele/__pycache__/modele.cpython-312.pyc | Bin 0 -> 12327 bytes app/src/flask-server/modele/modele.py | 46 +- app/src/flask-server/server.py | 50 +- app/src/flask-server/xgboost.json | 1 + notebooks/labelEncoder.joblib | Bin 0 -> 2582 bytes notebooks/xgboost.json | 1 + notebooks/xgboost_dla_xG.ipynb | 799 ++++++++++++++++-- 9 files changed, 830 insertions(+), 73 deletions(-) create mode 100644 app/src/flask-server/labelEncoder.joblib create mode 100644 app/src/flask-server/modele/__pycache__/modele.cpython-312.pyc create mode 100644 app/src/flask-server/xgboost.json create mode 100644 notebooks/labelEncoder.joblib create mode 100644 notebooks/xgboost.json diff --git a/app/src/components/Hero.jsx b/app/src/components/Hero.jsx index 20ad951..7c34c5a 100644 --- a/app/src/components/Hero.jsx +++ b/app/src/components/Hero.jsx @@ -25,12 +25,12 @@ const Hero = () => { const handleOneOnOneChange = (event) => { SetoneOnOne(event.target.checked); - sentQuestion() + sentQuestion(); }; const handleAfterAirDuelChange = (event) => { SetafterAirDuele(event.target.checked); - sentQuestion() + sentQuestion(); }; const handleOpenGoalChange = (event) => { @@ -301,7 +301,7 @@ const handleRedirectChange = (event) => { ///Dziwny Blad loadPlayers() if (number_of_shooters_rev.current == 1) { - console.log('Wysyłanie wartości: ', bodyPart, technique, actionType, shooterPossition, gameMinute, firstShot); + //console.log('Wysyłanie wartości: ', bodyPart, technique, actionType, shooterPossition, gameMinute, firstShot); // Użyj backticksów zamiast zwykłych cudzysłowów fetch(`http://127.0.0.1:5000/get_model?shooter=${shooter}&goalkeeper=${goalkeeper}&defenders=${defenders}&strickers=${stricers}&bodyPart=${bodyPart}&technique=${technique}&actionType=${actionType}&shooterPossition=${shooterPossition}&gameMinute=${gameMinute}&shot_first_time=${firstShot}&shot_one_on_one=${oneOnOne}&shot_aerial_won=${afterAirDuel}&shot_open_goal=${openGoal}&shot_follows_dribble=${afterDribbling}&shot_redirect=${redirect}`).then( res => res.json() diff --git a/app/src/flask-server/labelEncoder.joblib b/app/src/flask-server/labelEncoder.joblib new file mode 100644 index 0000000000000000000000000000000000000000..9fb67fa5988ec8829be241e1f810f13ef07e71a5 GIT binary patch literal 2582 zcmd5;U2oeq6pa(Rc9q3VYR8G!uJP87xf@`tTQT%)=+dRd+}TA6ta>Q~N}?k!G$~S4 zG6NmfJ!D+~y^Z}V`)zyME-A$}jPxx)%ZE6+ALKdb@{)XAe)~^p$&PF%Iiwg#){7;M zB@b|t5O&b>FbjByWumkCP=#P#0NsQr_ zrQ>*_v+9U)q`timSy??oETq^=*&*Y{41%zfTy)k7)K!p29)I2$VJVG~D{s1N$mBHfP~J z4<}xXq{=;;Sc#V3d;1k6nUSr|wuGl&>TcA^_iogVu0_}T?Gqi{h<2b9H={f6OV{=V z>DmUuyO=2~I}epY!6Ec<=O+@52&N%uygKuL4_?u5=Q1AQ5oQTF!n2H~)xMZznN2gDyyZGzeasO(#2C6lY`I%tc#22rJS^Mpx!cBn z=59>m=Q-W9$n(GjQn%dA#gr+=+jGmGL+g%(oXr_94)~Q}l>(qdsDO-dwg-$Ui)FX0aivI*7IIy8t zO!quNbkzBoQ;H{|>8^m~Dfgiz%&9rxa*U{G+2r97mJwuj`fzbTGnjxPZyRK7zgyPI zhahX^f@C$cce!LB;8ojXdlKVZlZIo%+510d^uxwEzGB literal 0 HcmV?d00001 diff --git a/app/src/flask-server/modele/__pycache__/modele.cpython-312.pyc b/app/src/flask-server/modele/__pycache__/modele.cpython-312.pyc new file mode 100644 index 0000000000000000000000000000000000000000..29caed1b6ce1d6a0fe8875189e81bdfdfc9bb6b0 GIT binary patch literal 12327 zcmeG?TWlN0cC*X(LzF0rl&zPk7i~(itcRb99b2|6CyuT79mmxTLu*$wX^NDW^g{}j zFsRYkw+1XDK`plzxN=b7%1zMgelgJdJVNg#C;iWK37d83%C8oQ1P; zHqNg3IXEmKfE~OgwnjEXeg49geDRAPe({6)RuJ<4V?2!S=A2iVGZkC~%n>fm1-O!{ z1YE^c0d{k4z|~weU=Qa3TrIj4h24G{s>4Tb&{>1AfSSY*6Iw8IoZ#Y{rl=W=t7# z#*(o{Y#DpZyjqixv| z1T7=e^#UIe_*5($iYFt{RC;P`IuY)UCC|pAXM;A;KAB8K)6rxibVWl?iEa*L!-+9I zlum{s$#DFzXbLAHab9#zgwtc^LKD%%#WXKAj9i>J%L}2G6KP(!#3!PONa)qc$z+00 zq*G-}Pw?RhsDe+4=4fg-nM~vJB|gmEV?@hXGJbI)krG&F)MM*Y(2?#U_9e~9)-bnF=Iq7?Rmt_4C9 z{5x8kdJj;ReB-Rjxw{vgo3i_tovxdQt{++ey9Zho= z7ai^M;k;wRf;;c%Typg09liIP7af~(#?4Q_6f*7F2OZ1{{^6u>IV^C~_G8h=xin<4 zKSz?nL^wWedv%ge_>aWHQ^OHd!ZaptGB9HTps!^cVC`!e!(LyNJ}TvBc4v0SP;*sM zUuA}*vBzmrwDzbkA;-$E$jqKJb}&sb91N=xyz~Zm>5Yo~V1#7IEhfVNumA=CBY+9O z3}6AU0@wiT01f~rKm~vcpc0@8zzt9h-~p%s@B;V%Y5~>&tOck8s0U~OXar~iSO?$- zXa;BjXaxuWtOsZVXb0E;5CrG|=mh8j*a*-KunC|CpckMIpdVl}z!re50NVhz1MC18 z0C)jlC%`U%7Xb!i_@b;zX}8RP@@kn@pR)Jp^tLDFRZC~4L8;xOQ=s(5=QGfl`m6jU7VFp z=r%f`H_PSflT)UCn9v;~)6OfAv&m#C-5pCM6Vsk}_$)84dGfTrTQrxZ=L%(dPvDH{ zNu5ikLuZrRRA@3Rq(d5Jnjbrth+eqJOH3D)OixXg@|83{9u-pQP&x`#Ner0hLojQ> zqr?dFLNpu?T}~!Msfr}b0dxToYoscY@p$rbD#QuVvu9yBsi0h(w*`JIEwWd7MRuxJ ztWQYmN^(3j2@?n}q(Vt$St(PPmRA)zyNgzN`4Sthlqyj4LkD0vJJ0izydZj>E!|#@ z*;|g;SB}}QVai5@%BpYHNXl&sZ7Ijxs$nX1mi_k~V$HKH>g_4Z)f%PLTGo86rHZ81 zQiWO8(rx9;*Sc9z*P5>|!TbgouXGfY@5E3|f+DHZiJe%6t8J4~YgzNPmMW53OBH5WOQ92$zgHx+ZdRCD z^A#qTU*=uYR;sjgo93NW^fm9SIvC273RN(328}{1JcM>c0Yq)cwFoUpuPWMvydFi! zEUZU*1EL_J4n&=Zx)9;cM8HMvG45P~ZqZVjkHw192lnoR4PPoc9)+pJjsZ%DZu$h= zuFx&4P=ge%fPxPZu4Mu)UZO26gcGT8*g1)2+)Pfw{x+IOi>65dA7&0&DFIgrp$<@R zuckHFJWXq#--3-O+>J7NwJhLMY4XxkUY8P#5v;E7qikz!; z(bksj|He^qbLaJ)E5zG8%seGt=K&_WrP%Fl*~`oaiUgkv8>MG%$DtB25|)U9xu$49 zk%F(iM6BN`5s%E?q6v#0)wWAS(M&A$MGNwPZ0u0Tu5N|w=_`>|VrePbsH~N=?Jkja zVsRE7lxrt0pF*zLTq2#sQdg{?0#4GfNg;cOm=f(miApNrLJ65f35l*k2{)CfLJ65f z35l*o2@jR1CJj9b**DCT=o*ypQi&R@Lng5fiT0sHEtT-0giNA@M6W@KwNzpa{){ZBqXt%^}!#dijL>ty2lURpD2T)=?l?b4OOrnHDZ@_;EQi%t14u7Gkum5QDw`TVgOa6n!MnxkAic`re5JUS z3Y+aMP-tu|?q!I-eTA3;+rK3y|BmnMWMB{TcfNlz{C$1VOGQog1}HK%KJ`KNn)m9? zWrOva_h!TOhKB|pya5mu+Z*%t#yNh`-Zp}UaeQf>+mpn)_Rcf%zS<=cWRi;V~cBVl}rXfVa;}n{nQ>R-~r&Uv@TdrqS zoocAbX2{1j#Wq$Ggc@`uhO|eqL+c%ttMLwJpQ#4$WEjZ{Gc`a_Kg@VD)tu=(>!hVZiDGgi_ByNvUsuk`EE&Lj^ocFmM&v zgHj7U^7d8v%2oNQReATSe6=pmK4XtZS8m{Hba_^?OtFuZdO(xc z+skr#ds$9zFU#reWjVdQEcbkSSx#>+9@ZF2Hd0S&e5&Rp8`ZpIqnej&RP&OJYF@HY z%}X|_d8v=pykw)AmwYPcWuK~fN=cpt`&mwJuk1rrUT>f5L$zFQpWNqax!ykcpsTXn zy`ScArSf@)E4cH7gCXyS%*@(MWo9joqH>2VoKK!jPztp&u2`9)mQ1BAr|sQXD=4f= zoJ*F3Lz&uo{$Jjl{{j1Qx_^KE=3L#9tK0PdgUvaHaB7@&j}@6KA~Q8@ zIv-9C_@`~$6y8jv2K;d8V}aA7B%DJFZ-UN=;m1}~#hLxF5fR2+k8vS>Y(a#l|Bo@$ z37VfD1&Y=&xS@z7g{ffms<=(8I-g8j=7sdd*iiBiUZ{vRxQFPYmm@+1Di;l@v>-Z> zshmR9q>@5GI*|F{fJzFP)|3sILYMl4tDt=gAob7Cl@K+V30#3xLCDmc-Lfo4 zM84(&5E1#DFF{1~w2!!&<|2y~f$X+rPwV{QMNeOLmxikH&(|$hb!7*zF7I6Jy!%ew zLhXI`y}E~v%}^=q{c1nxpS}40K;G8)(9pE(s++q!f8oyb!sYuH?oB^*4P>{YQ2hs~ zx$W=I0RERsf8$vw@y6RlHCnPa63l zQGm_6ffDt>645yz5sxgsq6v#0)dnO2_PADG(Skf6YdaNk<3NeD5^LqP3-3-BZB)og zYU<~DZw)Bfbuwuu*4Cnf3fW0pP$4_}OQe%n+lm!bz)1rA_j~j0TkePR5FklR7qNP0 zkLE44b4(uEP)Q|S5QQ!@=NrIPc?d;hX5a2lF64U$A2jEChf2&Uy}FyKSLxMdrcPaA zR_oP0RJ~fSE;DuN60=6H?xpHAsNRxq*tihRLv$!HeR|1SD(Tbzk<8Tnk;Gi1S6@rj z*XY${rcPaA*6G#jsd}AWU1s*a_(?e5v*&?3-?OhMF&p&ija0n}J9Zr<{rd9e5>wZQ zGE--r#B9;4w^DV8W3@v-X6meym~DFXcB!vh1k5x#Rkd*`ssJtrK%c z=d16Wnh)Q3CGTCo=-7}mZjhRQ^~p(T0-luqcoQ-j)8RW6!w)uul^P=a8mfhZbLDgx zuHyRODy}buM&JrAt<{yduK|#^Ho{FP{th4&0HikT>|Eci$UJjvbpF^v%iY%&F5Eqo z_x3D0dUM9!XZuGvEcpZ~`LV`v5CBhuJD{J~Qa?$}qdDv+&WO#OhP!=vn?A!rh+{er zV?ywxK|)I9KJ)>{L16+yq8V2GP^jEzJ(|N7L&gAO!aNdr>EEYo{`x@U9y&OL>rhkV z&ACI~8~@U=hi+-X!+#1)(Fk9$B;bRVsA%Ev>kmE!B@<90Bxtb^=2D^oiuCRmrceaY z_W&t8^HyDcVs7x(>3R43;N6-9_rkGzzWdGh9Qo${`{(n`gL&`XMaRDEP@%DTe(=vv z-`IR}+x2a;Cw~3n!shJIvfXvF>w4F0dePpH-B)n9vInI;!go_nN*|$x_@2hJr6noN z;TD8uGtg5*@X&lxxsos?Pj3GCgjPMqMXW5bOnXaHgG^HlvQMe6( z4{Z1ZCz{6Lk|hm%M;t#_I-Z8Rk_g5h?J)5RTrm373F+3@sLTyNkYd zL9b|*zR;7tdoxdl6I?hYT^{1}K^Gd)1m8$ZPDxG(16TB>&c`9fOmxFnWbg^x7!P-m ziHLOj*o126Dj|mGDk8dq($xtkacOR$ZwK|!pCAv9wdutFy>%ztWnPT)FADd7hr>OU z0}Q4!%-5v$E8_W@c)uc!uSoS*#Pv1lSuvZKEyXH~cKY__PIHCstqt|bY=VD9e68Uq9pH#!P9e;c2Z!YDIpIkcrdj9z9vM#Mr&ioGy+|>K~ zOZP5)y7%+p&xU`Vfu$OxCPt!5k%@d{qEIq>^o^y_v-#1pPdeXXn9VD18(zmphGiMw dik)GCD`tl2TQM7%$`z-H@jY=_88_|m{|2`d5Geov literal 0 HcmV?d00001 diff --git a/app/src/flask-server/modele/modele.py b/app/src/flask-server/modele/modele.py index 3b890bf..ca15111 100644 --- a/app/src/flask-server/modele/modele.py +++ b/app/src/flask-server/modele/modele.py @@ -3,6 +3,8 @@ import pandas as pd from math import sqrt import math import numpy as np +import xgboost +from sklearn.preprocessing import OrdinalEncoder # Funkcja zwraca prawdopodobieństwo zdobycia gola def LogisticRegression_predict_proba(position_x, position_y, distance_to_goalM, angle, match_minute, Number_Intervening_Opponents, Number_Intervening_Teammates, isFoot, isHead): @@ -35,8 +37,12 @@ def xgboost_predict_proba(minute=0, position_name='Center Forward', shot_body_pa y_player_teammate_7=np.nan, y_player_teammate_8=np.nan, y_player_teammate_9=np.nan, y_player_teammate_10=np.nan, x_player_opponent_7=np.nan, y_player_opponent_7=np.nan, x_player_teammate_Goalkeeper=np.nan, y_player_teammate_Goalkeeper=np.nan): - - model = load('xgboost.joblib') + + model = xgboost.XGBClassifier() + model.load_model('xgboost.json') + + enc = OrdinalEncoder() + enc = load('labelEncoder.joblib') X_new = pd.DataFrame(columns=['minute', 'position_name', 'shot_body_part_name', 'shot_technique_name', 'shot_type_name', 'shot_first_time', 'shot_one_on_one', @@ -83,21 +89,40 @@ def xgboost_predict_proba(minute=0, position_name='Center Forward', shot_body_pa y_player_teammate_7, y_player_teammate_8, y_player_teammate_9, y_player_teammate_10, x_player_opponent_7, y_player_opponent_7, x_player_teammate_Goalkeeper, y_player_teammate_Goalkeeper] - + X_new[['position_name', + 'shot_technique_name', + 'shot_type_name', + 'shot_body_part_name']] = enc.transform(X_new[['position_name', 'shot_technique_name', 'shot_type_name', 'shot_body_part_name']], ) + + X_new[['minute', + 'position_name', 'shot_technique_name', 'shot_type_name', 'number_of_players_opponents', 'number_of_players_teammates', - 'shot_body_part_name']] = X_new[['position_name', + 'shot_body_part_name']] = X_new[['minute', + 'position_name', 'shot_technique_name', 'shot_type_name', 'number_of_players_opponents', 'number_of_players_teammates', - 'shot_body_part_name']].astype('category') - - X_new['minute'] = X_new['minute'].astype(int) + 'shot_body_part_name']].astype(int) +# X_new[['minute', +# 'position_name', +# 'shot_technique_name', +# 'shot_type_name', +# 'number_of_players_opponents', +# 'number_of_players_teammates', +# 'shot_body_part_name']] = X_new[['minute', +# 'position_name', +# 'shot_technique_name', +# 'shot_type_name', +# 'number_of_players_opponents', +# 'number_of_players_teammates', +# 'shot_body_part_name']].astype('category') + X_new[['shot_first_time', 'shot_one_on_one', 'shot_aerial_won', @@ -108,8 +133,11 @@ def xgboost_predict_proba(minute=0, position_name='Center Forward', shot_body_pa 'shot_aerial_won', 'shot_open_goal', 'shot_follows_dribble', - 'shot_redirect']].astype(bool) - + 'shot_redirect']].astype(int) + print(X_new) + print(X_new.dtypes) + + return model.predict_proba(X_new)[0][1].round(3) #XgBoost_2 diff --git a/app/src/flask-server/server.py b/app/src/flask-server/server.py index 9893f92..1478414 100644 --- a/app/src/flask-server/server.py +++ b/app/src/flask-server/server.py @@ -91,7 +91,7 @@ def get_model(): atakujacy_macierz = zmienWMaciez(atakujacy_lista) if gameMinute == "": - gameMinute = 1 # to change + gameMinute = 1.0 # to change print("wspolrzedne obroncow: ", obroncy) print("wspolrzedne atakujacych: ", atakujacy) @@ -124,11 +124,15 @@ def get_model(): posortowani_atakujacy = sort_coordinates_by_distance(atakujacy_macierz, [shooter_x, shooter_y]) print("Posortowani obroncy: ", posortowani_obroncy) - print("Posortowani atakujacy: ", posortowani_atakujacy) - - number_of_players_opponents = np.sum(~np.isnan(posortowani_obroncy).all(axis=1)) - number_of_players_teammates = np.sum(~np.isnan(posortowani_atakujacy).all(axis=1)) + print("Posortowani atakujacy: ", posortowani_atakujacy) + + + number_of_players_opponents = float(np.sum(~np.isnan(posortowani_obroncy).all(axis=1))) + number_of_players_teammates = float(np.sum(~np.isnan(posortowani_atakujacy).all(axis=1))) + + print("Liczba obroncow:", number_of_players_opponents) + print("Liczba atakujacych:", number_of_players_teammates) ## add angle, match minutes and number of players def loc2angle(x, y): @@ -155,8 +159,42 @@ def get_model(): print("bramkarz:", goalkepper_x, goalkepper_y) + if shot_first_time == 'true': + shot_first_time = True + else: + shot_first_time = False + if shot_one_on_one == 'true': + shot_one_on_one = True + else: + shot_one_on_one = False + if shot_aerial_won == 'true': + shot_aerial_won = True + else: + shot_aerial_won = False + if shot_open_goal == 'true': + shot_open_goal = True + else: + shot_open_goal = False + if shot_follows_dribble == 'true': + shot_follows_dribble = True + else: + shot_follows_dribble = False + if shot_redirect == 'true': + shot_redirect = True + else: + shot_redirect = False + + #### CHECKLIST + print('CHECKLISTA') + print('shot_first_time', shot_first_time) + print('shot_one_on_one', shot_one_on_one) + print('shot_aerial_won', shot_aerial_won) + print('shot_open_goal', shot_open_goal) + print('shot_follows_dribble', shot_follows_dribble) + print('shot_redirect', shot_redirect) + # MODEL XGBOOST - response = xgboost_predict_proba(minute=gameMinute, + response = xgboost_predict_proba(minute=int(gameMinute), #minute=0, position_name=position_name, shot_body_part_name=body_part, shot_technique_name=technique, diff --git a/app/src/flask-server/xgboost.json b/app/src/flask-server/xgboost.json new file mode 100644 index 0000000..c028843 --- /dev/null +++ b/app/src/flask-server/xgboost.json @@ -0,0 +1 @@ +{"learner":{"attributes":{"scikit_learn":"{\"_estimator_type\": \"classifier\"}"},"feature_names":["minute","position_name","shot_body_part_name","shot_technique_name","shot_type_name","shot_first_time","shot_one_on_one","shot_aerial_won","shot_open_goal","shot_follows_dribble","shot_redirect","x1","y1","number_of_players_opponents","number_of_players_teammates","angle","distance","x_player_opponent_Goalkeeper","x_player_opponent_8","x_player_opponent_1","x_player_opponent_2","x_player_opponent_3","x_player_teammate_1","x_player_opponent_4","x_player_opponent_5","x_player_opponent_6","x_player_teammate_2","x_player_opponent_9","x_player_opponent_10","x_player_opponent_11","x_player_teammate_3","x_player_teammate_4","x_player_teammate_5","x_player_teammate_6","x_player_teammate_7","x_player_teammate_8","x_player_teammate_9","x_player_teammate_10","y_player_opponent_Goalkeeper","y_player_opponent_8","y_player_opponent_1","y_player_opponent_2","y_player_opponent_3","y_player_teammate_1","y_player_opponent_4","y_player_opponent_5","y_player_opponent_6","y_player_teammate_2","y_player_opponent_9","y_player_opponent_10","y_player_opponent_11","y_player_teammate_3","y_player_teammate_4","y_player_teammate_5","y_player_teammate_6","y_player_teammate_7","y_player_teammate_8","y_player_teammate_9","y_player_teammate_10","x_player_opponent_7","y_player_opponent_7","x_player_teammate_Goalkeeper","y_player_teammate_Goalkeeper"],"feature_types":["c","c","c","c","c","i","i","i","i","i","i","float","float","c","c","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float"],"gradient_booster":{"model":{"gbtree_model_param":{"num_parallel_tree":"1","num_trees":"300"},"iteration_indptr":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,177,178,179,180,181,182,183,184,185,186,187,188,189,190,191,192,193,194,195,196,197,198,199,200,201,202,203,204,205,206,207,208,209,210,211,212,213,214,215,216,217,218,219,220,221,222,223,224,225,226,227,228,229,230,231,232,233,234,235,236,237,238,239,240,241,242,243,244,245,246,247,248,249,250,251,252,253,254,255,256,257,258,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,274,275,276,277,278,279,280,281,282,283,284,285,286,287,288,289,290,291,292,293,294,295,296,297,298,299,300],"tree_info":[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],"trees":[{"base_weights":[-4.154124E-1,4.393111E-2,-4.7478202E-1,4.5770474E-2,-8.749532E-1,-5.396341E-4,3.6622114E-2,-5.852374E-3,-9.582006E-3],"categories":[1,2,3,4,5,6,7,8,9,10,11],"categories_nodes":[0],"categories_segments":[0],"categories_sizes":[11],"default_left":[1,0,0,0,0,0,0,0,0],"id":0,"left_children":[1,-1,3,5,7,-1,-1,-1,-1],"loss_changes":[1.2818271E3,0E0,9.226451E2,6.948386E2,5.9833008E1,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,2,2,3,3,4,4],"right_children":[2,-1,4,6,8,-1,-1,-1,-1],"split_conditions":[NaN,4.393111E-2,1.5502903E1,1E0,1.8539688E1,-5.396341E-4,3.6622114E-2,-5.852374E-3,-9.582006E-3],"split_indices":[13,0,16,8,16,0,0,0,0],"split_type":[1,0,0,0,0,0,0,0,0],"sum_hessian":[4.481767E3,5.3770103E1,4.427997E3,1.9249113E3,2.503086E3,1.8742095E3,5.07017E1,5.604949E2,1.9425911E3],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"9","size_leaf_vector":"1"}},{"base_weights":[-4.1237658E-1,3.7975055E-1,-7.6747537E-1,4.1353736E0,2.0913559E-1,-4.3118128E-1,-9.4539547E-1,4.2082194E-2,2.6115323E-3,7.55139E-4,3.499178E-2,4.812084E-4,-6.005532E-3,-9.553988E-3,1.237325E-3],"categories":[1,3,4,5,6,7,8,9,10,11,7,8,9,10,11],"categories_nodes":[1,5],"categories_segments":[0,10],"categories_sizes":[10,5],"default_left":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"id":1,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.2578374E3,8.8626874E2,1.8431335E2,1.5865234E1,5.824009E2,8.6895096E1,2.170288E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,1.67E1,1E0,NaN,1E0,4.2082194E-2,2.6115323E-3,7.55139E-4,3.499178E-2,4.812084E-4,-6.005532E-3,-9.553988E-3,1.237325E-3],"split_indices":[16,13,16,19,8,13,6,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.4697437E3,1.3834904E3,3.0862534E3,5.9109856E1,1.3243805E3,1.06904E3,2.0172135E3,5.7934326E1,1.1755321E0,1.2736744E3,5.0706028E1,2.7931845E2,7.897216E2,1.9986196E3,1.8593893E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.0936476E-1,3.7508038E-1,-7.636134E-1,3.9914389E0,2.0678346E-1,-4.2807242E-1,-9.4173044E-1,4.0598057E-2,2.5950584E-3,7.472278E-4,3.390545E-2,4.7626495E-4,-5.9687626E-3,-9.517572E-3,1.224648E-3],"categories":[1,3,4,5,6,7,8,9,10,11,7,8,9,10,11],"categories_nodes":[1,5],"categories_segments":[0,10],"categories_sizes":[10,5],"default_left":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"id":2,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.2393174E3,8.438119E2,1.8319336E2,1.46779785E1,5.577374E2,8.5713715E1,2.1520264E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,1.67E1,1E0,NaN,1E0,4.0598057E-2,2.5950584E-3,7.472278E-4,3.390545E-2,4.7626495E-4,-5.9687626E-3,-9.517572E-3,1.224648E-3],"split_indices":[16,13,16,19,8,13,6,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.4577324E3,1.3867861E3,3.070946E3,6.0657757E1,1.3261283E3,1.0660673E3,2.0048789E3,5.948025E1,1.1775033E0,1.2742948E3,5.1833572E1,2.794052E2,7.866621E2,1.98627E3,1.8608786E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.0637687E-1,3.7049276E-1,-7.5976676E-1,3.8578231E0,2.0446399E-1,-4.2498076E-1,-9.380817E-1,3.9221697E-2,2.578692E-3,7.3940476E-4,3.288613E-2,4.7137513E-4,-5.9321397E-3,-9.481318E-3,1.2121099E-3],"categories":[1,3,4,5,6,7,8,9,10,11,7,8,9,10,11],"categories_nodes":[1,5],"categories_segments":[0,10],"categories_sizes":[10,5],"default_left":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"id":3,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.2210771E3,8.045952E2,1.8207996E2,1.3618835E1,5.3468646E2,8.45464E1,2.1339111E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,1.67E1,1E0,NaN,1E0,3.9221697E-2,2.578692E-3,7.3940476E-4,3.288613E-2,4.7137513E-4,-5.9321397E-3,-9.481318E-3,1.2121099E-3],"split_indices":[16,13,16,19,8,13,6,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.4457295E3,1.3899982E3,3.055731E3,6.2158653E1,1.3278396E3,1.063116E3,1.9926151E3,6.097919E1,1.1794634E0,1.2749084E3,5.2931118E1,2.7949106E2,7.8362494E2,1.9739916E3,1.8623531E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.0341258E-1,3.6598504E-1,-7.559352E-1,3.7334435E0,2.021763E-1,-4.219062E-1,-9.3444884E-1,3.794166E-2,2.5624346E-3,7.3166605E-4,3.1927705E-2,4.6653624E-4,-5.895662E-3,-9.445224E-3,1.19971E-3],"categories":[1,3,4,5,6,7,8,9,10,11,7,8,9,10,11],"categories_nodes":[1,5],"categories_segments":[0,10],"categories_sizes":[10,5],"default_left":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"id":4,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.2031111E3,7.6827344E2,1.809729E2,1.2670532E1,5.1310004E2,8.3392944E1,2.115979E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,1.67E1,1E0,NaN,1E0,3.794166E-2,2.5624346E-3,7.3166605E-4,3.1927705E-2,4.6653624E-4,-5.895662E-3,-9.445224E-3,1.19971E-3],"split_indices":[16,13,16,19,8,13,6,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.4337383E3,1.393129E3,3.0406091E3,6.361372E1,1.3295153E3,1.0601862E3,1.9804231E3,6.243231E1,1.1814117E0,1.2755159E3,5.3999344E1,2.7957605E2,7.806101E2,1.9617849E3,1.8638126E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.0047142E-1,3.6155504E-1,-7.521184E-1,3.6173651E0,1.999198E-1,-4.188486E-1,-9.308313E-1,3.6748085E-2,2.5462853E-3,7.240115E-4,3.1024804E-2,4.6174813E-4,-5.8593284E-3,1.2074515E-3,-9.409968E-3],"categories":[1,3,4,5,6,7,8,9,10,11,7,8,9,10,11,0,1,2,4,5,6],"categories_nodes":[1,5,6],"categories_segments":[0,10,15],"categories_sizes":[10,5,6],"default_left":[0,1,0,1,0,1,1,0,0,0,0,0,0,0,0],"id":5,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.1854138E3,7.34548E2,1.7987207E2,1.1817932E1,4.9284717E2,8.2253174E1,2.116504E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,1.67E1,1E0,NaN,NaN,3.6748085E-2,2.5462853E-3,7.240115E-4,3.1024804E-2,4.6174813E-4,-5.8593284E-3,1.2074515E-3,-9.409968E-3],"split_indices":[16,13,16,19,8,13,3,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[4.4217603E3,1.3961803E3,3.02558E3,6.502406E1,1.3311561E3,1.0572776E3,1.9683025E3,6.3840714E1,1.1833487E0,1.2761173E3,5.5038918E1,2.796602E2,7.7761743E2,1.8741005E1,1.9495615E3],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.9755285E-1,3.5720086E-1,-7.483156E-1,3.5087748E0,1.976941E-1,-4.1580784E-1,-9.2722785E-1,3.5632405E-2,2.5302416E-3,7.164417E-4,3.017264E-2,4.5701143E-4,-5.8231377E-3,-9.373855E-3,1.2753343E-3],"categories":[1,3,4,5,6,7,8,9,10,11,7,8,9,10,11],"categories_nodes":[1,5],"categories_segments":[0,10],"categories_sizes":[10,5],"default_left":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"id":6,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.1679802E3,7.031598E2,1.7877661E2,1.1048645E1,4.738119E2,8.112703E1,2.1089233E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,1.67E1,1E0,NaN,1E0,3.5632405E-2,2.5302416E-3,7.164417E-4,3.017264E-2,4.5701143E-4,-5.8231377E-3,-9.373855E-3,1.2753343E-3],"split_indices":[16,13,16,19,8,13,6,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.4098003E3,1.3991534E3,3.0106467E3,6.639077E1,1.3327627E3,1.0543904E3,1.9562562E3,6.520549E1,1.1852744E0,1.2767123E3,5.6050484E1,2.7974344E2,7.7464685E2,1.9377069E3,1.854931E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.946569E-1,3.5292032E-1,-7.445276E-1,3.4069617E0,1.9549842E-1,-4.1278398E-1,-9.236399E-1,3.458715E-2,2.5143041E-3,7.089541E-4,2.936698E-2,4.523231E-4,-5.7870904E-3,1.2828029E-3,-9.338894E-3],"categories":[1,3,4,5,6,7,8,9,10,11,7,8,9,10,11,0,1,2,4,5,6],"categories_nodes":[1,5,6],"categories_segments":[0,10,15],"categories_sizes":[10,5,6],"default_left":[0,1,0,1,0,1,1,0,0,0,0,0,0,0,0],"id":7,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.1508066E3,6.738828E2,1.7768713E2,1.0352173E1,4.5589136E2,8.0014206E1,2.1093262E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,1.67E1,1E0,NaN,NaN,3.458715E-2,2.5143041E-3,7.089541E-4,2.936698E-2,4.523231E-4,-5.7870904E-3,1.2828029E-3,-9.338894E-3],"split_indices":[16,13,16,19,8,13,3,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[4.397855E3,1.4020505E3,2.9958047E3,6.7714905E1,1.3343357E3,1.0515243E3,1.9442803E3,6.652771E1,1.1871886E0,1.277301E3,5.7034687E1,2.7982593E2,7.716984E2,1.8650518E1,1.9256298E3],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.917829E-1,3.4871158E-1,-7.407531E-1,2.4748697E0,1.3123068E-1,-4.0977684E-1,-9.2006516E-1,3.383715E-2,1.528857E-2,2.203762E-4,2.7756464E-2,4.4768536E-4,-5.751185E-3,-9.303076E-3,1.3497344E-3],"categories":[1,5,6,7,8,9,10,11,0,1,2,3,7,8,9,10,11],"categories_nodes":[1,3,5],"categories_segments":[0,8,12],"categories_sizes":[8,4,5],"default_left":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"id":8,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.1338877E3,6.4974927E2,1.7660242E2,1.0694519E2,3.6852173E2,7.8914734E1,2.1018066E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,NaN,1E0,NaN,1E0,3.383715E-2,1.528857E-2,2.203762E-4,2.7756464E-2,4.4768536E-4,-5.751185E-3,-9.303076E-3,1.3497344E-3],"split_indices":[16,13,16,4,8,13,6,0,0,0,0,0,0,0,0],"split_type":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.385932E3,1.4048733E3,2.9810588E3,1.2940376E2,1.2754695E3,1.0486794E3,1.9323794E3,6.4684135E1,6.4719635E1,1.2258597E3,4.96098E1,2.799075E2,7.68772E2,1.913917E3,1.846241E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.889277E-1,3.4457752E-1,-7.36993E-1,2.4167147E0,1.298355E-1,-4.067864E-1,-9.165053E-1,3.2904632E-2,1.4995275E-2,2.181426E-4,2.7068762E-2,4.4309787E-4,-5.7154223E-3,1.3569356E-3,-9.268398E-3],"categories":[1,5,6,7,8,9,10,11,0,1,2,3,7,8,9,10,11,0,1,2,4,5,6],"categories_nodes":[1,3,5,6],"categories_segments":[0,8,12,17],"categories_sizes":[8,4,5,6],"default_left":[0,1,0,1,0,1,1,0,0,0,0,0,0,0,0],"id":9,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.1172349E3,6.2649255E2,1.7552344E2,1.0102289E2,3.5554193E2,7.782843E1,2.1020752E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,NaN,1E0,NaN,NaN,3.2904632E-2,1.4995275E-2,2.181426E-4,2.7068762E-2,4.4309787E-4,-5.7154223E-3,1.3569356E-3,-9.268398E-3],"split_indices":[16,13,16,4,8,13,3,0,0,0,0,0,0,0,0],"split_type":[0,1,0,1,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[4.3740376E3,1.4076328E3,2.9664045E3,1.3121635E2,1.2764165E3,1.0458557E3,1.920549E3,6.587433E1,6.534202E1,1.2260336E3,5.038291E1,2.7998822E2,7.658675E2,1.8562006E1,1.9019869E3],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.8609385E-1,3.405113E-1,-7.3324597E-1,2.3612332E0,1.284575E-1,-4.038126E-1,-9.129579E-1,3.202596E-2,1.4711249E-2,2.1593196E-4,2.641458E-2,4.385565E-4,-5.6798E-3,-9.232861E-3,1.4229116E-3],"categories":[1,5,6,7,8,9,10,11,0,1,2,3,7,8,9,10,11],"categories_nodes":[1,3,5],"categories_segments":[0,8,12],"categories_sizes":[8,4,5],"default_left":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"id":10,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.1008262E3,6.044502E2,1.7444897E2,9.562671E1,3.4324152E2,7.675505E1,2.0946045E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,NaN,1E0,NaN,1E0,3.202596E-2,1.4711249E-2,2.1593196E-4,2.641458E-2,4.385565E-4,-5.6798E-3,-9.232861E-3,1.4229116E-3],"split_indices":[16,13,16,4,8,13,6,0,0,0,0,0,0,0,0],"split_type":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.362168E3,1.410321E3,2.9518467E3,1.3298009E2,1.277341E3,1.0430531E3,1.9087937E3,6.7026375E1,6.595372E1,1.2262056E3,5.113529E1,2.8006818E2,7.629849E2,1.8904163E3,1.8377401E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.832814E-1,3.365112E-1,-7.295129E-1,2.308239E0,1.2709649E-1,-4.008553E-1,-9.094246E-1,3.1196529E-2,1.4436039E-2,2.1374493E-4,2.5791474E-2,1.6434763E-2,-4.362452E-3,1.4298497E-3,-9.1984505E-3],"categories":[1,5,6,7,8,9,10,11,0,1,2,3,0,1,2,4,5,6,0,1,2,4,5,6],"categories_nodes":[1,3,5,6],"categories_segments":[0,8,12,18],"categories_sizes":[8,4,6,6],"default_left":[0,1,0,1,0,1,1,0,0,0,0,0,0,0,0],"id":11,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.0846592E3,5.835347E2,1.7338013E2,9.069769E1,3.315704E2,7.605156E1,2.0947388E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,NaN,1E0,NaN,NaN,3.1196529E-2,1.4436039E-2,2.1374493E-4,2.5791474E-2,1.6434763E-2,-4.362452E-3,1.4298497E-3,-9.1984505E-3],"split_indices":[16,13,16,4,8,3,3,0,0,0,0,0,0,0,0],"split_type":[0,1,0,1,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[4.3503203E3,1.4129395E3,2.9373809E3,1.3469614E2,1.2782433E3,1.0402714E3,1.8971094E3,6.81412E1,6.655495E1,1.2263759E3,5.1867393E1,1.6928715E1,1.02334265E3,1.8475445E1,1.8786339E3],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.8048497E-1,3.325755E-1,-7.257845E-1,2.2575636E0,1.2575212E-1,-3.9789462E-1,-9.0590316E-1,3.041226E-2,1.4169243E-2,2.1158067E-4,2.519721E-2,4.691636E-4,-5.6177643E-3,-9.163179E-3,1.4948674E-3],"categories":[1,5,6,7,8,9,10,11,0,1,2,3,7,8,9,10,11],"categories_nodes":[1,3,5],"categories_segments":[0,8,12],"categories_sizes":[8,4,5],"default_left":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"id":12,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.0687128E3,5.6366675E2,1.7232947E2,8.618414E1,3.2048328E2,7.573067E1,2.0872803E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,NaN,1E0,NaN,1E0,3.041226E-2,1.4169243E-2,2.1158067E-4,2.519721E-2,4.691636E-4,-5.6177643E-3,-9.163179E-3,1.4948674E-3],"split_indices":[16,13,16,4,8,13,6,0,0,0,0,0,0,0,0],"split_type":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.338509E3,1.4154897E3,2.923019E3,1.3636555E2,1.2791243E3,1.0375184E3,1.8855005E3,6.921968E1,6.7145874E1,1.2265446E3,5.257969E1,2.795292E2,7.5798926E2,1.8672062E3,1.829426E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.7771407E-1,3.287025E-1,-7.2207725E-1,2.2090526E0,1.2442401E-1,-3.9496973E-1,-9.023951E-1,2.9669497E-2,1.3910462E-2,2.0943774E-4,2.4629785E-2,4.643482E-4,-5.5825287E-3,1.5015464E-3,-9.129023E-3],"categories":[1,5,6,7,8,9,10,11,0,1,2,3,7,8,9,10,11,0,1,2,4,5,6],"categories_nodes":[1,3,5,6],"categories_segments":[0,8,12,17],"categories_sizes":[8,4,5,6],"default_left":[0,1,0,1,0,1,1,0,0,0,0,0,0,0,0],"id":13,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.0530144E3,5.447742E2,1.712699E2,8.204138E1,3.099391E2,7.467868E1,2.0873047E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,NaN,1E0,NaN,NaN,2.9669497E-2,1.3910462E-2,2.0943774E-4,2.4629785E-2,4.643482E-4,-5.5825287E-3,1.5015464E-3,-9.129023E-3],"split_indices":[16,13,16,4,8,13,3,0,0,0,0,0,0,0,0],"split_type":[0,1,0,1,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[4.326717E3,1.4179734E3,2.9087437E3,1.3798943E2,1.2799839E3,1.0347803E3,1.8739634E3,7.0262726E1,6.77267E1,1.2267113E3,5.3272602E1,2.796138E2,7.551664E2,1.8390799E1,1.8555725E3],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.7496328E-1,3.2489067E-1,-7.1838236E-1,2.1625657E0,1.2311198E-1,-3.920612E-1,-8.988983E-1,2.896497E-2,1.3659339E-2,2.0731667E-4,2.4087373E-2,1.6158871E-2,-4.2741746E-3,-9.094005E-3,1.5656025E-3],"categories":[1,5,6,7,8,9,10,11,0,1,2,3,0,1,2,4,5,6],"categories_nodes":[1,3,5],"categories_segments":[0,8,12],"categories_sizes":[8,4,6],"default_left":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"id":14,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.037544E3,5.26791E2,1.7021411E2,7.823041E1,2.9990054E2,7.403151E1,2.0798706E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,NaN,1E0,NaN,1E0,2.896497E-2,1.3659339E-2,2.0731667E-4,2.4087373E-2,1.6158871E-2,-4.2741746E-3,-9.094005E-3,1.5656025E-3],"split_indices":[16,13,16,4,8,3,6,0,0,0,0,0,0,0,0],"split_type":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.314956E3,1.420392E3,2.894564E3,1.3956879E2,1.2808231E3,1.0320626E3,1.8625013E3,7.127118E1,6.82976E1,1.2268766E3,5.394657E1,1.7084759E1,1.01497784E3,1.8442883E3,1.8212957E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.7222794E-1,3.2113853E-1,-7.146922E-1,2.117974E0,1.21815726E-1,-3.8914877E-1,-8.954141E-1,2.8295752E-2,1.3415528E-2,2.0521686E-4,2.35683E-2,4.938834E-4,-5.521264E-3,1.5720255E-3,-9.060088E-3],"categories":[1,5,6,7,8,9,10,11,0,1,2,3,7,8,9,10,11,0,1,2,4,5,6],"categories_nodes":[1,3,5,6],"categories_segments":[0,8,12,17],"categories_sizes":[8,4,5,6],"default_left":[0,1,0,1,0,1,1,0,0,0,0,0,0,0,0],"id":15,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.02228357E3,5.0965735E2,1.6917761E2,7.471716E1,2.9033368E2,7.366998E1,2.0797363E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,NaN,1E0,NaN,NaN,2.8295752E-2,1.3415528E-2,2.0521686E-4,2.35683E-2,4.938834E-4,-5.521264E-3,1.5720255E-3,-9.060088E-3],"split_indices":[16,13,16,4,8,13,3,0,0,0,0,0,0,0,0],"split_type":[0,1,0,1,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[4.3032334E3,1.4227468E3,2.8804866E3,1.4110464E2,1.2816422E3,1.0293752E3,1.8511112E3,7.224589E1,6.8858765E1,1.2270402E3,5.4602024E1,2.790933E2,7.50282E2,1.8308048E1,1.8328032E3],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.6951688E-1,3.1744486E-1,-7.11022E-1,2.0751603E0,1.2053525E-1,-3.8627228E-1,-8.9194065E-1,2.76592E-2,1.3178706E-2,2.031406E-4,2.3071045E-2,4.8880634E-4,-5.4864087E-3,-9.025309E-3,1.6351187E-3],"categories":[1,5,6,7,8,9,10,11,0,1,2,3,7,8,9,10,11],"categories_nodes":[1,3,5],"categories_segments":[0,8,12],"categories_sizes":[8,4,5],"default_left":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"id":16,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.00725885E3,4.933178E2,1.6813025E2,7.147174E1,2.8120718E2,7.263919E1,2.0723145E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,NaN,1E0,NaN,1E0,2.76592E-2,1.3178706E-2,2.031406E-4,2.3071045E-2,4.8880634E-4,-5.4864087E-3,-9.025309E-3,1.6351187E-3],"split_indices":[16,13,16,4,8,13,6,0,0,0,0,0,0,0,0],"split_type":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.291536E3,1.4250392E3,2.8664968E3,1.4259802E2,1.2824412E3,1.0267004E3,1.8397965E3,7.318767E1,6.941036E1,1.2272018E3,5.523938E1,2.7918228E2,7.475181E2,1.8216631E3,1.813347E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.668256E-1,3.1380787E-1,-7.073647E-1,2.0340154E0,1.1926996E-1,-3.8341212E-1,-8.8847923E-1,7.48284E-3,2.414869E-2,2.010846E-4,2.2594215E-2,1.588954E-2,-4.1872733E-3,1.6412915E-3,-8.9916205E-3],"categories":[1,5,6,7,8,9,10,11,0,1,2,4,5,6,0,1,2,4,5,6],"categories_nodes":[1,5,6],"categories_segments":[0,8,14],"categories_sizes":[8,6,6],"default_left":[0,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"id":17,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[9.9245197E2,4.7772186E2,1.6708728E2,6.922046E1,2.7249277E2,7.206442E1,2.0720703E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,3.37E1,1E0,NaN,NaN,7.48284E-3,2.414869E-2,2.010846E-4,2.2594215E-2,1.588954E-2,-4.1872733E-3,1.6412915E-3,-8.9916205E-3],"split_indices":[16,13,16,12,8,3,3,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[4.279871E3,1.427271E3,2.8525999E3,1.4404988E2,1.2832212E3,1.024046E3,1.828554E3,3.3596294E1,1.1045358E2,1.227362E3,5.585904E1,1.7239164E1,1.0068069E3,1.8227163E1,1.8103268E3],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.6414784E-1,3.1021273E-1,-7.037104E-1,1.9939213E0,1.18019834E-1,-3.805475E-1,-8.8502795E-1,2.6536161E-2,1.2670561E-2,1.9905041E-4,2.2136528E-2,5.172956E-4,-5.425907E-3,-8.95707E-3,1.7034188E-3],"categories":[1,5,6,7,8,9,10,11,0,1,2,3,7,8,9,10,11],"categories_nodes":[1,3,5],"categories_segments":[0,8,12],"categories_sizes":[8,4,5],"default_left":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"id":18,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[9.77832E2,4.6266245E2,1.6606213E2,6.688324E1,2.641645E2,7.164633E1,2.0646606E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,NaN,1E0,NaN,1E0,2.6536161E-2,1.2670561E-2,1.9905041E-4,2.2136528E-2,5.172956E-4,-5.425907E-3,-8.95707E-3,1.7034188E-3],"split_indices":[16,13,16,4,8,13,6,0,0,0,0,0,0,0,0],"split_type":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.2682866E3,1.4294768E3,2.8388098E3,1.4549461E2,1.2839822E3,1.0214229E3,1.8173868E3,7.488188E1,7.061274E1,1.2275208E3,5.6461414E1,2.7867972E2,7.427432E2,1.799331E3,1.8055775E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.6149472E-1,3.066853E-1,-7.000769E-1,1.9558245E0,1.1678436E-1,-3.7771907E-1,-8.8158816E-1,7.2019086E-3,2.3184523E-2,1.97035E-4,2.1696819E-2,5.119707E-4,-5.3914324E-3,1.709342E-3,-8.923599E-3],"categories":[1,5,6,7,8,9,10,11,7,8,9,10,11,0,1,2,4,5,6],"categories_nodes":[1,5,6],"categories_segments":[0,8,13],"categories_sizes":[8,5,6],"default_left":[0,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"id":19,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[9.634492E2,4.4842087E2,1.6502673E2,6.458588E1,2.5619843E2,7.063666E1,2.0642822E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,3.37E1,1E0,NaN,NaN,7.2019086E-3,2.3184523E-2,1.97035E-4,2.1696819E-2,5.119707E-4,-5.3914324E-3,1.709342E-3,-8.923599E-3],"split_indices":[16,13,16,12,8,13,3,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[4.2566943E3,1.4315919E3,2.8251023E3,1.4686722E2,1.2847247E3,1.0188106E3,1.8062917E3,3.4000034E1,1.1286719E2,1.2276779E3,5.7046883E1,2.787729E2,7.400377E2,1.8148119E1,1.7881436E3],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.5885948E-1,-6.940113E-1,3.0822766E-1,-3.7087852E-1,-8.7922096E-1,2.1274645E0,1.3280208E-1,4.7181323E-3,-4.443506E-3,1.6912937E-3,-8.9003E-3,2.5465483E-2,1.3041279E-2,5.1770825E-3,-3.905524E-3],"categories":[1,3,5,6,7,8,9,10,11,5,6,7,8,9,10,11,0,1,2,4,5,6,1,3,4,5,6,7,8,9,10,11,0],"categories_nodes":[2,3,4,5,6],"categories_segments":[0,9,16,22,32],"categories_sizes":[9,7,6,10,1],"default_left":[0,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"id":20,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[9.4955426E2,1.6883533E2,4.5309705E2,6.407768E1,2.0502075E1,3.9766357E1,2.6142307E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.71E1,1.8067928E1,NaN,NaN,NaN,NaN,NaN,4.7181323E-3,-4.443506E-3,1.6912937E-3,-8.9003E-3,2.5465483E-2,1.3041279E-2,5.1770825E-3,-3.905524E-3],"split_indices":[15,16,13,13,3,13,2,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[4.2451743E3,2.825548E3,1.4196262E3,1.0305553E3,1.7949927E3,1.2387395E2,1.2957523E3,8.221094E1,9.483444E2,1.8168928E1,1.7768237E3,8.0702736E1,4.3171207E1,7.466397E2,5.491126E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.5622308E-1,3.0097795E-1,-6.931322E-1,1.8858068E0,1.1544113E-1,-3.7324086E-1,-8.747345E-1,7.114717E-3,2.2419192E-2,1.9471635E-4,2.123734E-2,1.5637828E-2,-4.085397E-3,-8.855674E-3,1.8533655E-3],"categories":[1,5,6,7,8,9,10,11,0,1,2,4,5,6],"categories_nodes":[1,5],"categories_segments":[0,8],"categories_sizes":[8,6],"default_left":[0,1,0,0,0,1,0,0,0,0,0,0,0,0,0],"id":21,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[9.378986E2,4.2201315E2,1.6233435E2,6.1311462E1,2.4791592E2,7.008638E1,2.0666016E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,3.44E1,1E0,NaN,1E0,7.114717E-3,2.2419192E-2,1.9471635E-4,2.123734E-2,1.5637828E-2,-4.085397E-3,-8.855674E-3,1.8533655E-3],"split_indices":[16,13,16,15,8,3,6,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.23395E3,1.4349441E3,2.799006E3,1.4942374E2,1.2855203E3,1.0146903E3,1.7843158E3,3.546626E1,1.1395748E2,1.227855E3,5.766533E1,1.7385038E1,9.9730524E2,1.7664292E3,1.7886667E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.536187E-1,2.9757512E-1,-6.8952394E-1,7.3840195E-1,-3.5023317E-1,-3.7043282E-1,-8.713249E-1,-1.2601732E-4,1.1612421E-2,4.639312E-3,-5.3009097E-3,-7.017171E-4,-5.992752E-3,-8.821824E-3,1.8336651E-3],"categories":[0,8,9,10,11],"categories_nodes":[1,5],"categories_segments":[0,1],"categories_sizes":[1,4],"default_left":[0,1,0,0,0,1,0,0,0,0,0,0,0,0,0],"id":22,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[9.240581E2,4.10895E2,1.6133008E2,2.718392E2,8.56101E1,6.95735E1,2.0481323E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,3.29E1,6.2177167E0,NaN,1E0,-1.2601732E-4,1.1612421E-2,4.639312E-3,-5.3009097E-3,-7.017171E-4,-5.992752E-3,-8.821824E-3,1.8336651E-3],"split_indices":[16,2,16,12,16,13,6,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.2225327E3,1.436947E3,2.7855857E3,8.5499316E2,5.8195386E2,1.01214307E3,1.7734426E3,3.0833377E2,5.4665936E2,1.0501263E2,4.7694125E2,4.383268E2,5.738163E2,1.7555339E3,1.7908682E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.510123E-1,-6.837163E-1,2.9984525E-1,-3.6446077E-1,-8.6900574E-1,2.0342805E0,1.2928727E-1,4.6655764E-3,-4.375693E-3,1.8423143E-3,-8.799702E-3,2.4305046E-2,1.2516875E-2,5.037212E-3,-3.8544517E-3],"categories":[1,3,5,6,7,8,9,10,11,5,6,7,8,9,10,11,0,1,2,4,5,6,1,3,4,5,6,7,8,9,10,11,0],"categories_nodes":[2,3,4,5,6],"categories_segments":[0,9,16,22,32],"categories_sizes":[9,7,6,10,1],"default_left":[0,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"id":23,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[9.124106E2,1.6460193E2,4.214794E2,6.2511658E1,2.0525757E1,3.651642E1,2.505718E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.71E1,1.8067928E1,NaN,NaN,NaN,NaN,NaN,4.6655764E-3,-4.375693E-3,1.8423143E-3,-8.799702E-3,2.4305046E-2,1.2516875E-2,5.037212E-3,-3.8544517E-3],"split_indices":[15,16,13,13,3,13,2,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[4.2115854E3,2.786922E3,1.4246636E3,1.0245608E3,1.7623613E3,1.2657474E2,1.2980889E3,8.241178E1,9.4214905E2,1.799486E1,1.7443665E3,8.26325E1,4.3942238E1,7.5146735E2,5.466215E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.4842893E-1,2.919659E-1,-6.8264294E-1,1.8059962E0,1.1160498E-1,-3.6601344E-1,-8.6453027E-1,6.633133E-3,2.1361744E-2,1.7150088E-4,2.0640733E-2,-6.8188284E-4,-5.940411E-3,-8.754774E-3,1.8961292E-3],"categories":[1,5,6,7,8,9,10,11,8,9,10,11],"categories_nodes":[1,5],"categories_segments":[0,8],"categories_sizes":[8,4],"default_left":[0,1,0,0,0,1,0,0,0,0,0,0,0,0,0],"id":24,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.994425E2,3.9342743E2,1.5869312E2,5.6449524E1,2.3770262E2,6.8490616E1,2.0394287E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,3.37E1,1E0,NaN,1E0,6.633133E-3,2.1361744E-2,1.7150088E-4,2.0640733E-2,-6.8188284E-4,-5.940411E-3,-8.754774E-3,1.8961292E-3],"split_indices":[16,13,16,12,8,13,6,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.200503E3,1.4404849E3,2.7600183E3,1.5237422E2,1.2881106E3,1.00811084E3,1.7519075E3,3.483299E1,1.1754123E2,1.2296332E3,5.8477386E1,4.3771445E2,5.7039636E2,1.7340688E3,1.7838621E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.458813E-1,-6.7682016E-1,2.9410124E-1,-3.5990134E-1,-8.622412E-1,7.1533513E-1,-3.7210858E-1,1.467521E-2,-3.928346E-3,1.9067356E-3,-8.732966E-3,2.0669213E-2,4.9636774E-3,2.3176996E-3,-6.5795975E-3],"categories":[0,0,1,2,4,5,6,0,1,2,4,5,6,1,3,5,6,7,8,9,10,11],"categories_nodes":[2,3,4,5],"categories_segments":[0,1,7,13],"categories_sizes":[1,6,6,9],"default_left":[0,0,1,1,1,1,0,0,0,0,0,0,0,0,0],"id":25,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.876692E2,1.6201123E2,4.0126923E2,6.204251E1,2.0443848E1,2.581594E2,9.5813576E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.71E1,1.8067928E1,NaN,NaN,NaN,NaN,6.2E0,1.467521E-2,-3.928346E-3,1.9067356E-3,-8.732966E-3,2.0669213E-2,4.9636774E-3,2.3176996E-3,-6.5795975E-3],"split_indices":[15,16,2,3,3,13,11,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.189229E3,2.761291E3,1.4279379E3,1.02031866E3,1.7409724E3,8.7476447E2,5.531734E2,1.7291237E1,1.0030274E3,1.7921177E1,1.7230513E3,1.2078349E2,7.5398096E2,1.7778362E2,3.753898E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.4333077E-1,2.8657782E-1,-6.758008E-1,7.070374E-1,-3.4274438E-1,-3.616181E-1,-8.5777205E-1,-2.124159E-4,1.1128813E-2,4.564287E-3,-5.2139657E-3,5.8040395E-4,-5.217962E-3,-8.688094E-3,1.9573984E-3],"categories":[0,7,8,9,10,11],"categories_nodes":[1,5],"categories_segments":[0,1],"categories_sizes":[1,5],"default_left":[0,1,0,0,0,1,0,0,0,0,0,0,0,0,0],"id":26,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.7544446E2,3.8246594E2,1.5610046E2,2.5606775E2,8.293691E1,6.759416E1,2.0305786E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,3.29E1,6.2177167E0,NaN,1E0,-2.124159E-4,1.1128813E-2,4.564287E-3,-5.2139657E-3,5.8040395E-4,-5.217962E-3,-8.688094E-3,1.9573984E-3],"split_indices":[16,2,16,12,16,13,6,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.1782896E3,1.4435088E3,2.734781E3,8.652793E2,5.782295E2,1.004114E3,1.730667E3,3.0997784E2,5.5530145E2,1.0536051E2,4.7286896E2,2.775596E2,7.265544E2,1.7128967E3,1.77702E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.4079373E-1,-6.6999954E-1,2.8854716E-1,-3.555257E-1,-8.5551214E-1,6.9821763E-1,-3.6678666E-1,1.4411065E-2,-3.8832428E-3,1.969951E-3,-8.66659E-3,2.0123916E-2,4.8395195E-3,2.2857662E-3,-6.512416E-3],"categories":[0,0,1,2,4,5,6,0,1,2,4,5,6,1,3,5,6,7,8,9,10,11],"categories_nodes":[2,3,4,5],"categories_segments":[0,1,7,13],"categories_sizes":[1,6,6,9],"default_left":[0,0,1,1,1,1,0,0,0,0,0,0,0,0,0],"id":27,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.638402E2,1.5937964E2,3.848002E2,6.0506165E1,2.0360352E1,2.4730243E2,9.35698E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.71E1,1.8067928E1,NaN,NaN,NaN,NaN,6.2E0,1.4411065E-2,-3.8832428E-3,1.969951E-3,-8.66659E-3,2.0123916E-2,4.8395195E-3,2.2857662E-3,-6.512416E-3],"split_indices":[15,16,2,3,3,13,11,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.1675283E3,2.736179E3,1.4313494E3,1.0163013E3,1.7198778E3,8.807183E2,5.5063104E2,1.7450758E1,9.988505E2,1.7849226E1,1.7020286E3,1.222878E2,7.584305E2,1.7808861E2,3.7254242E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.3827752E-1,1.3033792E-1,-7.759182E-1,2.196366E0,3.3317592E-2,-3.6529416E-1,-8.409923E-1,4.370973E-3,2.2581335E-2,-4.5947E-4,2.1144168E-2,5.354667E-4,-6.744751E-3,-9.200189E-3,-6.6109E-3],"categories":[1,3,4,5,6,7,8,9,10,11,1,7,8,9,10,11,0,1,2,3,4,5,6,7,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,27,28,30,33,37,46,47,48,50,51,52,57,61,63,64,66,67,68,69,71,72,73,74,75,79,80,81,82,83,86,89,91,93],"categories_nodes":[1,2,5],"categories_segments":[0,10,16],"categories_sizes":[10,6,56],"default_left":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":28,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.5278015E2,4.0255316E2,5.71438E1,8.801544E0,3.167439E2,3.835274E1,2.5766602E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,2.59E1,1E0,NaN,1.78E1,4.370973E-3,2.2581335E-2,-4.5947E-4,2.1144168E-2,5.354667E-4,-6.744751E-3,-9.200189E-3,-6.6109E-3],"split_indices":[16,13,13,15,8,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.1566826E3,2.0076451E3,2.1490376E3,8.907939E1,1.9185658E3,2.9488672E2,1.8541508E3,3.295427E0,8.5783966E1,1.8491149E3,6.945089E1,1.2558552E2,1.6930121E2,1.2853945E3,5.687562E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.3579266E-1,-5.935844E-1,4.5224145E-1,-2.849143E-1,-8.464644E-1,1.0037892E0,-2.5570118E-1,1.5309621E-3,-4.4613187E-3,2.0652022E-3,-8.580067E-3,1.3313878E-3,1.3774638E-2,1.978533E-3,-6.2030437E-3],"categories":[0,7,8,9,10,11,0,1,2,4,5,6],"categories_nodes":[2,3,4],"categories_segments":[0,1,6],"categories_sizes":[1,5,6],"default_left":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":29,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.4266125E2,2.4368335E2,3.9958716E2,9.954792E1,2.1047974E1,1.869043E2,7.431552E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.35E1,1.796274E1,NaN,NaN,NaN,3.29E1,6.6E0,1.5309621E-3,-4.4613187E-3,2.0652022E-3,-8.580067E-3,1.3313878E-3,1.3774638E-2,1.978533E-3,-6.2030437E-3],"split_indices":[15,16,2,13,3,12,11,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.1456807E3,3.1239734E3,1.0217072E3,1.4077605E3,1.7162129E3,5.7405304E2,4.476542E2,3.7876035E2,1.0290001E3,1.8425192E1,1.6977876E3,1.727972E2,4.0125583E2,1.996961E2,2.479581E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.333094E-1,1.2806061E-1,-7.691139E-1,1.4332535E0,-1.9867156E-2,-3.5947102E-1,-8.344265E-1,6.2753945E-3,1.976096E-2,8.431917E-3,-1.8345318E-3,5.7074183E-4,-6.6860663E-3,-9.13982E-3,-6.5385913E-3],"categories":[1,5,6,7,8,9,10,11,1,7,8,9,10,11,0,1,2,3,4,5,6,7,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,27,28,30,33,37,46,47,48,50,51,52,57,61,63,64,66,67,68,69,71,72,73,74,75,79,80,81,82,83,86,89,91,93],"categories_nodes":[1,2,5],"categories_segments":[0,8,14],"categories_sizes":[8,6,56],"default_left":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":30,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.3171655E2,3.88096E2,5.6609863E1,8.825824E1,2.5517796E2,3.7929565E1,2.5745483E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.44E1,6.71193E0,NaN,1.78E1,6.2753945E-3,1.976096E-2,8.431917E-3,-1.8345318E-3,5.7074183E-4,-6.6860663E-3,-9.13982E-3,-6.5385913E-3],"split_indices":[16,13,13,15,16,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.1350225E3,2.0089393E3,2.1260833E3,2.036256E2,1.8053137E3,2.9325885E2,1.8328243E3,8.283451E1,1.20791084E2,2.869975E2,1.5183162E3,1.2527383E2,1.6798503E2,1.2694574E3,5.6336694E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.3084753E-1,1.2673177E-1,-7.6563215E-1,1.4104197E0,-1.9673118E-2,-3.567839E-1,-8.310458E-1,3.3161296E-3,1.8034684E-2,8.305887E-3,-1.81838E-3,5.6485937E-4,-6.6501764E-3,-9.108191E-3,-6.5033482E-3],"categories":[1,5,6,7,8,9,10,11,1,7,8,9,10,11,0,1,2,3,4,5,6,7,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,27,28,30,33,37,46,47,48,50,51,52,57,61,63,64,66,67,68,69,71,72,73,74,75,79,80,81,82,83,86,89,91,93],"categories_nodes":[1,2,5],"categories_segments":[0,8,14],"categories_sizes":[8,6,56],"default_left":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":31,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.208192E2,3.779376E2,5.6280396E1,8.669577E1,2.4916008E2,3.7429104E1,2.5687134E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.31E1,6.71193E0,NaN,1.78E1,3.3161296E-3,1.8034684E-2,8.305887E-3,-1.81838E-3,5.6485937E-4,-6.6501764E-3,-9.108191E-3,-6.5033482E-3],"split_indices":[16,13,13,12,16,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.124301E3,2.0098197E3,2.114481E3,2.048702E2,1.8049496E3,2.9253473E2,1.8219463E3,5.5201504E1,1.4966869E2,2.8844656E2,1.5165029E3,1.2532277E2,1.6721198E2,1.2611722E3,5.607741E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.283998E-1,1.254137E-1,-7.6215935E-1,1.3878753E0,-1.9480929E-2,-3.541127E-1,-8.27673E-1,6.0429038E-3,1.9142456E-2,-8.8388374E-4,1.9350417E-2,-5.459789E-4,-7.7681723E-3,-9.076649E-3,-6.4682034E-3],"categories":[1,5,6,7,8,9,10,11,1,7,8,9,10,11,0,1,3,4,5,6,7,9,10,11,12,13,14,16,17,18,20,21,22,23,27,28,33,37,46,48,52,57,64,66,67,69,71,72,74,75,79,80,81,82,83,93],"categories_nodes":[1,2,5],"categories_segments":[0,8,14],"categories_sizes":[8,6,42],"default_left":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":32,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.1005206E2,3.680171E2,5.5951416E1,8.427518E1,2.4334882E2,3.7029926E1,2.5628662E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.44E1,1E0,NaN,1.78E1,6.0429038E-3,1.9142456E-2,-8.8388374E-4,1.9350417E-2,-5.459789E-4,-7.7681723E-3,-9.076649E-3,-6.4682034E-3],"split_indices":[16,13,13,15,8,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.1136724E3,2.010711E3,2.1029612E3,2.0612994E2,1.8045812E3,2.918159E2,1.8111454E3,8.369091E1,1.2243903E2,1.7440488E3,6.0532333E1,1.714565E2,1.2035938E2,1.2529441E3,5.582013E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.2598025E-1,1.2413381E-1,-7.5869536E-1,2.0454378E0,3.1269345E-2,-3.5146198E-1,-8.243081E-1,4.088613E-3,2.102244E-2,-4.5686858E-4,1.9993816E-2,5.64665E-4,-6.583313E-3,-9.045192E-3,-6.433157E-3],"categories":[1,3,4,5,6,7,8,9,10,11,1,7,8,9,10,11,0,1,2,3,4,5,6,7,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,27,28,30,33,37,46,47,48,50,51,52,57,61,63,64,66,67,68,69,71,72,73,74,75,79,80,81,82,83,86,89,91,93],"categories_nodes":[1,2,5],"categories_segments":[0,10,16],"categories_sizes":[10,6,56],"default_left":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":33,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.994138E2,3.5898392E2,5.562195E1,7.7647705E0,2.9098236E2,3.6603092E1,2.5570557E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,2.59E1,1E0,NaN,1.78E1,4.088613E-3,2.102244E-2,-4.5686858E-4,1.9993816E-2,5.64665E-4,-6.583313E-3,-9.045192E-3,-6.433157E-3],"split_indices":[16,13,13,15,8,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.1028916E3,2.011365E3,2.0915264E3,9.176579E1,1.9195992E3,2.9110495E2,1.8004214E3,3.3533773E0,8.8412415E1,1.8483044E3,7.129475E1,1.2532439E2,1.6578056E2,1.2447732E3,5.556482E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.2357675E-1,1.22871615E-1,-7.552397E-1,1.3187735E0,-2.3521073E-2,-3.4882218E-1,-8.209507E-1,2.012637E-2,7.992663E-3,7.555853E-3,-1.9589684E-3,-5.2780134E-4,-7.702291E-3,-9.013815E-3,-6.3982056E-3],"categories":[5,6,7,8,9,10,11,1,7,8,9,10,11,1,3,4,5,6,7,8,9,10,11,0,1,3,4,5,6,7,9,10,11,12,13,14,16,17,18,20,21,22,23,27,28,33,37,46,48,52,57,64,66,67,69,71,72,74,75,79,80,81,82,83,93],"categories_nodes":[1,2,3,5],"categories_segments":[0,7,13,23],"categories_sizes":[7,6,10,42],"default_left":[0,1,1,1,0,1,0,0,0,0,0,0,0,0,0],"id":34,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.889038E2,3.524446E2,5.52937E1,7.753381E1,2.4113646E2,3.631231E1,2.551184E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,NaN,6.946222E0,NaN,1.78E1,2.012637E-2,7.992663E-3,7.555853E-3,-1.9589684E-3,-5.2780134E-4,-7.702291E-3,-9.013815E-3,-6.3982056E-3],"split_indices":[16,13,13,13,16,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.0921428E3,2.0119718E3,2.080171E3,2.1855528E2,1.7934165E3,2.9039682E2,1.789774E3,9.234432E1,1.2621095E2,3.242923E2,1.4691243E3,1.7123088E2,1.1916594E2,1.2366593E3,5.5311487E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.2118067E-1,-6.4366734E-1,2.700208E-1,-3.5395908E-1,-8.4092003E-1,6.606647E-1,-3.644411E-1,1.4618501E-2,-3.8711242E-3,-7.3440364E-3,-9.540364E-3,2.2471578E-4,1.0054219E-2,2.0250229E-3,-6.4188656E-3],"categories":[0,0,1,2,4,5,6,1,6,9,10,11,12,14,15,17,18,20,21,24,27,30,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,93],"categories_nodes":[2,3,4],"categories_segments":[0,1,7],"categories_sizes":[1,6,46],"default_left":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":35,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.785413E2,1.506781E2,3.5755472E2,6.509416E1,1.8228516E1,1.9637616E2,8.664715E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.71E1,1.8539688E1,NaN,NaN,NaN,3.29E1,6.2E0,1.4618501E-2,-3.8711242E-3,-7.3440364E-3,-9.540364E-3,2.2471578E-4,1.0054219E-2,2.0250229E-3,-6.4188656E-3],"split_indices":[15,16,2,3,0,12,11,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.0816047E3,2.6409429E3,1.4406617E3,1.0708954E3,1.5700475E3,8.916336E2,5.490281E2,1.8429296E1,1.0524662E3,8.124729E2,7.575746E2,3.131026E2,5.78531E2,1.8048593E2,3.6854218E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.1877878E-1,1.2064694E-1,-7.484933E-1,1.325228E0,-1.9803831E-2,-3.4177595E-1,-8.1456834E-1,3.066986E-3,1.6917035E-2,7.942772E-3,-1.7769056E-3,-5.23141E-4,-7.718566E-3,-8.954686E-3,-6.3300747E-3],"categories":[1,5,6,7,8,9,10,11,1,7,8,9,10,11,0,1,3,4,5,6,7,9,10,11,12,13,14,17,18,20,21,22,23,27,28,33,37,46,48,52,57,64,66,67,69,71,72,74,75,79,80,81,82,83,93],"categories_nodes":[1,2,5],"categories_segments":[0,8,14],"categories_sizes":[8,6,41],"default_left":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":36,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.6908136E2,3.4082013E2,5.5057983E1,7.7999695E1,2.3213982E2,3.5999325E1,2.5440552E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.31E1,6.71193E0,NaN,1.78E1,3.066986E-3,1.6917035E-2,7.942772E-3,-1.7769056E-3,-5.23141E-4,-7.718566E-3,-8.954686E-3,-6.3300747E-3],"split_indices":[16,13,13,12,16,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.0714497E3,2.0133347E3,2.058115E3,2.0935538E2,1.8039792E3,2.884942E2,1.7696208E3,5.5881985E1,1.5347339E2,2.923842E2,1.5115951E3,1.7310745E2,1.15386734E2,1.2214379E3,5.4818304E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.164111E-1,2.7186912E-1,-6.339591E-1,6.6976976E-1,-3.297162E-1,-3.4846127E-1,-8.3334136E-1,-1.9947988E-4,1.0468977E-2,3.9552394E-3,-5.017208E-3,7.6948584E-4,-5.093939E-3,-7.275602E-3,-9.501161E-3],"categories":[0,7,8,9,10,11,6,9,10,11,12,14,15,17,18,20,21,24,27,30,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,93],"categories_nodes":[1,5,6],"categories_segments":[0,1,6],"categories_sizes":[1,5,45],"default_left":[0,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"id":37,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.589983E2,3.4125458E2,1.4989441E2,2.231586E2,7.103511E1,7.443144E1,1.8489258E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2229881E1,NaN,1.8539688E1,3.29E1,6.2177167E0,NaN,NaN,-1.9947988E-4,1.0468977E-2,3.9552394E-3,-5.017208E-3,7.6948584E-4,-5.093939E-3,-7.275602E-3,-9.501161E-3],"split_indices":[16,2,16,12,16,13,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[4.0610808E3,1.4237068E3,2.637374E3,8.5685333E2,5.668534E2,1.0856156E3,1.5517584E3,3.0323083E2,5.5362256E2,1.08418434E2,4.5843494E2,2.9811072E2,7.875049E2,8.179993E2,7.3375903E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.1405255E-1,1.18444495E-1,-7.417738E-1,1.2964568E0,-1.9945586E-2,-3.360275E-1,-8.0809313E-1,3.0280831E-3,1.651355E-2,6.8512955E-3,-1.9662695E-3,-4.7888077E-4,-7.664211E-3,-8.895464E-3,-6.258561E-3],"categories":[1,5,6,7,8,9,10,11,1,7,8,9,10,11,0,1,3,4,5,6,7,9,10,11,12,13,14,17,18,20,21,22,23,27,28,33,37,46,48,52,57,64,66,67,69,71,72,74,75,79,80,81,82,83,93],"categories_nodes":[1,2,5],"categories_segments":[0,8,14],"categories_sizes":[8,6,41],"default_left":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":38,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.496443E2,3.2861496E2,5.4551025E1,7.422778E1,2.2494843E2,3.5670883E1,2.5426025E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.31E1,7.2006946E0,NaN,1.78E1,3.0280831E-3,1.651355E-2,6.8512955E-3,-1.9662695E-3,-4.7888077E-4,-7.664211E-3,-8.895464E-3,-6.258561E-3],"split_indices":[16,13,13,12,16,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.0509155E3,2.0145721E3,2.0363433E3,2.109072E2,1.8036649E3,2.8693332E2,1.7494099E3,5.599236E1,1.5491484E2,3.6083154E2,1.4428334E3,1.7253563E2,1.14397675E2,1.2063392E3,5.430707E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.117154E-1,1.1722424E-1,-7.383573E-1,1.2455261E0,-2.3610845E-2,-3.334821E-1,-8.0476975E-1,1.9017037E-2,7.531581E-3,-9.07529E-4,1.8157274E-2,6.7167194E-4,-6.399807E-3,-8.864443E-3,-6.224088E-3],"categories":[5,6,7,8,9,10,11,1,7,8,9,10,11,1,3,4,5,6,7,8,9,10,11,0,1,2,3,4,5,6,7,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,27,28,30,33,37,46,47,48,50,51,52,57,61,63,64,66,67,68,69,71,72,73,74,75,79,80,81,82,83,86,89,91,93],"categories_nodes":[1,2,3,5],"categories_segments":[0,7,13,23],"categories_sizes":[7,6,10,56],"default_left":[0,1,1,1,0,1,0,0,0,0,0,0,0,0,0],"id":39,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.3972504E2,3.2042316E2,5.4218994E1,7.086093E1,2.2165714E2,3.531823E1,2.536621E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,NaN,1E0,NaN,1.78E1,1.9017037E-2,7.531581E-3,-9.07529E-4,1.8157274E-2,6.7167194E-4,-6.399807E-3,-8.864443E-3,-6.224088E-3],"split_indices":[16,13,13,13,8,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.0406614E3,2.0152665E3,2.0253949E3,2.2276204E2,1.7925044E3,2.862613E2,1.7391335E3,9.42684E1,1.2849364E2,1.7302935E3,6.22109E1,1.2441249E2,1.618488E2,1.198498E3,5.4063556E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.0940446E-1,1.1604268E-1,-7.349483E-1,1.2274489E0,-2.3375306E-2,-7.5962234E-1,3.4911793E-1,1.8731307E-2,7.4253045E-3,6.7139138E-3,-1.9980618E-3,-8.651627E-3,-5.457133E-3,-3.7823706E-3,8.308228E-3],"categories":[5,6,7,8,9,10,11,1,3,4,5,6,7,8,9,10,11],"categories_nodes":[1,3],"categories_segments":[0,7],"categories_sizes":[7,10],"default_left":[0,1,0,1,0,0,0,0,0,0,0,0,0,0,0],"id":40,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.29926E2,3.12518E2,5.417688E1,6.899567E1,2.1990565E2,4.4025024E1,1.6269712E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,1E0,NaN,7.2006946E0,1.78E1,1.38E1,1.8731307E-2,7.4253045E-3,6.7139138E-3,-1.9980618E-3,-8.651627E-3,-5.457133E-3,-3.7823706E-3,8.308228E-3],"split_indices":[16,13,6,13,16,15,15,0,0,0,0,0,0,0,0],"split_type":[0,1,0,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.0302354E3,2.0157103E3,2.014525E3,2.2380301E2,1.7919072E3,1.9699862E3,4.4538837E1,9.476206E1,1.2904094E2,3.6232056E2,1.4295867E3,1.3170991E3,6.528871E2,1.783042E1,2.6708418E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.070974E-1,1.1485848E-1,-7.3154044E-1,1.209811E0,-2.314832E-2,-3.264218E-1,-7.983232E-1,1.898411E-2,7.6764324E-3,6.620753E-3,-1.9806994E-3,-4.0547326E-4,-7.572449E-3,-8.803507E-3,-6.15994E-3],"categories":[5,6,7,8,9,10,11,1,7,8,9,10,11,1,2,3,4,5,6,7,8,9,10,11,0,1,3,4,5,6,7,9,10,11,12,13,14,17,18,20,21,22,23,27,28,33,37,46,48,52,57,64,66,67,69,71,72,74,75,79,80,81,82,83,93],"categories_nodes":[1,2,3,5],"categories_segments":[0,7,13,24],"categories_sizes":[7,6,11,41],"default_left":[0,1,1,1,0,1,0,0,0,0,0,0,0,0,0],"id":41,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.2023364E2,3.0486136E2,5.397754E1,6.72984E1,2.1497696E2,3.511944E1,2.5187134E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,NaN,7.2006946E0,NaN,1.78E1,1.898411E-2,7.6764324E-3,6.620753E-3,-1.9806994E-3,-4.0547326E-4,-7.572449E-3,-8.803507E-3,-6.15994E-3],"split_indices":[16,13,13,13,16,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.0200205E3,2.0162825E3,2.003738E3,2.2481592E2,1.7914666E3,2.843992E2,1.7193389E3,8.662265E1,1.3819327E2,3.6375143E2,1.4277152E3,1.7161647E2,1.12782715E2,1.1832031E3,5.361357E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.0480924E-1,1.1368902E-1,-7.2814655E-1,1.223017E0,-1.919972E-2,-3.2393295E-1,-7.950189E-1,5.229518E-3,1.6892366E-2,-8.4810477E-4,1.7682185E-2,-4.0155492E-4,-7.5375554E-3,-8.77268E-3,-6.125738E-3],"categories":[1,5,6,7,8,9,10,11,1,7,8,9,10,11,0,1,3,4,5,6,7,9,10,11,12,13,14,17,18,20,21,22,23,27,28,33,37,46,48,52,57,64,66,67,69,71,72,74,75,79,80,81,82,83,93],"categories_nodes":[1,2,5],"categories_segments":[0,8,14],"categories_sizes":[8,6,41],"default_left":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":42,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.1066876E2,2.9748453E2,5.364258E1,6.957501E1,2.1158797E2,3.470155E1,2.5127197E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.44E1,1E0,NaN,1.78E1,5.229518E-3,1.6892366E-2,-8.4810477E-4,1.7682185E-2,-4.0155492E-4,-7.5375554E-3,-8.77268E-3,-6.125738E-3],"split_indices":[16,13,13,15,8,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.0098503E3,2.0168177E3,1.9930326E3,2.1487573E2,1.801942E3,2.837478E2,1.7092848E3,8.674421E1,1.2813153E2,1.739059E3,6.2883083E1,1.7156837E2,1.1217943E2,1.1755293E3,5.3375543E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.0254352E-1,-6.181031E-1,2.5329182E-1,-3.3602768E-1,-8.1598246E-1,6.273012E-1,-3.6231038E-1,1.4551836E-2,-3.693786E-3,-6.9111222E-3,-9.200507E-3,2.1257793E-4,9.494904E-3,9.952629E-4,-6.7798835E-3],"categories":[0,0,1,2,4,5,6,1,3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,30,31,33,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,93],"categories_nodes":[2,3,4],"categories_segments":[0,1,7],"categories_sizes":[1,6,52],"default_left":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":43,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.018584E2,1.4217877E2,3.339508E2,6.3497078E1,1.884668E1,1.761087E2,8.002453E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.71E1,1.8539688E1,NaN,NaN,NaN,3.29E1,6.6E0,1.4551836E-2,-3.693786E-3,-6.9111222E-3,-9.200507E-3,2.1257793E-4,9.494904E-3,9.952629E-4,-6.7798835E-3],"split_indices":[15,16,2,3,0,12,11,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.999601E3,2.5511482E3,1.448453E3,1.0529192E3,1.498229E3,9.010193E2,5.4743365E2,1.846688E1,1.0344523E3,6.8452124E2,8.1370776E2,3.1311356E2,5.8790576E2,2.2254102E2,3.2489264E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.002628E-1,1.116522E-1,-7.2151E-1,1.1997468E0,-1.9423876E-2,-7.465253E-1,3.6146575E-1,2.6353258E-3,1.5323412E-2,7.3643443E-3,-1.7017552E-3,-8.532067E-3,-5.320511E-3,-3.4161736E-3,8.504024E-3],"categories":[1,5,6,7,8,9,10,11],"categories_nodes":[1],"categories_segments":[0],"categories_sizes":[8],"default_left":[0,1,0,0,0,0,0,0,0,0,0,0,0,0,0],"id":44,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.925724E2,2.8793152E2,5.3726562E1,6.718033E1,2.055278E2,4.3682617E1,1.583677E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,1E0,3.31E1,6.71193E0,1.78E1,1.42E1,2.6353258E-3,1.5323412E-2,7.3643443E-3,-1.7017552E-3,-8.532067E-3,-5.320511E-3,-3.4161736E-3,8.504024E-3],"split_indices":[16,13,6,12,16,15,15,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.989893E3,2.0176633E3,1.9722297E3,2.1604744E2,1.8016158E3,1.928006E3,4.4223755E1,5.710262E1,1.5894482E2,2.9892773E2,1.5026881E3,1.2855725E3,6.424335E2,1.8263063E1,2.5960691E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.9801232E-1,1.1051206E-1,-7.1813E-1,1.1539378E0,-2.2919454E-2,-3.1265688E-1,-7.8563607E-1,1.7638896E-2,6.9590593E-3,-8.8104693E-4,1.7229674E-2,-2.3363752E-4,-7.3699164E-3,-8.68493E-3,-6.0295104E-3],"categories":[5,6,7,8,9,10,11,1,7,8,9,10,11,1,3,4,5,6,7,8,9,10,11,0,1,3,4,5,6,7,9,10,11,12,13,14,16,17,18,20,21,22,23,27,28,33,37,46,48,52,57,64,66,67,69,71,72,74,75,79,80,81,82,83,93],"categories_nodes":[1,2,3,5],"categories_segments":[0,7,13,23],"categories_sizes":[7,6,10,42],"default_left":[0,1,1,1,0,1,0,0,0,0,0,0,0,0,0],"id":45,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.8332385E2,2.8115027E2,5.347882E1,6.2737213E1,2.0400548E2,3.4575348E1,2.4935913E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,NaN,1E0,NaN,1.78E1,1.7638896E-2,6.9590593E-3,-8.8104693E-4,1.7229674E-2,-2.3363752E-4,-7.3699164E-3,-8.68493E-3,-6.0295104E-3],"split_indices":[16,13,13,13,8,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.9799546E3,2.0181921E3,1.9617626E3,2.2795453E2,1.7902375E3,2.807968E2,1.6809657E3,9.6541336E1,1.314132E2,1.7267175E3,6.3519993E1,1.6759372E2,1.132031E2,1.153872E3,5.270938E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.9579046E-1,2.4342282E-1,-6.109407E-1,6.1346805E-1,-3.3339375E-1,-3.332631E-1,-8.053763E-1,-2.866909E-4,9.564474E-3,3.5098484E-3,-4.9787206E-3,1.4969856E-2,-3.6875121E-3,-6.9982815E-3,-9.334329E-3],"categories":[0,0,1,2,4,5,6,6,9,10,11,12,14,15,17,18,20,21,24,30,34,36,37,45,46,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,93],"categories_nodes":[1,5,6],"categories_segments":[0,1,7],"categories_sizes":[1,6,43],"default_left":[0,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"id":46,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.7492914E2,3.1300232E2,1.3505347E2,1.9672073E2,6.47157E1,6.770904E1,1.9262268E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8539688E1,3.29E1,6.2177167E0,NaN,NaN,-2.866909E-4,9.564474E-3,3.5098484E-3,-4.9787206E-3,1.4969856E-2,-3.6875121E-3,-6.9982815E-3,-9.334329E-3],"split_indices":[16,2,16,12,16,3,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.969857E3,1.4644506E3,2.5054065E3,8.9208655E2,5.72364E2,1.0329469E3,1.4724596E3,3.1090903E2,5.811775E2,1.1068408E2,4.6167993E2,1.8864323E1,1.0140825E3,8.1071136E2,6.6174817E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.9355925E-1,-6.0550797E-1,2.4528182E-1,-3.2774484E-1,-8.0345374E-1,6.0760534E-1,-3.577602E-1,1.4093758E-2,-3.6085178E-3,-6.7676124E-3,-9.093935E-3,2.1768315E-4,9.155907E-3,9.427968E-4,-6.7038946E-3],"categories":[0,0,1,2,4,5,6,1,3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,30,31,33,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,93],"categories_nodes":[2,3,4],"categories_segments":[0,1,7],"categories_sizes":[1,6,52],"default_left":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":47,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.659938E2,1.3769208E2,3.177199E2,6.0650032E1,1.9038818E1,1.6382883E2,7.722727E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.71E1,1.8539688E1,NaN,NaN,NaN,3.29E1,6.6E0,1.4093758E-2,-3.6085178E-3,-6.7676124E-3,-9.093935E-3,2.1768315E-4,9.155907E-3,9.427968E-4,-6.7038946E-3],"split_indices":[15,16,2,3,0,12,11,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.9602244E3,2.5080989E3,1.4521255E3,1.0447423E3,1.4633566E3,9.071052E2,5.4502026E2,1.8761414E1,1.0259808E3,6.697711E2,7.935854E2,3.1293118E2,5.941741E2,2.2311302E2,3.2190726E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.913374E-1,1.0768133E-1,-7.083045E-1,1.1549956E0,-1.982654E-2,-3.0166003E-1,-7.7643055E-1,2.5469847E-3,1.4722809E-2,6.295908E-3,-1.8736046E-3,9.5878664E-4,-6.1143283E-3,-8.600312E-3,-5.930393E-3],"categories":[1,5,6,7,8,9,10,11,1,7,8,9,10,11,0,1,2,3,4,5,6,7,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,27,28,30,33,37,46,47,48,50,51,52,57,61,63,64,66,67,68,69,71,72,73,74,75,79,80,81,82,83,86,89,91,93],"categories_nodes":[1,2,5],"categories_segments":[0,8,14],"categories_sizes":[8,6,56],"default_left":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":48,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.575562E2,2.6980133E2,5.330298E1,6.2261536E1,1.9616571E2,3.440917E1,2.4857666E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.31E1,7.2006946E0,NaN,1.78E1,2.5469847E-3,1.4722809E-2,6.295908E-3,-1.8736046E-3,9.5878664E-4,-6.1143283E-3,-8.600312E-3,-5.930393E-3],"split_indices":[16,13,13,12,16,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.9507317E3,2.0191951E3,1.9315367E3,2.1827626E2,1.8009188E3,2.7794003E2,1.6535967E3,5.7349594E1,1.6092667E2,3.6875266E2,1.4321661E3,1.220285E2,1.5591153E2,1.1332872E3,5.203095E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.89147E-1,1.0658572E-1,-7.0495766E-1,1.110723E0,-2.3181537E-2,-7.30417E-1,3.7851962E-1,1.697153E-2,6.701651E-3,-8.718814E-4,1.6701836E-2,-8.385682E-3,-5.1511875E-3,-3.446315E-3,8.437874E-3],"categories":[5,6,7,8,9,10,11,1,3,4,5,6,7,8,9,10,11],"categories_nodes":[1,3],"categories_segments":[0,7],"categories_sizes":[7,10],"default_left":[0,1,0,1,0,0,0,0,0,0,0,0,0,0,0],"id":49,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.487346E2,2.6332407E2,5.3304626E1,5.8612366E1,1.9419826E2,4.3310486E1,1.5361916E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,1E0,NaN,1E0,1.78E1,1.38E1,1.697153E-2,6.701651E-3,-8.718814E-4,1.6701836E-2,-8.385682E-3,-5.1511875E-3,-3.446315E-3,8.437874E-3],"split_indices":[16,13,6,13,8,15,15,0,0,0,0,0,0,0,0],"split_type":[0,1,0,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.9410234E3,2.0196442E3,1.9213794E3,2.302687E2,1.7893755E3,1.877586E3,4.3793346E1,9.755722E1,1.3271149E2,1.7251172E3,6.425826E1,1.2478545E3,6.2973157E2,1.724667E1,2.6546677E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.8697816E-1,-5.2986974E-1,3.8398418E-1,-2.509169E-1,-7.801337E-1,8.5632426E-1,-2.5238582E-1,3.877847E-4,-4.691018E-3,3.2916958E-3,-7.929418E-3,1.1520665E-3,1.1590809E-2,1.3962258E-3,-5.8867917E-3],"categories":[0,8,9,10,11,0,1,2,4,5,6],"categories_nodes":[2,3,4],"categories_segments":[0,1,5],"categories_sizes":[1,4,6],"default_left":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":50,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.410311E2,2.0138287E2,3.145359E2,8.64184E1,2.1878845E1,1.3459024E2,5.891371E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.35E1,1.796274E1,NaN,NaN,NaN,3.29E1,6.6E0,3.877847E-4,-4.691018E-3,3.2916958E-3,-7.929418E-3,1.1520665E-3,1.1590809E-2,1.3962258E-3,-5.8867917E-3],"split_indices":[15,16,2,13,3,12,11,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.9311558E3,2.8864553E3,1.0447003E3,1.3659374E3,1.520518E3,5.9943176E2,4.4526862E2,5.871587E2,7.7877875E2,1.7073729E1,1.5034442E3,1.742546E2,4.2517715E2,2.0587285E2,2.3939577E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.848128E-1,1.0473857E-1,-6.9842744E-1,1.1160405E0,-1.957552E-2,-2.9168373E-1,-7.670779E-1,4.746729E-3,1.5407714E-2,6.133466E-3,-1.842832E-3,-7.585624E-5,-7.2889007E-3,-8.513446E-3,-5.833085E-3],"categories":[1,5,6,7,8,9,10,11,1,7,8,9,10,11,0,1,3,4,5,6,7,9,10,11,12,13,14,17,18,20,21,22,23,27,28,33,37,46,48,52,57,64,66,67,69,71,72,74,75,79,80,81,82,83,93],"categories_nodes":[1,2,5],"categories_segments":[0,8,14],"categories_sizes":[8,6,41],"default_left":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":51,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.3210474E2,2.5409381E2,5.2905212E1,5.953839E1,1.8783112E2,3.432295E1,2.470337E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.44E1,7.2006946E0,NaN,1.78E1,4.746729E-3,1.5407714E-2,6.133466E-3,-1.842832E-3,-7.585624E-5,-7.2889007E-3,-8.513446E-3,-5.833085E-3],"split_indices":[16,13,13,15,16,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.9216367E3,2.01995E3,1.9016866E3,2.2024747E2,1.7997025E3,2.7537567E2,1.626311E3,8.85897E1,1.3165776E2,3.7106958E2,1.4286329E3,1.6753088E2,1.0784478E2,1.1125317E3,5.1377924E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.826674E-1,-6.8406826E-1,1.14384584E-1,-4.00864E-1,-7.9134864E-1,5.9413856E-1,-1.8578339E-1,-6.7854446E-4,-6.6483086E-3,-6.774882E-3,-9.150275E-3,1.6915718E-3,1.0165821E-2,4.566219E-3,-3.7100646E-3],"categories":[8,9,10,11,0,1,4,5,8,9,10,11,12,14,19,20,22,23,27,32,35,36,37,40,41,42,44,46,49,50,51,52,53,54,57,61,64,66,67,68,69,72,73,74,75,76,77,78,79,80,81,82,85,86,88,90,91,93,1,6,9,10,11,12,14,15,17,18,20,21,24,30,31,34,36,37,45,46,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,92,93],"categories_nodes":[2,3,4],"categories_segments":[0,4,58],"categories_sizes":[4,54,46],"default_left":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":52,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.237283E2,5.8807068E1,2.8352118E2,4.71298E1,1.9240723E1,1.35854E2,1.4430736E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.16E1,1.8539688E1,NaN,NaN,NaN,3.41E1,7.2006946E0,-6.7854446E-4,-6.6483086E-3,-6.774882E-3,-9.150275E-3,1.6915718E-3,1.0165821E-2,4.566219E-3,-3.7100646E-3],"split_indices":[15,16,13,0,0,15,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.9120496E3,1.9450115E3,1.9670381E3,5.3566705E2,1.4093444E3,7.5667554E2,1.2103625E3,2.3741335E2,2.982537E2,7.371718E2,6.721726E2,3.7790283E2,3.7877267E2,2.7055096E2,9.398115E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.8052056E-1,1.02909185E-1,-6.919283E-1,5.2806056E-1,-1.8324047E-1,-7.1770793E-1,3.883063E-1,1.0939903E-3,1.001573E-2,4.5069335E-3,-3.6908316E-3,-8.269729E-3,-5.019556E-3,-3.0901937E-3,8.594354E-3],"categories":[8,9,10,11],"categories_nodes":[1],"categories_segments":[0],"categories_sizes":[4],"default_left":[0,1,0,0,0,0,0,0,0,0,0,0,0,0,0],"id":53,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.158794E2,2.4602318E2,5.2725525E1,1.6115547E2,1.4260068E2,4.2956116E1,1.4900452E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,1E0,3.41E1,7.2006946E0,1.78E1,1.42E1,1.0939903E-3,1.001573E-2,4.5069335E-3,-3.6908316E-3,-8.269729E-3,-5.019556E-3,-3.0901937E-3,8.594354E-3],"split_indices":[16,13,6,15,16,15,15,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.9027969E3,2.0204751E3,1.8823219E3,8.124779E2,1.2079972E3,1.8387754E3,4.3546467E1,4.3186792E2,3.8061E2,2.7352896E2,9.3446826E2,1.2187313E3,6.2004407E2,1.7696976E1,2.5849491E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.7838698E-1,-6.776079E-1,1.1248628E-1,-3.9554712E-1,-7.8515303E-1,5.800896E-1,-1.8245184E-1,-8.317412E-4,-6.758548E-3,-6.704968E-3,-9.099285E-3,1.6733154E-3,9.868888E-3,4.452241E-3,-3.6530597E-3],"categories":[8,9,10,11,0,1,4,5,8,9,10,11,12,14,19,20,22,23,27,32,35,36,37,40,41,42,46,49,50,51,52,53,54,57,61,64,66,67,68,69,72,74,75,77,78,79,80,81,82,85,86,88,90,91,93,1,6,9,10,11,12,14,15,17,18,20,21,24,30,31,34,36,37,45,46,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,92,93],"categories_nodes":[2,3,4],"categories_segments":[0,4,55],"categories_sizes":[4,51,46],"default_left":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":54,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.0780115E2,5.8138794E1,2.7161844E2,4.6691788E1,1.9332214E1,1.27732025E2,1.3880933E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.16E1,1.8539688E1,NaN,NaN,NaN,3.41E1,7.2006946E0,-8.317412E-4,-6.758548E-3,-6.704968E-3,-9.099285E-3,1.6733154E-3,9.868888E-3,4.452241E-3,-3.6530597E-3],"split_indices":[15,16,13,0,0,15,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.8935542E3,1.9258456E3,1.9677086E3,5.328933E2,1.3929523E3,7.607024E2,1.2070062E3,2.5264458E2,2.8024872E2,7.2923315E2,6.637191E2,3.782863E2,3.8241614E2,2.7197473E2,9.3503143E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.7626824E-1,1.0109603E-1,-6.854465E-1,1.0776297E0,-1.9969793E-2,-2.7723467E-1,-7.549251E-1,2.236106E-3,1.3779261E-2,-8.1882026E-4,1.6034065E-2,6.951222E-5,-7.177425E-3,-8.399861E-3,-5.7093403E-3],"categories":[1,5,6,7,8,9,10,11,1,7,8,9,10,11,0,1,3,4,5,6,7,9,10,11,12,13,14,17,18,20,21,22,23,27,28,33,37,46,48,52,57,64,66,67,69,71,72,74,75,79,80,81,82,83,93],"categories_nodes":[1,2,5],"categories_segments":[0,8,14],"categories_sizes":[8,6,41],"default_left":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":55,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.0001227E2,2.3909033E2,5.2664673E1,5.6898285E1,1.8105275E2,3.4147003E1,2.4444153E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.31E1,1E0,NaN,1.78E1,2.236106E-3,1.3779261E-2,-8.1882026E-4,1.6034065E-2,6.951222E-5,-7.177425E-3,-8.399861E-3,-5.7093403E-3],"split_indices":[16,13,13,12,8,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.884408E3,2.0211537E3,1.8632542E3,2.2206284E2,1.7990908E3,2.7173007E2,1.591524E3,5.8223743E1,1.638391E2,1.7339126E3,6.51783E1,1.6577043E2,1.05959656E2,1.0859241E3,5.056E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.7418217E-1,-6.713651E-1,1.10977724E-1,-3.9095E-1,-7.790244E-1,5.7000136E-1,-1.8010129E-1,-7.2963844E-4,-6.6459263E-3,-6.63612E-3,-9.048711E-3,1.6548209E-3,9.668248E-3,4.384358E-3,-3.6141835E-3],"categories":[8,9,10,11,0,1,4,5,8,9,10,11,12,14,19,20,22,23,27,32,35,36,37,40,41,42,46,49,50,51,52,53,54,57,61,64,66,67,68,69,72,74,75,76,77,78,79,80,81,82,85,86,88,90,91,93,1,6,9,10,11,12,14,15,17,18,20,21,24,30,31,34,36,37,45,46,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,92,93],"categories_nodes":[2,3,4],"categories_segments":[0,4,56],"categories_sizes":[4,52,46],"default_left":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":56,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.930128E2,5.730664E1,2.6313345E2,4.619243E1,1.941278E1,1.22505905E2,1.353512E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.16E1,1.8539688E1,NaN,NaN,NaN,3.41E1,7.2006946E0,-7.2963844E-4,-6.6459263E-3,-6.63612E-3,-9.048711E-3,1.6548209E-3,9.668248E-3,4.384358E-3,-3.6141835E-3],"split_indices":[15,16,13,0,0,15,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.8749475E3,1.9073329E3,1.9676146E3,5.304159E2,1.3769171E3,7.631654E2,1.2044492E3,2.4591603E2,2.8449985E2,7.215061E2,6.5541095E2,3.7861978E2,3.8454562E2,2.7271234E2,9.317369E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.7209085E-1,-6.6804E-1,1.09836034E-1,-3.8810644E-1,-7.758643E-1,5.627353E-1,-1.7853819E-1,-7.940922E-4,-6.674296E-3,-6.6032642E-3,-9.020832E-3,1.636566E-3,9.528907E-3,4.329747E-3,-3.5868404E-3],"categories":[8,9,10,11,0,1,4,5,8,9,10,11,12,14,19,20,22,23,27,32,35,36,37,40,41,42,46,49,50,51,52,53,54,57,61,64,66,67,68,69,72,74,75,77,78,79,80,81,82,85,86,88,90,91,93,1,6,9,10,11,12,14,15,17,18,20,21,24,30,31,34,36,37,45,46,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,92,93],"categories_nodes":[2,3,4],"categories_segments":[0,4,55],"categories_sizes":[4,51,46],"default_left":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":57,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.8484143E2,5.7009766E1,2.5728244E2,4.5645782E1,1.9379639E1,1.1915849E2,1.3277544E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.16E1,1.8539688E1,NaN,NaN,NaN,3.41E1,7.2006946E0,-7.940922E-4,-6.674296E-3,-6.6032642E-3,-9.020832E-3,1.636566E-3,9.528907E-3,4.329747E-3,-3.5868404E-3],"split_indices":[15,16,13,0,0,15,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.8659094E3,1.8977428E3,1.9681666E3,5.2898663E2,1.3687562E3,7.6529663E2,1.20287E3,2.5189087E2,2.7709576E2,7.178684E2,6.508878E2,3.7902368E2,3.8627295E2,2.7339966E2,9.2947034E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.7001333E-1,9.861154E-2,-6.758553E-1,1.3404813E0,7.7818944E-3,-2.672862E-1,-7.4587977E-1,1.3272704E-3,1.531247E-2,-5.8387243E-4,1.631802E-2,1.5853354E-4,-7.0924666E-3,-8.316118E-3,-5.6148046E-3],"categories":[1,4,5,6,7,8,9,10,11,1,7,8,9,10,11,0,1,3,4,5,6,7,9,10,11,12,13,14,17,18,20,21,22,23,27,28,33,37,46,48,52,57,64,66,67,69,71,72,74,75,79,80,81,82,83,93],"categories_nodes":[1,2,5],"categories_segments":[0,9,15],"categories_sizes":[9,6,41],"default_left":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":58,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.772253E2,2.2812822E2,5.233954E1,3.1554611E1,2.0273175E2,3.3828953E1,2.4307983E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.28E1,1E0,NaN,1.78E1,1.3272704E-3,1.531247E-2,-5.8387243E-4,1.631802E-2,1.5853354E-4,-7.0924666E-3,-8.316118E-3,-5.6148046E-3],"split_indices":[16,13,13,12,8,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.8569236E3,2.021531E3,1.8353927E3,1.3683902E2,1.8846919E3,2.6924658E2,1.5661461E3,1.8896894E1,1.1794212E2,1.8118345E3,7.285741E1,1.646979E2,1.0454868E2,1.0666996E3,4.9944656E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.6796895E-1,-6.7534083E-1,9.604834E-2,-7.1461326E-1,1.0085323E-1,5.3817254E-1,-1.8632737E-1,4.9321107E-3,-7.2821383E-3,6.0663614E-3,-2.5966635E-3,1.5616254E-3,9.337455E-3,4.252423E-3,-3.6018929E-3],"categories":[8,9,10,11,0,1,2,4,5,6,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,26,27,28,29,32,33,34,35,36,39,40,41,42,43,44,46,48,50,51,52,53,54,55,57,60,61,63,64,65,66,67,69,70,79,81,83,86,91],"categories_nodes":[2,3,4],"categories_segments":[0,4,10],"categories_sizes":[4,6,62],"default_left":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":59,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.707749E2,5.543756E1,2.5395113E2,2.8760437E1,1.6267124E1,1.1964909E2,1.3216818E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1E0,NaN,NaN,NaN,3.41E1,7.2006946E0,4.9321107E-3,-7.2821383E-3,6.0663614E-3,-2.5966635E-3,1.5616254E-3,9.337455E-3,4.252423E-3,-3.6018929E-3],"split_indices":[15,6,13,3,0,15,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.8475974E3,1.8152714E3,2.0323262E3,1.7279243E3,8.7346985E1,7.9175134E2,1.2405748E3,1.8847809E1,1.7090765E3,3.606613E1,5.1280853E1,4.0349033E2,3.8826102E2,2.7429166E2,9.662832E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.659102E-1,-6.720175E-1,9.506963E-2,-7.1130466E-1,9.981476E-2,5.31414E-1,-1.847198E-1,-3.3478385E-3,-7.55891E-3,5.98387E-3,-2.5755966E-3,1.5444835E-3,9.205065E-3,4.199838E-3,-3.574669E-3],"categories":[8,9,10,11,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,26,27,28,29,32,33,34,35,36,39,40,41,42,43,44,46,48,50,51,52,53,54,55,57,60,61,63,64,65,66,67,69,70,79,81,83,86,91],"categories_nodes":[2,4],"categories_segments":[0,4],"categories_sizes":[4,62],"default_left":[0,0,1,0,1,0,0,0,0,0,0,0,0,0,0],"id":60,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.6295715E2,5.4866394E1,2.4838075E2,2.8615845E1,1.5905441E1,1.1643623E2,1.2966928E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1E0,NaN,1.5261062E1,NaN,3.41E1,7.2006946E0,-3.3478385E-3,-7.55891E-3,5.98387E-3,-2.5755966E-3,1.5444835E-3,9.205065E-3,4.199838E-3,-3.574669E-3],"split_indices":[15,6,13,16,0,15,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.8387444E3,1.8060507E3,2.0326937E3,1.718648E3,8.740269E1,7.938106E2,1.238883E3,1.8286932E2,1.5357786E3,3.6210754E1,5.1191933E1,4.0389795E2,3.899127E2,2.7495792E2,9.639252E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.6387057E-1,9.631596E-2,-6.6636014E-1,3.1920898E-1,-3.896141E-1,-2.5818583E-1,-7.3685145E-1,-3.988939E-4,8.025413E-3,-2.5606598E-4,-6.7031556E-3,3.7788798E-3,-4.549128E-3,-8.233068E-3,-5.5189067E-3],"categories":[0,1,7,8,9,10,11,0,1,2,3,4,5,6,7,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,26,27,28,30,32,33,37,38,39,40,42,46,47,48,50,51,52,54,57,58,60,61,63,64,65,66,67,68,69,71,72,73,74,75,76,78,79,80,81,82,83,84,85,86,87,89,90,91,92,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128],"categories_nodes":[1,2,5],"categories_segments":[0,1,7],"categories_sizes":[1,6,107],"default_left":[0,1,1,0,0,0,0,0,0,0,0,0,0,0,0],"id":61,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.554346E2,2.1918939E2,5.18692E1,2.4078418E2,6.501434E1,3.3706642E1,2.4208862E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.41E1,6.6E0,NaN,1.78E1,-3.988939E-4,8.025413E-3,-2.5606598E-4,-6.7031556E-3,3.7788798E-3,-4.549128E-3,-8.233068E-3,-5.5189067E-3],"split_indices":[16,2,13,15,11,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.8298984E3,2.0215664E3,1.8083319E3,1.3861097E3,6.354566E2,2.66993E2,1.5413389E3,7.9578674E2,5.9032306E2,2.771482E2,3.5830844E2,6.2852444E1,2.0414056E2,1.0480181E3,4.9332086E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.618436E-1,-6.657586E-1,9.369527E-2,-7.0515555E-1,1.0096977E-1,5.223341E-1,-1.8257475E-1,5.0098808E-3,-7.1889907E-3,5.9306906E-3,-2.5378363E-3,1.5095558E-2,3.8111692E-3,4.1117454E-3,-3.5349452E-3],"categories":[8,9,10,11,0,1,2,4,5,6,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,26,27,28,29,32,33,34,35,36,39,40,41,42,43,44,46,48,50,51,52,53,54,55,57,60,61,63,64,65,66,67,69,70,79,81,83,86,91,1,3,4,5,6,7,8,9,10,11],"categories_nodes":[2,3,4,5],"categories_segments":[0,4,10,72],"categories_sizes":[4,6,62,10],"default_left":[0,0,1,1,1,1,0,0,0,0,0,0,0,0,0],"id":62,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.4895764E2,5.4125732E1,2.4092699E2,2.8576233E1,1.5570709E1,1.1058052E2,1.2572011E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1E0,NaN,NaN,NaN,NaN,7.2006946E0,5.0098808E-3,-7.1889907E-3,5.9306906E-3,-2.5378363E-3,1.5095558E-2,3.8111692E-3,4.1117454E-3,-3.5349452E-3],"split_indices":[15,6,13,3,0,13,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.8211912E3,1.7884849E3,2.0327063E3,1.7011544E3,8.733048E1,7.9631537E2,1.236391E3,1.8766176E1,1.6823882E3,3.630203E1,5.1028458E1,9.844137E1,6.97874E2,2.760454E2,9.603456E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.5983334E-1,9.4991185E-2,-6.601624E-1,3.1478837E-1,-3.863531E-1,-2.5337875E-1,-7.3084694E-1,-3.8179502E-4,7.869738E-3,-2.6730282E-4,-6.6549904E-3,1.2245488E-4,-7.2465613E-3,-8.177384E-3,-5.4567326E-3],"categories":[0,1,7,8,9,10,11,0,1,3,4,5,6,7,9,10,11,13,14,17,18,20,21,22,23,27,28,33,37,46,48,52,57,64,66,69,71,72,75,79,80,81,82,83,93],"categories_nodes":[1,2,5],"categories_segments":[0,1,7],"categories_sizes":[1,6,38],"default_left":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":63,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.417334E2,2.1409128E2,5.133783E1,2.315266E2,6.367302E1,3.3408127E1,2.4108643E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.41E1,6.6E0,NaN,1.78E1,-3.8179502E-4,7.869738E-3,-2.6730282E-4,-6.6549904E-3,1.2245488E-4,-7.2465613E-3,-8.177384E-3,-5.4567326E-3],"split_indices":[16,2,13,15,11,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.812332E3,2.0214333E3,1.7908988E3,1.3879823E3,6.3345105E2,2.6580408E2,1.5250947E3,7.947845E2,5.931978E2,2.773009E2,3.5615015E2,1.7061502E2,9.518906E1,1.0356891E3,4.8940564E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.5783446E-1,-6.5950215E-1,9.2352174E-2,-6.9900113E-1,1.02006875E-1,5.135703E-1,-1.8045433E-1,4.993773E-3,-7.1280887E-3,-4.6431213E-3,4.0698396E-3,1.5167929E-3,8.83714E-3,4.025894E-3,-3.495579E-3],"categories":[8,9,10,11,0,1,2,4,5,6],"categories_nodes":[2,3],"categories_segments":[0,4],"categories_sizes":[4,6],"default_left":[0,0,1,1,0,0,0,0,0,0,0,0,0,0,0],"id":64,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.352295E2,5.337787E1,2.3376462E2,2.823706E1,1.5433436E1,1.06972015E2,1.2189696E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1E0,NaN,NaN,2.14E1,3.41E1,7.2006946E0,4.993773E-3,-7.1280887E-3,-4.6431213E-3,4.0698396E-3,1.5167929E-3,8.83714E-3,4.025894E-3,-3.495579E-3],"split_indices":[15,6,13,3,20,15,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.803733E3,1.7712303E3,2.0325027E3,1.6839662E3,8.726408E1,7.9858716E2,1.2339155E3,1.8781193E1,1.665185E3,3.0361904E1,5.6902172E1,4.0450793E2,3.9407925E2,2.7710797E2,9.568075E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.5584254E-1,9.357051E-2,-6.5393275E-1,3.1047636E-1,-3.8347217E-1,-2.483097E-1,-7.2483426E-1,-3.5671404E-4,7.701329E-3,-2.836475E-4,-6.6093113E-3,3.575152E-3,-4.5438875E-3,-8.121822E-3,-5.3939163E-3],"categories":[0,1,7,8,9,10,11,0,1,2,3,4,5,6,7,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,26,27,28,30,32,33,37,38,39,40,42,46,47,48,50,51,52,54,57,58,61,63,64,65,66,67,68,69,71,72,73,74,75,76,78,79,80,81,82,83,84,85,86,87,89,90,91,92,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128],"categories_nodes":[1,2,5],"categories_segments":[0,1,7],"categories_sizes":[1,6,106],"default_left":[0,1,1,0,0,0,0,0,0,0,0,0,0,0,0],"id":65,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.2809875E2,2.0939963E2,5.0856323E1,2.2133592E2,6.231314E1,3.331726E1,2.4021606E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.41E1,6.6E0,NaN,1.78E1,-3.5671404E-4,7.701329E-3,-2.836475E-4,-6.6093113E-3,3.575152E-3,-4.5438875E-3,-8.121822E-3,-5.3939163E-3],"split_indices":[16,2,13,15,11,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.7951572E3,2.0215557E3,1.7736016E3,1.3899229E3,6.316328E2,2.645618E2,1.5090397E3,7.9338257E2,5.965402E2,2.7753296E2,3.5409985E2,6.6965065E1,1.9759674E2,1.0235453E3,4.8549442E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.5386813E-1,-6.532692E-1,9.102136E-2,-6.9286764E-1,1.0301119E-1,5.0488776E-1,-1.7835559E-1,4.978381E-3,-7.067393E-3,5.8826976E-3,-2.4903307E-3,1.4650964E-2,3.6775782E-3,3.9423294E-3,-3.4565616E-3],"categories":[8,9,10,11,0,1,2,4,5,6,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,26,27,28,29,32,33,34,35,36,39,40,41,42,43,44,46,48,50,51,52,53,54,55,57,60,61,63,64,65,66,67,69,70,79,81,83,86,91,1,3,4,5,6,7,8,9,10,11],"categories_nodes":[2,3,4,5],"categories_segments":[0,4,10,72],"categories_sizes":[4,6,62,10],"default_left":[0,0,1,1,1,1,0,0,0,0,0,0,0,0,0],"id":66,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.2180756E2,5.263672E1,2.2678741E2,2.790326E1,1.521426E1,1.0505789E2,1.1819855E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1E0,NaN,NaN,NaN,NaN,7.2006946E0,4.978381E-3,-7.067393E-3,5.8826976E-3,-2.4903307E-3,1.4650964E-2,3.6775782E-3,3.9423294E-3,-3.4565616E-3],"split_indices":[15,6,13,3,0,13,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.786666E3,1.7542516E3,2.0324143E3,1.6670497E3,8.720196E1,8.009592E2,1.2314551E3,1.8795677E1,1.6482539E3,3.638197E1,5.0819992E1,9.888244E1,7.020768E2,2.7814465E2,9.533104E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.5190976E-1,9.2288986E-2,-6.4778274E-1,3.0621055E-1,-3.8025644E-1,-6.7459345E-1,4.1435885E-1,-3.4025658E-4,7.554253E-3,-2.9400532E-4,-6.561666E-3,-7.87396E-3,-4.5830994E-3,-2.8005063E-3,8.724725E-3],"categories":[0],"categories_nodes":[1],"categories_segments":[0],"categories_sizes":[1],"default_left":[0,1,0,0,0,0,0,0,0,0,0,0,0,0,0],"id":67,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.149858E2,2.0454794E2,5.033319E1,2.128793E2,6.1031082E1,4.1475952E1,1.4208233E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,1E0,3.41E1,6.6E0,1.78E1,1.42E1,-3.4025658E-4,7.554253E-3,-2.9400532E-4,-6.561666E-3,-7.87396E-3,-4.5830994E-3,-2.8005063E-3,8.724725E-3],"split_indices":[16,2,6,15,11,15,15,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.7780242E3,2.0213193E3,1.7567048E3,1.3916642E3,6.296551E2,1.7138096E3,4.289527E1,7.9241315E2,5.992511E2,2.7766907E2,3.5198602E2,1.1246223E3,5.8918713E2,1.7204836E1,2.5690434E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.4995884E-1,-6.4702207E-1,8.966631E-2,-6.8663526E-1,1.0091476E-1,4.9655685E-1,-1.7637673E-1,4.995944E-3,-7.0058624E-3,-4.60021E-3,4.0072748E-3,1.4859961E-2,3.680438E-3,3.8608524E-3,-3.4189625E-3],"categories":[8,9,10,11,0,1,2,4,5,6,1,2,3,4,5,6,7,8,9,10,11],"categories_nodes":[2,3,5],"categories_segments":[0,4,10],"categories_sizes":[4,6,11],"default_left":[0,0,1,1,0,1,0,0,0,0,0,0,0,0,0],"id":68,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.0853906E2,5.1576294E1,2.201816E2,2.7674805E1,1.50367155E1,1.0169676E2,1.14653534E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1E0,NaN,NaN,2.14E1,NaN,7.2006946E0,4.995944E-3,-7.0058624E-3,-4.60021E-3,4.0072748E-3,1.4859961E-2,3.680438E-3,3.8608524E-3,-3.4189625E-3],"split_indices":[15,6,13,3,20,13,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.7696418E3,1.7374481E3,2.0321937E3,1.6501335E3,8.731463E1,8.030815E2,1.2291123E3,1.877661E1,1.6313569E3,3.0226982E1,5.7087646E1,9.110313E1,7.1197833E2,2.7915756E2,9.499547E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.4802674E-1,9.1043144E-2,-6.416615E-1,3.0202824E-1,-3.770383E-1,-2.3696336E-1,-7.131214E-1,-3.237493E-4,7.410739E-3,-3.0324198E-4,-6.5142876E-3,3.413092E-3,-4.557792E-3,-8.012189E-3,-5.276258E-3],"categories":[0,1,7,8,9,10,11,0,1,2,3,4,5,6,7,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,27,28,30,33,37,38,39,40,42,46,47,48,50,51,52,54,57,58,61,63,64,65,66,67,68,69,71,72,73,74,75,76,78,79,80,81,82,83,84,85,86,87,89,90,91,92,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128],"categories_nodes":[1,2,5],"categories_segments":[0,1,7],"categories_sizes":[1,6,104],"default_left":[0,1,1,0,0,0,0,0,0,0,0,0,0,0,0],"id":69,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.0218604E2,1.9980429E2,5.0183044E1,2.0473737E2,5.9789917E1,3.3408295E1,2.3751465E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.41E1,6.6E0,NaN,1.78E1,-3.237493E-4,7.410739E-3,-3.0324198E-4,-6.5142876E-3,3.413092E-3,-4.557792E-3,-8.012189E-3,-5.276258E-3],"split_indices":[16,2,13,15,11,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.7611094E3,2.0210135E3,1.7400958E3,1.3933318E3,6.2768176E2,2.617943E2,1.4783015E3,7.91446E2,6.018858E2,2.7778674E2,3.4989502E2,7.171382E1,1.900805E2,1.00003516E3,4.782664E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.4610353E-1,-6.4083564E-1,8.839048E-2,-6.805403E-1,1.0188066E-1,4.8836783E-1,-1.743245E-1,-3.081114E-3,-7.260342E-3,5.793235E-3,-2.4664348E-3,1.4169507E-2,3.5593335E-3,3.781392E-3,-3.3806385E-3],"categories":[8,9,10,11,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,26,27,28,29,32,33,34,35,36,39,40,41,42,43,44,46,48,50,51,52,53,54,55,57,60,61,63,64,65,66,67,69,70,79,81,83,86,91,1,3,4,5,6,7,8,9,10,11],"categories_nodes":[2,4,5],"categories_segments":[0,4,66],"categories_sizes":[4,62,10],"default_left":[0,0,1,0,1,1,0,0,0,0,0,0,0,0,0],"id":70,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.9569598E2,5.0849792E1,2.1369595E2,2.7474182E1,1.4828389E1,9.863347E1,1.1118436E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1E0,NaN,1.5261062E1,NaN,NaN,7.2006946E0,-3.081114E-3,-7.260342E-3,5.793235E-3,-2.4664348E-3,1.4169507E-2,3.5593335E-3,3.781392E-3,-3.3806385E-3],"split_indices":[15,6,13,16,0,13,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.7528335E3,1.7209943E3,2.0318391E3,1.6337402E3,8.725404E1,8.051533E2,1.2266859E3,1.7869048E2,1.4550497E3,3.6538193E1,5.0715847E1,9.928728E1,7.05866E2,2.801473E2,9.465386E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.4420102E-1,8.9458235E-2,-6.35365E-1,2.9744965E-1,-3.7401184E-1,-2.3181689E-1,-7.0704406E-1,-3.1452443E-4,7.271369E-3,-3.1614056E-4,-6.467553E-3,3.4170002E-3,-4.5015737E-3,-7.955674E-3,-5.2140686E-3],"categories":[0,1,7,8,9,10,11,0,1,2,3,4,5,6,7,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,27,28,30,33,37,38,39,40,42,46,47,48,50,51,52,54,57,58,61,63,64,65,66,67,68,69,71,72,73,74,75,76,78,79,80,81,82,83,84,85,86,87,89,90,91,92,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128],"categories_nodes":[1,2,5],"categories_segments":[0,1,7],"categories_sizes":[1,6,104],"default_left":[0,1,1,0,0,0,0,0,0,0,0,0,0,0,0],"id":71,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.8888483E2,1.950401E2,4.971112E1,1.9735692E2,5.8515923E1,3.290635E1,2.3638184E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.41E1,6.6E0,NaN,1.78E1,-3.1452443E-4,7.271369E-3,-3.1614056E-4,-6.467553E-3,3.4170002E-3,-4.5015737E-3,-7.955674E-3,-5.2140686E-3],"split_indices":[16,2,13,15,11,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.7443635E3,2.0211298E3,1.7232336E3,1.3953134E3,6.258164E2,2.6055582E2,1.4626779E3,7.908714E2,6.0444196E2,2.7797144E2,3.4784497E2,7.168781E1,1.8886801E2,9.881707E2,4.7450705E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.4230295E-1,-6.3469464E-1,8.7135434E-2,-6.744894E-1,1.0285609E-1,1.0102224E0,-2.3844665E-2,5.114969E-3,-6.8863537E-3,-4.551459E-3,3.994239E-3,1.4772263E-2,4.4746837E-3,-7.8440306E-4,1.5035248E-2],"categories":[1,5,6,7,8,9,10,11,0,1,2,4,5,6,0,1,3,5,6,7,9,10,12,16,17,18,19,22,25,27,28,31,33,35,39,41,43,45,48,49,51,53,56,58,59,60,65,66,67,68,69,71,72,73,77,80,81,82,83,85,86,87,91,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,125,126,128],"categories_nodes":[2,3,5],"categories_segments":[0,8,14],"categories_sizes":[8,6,78],"default_left":[0,0,1,1,0,0,0,0,0,0,0,0,0,0,0],"id":72,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.8315826E2,5.0134216E1,2.0823628E2,2.7506775E1,1.4776008E1,5.6671387E1,1.5149089E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1E0,NaN,NaN,2.14E1,NaN,1E0,5.114969E-3,-6.8863537E-3,-4.551459E-3,3.994239E-3,1.4772263E-2,4.4746837E-3,-7.8440306E-4,1.5035248E-2],"split_indices":[15,6,13,3,20,0,8,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.736194E3,1.7047509E3,2.0314432E3,1.6175605E3,8.71903E1,2.1715276E2,1.8142905E3,1.8651861E1,1.5989087E3,3.0072744E1,5.7117558E1,1.177841E2,9.936865E1,1.7525929E3,6.1697586E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.404164E-1,8.8344805E-2,-6.293404E-1,2.935865E-1,-3.7087286E-1,-2.2710176E-1,-7.012062E-1,-1.9726115E-3,5.717189E-3,-3.1025786E-4,-6.427529E-3,3.4164856E-3,-4.449112E-3,-7.90064E-3,-5.1567713E-3],"categories":[0,1,7,8,9,10,11,0,1,2,3,4,5,6,7,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,27,28,30,33,37,38,39,40,42,46,47,48,50,51,52,54,57,58,61,63,64,65,66,67,68,69,71,72,73,74,75,76,78,79,80,81,82,83,84,85,86,87,89,90,91,92,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128],"categories_nodes":[1,2,5],"categories_segments":[0,1,7],"categories_sizes":[1,6,104],"default_left":[0,1,1,0,0,0,0,0,0,0,0,0,0,0,0],"id":73,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.7684143E2,1.9064679E2,4.9222046E1,1.9093066E2,5.771814E1,3.2412857E1,2.3477783E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.29E1,6.6E0,NaN,1.78E1,-1.9726115E-3,5.717189E-3,-3.1025786E-4,-6.427529E-3,3.4164856E-3,-4.449112E-3,-7.90064E-3,-5.1567713E-3],"split_indices":[16,2,13,12,11,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.7278762E3,2.020609E3,1.7072672E3,1.3967219E3,6.23887E2,2.594219E2,1.4478452E3,5.0528555E2,8.914364E2,2.7777963E2,3.4610742E2,7.168013E1,1.8774178E2,9.7676984E2,4.710754E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.3852849E-1,-6.2882465E-1,8.630411E-2,-6.686429E-1,1.01667136E-1,4.759805E-1,-1.7130117E-1,5.089716E-3,-6.828445E-3,-5.169607E-3,3.666757E-3,1.4206947E-2,3.535303E-3,3.680748E-3,-3.326257E-3],"categories":[8,9,10,11,0,1,2,4,5,6,1,2,3,4,5,6,7,8,9,10,11],"categories_nodes":[2,3,5],"categories_segments":[0,4,10],"categories_sizes":[4,6,11],"default_left":[0,0,1,1,0,1,0,0,0,0,0,0,0,0,0],"id":74,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.7181378E2,4.923468E1,2.0403148E2,2.7157715E1,1.4656347E1,9.306595E1,1.066173E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1E0,NaN,NaN,2.67E1,NaN,7.2006946E0,5.089716E-3,-6.828445E-3,-5.169607E-3,3.666757E-3,1.4206947E-2,3.535303E-3,3.680748E-3,-3.326257E-3],"split_indices":[15,6,13,3,26,13,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.7200608E3,1.6893364E3,2.0307244E3,1.6020929E3,8.7243515E1,8.0785077E2,1.2228737E3,1.8675314E1,1.5834176E3,2.5879793E1,6.1363724E1,9.1479065E1,7.163717E2,2.812511E2,9.4162256E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.3667116E-1,-6.255909E-1,8.544647E-2,-6.6540354E-1,1.0056209E-1,4.7032708E-1,-1.698101E-1,-4.128964E-3,-7.33575E-3,5.7090735E-3,-2.447042E-3,1.405642E-2,3.4926475E-3,3.6366405E-3,-3.3005904E-3],"categories":[8,9,10,11,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,26,27,28,29,32,33,34,35,36,39,40,41,42,43,44,46,48,50,51,52,53,54,55,57,60,61,63,64,65,66,67,69,70,79,81,83,86,91,1,2,3,4,5,6,7,8,9,10,11],"categories_nodes":[2,4,5],"categories_segments":[0,4,66],"categories_sizes":[4,62,11],"default_left":[0,0,1,0,1,1,0,0,0,0,0,0,0,0,0],"id":75,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.6519177E2,4.869757E1,1.9968253E2,2.7150146E1,1.4479303E1,9.1273895E1,1.04612755E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1E0,NaN,1.796274E1,NaN,NaN,7.2006946E0,-4.128964E-3,-7.33575E-3,5.7090735E-3,-2.447042E-3,1.405642E-2,3.4926475E-3,3.6366405E-3,-3.3005904E-3],"split_indices":[15,6,13,16,0,13,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.7118523E3,1.6811346E3,2.0307177E3,1.5938335E3,8.73011E1,8.0941864E2,1.2212991E3,3.4032498E2,1.2535085E3,3.667982E1,5.062128E1,9.154448E1,7.1787415E2,2.8182492E2,9.394741E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.3483074E-1,8.658593E-2,-6.2029856E-1,2.8855944E-1,-3.674491E-1,-2.1990223E-1,-6.9244844E-1,-1.9590864E-3,5.6201564E-3,-3.3279954E-4,-6.3702487E-3,3.4499057E-3,-4.3761395E-3,-7.819056E-3,-5.067681E-3],"categories":[0,1,7,8,9,10,11,0,1,2,3,4,5,6,7,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,27,28,30,33,37,38,39,40,42,46,47,48,50,51,52,54,57,58,61,63,64,65,66,67,68,69,71,72,73,74,75,76,78,79,80,81,82,83,84,85,86,87,89,90,91,92,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128],"categories_nodes":[1,2,5],"categories_segments":[0,1,7],"categories_sizes":[1,6,104],"default_left":[0,1,1,0,0,0,0,0,0,0,0,0,0,0,0],"id":76,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.5904382E2,1.8544164E2,4.851355E1,1.854982E2,5.6072502E1,3.1963964E1,2.3305664E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.29E1,6.6E0,NaN,1.78E1,-1.9590864E-3,5.6201564E-3,-3.3279954E-4,-6.3702487E-3,3.4499057E-3,-4.3761395E-3,-7.819056E-3,-5.067681E-3],"split_indices":[16,2,13,12,11,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.7036467E3,2.0200409E3,1.6836058E3,1.398358E3,6.2168286E2,2.5767627E2,1.4259296E3,5.0462457E2,8.9373346E2,2.7808676E2,3.4359607E2,7.151999E1,1.861563E2,9.6014124E2,4.6578836E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.3298003E-1,-6.19778E-1,8.462234E-2,-6.5960974E-1,9.943969E-2,4.6337873E-1,-1.6761608E-1,5.1479535E-3,-6.7394236E-3,-4.536384E-3,3.9177323E-3,1.3425431E-2,3.383971E-3,3.5813313E-3,-3.2645906E-3],"categories":[8,9,10,11,0,1,2,4,5,6,1,3,4,5,6,7,8,9,10,11],"categories_nodes":[2,3,5],"categories_segments":[0,4,10],"categories_sizes":[4,6,10],"default_left":[0,0,1,1,0,1,0,0,0,0,0,0,0,0,0],"id":77,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.5422003E2,4.7822144E1,1.9410916E2,2.6936707E1,1.4462079E1,8.878265E1,1.0198624E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1E0,NaN,NaN,2.14E1,NaN,7.2006946E0,5.1479535E-3,-6.7394236E-3,-4.536384E-3,3.9177323E-3,1.3425431E-2,3.383971E-3,3.5813313E-3,-3.2645906E-3],"split_indices":[15,6,13,3,20,13,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.6959893E3,1.6660309E3,2.0299583E3,1.5786832E3,8.734776E1,8.1113556E2,1.2188228E3,1.8613253E1,1.56007E3,3.0013042E1,5.7334717E1,9.974592E1,7.1138965E2,2.825071E2,9.363156E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.3115873E-1,-6.165602E-1,8.378232E-2,-3.1976017E-1,-7.1356213E-1,9.631975E-1,-2.2918528E-2,4.0007848E-4,-6.5548476E-3,-5.5257007E-3,-8.240879E-3,1.41853625E-2,4.133349E-3,-7.645698E-4,1.4599234E-2],"categories":[1,5,6,7,8,9,10,11,2,4,5,8,9,10,11,12,14,19,20,22,23,27,32,35,37,40,42,43,44,46,49,50,51,52,54,57,59,61,64,65,66,67,68,69,75,77,78,79,80,81,82,83,85,86,88,90,91,93,1,3,6,9,10,11,12,13,14,15,17,18,19,20,21,23,24,25,27,28,31,33,34,36,37,39,45,46,47,48,52,53,54,55,58,61,62,63,64,65,66,68,69,70,71,73,74,75,76,78,80,86,89,90,91,92,93,0,1,3,5,6,7,9,10,12,16,17,18,19,22,25,27,28,31,33,35,39,41,43,45,48,49,51,53,56,58,59,60,65,66,67,68,69,71,72,73,77,80,81,82,83,85,86,87,91,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,125,126,128],"categories_nodes":[2,3,4,5],"categories_segments":[0,8,58,115],"categories_sizes":[8,50,57,78],"default_left":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":78,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.478114E2,4.753534E1,1.9059242E2,4.960341E1,2.1778992E1,5.4439697E1,1.4397632E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1.796274E1,NaN,NaN,NaN,NaN,1E0,4.0007848E-4,-6.5548476E-3,-5.5257007E-3,-8.240879E-3,1.41853625E-2,4.133349E-3,-7.645698E-4,1.4599234E-2],"split_indices":[15,16,13,0,0,0,8,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.687946E3,1.6580228E3,2.0299232E3,4.0946506E2,1.2485579E3,2.1877551E2,1.8111477E3,1.9808005E2,2.1138501E2,5.10688E2,7.378699E2,1.1880982E2,9.996569E1,1.7489497E3,6.2197914E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.293514E-1,8.4969215E-2,-6.113656E-1,2.8384525E-1,-3.641066E-1,7.619051E-1,-6.32167E-1,-1.9440576E-3,5.527526E-3,-3.409762E-4,-6.3201915E-3,1.3343589E-2,-3.1496598E-3,-6.5669683E-3,3.4705976E-3],"categories":[0,0,1,2,4,5,6],"categories_nodes":[1,2],"categories_segments":[0,1],"categories_sizes":[1,6],"default_left":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":79,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.4203986E2,1.8053398E2,4.794879E1,1.8025067E2,5.484069E1,1.5984501E1,3.9559204E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.29E1,6.6E0,3.49E1,1E0,-1.9440576E-3,5.527526E-3,-3.409762E-4,-6.3201915E-3,1.3343589E-2,-3.1496598E-3,-6.5669683E-3,3.4705976E-3],"split_indices":[16,2,3,12,11,47,6,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.6799336E3,2.0192642E3,1.6606694E3,1.3997458E3,6.1951825E2,2.4247786E1,1.6364216E3,5.0387772E2,8.958681E2,2.7809457E2,3.4142368E2,1.5675656E1,8.572129E0,1.5967521E3,3.966958E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.2753054E-1,-6.108999E-1,8.320135E-2,-3.3630523E-1,-7.148113E-1,4.5408925E-1,-1.650239E-1,-3.5478795E-4,-6.969517E-3,-5.7177506E-3,-8.414568E-3,1.2980332E-3,7.817374E-3,3.5166764E-3,-3.2213617E-3],"categories":[8,9,10,11,0,4,5,8,9,10,11,12,14,19,20,22,23,27,32,35,40,42,43,46,49,50,51,52,54,57,61,64,65,66,67,68,69,75,77,78,79,80,81,82,83,86,90,91,93,1,6,9,10,11,12,13,14,15,17,18,20,21,23,24,25,30,31,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,64,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,92,93],"categories_nodes":[2,3,4],"categories_segments":[0,4,49],"categories_sizes":[4,45,51],"default_left":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":80,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.3765063E2,4.6686707E1,1.8694745E2,4.9164425E1,2.111621E1,8.639746E1,9.888502E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1.8539688E1,NaN,NaN,NaN,3.41E1,7.2006946E0,-3.5478795E-4,-6.969517E-3,-5.7177506E-3,-8.414568E-3,1.2980332E-3,7.817374E-3,3.5166764E-3,-3.2213617E-3],"split_indices":[15,16,13,0,0,15,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.6724478E3,1.6436311E3,2.0288165E3,4.5238968E2,1.1912415E3,8.130947E2,1.2157218E3,2.4724954E2,2.0514015E2,5.6201E2,6.2923145E2,4.093457E2,4.03749E2,2.831837E2,9.3253815E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.2574404E-1,-6.077169E-1,8.236499E-2,-6.4775324E-1,1.0311424E-1,4.4865578E-1,-1.6358176E-1,5.159812E-3,-6.6222623E-3,-5.108566E-3,3.6406214E-3,1.3471572E-2,3.3298E-3,3.4749138E-3,-3.1963058E-3],"categories":[8,9,10,11,0,1,2,4,5,6,1,2,3,4,5,6,7,8,9,10,11],"categories_nodes":[2,3,5],"categories_segments":[0,4,10],"categories_sizes":[4,6,11],"default_left":[0,0,1,1,0,1,0,0,0,0,0,0,0,0,0],"id":81,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.3146564E2,4.6648438E1,1.8294502E2,2.64422E1,1.4306745E1,8.433342E1,9.702602E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1E0,NaN,NaN,2.67E1,NaN,7.2006946E0,5.159812E-3,-6.6222623E-3,-5.108566E-3,3.6406214E-3,1.3471572E-2,3.3298E-3,3.4749138E-3,-3.1963058E-3],"split_indices":[15,6,13,3,26,13,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.664716E3,1.6357949E3,2.0289213E3,1.5486582E3,8.713665E1,8.147228E2,1.2141985E3,1.8598001E1,1.5300603E3,2.5703207E1,6.143344E1,9.171198E1,7.230108E2,2.8373044E2,9.30468E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.2397077E-1,-6.045233E-1,8.154971E-2,-3.2979584E-1,-7.0896804E-1,9.3311447E-1,-2.2406021E-2,-3.0094665E-4,-6.9085406E-3,-5.651455E-3,-8.3659375E-3,1.3795993E-2,3.929355E-3,-7.507414E-4,1.4253702E-2],"categories":[1,5,6,7,8,9,10,11,0,4,5,8,9,10,11,12,14,19,20,22,23,27,32,35,40,42,43,46,49,50,51,52,54,57,61,64,65,66,67,68,69,75,77,78,79,80,81,82,83,86,90,91,93,1,6,9,10,11,12,13,14,15,17,18,20,21,23,24,25,30,31,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,64,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,92,93,0,1,3,5,6,7,9,10,12,16,17,18,19,22,25,27,28,31,33,35,39,41,43,45,48,49,51,53,56,58,59,60,65,66,67,68,69,71,72,73,77,80,81,82,83,85,86,87,91,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,125,126,128],"categories_nodes":[2,3,4,5],"categories_segments":[0,8,53,104],"categories_sizes":[8,45,51,78],"default_left":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":82,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.2533832E2,4.650952E1,1.7971266E2,4.8737926E1,2.1176392E1,5.272522E1,1.3812108E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1.8539688E1,NaN,NaN,NaN,NaN,1E0,-3.0094665E-4,-6.9085406E-3,-5.651455E-3,-8.3659375E-3,1.3795993E-2,3.929355E-3,-7.507414E-4,1.4253702E-2],"split_indices":[15,16,13,0,0,0,8,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.6568777E3,1.6280366E3,2.028841E3,4.495953E2,1.1784413E3,2.1985974E2,1.8089812E3,2.4626398E2,2.0333133E2,5.56615E2,6.218263E2,1.1951811E2,1.0034163E2,1.7463978E3,6.2583416E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.2221096E-1,8.2784414E-2,-5.994726E-1,2.7838278E-1,-3.6088714E-1,-1.9928597E-1,-6.7269504E-1,-1.9322408E-3,5.4259086E-3,3.9912018E-4,-5.7560005E-3,3.3590996E-3,-4.358218E-3,-7.636543E-3,-4.8622233E-3],"categories":[0,1,7,8,9,10,11,0,1,2,3,4,5,6,7,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,27,28,30,33,37,38,39,40,42,46,47,48,50,51,52,57,58,61,63,64,65,66,67,68,69,71,72,73,74,75,76,79,80,81,82,83,84,85,86,87,89,90,91,92,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128],"categories_nodes":[1,2,5],"categories_segments":[0,1,7],"categories_sizes":[1,6,102],"default_left":[0,1,1,0,0,0,0,0,0,0,0,0,0,0,0],"id":83,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.2003912E2,1.753323E2,4.768341E1,1.7479343E2,5.3228653E1,3.2278236E1,2.3018982E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.29E1,6E0,NaN,1.78E1,-1.9322408E-3,5.4259086E-3,3.9912018E-4,-5.7560005E-3,3.3590996E-3,-4.358218E-3,-7.636543E-3,-4.8622233E-3],"split_indices":[16,2,13,12,11,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.6490808E3,2.0182317E3,1.6308491E3,1.4009689E3,6.1726276E2,2.5281998E2,1.3780292E3,5.031404E2,8.978284E2,2.1560764E2,4.0165515E2,7.736058E1,1.754594E2,9.2414606E2,4.5388318E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.2044422E-1,1.871254E-1,-5.00049E-1,4.784727E-1,-3.0111295E-1,-2.6170766E-1,-6.923773E-1,-6.347251E-4,7.5856987E-3,5.967879E-4,-5.245338E-3,1.4209765E-2,-2.975456E-3,-5.6730364E-3,-8.46861E-3],"categories":[0,0,1,2,4,5,6,6,9,10,11,12,14,15,17,18,20,21,24,30,34,36,37,45,46,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,93],"categories_nodes":[1,5,6],"categories_segments":[0,1,7],"categories_sizes":[1,6,43],"default_left":[0,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"id":84,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.1522003E2,2.1108836E2,9.887158E1,1.4108661E2,4.4754517E1,5.871245E1,2.2613892E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8539688E1,3.29E1,6E0,NaN,NaN,-6.347251E-4,7.5856987E-3,5.967879E-4,-5.245338E-3,1.4209765E-2,-2.975456E-3,-5.6730364E-3,-8.46861E-3],"split_indices":[16,2,16,12,11,3,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.6417896E3,1.4819443E3,2.1598452E3,9.281236E2,5.5382074E2,9.6559735E2,1.1942478E3,3.1650607E2,6.116175E2,2.1207837E2,3.417424E2,1.9330498E1,9.4626685E2,6.625245E2,5.317233E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.1870452E-1,-5.959911E-1,8.047355E-2,-6.3623184E-1,1.0731726E-1,4.3780276E-1,-1.6077794E-1,5.2187513E-3,-6.5086177E-3,-4.4607297E-3,3.9851787E-3,1.2417627E-3,7.536284E-3,3.3938996E-3,-3.1467346E-3],"categories":[8,9,10,11,0,1,2,4,5,6],"categories_nodes":[2,3],"categories_segments":[0,4],"categories_sizes":[4,6],"default_left":[0,0,1,1,0,0,0,0,0,0,0,0,0,0,0],"id":85,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.1037778E2,4.5573486E1,1.7492838E2,2.6109863E1,1.4338297E1,8.090866E1,9.3367096E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1E0,NaN,NaN,2.14E1,3.41E1,7.2006946E0,5.2187513E-3,-6.5086177E-3,-4.4607297E-3,3.9851787E-3,1.2417627E-3,7.536284E-3,3.3938996E-3,-3.1467346E-3],"split_indices":[15,6,13,3,20,15,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.6342312E3,1.6068623E3,2.0273689E3,1.5199893E3,8.687305E1,8.1678076E2,1.2105881E3,1.8529379E1,1.5014598E3,2.9768986E1,5.710406E1,4.1051627E2,4.0626453E2,2.845574E2,9.260307E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.1697003E-1,-5.9281856E-1,7.9666674E-2,-3.2172808E-1,-6.9727695E-1,4.3261212E-1,-1.59369E-1,-2.2790003E-4,-6.8375217E-3,-5.518292E-3,-8.269068E-3,1.3033766E-2,3.210283E-3,2.3896836E-3,-3.4974192E-3],"categories":[8,9,10,11,0,4,5,8,9,10,11,12,14,19,20,22,23,27,32,35,40,42,43,46,49,50,51,52,54,57,61,64,65,66,67,68,69,75,77,78,79,80,81,82,83,86,90,91,93,1,6,9,10,11,12,13,14,15,17,18,20,21,23,24,25,30,31,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,64,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,92,93,1,2,3,4,5,6,7,8,9,10,11],"categories_nodes":[2,3,4,5],"categories_segments":[0,4,49,100],"categories_sizes":[4,45,51,11],"default_left":[0,0,1,1,1,1,0,0,0,0,0,0,0,0,0],"id":86,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.0450946E2,4.5093872E1,1.7120026E2,4.8359074E1,2.130835E1,7.918994E1,9.184867E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1.8539688E1,NaN,NaN,NaN,NaN,6.7E0,-2.2790003E-4,-6.8375217E-3,-5.518292E-3,-8.269068E-3,1.3033766E-2,3.210283E-3,2.3896836E-3,-3.4974192E-3],"split_indices":[15,16,13,0,0,13,11,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.6267744E3,1.5993484E3,2.0274259E3,4.4599142E2,1.1533569E3,8.18326E2,1.2091E3,2.4486191E2,2.0112952E2,5.459947E2,6.0736224E2,9.173951E1,7.265865E2,3.9090756E2,8.181924E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.1526003E-1,-5.896711E-1,7.887829E-2,-6.300335E-1,1.10131785E-1,9.006738E-1,-2.203016E-2,5.225784E-3,-6.447346E-3,-4.407565E-3,3.9847447E-3,1.3346389E-2,3.623407E-3,-7.3682447E-4,1.3861131E-2],"categories":[1,5,6,7,8,9,10,11,0,1,2,4,5,6,0,1,3,5,6,7,9,10,12,16,17,18,19,22,25,27,28,31,33,35,39,43,45,48,49,51,53,56,58,59,60,65,66,67,68,69,71,72,73,77,80,81,82,83,85,86,87,91,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,125,126,128],"categories_nodes":[2,3,5],"categories_segments":[0,8,14],"categories_sizes":[8,6,77],"default_left":[0,0,1,1,0,0,0,0,0,0,0,0,0,0,0],"id":87,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.98735E2,4.5061584E1,1.6822092E2,2.585846E1,1.4108475E1,5.1343307E1,1.3156706E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1E0,NaN,NaN,2.14E1,NaN,1E0,5.225784E-3,-6.447346E-3,-4.407565E-3,3.9847447E-3,1.3346389E-2,3.623407E-3,-7.3682447E-4,1.3861131E-2],"split_indices":[15,6,13,3,20,0,8,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.6192068E3,1.5918822E3,2.0273246E3,1.5051686E3,8.671367E1,2.2084485E2,1.8064797E3,1.8520947E1,1.4866476E3,2.9611443E1,5.7102226E1,1.2145633E2,9.938851E1,1.7434749E3,6.3004955E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.1355127E-1,8.8033445E-2,-5.751963E-1,2.8867972E-1,-3.5737765E-1,-6.0596037E-1,4.5825782E-1,-1.8414491E-3,5.5086343E-3,-3.8298E-4,-6.2321466E-3,-7.3147854E-3,-3.8784933E-3,-2.0374204E-3,9.340528E-3],"categories":[0],"categories_nodes":[1],"categories_segments":[0],"categories_sizes":[1],"default_left":[0,1,0,0,0,0,0,0,0,0,0,0,0,0,0],"id":88,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.9407428E2,1.7623274E2,5.251068E1,1.6860635E2,5.193164E1,4.3405396E1,1.5328603E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5261062E1,NaN,1E0,3.29E1,6.6E0,1.78E1,1.47E1,-1.8414491E-3,5.5086343E-3,-3.8298E-4,-6.2321466E-3,-7.3147854E-3,-3.8784933E-3,-2.0374204E-3,9.340528E-3],"split_indices":[16,2,6,12,11,15,15,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.6116877E3,1.969789E3,1.6418988E3,1.3582734E3,6.115155E2,1.5948372E3,4.70617E1,4.846138E2,8.7365967E2,2.7844583E2,3.3306967E2,1.0107936E3,5.840435E2,1.9919035E1,2.7142662E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.1184333E-1,1.8122508E-1,-4.8648936E-1,4.6344483E-1,-2.960067E-1,-2.537279E-1,-6.7782843E-1,-6.330285E-4,7.3378864E-3,-1.318945E-4,-5.7765055E-3,1.3834531E-2,-2.893062E-3,-5.5065327E-3,-8.3558215E-3],"categories":[0,0,1,2,4,5,6,6,9,10,11,12,14,15,17,18,20,21,24,30,34,36,37,45,46,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,93],"categories_nodes":[1,5,6],"categories_segments":[0,1,7],"categories_sizes":[1,6,43],"default_left":[0,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"id":89,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.8933035E2,1.9998117E2,9.437033E1,1.3287892E2,4.3961548E1,5.6279743E1,2.2901978E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8539688E1,3.29E1,1E0,NaN,NaN,-6.330285E-4,7.3378864E-3,-1.318945E-4,-5.7765055E-3,1.3834531E-2,-2.893062E-3,-5.5065327E-3,-8.3558215E-3],"split_indices":[16,2,16,12,7,3,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.6046074E3,1.4827964E3,2.121811E3,9.3179266E2,5.510038E2,9.583351E2,1.163476E3,3.1628925E2,6.155034E2,2.7545148E2,2.7555228E2,1.9577286E1,9.387578E2,6.4665643E2,5.168196E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.1015866E-1,-5.811E-1,7.7690765E-2,-2.0968542E-1,-6.570082E-1,4.2207184E-1,-1.5674688E-1,1.9148436E-3,-6.08464E-3,-5.15226E-3,-8.0364905E-3,1.1881932E-3,7.265021E-3,3.3015793E-3,-3.0801627E-3],"categories":[7,8,9,10,11,8,9,10,11,1,2,3,4,9,10,11,12,13,14,18,20,22,23,24,27,29,33,35,42,43,45,46,51,52,55,56,57,58,61,64,66,67,68,69,72,75,76,78,79,80,81,82,83,86,89,91,93,95,6,8,10,11,12,14,15,17,18,19,20,21,23,25,27,35,36,37,42,46,48,49,50,52,53,54,55,59,61,63,64,65,66,68,69,71,73,74,75,76,77,78,80,86,90,91,93],"categories_nodes":[1,2,3,4],"categories_segments":[0,5,9,58],"categories_sizes":[5,4,49,47],"default_left":[0,1,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":90,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.8425995E2,4.4192566E1,1.637165E2,4.3037125E1,2.671997E1,7.573134E1,8.898181E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,NaN,NaN,NaN,NaN,3.41E1,7.2006946E0,1.9148436E-3,-6.08464E-3,-5.15226E-3,-8.0364905E-3,1.1881932E-3,7.265021E-3,3.3015793E-3,-3.0801627E-3],"split_indices":[15,13,13,0,0,15,16,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.597351E3,1.5713673E3,2.0259839E3,2.6729086E2,1.3040765E3,8.202555E2,1.2057284E3,1.3350508E2,1.3378578E2,6.653171E2,6.387594E2,4.116191E2,4.086364E2,2.8551907E2,9.202093E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.0848477E-1,-5.779593E-1,7.6913595E-2,-3.09581E-1,-6.8287355E-1,4.1711134E-1,-1.5536967E-1,-1.1026058E-4,-6.7350734E-3,-5.3547067E-3,-8.149759E-3,1.2620557E-2,3.0941942E-3,2.3246284E-3,-3.4248568E-3],"categories":[8,9,10,11,0,4,5,8,9,10,11,12,14,19,20,22,23,27,32,35,40,42,43,46,49,50,51,52,54,57,61,64,65,66,67,68,69,75,77,78,79,80,81,82,83,86,90,91,93,1,6,9,10,11,12,13,14,15,17,18,20,21,23,24,25,30,31,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,64,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,92,93,1,2,3,4,5,6,7,8,9,10,11],"categories_nodes":[2,3,4,5],"categories_segments":[0,4,49,100],"categories_sizes":[4,45,51,11],"default_left":[0,0,1,1,1,1,0,0,0,0,0,0,0,0,0],"id":91,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.787244E2,4.3858826E1,1.602426E2,4.798675E1,2.1459229E1,7.4471985E1,8.754599E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1.8539688E1,NaN,NaN,NaN,NaN,6.7E0,-1.1026058E-4,-6.7350734E-3,-5.3547067E-3,-8.149759E-3,1.2620557E-2,3.0941942E-3,2.3246284E-3,-3.4248568E-3],"split_indices":[15,16,13,0,0,13,11,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.5901729E3,1.5641766E3,2.0259962E3,4.4072385E2,1.1234528E3,8.2172186E2,1.2042743E3,2.4267244E2,1.980514E2,5.333652E2,5.9008765E2,9.168078E1,7.300411E2,3.9185013E2,8.1242413E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.0683135E-1,7.792771E-2,-5.72979E-1,1.97805E-1,-6.046914E-1,-1.740203E-1,-6.474631E-1,-2.3239374E-3,4.1003055E-3,-1.977992E-3,-8.461028E-3,3.4747713E-3,-4.2218575E-3,-7.4007236E-3,-4.6085375E-3],"categories":[1,7,8,9,10,11,1,3,5,6,7,8,9,11,12,13,14,15,16,18,19,20,21,22,23,26,27,29,30,31,32,33,35,36,37,38,39,40,42,43,44,46,51,52,54,55,57,58,59,61,63,65,66,67,70,74,75,77,82,83,85,87,89,90,91,92,93,0,1,2,3,4,5,6,7,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,27,28,30,33,37,38,39,40,42,46,47,48,50,51,52,57,58,61,63,64,65,66,67,68,69,71,72,73,74,75,76,79,80,81,82,83,84,85,86,89,90,91,92,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128],"categories_nodes":[2,4,5],"categories_segments":[0,6,67],"categories_sizes":[6,61,101],"default_left":[0,0,1,0,1,0,0,0,0,0,0,0,0,0,0],"id":92,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.7371164E2,1.651612E2,4.648181E1,1.5679597E2,2.9451218E1,3.2248802E1,2.248706E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,1E0,NaN,3.29E1,NaN,NaN,1.78E1,-2.3239374E-3,4.1003055E-3,-1.977992E-3,-8.461028E-3,3.4747713E-3,-4.2218575E-3,-7.4007236E-3,-4.6085375E-3],"split_indices":[16,7,13,12,0,0,15,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.5828594E3,2.0158706E3,1.5669888E3,1.7153431E3,3.005276E2,2.4705046E2,1.3199382E3,5.6663403E2,1.1487091E3,1.1258614E2,1.8794144E2,7.952843E1,1.6752205E2,8.8016815E2,4.397701E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.0515968E-1,-5.7226235E-1,7.607318E-2,-2.033425E-1,-6.4833826E-1,1.885576E-1,-6.121706E-1,1.9361309E-3,-6.01253E-3,-5.0577424E-3,-7.963302E-3,-9.969162E-4,4.84841E-3,-2.5215077E-3,-9.109824E-3],"categories":[7,8,9,10,11,1,2,3,4,9,10,11,12,13,14,18,20,22,23,24,27,29,33,35,42,43,45,46,51,52,55,56,57,58,61,64,66,67,68,69,72,75,76,78,79,80,81,82,83,86,89,91,93,95,6,8,10,11,12,14,15,17,18,19,20,21,23,25,27,35,36,37,42,46,48,49,50,52,53,54,55,59,61,63,64,65,66,68,69,71,73,74,75,76,77,78,80,86,90,91,93,1,3,5,6,7,8,9,11,13,15,16,18,19,20,21,22,23,26,27,29,30,31,32,33,36,37,40,43,44,46,51,55,57,58,59,61,63,65,66,67,70,74,75,76,77,82,83,85,87,89,90,91,92,93],"categories_nodes":[1,3,4,6],"categories_segments":[0,5,54,101],"categories_sizes":[5,49,47,54],"default_left":[0,1,0,1,1,0,1,0,0,0,0,0,0,0,0],"id":93,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.693592E2,4.34216E1,1.5699115E2,4.2251163E1,2.6731201E1,1.4886255E2,3.0418976E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,NaN,1E0,NaN,NaN,3.35E1,NaN,1.9361309E-3,-6.01253E-3,-5.0577424E-3,-7.963302E-3,-9.969162E-4,4.84841E-3,-2.5215077E-3,-9.109824E-3],"split_indices":[15,13,7,0,0,15,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,1,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.576208E3,1.5508269E3,2.0253811E3,2.6575534E2,1.2850715E3,1.7414843E3,2.8389676E2,1.3329433E2,1.3246101E2,6.5678937E2,6.2828217E2,8.830465E2,8.5843774E2,1.2959712E2,1.5429964E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.0350645E-1,1.8195467E-1,-4.680318E-1,4.6080056E-1,-2.864399E-1,-2.42006E-1,-6.634628E-1,-5.9716747E-4,7.2781243E-3,5.928582E-4,-5.07646E-3,-4.1434327E-3,9.805637E-4,-5.3184144E-3,-8.198779E-3],"categories":[0,6,9,10,11,12,14,15,17,18,20,21,24,30,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,93],"categories_nodes":[1,6],"categories_segments":[0,1],"categories_sizes":[1,44],"default_left":[0,1,0,0,0,0,1,0,0,0,0,0,0,0,0],"id":94,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.64148E2,1.9001352E2,9.3382904E1,1.2675221E2,4.1566868E1,5.7682213E1,2.2933655E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2229881E1,NaN,1.8539688E1,3.29E1,6E0,3.51E1,NaN,-5.9716747E-4,7.2781243E-3,5.928582E-4,-5.07646E-3,-4.1434327E-3,9.805637E-4,-5.3184144E-3,-8.198779E-3],"split_indices":[16,2,16,12,11,26,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.5694956E3,1.4528066E3,2.116689E3,9.106765E2,5.421301E2,9.82554E2,1.1341349E3,3.0902826E2,6.0164825E2,2.1181458E2,3.3031555E2,6.5194305E2,3.3061096E2,6.1826935E2,5.1586554E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.0188582E-1,-5.664015E-1,7.500761E-2,-6.0718864E-1,1.2010911E-1,8.6066914E-1,-2.2041664E-2,-5.3940564E-3,-8.745349E-3,-4.3153428E-3,4.0735304E-3,1.4211247E-2,4.5470996E-3,-7.2341756E-4,1.3355902E-2],"categories":[1,5,6,7,8,9,10,11,0,1,3,4,5,6,7,9,10,12,13,15,16,17,18,19,22,24,25,27,28,31,33,35,38,39,41,43,45,47,48,49,51,52,53,54,56,57,58,59,60,65,66,67,68,69,71,72,73,77,80,81,82,83,85,86,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,124,125,126,128],"categories_nodes":[2,5],"categories_segments":[0,8],"categories_sizes":[8,90],"default_left":[0,0,1,0,0,0,0,0,0,0,0,0,0,0,0],"id":95,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.5970483E2,4.3150055E1,1.5449615E2,2.5846436E1,1.3978966E1,5.003917E1,1.2330469E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1E0,NaN,2.5E1,2.14E1,NaN,1E0,-5.3940564E-3,-8.745349E-3,-4.3153428E-3,4.0735304E-3,1.4211247E-2,4.5470996E-3,-7.2341756E-4,1.3355902E-2],"split_indices":[15,6,13,11,20,0,8,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.5624126E3,1.5374261E3,2.0249865E3,1.4513158E3,8.611036E1,2.2177121E2,1.8032152E3,1.1601812E3,2.9113467E2,2.93131E1,5.679726E1,9.2108376E1,1.2966283E2,1.739706E3,6.350918E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.0026924E-1,7.5954445E-2,-5.6143534E-1,1.9242677E-1,-5.953685E-1,7.844805E-1,-5.8319235E-1,-2.3019E-3,3.9983285E-3,-1.9040796E-3,-8.375289E-3,1.3316155E-2,-2.8286383E-3,-7.084564E-3,-3.8425263E-3],"categories":[0,1,2,4,5,6,1,3,5,6,7,8,9,11,12,13,14,15,16,18,19,20,21,22,23,26,27,29,30,31,32,33,35,36,37,38,39,40,42,43,44,46,51,52,54,55,57,58,59,61,63,65,66,67,70,74,75,77,82,83,85,87,89,90,91,92,93],"categories_nodes":[2,4],"categories_segments":[0,6],"categories_sizes":[6,61],"default_left":[0,0,1,0,1,1,0,0,0,0,0,0,0,0,0],"id":96,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.548289E2,1.577467E2,4.5591705E1,1.5074158E2,2.909362E1,1.49444065E1,3.7540344E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,1E0,NaN,3.29E1,NaN,3.49E1,1.74E1,-2.3019E-3,3.9983285E-3,-1.9040796E-3,-8.375289E-3,1.3316155E-2,-2.8286383E-3,-7.084564E-3,-3.8425263E-3],"split_indices":[16,7,3,12,0,47,15,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.555304E3,2.0150001E3,1.5403038E3,1.7176985E3,2.973017E2,2.3945553E1,1.5163583E3,5.6543713E2,1.1522614E3,1.11922325E2,1.8537936E2,1.5666895E1,8.278657E0,9.289046E2,5.874536E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.9863886E-1,-5.6070375E-1,7.416391E-2,-1.9323808E-1,-6.3720185E-1,4.045118E-1,-1.527081E-1,2.024643E-3,-5.9248386E-3,-4.931211E-3,-7.8727985E-3,1.1835943E-2,2.9555373E-3,3.189907E-3,-3.0085628E-3],"categories":[7,8,9,10,11,8,9,10,11,1,2,3,4,9,10,11,12,13,14,18,20,22,23,24,27,29,33,35,42,43,45,46,51,52,55,56,57,58,61,64,66,67,68,69,72,75,76,78,79,80,81,82,83,86,89,91,93,95,6,8,10,11,12,14,15,17,18,19,20,21,23,25,27,35,36,37,42,46,48,49,50,52,53,54,55,59,61,63,64,65,66,68,69,71,73,74,75,76,77,78,80,86,90,91,93,1,3,4,5,6,7,8,9,10,11],"categories_nodes":[1,2,3,4,5],"categories_segments":[0,5,9,58,105],"categories_sizes":[5,4,49,47,10],"default_left":[0,1,1,1,1,1,0,0,0,0,0,0,0,0,0],"id":97,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.5066873E2,4.2759003E1,1.5185605E2,4.1872818E1,2.6904785E1,6.967378E1,8.405579E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,NaN,NaN,NaN,NaN,NaN,7.2006946E0,2.024643E-3,-5.9248386E-3,-4.931211E-3,-7.8727985E-3,1.1835943E-2,2.9555373E-3,3.189907E-3,-3.0085628E-3],"split_indices":[15,13,13,0,0,13,16,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.5488528E3,1.5244893E3,2.0243635E3,2.6328787E2,1.2612014E3,8.239005E2,1.200463E3,1.3247827E2,1.3080959E2,6.4564374E2,6.155576E2,9.987828E1,7.240222E2,2.8664426E2,9.138187E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.9704938E-1,1.778416E-1,-4.5777288E-1,4.5013666E-1,-2.824592E-1,-2.362405E-1,-6.521129E-1,-5.762117E-4,7.0894966E-3,5.90045E-4,-5.021624E-3,-4.072015E-3,9.88145E-4,-5.189306E-3,-8.109765E-3],"categories":[0,6,9,10,11,12,14,15,17,18,20,21,24,30,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,93],"categories_nodes":[1,6],"categories_segments":[0,1],"categories_sizes":[1,44],"default_left":[0,1,0,0,0,0,1,0,0,0,0,0,0,0,0],"id":98,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.4637048E2,1.823642E2,8.9821014E1,1.2014516E2,4.0618317E1,5.6072105E1,2.312149E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2229881E1,NaN,1.8539688E1,3.29E1,6E0,3.51E1,NaN,-5.762117E-4,7.0894966E-3,5.90045E-4,-5.021624E-3,-4.072015E-3,9.88145E-4,-5.189306E-3,-8.109765E-3],"split_indices":[16,2,16,12,11,26,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.541857E3,1.4529691E3,2.0888877E3,9.129358E2,5.4003326E2,9.77187E2,1.1117008E3,3.0849188E2,6.044439E2,2.1171552E2,3.2831775E2,6.46895E2,3.30292E2,6.0705035E2,5.0465042E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.9547272E-1,-5.54889E-1,7.315289E-2,-1.8915895E-1,-6.3146794E-1,1.8180633E-1,-6.0116756E-1,2.1580202E-3,-5.754195E-3,-4.9990877E-3,-7.969986E-3,-2.0162375E-3,3.8819495E-3,-2.4165525E-3,-9.019294E-3],"categories":[7,8,9,10,11,1,2,3,4,6,9,10,11,12,13,14,18,20,22,23,24,27,28,29,33,35,42,43,45,46,51,52,55,56,57,58,61,64,66,67,68,69,72,75,76,78,79,80,81,82,83,86,89,91,93,95,8,10,11,12,14,15,17,19,20,21,23,25,36,37,42,46,48,49,50,52,53,54,55,59,61,63,64,65,66,68,69,71,73,74,75,76,77,78,80,86,90,91,1,3,5,6,7,8,9,11,13,15,16,18,19,20,21,22,23,26,27,29,30,31,32,33,36,37,40,43,44,46,51,55,57,58,59,61,63,65,66,67,70,74,75,76,77,82,83,85,87,89,90,91,92,93],"categories_nodes":[1,3,4,6],"categories_segments":[0,5,56,98],"categories_sizes":[5,51,42,54],"default_left":[0,1,0,1,1,0,1,0,0,0,0,0,0,0,0],"id":99,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.414323E2,4.2241913E1,1.4843498E2,4.1309097E1,2.6827698E1,1.3811313E2,3.0183754E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,NaN,1E0,NaN,NaN,3.29E1,NaN,2.1580202E-3,-5.754195E-3,-4.9990877E-3,-7.969986E-3,-2.0162375E-3,3.8819495E-3,-2.4165525E-3,-9.019294E-3],"split_indices":[15,13,7,0,0,12,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,1,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.5349636E3,1.5115161E3,2.0234475E3,2.6229623E2,1.2492198E3,1.7432823E3,2.801652E2,1.2826389E2,1.3403233E2,6.9827246E2,5.5094745E2,6.1001526E2,1.1332671E3,1.284397E2,1.517255E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.9387478E-1,1.757615E-1,-4.526856E-1,4.43129E-1,-2.7872768E-1,-2.334355E-1,-6.464372E-1,-5.496953E-4,6.954789E-3,6.043039E-4,-4.9777217E-3,-4.0351246E-3,9.855953E-4,-5.1305913E-3,-8.061181E-3],"categories":[0,6,9,10,11,12,14,15,17,18,20,21,24,30,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,93],"categories_nodes":[1,6],"categories_segments":[0,1],"categories_sizes":[1,44],"default_left":[0,1,0,0,0,0,1,0,0,0,0,0,0,0,0],"id":100,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.3775708E2,1.7685184E2,8.805441E1,1.15184006E2,4.009468E1,5.5130356E1,2.3050964E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2229881E1,NaN,1.8539688E1,3.29E1,6E0,3.51E1,NaN,-5.496953E-4,6.954789E-3,6.043039E-4,-4.9777217E-3,-4.0351246E-3,9.855953E-4,-5.1305913E-3,-8.061181E-3],"split_indices":[16,2,16,12,11,26,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.5287598E3,1.453367E3,2.0753928E3,9.150721E2,5.382948E2,9.746641E2,1.1007288E3,3.0797015E2,6.071019E2,2.1151665E2,3.2677817E2,6.4435406E2,3.303101E2,6.0205646E2,4.9867227E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.9231986E-1,7.372722E-2,-5.472714E-1,1.8631642E-1,-5.844687E-1,7.904132E-1,-5.6929284E-1,1.2268589E-3,1.51086245E-2,-1.6351925E-3,-8.1786895E-3,1.3237818E-2,-2.689525E-3,-5.952085E-3,3.913955E-3],"categories":[0,1,2,4,5,6,1,3,5,6,7,8,9,11,12,13,14,15,16,18,19,20,21,22,23,26,27,29,30,31,32,33,35,36,37,38,39,40,42,43,44,46,51,52,54,55,57,58,59,60,61,63,65,66,67,70,71,74,75,77,82,83,85,87,89,90,91,92,93],"categories_nodes":[2,4],"categories_segments":[0,6],"categories_sizes":[6,63],"default_left":[0,0,1,0,1,1,0,0,0,0,0,0,0,0,0],"id":101,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.327269E2,1.4939798E2,4.4914062E1,1.4486604E2,2.8801537E1,1.4405486E1,3.7218628E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,1E0,NaN,1E0,NaN,3.49E1,1E0,1.2268589E-3,1.51086245E-2,-1.6351925E-3,-8.1786895E-3,1.3237818E-2,-2.689525E-3,-5.952085E-3,3.913955E-3],"split_indices":[16,7,3,8,0,47,6,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.52196E3,2.0135413E3,1.5084187E3,1.7200338E3,2.9350735E2,2.3864857E1,1.4845538E3,1.6422344E3,7.779948E1,1.0529785E2,1.882095E2,1.5707074E1,8.1577835E0,1.4459287E3,3.862521E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.9074701E-1,-5.466551E-1,7.2179504E-2,-1.8334097E-1,-6.2334174E-1,3.937757E-1,-1.4994639E-1,1.5709967E-3,-6.4061433E-3,-4.9106404E-3,-7.903475E-3,1.1938325E-2,2.9273715E-3,2.2096278E-3,-3.315715E-3],"categories":[7,8,9,10,11,8,9,10,11,1,2,3,4,9,10,11,12,13,14,18,20,22,23,24,27,29,33,35,45,51,55,57,58,61,64,66,67,68,69,72,75,76,79,80,81,82,83,86,89,91,93,8,10,11,12,14,15,17,19,20,21,23,25,36,37,42,46,48,49,50,52,53,54,55,59,61,63,64,65,66,68,69,71,73,74,75,76,77,78,80,86,90,91,1,2,3,4,5,6,7,8,9,10,11],"categories_nodes":[1,2,3,4,5],"categories_segments":[0,5,9,51,93],"categories_sizes":[5,4,42,42,11],"default_left":[0,1,1,1,1,1,0,0,0,0,0,0,0,0,0],"id":102,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.2911105E2,4.1516388E1,1.4459674E2,4.0862244E1,2.685846E1,6.6492004E1,8.074309E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,NaN,NaN,NaN,NaN,NaN,6.7E0,1.5709967E-3,-6.4061433E-3,-4.9106404E-3,-7.903475E-3,1.1938325E-2,2.9273715E-3,2.2096278E-3,-3.315715E-3],"split_indices":[15,13,13,0,0,13,11,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.5155605E3,1.4932103E3,2.0223501E3,2.6083878E2,1.2323716E3,8.2587164E2,1.1964784E3,1.4989682E2,1.10941956E2,6.898855E2,5.4248615E2,9.139107E1,7.344806E2,3.932266E2,8.0325183E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.8921086E-1,1.7224868E-1,-4.4489953E-1,4.3361938E-1,-2.748766E-1,-2.2847936E-1,-6.380577E-1,-5.664807E-4,6.81301E-3,5.953806E-4,-4.921919E-3,1.3551118E-2,-2.634254E-3,-4.8302296E-3,-7.7757635E-3],"categories":[0,0,1,2,4,5,6,3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,30,31,33,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,93],"categories_nodes":[1,5,6],"categories_segments":[0,1,7],"categories_sizes":[1,6,51],"default_left":[0,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"id":103,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.2445837E2,1.7014256E2,8.580011E1,1.1157709E2,3.907855E1,5.410082E1,2.3110687E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2229881E1,NaN,1.8539688E1,3.29E1,6E0,NaN,NaN,-5.664807E-4,6.81301E-3,5.953806E-4,-4.921919E-3,1.3551118E-2,-2.634254E-3,-4.8302296E-3,-7.7757635E-3],"split_indices":[16,2,16,12,11,3,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.508823E3,1.4538643E3,2.0549585E3,9.175394E2,5.363249E2,9.701531E2,1.0848055E3,3.0821738E2,6.09322E2,2.1153355E2,3.2479135E2,2.0131039E1,9.5002203E2,5.1594434E2,5.6886115E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.8768348E-1,-5.408904E-1,7.118598E-2,-5.821136E-1,1.3138337E-1,1.7638935E-1,-5.905523E-1,-5.130151E-3,-8.577419E-3,-4.2175893E-3,4.1794153E-3,-1.980033E-3,3.7663411E-3,-2.317644E-3,-8.931011E-3],"categories":[1,3,5,6,7,8,9,11,13,15,16,18,19,20,21,22,23,26,27,29,30,31,32,33,36,37,40,43,44,46,51,55,57,58,59,61,63,65,66,67,70,74,75,76,77,82,83,85,87,89,90,91,92,93],"categories_nodes":[6],"categories_segments":[0],"categories_sizes":[54],"default_left":[0,0,0,0,0,0,1,0,0,0,0,0,0,0,0],"id":104,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.2034888E2,4.1140137E1,1.4090015E2,2.6153381E1,1.3875266E1,1.309561E2,2.9932426E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1E0,1E0,2.5E1,2.14E1,3.29E1,NaN,-5.130151E-3,-8.577419E-3,-4.2175893E-3,4.1794153E-3,-1.980033E-3,3.7663411E-3,-2.317644E-3,-8.931011E-3],"split_indices":[15,6,7,11,20,12,0,0,0,0,0,0,0,0,0],"split_type":[0,0,0,0,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.5021677E3,1.4807339E3,2.0214338E3,1.395309E3,8.542493E1,1.7447814E3,2.7665247E2,1.1179152E3,2.773939E2,2.89913E1,5.6433628E1,6.0801044E2,1.1367709E3,1.2737112E2,1.4928134E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.8614039E-1,2.35878E-2,-6.1745954E-1,-2.5484856E-2,1.3570212E0,-4.6885753E-1,-7.662314E-1,1.1243365E-2,-7.9601933E-4,1.6539037E-2,2.547051E-3,1.1462259E-2,-4.941567E-3,-3.4144036E-3,-8.134081E-3],"categories":[3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,31,33,34,36,37,39,45,48,52,53,54,55,58,61,63,65,66,68,69,70,73,74,75,76,80,83,86,90,91,92,93,1,3,4,5,6,7,8,9,10,11,0,0,1,2,4,5,6,3],"categories_nodes":[2,3,4,5,6],"categories_segments":[0,49,59,60,66],"categories_sizes":[49,10,1,6,1],"default_left":[0,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"id":105,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.1636804E2,1.540678E2,2.493628E1,1.414279E2,2.6929092E1,2.4060997E1,1.1149017E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,NaN,NaN,NaN,NaN,1.1243365E-2,-7.9601933E-4,1.6539037E-2,2.547051E-3,1.1462259E-2,-4.941567E-3,-3.4144036E-3,-8.134081E-3],"split_indices":[16,8,0,13,2,3,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.4961726E3,2.352984E3,1.143189E3,2.2704097E3,8.257411E1,5.739979E2,5.69191E2,1.01166084E2,2.1692437E3,6.465929E1,1.7914827E1,8.169286E0,5.658287E2,5.771827E1,5.114727E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.8463431E-1,1.6944322E-1,-4.3744785E-1,4.253121E-1,-2.7072266E-1,-2.2500782E-1,-6.29316E-1,-5.387282E-4,6.6597066E-3,6.129836E-4,-4.873433E-3,-3.9404384E-3,1.0260827E-3,-4.9424414E-3,-7.922585E-3],"categories":[0,6,9,10,11,12,14,15,17,18,20,21,24,30,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,93],"categories_nodes":[1,6],"categories_segments":[0,1],"categories_sizes":[1,44],"default_left":[0,1,0,0,0,0,1,0,0,0,0,0,0,0,0],"id":106,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.1252197E2,1.6395422E2,8.287503E1,1.0617055E2,3.8536156E1,5.3652164E1,2.3149384E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2229881E1,NaN,1.8539688E1,3.29E1,6E0,3.51E1,NaN,-5.387282E-4,6.6597066E-3,6.129836E-4,-4.873433E-3,-3.9404384E-3,1.0260827E-3,-4.9424414E-3,-7.922585E-3],"split_indices":[16,2,16,12,11,26,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.4894294E3,1.4537343E3,2.0356952E3,9.193493E2,5.3438495E2,9.670889E2,1.0686063E3,3.0761697E2,6.117323E2,2.1127478E2,3.231102E2,6.378055E2,3.2928342E2,5.8647705E2,4.8212927E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.8314305E-1,-5.4090476E-1,6.414104E-2,-5.817442E-1,1.2548493E-1,3.8109174E-1,-1.5544115E-1,-5.121255E-3,-8.516762E-3,-4.6810457E-3,4.3890984E-3,1.1323848E-2,2.7873924E-3,3.0320818E-3,-2.9782322E-3],"categories":[8,9,10,11,1,3,4,5,6,7,8,9,10,11],"categories_nodes":[2,5],"categories_segments":[0,4],"categories_sizes":[4,10],"default_left":[0,0,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":107,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.082515E2,3.8826843E1,1.4349228E2,2.4781921E1,1.5656885E1,6.456543E1,7.96412E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.06E1,1E0,NaN,2.5E1,2.14E1,NaN,7.2006946E0,-5.121255E-3,-8.516762E-3,-4.6810457E-3,4.3890984E-3,1.1323848E-2,2.7873924E-3,3.0320818E-3,-2.9782322E-3],"split_indices":[15,6,13,11,20,13,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.482905E3,1.4229888E3,2.0599163E3,1.340937E3,8.205177E1,8.4274316E2,1.2171731E3,1.0683055E3,2.726315E2,2.8183004E1,5.3868767E1,9.983867E1,7.429045E2,2.8807614E2,9.29097E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.8165962E-1,2.3224568E-2,-6.086557E-1,-2.5186783E-2,1.3322403E0,-4.5930907E-1,-7.5877655E-1,1.0976627E-2,-7.80448E-4,1.6231474E-2,2.4934306E-3,1.1427067E-2,-4.8477277E-3,-3.2940307E-3,-8.066154E-3],"categories":[3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,31,33,34,36,37,39,45,48,52,53,54,55,58,61,63,65,66,68,69,70,73,74,75,76,80,83,86,90,91,92,93,1,3,4,5,6,7,8,9,10,11,0,0,1,2,4,5,6,3],"categories_nodes":[2,3,4,5,6],"categories_segments":[0,49,59,60,66],"categories_sizes":[49,10,1,6,1],"default_left":[0,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"id":108,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.042306E2,1.4900725E2,2.4931396E1,1.3469225E2,2.601242E1,2.3715141E1,1.1253235E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,NaN,NaN,NaN,NaN,1.0976627E-2,-7.80448E-4,1.6231474E-2,2.4934306E-3,1.1427067E-2,-4.8477277E-3,-3.2940307E-3,-8.066154E-3],"split_indices":[16,8,0,13,2,3,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.4763662E3,2.3498098E3,1.1265564E3,2.266952E3,8.2857956E1,5.667696E2,5.5978674E2,1.01030045E2,2.1659219E3,6.49193E1,1.7938665E1,8.181251E0,5.585884E2,5.6907158E1,5.028796E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.8018435E-1,-5.352951E-1,6.34403E-2,-5.761303E-1,1.2530011E-1,3.757929E-1,-1.535448E-1,-5.0644535E-3,-8.4744645E-3,-4.647501E-3,4.3514445E-3,1.1115808E-2,2.7577656E-3,2.9904756E-3,-2.9464662E-3],"categories":[8,9,10,11,1,3,4,5,6,7,8,9,10,11],"categories_nodes":[2,5],"categories_segments":[0,4],"categories_sizes":[4,10],"default_left":[0,0,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":109,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.0030252E2,3.8171143E1,1.396358E2,2.4722504E1,1.5384704E1,6.183928E1,7.773929E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.06E1,1E0,NaN,2.5E1,2.14E1,NaN,7.2006946E0,-5.0644535E-3,-8.4744645E-3,-4.647501E-3,4.3514445E-3,1.1115808E-2,2.7577656E-3,2.9904756E-3,-2.9464662E-3],"split_indices":[15,6,13,11,20,13,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.4697617E3,1.4113544E3,2.0584075E3,1.32931E3,8.204431E1,8.4347845E2,1.214929E3,1.0599412E3,2.693689E2,2.8076687E1,5.396762E1,9.972435E1,7.437541E2,2.884831E2,9.2644586E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.7872137E-1,2.305115E-2,-6.028654E-1,-2.4846802E-2,1.313557E0,-4.4917947E-1,-7.5015455E-1,6.572268E-3,-1.0886834E-3,1.6002841E-2,2.4455145E-3,-5.6627574E-3,-9.761264E-4,-3.2623485E-3,-7.976813E-3],"categories":[3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,31,33,34,36,37,39,45,48,50,52,53,54,55,58,61,63,65,66,68,69,70,73,74,75,76,80,83,86,90,91,92,93,1,5,6,7,8,9,10,11,0,3],"categories_nodes":[2,3,4,6],"categories_segments":[0,50,58,59],"categories_sizes":[50,8,1,1],"default_left":[0,0,1,1,1,0,1,0,0,0,0,0,0,0,0],"id":110,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.964922E2,1.4520016E2,2.4943329E1,1.2990166E2,2.5375824E1,2.254663E1,1.1199219E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,NaN,NaN,1.78E1,NaN,6.572268E-3,-1.0886834E-3,1.6002841E-2,2.4455145E-3,-5.6627574E-3,-9.761264E-4,-3.2623485E-3,-7.976813E-3],"split_indices":[16,8,0,13,2,15,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.463316E3,2.3475107E3,1.115805E3,2.264445E3,8.306559E1,5.480269E2,5.677782E2,2.4760497E2,2.0168402E3,6.510598E1,1.795961E1,4.1064328E2,1.3738365E2,5.8030804E1,5.0974738E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.7726335E-1,1.584177E-1,-4.297733E-1,3.1013352E-1,-5.406655E-1,-2.219114E-1,-6.148399E-1,-1.2886381E-3,5.0416705E-3,-1.9371893E-3,-8.644496E-3,1.3166668E-2,-2.5715148E-3,-4.8091966E-3,-7.842872E-3],"categories":[1,3,5,6,7,8,9,11,13,15,16,19,20,21,22,23,26,27,29,30,31,32,36,37,38,39,40,43,44,46,55,57,58,59,61,63,65,66,67,70,74,75,77,82,83,85,87,89,90,91,92,93,0,1,2,4,5,6,6,9,10,11,12,14,15,17,18,20,24,30,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,93],"categories_nodes":[4,5,6],"categories_segments":[0,52,58],"categories_sizes":[52,6,43],"default_left":[0,0,0,0,1,1,1,0,0,0,0,0,0,0,0],"id":111,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.9317587E2,1.5769489E2,7.578998E1,1.0407197E2,2.9625595E1,5.082696E1,2.330368E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,1E0,1.8539688E1,3.29E1,NaN,NaN,NaN,-1.2886381E-3,5.0416705E-3,-1.9371893E-3,-8.644496E-3,1.3166668E-2,-2.5715148E-3,-4.8091966E-3,-7.842872E-3],"split_indices":[16,7,16,12,0,3,0,0,0,0,0,0,0,0,0],"split_type":[0,0,0,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.4569766E3,1.4842374E3,1.9727391E3,1.2200231E3,2.6421436E2,9.301823E2,1.0425569E3,3.7405847E2,8.4596454E2,1.2831665E2,1.3589772E2,2.0013931E1,9.1016833E2,5.8446857E2,4.580883E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.7580943E-1,-5.270681E-1,6.2497E-2,-5.679118E-1,1.2571168E-1,3.6916527E-1,-1.5129317E-1,-4.9813003E-3,-8.412325E-3,-4.614218E-3,4.3247547E-3,6.478214E-5,5.65302E-3,2.9422336E-3,-2.9088687E-3],"categories":[8,9,10,11],"categories_nodes":[2],"categories_segments":[0],"categories_sizes":[4],"default_left":[0,0,1,0,0,0,0,0,0,0,0,0,0,0,0],"id":112,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.889839E2,3.7275543E1,1.3495279E2,2.4631378E1,1.5146316E1,6.013967E1,7.552737E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.06E1,1E0,NaN,2.5E1,2.14E1,3.29E1,7.2006946E0,-4.9813003E-3,-8.412325E-3,-4.614218E-3,4.3247547E-3,6.478214E-5,5.65302E-3,2.9422336E-3,-2.9088687E-3],"split_indices":[15,6,13,11,20,12,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.450926E3,1.3943993E3,2.0565266E3,1.312413E3,8.198625E1,8.4446674E2,1.2120599E3,1.0477369E3,2.6467603E2,2.7962671E1,5.4023582E1,2.9675467E2,5.477121E2,2.8890506E2,9.231549E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.7436619E-1,7.5790174E-2,-5.050893E-1,1.8687057E-1,-5.704935E-1,8.388957E-1,-5.288382E-1,-2.1421877E-3,3.790513E-3,-2.4228955E-3,-8.771862E-3,1.1842983E-2,-5.93952E-3,-5.579379E-3,4.316322E-3],"categories":[0,1,2,4,5,6,1,3,5,6,7,8,9,11,13,15,16,19,20,21,22,23,26,27,29,30,31,32,33,36,37,40,42,43,44,46,55,57,58,59,61,63,65,66,67,70,74,75,77,82,83,85,87,89,90,91,92,93],"categories_nodes":[2,4],"categories_segments":[0,6],"categories_sizes":[6,52],"default_left":[0,0,1,0,1,0,0,0,0,0,0,0,0,0,0],"id":113,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.8512506E2,1.4101364E2,4.7813507E1,1.292438E2,2.8789207E1,1.364835E1,4.101767E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5261062E1,1E0,NaN,3.29E1,NaN,2.4E1,1E0,-2.1421877E-3,3.790513E-3,-2.4228955E-3,-8.771862E-3,1.1842983E-2,-5.93952E-3,-5.579379E-3,4.316322E-3],"split_indices":[16,7,3,12,0,11,6,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.444887E3,1.9617816E3,1.4831053E3,1.6746594E3,2.8712225E2,2.515617E1,1.4579492E3,5.4244305E2,1.1322163E3,1.3956175E2,1.475605E2,2.0409676E1,4.7464957E0,1.4154828E3,4.2466335E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.7291869E-1,-3.9543423E-1,1.955875E-1,-1.9922279E-1,-6.082496E-1,4.709233E-1,-2.674961E-1,-3.5288616E-3,1.0581951E-3,-4.7138273E-3,-7.755206E-3,7.455856E-3,4.577893E-5,-6.9519505E-5,-6.1233263E-3],"categories":[0,1,6,9,10,11,12,14,15,17,18,20,24,30,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,93,0,1,2,5,6,1,3,5,7,8,9,13,16,18,22,23,24,29,30,31,32,33,34,36,42,44,51,53,54,55,56,57,61,65,70,71,74,76,82,83,87,89,90,91,92,93],"categories_nodes":[2,4,5,6],"categories_segments":[0,1,45,50],"categories_sizes":[1,44,5,41],"default_left":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"id":114,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.8216614E2,8.945993E1,1.6535408E2,5.2427402E1,2.3183563E1,1.0413681E2,4.3465664E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.96E1,1.8539688E1,NaN,3.51E1,NaN,NaN,NaN,-3.5288616E-3,1.0581951E-3,-4.7138273E-3,-7.755206E-3,7.455856E-3,4.577893E-5,-6.9519505E-5,-6.1233263E-3],"split_indices":[15,16,2,26,0,3,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.4391763E3,2.144305E3,1.2948713E3,1.1166825E3,1.0276224E3,8.120396E2,4.8283167E2,7.4249695E2,3.741856E2,5.6727594E2,4.603465E2,5.1067175E2,3.0136786E2,2.7561133E2,2.072203E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.7150414E-1,-5.1897204E-1,6.1650947E-2,-5.597079E-1,1.2291973E-1,3.6202538E-1,-1.4868191E-1,-4.3342123E-3,-7.1302936E-3,-4.5874035E-3,4.2485516E-3,6.3931337E-3,1.1098705E-3,2.0457588E-3,-3.215784E-3],"categories":[8,9,10,11,4,6,10,11,12,14,15,20,22,23,25,27,36,37,42,44,45,46,48,50,52,53,54,55,58,64,65,66,68,69,72,73,74,75,76,78,79,80,86,90,91,92,93,0,2,3,4,5,6,7,9,11,17,18,19,20,21,22,24,25,28,29,30,31,32,34,35,36,42,43,51,53,54,57,59,60,61,66,69,70,72,73,74,77,79,80,81,82,83,84,85,87,91,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,124,125,126,128],"categories_nodes":[2,3,5],"categories_segments":[0,4,47],"categories_sizes":[4,43,81],"default_left":[0,0,1,1,0,0,0,0,0,0,0,0,0,0,0],"id":115,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.782428E2,3.61297E1,1.2994923E2,2.4803894E1,1.479245E1,5.8891983E1,7.396623E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.06E1,1E0,NaN,NaN,2.14E1,NaN,6.7E0,-4.3342123E-3,-7.1302936E-3,-4.5874035E-3,4.2485516E-3,6.3931337E-3,1.1098705E-3,2.0457588E-3,-3.215784E-3],"split_indices":[15,6,13,0,20,0,11,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.4331113E3,1.3781085E3,2.0550027E3,1.2959902E3,8.21183E1,8.4604803E2,1.2089546E3,7.127472E2,5.832431E2,2.7883368E1,5.4234936E1,4.0127133E2,4.447767E2,3.9720734E2,8.117473E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.7007984E-1,2.269412E-2,-5.858497E-1,-2.432244E-2,1.2818583E0,-4.340368E-1,-7.398307E-1,1.0496593E-2,-7.4870174E-4,1.5607837E-2,2.3873134E-3,1.1550022E-2,-4.6005277E-3,-2.9690003E-3,-7.89482E-3],"categories":[3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,31,33,34,36,37,39,45,48,52,53,54,55,58,61,63,65,66,68,69,70,73,74,75,76,80,83,86,90,91,92,93,1,3,4,5,6,7,8,9,10,11,0,0,1,2,4,5,6,3],"categories_nodes":[2,3,4,5,6],"categories_segments":[0,49,59,60,66],"categories_sizes":[49,10,1,6,1],"default_left":[0,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"id":116,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.7480002E2,1.3876016E2,2.5067627E1,1.2276608E2,2.4174637E1,2.3240257E1,1.1592407E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,NaN,NaN,NaN,NaN,1.0496593E-2,-7.4870174E-4,1.5607837E-2,2.3873134E-3,1.1550022E-2,-4.6005277E-3,-2.9690003E-3,-7.89482E-3],"split_indices":[16,8,0,13,2,3,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.4274226E3,2.3423328E3,1.08509E3,2.2589648E3,8.336793E1,5.483146E2,5.367754E2,1.0065225E2,2.1583125E3,6.538748E1,1.798044E1,8.133442E0,5.4018115E2,5.480943E1,4.8196594E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.6868494E-1,-3.5936517E-1,2.4737431E-1,-1.7642765E-1,-5.997054E-1,5.412373E-1,-2.0353569E-1,-3.2790324E-3,1.3701831E-3,-4.5956406E-3,-7.647883E-3,8.228928E-3,7.3159015E-4,1.2279666E-3,-5.2910936E-3],"categories":[0,1,6,9,10,11,12,14,15,17,18,20,21,24,30,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,93,0,1,2,5,6,1,2,5,7,8,10,13,16,18,22,23,24,28,29,30,31,32,33,34,36,42,44,47,51,52,53,54,55,56,57,61,62,63,65,70,71,73,74,76,77,82,83,87,89,90,91,92,93],"categories_nodes":[2,4,5,6],"categories_segments":[0,1,46,51],"categories_sizes":[1,45,5,48],"default_left":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"id":117,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.7158472E2,1.0308951E2,1.4269702E2,6.338792E1,2.3106903E1,8.586682E1,4.5252426E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.35E1,1.8539688E1,NaN,3.54E1,NaN,NaN,NaN,-3.2790324E-3,1.3701831E-3,-4.5956406E-3,-7.647883E-3,8.228928E-3,7.3159015E-4,1.2279666E-3,-5.2910936E-3],"split_indices":[15,16,2,26,0,3,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.4211758E3,2.3460952E3,1.0750806E3,1.3331149E3,1.01298035E3,6.507678E2,4.243128E2,8.9874304E2,4.3437186E2,5.4992487E2,4.630555E2,4.0581796E2,2.4494986E2,2.1222054E2,2.1209225E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.67304E-1,-5.1073045E-1,6.062422E-2,-5.514961E-1,1.2440937E-1,1.5832978E-1,-5.7646525E-1,-4.8091537E-3,-8.301115E-3,-4.5419307E-3,4.2302907E-3,-1.9818023E-3,3.4778556E-3,-2.2002882E-3,-8.803578E-3],"categories":[1,3,5,6,7,8,9,11,13,15,16,18,19,20,21,22,23,26,27,29,30,31,32,33,36,37,40,43,44,46,51,55,57,58,59,61,63,65,66,67,70,74,75,76,77,82,83,85,87,89,90,91,92,93],"categories_nodes":[6],"categories_segments":[0],"categories_sizes":[54],"default_left":[0,0,0,0,0,0,1,0,0,0,0,0,0,0,0],"id":118,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.6743414E2,3.5356415E1,1.2796209E2,2.4789032E1,1.4535713E1,1.20421906E2,2.9417046E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.06E1,1E0,1E0,2.5E1,2.14E1,3.29E1,NaN,-4.8091537E-3,-8.301115E-3,-4.5419307E-3,4.2302907E-3,-1.9818023E-3,3.4778556E-3,-2.2002882E-3,-8.803578E-3],"split_indices":[15,6,7,11,20,12,0,0,0,0,0,0,0,0,0],"split_type":[0,0,0,0,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.4151328E3,1.3618903E3,2.0532427E3,1.2798748E3,8.201542E1,1.7808749E3,2.7236774E2,1.02335736E3,2.5651746E2,2.7741941E1,5.4273476E1,6.17966E2,1.1629088E3,1.2614082E2,1.462269E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.6590652E-1,1.5741761E-1,-4.0598306E-1,3.959116E-1,-2.594662E-1,-2.0531777E-2,-5.0654525E-1,-5.406068E-4,6.196184E-3,6.541464E-4,-4.7389823E-3,2.9200825E-3,-3.8665107E-3,-6.72211E-3,-3.6139754E-3],"categories":[0,7,8,9,10,11,0,1,2,3,4,5,6,7,9,10,11,12,14,16,18,20,22,28,29,33,35,39,40,42,48,52,57,60,61,64,69,70,72,74,75,76,79,80,81,82,83,85,86,87,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128],"categories_nodes":[1,2,5],"categories_segments":[0,1,6],"categories_sizes":[1,5,79],"default_left":[0,1,1,0,0,0,0,0,0,0,0,0,0,0,0],"id":119,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.6481528E2,1.4467683E2,7.58714E1,9.318118E1,3.6936657E1,4.6581966E1,3.7089417E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2229881E1,NaN,NaN,3.29E1,6E0,NaN,1.68E1,-5.406068E-4,6.196184E-3,6.541464E-4,-4.7389823E-3,2.9200825E-3,-3.8665107E-3,-6.72211E-3,-3.6139754E-3],"split_indices":[16,2,13,12,11,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.4097542E3,1.4531125E3,1.9566415E3,9.243525E2,5.287601E2,4.051025E2,1.551539E3,3.0719907E2,6.1715344E2,2.1051251E2,3.182476E2,2.1865161E2,1.864509E2,7.228622E2,8.286768E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.6454367E-1,2.2514248E-2,-5.746561E-1,-2.379067E-2,1.2572254E0,-4.1767105E-1,-7.267115E-1,6.2370733E-3,-1.0408291E-3,1.380161E-2,-8.572473E-3,-5.377381E-3,-6.1972963E-4,-2.8449346E-3,-7.7654514E-3],"categories":[3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,31,33,34,36,37,39,45,48,50,52,53,54,55,58,61,63,65,66,68,69,70,73,74,75,76,80,83,86,90,91,92,93,1,5,6,7,8,9,10,11,3],"categories_nodes":[2,3,6],"categories_segments":[0,50,58],"categories_sizes":[50,8,1],"default_left":[0,0,1,1,0,0,1,0,0,0,0,0,0,0,0],"id":120,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.6121414E2,1.337732E2,2.5155945E1,1.173361E2,2.3168198E1,2.2479134E1,1.1688934E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,NaN,1E0,1.78E1,NaN,6.2370733E-3,-1.0408291E-3,1.380161E-2,-8.572473E-3,-5.377381E-3,-6.1972963E-4,-2.8449346E-3,-7.7654514E-3],"split_indices":[16,8,0,13,7,15,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.403835E3,2.3382651E3,1.0655697E3,2.2546892E3,8.357605E1,5.261295E2,5.394402E2,2.4799812E2,2.006691E3,7.931211E1,4.263936E0,3.929695E2,1.3315999E2,5.5312527E1,4.8412766E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.6318844E-1,-3.5082725E-1,2.4202041E-1,-1.7258225E-1,-5.8853406E-1,4.1332647E-1,-4.8924384E-1,-3.2256835E-3,1.360993E-3,-4.4996757E-3,-7.5946664E-3,-7.766276E-4,5.9428136E-3,9.8612174E-5,-7.821584E-3],"categories":[1,6,9,10,11,12,14,15,17,18,20,24,30,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,93,1,3,5,7,8,9,10,11,13,15,16,18,19,20,21,22,23,26,27,29,30,31,32,33,35,36,37,38,40,42,43,44,46,47,51,52,55,57,58,59,61,62,63,65,66,67,70,71,74,75,76,77,81,82,83,85,87,89,90,91,92,93],"categories_nodes":[4,6],"categories_segments":[0,44],"categories_sizes":[44,62],"default_left":[0,0,0,0,1,0,1,0,0,0,0,0,0,0,0],"id":121,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.5851636E2,9.8348206E1,1.3503925E2,6.158691E1,2.3232208E1,7.757576E1,2.9941341E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.35E1,1.8539688E1,1E0,3.54E1,NaN,3.29E1,NaN,-3.2256835E-3,1.360993E-3,-4.4996757E-3,-7.5946664E-3,-7.766276E-4,5.9428136E-3,9.8612174E-5,-7.821584E-3],"split_indices":[15,16,7,26,0,12,0,0,0,0,0,0,0,0,0],"split_type":[0,0,0,0,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.3979421E3,2.3225706E3,1.0753713E3,1.3282816E3,9.9428906E2,8.716203E2,2.0375111E2,8.9389813E2,4.3438348E2,5.5114E2,4.4314908E2,2.3488153E2,6.367388E2,7.5711174E1,1.2803995E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.6184276E-1,-3.6129978E-1,2.1344157E-1,-1.7993681E-1,-5.855476E-1,4.8874015E-1,-2.2939238E-1,-3.3050447E-3,1.2168628E-3,-4.4714883E-3,-7.5672693E-3,7.673779E-3,2.2121242E-4,1.982897E-4,-6.2148115E-3],"categories":[0,1,6,9,10,11,12,14,15,17,18,20,24,30,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,93,0,1,2,5,6,1,2,5,7,8,10,13,18,22,23,24,29,30,31,32,33,36,42,44,51,53,55,56,57,61,65,70,71,76,77,82,83,87,89,90,91,92,93],"categories_nodes":[2,4,5,6],"categories_segments":[0,1,45,50],"categories_sizes":[1,44,5,38],"default_left":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"id":122,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.5406839E2,9.001993E1,1.4374786E2,5.5745483E1,2.3125397E1,9.4486374E1,4.4214195E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.16E1,1.8539688E1,NaN,3.54E1,NaN,NaN,NaN,-3.3050447E-3,1.2168628E-3,-4.4714883E-3,-7.5672693E-3,7.673779E-3,2.2121242E-4,1.982897E-4,-6.2148115E-3],"split_indices":[15,16,2,26,0,3,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.3921968E3,2.2150002E3,1.1771964E3,1.2255917E3,9.8940857E2,7.2585016E2,4.5134622E2,8.17438E2,4.0815375E2,5.490848E2,4.403238E2,4.5406458E2,2.7178558E2,2.7652777E2,1.7481847E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.6050999E-1,-4.9737456E-1,5.9131175E-2,-5.382154E-1,1.2795785E-1,1.5402871E-1,-5.666865E-1,-4.0994915E-3,-6.9498257E-3,-4.478899E-3,4.2312834E-3,-1.9406906E-3,3.3793163E-3,-1.8720177E-3,-8.512592E-3],"categories":[4,6,10,11,12,14,15,20,22,23,25,27,36,37,42,44,45,46,48,50,52,53,54,55,58,64,65,66,68,69,72,73,74,75,76,78,79,80,86,90,91,92,93,1,3,5,6,7,8,9,11,12,13,15,16,18,19,20,21,22,23,26,27,29,30,31,32,33,35,36,37,39,40,43,44,46,51,55,57,58,59,61,63,65,66,67,70,74,75,76,77,82,83,85,87,89,90,91,92,93],"categories_nodes":[3,6],"categories_segments":[0,43],"categories_sizes":[43,57],"default_left":[0,0,0,1,0,0,1,0,0,0,0,0,0,0,0],"id":123,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.5066046E2,3.4215607E1,1.2191427E2,2.495581E1,1.4259436E1,1.1414477E2,2.9032578E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.06E1,1E0,1E0,NaN,2.14E1,3.29E1,NaN,-4.0994915E-3,-6.9498257E-3,-4.478899E-3,4.2312834E-3,-1.9406906E-3,3.3793163E-3,-1.8720177E-3,-8.512592E-3],"split_indices":[15,6,7,0,20,12,0,0,0,0,0,0,0,0,0],"split_type":[0,0,0,1,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.3863943E3,1.3360398E3,2.0503542E3,1.2542626E3,8.177726E1,1.7810361E3,2.6931827E2,6.9182764E2,5.6243494E2,2.7537325E1,5.423993E1,6.156525E2,1.1653835E3,1.161231E2,1.5319518E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.5916096E-1,2.2092612E-2,-5.632706E-1,-2.354451E-2,1.2346832E0,-3.994946E-1,-7.1078175E-1,1.0063907E-2,-7.193696E-4,1.5015307E-2,2.3210633E-3,-5.235372E-3,-3.1466567E-4,-2.3236682E-3,-7.6528694E-3],"categories":[1,3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,31,33,34,36,37,39,45,48,50,52,53,54,55,58,61,63,64,65,66,68,69,70,73,74,75,76,80,83,86,90,91,92,93,1,3,4,5,6,7,8,9,10,11,0,3],"categories_nodes":[2,3,4,6],"categories_segments":[0,52,62,63],"categories_sizes":[52,10,1,1],"default_left":[0,0,1,1,1,0,1,0,0,0,0,0,0,0,0],"id":124,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.4774805E2,1.2929611E2,2.5018005E1,1.123226E2,2.2323578E1,2.2744362E1,1.4157257E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,NaN,NaN,1.78E1,NaN,1.0063907E-2,-7.193696E-4,1.5015307E-2,2.3210633E-3,-5.235372E-3,-3.1466567E-4,-2.3236682E-3,-7.6528694E-3],"split_indices":[16,8,0,13,2,15,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.3812258E3,2.334906E3,1.04632E3,2.2511619E3,8.374426E1,4.975817E2,5.487382E2,1.0013769E2,2.1510242E3,6.57472E1,1.799706E1,3.7183377E2,1.2574792E2,5.6661385E1,4.920768E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.5784623E-1,-3.4209952E-1,2.3580873E-1,4.023203E-2,-4.491674E-1,4.0159994E-1,-4.8038864E-1,-6.5913596E-3,1.8543958E-3,-6.3964645E-3,-3.1299007E-3,-7.762547E-4,5.774434E-3,1.3270145E-4,-7.73248E-3],"categories":[1,7,8,9,10,11,1,3,5,7,8,9,10,11,13,15,16,18,19,20,21,22,23,26,27,29,30,31,32,33,35,36,37,38,40,42,43,44,46,47,51,52,55,57,58,59,61,62,63,65,66,67,70,71,74,75,76,77,81,82,83,85,87,89,90,91,92,93],"categories_nodes":[1,6],"categories_segments":[0,6],"categories_sizes":[6,62],"default_left":[0,1,0,0,0,0,1,0,0,0,0,0,0,0,0],"id":125,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.4497348E2,9.418063E1,1.2808229E2,5.132118E1,4.641501E1,7.3792175E1,2.934623E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.35E1,NaN,1E0,2.61E1,1.69E1,3.29E1,NaN,-6.5913596E-3,1.8543958E-3,-6.3964645E-3,-3.1299007E-3,-7.762547E-4,5.774434E-3,1.3270145E-4,-7.73248E-3],"split_indices":[15,13,7,12,15,12,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.3753313E3,2.2992705E3,1.0760607E3,5.0315726E2,1.7961133E3,8.7414557E2,2.0191512E2,8.5899124E1,4.1725812E2,7.472269E2,1.0488864E3,2.348013E2,6.393443E2,7.553839E1,1.2637672E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.5653609E-1,2.2100907E-2,-5.578469E-1,-2.3009874E-2,1.2174954E0,-4.0011123E-1,-7.120348E-1,6.02218E-3,-1.0085622E-3,1.33596165E-2,-8.41933E-3,-5.208342E-3,-4.702197E-4,-2.6156993E-3,-7.6316097E-3],"categories":[3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,31,33,34,36,37,39,45,48,50,52,53,54,55,58,61,63,65,66,68,69,70,73,74,75,76,80,83,86,90,91,92,93,1,5,6,7,8,9,10,11,3],"categories_nodes":[2,3,6],"categories_segments":[0,50,58],"categories_sizes":[50,8,1],"default_left":[0,0,1,1,0,0,1,0,0,0,0,0,0,0,0],"id":126,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.4166237E2,1.25861786E2,2.496811E1,1.0955321E2,2.1832085E1,2.1950905E1,1.1863434E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,NaN,1E0,1.78E1,NaN,6.02218E-3,-1.0085622E-3,1.33596165E-2,-8.41933E-3,-5.208342E-3,-4.702197E-4,-2.6156993E-3,-7.6316097E-3],"split_indices":[16,8,0,13,7,15,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.3698123E3,2.332488E3,1.0373241E3,2.2486125E3,8.3875465E1,5.1453986E2,5.227843E2,2.4822682E2,2.0003857E3,7.964526E1,4.2302074E0,3.8308582E2,1.3145404E2,5.390981E1,4.6887448E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.5523818E-1,1.5017954E-1,-3.8718686E-1,3.777473E-1,-2.517494E-1,-1.1697716E-2,-4.8707527E-1,6.0968273E-3,-2.8637174E-4,7.09339E-4,-4.657486E-3,2.9238604E-3,-3.884806E-3,-6.520666E-3,-3.4545092E-3],"categories":[0,7,8,9,10,11,0,1,2,5,6,0,1,2,3,4,5,6,7,9,10,11,12,14,16,18,20,22,28,29,33,35,40,42,48,52,57,60,61,64,69,70,72,74,75,76,79,80,81,82,83,85,86,87,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128],"categories_nodes":[1,2,3,5],"categories_segments":[0,1,6,11],"categories_sizes":[1,5,5,78],"default_left":[0,1,1,1,0,0,0,0,0,0,0,0,0,0,0],"id":127,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.3845065E2,1.3301904E2,7.17417E1,8.75139E1,3.6352955E1,4.628362E1,3.5080383E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2229881E1,NaN,NaN,NaN,6E0,NaN,1.68E1,6.0968273E-3,-2.8637174E-4,7.09339E-4,-4.657486E-3,2.9238604E-3,-3.884806E-3,-6.520666E-3,-3.4545092E-3],"split_indices":[16,2,13,3,11,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.3641655E3,1.4522595E3,1.9119059E3,9.272953E2,5.2496423E2,4.019728E2,1.5099331E3,5.9004126E2,3.37254E2,2.095932E2,3.1537106E2,2.2257056E2,1.7940225E2,6.957662E2,8.141669E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.5394704E-1,2.1995194E-2,-5.5231905E-1,-2.2583012E-2,1.2000258E0,-3.9424166E-1,-7.0726275E-1,9.82525E-3,-6.9766736E-4,1.4607145E-2,2.2008624E-3,-5.1481095E-3,-4.3812036E-4,-2.5508662E-3,-7.587612E-3],"categories":[3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,31,33,34,36,37,39,45,48,50,52,53,54,55,58,61,63,65,66,68,69,70,73,74,75,76,80,83,86,90,91,92,93,1,3,4,5,6,7,8,9,10,11,0,3],"categories_nodes":[2,3,4,6],"categories_segments":[0,50,60,61],"categories_sizes":[50,10,1,1],"default_left":[0,0,1,1,1,0,1,0,0,0,0,0,0,0,0],"id":128,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.3549323E2,1.22459045E2,2.4931458E1,1.0664943E2,2.1398857E1,2.1599342E1,1.1881226E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,NaN,NaN,1.78E1,NaN,9.82525E-3,-6.9766736E-4,1.4607145E-2,2.2008624E-3,-5.1481095E-3,-4.3812036E-4,-2.5508662E-3,-7.587612E-3],"split_indices":[16,8,0,13,2,15,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.3586743E3,2.3303933E3,1.0282809E3,2.2463687E3,8.402467E1,5.107479E2,5.175329E2,9.983611E1,2.1465327E3,6.5981346E1,1.8043325E1,3.796544E2,1.3109352E2,5.352411E1,4.6400882E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.5266982E-1,-3.3376846E-1,2.3055452E-1,4.1032318E-2,-4.39858E-1,3.9246863E-1,-4.7427264E-1,-6.5505453E-3,1.8469536E-3,-6.290708E-3,-3.0620485E-3,-7.875821E-4,5.6508486E-3,-1.3675171E-4,-7.876772E-3],"categories":[1,7,8,9,10,11,1,3,5,7,8,9,10,11,13,15,16,18,19,20,21,22,23,26,27,29,30,31,32,33,36,37,38,40,42,44,46,47,51,52,55,57,58,59,61,62,63,65,66,67,70,74,75,76,77,81,82,83,85,87,89,90,91,92,93],"categories_nodes":[1,6],"categories_segments":[0,6],"categories_sizes":[6,59],"default_left":[0,1,0,0,0,0,1,0,0,0,0,0,0,0,0],"id":129,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.3284528E2,9.059798E1,1.2308533E2,5.0469154E1,4.4709198E1,7.132286E1,2.9095078E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.35E1,NaN,1E0,2.61E1,1.69E1,3.29E1,NaN,-6.5505453E-3,1.8469536E-3,-6.290708E-3,-3.0620485E-3,-7.875821E-4,5.6508486E-3,-1.3675171E-4,-7.876772E-3],"split_indices":[15,13,7,12,15,12,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.3529426E3,2.277027E3,1.0759155E3,5.024718E2,1.7745552E3,8.7528644E2,2.0062914E2,8.535307E1,4.171187E2,7.330579E2,1.0414973E3,2.3481265E2,6.4047375E2,8.166022E1,1.1896891E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.5139765E-1,2.199173E-2,-5.4692906E-1,-2.2071712E-2,1.1836798E0,-3.8207924E-1,-6.965918E-1,5.8622384E-3,-9.80669E-4,1.2992036E-2,-8.355025E-3,-5.0558285E-3,-2.2677083E-4,-2.1260376E-3,-7.522959E-3],"categories":[1,3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,31,33,34,36,37,39,45,48,50,52,53,54,55,58,61,63,64,65,66,68,69,70,73,74,75,76,80,83,86,90,91,92,93,1,5,6,7,8,9,10,11,3],"categories_nodes":[2,3,6],"categories_segments":[0,52,60],"categories_sizes":[52,8,1],"default_left":[0,0,1,1,0,0,1,0,0,0,0,0,0,0,0],"id":130,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.2966068E2,1.19242775E2,2.4913483E1,1.0383215E2,2.0943214E1,2.1643608E1,1.42291565E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,NaN,1E0,1.78E1,NaN,5.8622384E-3,-9.80669E-4,1.2992036E-2,-8.355025E-3,-5.0558285E-3,-2.2677083E-4,-2.1260376E-3,-7.522959E-3],"split_indices":[16,8,0,13,7,15,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.347578E3,2.3279968E3,1.0195811E3,2.243867E3,8.413004E1,4.8686462E2,5.327165E2,2.4845123E2,1.9954156E3,7.991446E1,4.2155876E0,3.6204584E2,1.2481882E2,5.5481243E1,4.7723523E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.5013671E-1,-4.769319E-1,5.7459246E-2,-5.179242E-1,1.3533007E-1,1.4905508E-1,-5.5436957E-1,-3.6772245E-3,-6.5683345E-3,-4.393585E-3,4.2765844E-3,-1.8869097E-3,3.2642186E-3,-2.103929E-3,-8.683502E-3],"categories":[0,4,6,9,10,11,12,14,15,20,22,23,25,27,32,36,37,42,44,45,46,48,50,52,53,54,55,58,59,63,64,65,66,67,68,69,72,73,74,75,76,78,79,80,81,86,90,91,92,93,1,3,5,6,7,8,9,11,13,15,16,18,19,20,21,22,23,26,29,30,31,32,33,36,37,40,43,44,46,51,55,57,58,59,61,63,65,66,67,70,74,75,76,77,82,83,85,87,89,90,91,92,93],"categories_nodes":[3,6],"categories_segments":[0,50],"categories_sizes":[50,53],"default_left":[0,0,0,1,0,0,1,0,0,0,0,0,0,0,0],"id":131,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.2682718E2,3.266751E1,1.1470243E2,2.5161102E1,1.4013091E1,1.0667732E2,2.8603836E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.06E1,1E0,1E0,NaN,2.14E1,3.29E1,NaN,-3.6772245E-3,-6.5683345E-3,-4.393585E-3,4.2765844E-3,-1.8869097E-3,3.2642186E-3,-2.103929E-3,-8.683502E-3],"split_indices":[15,6,7,0,20,12,0,0,0,0,0,0,0,0,0],"split_type":[0,0,0,1,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.34209E3,1.2978041E3,2.0442859E3,1.2165101E3,8.129392E1,1.7787489E3,2.6553705E2,5.8624963E2,6.3026056E2,2.723994E1,5.405398E1,6.1244763E2,1.1663013E3,1.275126E2,1.3802444E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.4886472E-1,-3.2775462E-1,2.2702312E-1,4.2336605E-2,-4.3324584E-1,4.9183127E-1,-1.886864E-1,3.2065823E-3,-3.1206335E-3,-6.2132482E-3,-3.0156833E-3,7.5643733E-3,5.0911866E-4,7.767111E-4,-5.797595E-3],"categories":[1,7,8,9,10,11,0,0,2,3,4,5,6,7,9,10,11,12,14,18,19,20,22,23,24,28,29,30,35,36,43,51,52,57,59,60,61,63,64,66,69,72,75,76,79,81,82,83,85,87,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,1,2,5,6,1,2,5,8,10,13,16,18,22,23,28,29,30,31,32,33,34,36,42,44,47,51,53,55,56,57,61,65,70,71,73,76,77,83,87,89,90,91,92,93],"categories_nodes":[1,2,3,5,6],"categories_segments":[0,6,7,85,90],"categories_sizes":[6,1,78,5,40],"default_left":[0,1,1,0,0,1,1,0,0,0,0,0,0,0,0],"id":132,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.2454507E2,8.8338196E1,1.1865381E2,4.9685287E1,4.3412994E1,7.675299E1,4.3775463E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.35E1,NaN,NaN,NaN,1.69E1,NaN,NaN,3.2065823E-3,-3.1206335E-3,-6.2132482E-3,-3.0156833E-3,7.5643733E-3,5.0911866E-4,7.767111E-4,-5.797595E-3],"split_indices":[15,13,2,0,15,3,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.337224E3,2.2612122E3,1.0760121E3,5.0170316E2,1.7595089E3,6.5719434E2,4.1881778E2,2.8106726E2,2.206359E2,7.2304425E2,1.0364647E3,4.1026755E2,2.4692677E2,2.4961078E2,1.6920699E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.4762232E-1,2.2114431E-2,-5.3907436E-1,-2.140023E-2,1.1663971E0,-3.867397E-1,-7.0300025E-1,1.0123619E-2,-6.47576E-4,1.4200526E-2,2.117654E-3,1.2052059E-2,-4.135896E-3,-2.3611207E-3,-7.5625395E-3],"categories":[3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,31,33,34,36,37,39,45,48,52,53,54,55,58,61,63,65,66,68,69,70,73,74,76,80,83,86,90,91,92,93,1,2,3,4,5,6,7,8,9,10,11,0,0,1,2,4,5,6,3],"categories_nodes":[2,3,4,5,6],"categories_segments":[0,48,59,60,66],"categories_sizes":[48,11,1,6,1],"default_left":[0,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"id":133,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.2145917E2,1.1583169E2,2.4901764E1,1.00534E2,2.033551E1,2.2927834E1,1.1864044E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,NaN,NaN,NaN,NaN,1.0123619E-2,-6.47576E-4,1.4200526E-2,2.117654E-3,1.2052059E-2,-4.135896E-3,-2.3611207E-3,-7.5625395E-3],"split_indices":[16,8,0,13,2,3,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.3318506E3,2.3247598E3,1.00709094E3,2.240538E3,8.422164E1,5.237421E2,4.8334882E2,8.928891E1,2.151249E3,6.6155815E1,1.8065825E1,7.9590516E0,5.157831E2,5.004303E1,4.333058E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.4638746E-1,2.1913538E-2,-5.361355E-1,-2.1191828E-2,1.1538179E0,-3.7094185E-1,-6.870188E-1,5.7196817E-3,-9.548779E-4,1.2664282E-2,-8.266078E-3,-4.948277E-3,-1.3328364E-4,-1.9983882E-3,-7.435091E-3],"categories":[1,3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,31,33,34,36,37,39,45,48,50,52,53,54,55,58,61,63,64,65,66,68,69,70,73,74,75,76,80,83,86,90,91,92,93,1,5,6,7,8,9,10,11,3],"categories_nodes":[2,3,6],"categories_segments":[0,52,60],"categories_sizes":[52,8,1],"default_left":[0,0,1,1,0,0,1,0,0,0,0,0,0,0,0],"id":134,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.1826553E2,1.1345325E2,2.475766E1,9.8791176E1,2.0070786E1,2.1312683E1,1.4253082E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,NaN,1E0,1.78E1,NaN,5.7196817E-3,-9.548779E-4,1.2664282E-2,-8.266078E-3,-4.948277E-3,-1.3328364E-4,-1.9983882E-3,-7.435091E-3],"split_indices":[16,8,0,13,7,15,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.326294E3,2.3237822E3,1.0025118E3,2.2394792E3,8.430293E1,4.8021243E2,5.222993E2,2.4853561E2,1.9909436E3,8.010837E1,4.19457E0,3.563727E2,1.2383973E2,5.4741234E1,4.6755807E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.4516297E-1,-3.4884906E-1,1.74068E-1,-1.7623256E-1,-5.5036616E-1,4.1761342E-1,-2.4716227E-1,-6.6483957E-3,-8.629087E-4,-4.0832194E-3,-7.285977E-3,6.6893143E-3,-1.2491664E-4,8.099379E-5,-5.8766394E-3],"categories":[0,1,6,9,10,11,12,14,15,17,18,20,24,30,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,93,0,1,2,5,6,0,1,3,5,7,8,9,13,16,18,22,23,24,29,30,31,32,33,34,36,42,44,51,53,54,55,56,57,61,65,70,71,74,76,82,83,87,89,90,91,92,93],"categories_nodes":[2,4,5,6],"categories_segments":[0,1,45,50],"categories_sizes":[1,44,5,42],"default_left":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"id":135,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.1606427E2,7.0458725E1,1.3291798E2,4.801863E1,2.3382568E1,8.872116E1,4.128396E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.96E1,1.8539688E1,NaN,2.57E1,NaN,NaN,NaN,-6.6483957E-3,-8.629087E-4,-4.0832194E-3,-7.285977E-3,6.6893143E-3,-1.2491664E-4,8.099379E-5,-5.8766394E-3],"split_indices":[15,16,2,12,0,3,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.320961E3,2.0273273E3,1.2936337E3,1.0929756E3,9.343517E2,8.1970703E2,4.7392664E2,1.6892125E2,9.2405426E2,5.217926E2,4.1255905E2,5.1703754E2,3.0266946E2,2.7142526E2,2.0250139E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.4394826E-1,-3.195129E-1,2.2153968E-1,4.5824323E-2,-4.2449653E-1,3.7653056E-1,-4.6276787E-1,-6.4613116E-3,1.8716614E-3,-6.11549E-3,-2.9489337E-3,-8.119374E-4,5.4372572E-3,2.3527727E-4,-7.5643784E-3],"categories":[1,7,8,9,10,11,1,3,5,7,8,9,10,11,13,15,16,18,19,20,21,22,23,26,27,29,30,31,32,33,35,36,37,38,40,42,43,44,46,47,51,52,55,57,58,59,61,62,63,65,66,67,70,71,74,75,76,77,81,82,83,85,87,89,90,91,92,93],"categories_nodes":[1,6],"categories_segments":[0,6],"categories_sizes":[6,62],"default_left":[0,1,0,0,0,0,1,0,0,0,0,0,0,0,0],"id":136,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.1289761E2,8.596921E1,1.1438568E2,4.913133E1,4.2021576E1,6.727789E1,2.8480782E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.35E1,NaN,1E0,2.61E1,1.69E1,3.29E1,NaN,-6.4613116E-3,1.8716614E-3,-6.11549E-3,-2.9489337E-3,-8.119374E-4,5.4372572E-3,2.3527727E-4,-7.5643784E-3],"split_indices":[15,13,7,12,15,12,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.3157766E3,2.2399343E3,1.0758423E3,5.0011725E2,1.7398171E3,8.775362E2,1.9830608E2,8.422287E1,4.1589438E2,7.105632E2,1.029254E3,2.3491954E2,6.4261664E2,7.501188E1,1.2329419E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.4274035E-1,2.1690134E-2,-5.279105E-1,-2.0842826E-2,1.1360896E0,-3.7546065E-1,-6.930834E-1,9.895917E-3,-6.308905E-4,1.3838334E-2,2.0344534E-3,1.20273335E-2,-4.0250015E-3,-2.2326752E-3,-7.47109E-3],"categories":[3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,31,33,34,36,37,39,45,48,52,53,54,55,58,61,63,65,66,68,69,70,73,74,76,80,83,86,90,91,92,93,1,2,3,4,5,6,7,8,9,10,11,0,0,1,2,4,5,6,3],"categories_nodes":[2,3,4,5,6],"categories_segments":[0,48,59,60,66],"categories_sizes":[48,11,1,6,1],"default_left":[0,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"id":137,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.0975165E2,1.10075775E2,2.4689484E1,9.557301E1,1.944542E1,2.2565231E1,1.1874161E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,NaN,NaN,NaN,NaN,9.895917E-3,-6.308905E-4,1.3838334E-2,2.0344534E-3,1.20273335E-2,-4.0250015E-3,-2.2326752E-3,-7.47109E-3],"split_indices":[16,8,0,13,2,3,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.3106677E3,2.3208376E3,9.8983014E2,2.2364604E3,8.4377045E1,5.1644214E2,4.7338797E2,8.885379E1,2.1476067E3,6.628547E1,1.8091576E1,7.966852E0,5.0847528E2,4.9351532E1,4.2403644E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.4154096E-1,-4.5901027E-1,5.565663E-2,-3.8302583E-1,-7.9411954E-1,1.4460391E-1,-5.4450524E-1,1.0153519E-2,-4.06405E-3,-5.3642127E-3,-1.049784E-2,-1.8465072E-3,3.167349E-3,-1.7847001E-3,-8.379812E-3],"categories":[0,1,2,4,5,6,0,1,3,4,6,8,9,10,11,12,13,15,17,18,19,20,22,25,26,29,33,35,39,41,46,50,52,53,54,56,57,58,59,63,64,65,69,70,71,75,76,78,79,86,87,89,90,91,92,93,1,3,5,6,7,8,9,11,12,13,15,16,18,19,20,21,22,23,26,27,29,30,31,32,33,36,37,39,40,43,44,46,51,55,57,58,59,61,63,65,66,67,70,74,75,76,77,82,83,85,87,89,90,91,92,93],"categories_nodes":[3,4,6],"categories_segments":[0,6,56],"categories_sizes":[6,50,56],"default_left":[0,0,0,1,1,0,1,0,0,0,0,0,0,0,0],"id":138,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.0701163E2,3.1955597E1,1.0899788E2,3.4239517E1,1.4803711E1,1.0081371E2,2.8163666E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.06E1,2.5E1,1E0,NaN,NaN,3.29E1,NaN,1.0153519E-2,-4.06405E-3,-5.3642127E-3,-1.049784E-2,-1.8465072E-3,3.167349E-3,-1.7847001E-3,-8.379812E-3],"split_indices":[15,11,7,3,0,12,0,0,0,0,0,0,0,0,0],"split_type":[0,0,0,1,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.3052659E3,1.2659231E3,2.0393429E3,1.0336832E3,2.3223979E2,1.7767743E3,2.625686E2,1.6300066E1,1.0173832E3,1.1720283E2,1.1503697E2,6.099605E2,1.1668138E3,1.1755606E2,1.4501254E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.4033282E-1,1.6669144E-1,-3.4265742E-1,3.0184364E-1,-4.586713E-1,1.6588435E-2,-4.431923E-1,-1.7623483E-3,4.7975867E-3,-4.339333E-4,-7.4034953E-3,2.8975045E-3,-3.500293E-3,-6.191382E-3,-3.1084984E-3],"categories":[1,7,8,9,10,11,1,3,5,6,7,8,9,11,13,15,16,19,20,21,22,23,26,27,29,30,31,32,33,35,36,37,38,40,42,43,44,46,51,54,55,57,58,59,60,61,62,63,65,66,67,70,71,74,75,76,77,82,83,85,87,89,90,91,92,93,0,1,2,3,4,5,6,7,9,10,11,12,14,18,20,22,28,29,35,40,41,43,48,51,57,60,61,64,69,72,75,76,79,80,81,82,83,85,86,87,92,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119],"categories_nodes":[2,4,5],"categories_segments":[0,6,66],"categories_sizes":[6,60,67],"default_left":[0,0,1,0,1,0,0,0,0,0,0,0,0,0,0],"id":139,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.0515207E2,1.11041824E2,7.1897766E1,9.191114E1,2.7291336E1,4.3785477E1,3.6022797E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.1542097E1,1E0,NaN,3.24E1,NaN,NaN,1.68E1,-1.7623483E-3,4.7975867E-3,-4.339333E-4,-7.4034953E-3,2.8975045E-3,-3.500293E-3,-6.191382E-3,-3.1084984E-3],"split_indices":[16,7,13,12,0,0,15,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.30067E3,1.3111688E3,1.989501E3,1.0785845E3,2.3258429E2,4.3520352E2,1.5542975E3,2.9253046E2,7.860541E2,9.4466484E1,1.3811781E2,2.4950804E2,1.8569548E2,6.656519E2,8.886456E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.3915026E-1,2.1705624E-2,-5.200412E-1,-2.0262096E-2,1.1189371E0,-3.1102198E-1,-6.4201754E-1,5.552082E-3,-9.250309E-4,1.2276654E-2,-8.114938E-3,-4.4656885E-3,7.468604E-4,-2.2330654E-3,-6.90544E-3],"categories":[0,1,3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,30,31,33,34,36,37,39,45,46,47,48,50,52,53,54,55,56,58,61,62,63,64,65,66,68,69,70,71,72,73,74,75,76,78,79,80,83,86,90,91,92,93,1,5,6,7,8,9,10,11,3],"categories_nodes":[2,3,6],"categories_segments":[0,62,70],"categories_sizes":[62,8,1],"default_left":[0,0,1,1,0,0,1,0,0,0,0,0,0,0,0],"id":140,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.0199515E2,1.0679944E2,2.475772E1,9.293931E1,1.8929794E1,1.8994648E1,1.2386826E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,NaN,1E0,1.78E1,NaN,5.552082E-3,-9.250309E-4,1.2276654E-2,-8.114938E-3,-4.4656885E-3,7.468604E-4,-2.2330654E-3,-6.90544E-3],"split_indices":[16,8,0,13,7,15,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.2956973E3,2.3177993E3,9.7789795E2,2.2333577E3,8.444158E1,3.6167685E2,6.162211E2,2.4834679E2,1.985011E3,8.0283775E1,4.1578045E0,2.675098E2,9.416704E1,6.458144E1,5.516397E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.3797845E-1,-3.096926E-1,2.1552697E-1,4.823074E-2,-4.1371113E-1,3.646674E-1,-4.5185736E-1,3.222354E-3,-3.0324184E-3,-5.9876977E-3,-2.8732456E-3,-7.759205E-4,5.2507697E-3,-1.729428E-5,-7.65789E-3],"categories":[1,7,8,9,10,11,0,2,3,4,5,6,7,9,10,11,12,14,18,19,20,22,23,24,28,29,30,35,36,43,51,52,57,59,60,61,63,64,66,69,72,75,76,79,81,82,83,85,87,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,3,5,7,8,9,10,11,13,15,16,18,19,20,21,22,23,26,27,29,30,31,32,33,36,37,38,40,42,44,46,47,51,52,55,57,58,59,61,62,63,65,66,67,70,74,75,76,77,81,82,83,85,87,89,90,91,92,93],"categories_nodes":[1,3,6],"categories_segments":[0,6,84],"categories_sizes":[6,78,59],"default_left":[0,1,0,0,0,0,1,0,0,0,0,0,0,0,0],"id":141,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.9987247E2,8.251773E1,1.0733652E2,4.823627E1,3.9986786E1,6.2514267E1,2.7852901E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.35E1,NaN,1E0,NaN,1.69E1,3.29E1,NaN,3.222354E-3,-3.0324184E-3,-5.9876977E-3,-2.8732456E-3,-7.759205E-4,5.2507697E-3,-1.729428E-5,-7.65789E-3],"split_indices":[15,13,7,0,15,12,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,1,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.2905906E3,2.2148555E3,1.0757351E3,4.9885455E2,1.7160009E3,8.7962E2,1.9611517E2,2.803666E2,2.1848795E2,6.948478E2,1.0211531E3,2.3426175E2,6.453582E2,8.099162E1,1.1512355E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.3681334E-1,6.640976E-2,-4.3162858E-1,2.2283152E-1,-3.023721E-1,9.004021E-1,-4.5698246E-1,-1.5428339E-3,4.2137355E-3,-3.1062777E-5,-5.6398776E-3,1.2217234E-2,-5.398042E-3,-4.874127E-3,4.6471045E-3],"categories":[0,0,1,2,4,5,6],"categories_nodes":[1,2],"categories_segments":[0,1],"categories_sizes":[1,6],"default_left":[0,1,1,0,0,0,0,0,0,0,0,0,0,0,0],"id":142,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.9694363E2,1.12347534E2,4.5708313E1,1.02438446E2,4.541797E1,1.2408806E1,3.716089E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5261062E1,NaN,NaN,3.29E1,6.6E0,2.4E1,1E0,-1.5428339E-3,4.2137355E-3,-3.1062777E-5,-5.6398776E-3,1.2217234E-2,-5.398042E-3,-4.874127E-3,4.6471045E-3],"split_indices":[16,2,3,12,11,11,6,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.2856675E3,1.945419E3,1.3402484E3,1.3662914E3,5.791276E2,2.4389154E1,1.3158593E3,4.7130594E2,8.949854E2,2.7059833E2,3.0852927E2,2.0064344E1,4.3248096E0,1.27426E3,4.159927E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.3564864E-1,-3.0570772E-1,2.1278901E-1,4.8365556E-2,-4.0915486E-1,3.592003E-1,-4.4683152E-1,-6.39093E-3,1.8754405E-3,-5.9390673E-3,-2.8355354E-3,-7.5227825E-4,5.1612705E-3,1.1372347E-5,-7.609817E-3],"categories":[1,7,8,9,10,11,1,3,5,7,8,9,10,11,13,15,16,18,19,20,21,22,23,26,27,29,30,31,32,33,36,37,38,40,42,44,46,47,51,52,55,57,58,59,61,62,63,65,66,67,70,74,75,76,77,81,82,83,85,87,89,90,91,92,93],"categories_nodes":[1,6],"categories_segments":[0,6],"categories_sizes":[6,59],"default_left":[0,1,0,0,0,0,1,0,0,0,0,0,0,0,0],"id":143,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.9453217E2,8.0816315E1,1.0417206E2,4.7926224E1,3.9447876E1,6.0162148E1,2.7594475E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.35E1,NaN,1E0,2.61E1,1.69E1,3.29E1,NaN,-6.39093E-3,1.8754405E-3,-5.9390673E-3,-2.8355354E-3,-7.5227825E-4,5.1612705E-3,1.1372347E-5,-7.609817E-3],"split_indices":[15,13,7,12,15,12,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.280869E3,2.204876E3,1.075993E3,4.986513E2,1.7062246E3,8.809175E2,1.9507556E2,8.3351715E1,4.1529956E2,6.890077E2,1.017217E3,2.3390562E2,6.470119E2,8.082208E1,1.1425347E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.3450262E-1,2.1847738E-2,-5.098133E-1,-1.9453673E-2,1.0987922E0,-3.5492334E-1,-6.785178E-1,-1.8238784E-3,2.2796576E-3,1.3400669E-2,1.9101242E-3,-2.3820014E-3,-7.3219673E-3,-1.9849336E-3,-7.340163E-3],"categories":[3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,31,33,34,36,37,39,45,48,52,53,54,55,58,61,63,65,66,68,69,70,73,74,76,80,83,86,90,91,92,93,0,3],"categories_nodes":[2,4,6],"categories_segments":[0,48,49],"categories_sizes":[48,1,1],"default_left":[0,0,1,0,1,0,1,0,0,0,0,0,0,0,0],"id":144,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.9230598E2,1.0295852E2,2.4942352E1,8.993073E1,1.8469048E1,2.2043736E1,1.2114349E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,2.91E1,NaN,2.5E1,NaN,-1.8238784E-3,2.2796576E-3,1.3400669E-2,1.9101242E-3,-2.3820014E-3,-7.3219673E-3,-1.9849336E-3,-7.340163E-3],"split_indices":[16,8,0,26,2,11,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.2760103E3,2.3132693E3,9.6274097E2,2.2287764E3,8.449287E1,5.0353873E2,4.592022E2,1.3439814E3,8.84795E2,6.6375114E1,1.8117752E1,3.858068E2,1.1773195E2,4.8063305E1,4.1113892E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.33353E-1,-4.4213238E-1,5.4481253E-2,-3.665912E-1,-7.805967E-1,3.2335678E-1,-1.3231483E-1,9.959079E-3,-3.9003252E-3,-5.1506427E-3,-1.0454683E-2,6.284303E-3,1.11411E-3,1.9372265E-3,-2.9290726E-3],"categories":[1,8,9,10,11,0,1,2,4,5,6,0,1,3,4,6,8,9,10,11,12,13,15,17,18,19,20,22,25,26,29,33,35,39,41,46,50,52,53,54,56,57,58,59,63,64,65,69,70,71,75,76,78,79,86,87,89,90,91,92,93,0,2,3,4,5,6,7,9,10,11,17,18,19,20,21,22,24,25,28,29,30,31,32,34,35,36,37,42,43,47,51,52,53,54,57,59,60,61,66,69,70,72,73,74,75,77,79,80,81,82,83,84,85,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,125,126,128],"categories_nodes":[2,3,4,5],"categories_segments":[0,5,11,61],"categories_sizes":[5,6,50,86],"default_left":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":145,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.8981842E2,3.1362213E1,1.022776E2,3.2769318E1,1.528418E1,5.390291E1,6.298246E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.06E1,2.5E1,NaN,NaN,NaN,NaN,6.7E0,9.959079E-3,-3.9003252E-3,-5.1506427E-3,-1.0454683E-2,6.284303E-3,1.11411E-3,1.9372265E-3,-2.9290726E-3],"split_indices":[15,11,13,3,0,0,11,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.271353E3,1.2368123E3,2.0345406E3,1.0128414E3,2.2397096E2,8.3373126E2,1.2008094E3,1.64292E1,9.964122E2,1.1331646E2,1.106545E2,3.4097244E2,4.9275885E2,3.962103E2,8.045991E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.3220878E-1,1.634725E-1,-3.2610965E-1,2.9383883E-1,-4.4532302E-1,2.3968868E-2,-4.2711493E-1,-1.6146725E-3,4.620399E-3,-7.3984696E-4,-7.718765E-3,2.89116E-3,-3.5205032E-3,-6.02584E-3,-2.9904188E-3],"categories":[7,8,9,10,11,1,3,5,6,7,8,9,11,13,15,16,19,20,21,22,23,26,27,29,30,31,32,33,36,37,38,40,44,46,54,55,57,58,59,61,62,63,65,66,67,70,74,75,76,77,82,83,85,87,89,90,91,92,93,0,1,2,3,4,5,6,7,9,10,11,12,14,18,20,22,28,35,41,43,48,51,57,58,60,61,64,69,72,75,76,79,80,81,82,83,85,86,87,92,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119],"categories_nodes":[2,4,5],"categories_segments":[0,5,59],"categories_sizes":[5,54,66],"default_left":[0,0,1,0,1,0,0,0,0,0,0,0,0,0,0],"id":146,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.8740779E2,1.02902885E2,6.9808044E1,8.1798195E1,2.7685253E1,4.4263447E1,3.4247955E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.1462984E1,1E0,NaN,3.24E1,NaN,NaN,1.68E1,-1.6146725E-3,4.620399E-3,-7.3984696E-4,-7.718765E-3,2.89116E-3,-3.5205032E-3,-6.02584E-3,-2.9904188E-3],"split_indices":[16,7,13,12,0,0,15,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.2668376E3,1.2939056E3,1.972932E3,1.066125E3,2.2778064E2,4.4194363E2,1.5309884E3,2.8761514E2,7.785099E2,1.0715572E2,1.20624916E2,2.5931833E2,1.8262529E2,6.444043E2,8.865841E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.3108747E-1,2.177158E-2,-5.019781E-1,-1.8949032E-2,1.0817173E0,-2.950718E-1,-6.296057E-1,9.508792E-3,-5.9303845E-4,1.3199265E-2,1.8593784E-3,-4.265814E-3,7.168254E-4,-1.7575E-3,-6.8206578E-3],"categories":[0,1,3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,30,31,33,34,36,37,39,45,46,47,48,50,52,53,54,55,56,58,61,62,63,64,65,66,68,69,70,71,72,73,74,75,76,79,80,83,86,90,91,92,93,1,2,3,4,5,6,7,8,9,10,11,0,3],"categories_nodes":[2,3,4,6],"categories_segments":[0,61,72,73],"categories_sizes":[61,11,1,1],"default_left":[0,0,1,1,1,0,1,0,0,0,0,0,0,0,0],"id":147,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.8500943E2,9.979768E1,2.496408E1,8.722162E1,1.8007805E1,1.7646225E1,1.3883987E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,NaN,NaN,1.78E1,NaN,9.508792E-3,-5.9303845E-4,1.3199265E-2,1.8593784E-3,-4.265814E-3,7.168254E-4,-1.7575E-3,-6.8206578E-3],"split_indices":[16,8,0,13,2,15,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.2621064E3,2.3107104E3,9.5139606E2,2.2261685E3,8.4542015E1,3.642295E2,5.8716656E2,8.802967E1,2.1381387E3,6.640881E1,1.8133198E1,2.679763E2,9.6253204E1,6.1287853E1,5.2587866E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.2997682E-1,-3.078217E-1,1.847046E-1,-1.5283081E-1,-5.165191E-1,4.2239165E-1,-2.0899786E-1,-2.9398117E-3,1.3895503E-3,-5.46247E-4,-5.7570003E-3,6.7816167E-3,-6.909696E-5,3.3815697E-4,-5.9852437E-3],"categories":[0,3,0,1,2,5,6,1,2,5,7,8,10,13,18,22,23,24,29,30,31,32,33,36,42,44,51,53,55,56,57,61,65,70,71,76,77,82,83,87,89,90,91,92,93],"categories_nodes":[2,4,5,6],"categories_segments":[0,1,2,7],"categories_sizes":[1,1,5,38],"default_left":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"id":148,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.823937E2,6.726608E1,1.1023668E2,4.9305107E1,2.4211044E1,8.063217E1,4.1994003E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.16E1,1.8539688E1,NaN,2.63E1,NaN,NaN,NaN,-2.9398117E-3,1.3895503E-3,-5.46247E-4,-5.7570003E-3,6.7816167E-3,-6.909696E-5,3.3815697E-4,-5.9852437E-3],"split_indices":[15,16,2,22,4,3,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.2570823E3,2.081006E3,1.1760762E3,1.1951501E3,8.8585583E2,7.33296E2,4.427802E2,8.054898E2,3.8966034E2,1.008291E2,7.8502673E2,4.5915817E2,2.7413782E2,2.7331866E2,1.6946155E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.2887429E-1,-4.320381E-1,5.3271282E-2,-3.565925E-1,-7.728883E-1,1.3740914E-1,-5.261143E-1,9.917059E-3,-3.8011586E-3,-5.0926106E-3,-1.05143925E-2,-1.7629022E-3,2.9974447E-3,-1.5677379E-3,-8.142823E-3],"categories":[0,1,2,4,5,6,0,1,3,4,6,8,9,10,11,12,13,15,17,18,19,20,22,25,26,29,33,39,41,46,50,52,53,54,56,57,58,59,63,64,65,69,70,71,75,76,78,79,86,87,89,90,91,92,93,1,3,5,6,7,8,9,11,12,13,15,16,18,19,20,21,22,23,26,27,29,30,31,32,33,35,36,37,39,40,43,44,46,51,55,57,58,59,61,63,65,66,67,70,74,75,76,77,82,83,85,87,89,90,91,92,93],"categories_nodes":[3,4,6],"categories_segments":[0,6,55],"categories_sizes":[6,49,57],"default_left":[0,0,0,1,1,0,1,0,0,0,0,0,0,0,0],"id":149,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.7967E2,3.1126602E1,9.918561E1,3.2146866E1,1.5653E1,9.0502075E1,2.7334183E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.06E1,2.5E1,1E0,NaN,NaN,3.29E1,NaN,9.917059E-3,-3.8011586E-3,-5.0926106E-3,-1.05143925E-2,-1.7629022E-3,2.9974447E-3,-1.5677379E-3,-8.142823E-3],"split_indices":[15,11,7,3,0,12,0,0,0,0,0,0,0,0,0],"split_type":[0,0,0,1,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.252299E3,1.2201329E3,2.0321661E3,1.00068274E3,2.1945024E2,1.775144E3,2.57022E2,1.645349E1,9.8422925E2,1.141984E2,1.0525183E2,6.053228E2,1.1698213E3,1.13322464E2,1.4369955E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.2776329E-1,-2.9240328E-1,2.0444229E-1,5.1592954E-2,-3.9443552E-1,4.4093204E-1,-1.747197E-1,-6.319445E-3,1.8878214E-3,-5.763921E-3,-2.7306706E-3,6.8931514E-3,2.6837937E-4,8.515333E-4,-5.6231925E-3],"categories":[1,7,8,9,10,11,0,0,1,2,5,6,1,2,5,8,10,13,16,18,22,23,28,29,30,31,32,33,34,36,42,44,47,51,53,55,56,57,61,65,70,71,73,76,77,83,87,89,90,91,92,93],"categories_nodes":[1,2,5,6],"categories_segments":[0,6,7,12],"categories_sizes":[6,1,5,40],"default_left":[0,1,1,0,0,1,1,0,0,0,0,0,0,0,0],"id":150,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.7776526E2,7.628392E1,9.667032E1,4.6812675E1,3.6852783E1,6.824779E1,4.1800385E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.35E1,NaN,NaN,2.61E1,1.69E1,NaN,NaN,-6.319445E-3,1.8878214E-3,-5.763921E-3,-2.7306706E-3,6.8931514E-3,2.6837937E-4,8.515333E-4,-5.6231925E-3],"split_indices":[15,13,2,12,15,3,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.248066E3,2.1718325E3,1.0762333E3,4.9693542E2,1.6748972E3,6.6272046E2,4.1351285E2,8.246279E1,4.1447266E2,6.6867096E2,1.0062262E3,4.1383072E2,2.4888977E2,2.4801025E2,1.655026E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.2667944E-1,2.1610834E-2,-4.91517E-1,-1.8554127E-2,1.0655545E0,-3.3438802E-1,-6.636555E-1,-1.775083E-3,2.2167095E-3,1.16931945E-2,-7.942523E-3,-2.1798087E-3,-7.1635228E-3,-1.7774948E-3,-7.2042504E-3],"categories":[3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,31,33,34,36,37,39,45,48,52,53,54,55,58,61,63,65,66,68,69,70,73,74,76,80,83,86,90,91,92,93,3],"categories_nodes":[2,6],"categories_segments":[0,48],"categories_sizes":[48,1],"default_left":[0,0,1,0,0,0,1,0,0,0,0,0,0,0,0],"id":151,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.755347E2,9.6781395E1,2.5139053E1,8.493108E1,1.743158E1,2.1728752E1,1.2186493E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,2.91E1,1E0,2.5E1,NaN,-1.775083E-3,2.2167095E-3,1.16931945E-2,-7.942523E-3,-2.1798087E-3,-7.1635228E-3,-1.7774948E-3,-7.2042504E-3],"split_indices":[16,8,0,26,7,11,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.243326E3,2.3066968E3,9.36629E2,2.2221821E3,8.451459E1,4.9120074E2,4.4542825E2,1.3374608E3,8.8472144E2,8.040006E1,4.1145253E0,3.776723E2,1.1352843E2,4.7028614E1,3.9839966E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.2559246E-1,1.5820819E-1,-3.141862E-1,2.8366193E-1,-4.3485186E-1,-6.814724E-2,-4.5354402E-1,-1.6083284E-3,4.4727293E-3,1.0388472E-4,-7.043045E-3,-6.4579877E-3,4.2960185E-4,-2.6687724E-3,-6.014316E-3],"categories":[8,9,10,11,1,3,5,6,7,8,9,11,13,14,15,16,19,20,21,22,23,26,27,29,30,31,32,33,35,36,37,38,39,40,42,43,44,46,51,54,55,57,58,59,60,61,62,63,64,65,66,67,70,71,74,75,76,77,82,83,85,87,89,90,91,92,93,0,4,5,7,9,10,11,12,15,17,18,19,20,21,22,24,28,33,36,37,39,40,44,45,46,48,49,50,51,52,53,54,55,57,59,63,64,65,68,69,71,72,73,74,76,78,79,80,81,85,86,90,91,93],"categories_nodes":[2,4,6],"categories_segments":[0,4,67],"categories_sizes":[4,63,54],"default_left":[0,0,1,0,1,0,1,0,0,0,0,0,0,0,0],"id":152,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.734597E2,9.640901E1,6.671922E1,7.779823E1,2.7163132E1,4.528358E1,3.414386E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.1462984E1,1E0,NaN,3.24E1,NaN,2.61E1,NaN,-1.6083284E-3,4.4727293E-3,1.0388472E-4,-7.043045E-3,-6.4579877E-3,4.2960185E-4,-2.6687724E-3,-6.014316E-3],"split_indices":[16,7,13,12,0,12,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.2389138E3,1.293134E3,1.9457797E3,1.0677811E3,2.2535283E2,7.04124E2,1.2416556E3,2.8729135E2,7.804898E2,8.532473E1,1.4002809E2,1.1280974E2,5.9131433E2,5.501056E2,6.915501E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.24518864E-1,2.1694724E-2,-4.8657054E-1,-1.7964812E-2,1.0511031E0,-3.2964998E-1,-6.590921E-1,-1.7530312E-3,2.1918684E-3,1.2826492E-2,1.8044525E-3,-2.135645E-3,-7.123043E-3,-1.7209823E-3,-7.162116E-3],"categories":[3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,31,33,34,36,37,39,45,48,52,53,54,55,58,61,63,65,66,68,69,70,73,74,76,80,83,86,90,91,92,93,0,3],"categories_nodes":[2,4,6],"categories_segments":[0,48,49],"categories_sizes":[48,1,1],"default_left":[0,0,1,0,1,0,1,0,0,0,0,0,0,0,0],"id":153,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.7128658E2,9.41502E1,2.498146E1,8.291543E1,1.7015465E1,2.1589062E1,1.2181778E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,2.91E1,NaN,2.5E1,NaN,-1.7530312E-3,2.1918684E-3,1.2826492E-2,1.8044525E-3,-2.135645E-3,-7.123043E-3,-1.7209823E-3,-7.162116E-3],"split_indices":[16,8,0,26,2,11,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.2344768E3,2.3046787E3,9.297981E2,2.2201274E3,8.4551254E1,4.884391E2,4.4135904E2,1.334809E3,8.853184E2,6.641531E1,1.8135942E1,3.7594662E2,1.1249248E2,4.6753883E1,3.9460513E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.2344546E-1,-2.816412E-1,2.0742677E-1,4.7540523E-2,-3.8038367E-1,4.4050193E-1,-1.6366294E-1,2.9735193E-3,-3.129347E-3,-5.6714267E-3,-2.5974878E-3,6.8292567E-3,4.0818966E-4,9.4302726E-4,-5.5321623E-3],"categories":[1,7,8,9,10,11,0,0,2,3,4,5,6,7,9,10,11,12,14,18,20,22,28,29,30,35,36,43,51,52,56,57,59,60,61,63,64,66,69,72,75,79,81,82,83,85,87,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,1,2,5,6,1,2,5,8,10,13,16,18,22,23,28,29,30,31,32,33,34,36,42,44,47,51,53,55,56,57,61,65,70,71,73,76,77,83,87,89,90,91,92,93],"categories_nodes":[1,2,3,5,6],"categories_segments":[0,6,7,82,87],"categories_sizes":[6,1,75,5,40],"default_left":[0,1,1,0,0,1,1,0,0,0,0,0,0,0,0],"id":154,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.6918341E2,7.108507E1,9.0518715E1,4.5604168E1,3.7747543E1,6.2232933E1,4.0665714E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.41E1,NaN,NaN,NaN,1.69E1,NaN,NaN,2.9735193E-3,-3.129347E-3,-5.6714267E-3,-2.5974878E-3,6.8292567E-3,4.0818966E-4,9.4302726E-4,-5.5321623E-3],"split_indices":[15,13,2,0,15,3,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.230117E3,2.185392E3,1.0447249E3,5.0439374E2,1.6809984E3,6.4157526E2,4.031496E2,2.980314E2,2.0636235E2,6.582453E2,1.0227531E3,3.9891104E2,2.4266423E2,2.4299443E2,1.6015517E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.2239247E-1,2.1621637E-2,-4.8142147E-1,-1.758738E-2,1.0385654E0,-3.2440296E-1,-6.545516E-1,-1.7300915E-3,2.1601126E-3,1.1399382E-2,-7.863159E-3,-2.088375E-3,-7.07553E-3,-1.6646987E-3,-7.1202205E-3],"categories":[3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,31,33,34,36,37,39,45,48,52,53,54,55,58,61,63,65,66,68,69,70,73,74,76,80,83,86,90,91,92,93,3],"categories_nodes":[2,6],"categories_segments":[0,48],"categories_sizes":[48,1],"default_left":[0,0,1,0,0,0,1,0,0,0,0,0,0,0,0],"id":155,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.6683821E2,9.187723E1,2.489943E1,8.060925E1,1.6721169E1,2.1389378E1,1.2177368E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,2.91E1,1E0,2.5E1,NaN,-1.7300915E-3,2.1601126E-3,1.1399382E-2,-7.863159E-3,-2.088375E-3,-7.07553E-3,-1.6646987E-3,-7.1202205E-3],"split_indices":[16,8,0,26,7,11,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.2255164E3,2.3027676E3,9.2274884E2,2.2182249E3,8.4542595E1,4.8539703E2,4.373518E2,1.3321536E3,8.860714E2,8.044896E1,4.0936346E0,3.7410483E2,1.112922E2,4.6482716E1,3.908691E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.2133844E-1,-3.0642578E-1,1.5507208E-1,9.655459E-1,-3.3024034E-1,3.7223133E-1,-2.2968298E-1,1.2288769E-2,-3.9877836E-3,-1.8092694E-3,-5.106566E-3,6.0741184E-3,-3.164411E-4,1.9282574E-4,-5.62636E-3],"categories":[0,1,2,4,5,6,0,1,2,4,5,6,7,8,11,12,14,15,16,17,18,20,0,1,2,5,6,0,1,3,5,7,8,9,13,16,18,22,23,24,29,30,31,33,34,36,42,44,51,52,53,54,55,56,57,61,65,70,71,74,76,82,83,87,89,90,91,92,93],"categories_nodes":[1,2,3,5,6],"categories_segments":[0,6,7,22,27],"categories_sizes":[6,1,15,5,42],"default_left":[0,1,1,1,0,1,1,0,0,0,0,0,0,0,0],"id":156,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.648972E2,5.8789368E1,1.0811679E2,1.3326794E1,5.0970657E1,7.8558304E1,3.873021E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.96E1,NaN,NaN,NaN,1.8425255E1,NaN,NaN,1.2288769E-2,-3.9877836E-3,-1.8092694E-3,-5.106566E-3,6.0741184E-3,-3.164411E-4,1.9282574E-4,-5.62636E-3],"split_indices":[15,3,2,1,16,3,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.2212322E3,1.9292666E3,1.2919655E3,3.4730164E1,1.8945365E3,8.258697E2,4.6609576E2,2.919454E1,5.5356216E0,1.0377185E3,8.56818E2,5.216209E2,3.042488E2,2.6722238E2,1.988734E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.2029748E-1,1.5382849E-1,-3.0444986E-1,2.757592E-1,-4.275454E-1,-6.353718E-2,-4.423483E-1,-1.6225188E-3,4.367893E-3,-8.548637E-4,-7.7871988E-3,-6.401477E-3,4.6730493E-4,-2.5474327E-3,-5.9153293E-3],"categories":[8,9,10,11,1,3,5,6,7,8,9,11,13,15,16,20,21,22,23,26,27,29,30,31,32,33,36,37,38,40,44,46,55,57,58,59,61,62,63,65,66,67,70,74,75,77,82,83,85,87,89,90,91,92,93,0,4,5,7,9,10,11,12,15,17,18,19,20,21,22,24,28,33,36,37,39,40,44,45,46,48,49,50,51,52,53,54,55,57,59,63,64,65,68,69,71,72,73,74,76,78,79,80,81,85,86,90,91,93],"categories_nodes":[2,4,6],"categories_segments":[0,4,55],"categories_sizes":[4,51,54],"default_left":[0,0,1,0,1,0,1,0,0,0,0,0,0,0,0],"id":157,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.6248181E2,9.182263E1,6.392592E1,7.5540855E1,2.6921726E1,4.466117E1,3.4109848E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.1462984E1,1E0,NaN,3.24E1,NaN,2.61E1,NaN,-1.6225188E-3,4.367893E-3,-8.548637E-4,-7.7871988E-3,-6.401477E-3,4.6730493E-4,-2.5474327E-3,-5.9153293E-3],"split_indices":[16,7,13,12,0,12,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.2167483E3,1.292669E3,1.9240793E3,1.0689957E3,2.2367323E2,7.0095355E2,1.2231259E3,2.8735803E2,7.816377E2,1.13937065E2,1.0973616E2,1.1175582E2,5.891977E2,5.429962E2,6.8012964E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.1926523E-1,-4.1132268E-1,5.1950213E-2,-3.366053E-1,-7.558034E-1,1.326177E-1,-5.1186514E-1,-1.470676E-3,-5.0531076E-3,-4.977125E-3,-1.0560842E-2,-1.7169863E-3,2.892419E-3,-1.4671872E-3,-8.010426E-3],"categories":[0,9,10,11,12,14,15,18,20,21,22,23,24,27,32,35,36,37,42,44,45,46,48,50,52,53,54,55,59,61,64,65,66,67,68,69,73,74,75,76,77,78,79,80,81,83,86,90,91,92,93,1,3,4,6,8,9,10,11,12,13,15,17,18,19,20,22,25,26,29,33,39,46,50,52,53,54,56,57,58,59,63,64,65,69,70,71,75,76,78,79,86,87,89,90,91,92,1,3,5,6,7,8,9,11,12,13,15,16,18,19,20,21,22,23,26,27,29,30,31,32,33,35,36,37,39,40,43,44,46,51,55,57,58,59,61,63,65,66,67,70,74,75,76,77,82,83,85,87,89,90,91,92,93],"categories_nodes":[3,4,6],"categories_segments":[0,51,97],"categories_sizes":[51,46,57],"default_left":[0,0,0,1,1,0,1,0,0,0,0,0,0,0,0],"id":158,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.6071002E2,3.0316452E1,9.2246704E1,3.1193161E1,1.5818939E1,8.4596985E1,2.6690598E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.06E1,2.5E1,1E0,NaN,NaN,3.29E1,NaN,-1.470676E-3,-5.0531076E-3,-4.977125E-3,-1.0560842E-2,-1.7169863E-3,2.892419E-3,-1.4671872E-3,-8.010426E-3],"split_indices":[15,11,7,0,0,12,0,0,0,0,0,0,0,0,0],"split_type":[0,0,0,1,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.212468E3,1.1867391E3,2.025729E3,9.768408E2,2.0989827E2,1.7728452E3,2.528838E2,4.6089966E2,5.1594116E2,1.1430811E2,9.559015E1,6.023671E2,1.1704781E3,1.12427795E2,1.4045601E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.18232176E-1,6.200919E-2,-3.9226612E-1,2.0724623E-1,-2.859461E-1,8.968138E-1,-4.1813827E-1,-1.4673165E-3,3.914963E-3,1.1647085E-4,-5.4852357E-3,1.1388964E-2,-8.360411E-3,-4.492941E-3,4.870274E-3],"categories":[0,0,1,2,4,5,6],"categories_nodes":[1,2],"categories_segments":[0,1],"categories_sizes":[1,6],"default_left":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":159,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.5855075E2,9.79457E1,4.2850388E1,8.922294E1,4.4611347E1,1.1597271E1,3.5447723E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5261062E1,NaN,NaN,3.29E1,6.6E0,3.84E1,1E0,-1.4673165E-3,3.914963E-3,1.1647085E-4,-5.4852357E-3,1.1388964E-2,-8.360411E-3,-4.492941E-3,4.870274E-3],"split_indices":[16,2,3,12,11,18,6,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.2085403E3,1.9359647E3,1.2725757E3,1.3661403E3,5.698245E2,2.437605E1,1.2481996E3,4.6773666E2,8.9840356E2,2.6755063E2,3.0227386E2,2.1688847E1,2.6872044E0,1.207153E3,4.1046593E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.1721031E-1,-2.7114388E-1,2.0103231E-1,5.039993E-2,-3.6871007E-1,4.2293477E-1,-1.5592115E-1,3.0903297E-3,-2.9278893E-3,-2.11495E-3,-5.0879824E-3,6.5823016E-3,3.4175883E-4,9.86339E-4,-5.434744E-3],"categories":[1,7,8,9,10,11,0,0,2,3,4,5,6,7,9,10,11,12,14,16,18,19,20,22,28,29,30,35,36,43,51,52,56,57,59,60,61,63,64,66,69,72,75,79,81,82,83,85,87,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,5,7,8,11,12,15,17,19,20,21,24,26,27,28,32,36,37,40,44,45,46,48,50,52,53,54,55,59,60,61,63,64,65,66,68,69,71,72,73,74,77,78,80,85,86,88,90,91,92,93,95,0,1,2,5,6,1,2,5,8,10,13,16,18,22,23,28,29,30,31,32,33,34,36,42,44,47,51,53,55,56,57,61,65,70,71,73,76,77,83,87,89,90,91,92,93],"categories_nodes":[1,2,3,4,5,6],"categories_segments":[0,6,7,84,135,140],"categories_sizes":[6,1,77,51,5,40],"default_left":[0,1,1,0,1,1,1,0,0,0,0,0,0,0,0],"id":160,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.5707635E2,6.780577E1,8.288112E1,4.4816013E1,3.640538E1,5.8977585E1,3.9666084E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.41E1,NaN,NaN,NaN,NaN,NaN,NaN,3.0903297E-3,-2.9278893E-3,-2.11495E-3,-5.0879824E-3,6.5823016E-3,3.4175883E-4,9.86339E-4,-5.434744E-3],"split_indices":[15,13,2,0,0,3,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.2042974E3,2.159768E3,1.0445293E3,5.0289297E2,1.6568751E3,6.4399854E2,4.005308E2,2.8683142E2,2.1606157E2,7.8189594E2,8.7497925E2,4.0075146E2,2.4324704E2,2.421958E2,1.5833498E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.1620033E-1,2.2009254E-2,-4.6708688E-1,-1.6461425E-2,1.0177238E0,1.4671492E-2,-5.252359E-1,-1.6892516E-3,2.1183607E-3,1.1164054E-2,-7.7249156E-3,1.1368601E-2,-2.6678054E-3,-3.3072324E-3,-7.1636806E-3],"categories":[3,0,1,2,3,4,5,6,8,9,10,11,12,13,14,15,16,17,18,19,21,22,23,24,25,26,28,29,30,31,32,33,34,35,36,37,39,40,42,43,44,46,48,49,50,51,52,53,54,55,56,58,59,61,62,63,64,65,66,68,69,70,71,72,73,74,75,76,78,79,80,81,83,86,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,3,4,6,7,9,10,11,12,14,15,17,18,19,20,24,27,28,30,33,34,36,37,39,45,47,48,52,53,54,55,58,60,61,63,64,65,66,68,69,70,73,74,75,76,80,83,86,90,92,93],"categories_nodes":[2,5,6],"categories_segments":[0,1,115],"categories_sizes":[1,114,51],"default_left":[0,0,1,0,0,0,1,0,0,0,0,0,0,0,0],"id":161,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.5524568E2,8.8021E1,2.5348648E1,7.7061615E1,1.5962975E1,3.1381762E1,2.9772522E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,2.91E1,1E0,NaN,NaN,-1.6892516E-3,2.1183607E-3,1.1164054E-2,-7.7249156E-3,1.1368601E-2,-2.6678054E-3,-3.3072324E-3,-7.1636806E-3],"split_indices":[16,8,4,26,7,0,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.2000015E3,2.2964124E3,9.0358923E2,2.2119348E3,8.447741E1,9.73987E1,8.0619055E2,1.3263918E3,8.855431E2,8.042078E1,4.0566325E0,1.8920551E1,7.847814E1,4.0091513E2,4.0527542E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.1518988E-1,-4.0273312E-1,5.1731963E-2,-3.281367E-1,-7.491018E-1,1.3075587E-1,-5.047955E-1,-1.3911449E-3,-4.9713296E-3,-4.883183E-3,-1.0543605E-2,-1.6807748E-3,2.8394272E-3,-1.2946499E-3,-7.848705E-3],"categories":[0,9,10,11,12,14,15,18,20,21,22,23,24,27,32,35,36,37,42,44,45,46,48,50,52,53,54,55,59,61,64,65,66,67,68,69,73,74,75,76,77,78,79,80,81,83,86,90,91,92,93,1,3,4,6,8,9,10,11,12,13,15,17,18,19,20,22,25,26,29,33,39,46,50,52,53,54,56,57,58,59,63,64,65,69,70,71,75,76,78,79,86,87,89,90,91,92,1,3,5,6,7,8,9,11,12,13,15,16,18,19,20,21,22,23,26,27,29,30,31,32,33,35,36,37,39,40,43,44,46,51,54,55,57,58,59,61,63,65,66,67,70,74,75,76,77,82,83,85,87,89,90,91,92,93],"categories_nodes":[3,4,6],"categories_segments":[0,51,97],"categories_sizes":[51,46,58],"default_left":[0,0,0,1,1,0,1,0,0,0,0,0,0,0,0],"id":162,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.5346317E2,3.0095917E1,8.906125E1,3.0852661E1,1.5988564E1,8.120042E1,2.6369545E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.06E1,2.5E1,1E0,NaN,NaN,3.29E1,NaN,-1.3911449E-3,-4.9713296E-3,-4.883183E-3,-1.0543605E-2,-1.6807748E-3,2.8394272E-3,-1.2946499E-3,-7.848705E-3],"split_indices":[15,11,7,0,0,12,0,0,0,0,0,0,0,0,0],"split_type":[0,0,0,1,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.1958987E3,1.1733123E3,2.0225863E3,9.669997E2,2.0631259E2,1.7717697E3,2.5081671E2,4.573156E2,5.0968408E2,1.1266349E2,9.364909E1,6.004089E2,1.1713607E3,1.078066E2,1.430101E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.1418894E-1,-2.6610824E-1,1.9821946E-1,-3.1621242E-1,3.5137257E-1,4.155823E-1,-1.5282437E-1,-5.3079E-3,-1.9487658E-3,1.0454409E-2,-1.6379256E-3,6.4730295E-3,3.2186892E-4,1.060283E-3,-5.2897716E-3],"categories":[0,0,1,3,5,7,9,11,12,14,15,16,17,18,19,20,21,22,24,26,29,32,33,34,35,36,39,41,43,45,46,48,50,51,53,54,57,59,60,61,62,63,64,66,69,70,75,77,79,80,81,83,86,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,1,2,5,6,1,2,5,8,10,13,16,18,22,23,28,29,30,31,32,33,34,36,42,44,47,51,53,55,56,57,61,62,65,70,71,73,76,77,83,87,89,90,91,92,93],"categories_nodes":[2,4,5,6],"categories_segments":[0,1,92,97],"categories_sizes":[1,91,5,41],"default_left":[0,0,1,0,0,1,1,0,0,0,0,0,0,0,0],"id":163,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.5159937E2,6.659131E1,7.9823265E1,5.1657288E1,5.8005444E1,5.7355362E1,3.904794E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.41E1,1E0,NaN,1.69E1,NaN,NaN,NaN,-5.3079E-3,-1.9487658E-3,1.0454409E-2,-1.6379256E-3,6.4730295E-3,3.2186892E-4,1.060283E-3,-5.2897716E-3],"split_indices":[15,6,2,15,0,3,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.1920857E3,2.147795E3,1.0442908E3,1.9870481E3,1.6074696E2,6.448328E2,3.9945792E2,7.165261E2,1.270522E3,6.80439E1,9.270307E1,4.0148853E2,2.4334435E2,2.3704889E2,1.6240903E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.1320358E-1,2.1882635E-2,-4.5954397E-1,1.7834045E-1,-2.1785848E-1,2.3870133E-2,-5.1809615E-1,-6.13934E-3,2.550633E-3,2.4811106E-3,-3.22006E-3,1.0869814E-2,-2.693355E-3,-3.2309308E-3,-7.1053887E-3],"categories":[9,10,11,3,0,1,2,3,4,5,6,8,9,10,11,12,13,14,15,16,17,18,19,21,22,23,24,25,26,28,29,30,31,32,33,34,36,37,39,40,42,43,44,46,48,49,50,51,52,53,54,55,56,58,59,61,62,63,64,65,66,68,69,70,71,72,73,74,75,76,78,79,80,81,83,86,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,3,4,6,7,9,10,11,12,14,15,17,18,19,20,24,27,28,30,33,34,36,37,39,45,47,48,52,53,54,55,58,60,61,63,64,65,66,68,69,70,73,74,75,76,80,83,86,90,92,93],"categories_nodes":[1,2,5,6],"categories_segments":[0,3,4,117],"categories_sizes":[3,1,113,51],"default_left":[0,1,1,0,0,0,1,0,0,0,0,0,0,0,0],"id":164,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.4919977E2,8.612201E1,2.5339706E1,8.460277E1,4.408311E1,3.0724224E1,2.9723526E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,NaN,NaN,2.61E1,6.6007576E0,NaN,NaN,-6.13934E-3,2.550633E-3,2.4811106E-3,-3.22006E-3,1.0869814E-2,-2.693355E-3,-3.2309308E-3,-7.1053887E-3],"split_indices":[16,13,4,12,16,0,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.1877808E3,2.2939773E3,8.9380347E2,1.3882473E3,9.0573004E2,9.66274E1,7.971761E2,1.2194869E2,1.2662986E3,1.652039E2,7.405261E2,2.030346E1,7.6323944E1,3.972847E2,3.998914E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.1221472E-1,1.4813027E-1,-2.8990674E-1,2.6364505E-1,-4.1256642E-1,-5.4860834E-2,-4.2624834E-1,-1.5912338E-3,4.179726E-3,-7.4444525E-4,-7.6486245E-3,-6.2755947E-3,5.321833E-4,-2.382912E-3,-5.7679242E-3],"categories":[8,9,10,11,1,3,5,6,7,8,9,11,13,15,16,20,21,22,23,26,27,29,30,31,32,33,36,37,38,40,44,46,55,57,58,59,61,62,63,65,66,67,70,74,75,77,82,83,85,87,89,90,91,92,93,0,4,5,7,9,10,11,12,15,17,18,19,20,21,22,24,28,33,36,37,39,40,44,45,46,48,49,50,51,52,53,54,55,57,59,63,64,65,68,69,71,72,73,74,76,78,79,80,81,85,86,90,91,93],"categories_nodes":[2,4,6],"categories_segments":[0,4,55],"categories_sizes":[4,51,54],"default_left":[0,0,1,0,1,0,1,0,0,0,0,0,0,0,0],"id":165,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.4738193E2,8.383193E1,6.0649902E1,7.003758E1,2.629316E1,4.312595E1,3.3763428E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.1462984E1,1E0,NaN,3.24E1,NaN,2.61E1,NaN,-1.5912338E-3,4.179726E-3,-7.4444525E-4,-7.6486245E-3,-6.2755947E-3,5.321833E-4,-2.382912E-3,-5.7679242E-3],"split_indices":[16,7,13,12,0,12,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.1839343E3,1.2916472E3,1.892287E3,1.0714391E3,2.2020818E2,6.9520013E2,1.1970869E3,2.8651688E2,7.849221E2,1.129826E2,1.07225586E2,1.0960575E2,5.8559436E2,5.335377E2,6.635492E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.1124548E-1,2.1906132E-2,-4.5472246E-1,-1.5896562E-2,9.98983E-1,2.793986E-2,-5.134113E-1,-1.6570726E-3,2.0761709E-3,1.2203638E-2,1.6843092E-3,1.0732065E-2,-2.63943E-3,-3.2547894E-3,-7.135971E-3],"categories":[3,0,0,1,2,3,4,5,6,8,9,10,11,12,13,14,15,16,17,18,19,21,22,23,24,25,26,28,29,30,31,32,33,34,36,37,39,40,42,43,44,46,48,49,50,51,52,53,54,55,56,58,59,61,62,63,64,65,66,68,69,70,71,72,73,74,75,76,78,79,80,81,83,86,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,3,4,6,7,9,10,11,12,14,15,17,18,19,20,24,27,28,33,34,36,37,39,45,47,48,52,53,54,55,58,60,61,63,64,65,66,68,69,70,73,74,76,80,83,86,90,92,93],"categories_nodes":[2,4,5,6],"categories_segments":[0,1,2,115],"categories_sizes":[1,1,113,49],"default_left":[0,0,1,0,1,0,1,0,0,0,0,0,0,0,0],"id":166,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.4548639E2,8.471877E1,2.5187393E1,7.399518E1,1.5503204E1,2.9965984E1,2.9577927E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,2.91E1,NaN,NaN,NaN,-1.6570726E-3,2.0761709E-3,1.2203638E-2,1.6843092E-3,1.0732065E-2,-2.63943E-3,-3.2547894E-3,-7.135971E-3],"split_indices":[16,8,4,26,2,0,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.179889E3,2.2922256E3,8.876634E2,2.2077908E3,8.443477E1,9.628995E1,7.913735E2,1.321985E3,8.858058E2,6.629478E1,1.813999E1,2.043456E1,7.585539E1,4.0953357E2,3.818399E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.1027104E-1,-3.91401E-1,5.075915E-2,-3.1686845E-1,-7.404764E-1,1.2791736E-1,-4.9725017E-1,-1.2820598E-3,-4.8642727E-3,-4.762881E-3,-1.0521944E-2,-1.6477151E-3,2.7731275E-3,-1.5781992E-3,-8.051221E-3],"categories":[0,9,10,11,12,14,15,18,20,21,22,23,24,27,32,35,36,37,42,44,45,46,48,50,52,53,54,55,59,61,64,65,66,67,68,69,73,74,75,76,77,78,79,80,81,83,86,90,91,92,93,1,3,4,6,8,9,10,11,12,13,15,17,18,19,20,22,25,26,29,33,39,46,50,52,53,54,56,57,58,59,63,64,65,69,70,71,75,76,78,79,86,87,89,90,91,92,3,5,6,7,8,9,11,12,13,15,16,18,19,20,21,22,23,26,29,30,31,32,33,36,37,39,40,43,44,46,51,55,57,58,59,61,63,65,66,67,70,74,75,76,77,82,83,85,87,89,90,91,92,93],"categories_nodes":[3,4,6],"categories_segments":[0,51,97],"categories_sizes":[51,46,54],"default_left":[0,0,0,1,1,0,1,0,0,0,0,0,0,0,0],"id":167,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.4384044E2,2.9870636E1,8.551015E1,3.0496262E1,1.6203453E1,7.753724E1,2.5957695E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.06E1,2.5E1,1E0,NaN,NaN,3.29E1,NaN,-1.2820598E-3,-4.8642727E-3,-4.762881E-3,-1.0521944E-2,-1.6477151E-3,2.7731275E-3,-1.5781992E-3,-8.051221E-3],"split_indices":[15,11,7,0,0,12,0,0,0,0,0,0,0,0,0],"split_type":[0,0,0,1,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.175922E3,1.1561172E3,2.0198049E3,9.542739E2,2.0184323E2,1.7711924E3,2.4861246E2,4.5252286E2,5.017511E2,1.1061897E2,9.122425E1,5.985117E2,1.1726807E3,1.18965294E2,1.2964717E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.0930929E-1,-2.576865E-1,1.9293736E-1,-3.074389E-1,3.4881252E-1,4.038479E-1,-1.4949249E-1,-5.1981537E-3,-1.8869179E-3,1.0300906E-2,-1.6099302E-3,6.6360417E-3,7.139158E-4,1.0030578E-3,-5.336438E-3],"categories":[0,0,1,3,5,7,9,11,12,14,15,16,17,18,19,20,21,22,24,26,29,32,33,34,35,36,39,41,43,45,46,48,50,51,53,54,57,59,60,61,62,63,64,66,69,70,75,77,79,80,81,83,86,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,2,4,5,6,9,11,15,17,19,20,21,25,27,28,29,31,34,36,37,38,39,43,49,51,53,54,58,65,67,68,69,70,73,75,76,79,80,81,83,84,91,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,124,125,126,128,1,2,5,8,10,13,16,18,22,23,28,29,30,31,32,33,34,36,42,44,47,51,53,55,56,57,61,65,70,71,73,76,77,83,87,89,90,91,92,93],"categories_nodes":[2,4,5,6],"categories_segments":[0,1,92,165],"categories_sizes":[1,91,73,40],"default_left":[0,0,1,0,0,0,1,0,0,0,0,0,0,0,0],"id":168,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.4235904E2,6.434393E1,7.556354E1,4.9532074E1,5.6383247E1,5.5845474E1,3.8361362E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.41E1,1E0,NaN,1.69E1,NaN,NaN,NaN,-5.1981537E-3,-1.8869179E-3,1.0300906E-2,-1.6099302E-3,6.6360417E-3,7.139158E-4,1.0030578E-3,-5.336438E-3],"split_indices":[15,6,2,15,0,0,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.172252E3,2.1278213E3,1.0444305E3,1.9669606E3,1.6086082E2,6.462257E2,3.9820486E2,7.0417755E2,1.2627831E3,6.841455E1,9.244628E1,3.6221906E2,2.8400668E2,2.4174599E2,1.5645888E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.0835548E-1,1.4481989E-1,-2.8256837E-1,2.5691175E-1,-4.0458483E-1,3.6230113E-2,-3.817559E-1,-1.5783274E-3,4.0773395E-3,-5.3851184E-4,-7.4048266E-3,3.4495066E-3,-3.3335176E-3,-5.7169306E-3,-2.549459E-3],"categories":[3,4,5,6,7,8,1,3,5,6,7,8,9,11,13,15,16,19,20,21,22,23,26,27,29,30,31,32,33,36,37,38,40,44,46,54,55,57,58,59,61,62,63,65,66,67,70,74,75,77,82,83,85,87,89,90,91,92,93,0,1,3,4,5,6,7,9,10,11,15,16,18,19,20,22,24,28,31,33,35,39,40,43,48,51,52,53,59,60,61,64,66,69,72,77,79,80,81,82,86,87,91,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119],"categories_nodes":[2,4,5],"categories_segments":[0,6,59],"categories_sizes":[6,53,69],"default_left":[0,0,1,0,1,0,0,0,0,0,0,0,0,0,0],"id":169,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.3982654E2,7.9702866E1,5.9389908E1,6.725345E1,2.5808975E1,5.1059666E1,3.4351303E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.1462984E1,1E0,NaN,3.24E1,NaN,NaN,1.68E1,-1.5783274E-3,4.0773395E-3,-5.3851184E-4,-7.4048266E-3,3.4495066E-3,-3.3335176E-3,-5.7169306E-3,-2.549459E-3],"split_indices":[16,7,14,12,0,0,15,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.1682812E3,1.2915303E3,1.8767511E3,1.0731201E3,2.184101E2,4.4550113E2,1.4312499E3,2.8616138E2,7.8695874E2,1.0741312E2,1.1099697E2,2.4277339E2,2.0272775E2,5.715976E2,8.5965234E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.074167E-1,2.178182E-2,-4.4490898E-1,1.74498E-1,-2.1337916E-1,4.1797977E-2,-5.042497E-1,-6.05238E-3,2.4908322E-3,2.4234501E-3,-3.159712E-3,1.1204198E-2,-2.3944052E-3,-3.0836363E-3,-6.9919624E-3],"categories":[9,10,11,3,0,1,2,3,4,5,6,8,9,10,11,12,13,14,15,16,17,18,19,21,22,23,24,25,26,28,29,30,31,32,33,34,35,36,37,39,40,42,43,44,46,48,49,50,51,52,53,54,55,56,58,59,61,62,63,64,65,66,68,69,70,71,72,73,74,75,76,78,79,80,81,83,86,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,3,4,6,7,9,10,11,12,14,15,17,18,19,20,24,27,28,30,33,34,36,37,39,45,47,48,52,53,54,55,58,60,61,63,64,65,66,68,69,70,73,74,75,76,80,83,86,90,92,93],"categories_nodes":[1,2,5,6],"categories_segments":[0,3,4,118],"categories_sizes":[3,1,114,51],"default_left":[0,1,1,0,0,0,1,0,0,0,0,0,0,0,0],"id":170,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.3802762E2,8.227663E1,2.5330734E1,8.092503E1,4.2251366E1,2.9437363E1,2.9615143E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,NaN,NaN,2.61E1,6.6007576E0,NaN,NaN,-6.05238E-3,2.4908322E-3,2.4234501E-3,-3.159712E-3,1.1204198E-2,-2.3944052E-3,-3.0836363E-3,-6.9919624E-3],"split_indices":[16,13,4,12,16,0,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.1642947E3,2.288969E3,8.7532574E2,1.3879055E3,9.010635E2,9.515655E1,7.801692E2,1.2054784E2,1.2673577E3,1.6532243E2,7.35741E2,1.906262E1,7.6093925E1,3.9043466E2,3.8973453E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.0647358E-1,-2.5223953E-1,1.8845253E-1,5.7144612E-2,-3.478884E-1,3.9493626E-1,-1.480604E-1,2.9674773E-3,-3.0690834E-3,-1.9000865E-3,-4.894692E-3,6.2200376E-3,1.9578479E-4,9.919106E-4,-5.3006513E-3],"categories":[1,7,8,9,10,11,0,0,2,3,4,5,6,7,9,10,11,12,14,18,20,22,28,29,30,35,36,43,51,56,57,59,60,61,63,64,66,69,72,75,79,81,82,83,85,87,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,5,7,8,11,12,15,17,19,20,21,24,26,27,28,32,36,37,40,44,45,46,48,50,52,53,54,55,59,60,61,63,64,65,66,68,69,71,72,73,74,77,78,80,85,86,88,90,91,92,93,95,0,1,2,5,6,1,2,5,8,10,13,16,18,22,23,28,29,30,31,32,33,34,36,42,44,47,51,53,55,56,57,61,65,70,71,73,76,77,83,87,89,90,91,92,93],"categories_nodes":[1,2,3,4,5,6],"categories_segments":[0,6,7,81,132,137],"categories_sizes":[6,1,74,51,5,40],"default_left":[0,1,1,0,1,1,1,0,0,0,0,0,0,0,0],"id":171,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.3596597E2,6.26456E1,7.276195E1,4.3759457E1,3.6043915E1,5.5278908E1,3.7701893E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.41E1,NaN,NaN,NaN,NaN,NaN,NaN,2.9674773E-3,-3.0690834E-3,-1.9000865E-3,-4.894692E-3,6.2200376E-3,1.9578479E-4,9.919106E-4,-5.3006513E-3],"split_indices":[15,13,2,0,0,3,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.1606157E3,2.1152883E3,1.0453274E3,4.996221E2,1.6156661E3,6.477162E2,3.9761115E2,3.0142365E2,1.9819847E2,7.649718E2,8.5069434E2,4.0316812E2,2.4454808E2,2.4182863E2,1.5578253E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.05547406E-1,2.0837396E-2,-4.4335893E-1,-1.6111247E-2,9.7946835E-1,-2.1462631E-1,-5.757361E-1,-1.3860682E-3,2.5068992E-3,1.0743004E-2,-7.557423E-3,1.670338E-2,-2.4842694E-3,-1.0805321E-3,-6.3171554E-3],"categories":[0,1,3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,30,31,33,34,36,37,39,45,46,47,48,50,52,53,54,55,56,58,59,61,62,63,64,65,66,68,69,70,71,72,73,74,75,76,79,80,83,86,89,90,91,92,93,0,1,2,4,5,6,3],"categories_nodes":[2,5,6],"categories_segments":[0,63,69],"categories_sizes":[63,6,1],"default_left":[0,0,1,0,0,1,1,0,0,0,0,0,0,0,0],"id":172,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.3482254E2,8.144243E1,2.590921E1,7.241051E1,1.4853905E1,2.0597343E1,1.4173813E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.8067928E1,1E0,NaN,2.57E1,1E0,NaN,NaN,-1.3860682E-3,2.5068992E-3,1.0743004E-2,-7.557423E-3,1.670338E-2,-2.4842694E-3,-1.0805321E-3,-6.3171554E-3],"split_indices":[16,8,0,22,7,3,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.1566455E3,2.2978816E3,8.587639E2,2.2135479E3,8.433388E1,3.157703E2,5.429936E2,1.5173652E3,6.961825E2,8.0324875E1,4.0090036E0,4.7096434E0,3.1106064E2,5.8359146E1,4.8463446E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.0461824E-1,-3.7811172E-1,4.9643423E-2,-3.0370966E-1,-7.3022276E-1,1.247219E-1,-4.8862082E-1,-1.1059776E-3,-4.7021066E-3,-4.6139807E-3,-1.0498184E-2,-1.6181844E-3,2.7041726E-3,-1.7901289E-3,-8.241644E-3],"categories":[0,9,10,11,12,14,15,18,20,21,22,23,24,25,27,32,35,36,37,42,44,45,46,48,50,52,53,54,55,59,61,64,65,66,67,68,69,73,74,75,76,77,78,79,80,81,83,86,90,91,92,93,1,3,4,6,8,9,10,11,12,13,15,17,18,19,20,22,25,26,29,33,39,46,50,52,53,54,56,57,58,59,63,64,65,69,70,71,75,76,78,79,86,87,89,90,91,92,3,5,6,7,8,9,11,13,15,16,18,19,20,21,22,23,26,29,30,31,32,36,37,40,43,44,46,51,57,58,59,61,63,65,66,67,70,74,75,76,77,82,83,85,87,89,90,91,92,93],"categories_nodes":[3,4,6],"categories_segments":[0,52,98],"categories_sizes":[52,46,50],"default_left":[0,0,0,1,1,0,1,0,0,0,0,0,0,0,0],"id":173,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.330779E2,2.9577866E1,8.158631E1,3.0197006E1,1.6502289E1,7.398743E1,2.5527588E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.06E1,2.5E1,1E0,NaN,NaN,3.29E1,NaN,-1.1059776E-3,-4.7021066E-3,-4.6139807E-3,-1.0498184E-2,-1.6181844E-3,2.7041726E-3,-1.7901289E-3,-8.241644E-3],"split_indices":[15,11,7,0,0,12,0,0,0,0,0,0,0,0,0],"split_type":[0,0,0,1,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.1528403E3,1.1364879E3,2.0163523E3,9.397736E2,1.9671428E2,1.7702075E3,2.4614479E2,4.3588638E2,5.0388724E2,1.0817101E2,8.854326E1,5.966535E2,1.1735541E3,1.288176E2,1.17327194E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.03701845E-1,1.4131641E-1,-2.7388516E-1,2.4989252E-1,-3.9614433E-1,3.9164636E-2,-3.7215626E-1,-1.5615104E-3,3.9696638E-3,-4.8704311E-4,-7.321053E-3,3.3820209E-3,-3.343886E-3,-5.6116646E-3,-2.4724484E-3],"categories":[3,4,5,6,7,8,1,3,5,6,7,8,9,11,13,15,16,19,20,21,22,23,26,27,29,30,31,32,33,36,37,38,40,44,46,54,55,57,58,59,61,62,63,65,66,67,70,74,75,77,82,83,85,87,89,90,91,92,93,0,1,3,4,5,6,7,9,10,11,15,16,18,19,20,22,24,28,31,33,35,39,40,43,48,51,52,53,59,60,61,64,69,72,77,79,80,81,82,86,87,91,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119],"categories_nodes":[2,4,5],"categories_segments":[0,6,59],"categories_sizes":[6,53,68],"default_left":[0,0,1,0,1,0,0,0,0,0,0,0,0,0,0],"id":174,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.3140135E2,7.548961E1,5.721704E1,6.428367E1,2.5353893E1,4.983894E1,3.327498E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.1462984E1,1E0,NaN,3.24E1,NaN,NaN,1.68E1,-1.5615104E-3,3.9696638E-3,-4.8704311E-4,-7.321053E-3,3.3820209E-3,-3.343886E-3,-5.6116646E-3,-2.4724484E-3],"split_indices":[16,7,14,12,0,0,15,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.1493333E3,1.290922E3,1.8584114E3,1.0744084E3,2.1651353E2,4.4414767E2,1.4142637E3,2.8566867E2,7.8873975E2,1.0700126E2,1.0951227E2,2.467298E2,1.974179E2,5.6135474E2,8.5290894E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.0279987E-1,5.8512766E-2,-3.5789034E-1,1.9422321E-1,-2.7138293E-1,9.2030925E-1,-3.844163E-1,3.658874E-3,-1.5887463E-3,-1.4813902E-4,-5.755357E-3,1.15781315E-2,-8.253363E-3,-4.158242E-3,4.886239E-3],"categories":[0,0,1,2,4,5,6,0,2,5,6],"categories_nodes":[1,2,3],"categories_segments":[0,1,7],"categories_sizes":[1,6,4],"default_left":[0,1,1,1,0,1,0,0,0,0,0,0,0,0,0],"id":175,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.2949658E2,8.638819E1,4.168712E1,8.291285E1,4.3886185E1,1.1353386E1,3.2970337E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5261062E1,NaN,NaN,NaN,7.2E0,3.84E1,1E0,3.658874E-3,-1.5887463E-3,-1.4813902E-4,-5.755357E-3,1.15781315E-2,-8.253363E-3,-4.158242E-3,4.886239E-3],"split_indices":[16,2,3,3,11,18,6,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.145484E3,1.92741E3,1.2180739E3,1.3659182E3,5.614917E2,2.4079262E1,1.1939945E3,9.190642E2,4.4685403E2,3.0513925E2,2.5635245E2,2.149192E1,2.5873427E0,1.1530374E3,4.0957153E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.0189404E-1,-4.5048037E-1,1.5293348E-2,-2.6802957E-1,-6.0286856E-1,1.7844325E-1,-2.0607124E-1,-5.659926E-3,-7.5050874E-4,5.2750986E-3,-6.2230555E-3,-1.4878816E-3,3.3382957E-3,2.1820047E-3,-2.9638275E-3],"categories":[1,3,4,6,9,10,11,12,14,15,17,18,20,22,23,24,30,34,35,41,42,46,47,48,49,50,52,53,54,55,62,63,64,66,68,69,72,73,74,75,76,77,78,79,80,81,83,85,86,87,89,91,93,1,9,10,11,0,1,2,4,5,6],"categories_nodes":[1,2,4],"categories_segments":[0,53,57],"categories_sizes":[53,4,6],"default_left":[0,1,1,0,1,0,0,0,0,0,0,0,0,0,0],"id":176,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.2839275E2,2.1824463E1,8.5020325E1,2.0754696E1,9.777695E0,6.895852E1,3.8338604E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.73E1,NaN,NaN,4.18E1,NaN,3.22E1,6.71193E0,-5.659926E-3,-7.5050874E-4,5.2750986E-3,-6.2230555E-3,-1.4878816E-3,3.3382957E-3,2.1820047E-3,-2.9638275E-3],"split_indices":[15,0,13,12,3,12,16,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.141867E3,7.897696E2,2.3520974E3,3.6068674E2,4.2908282E2,1.3542117E3,9.978858E2,1.4101843E2,2.1966832E2,6.811529E0,4.222713E2,4.3602332E2,9.181883E2,1.7488461E2,8.2300116E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.00994214E-1,-2.5643402E-1,1.5888505E-1,-1.1412459E-1,-4.6449143E-1,3.5682446E-1,-1.8160118E-1,1.059319E-2,-1.4369175E-3,-2.4549544E-3,-6.2793647E-3,5.855887E-3,-3.0620216E-4,1.4788319E-3,-4.488084E-3],"categories":[1,2,4,7,8,10,11,16,17,18,19,20,21,23,0,0,1,2,4,5,6,0,2,3,5,6,9,10,12,15,17,18,19,20,22,24,25,26,28,29,30,32,33,36,37,39,40,42,43,44,45,46,48,50,54,56,58,59,60,63,65,67,69,71,72,73,74,76,77,79,80,83,86,87,89,90,93,95,0,1,2,5,6,0,1,2,3,5,7,8,9,10,13,16,18,21,22,23,24,29,30,31,32,33,34,36,38,42,44,45,51,52,53,54,55,56,57,61,62,63,65,68,70,71,73,74,76,77,82,83,86,87,89,90,91,92,93],"categories_nodes":[1,2,3,4,5,6],"categories_segments":[0,14,15,21,78,83],"categories_sizes":[14,1,6,57,5,54],"default_left":[0,1,1,1,1,1,1,0,0,0,0,0,0,0,0],"id":177,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.26857346E2,5.8121613E1,7.929352E1,4.0678955E1,2.8399231E1,6.59383E1,3.8173466E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.16E1,NaN,NaN,NaN,NaN,NaN,NaN,1.059319E-2,-1.4369175E-3,-2.4549544E-3,-6.2793647E-3,5.855887E-3,-3.0620216E-4,1.4788319E-3,-4.488084E-3],"split_indices":[15,1,2,3,0,3,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.1383682E3,1.9637919E3,1.1745762E3,1.1670728E3,7.9671906E2,7.427408E2,4.3183542E2,2.7827902E1,1.1392449E3,3.415657E2,4.5515338E2,4.6668066E2,2.760601E2,1.935822E2,2.3825322E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.00105956E-1,-4.460461E-1,1.56056825E-2,-2.638933E-1,-5.9862006E-1,-2.670665E-1,1.4131907E-1,-5.6151957E-3,-7.2063704E-4,5.120152E-3,-6.1801868E-3,-3.312941E-4,-5.1016123E-3,2.261391E-3,-4.294784E-3],"categories":[1,3,4,6,9,10,11,12,14,15,17,18,20,22,23,24,30,34,35,41,42,46,47,48,49,50,52,53,54,55,62,63,64,66,68,69,72,73,74,75,76,77,78,79,80,81,83,85,86,87,89,91,93,0,1,2,4,5,6,0,2,3,4,5,7,8,9,11,14,15,16,17,18,19,20,22,24,27,28,29,31,33,34,36,37,39,42,43,44,45,48,55,57,59,60,65,68,69,71,75,76,77,80,81,84,91,92,95],"categories_nodes":[1,4,5],"categories_segments":[0,53,59],"categories_sizes":[53,6,49],"default_left":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"id":178,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.2552531E2,2.168573E1,8.357087E1,2.0516062E1,9.514511E0,4.1153717E1,7.890358E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.73E1,NaN,3.24E1,4.18E1,NaN,NaN,1E0,-5.6151957E-3,-7.2063704E-4,5.120152E-3,-6.1801868E-3,-3.312941E-4,-5.1016123E-3,2.261391E-3,-4.294784E-3],"split_indices":[15,0,12,12,3,0,7,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.1346614E3,7.8497797E2,2.3496833E3,3.5905002E2,4.2592795E2,7.229572E2,1.6267262E3,1.3996507E2,2.1908493E2,6.8757176E0,4.1905222E2,3.68997E2,3.5396024E2,1.4167954E3,2.0993082E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-9.9215716E-2,2.1387871E-2,-4.278064E-1,-1.4862945E-2,9.606379E-1,7.442046E-2,-4.900267E-1,-1.3506061E-3,2.4611624E-3,1.1744231E-2,1.6053311E-3,1.108821E-2,-2.2355183E-3,-2.782822E-3,-6.7575956E-3],"categories":[3,0,0,1,2,3,4,5,6,8,9,10,11,12,13,14,15,16,17,18,19,21,22,23,24,25,26,28,29,30,31,32,33,34,36,37,39,40,42,43,44,46,48,49,50,51,52,53,54,55,56,58,59,61,62,63,64,65,66,68,69,70,71,72,73,74,75,76,78,79,80,81,83,86,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,3,4,6,7,9,10,11,12,14,15,17,18,19,20,24,27,28,30,33,34,36,37,39,45,46,47,48,52,53,54,55,58,60,61,63,64,65,66,68,69,70,71,73,74,75,76,80,83,86,89,90,92,93],"categories_nodes":[2,4,5,6],"categories_segments":[0,1,2,115],"categories_sizes":[1,1,113,54],"default_left":[0,0,1,0,1,0,1,0,0,0,0,0,0,0,0],"id":179,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.24146194E2,7.80667E1,2.6319077E1,6.930187E1,1.4385506E1,2.909203E1,2.924878E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.8067928E1,1E0,NaN,2.57E1,NaN,NaN,NaN,-1.3506061E-3,2.4611624E-3,1.1744231E-2,1.6053311E-3,1.108821E-2,-2.2355183E-3,-2.782822E-3,-6.7575956E-3],"split_indices":[16,8,4,22,2,0,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.131463E3,2.2913843E3,8.400785E2,2.2071814E3,8.420307E1,9.258217E1,7.4749634E2,1.5115144E3,6.9566693E2,6.6079124E1,1.812395E1,2.0096533E1,7.248564E1,3.5045676E2,3.9703955E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-9.833649E-2,1.3822597E-1,-2.6426673E-1,2.4315643E-1,-3.8666818E-1,4.2806424E-2,-3.6157808E-1,-1.296958E-3,3.949635E-3,-5.5482826E-4,-7.4113226E-3,3.937245E-3,-2.7093375E-3,-5.48462E-3,-2.3975389E-3],"categories":[3,4,5,6,7,8,1,3,5,6,7,8,9,11,13,15,16,19,20,21,22,26,27,29,30,31,32,33,36,37,38,40,44,46,55,57,58,59,61,62,63,65,66,67,70,74,75,77,82,83,85,87,89,90,91,92,93,0,1,3,4,5,6,7,9,10,11,15,16,18,19,20,22,24,28,31,33,35,39,40,41,43,48,51,52,53,58,59,60,61,64,66,69,70,72,75,77,79,80,81,82,85,86,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128],"categories_nodes":[2,4,5],"categories_segments":[0,6,57],"categories_sizes":[6,51,85],"default_left":[0,0,1,0,1,0,0,0,0,0,0,0,0,0,0],"id":180,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.228528E2,7.117384E1,5.4977005E1,6.096309E1,2.524472E1,4.8935333E1,3.1669373E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.1462984E1,1E0,NaN,3.29E1,NaN,NaN,1.68E1,-1.296958E-3,3.949635E-3,-5.5482826E-4,-7.4113226E-3,3.937245E-3,-2.7093375E-3,-5.48462E-3,-2.3975389E-3],"split_indices":[16,7,14,12,0,0,15,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.1278484E3,1.2895448E3,1.8383037E3,1.0751505E3,2.1439426E2,4.4250543E2,1.3957982E3,3.1113065E2,7.6401984E2,1.1143451E2,1.0295975E2,2.0875653E2,2.3374892E2,5.4943604E2,8.4636224E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-9.747677E-2,-4.3905297E-1,1.5787967E-2,-2.5690642E-1,-5.921866E-1,1.7560737E-1,-2.0195064E-1,-5.550779E-3,-6.5730466E-4,5.1122904E-3,-6.1169597E-3,-1.4356402E-3,3.2630404E-3,2.1518792E-3,-2.9122871E-3],"categories":[1,3,4,6,9,10,11,12,14,15,17,18,20,22,23,24,30,34,35,41,42,46,47,48,49,50,52,53,54,55,62,63,64,66,68,69,72,73,74,75,76,77,78,79,80,81,83,85,86,87,89,91,93,1,9,10,11,0,1,2,4,5,6],"categories_nodes":[1,2,4],"categories_segments":[0,53,57],"categories_sizes":[53,4,6],"default_left":[0,1,1,0,1,0,0,0,0,0,0,0,0,0,0],"id":181,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.2091478E2,2.1555786E1,8.173955E1,2.0326504E1,9.397919E0,6.519913E1,3.70926E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.73E1,NaN,NaN,4.18E1,NaN,3.22E1,6.71193E0,-5.550779E-3,-6.5730466E-4,5.1122904E-3,-6.1169597E-3,-1.4356402E-3,3.2630404E-3,2.1518792E-3,-2.9122871E-3],"split_indices":[15,0,13,12,3,12,16,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.1241594E3,7.772636E2,2.3468958E3,3.5622525E2,4.2103836E2,1.3535719E3,9.933237E2,1.3842477E2,2.1780049E2,6.877104E0,4.1416125E2,4.3413446E2,9.1943744E2,1.748681E2,8.184557E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-9.661273E-2,-2.3537081E-1,1.7924671E-1,-2.845524E-1,3.4986514E-1,3.728833E-1,-1.3976851E-1,-4.920968E-3,-1.7564696E-3,1.0151073E-2,-1.5382565E-3,6.3803783E-3,5.8571034E-4,1.0422899E-3,-5.1997355E-3],"categories":[0,0,1,3,5,7,9,11,12,14,15,16,17,18,19,20,21,22,24,26,29,32,33,34,35,36,39,41,43,45,46,48,50,51,53,54,57,59,60,61,62,63,64,66,69,70,75,77,79,80,81,83,86,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,2,4,5,6,9,11,15,17,19,20,21,25,27,28,29,31,34,36,37,38,39,40,41,43,49,51,53,54,58,65,67,68,69,70,73,75,76,79,80,81,83,84,91,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,124,125,126,128,1,2,5,8,10,13,16,18,22,23,28,29,30,31,32,33,34,36,42,44,47,51,53,55,56,57,61,65,70,71,73,76,77,83,87,89,90,91,92,93],"categories_nodes":[2,4,5,6],"categories_segments":[0,1,92,167],"categories_sizes":[1,91,75,40],"default_left":[0,0,1,0,0,0,1,0,0,0,0,0,0,0,0],"id":182,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.1953701E2,5.989486E1,6.462473E1,4.3242188E1,5.4270515E1,5.4197777E1,3.6750057E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.41E1,1E0,NaN,1.68E1,NaN,NaN,NaN,-4.920968E-3,-1.7564696E-3,1.0151073E-2,-1.5382565E-3,6.3803783E-3,5.8571034E-4,1.0422899E-3,-5.1997355E-3],"split_indices":[15,6,2,15,0,0,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.120785E3,2.0764644E3,1.0443207E3,1.9159657E3,1.6049858E2,6.497594E2,3.9456128E2,6.5816406E2,1.2578016E3,6.8721E1,9.177759E1,3.5188144E2,2.97878E2,2.4077147E2,1.5378981E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-9.575959E-2,1.6928496E-2,-4.3104008E-1,-1.03485815E-1,2.880263E-1,8.3176695E-2,-4.9870795E-1,2.5942004E-3,-2.2531685E-3,5.7476875E-3,-4.1126437E-4,1.0919672E-2,-2.083403E-3,-3.1061938E-3,-7.173298E-3],"categories":[3,0,1,3,4,5,6,9,10,11,16,19,20,21,22,24,27,28,29,30,32,35,36,39,42,43,44,47,51,53,57,59,60,61,66,68,69,70,75,76,77,80,81,82,83,91,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,124,125,126,128,0,1,2,3,4,5,6,8,9,10,11,12,13,14,15,16,17,18,19,21,22,23,24,25,26,28,29,30,31,32,33,34,36,37,39,40,42,43,44,46,48,49,50,51,52,53,54,55,56,58,59,61,62,63,64,65,66,68,69,70,71,72,73,74,75,76,78,79,80,81,83,86,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,3,4,6,7,9,10,11,12,14,15,17,18,20,24,27,28,30,34,36,37,39,45,46,47,48,52,53,54,55,58,61,63,65,66,69,70,73,74,75,76,80,83,86,89,90,92],"categories_nodes":[2,4,5,6],"categories_segments":[0,1,76,189],"categories_sizes":[1,75,113,47],"default_left":[0,0,1,0,0,0,1,0,0,0,0,0,0,0,0],"id":183,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.1781959E2,7.624617E1,2.7336548E1,7.15697E1,6.782312E1,2.7306166E1,2.828807E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.8539688E1,3.9E1,NaN,7.738863E0,NaN,NaN,NaN,2.5942004E-3,-2.2531685E-3,5.7476875E-3,-4.1126437E-4,1.0919672E-2,-2.083403E-3,-3.1061938E-3,-7.173298E-3],"split_indices":[16,26,4,16,0,0,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.1172024E3,2.3337698E3,7.834327E2,1.6164186E3,7.1735114E2,9.1079384E1,6.923533E2,4.059777E2,1.2104409E3,3.82975E2,3.3437613E2,1.9803576E1,7.127581E1,3.7346667E2,3.188866E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-9.490918E-2,-4.318361E-1,1.5820984E-2,-2.531664E-1,-5.885189E-1,-2.6140434E-1,1.3851023E-1,-5.4335357E-3,-6.8901334E-4,5.127567E-3,-6.0856626E-3,-2.9134515E-4,-5.037908E-3,2.2122716E-3,-4.2256853E-3],"categories":[1,3,4,6,9,10,11,12,14,15,17,18,20,22,23,24,34,35,41,42,46,47,48,49,50,52,53,54,55,62,63,64,66,68,69,72,73,74,75,76,77,78,79,80,81,83,85,86,87,89,91,93,0,1,2,4,5,6,0,2,3,4,5,7,8,9,11,14,15,16,17,18,19,20,22,24,27,28,29,31,33,34,36,37,39,42,43,44,45,48,55,57,59,60,65,68,69,71,75,76,77,80,81,84,91,92,95],"categories_nodes":[1,4,5],"categories_segments":[0,52,58],"categories_sizes":[52,6,49],"default_left":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"id":184,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.1621375E2,2.1420654E1,7.980604E1,1.9305555E1,9.358398E0,4.0512707E1,7.557799E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.73E1,NaN,3.24E1,4.18E1,NaN,NaN,1E0,-5.4335357E-3,-6.8901334E-4,5.127567E-3,-6.0856626E-3,-2.9134515E-4,-5.037908E-3,2.2122716E-3,-4.2256853E-3],"split_indices":[15,0,12,12,3,0,7,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.1138013E3,7.694967E2,2.3443047E3,3.607451E2,4.087516E2,7.188592E2,1.6254454E3,1.393473E2,2.2139778E2,6.868376E0,4.018832E2,3.6766235E2,3.5119684E2,1.417131E3,2.0831456E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-9.406172E-2,1.3448532E-1,-2.5586957E-1,2.3655929E-1,-3.8025752E-1,9.3204623E-1,-2.80477E-1,-1.2741871E-3,3.8406951E-3,-6.688761E-5,-6.9244527E-3,1.09581025E-2,-8.390023E-3,-1.6736032E-3,-4.8537273E-3],"categories":[0,1,2,4,5,6,1,3,5,6,7,8,9,11,13,15,16,19,20,21,22,23,26,27,29,30,31,32,33,36,37,38,40,43,44,46,54,55,57,58,59,60,61,62,63,64,65,66,67,70,74,75,76,77,82,83,85,87,89,90,91,92,93,1,2,4,6,7,8,10,11,16,17,19,20,21,23],"categories_nodes":[2,4,6],"categories_segments":[0,6,63],"categories_sizes":[6,57,14],"default_left":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"id":185,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.15108864E2,6.78962E1,5.352787E1,5.790439E1,2.4946417E1,1.1712204E1,4.13134E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.1462984E1,1E0,NaN,3.29E1,NaN,3.84E1,NaN,-1.2741871E-3,3.8406951E-3,-6.688761E-5,-6.9244527E-3,1.09581025E-2,-8.390023E-3,-1.6736032E-3,-4.8537273E-3],"split_indices":[16,7,3,12,0,18,1,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.1107434E3,1.289519E3,1.8212245E3,1.0765739E3,2.1294514E2,3.6212257E1,1.7850123E3,3.105169E2,7.6605695E2,9.740737E1,1.1553777E2,3.349622E1,2.716039E0,1.151256E3,6.337563E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-9.323093E-2,1.7274026E-2,-4.2460823E-1,-1.7635465E-2,9.3957573E-1,8.952724E-2,-4.9256676E-1,-1.3630268E-3,2.3700627E-3,1.1497836E-2,1.5471638E-3,1.08353775E-2,-2.0112852E-3,-3.0433473E-3,-7.123497E-3],"categories":[3,0,0,1,2,3,4,5,6,8,9,10,11,12,13,14,15,16,17,18,19,21,22,23,24,25,26,28,29,30,31,32,33,34,36,37,39,40,42,43,44,46,48,49,50,51,52,53,54,55,56,58,59,61,62,63,64,65,66,68,69,70,71,72,73,74,75,76,78,79,80,81,83,86,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,3,4,6,7,9,10,11,12,14,15,17,18,20,24,27,28,30,34,36,37,39,45,46,47,48,52,53,54,55,58,61,63,65,66,69,70,73,74,75,76,80,83,86,89,90,92],"categories_nodes":[2,4,5,6],"categories_segments":[0,1,2,115],"categories_sizes":[1,1,113,47],"default_left":[0,0,1,0,1,0,1,0,0,0,0,0,0,0,0],"id":186,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.1382987E2,7.509852E1,2.720488E1,6.7958015E1,1.3856361E1,2.6682947E1,2.8194427E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.8539688E1,1E0,NaN,2.57E1,NaN,NaN,NaN,-1.3630268E-3,2.3700627E-3,1.1497836E-2,1.5471638E-3,1.08353775E-2,-2.0112852E-3,-3.0433473E-3,-7.123497E-3],"split_indices":[16,8,4,22,2,0,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.107306E3,2.3309485E3,7.7635754E2,2.2468838E3,8.4064575E1,9.0601425E1,6.857561E2,1.5329629E3,7.13921E2,6.593922E1,1.8125364E1,1.9881382E1,7.072004E1,3.7067664E2,3.1507947E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-9.239996E-2,-4.2568508E-1,1.6354011E-2,-2.472932E-1,-5.8271265E-1,1.7263807E-1,-1.9751814E-1,-5.374458E-3,-6.4044265E-4,5.014993E-3,-6.027733E-3,-1.3853658E-3,3.187516E-3,1.6957024E-4,-3.699945E-3],"categories":[1,3,4,6,9,10,11,12,14,15,17,18,20,22,23,24,34,35,41,42,46,47,48,49,50,52,53,54,55,62,63,64,66,68,69,72,73,74,75,76,77,78,79,80,81,83,85,86,87,89,91,93,1,9,10,11,0,1,2,4,5,6,0,2,3,5,6,7,9,12,13,15,17,18,20,23,24,27,28,29,33,36,37,38,40,43,44,45,46,51,57,58,59,60,61,64,65,67,68,69,70,71,72,74,75,76,77,78,80,81,85,88,90,91,93,95],"categories_nodes":[1,2,4,6],"categories_segments":[0,52,56,62],"categories_sizes":[52,4,6,54],"default_left":[0,1,1,0,1,0,1,0,0,0,0,0,0,0,0],"id":187,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.1254678E2,2.1255295E1,7.8313576E1,1.9073393E1,9.123062E0,6.1592175E1,3.660114E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.73E1,NaN,NaN,4.18E1,NaN,3.22E1,NaN,-5.374458E-3,-6.4044265E-4,5.014993E-3,-6.027733E-3,-1.3853658E-3,3.187516E-3,1.6957024E-4,-3.699945E-3],"split_indices":[15,0,13,12,3,12,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.1038826E3,7.6292487E2,2.3409575E3,3.5837094E2,4.0455396E2,1.3526908E3,9.882669E2,1.3797356E2,2.2039738E2,6.9132934E0,3.9764066E2,4.3223068E2,9.204601E2,4.4090332E2,5.473636E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-9.1573365E-2,-2.2652979E-1,1.7418958E-1,-2.7534854E-1,3.4838185E-1,3.6225557E-1,-1.369669E-1,-4.788837E-3,-1.7007993E-3,1.0015607E-2,-1.5020923E-3,6.129434E-3,4.02484E-4,1.1909191E-3,-4.948829E-3],"categories":[0,0,1,3,5,7,9,11,12,14,15,16,17,18,19,20,21,22,24,26,29,32,33,34,35,36,39,41,43,45,46,48,50,51,53,54,57,59,60,61,62,63,64,66,69,70,75,77,79,80,81,83,86,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,2,4,5,6,9,11,15,17,19,20,21,25,27,28,29,31,34,36,37,38,39,43,49,51,53,54,58,65,67,68,69,70,73,75,76,79,80,81,83,84,91,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,124,125,126,128,1,2,5,8,10,13,16,18,22,23,28,29,30,31,32,33,34,36,42,44,47,51,52,53,55,56,57,61,62,65,70,71,73,76,77,83,87,89,90,91,92,93],"categories_nodes":[2,4,5,6],"categories_segments":[0,1,92,165],"categories_sizes":[1,91,73,42],"default_left":[0,0,1,0,0,0,1,0,0,0,0,0,0,0,0],"id":188,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.1129058E2,5.784565E1,6.12133E1,4.0565933E1,5.2742172E1,5.258568E1,3.621167E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.41E1,1E0,NaN,1.68E1,NaN,NaN,NaN,-4.788837E-3,-1.7007993E-3,1.0015607E-2,-1.5020923E-3,6.129434E-3,4.02484E-4,1.1909191E-3,-4.948829E-3],"split_indices":[15,6,2,15,0,0,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.1008184E3,2.056606E3,1.0442124E3,1.8961178E3,1.604882E2,6.507367E2,3.9347574E2,6.4516077E2,1.250957E3,6.903724E1,9.145096E1,3.6537933E2,2.8535733E2,2.2976526E2,1.6371048E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-9.076097E-2,1.7269583E-2,-4.175857E-1,-1.7213948E-2,9.283269E-1,9.745499E-2,-4.8592934E-1,-1.3433881E-3,2.3347596E-3,1.0185674E-2,-7.3600616E-3,1.0399755E-2,-2.0468782E-3,-2.973858E-3,-7.0706094E-3],"categories":[3,0,1,2,3,4,5,6,8,9,10,11,12,13,14,15,16,17,18,19,21,22,23,24,25,28,29,30,31,32,33,34,36,37,39,40,42,43,44,46,48,49,50,51,52,53,54,55,56,58,59,61,62,63,64,65,66,68,69,70,71,72,73,74,75,76,78,79,80,81,83,86,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,3,4,6,7,9,10,11,12,14,15,17,18,20,24,27,28,30,34,36,37,39,45,46,47,48,52,53,54,55,58,61,63,65,66,69,70,73,74,75,76,80,83,86,89,90,92],"categories_nodes":[2,5,6],"categories_segments":[0,1,113],"categories_sizes":[1,112,47],"default_left":[0,0,1,0,0,0,1,0,0,0,0,0,0,0,0],"id":189,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.09401985E2,7.320429E1,2.7142975E1,6.596781E1,1.3512611E1,2.6130714E1,2.8130722E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.8539688E1,1E0,NaN,2.57E1,1E0,NaN,NaN,-1.3433881E-3,2.3347596E-3,1.0185674E-2,-7.3600616E-3,1.0399755E-2,-2.0468782E-3,-2.973858E-3,-7.0706094E-3],"split_indices":[16,8,4,22,7,0,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.0973826E3,2.3286157E3,7.68767E2,2.2446372E3,8.397844E1,9.001138E1,6.787557E2,1.530184E3,7.1445325E2,8.002734E1,3.9510968E0,2.1257524E1,6.875386E1,3.6763968E2,3.11116E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-8.995324E-2,-2.2349401E-1,1.7216559E-1,-2.719255E-1,3.4344205E-1,2.800405E-1,-3.5596177E-1,-1.4844618E-3,-4.438618E-3,9.848265E-3,-1.4952464E-3,5.39953E-3,4.3574613E-4,2.7517541E-3,-5.7373047E-3],"categories":[2,4,6,7,8,10,11,16,17,18,19,20,21,23,0,1,3,5,7,9,11,12,14,15,16,17,18,19,20,21,22,24,26,29,32,33,34,35,36,39,41,43,45,46,48,50,51,53,54,57,59,60,61,62,63,64,66,69,70,75,77,79,80,81,83,86,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,2,5,6,7,9,11,13,15,17,20,25,28,29,31,32,33,34,36,37,38,41,42,43,45,49,51,53,54,56,58,60,61,65,68,69,70,71,73,75,76,79,80,81,83,84,89,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,124,125,126,128,0,1,3,5,6,7,8,9,10,11,12,13,14,15,16,18,19,20,21,22,23,26,27,28,29,30,31,32,33,35,36,37,38,39,40,42,43,44,46,47,48,51,52,54,55,57,58,59,61,62,63,64,65,66,67,68,70,71,74,75,76,77,79,81,82,83,85,86,87,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112],"categories_nodes":[3,4,5,6],"categories_segments":[0,14,105,185],"categories_sizes":[14,91,80,93],"default_left":[0,0,0,1,0,0,0,0,0,0,0,0,0,0,0],"id":190,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.08376015E2,5.640496E1,5.964573E1,4.0060043E1,5.1321598E1,5.3352882E1,2.4583866E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.41E1,1E0,1E0,NaN,NaN,NaN,NaN,-1.4844618E-3,-4.438618E-3,9.848265E-3,-1.4952464E-3,5.39953E-3,4.3574613E-4,2.7517541E-3,-5.7373047E-3],"split_indices":[15,6,7,1,0,0,0,0,0,0,0,0,0,0,0],"split_type":[0,0,0,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.094044E3,2.0498574E3,1.0441865E3,1.8890062E3,1.608513E2,8.674679E2,1.7671861E2,1.1005143E3,7.884919E2,6.946921E1,9.13821E1,4.1263498E2,4.5483292E2,4.5265766E1,1.3145285E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-8.914776E-2,-4.1723493E-1,1.6852343E-2,-2.2791225E-1,-5.6610674E-1,-2.5488883E-1,1.3653257E-1,-5.438152E-3,-2.7979544E-4,-1.1165618E-3,-6.1763586E-3,-1.935426E-4,-4.917341E-3,2.165951E-3,-4.1231844E-3],"categories":[1,3,4,6,9,10,11,12,14,15,17,18,20,22,23,24,27,30,34,35,41,42,46,47,48,49,50,52,53,54,55,62,63,64,65,66,68,69,72,73,74,75,76,77,78,79,80,81,83,85,86,87,89,91,93,3,0,2,3,4,5,7,8,9,11,14,15,16,17,18,19,20,22,24,27,28,29,31,33,34,36,37,39,42,43,44,45,48,55,57,59,60,65,68,69,71,75,76,77,80,81,84,86,91,92,95],"categories_nodes":[1,4,5],"categories_segments":[0,55,56],"categories_sizes":[55,1,50],"default_left":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"id":191,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.0753378E2,2.1151749E1,7.606561E1,2.1082611E1,9.813278E0,3.98857E1,7.1437126E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.73E1,NaN,3.24E1,4.18E1,NaN,NaN,1E0,-5.438152E-3,-2.7979544E-4,-1.1165618E-3,-6.1763586E-3,-1.935426E-4,-4.917341E-3,2.165951E-3,-4.1231844E-3],"split_indices":[15,0,12,12,4,0,7,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.0908684E3,7.5404456E2,2.336824E3,3.330414E2,4.2100317E2,7.1415717E2,1.6226667E3,1.2841685E2,2.0462456E2,4.3197613E1,3.7780554E2,3.586117E2,3.5554547E2,1.4166249E3,2.0604192E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-8.834959E-2,1.3046403E-1,-2.4498965E-1,2.9679182E-1,-1.6512413E-1,9.239357E-1,-2.6955733E-1,5.126172E-3,-6.5522944E-4,1.4045788E-4,-5.7105175E-3,1.0839246E-2,-8.345484E-3,-1.5828894E-3,-4.7289855E-3],"categories":[0,0,1,2,4,5,6,0,1,2,5,6,1,3,5,21,22,23,24,29,30,31,33,36,42,44,53,55,56,57,61,62,65,70,71,76,83,87,89,90,91,92,93,1,2,4,6,7,8,10,11,16,17,19,20,21,23],"categories_nodes":[1,2,3,4,6],"categories_segments":[0,1,7,12,43],"categories_sizes":[1,6,5,31,14],"default_left":[0,1,1,1,1,1,1,0,0,0,0,0,0,0,0],"id":192,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.05906876E2,6.3440952E1,5.195836E1,6.458161E1,3.3822163E1,1.1395878E1,3.9843475E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.1462984E1,NaN,NaN,NaN,NaN,3.84E1,NaN,5.126172E-3,-6.5522944E-4,1.4045788E-4,-5.7105175E-3,1.0839246E-2,-8.345484E-3,-1.5828894E-3,-4.7289855E-3],"split_indices":[16,2,3,3,0,18,1,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.0879856E3,1.2883838E3,1.7996018E3,8.2445685E2,4.639269E2,3.6290688E1,1.7633112E3,5.1641907E2,3.0803778E2,3.2253192E2,1.4139499E2,3.3615875E1,2.6748092E0,1.140828E3,6.2248315E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-8.7565206E-2,-4.130261E-1,1.7081805E-2,-2.3137589E-1,-5.679343E-1,1.6982533E-1,-1.9283395E-1,-5.303777E-3,-4.3701695E-4,5.028567E-3,-5.8778888E-3,-1.3471583E-3,3.1222536E-3,1.6277641E-4,-3.678831E-3],"categories":[1,3,4,6,9,10,11,12,14,15,17,18,20,22,23,24,30,34,35,41,42,46,47,48,49,50,52,53,54,55,62,63,64,66,68,69,72,73,74,75,76,77,78,79,80,81,83,85,86,87,89,91,93,1,9,10,11,0,1,2,4,5,6,0,2,3,5,6,7,9,12,13,15,17,20,23,24,27,28,29,33,36,37,38,40,43,44,45,46,51,57,58,59,60,61,64,65,67,68,69,70,71,72,74,75,76,77,78,80,81,85,88,90,91,93,95],"categories_nodes":[1,2,4,6],"categories_segments":[0,53,57,63],"categories_sizes":[53,4,6,53],"default_left":[0,1,1,0,1,0,1,0,0,0,0,0,0,0,0],"id":193,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.0510073E2,2.0995392E1,7.492878E1,1.9463202E1,8.896149E0,5.8699635E1,3.6035603E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.73E1,NaN,NaN,4.18E1,NaN,3.22E1,NaN,-5.303777E-3,-4.3701695E-4,5.028567E-3,-5.8778888E-3,-1.3471583E-3,3.1222536E-3,1.6277641E-4,-3.678831E-3],"split_indices":[15,0,13,12,3,12,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.0846807E3,7.4979846E2,2.3348823E3,3.4625848E2,4.0353998E2,1.3515956E3,9.8328674E2,1.328216E2,2.134369E2,6.9033647E0,3.9663663E2,4.3064938E2,9.2094617E2,4.4846405E2,5.348227E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-8.677867E-2,5.617878E-2,-3.218604E-1,1.8331319E-1,-2.5685883E-1,8.82438E-1,-3.4841445E-1,3.5056258E-3,-1.6132372E-3,-2.0677817E-5,-5.616805E-3,1.1052532E-2,-8.18081E-3,-3.8012983E-3,4.9670385E-3],"categories":[0,0,1,2,4,5,6,0,2,5,6],"categories_nodes":[1,2,3],"categories_segments":[0,1,7],"categories_sizes":[1,6,4],"default_left":[0,1,1,1,0,1,0,0,0,0,0,0,0,0,0],"id":194,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.0361911E2,7.637317E1,3.7591957E1,7.870669E1,4.305253E1,1.054192E1,3.078395E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5261062E1,NaN,NaN,NaN,7.2E0,3.84E1,1E0,3.5056258E-3,-1.6132372E-3,-2.0677817E-5,-5.616805E-3,1.1052532E-2,-8.18081E-3,-3.8012983E-3,4.9670385E-3],"split_indices":[16,2,3,3,11,18,6,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.0817505E3,1.9168441E3,1.1649065E3,1.3634988E3,5.5334534E2,2.4435976E1,1.1404705E3,9.179892E2,4.4550955E2,3.019562E2,2.5138913E2,2.1914602E1,2.5213726E0,1.0997495E3,4.0720917E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-8.600355E-2,-4.0884224E-1,1.728374E-2,-2.2762932E-1,-5.63831E-1,-2.5117594E-1,1.3515954E-1,-5.2590757E-3,-4.1361692E-4,4.8856027E-3,-5.836337E-3,-1.7244036E-4,-4.872459E-3,2.135783E-3,-4.061486E-3],"categories":[1,3,4,6,9,10,11,12,14,15,17,18,20,22,23,24,30,34,35,41,42,46,47,48,49,50,52,53,54,55,62,63,64,66,68,69,72,73,74,75,76,77,78,79,80,81,83,85,86,87,89,91,93,0,1,2,4,5,6,0,2,3,4,5,7,8,9,11,14,15,16,17,18,19,20,22,24,27,28,29,31,33,34,36,37,39,42,43,44,45,48,55,57,59,60,65,68,69,71,75,76,77,80,81,84,86,91,92,95],"categories_nodes":[1,4,5],"categories_segments":[0,53,59],"categories_sizes":[53,6,50],"default_left":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"id":195,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.0269628E2,2.0837585E1,7.389616E1,1.919126E1,8.656311E0,3.9339542E1,6.8963326E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.73E1,NaN,3.24E1,4.18E1,NaN,NaN,1E0,-5.2590757E-3,-4.1361692E-4,4.8856027E-3,-5.836337E-3,-1.7244036E-4,-4.872459E-3,2.135783E-3,-4.061486E-3],"split_indices":[15,0,12,12,3,0,7,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.0785867E3,7.454916E2,2.333095E3,3.4480917E2,4.006824E2,7.115115E2,1.6215836E3,1.3184953E2,2.1295966E2,6.9631686E0,3.9371924E2,3.5791306E2,3.5359845E2,1.4169211E3,2.0466248E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-8.523028E-2,-2.1549788E-1,1.6844124E-1,-2.6347235E-1,3.4021398E-1,3.4681585E-1,-1.294297E-1,-1.4189271E-3,-4.339181E-3,9.419747E-3,-1.6936044E-3,6.23865E-3,6.694831E-4,1.2361081E-3,-4.8565664E-3],"categories":[0,2,4,6,7,8,10,11,16,17,18,19,20,21,23,0,1,3,5,7,9,11,12,14,15,16,17,18,19,20,21,22,24,26,29,32,33,34,35,36,39,41,43,45,46,48,50,51,53,54,57,59,60,61,62,63,64,66,69,70,75,77,79,81,83,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,2,4,5,6,7,9,11,13,15,17,19,20,21,25,27,28,29,31,32,34,36,37,38,39,40,41,43,49,51,53,54,56,58,65,67,68,69,70,73,75,76,79,80,81,83,84,91,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,122,124,125,126,128,1,2,5,8,10,13,16,18,22,23,28,29,30,31,32,33,34,36,42,44,47,51,52,53,55,56,57,61,62,65,70,71,73,76,77,83,87,89,90,91,92,93],"categories_nodes":[2,3,4,5,6],"categories_segments":[0,1,15,104,184],"categories_sizes":[1,14,89,80,42],"default_left":[0,0,1,1,0,0,1,0,0,0,0,0,0,0,0],"id":196,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.0170859E2,5.4296875E1,5.5541084E1,3.87368E1,4.9841545E1,5.063269E1,3.5388813E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.41E1,1E0,NaN,NaN,NaN,NaN,NaN,-1.4189271E-3,-4.339181E-3,9.419747E-3,-1.6936044E-3,6.23865E-3,6.694831E-4,1.2361081E-3,-4.8565664E-3],"split_indices":[15,6,2,1,0,0,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.075766E3,2.0322816E3,1.0434845E3,1.871262E3,1.6101968E2,6.5255145E2,3.9093295E2,1.0932645E3,7.7799744E2,7.34424E1,8.757729E1,3.2730923E2,3.2524222E2,2.2895277E2,1.619802E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-8.446624E-2,-4.0476668E-1,1.753272E-2,-2.4457435E-1,-5.7986265E-1,3.0660573E-1,-8.981185E-2,2.9556284E-4,-4.0638954E-3,6.4834044E-3,-6.0376236E-3,6.570067E-3,3.8855238E-4,1.9424803E-3,-2.2577583E-3],"categories":[4,9,10,11,12,14,15,17,18,20,22,23,24,34,35,41,42,46,47,48,50,52,53,54,55,62,63,64,66,68,69,73,74,75,76,77,78,79,80,81,83,85,86,87,89,91,93,1,7,8,9,10,11,0,1,2,4,5,6,0,2,3,4,5,6,7,9,10,11,12,18,19,20,21,22,25,28,29,30,31,32,34,35,36,40,42,43,47,48,51,52,53,56,57,58,59,60,61,66,69,70,73,75,79,80,81,82,83,84,86,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,125,126,128],"categories_nodes":[1,2,4,5],"categories_segments":[0,47,53,59],"categories_sizes":[47,6,6,84],"default_left":[0,1,1,0,1,0,0,0,0,0,0,0,0,0,0],"id":197,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.00423676E2,2.0682426E1,7.2397E1,1.7287064E1,1.0782135E1,5.9246014E1,6.575721E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.73E1,NaN,NaN,1.43E1,NaN,NaN,7.1E0,2.9556284E-4,-4.0638954E-3,6.4834044E-3,-6.0376236E-3,6.570067E-3,3.8855238E-4,1.9424803E-3,-2.2577583E-3],"split_indices":[15,0,13,11,3,0,11,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.072634E3,7.414235E2,2.3312104E3,3.8844165E2,3.5298187E2,6.3075793E2,1.7004526E3,1.4448587E2,2.4395578E2,6.2388954E0,3.4674298E2,2.7258124E2,3.581767E2,5.503069E2,1.1501458E3],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-8.370937E-2,1.8372225E-2,-3.9928254E-1,-2.4235977E-1,1.3358156E-1,1.2406017E-1,-4.6906304E-1,-8.288279E-5,-4.900297E-3,2.1107623E-3,-4.0429425E-3,1.0290296E-2,-1.9422328E-3,-2.781566E-3,-6.945884E-3],"categories":[3,2,3,4,5,7,8,9,11,14,15,17,18,19,20,22,28,29,31,34,36,37,39,42,43,44,48,53,55,57,59,60,62,64,65,68,71,74,75,76,77,80,81,84,85,89,91,92,0,1,2,3,4,5,6,8,9,10,11,12,13,14,15,16,17,18,19,21,22,23,24,25,28,29,30,31,32,33,34,36,37,39,40,42,43,44,46,48,49,50,51,52,53,54,55,56,58,59,61,62,63,65,66,68,69,70,71,72,73,74,75,76,78,79,80,81,83,86,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,3,4,6,7,9,10,11,12,14,15,17,18,20,24,27,28,30,34,36,37,39,45,46,47,48,52,53,54,55,58,61,63,65,66,69,70,73,74,75,76,80,83,86,89,90,92],"categories_nodes":[2,3,5,6],"categories_segments":[0,1,48,159],"categories_sizes":[1,47,111,47],"default_left":[0,0,1,1,0,0,1,0,0,0,0,0,0,0,0],"id":198,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[9.8921646E1,6.975203E1,2.7466835E1,4.125122E1,6.720894E1,2.5861048E1,2.8327576E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.8539688E1,3.29E1,NaN,NaN,1E0,NaN,NaN,-8.288279E-5,-4.900297E-3,2.1107623E-3,-4.0429425E-3,1.0290296E-2,-1.9422328E-3,-2.781566E-3,-6.945884E-3],"split_indices":[16,12,4,0,7,0,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.069518E3,2.3199897E3,7.495284E2,7.106357E2,1.609354E3,8.808996E1,6.614384E2,3.6587894E2,3.447567E2,1.4072163E3,2.0213766E2,2.2339478E1,6.575048E1,3.5942218E2,3.0201624E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-8.295603E-2,-4.1351193E-1,1.3811203E-2,-1.7228386E-1,-5.560716E-1,-2.5007695E-1,1.2990361E-1,1.7697248E-4,-5.2693407E-3,-3.318162E-3,-6.5773963E-3,-2.802837E-4,-4.90694E-3,2.0515278E-3,-4.0172203E-3],"categories":[0,3,4,6,9,10,11,12,14,15,16,17,18,20,22,23,24,27,30,31,34,35,37,41,42,43,45,46,47,48,49,50,51,52,53,54,55,62,63,64,65,66,68,69,71,73,74,75,76,77,78,79,80,81,83,85,86,87,89,90,91,93,3,4,5,6,8,2,3,4,5,7,8,9,11,14,15,16,17,18,19,20,22,24,28,29,31,33,34,36,37,39,42,43,44,48,53,55,57,59,60,65,68,69,71,75,76,77,80,81,84,86,91,92,95],"categories_nodes":[1,4,5],"categories_segments":[0,62,67],"categories_sizes":[62,5,48],"default_left":[0,1,0,1,1,1,0,0,0,0,0,0,0,0,0],"id":199,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[9.81319E1,2.3794853E1,7.2760376E1,1.7493761E1,9.727142E0,3.8756508E1,6.6063095E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.69E1,NaN,3.24E1,2.4E1,NaN,NaN,1E0,1.7697248E-4,-5.2693407E-3,-3.318162E-3,-6.5773963E-3,-2.802837E-4,-4.90694E-3,2.0515278E-3,-4.0172203E-3],"split_indices":[15,0,12,28,14,0,7,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.0666914E3,6.937104E2,2.372981E3,2.5850214E2,4.3520828E2,7.246452E2,1.6483358E3,1.6894878E2,8.955335E1,1.3708827E2,2.9812003E2,3.7744458E2,3.4720062E2,1.4444891E3,2.0384671E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-8.2210794E-2,-2.223631E-1,1.440046E-1,-8.527312E-2,-4.2748243E-1,3.1991008E-1,-1.6500868E-1,1.5845926E-3,-2.2318556E-3,-2.0519437E-3,-6.0114474E-3,5.3836587E-3,-4.9815496E-4,4.0064167E-4,-5.7949712E-3],"categories":[1,2,4,7,8,10,11,16,17,18,19,20,21,23,0,0,3,4,5,6,7,8,10,11,12,14,15,17,19,20,21,22,24,25,27,28,32,35,36,37,44,45,46,48,50,52,53,54,55,59,60,61,64,66,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,85,86,87,88,90,91,93,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,2,3,5,6,9,10,12,15,17,18,19,20,24,25,26,28,29,30,32,33,36,37,39,40,42,43,44,45,46,48,50,54,56,58,59,60,63,65,67,69,71,72,73,74,76,77,79,80,83,86,87,89,90,93,95,0,1,2,5,6,1,2,5,8,10,13,18,22,23,24,29,30,31,32,33,36,42,51,53,55,56,57,61,65,70,71,76,83,87,89,90,91,92,93],"categories_nodes":[1,2,3,4,5,6],"categories_segments":[0,14,15,108,164,169],"categories_sizes":[14,1,93,56,5,34],"default_left":[0,1,1,0,1,1,1,0,0,0,0,0,0,0,0],"id":200,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[9.7205795E1,5.319081E1,6.3819065E1,3.821495E1,2.9139359E1,6.043328E1,3.625071E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.16E1,NaN,NaN,NaN,NaN,NaN,NaN,1.5845926E-3,-2.2318556E-3,-2.0519437E-3,-6.0114474E-3,5.3836587E-3,-4.9815496E-4,4.0064167E-4,-5.7949712E-3],"split_indices":[15,1,2,0,0,3,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.0639731E3,1.8918745E3,1.1720986E3,1.134833E3,7.570415E2,7.468944E2,4.2520416E2,4.1003317E2,7.247998E2,3.3299228E2,4.2404922E2,4.6920444E2,2.7768997E2,2.8506726E2,1.401369E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-8.1478514E-2,1.4174423E-1,-2.2198938E-1,-5.722738E-1,2.2239731E-1,2.1940213E-1,-3.1464583E-1,3.8880976E-3,-7.4307015E-3,2.9756655E-3,-3.9949035E-3,4.850868E-3,-3.3727207E-3,-1.690902E-3,-5.1123356E-3],"categories":[1,8,9,10,11,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,24,25,26,27,28,29,30,31,32,33,34,36,37,38,39,40,42,43,44,45,46,48,51,52,53,54,55,56,57,59,60,61,62,63,64,66,67,68,69,70,71,73,74,75,76,77,78,79,80,81,82,84,86,87,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,2,5,6,7,13,23,27,29,32,33,34,36,38,42,44,54,60,61,65,68,69,70,71,75,80,82,83,84,89,91,93,95,96,5,11,12,15,17,18,19,20,21,24,28,36,40,43,45,46,48,50,51,53,59,63,64,65,67,68,69,71,72,73,74,76,78,80,85,86,88,90,91,92,93,95],"categories_nodes":[0,3,5,6],"categories_segments":[0,5,121,155],"categories_sizes":[5,116,34,42],"default_left":[1,0,0,0,0,1,1,0,0,0,0,0,0,0,0],"id":201,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[9.606724E1,6.827719E1,7.693415E1,2.0050396E1,4.9858578E1,4.8478016E1,4.437401E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.61E1,7.5E0,NaN,1.973854E1,NaN,NaN,3.8880976E-3,-7.4307015E-3,2.9756655E-3,-3.9949035E-3,4.850868E-3,-3.3727207E-3,-1.690902E-3,-5.1123356E-3],"split_indices":[13,12,16,0,16,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,0,1,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.0608555E3,1.1824099E3,1.8784454E3,1.1938699E2,1.063023E3,3.2566986E2,1.5527756E3,1.7822435E1,1.0156455E2,9.488539E2,1.1416902E2,2.205407E2,1.05129166E2,8.932581E2,6.5951746E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-8.075054E-2,-4.0779975E-1,1.4390965E-2,-1.7223018E-1,-5.53627E-1,-2.466927E-1,1.289244E-1,1.5667798E-4,-5.2482E-3,6.0571525E-3,-5.724388E-3,-2.6460623E-4,-4.862737E-3,2.0304401E-3,-3.9729048E-3],"categories":[0,3,4,6,9,10,11,12,14,15,16,17,18,20,22,23,24,27,30,31,34,35,37,41,42,43,45,46,47,48,49,50,51,52,53,54,55,62,63,64,65,66,68,69,71,73,74,75,76,77,78,79,80,81,83,86,87,89,90,91,93,4,5,6,7,8,9,10,11,2,3,4,5,7,8,9,11,14,15,16,17,18,19,20,22,24,28,29,31,33,34,36,37,39,42,43,44,48,53,55,57,59,60,65,68,69,71,75,76,77,80,81,84,86,91,92,95],"categories_nodes":[1,4,5],"categories_segments":[0,61,69],"categories_sizes":[61,8,48],"default_left":[0,1,0,1,1,1,0,0,0,0,0,0,0,0,0],"id":202,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[9.518533E1,2.3585693E1,7.091667E1,1.7566498E1,9.622879E0,3.8143555E1,6.437095E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.69E1,NaN,3.24E1,2.4E1,NaN,NaN,1E0,1.5667798E-4,-5.2482E-3,6.0571525E-3,-5.724388E-3,-2.6460623E-4,-4.862737E-3,2.0304401E-3,-3.9729048E-3],"split_indices":[15,0,12,28,13,0,7,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.057864E3,6.883551E2,2.3695088E3,2.6402686E2,4.2432825E2,7.2216046E2,1.6473484E3,1.7286256E2,9.116429E1,6.2771764E0,4.1805106E2,3.768531E2,3.4530737E2,1.4444987E3,2.0284966E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-8.0020815E-2,1.2563056E-1,-2.2952235E-1,2.1778175E-1,-3.5310236E-1,9.0122354E-1,-2.5390688E-1,-1.2325306E-3,3.5466535E-3,-2.2171033E-4,-7.1447818E-3,1.261204E-2,8.489362E-4,-1.4562963E-3,-4.544556E-3],"categories":[0,1,2,4,5,6,1,3,5,6,7,8,9,11,13,15,16,19,20,21,22,26,27,29,30,31,32,33,36,37,38,40,44,46,55,57,58,59,61,62,63,65,66,67,70,74,75,77,82,83,85,87,89,90,91,92,93,1,2,4,6,7,8,10,11,16,17,19,20,21,23],"categories_nodes":[2,4,6],"categories_segments":[0,6,57],"categories_sizes":[6,51,14],"default_left":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"id":203,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[9.399219E1,5.6860638E1,4.9033768E1,5.046036E1,2.487711E1,1.0937777E1,3.757569E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.1462984E1,1E0,NaN,3.29E1,NaN,3.49E1,NaN,-1.2325306E-3,3.5466535E-3,-2.2171033E-4,-7.1447818E-3,1.261204E-2,8.489362E-4,-1.4562963E-3,-4.544556E-3],"split_indices":[16,7,3,12,0,47,1,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.0551963E3,1.2861515E3,1.7690449E3,1.079E3,2.071514E2,3.658505E1,1.73246E3,3.0907172E2,7.6992834E2,1.086845E2,9.8466896E1,2.5010914E1,1.1574137E1,1.1261643E3,6.062956E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-7.9302385E-2,1.4084037E-1,-2.1834031E-1,-5.6653464E-1,2.2012717E-1,2.1626082E-1,-3.1012362E-1,3.8764703E-3,-7.377859E-3,2.9386394E-3,-3.9449786E-3,4.784462E-3,-3.3540346E-3,-1.7465111E-3,-5.2035186E-3],"categories":[1,8,9,10,11,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,24,25,26,27,28,29,30,31,32,33,34,36,37,38,39,40,42,43,44,45,46,48,51,52,53,54,55,56,57,59,60,61,62,63,64,66,67,68,69,70,71,73,74,75,76,77,78,79,80,81,82,84,86,87,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,2,5,6,7,13,23,27,29,32,33,34,36,38,42,44,54,60,61,65,68,69,70,71,75,80,82,83,84,89,91,93,95,96,5,11,12,15,17,18,19,20,21,24,28,36,40,45,46,48,50,51,53,59,63,64,65,67,68,69,71,72,73,74,76,78,80,86,90,91,92,93,95],"categories_nodes":[0,3,5,6],"categories_segments":[0,5,121,155],"categories_sizes":[5,116,34,39],"default_left":[1,0,0,0,0,1,1,0,0,0,0,0,0,0,0],"id":204,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[9.348227E1,6.644448E1,7.472668E1,1.9806389E1,4.8337624E1,4.744929E1,4.3931824E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.61E1,7.5E0,NaN,1.973854E1,NaN,NaN,3.8764703E-3,-7.377859E-3,2.9386394E-3,-3.9449786E-3,4.784462E-3,-3.3540346E-3,-1.7465111E-3,-5.2035186E-3],"split_indices":[13,12,16,0,16,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,0,1,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.0521538E3,1.181476E3,1.870678E3,1.1846031E2,1.0630156E3,3.259453E2,1.5447327E3,1.7833208E1,1.00627106E2,9.496122E2,1.1340346E2,2.210305E2,1.049148E2,9.4049927E2,6.0423334E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-7.859275E-2,-4.0215784E-1,1.4945609E-2,-1.5493993E-1,-5.410758E-1,1.6042611E-1,-1.8550241E-1,3.961789E-4,-5.205382E-3,-6.088351E-3,-2.1334358E-3,3.2231214E-3,-9.021649E-4,2.1260093E-4,-3.5462764E-3],"categories":[0,3,4,6,9,10,11,12,14,15,16,17,18,20,22,23,24,27,30,31,34,35,37,41,42,43,45,46,47,48,49,50,51,52,53,54,55,62,63,64,65,66,68,69,71,72,73,74,75,76,77,78,79,80,81,83,85,86,87,89,90,91,93,1,9,10,11,0,2,4,5,6,7,9,11,18,19,20,21,22,25,28,29,31,32,35,36,41,43,51,53,54,61,65,69,70,73,74,79,80,83,84,86,91,92,94,95,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,125,126,128,2,3,5,6,7,9,12,13,15,17,18,19,20,23,24,27,28,29,33,36,37,38,40,44,45,46,51,56,57,58,59,60,61,64,65,67,68,69,71,72,74,76,77,78,80,81,85,86,88,90,91,93,95,96],"categories_nodes":[1,2,5,6],"categories_segments":[0,63,67,133],"categories_sizes":[63,4,66,54],"default_left":[0,1,1,1,0,0,1,0,0,0,0,0,0,0,0],"id":205,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[9.2323235E1,2.340915E1,6.905893E1,1.7625654E1,9.587051E0,5.5706043E1,3.4835407E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.69E1,NaN,NaN,2.4E1,4.09E1,NaN,NaN,3.961789E-4,-5.205382E-3,-6.088351E-3,-2.1334358E-3,3.2231214E-3,-9.021649E-4,2.1260093E-4,-3.5462764E-3],"split_indices":[15,0,13,28,19,0,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.049221E3,6.8306915E2,2.3661519E3,2.4650504E2,4.3656415E2,1.3711805E3,9.9497125E2,1.6146892E2,8.5036125E1,3.6105716E2,7.550698E1,8.32923E2,5.3825757E2,4.4806625E2,5.46905E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-7.787772E-2,4.664983E-1,-1.3305627E-1,8.3386296E-1,2.0823903E-2,2.882048E-1,-2.2310288E-1,-3.1643473E-3,9.283664E-3,-3.2907394E-3,4.193162E-3,7.5033694E-3,-1.9041775E-4,-9.945183E-4,-3.952484E-3],"categories":[1,5,6,7,8,9,10,11,0,1,3,4,6,7,9,10,12,13,14,16,17,18,19,22,27,28,33,35,38,39,41,43,45,51,53,56,58,59,60,61,66,67,68,69,71,72,77,80,81,82,83,86,87,91,93,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,124,125,126,128,0,2,3,4,5,6,7,8,9,11,13,15,18,21,22,23,25,27,29,31,32,33,34,36,38,42,43,44,46,47,51,53,54,55,56,57,58,59,60,61,65,69,70,71,73,75,76,77,79,80,83,84,87,89,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,2,4,6,7,8,10,11,16,17,18,19,20,21],"categories_nodes":[0,1,5,6],"categories_segments":[0,8,83,175],"categories_sizes":[8,75,92,14],"default_left":[1,0,0,0,0,0,1,0,0,0,0,0,0,0,0],"id":206,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[9.161076E1,4.594296E1,1.05065445E2,1.7018509E1,1.7966398E1,6.929339E1,4.851696E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,NaN,7.738863E0,2.57E1,3.44E1,NaN,NaN,-3.1643473E-3,9.283664E-3,-3.2907394E-3,4.193162E-3,7.5033694E-3,-1.9041775E-4,-9.945183E-4,-3.952484E-3],"split_indices":[13,0,16,12,15,0,1,0,0,0,0,0,0,0,0],"split_type":[1,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.0467754E3,2.797165E2,2.7670588E3,1.5285155E2,1.2686493E2,4.8692044E2,2.2801384E3,1.1425972E1,1.4142558E2,6.764402E1,5.922091E1,1.9387271E2,2.9304776E2,1.3278965E3,9.5224194E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-7.717858E-2,-3.9820176E-1,1.5218921E-2,-1.5869576E-1,-5.412758E-1,-2.4185525E-1,1.2757368E-1,-8.127766E-5,-5.983805E-3,-3.1557982E-3,-6.4443965E-3,-3.3390574E-4,-4.9204845E-3,2.0013396E-3,-3.9105075E-3],"categories":[0,3,4,6,9,10,11,12,14,15,16,17,18,20,22,23,24,27,30,31,34,35,37,41,42,43,45,46,47,48,49,50,51,52,53,54,55,62,63,64,65,66,68,69,71,73,74,75,76,77,78,79,80,81,83,85,86,87,89,90,91,93,3,4,5,6,8,2,3,4,5,7,8,9,11,14,15,16,17,18,19,20,22,24,28,29,31,33,34,36,37,39,42,43,44,48,53,55,57,59,60,65,68,71,75,76,77,80,81,84,91,92,95],"categories_nodes":[1,4,5],"categories_segments":[0,62,67],"categories_sizes":[62,5,46],"default_left":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"id":207,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[9.031534E1,2.3232819E1,6.834439E1,1.6936468E1,9.706108E0,3.7518353E1,6.2037926E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.69E1,NaN,3.24E1,2.5E1,NaN,NaN,1E0,-8.127766E-5,-5.983805E-3,-3.1557982E-3,-6.4443965E-3,-3.3390574E-4,-4.9204845E-3,2.0013396E-3,-3.9105075E-3],"split_indices":[15,0,12,11,14,0,7,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.043639E3,6.794988E2,2.3641401E3,2.5490195E2,4.2459683E2,7.186576E2,1.6454825E3,1.9063751E2,6.426444E1,1.3447003E2,2.9012677E2,3.9263867E2,3.260189E2,1.4440596E3,2.0142294E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-7.648287E-2,1.3879125E-1,-2.1311477E-1,-5.6071144E-1,2.1656325E-1,2.1195325E-1,-3.036702E-1,3.8708316E-3,-7.3246243E-3,2.884766E-3,-3.8841863E-3,4.6880287E-3,-3.3184974E-3,-1.5934913E-3,-4.9985596E-3],"categories":[1,8,9,10,11,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,24,25,26,27,28,29,30,31,32,33,34,36,37,38,39,40,42,43,44,45,46,48,51,52,53,54,55,56,57,59,60,61,62,63,64,66,67,68,69,70,71,73,74,75,76,77,78,79,80,81,82,84,86,87,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,2,5,6,7,13,23,27,29,32,33,34,36,38,42,44,54,60,61,65,68,69,70,71,75,80,82,83,84,89,91,93,95,96,5,11,12,15,17,18,19,20,21,24,28,36,40,43,45,46,48,50,51,53,59,63,64,65,67,68,69,71,72,73,74,76,78,80,85,86,88,90,91,92,93,95],"categories_nodes":[0,3,5,6],"categories_segments":[0,5,121,155],"categories_sizes":[5,116,34,42],"default_left":[1,0,0,0,0,1,1,0,0,0,0,0,0,0,0],"id":208,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.950689E1,6.440941E1,7.171153E1,1.95766E1,4.6411762E1,4.589705E1,4.337793E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.61E1,7.5E0,NaN,1.973854E1,NaN,NaN,3.8708316E-3,-7.3246243E-3,2.884766E-3,-3.8841863E-3,4.6880287E-3,-3.3184974E-3,-1.5934913E-3,-4.9985596E-3],"split_indices":[13,12,16,0,16,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,0,1,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.0410686E3,1.1807267E3,1.8603419E3,1.17519E2,1.0632076E3,3.264837E2,1.5338583E3,1.7836409E1,9.968259E1,9.5072003E2,1.1248762E2,2.2184131E2,1.04642395E2,8.84789E2,6.490693E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-7.579683E-2,4.5964924E-1,-1.3022457E-1,8.1304294E-1,7.552125E-3,2.8269896E-1,-2.1902864E-1,-9.39958E-3,8.683036E-3,-3.2011021E-3,3.8555737E-3,7.356568E-3,-1.9897212E-4,-9.648891E-4,-3.9018835E-3],"categories":[1,5,6,7,8,9,10,11,0,1,3,4,6,7,9,10,12,13,14,16,17,18,19,22,27,28,33,35,38,39,41,43,45,51,53,56,58,59,60,61,66,67,68,69,71,72,77,80,81,82,83,86,87,91,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,124,125,126,128,0,2,3,4,5,6,7,8,9,11,13,15,18,21,22,23,25,27,29,31,32,33,34,36,38,42,43,44,46,47,51,53,54,55,56,57,58,59,60,61,65,69,70,71,73,75,76,77,79,80,83,84,87,89,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,2,4,6,7,8,10,11,16,17,18,19,20,21],"categories_nodes":[0,1,5,6],"categories_segments":[0,8,82,174],"categories_sizes":[8,74,92,14],"default_left":[1,0,0,0,0,0,1,0,0,0,0,0,0,0,0],"id":209,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.863198E1,4.483271E1,1.0125312E2,1.6074532E1,1.5499027E1,6.702074E1,4.760853E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,NaN,7.738863E0,2.38E1,3.44E1,NaN,NaN,-9.39958E-3,8.683036E-3,-3.2011021E-3,3.8555737E-3,7.356568E-3,-1.9897212E-4,-9.648891E-4,-3.9018835E-3],"split_indices":[13,0,16,12,15,0,1,0,0,0,0,0,0,0,0],"split_type":[1,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.038212E3,2.796493E2,2.7585627E3,1.565104E2,1.23138885E2,4.8786966E2,2.2706929E3,4.2937255E0,1.5221667E2,6.60439E1,5.7094986E1,1.9481656E2,2.930531E2,1.3242068E3,9.464861E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-7.511669E-2,-3.927367E-1,1.576561E-2,-1.4689912E-1,-5.3184205E-1,-2.3848893E-1,1.2657526E-1,4.5990114E-4,-5.123205E-3,-6.0020178E-3,-2.0277041E-3,-2.7253412E-4,-4.825031E-3,1.9827983E-3,-3.8780042E-3],"categories":[0,3,4,6,9,10,11,12,14,15,16,17,18,20,22,23,24,27,30,31,34,35,37,41,42,43,45,46,47,48,49,50,51,52,53,54,55,62,63,64,65,66,68,69,71,72,73,74,75,76,77,78,79,80,81,83,85,86,87,89,90,91,93,2,3,4,5,7,8,9,11,14,15,16,17,18,19,20,22,24,28,29,31,33,34,36,37,39,42,43,44,48,53,55,57,59,60,65,68,71,75,76,77,80,81,84,86,91,92,95],"categories_nodes":[1,5],"categories_segments":[0,63],"categories_sizes":[63,47],"default_left":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"id":210,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.764821E1,2.3022667E1,6.6566956E1,1.7327118E1,9.574303E0,3.6953987E1,6.0766533E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.69E1,NaN,3.24E1,2.4E1,4.09E1,NaN,1E0,4.5990114E-4,-5.123205E-3,-6.0020178E-3,-2.0277041E-3,-2.7253412E-4,-4.825031E-3,1.9827983E-3,-3.8780042E-3],"split_indices":[15,0,12,28,19,0,7,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.035164E3,6.745147E2,2.3606494E3,2.4448978E2,4.3002493E2,7.161893E2,1.6444601E3,1.605938E2,8.389598E1,3.5537677E2,7.464816E1,3.8447388E2,3.317154E2,1.4438064E3,2.0065376E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-7.44373E-2,1.3753162E-1,-2.0940915E-1,-5.551352E-1,2.1396285E-1,2.0671211E-1,-2.9871926E-1,3.860372E-3,-7.2732465E-3,2.84496E-3,-3.8359985E-3,5.5421363E-3,-1.8326817E-3,-1.6437989E-3,-5.08576E-3],"categories":[1,8,9,10,11,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,24,25,26,27,28,29,30,31,32,33,34,36,37,38,39,40,42,43,44,45,46,48,51,52,53,54,55,56,57,59,60,61,62,63,64,66,67,68,69,70,71,73,74,75,76,77,78,79,80,81,82,84,86,87,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,2,5,6,7,13,14,15,16,23,27,29,32,33,34,36,37,38,41,42,44,47,51,54,57,59,60,61,65,68,69,70,71,73,75,76,79,80,82,83,84,85,87,89,91,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,5,11,12,15,17,18,19,20,21,24,28,36,40,45,46,48,50,51,53,59,63,64,65,67,68,69,71,72,73,74,76,78,80,86,90,91,92,93,95],"categories_nodes":[0,3,5,6],"categories_segments":[0,5,121,201],"categories_sizes":[5,116,80,39],"default_left":[1,0,0,0,0,0,1,0,0,0,0,0,0,0,0],"id":211,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.682135E1,6.263205E1,6.8958275E1,1.9342869E1,4.4962093E1,4.457467E1,4.295688E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.61E1,7.5E0,NaN,1.973854E1,NaN,NaN,3.860372E-3,-7.2732465E-3,2.84496E-3,-3.8359985E-3,5.5421363E-3,-1.8326817E-3,-1.6437989E-3,-5.08576E-3],"split_indices":[13,12,16,0,16,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,0,1,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.0326611E3,1.1798018E3,1.8528594E3,1.16623634E2,1.0631782E3,3.2716937E2,1.5256901E3,1.784462E1,9.8779015E1,9.5140344E2,1.1177474E2,1.7278444E2,1.5438495E2,9.313022E2,5.943879E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-7.376793E-2,4.5292997E-1,-1.2745684E-1,8.416455E-1,4.9450543E-2,2.773298E-1,-2.1502896E-1,-3.3550158E-3,9.384912E-3,-3.012519E-3,4.4347118E-3,7.302038E-3,-1.4796425E-4,-9.356636E-4,-3.8522466E-3],"categories":[1,5,6,7,8,9,10,11,0,1,3,4,6,7,9,10,11,12,13,14,16,17,18,19,21,22,27,28,33,35,38,39,41,43,45,51,53,56,58,59,60,61,66,67,68,69,71,72,77,80,81,82,83,85,86,87,88,91,93,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,124,125,126,128,0,2,3,4,5,6,7,8,9,11,13,15,18,21,22,23,25,27,28,29,31,32,33,34,36,38,42,43,44,46,47,51,53,54,55,56,57,58,59,60,61,65,69,70,71,73,75,76,77,79,80,83,84,87,89,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,2,4,6,7,8,10,11,16,17,18,19,20,21],"categories_nodes":[0,1,5,6],"categories_segments":[0,8,87,180],"categories_sizes":[8,79,93,14],"default_left":[1,0,0,0,0,0,1,0,0,0,0,0,0,0,0],"id":212,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.576373E1,4.396576E1,9.75865E1,1.6599693E1,1.930563E1,6.480736E1,4.6734917E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,NaN,7.738863E0,2.57E1,3.44E1,NaN,NaN,-3.3550158E-3,9.384912E-3,-3.012519E-3,4.4347118E-3,7.302038E-3,-1.4796425E-4,-9.356636E-4,-3.8522466E-3],"split_indices":[13,0,16,12,15,0,1,0,0,0,0,0,0,0,0],"split_type":[1,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.0298545E3,2.7959003E2,2.7502644E3,1.4184723E2,1.377428E2,4.8878326E2,2.2614812E3,1.0595541E1,1.3125168E2,7.300199E1,6.47408E1,1.9107152E2,2.9771173E2,1.3205802E3,9.4090106E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-7.31034E-2,-3.873205E-1,1.6290288E-2,-1.4881323E-1,-5.308277E-1,-2.3509715E-1,1.255418E-1,3.7383972E-4,-5.043935E-3,-3.0486376E-3,-6.3481936E-3,-5.7058554E-4,-5.1588747E-3,1.9639258E-3,-3.845539E-3],"categories":[0,3,4,6,9,10,11,12,14,15,16,17,18,20,22,23,24,27,30,31,34,35,37,41,42,43,45,46,47,48,49,50,51,52,53,54,55,62,63,64,65,66,68,69,71,73,74,75,76,77,78,79,80,81,83,85,86,87,89,90,91,93,3,4,5,6,8,2,3,5,7,8,9,11,14,15,17,19,20,22,24,28,29,31,34,36,37,39,42,43,44,48,55,57,60,65,68,71,75,76,77,80,81,84,91,92],"categories_nodes":[1,4,5],"categories_segments":[0,62,67],"categories_sizes":[62,5,39],"default_left":[0,1,0,1,1,1,0,0,0,0,0,0,0,0,0],"id":213,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.505472E1,2.2875893E1,6.479512E1,1.6791182E1,9.636505E0,3.570082E1,5.950647E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.69E1,NaN,3.24E1,2.56E1,NaN,NaN,1E0,3.7383972E-4,-5.043935E-3,-3.0486376E-3,-6.3481936E-3,-5.7058554E-4,-5.1588747E-3,1.9639258E-3,-3.845539E-3],"split_indices":[15,0,12,27,14,0,7,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.0268162E3,6.696559E2,2.3571604E3,2.5232758E2,4.173283E2,7.137263E2,1.6434341E3,1.6619536E2,8.613222E1,1.3276794E2,2.8456036E2,4.3751666E2,2.7620966E2,1.443545E3,1.9988908E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-7.2442256E-2,1.3621257E-1,-2.05734E-1,-5.493485E-1,2.1128199E-1,2.0157665E-1,-2.937945E-1,3.8541274E-3,-7.220003E-3,4.452811E-3,3.1933634E-4,4.5556114E-3,-3.191148E-3,-1.599939E-3,-5.0342917E-3],"categories":[1,8,9,10,11,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,24,25,26,27,28,29,30,31,32,33,34,36,37,38,39,40,42,43,44,45,46,48,51,52,53,54,55,56,57,59,60,61,62,63,64,66,67,68,69,70,71,73,74,75,76,77,78,79,80,81,82,84,86,87,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,2,3,4,5,6,7,9,10,11,17,19,20,21,22,23,24,27,28,29,30,31,32,34,35,36,40,41,42,43,47,51,52,53,54,57,58,61,65,66,69,70,72,73,74,75,77,79,81,82,83,85,87,91,93,94,95,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,125,126,128,0,2,5,6,7,13,16,23,27,29,32,33,34,36,38,42,44,54,60,61,65,68,69,70,71,75,80,82,83,84,89,91,93,95,96,5,11,12,15,17,18,19,20,21,24,28,36,40,45,46,48,50,51,53,59,63,64,65,67,68,69,71,72,73,74,76,78,80,86,90,91,92,93,95],"categories_nodes":[0,3,4,5,6],"categories_segments":[0,5,121,204,239],"categories_sizes":[5,116,83,35,39],"default_left":[1,0,0,0,0,1,1,0,0,0,0,0,0,0,0],"id":214,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.416913E1,6.0838917E1,6.6288086E1,1.9116447E1,4.464611E1,4.3632687E1,4.251587E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.61E1,7.5E0,NaN,NaN,NaN,NaN,3.8541274E-3,-7.220003E-3,4.452811E-3,3.1933634E-4,4.5556114E-3,-3.191148E-3,-1.599939E-3,-5.0342917E-3],"split_indices":[13,12,16,0,0,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,0,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.0243562E3,1.178894E3,1.8454622E3,1.1572584E2,1.0631682E3,3.278326E2,1.5176295E3,1.7850174E1,9.787566E1,4.606573E2,6.02511E2,2.204338E2,1.0739881E2,9.274452E2,5.901844E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-7.1783245E-2,2.1050312E-2,-3.6862978E-1,-1.1667104E-2,8.806736E-1,1.7512512E-1,-4.4128928E-1,-1.2247177E-3,2.2385963E-3,1.08243115E-2,1.3423564E-3,1.122046E-2,-1.3940999E-3,-2.4695492E-3,-6.7379973E-3],"categories":[3,0,0,1,2,3,4,5,6,8,9,10,11,12,13,14,15,16,17,18,19,21,22,23,24,25,26,28,29,30,31,32,33,34,36,37,39,40,42,43,44,46,48,49,50,51,52,53,54,55,56,58,59,61,62,63,65,66,68,69,70,71,72,73,74,75,76,78,79,80,81,83,86,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,3,4,6,7,9,10,11,12,14,15,17,18,20,24,27,28,30,34,36,37,39,45,46,47,48,52,53,54,55,58,61,63,65,66,69,70,73,74,75,76,80,83,86,89,90,92],"categories_nodes":[2,4,5,6],"categories_segments":[0,1,2,114],"categories_sizes":[1,1,112,47],"default_left":[0,0,1,0,1,0,1,0,0,0,0,0,0,0,0],"id":215,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.330879E1,6.479949E1,2.8530952E1,5.7968204E1,1.2576675E1,2.5653603E1,2.8551926E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.8539688E1,1E0,NaN,2.57E1,NaN,NaN,NaN,-1.2247177E-3,2.2385963E-3,1.08243115E-2,1.3423564E-3,1.122046E-2,-1.3940999E-3,-2.4695492E-3,-6.7379973E-3],"split_indices":[16,8,4,22,2,0,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.0218276E3,2.302645E3,7.1918274E2,2.2191694E3,8.3475555E1,8.460701E1,6.3457574E2,1.5094987E3,7.096708E2,6.535923E1,1.8116327E1,2.0456017E1,6.415099E1,3.4678873E2,2.8778705E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-7.113016E-2,-3.8195103E-1,1.6767439E-2,-1.3782012E-1,-5.212239E-1,-2.3198536E-1,1.2458728E-1,5.297509E-4,-5.027376E-3,-5.9033977E-3,-1.9016522E-3,-5.533627E-4,-5.1161805E-3,1.9451837E-3,-3.8091242E-3],"categories":[0,3,4,6,9,10,11,12,14,15,16,17,18,20,22,23,24,27,30,31,34,35,37,41,42,43,45,46,47,48,49,50,51,52,53,54,55,62,63,64,65,66,68,69,71,72,73,74,75,76,77,78,79,80,81,83,85,86,87,89,90,91,93,2,3,5,7,8,9,11,14,15,17,19,20,22,24,28,29,31,34,36,37,39,42,43,44,48,55,57,60,65,68,71,75,76,77,80,81,84,91,92],"categories_nodes":[1,5],"categories_segments":[0,63],"categories_sizes":[63,39],"default_left":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"id":216,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.251434E1,2.2566055E1,6.3196693E1,1.6960384E1,9.580048E0,3.5167595E1,5.8178913E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.69E1,NaN,3.24E1,2.4E1,4.09E1,NaN,1E0,5.297509E-4,-5.027376E-3,-5.9033977E-3,-1.9016522E-3,-5.533627E-4,-5.1161805E-3,1.9451837E-3,-3.8091242E-3],"split_indices":[15,0,12,28,19,0,7,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.019011E3,6.648043E2,2.3542065E3,2.4221538E2,4.2258893E2,7.115129E2,1.6426937E3,1.5961588E2,8.25995E1,3.4895386E2,7.363507E1,4.3678546E2,2.7472742E2,1.4436005E3,1.9909325E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-7.048511E-2,4.448813E-1,-1.2322291E-1,8.289155E-1,4.545495E-2,2.7209446E-1,-2.0933779E-1,-3.2586223E-3,9.229722E-3,-2.997883E-3,4.333599E-3,6.6953376E-3,-5.0216884E-4,-8.9120213E-4,-3.7847243E-3],"categories":[1,5,6,7,8,9,10,11,0,1,3,4,6,7,9,10,11,12,13,14,16,17,18,19,21,22,27,28,33,35,38,39,41,43,45,51,53,56,58,59,60,61,66,67,68,69,71,72,77,80,81,82,83,85,86,87,88,91,93,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,124,125,126,128,0,2,3,4,5,6,7,8,9,11,13,15,18,21,22,23,27,29,31,32,33,34,36,38,42,43,44,51,53,54,55,56,57,58,59,60,61,65,69,70,71,73,75,76,77,79,80,83,84,87,89,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,2,4,6,7,8,10,11,16,17,18,19,20,21],"categories_nodes":[0,1,5,6],"categories_segments":[0,8,87,176],"categories_sizes":[8,79,89,14],"default_left":[1,0,0,0,0,0,1,0,0,0,0,0,0,0,0],"id":217,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.207144E1,4.2965492E1,9.327504E1,1.5818413E1,1.8674969E1,6.2832363E1,4.569577E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,NaN,7.738863E0,2.57E1,3.44E1,NaN,NaN,-3.2586223E-3,9.229722E-3,-2.997883E-3,4.333599E-3,6.6953376E-3,-5.0216884E-4,-8.9120213E-4,-3.7847243E-3],"split_indices":[13,0,16,12,15,0,1,0,0,0,0,0,0,0,0],"split_type":[1,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.0166145E3,2.793457E2,2.7372688E3,1.4186873E2,1.3747697E2,4.8923517E2,2.2480334E3,1.0499323E1,1.313694E2,7.285855E1,6.461843E1,2.1860182E2,2.7063333E2,1.3149325E3,9.331011E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-6.984841E-2,1.3478886E-1,-2.0110591E-1,-5.433319E-1,2.0845756E-1,1.966748E-1,-2.8779253E-1,3.8557341E-3,-7.1654385E-3,4.166634E-3,1.1986822E-4,4.45719E-3,-3.1679403E-3,-1.450054E-3,-4.835881E-3],"categories":[1,8,9,10,11,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,24,25,26,27,28,29,30,31,32,33,34,36,37,38,39,40,42,43,44,45,46,48,51,52,53,54,55,56,57,59,60,61,62,63,64,66,67,68,69,70,71,73,74,75,76,77,78,79,80,81,82,84,86,87,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,2,3,4,5,6,7,9,10,11,17,19,20,21,22,23,24,27,29,30,31,32,35,36,40,42,43,47,51,52,53,54,57,58,61,65,66,69,70,72,73,74,75,77,79,81,82,83,85,91,94,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,125,126,128,0,2,5,6,7,13,16,23,27,29,32,33,34,36,38,42,44,54,60,61,65,68,69,70,71,75,80,82,83,84,89,91,93,95,96,5,11,12,15,17,18,19,20,21,24,28,36,40,43,45,46,48,50,51,53,59,63,64,65,67,68,69,71,72,73,74,76,78,80,85,86,88,90,91,92,93,95],"categories_nodes":[0,3,4,5,6],"categories_segments":[0,5,121,198,233],"categories_sizes":[5,116,77,35,42],"default_left":[1,0,0,0,0,1,1,0,0,0,0,0,0,0,0],"id":218,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.10017E1,5.8993774E1,6.340159E1,1.8903969E1,4.351394E1,4.2250565E1,4.2109657E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.61E1,7.5E0,NaN,NaN,NaN,NaN,3.8557341E-3,-7.1654385E-3,4.166634E-3,1.1986822E-4,4.45719E-3,-3.1679403E-3,-1.450054E-3,-4.835881E-3],"split_indices":[13,12,16,0,0,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,0,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.0136711E3,1.1776409E3,1.8360303E3,1.1477366E2,1.0628673E3,3.2829727E2,1.507733E3,1.7845472E1,9.6928185E1,5.1547864E2,5.473886E2,2.2116103E2,1.0713625E2,8.7289813E2,6.3483484E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-6.921173E-2,-3.7697217E-1,1.7378528E-2,-1.4516544E-1,-5.236576E-1,-2.2856621E-1,1.2368293E-1,6.7718764E-4,-4.5391396E-3,-3.1216987E-3,-6.3323844E-3,-5.320717E-4,-5.071734E-3,1.9280278E-3,-3.7772423E-3],"categories":[0,3,4,6,9,10,11,12,14,15,16,17,18,20,22,23,24,27,30,31,34,35,37,41,42,43,45,46,47,48,49,50,51,52,53,54,55,62,63,64,65,66,68,69,71,73,74,75,76,77,78,79,80,81,83,86,87,89,90,91,93,7,8,9,10,2,3,5,7,8,9,11,14,15,17,19,20,22,24,28,29,31,34,36,37,39,42,43,44,48,55,57,60,65,68,71,75,76,77,80,81,84,91,92],"categories_nodes":[1,4,5],"categories_segments":[0,61,65],"categories_sizes":[61,4,39],"default_left":[0,1,0,1,1,1,0,0,0,0,0,0,0,0,0],"id":219,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.027919E1,2.2415245E1,6.151498E1,1.6970884E1,9.181801E0,3.4664993E1,5.700332E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.69E1,NaN,3.24E1,2.6E1,NaN,NaN,1E0,6.7718764E-4,-4.5391396E-3,-3.1216987E-3,-6.3323844E-3,-5.320717E-4,-5.071734E-3,1.9280278E-3,-3.7772423E-3],"split_indices":[15,0,12,22,13,0,7,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.0112134E3,6.604562E2,2.350757E3,2.5673227E2,4.0372394E2,7.0908215E2,1.641675E3,1.5241899E2,1.0431327E2,1.3910477E2,2.6461917E2,4.359073E2,2.7317484E2,1.4433256E3,1.9834947E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-6.8583906E-2,4.3867317E-1,-1.20621026E-1,8.425394E-1,6.677528E-2,2.671268E-1,-2.05552E-1,-2.4646628E-3,9.277501E-3,-2.7195401E-3,4.526138E-3,6.94967E-3,-2.2542765E-4,-8.6437893E-4,-3.7366499E-3],"categories":[1,5,6,7,8,9,10,11,0,1,3,4,5,6,7,9,10,11,12,13,14,16,17,18,19,21,22,27,28,33,35,38,39,41,43,45,51,53,56,58,59,60,61,66,67,68,69,71,72,75,76,77,80,81,82,83,85,86,87,88,91,93,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,124,125,126,128,0,2,3,4,5,6,7,8,9,11,13,15,18,21,22,23,25,27,29,31,32,33,34,36,38,42,43,44,46,47,51,53,54,55,56,57,58,59,60,61,65,69,70,71,73,75,76,77,79,80,83,84,87,89,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,2,4,6,7,8,10,11,16,17,18,19,20,21],"categories_nodes":[0,1,5,6],"categories_segments":[0,8,90,182],"categories_sizes":[8,82,92,14],"default_left":[1,0,0,0,0,0,1,0,0,0,0,0,0,0,0],"id":220,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.950163E1,4.2037148E1,8.9978485E1,1.2687927E1,1.9333641E1,6.087502E1,4.4833496E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,NaN,7.738863E0,2.57E1,3.44E1,NaN,NaN,-2.4646628E-3,9.277501E-3,-2.7195401E-3,4.526138E-3,6.94967E-3,-2.2542765E-4,-8.6437893E-4,-3.7366499E-3],"split_indices":[13,0,16,12,15,0,1,0,0,0,0,0,0,0,0],"split_type":[1,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.0088547E3,2.792546E2,2.7296E3,1.3326674E2,1.4598787E2,4.9006937E2,2.2395308E3,9.533586E0,1.23733154E2,7.789695E1,6.809092E1,1.9728357E2,2.9278583E2,1.3116757E3,9.278551E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-6.796284E-2,5.5641633E-2,-2.7975154E-1,1.7471138E-1,-2.4113297E-1,8.8552123E-1,-3.0671442E-1,3.3891094E-3,-1.632907E-3,-5.9004576E-4,-6.339893E-3,1.1003763E-2,-8.075551E-3,-3.3871287E-3,5.074259E-3],"categories":[0,0,1,2,4,5,6,0,2,5,6],"categories_nodes":[1,2,3],"categories_segments":[0,1,7],"categories_sizes":[1,6,4],"default_left":[0,1,1,1,0,1,0,0,0,0,0,0,0,0,0],"id":221,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.873166E1,6.716864E1,3.509456E1,7.532828E1,3.8910423E1,1.0100172E1,2.8411743E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5261062E1,NaN,NaN,NaN,9.900505E0,3.84E1,1E0,3.3891094E-3,-1.632907E-3,-5.9004576E-4,-6.339893E-3,1.1003763E-2,-8.075551E-3,-3.3871287E-3,5.074259E-3],"split_indices":[16,2,3,3,16,18,6,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.0059526E3,1.8986163E3,1.1073364E3,1.3552743E3,5.43342E2,2.4322737E1,1.0830137E3,9.121528E2,4.4312152E2,3.7202243E2,1.7131956E2,2.1894365E1,2.428371E0,1.0426193E3,4.0394478E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-6.7346215E-2,-3.7177724E-1,1.783578E-2,-1.1152595E-1,-5.019666E-1,1.5364128E-1,-1.7145328E-1,1.0088687E-3,-5.140158E-3,5.5136853E-3,-5.2242107E-3,3.1508335E-3,-8.489219E-4,-4.031407E-7,-3.725017E-3],"categories":[0,1,3,4,6,9,10,11,12,14,15,16,17,18,19,20,22,23,24,27,30,31,34,35,37,41,42,43,45,46,47,48,49,50,51,52,53,54,55,62,63,64,65,66,68,69,70,71,72,73,74,75,76,77,78,79,80,81,83,85,86,87,89,90,91,93,1,9,10,11,0,1,2,4,5,6,0,2,4,5,6,7,9,11,18,19,20,21,22,25,28,29,31,32,35,36,41,43,51,52,53,54,61,65,69,70,73,74,79,80,83,84,86,91,92,94,95,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,125,126,128,2,3,5,6,12,13,15,17,20,23,24,28,33,36,37,38,40,44,45,46,51,57,58,59,60,61,64,65,67,68,69,71,72,74,76,77,78,80,81,85,88,91,93,95,96],"categories_nodes":[1,2,4,5,6],"categories_segments":[0,66,70,76,143],"categories_sizes":[66,4,6,67,45],"default_left":[0,0,1,1,1,0,1,0,0,0,0,0,0,0,0],"id":222,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.79148E1,2.2200645E1,6.0396343E1,1.888786E1,9.715614E0,5.270455E1,3.382511E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.69E1,NaN,NaN,2.4E1,NaN,NaN,NaN,1.0088687E-3,-5.140158E-3,5.5136853E-3,-5.2242107E-3,3.1508335E-3,-8.489219E-4,-4.031407E-7,-3.725017E-3],"split_indices":[15,0,13,28,3,0,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.003321E3,6.5588745E2,2.3474338E3,2.1931955E2,4.3656787E2,1.3669229E3,9.805109E2,1.44048E2,7.527155E1,7.821691E0,4.287462E2,8.1500055E2,5.5192224E2,5.298033E2,4.5070767E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-6.672615E-2,2.0026833E-1,-1.6270685E-1,5.107627E-1,-3.957981E-2,2.1987845E-1,-2.515672E-1,1.954362E-3,7.106031E-3,6.08837E-3,-1.2664989E-3,6.3356254E-3,-5.673165E-4,-1.1898597E-3,-4.1352403E-3],"categories":[3,4,5,6,7,8,10,0,1,2,3,4,5,6,7,9,10,11,15,16,18,19,20,22,24,25,28,29,30,31,32,33,35,36,39,40,42,43,51,52,53,59,60,61,66,67,68,69,70,72,75,77,79,80,81,82,83,86,87,88,91,93,94,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,124,125,126,128,1,3,4,5,6,7,8,9,10,11,0,2,3,4,5,6,7,9,11,13,15,16,18,22,23,27,28,29,31,32,33,34,36,38,41,42,43,44,45,46,51,53,54,55,57,58,60,61,62,65,69,70,71,73,75,76,77,79,80,82,83,84,85,89,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,2,4,6,7,8,10,11,16,17,18,19,20,21],"categories_nodes":[0,1,4,5,6],"categories_segments":[0,7,92,102,194],"categories_sizes":[7,85,10,92,14],"default_left":[1,0,0,0,1,0,1,0,0,0,0,0,0,0,0],"id":223,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.69667E1,5.9172974E1,7.5148926E1,2.167949E1,2.5429995E1,4.77379E1,3.8450516E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,NaN,7.738863E0,3.48E1,NaN,NaN,NaN,1.954362E-3,7.106031E-3,6.08837E-3,-1.2664989E-3,6.3356254E-3,-5.673165E-4,-1.1898597E-3,-4.1352403E-3],"split_indices":[14,0,16,12,13,0,1,0,0,0,0,0,0,0,0],"split_type":[1,1,0,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.0011526E3,7.9330066E2,2.2078518E3,3.4524097E2,4.4805972E2,4.1586874E2,1.7919832E3,1.3469106E2,2.1054991E2,5.2333813E1,3.9572592E2,1.6612706E2,2.4974168E2,9.8630664E2,8.056765E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-6.611623E-2,-3.6821622E-1,1.808423E-2,-1.7483993E-1,-5.435149E-1,-2.2543478E-1,1.231542E-1,-3.8572188E-4,-5.7563027E-3,-5.0334295E-4,-5.9921723E-3,5.5259625E-5,-4.346894E-3,1.9110335E-3,-3.7230393E-3],"categories":[3,4,6,9,10,11,12,14,15,16,17,18,20,22,23,24,27,30,34,35,37,41,45,46,47,48,50,52,53,54,55,62,63,64,65,66,68,69,71,73,74,75,76,77,78,79,80,81,86,89,90,91,3,2,3,4,5,7,8,9,11,14,15,16,17,18,19,20,22,24,28,29,31,33,34,36,37,39,42,43,44,45,46,48,53,55,57,59,60,65,68,69,71,75,76,77,78,80,81,84,85,86,91,92],"categories_nodes":[1,4,5],"categories_segments":[0,52,53],"categories_sizes":[52,1,51],"default_left":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"id":224,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.630432E1,2.2068985E1,6.0070366E1,1.7037296E1,9.377991E0,3.420373E1,5.5282654E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.69E1,NaN,3.24E1,2.5E1,NaN,NaN,1E0,-3.8572188E-4,-5.7563027E-3,-5.0334295E-4,-5.9921723E-3,5.5259625E-5,-4.346894E-3,1.9110335E-3,-3.7230393E-3],"split_indices":[15,0,12,11,4,0,7,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.9984807E3,6.5283234E2,2.3456482E3,3.1136038E2,3.4147192E2,7.0666846E2,1.6389799E3,2.3317702E2,7.818337E1,3.484681E1,3.0662512E2,3.3637485E2,3.702936E2,1.4418525E3,1.9712727E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-6.551424E-2,1.3197625E-1,-1.9311298E-1,-5.361621E-1,2.0386028E-1,1.9062574E-1,-2.7783135E-1,3.8536254E-3,-7.1003227E-3,4.4311434E-3,3.9897545E-4,4.332933E-3,-3.1337303E-3,-8.794975E-4,-4.252384E-3],"categories":[1,8,9,10,11,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,24,25,26,27,28,29,30,31,32,33,34,36,37,38,39,40,42,43,44,45,46,48,51,52,53,54,55,56,57,59,60,61,62,63,64,66,67,68,69,70,71,73,74,75,76,77,78,79,80,81,82,84,86,87,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,2,3,4,5,6,7,9,10,11,17,19,20,21,22,23,24,25,27,28,29,30,31,32,34,35,36,37,40,41,42,43,47,51,52,53,54,57,58,61,65,66,69,70,72,73,74,75,77,79,81,82,83,85,87,91,92,93,94,95,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,125,126,128,0,2,5,6,7,13,16,23,27,29,32,33,34,36,38,42,44,54,60,61,65,68,69,70,71,75,80,82,83,84,89,91,93,95,96,5,9,10,11,12,15,17,18,19,20,21,24,28,36,37,39,40,43,44,45,46,48,49,50,51,52,53,54,55,59,60,61,62,63,64,65,67,68,69,71,72,73,74,76,78,80,83,85,86,88,90,91,92,93,95,96],"categories_nodes":[0,3,4,5,6],"categories_segments":[0,5,121,207,242],"categories_sizes":[5,116,86,35,56],"default_left":[1,0,0,0,0,1,1,0,0,0,0,0,0,0,0],"id":225,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.5554085E1,5.6639534E1,5.9259865E1,1.8636753E1,4.169844E1,4.049006E1,4.173069E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.61E1,7.5E0,NaN,NaN,NaN,NaN,3.8536254E-3,-7.1003227E-3,4.4311434E-3,3.9897545E-4,4.332933E-3,-3.1337303E-3,-8.794975E-4,-4.252384E-3],"split_indices":[13,12,16,0,0,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,0,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9962214E3,1.1760146E3,1.8202067E3,1.1360793E2,1.0624067E3,3.289501E2,1.4912566E3,1.7839724E1,9.576821E1,4.3132123E2,6.310855E2,2.2213557E2,1.06814545E2,6.524296E2,8.3882697E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-6.491456E-2,5.5411875E-2,-2.7256122E-1,1.723983E-1,-2.3724899E-1,8.69688E-1,-2.9939574E-1,3.342849E-3,-1.6162279E-3,9.546184E-6,-5.321021E-3,1.0797352E-2,-8.054607E-3,-3.3127624E-3,5.0241947E-3],"categories":[0,0,1,2,4,5,6,0,2,5,6],"categories_nodes":[1,2,3],"categories_segments":[0,1,7],"categories_sizes":[1,6,4],"default_left":[0,1,1,1,0,1,0,0,0,0,0,0,0,0,0],"id":226,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.484315E1,6.498737E1,3.3944305E1,7.336693E1,3.807833E1,9.835169E0,2.7631676E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5261062E1,NaN,NaN,NaN,7.2E0,3.84E1,1E0,3.342849E-3,-1.6162279E-3,9.546184E-6,-5.321021E-3,1.0797352E-2,-8.054607E-3,-3.3127624E-3,5.0241947E-3],"split_indices":[16,2,3,3,11,18,6,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.9938728E3,1.895948E3,1.0979249E3,1.3547997E3,5.4114825E2,2.4480232E1,1.0734447E3,9.1253156E2,4.4226816E2,2.998802E2,2.4126808E2,2.2068497E1,2.411734E0,1.0329606E3,4.048407E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-6.4323984E-2,-3.633049E-1,1.8566111E-2,-1.3316923E-1,-5.103174E-1,-2.228554E-1,1.2251501E-1,7.711876E-4,-4.4143326E-3,-5.8064363E-3,-1.7759579E-3,-4.9751165E-4,-4.9964297E-3,1.8937449E-3,-3.6755698E-3],"categories":[0,3,4,6,9,10,11,12,14,15,16,17,18,20,22,23,24,27,30,31,34,35,37,41,42,43,45,46,47,48,49,50,51,52,53,54,55,62,63,64,65,66,68,69,71,73,74,75,76,77,78,79,80,81,83,86,87,89,90,91,93,2,3,5,7,8,9,11,14,15,17,19,20,22,24,28,29,31,34,36,37,39,42,43,44,48,55,57,60,65,68,71,75,76,77,80,81,84,91,92],"categories_nodes":[1,5],"categories_segments":[0,61],"categories_sizes":[61,39],"default_left":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"id":227,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.416377E1,2.1908752E1,5.884461E1,1.6535364E1,9.163208E0,3.3790707E1,5.377205E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.69E1,NaN,3.24E1,2.6E1,4.09E1,NaN,1E0,7.711876E-4,-4.4143326E-3,-5.8064363E-3,-1.7759579E-3,-4.9751165E-4,-4.9964297E-3,1.8937449E-3,-3.6755698E-3],"split_indices":[15,0,12,22,19,0,7,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.9913071E3,6.4856793E2,2.3427393E3,2.5355484E2,3.950131E2,7.0476874E2,1.6379706E3,1.511767E2,1.0237814E2,3.2547366E2,6.953944E1,4.3432166E2,2.7044705E2,1.4418726E3,1.9609805E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-6.373771E-2,4.2443964E-1,-1.1411939E-1,7.877711E-1,2.0057794E-2,2.597427E-1,-1.9692872E-1,-9.26356E-3,8.434936E-3,-3.0665377E-3,3.851741E-3,6.7562186E-3,-2.3662661E-4,-8.04907E-4,-3.6251924E-3],"categories":[1,5,6,7,8,9,10,11,0,1,3,4,6,7,9,10,12,13,14,16,17,18,19,22,27,28,33,35,38,39,41,43,45,51,53,56,58,59,60,61,66,67,68,69,71,72,77,80,81,82,83,85,86,87,88,91,93,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,124,125,126,128,0,2,3,4,5,6,7,8,9,11,13,15,18,21,22,23,25,27,29,31,32,33,34,36,38,42,43,44,46,47,51,53,54,55,56,57,58,59,60,61,65,69,70,71,73,75,76,77,79,80,83,84,87,89,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,2,4,6,7,8,10,11,16,17,18,19,20,21],"categories_nodes":[0,1,5,6],"categories_segments":[0,8,85,177],"categories_sizes":[8,77,92,14],"default_left":[1,0,0,0,0,0,1,0,0,0,0,0,0,0,0],"id":228,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.359024E1,4.111308E1,8.398659E1,1.486264E1,1.604397E1,5.801038E1,4.277674E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,NaN,7.738863E0,2.38E1,3.44E1,NaN,NaN,-9.26356E-3,8.434936E-3,-3.0665377E-3,3.851741E-3,6.7562186E-3,-2.3662661E-4,-8.04907E-4,-3.6251924E-3],"split_indices":[13,0,16,12,15,0,1,0,0,0,0,0,0,0,0],"split_type":[1,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9890884E3,2.789318E2,2.7101565E3,1.4642387E2,1.325079E2,4.9105182E2,2.2191047E3,4.118133E0,1.4230574E2,7.001635E1,6.2491558E1,1.9845213E2,2.9259967E2,1.3037999E3,9.153048E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-6.315987E-2,-8.972049E-2,8.540839E-1,5.778512E-1,-1.2400285E-1,1.0529433E0,1.22516066E-1,1.1277148E-2,1.7447281E-3,-1.6633215E-3,3.7337446E-3,2.5134266E-3,1.2115745E-2,-5.874528E-3,5.918378E-3],"categories":[1,4,5,6,7,8,9,10,11,0,0,1,2,3,4,5,6,7,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,27,28,30,34,35,37,39,41,42,43,45,47,48,49,51,52,56,57,58,59,62,65,66,67,68,69,71,72,73,75,76,80,81,82,83,86,87,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,124,125,126,128],"categories_nodes":[1,2,3],"categories_segments":[0,9,10],"categories_sizes":[9,1,94],"default_left":[0,1,1,0,0,0,0,0,0,0,0,0,0,0,0],"id":229,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.285655E1,6.653702E1,1.2115372E1,3.1306744E1,5.8236813E1,8.093742E0,6.718656E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,1E0,1.49E1,1.75E1,1.1277148E-2,1.7447281E-3,-1.6633215E-3,3.7337446E-3,2.5134266E-3,1.2115745E-2,-5.874528E-3,5.918378E-3],"split_indices":[8,13,2,0,6,18,24,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.9863672E3,2.9032014E3,8.3165794E1,1.4103368E2,2.7621677E3,6.5045425E1,1.8120365E1,5.892061E1,8.211306E1,2.5461438E3,2.1602399E2,1.1172519E1,5.387291E1,7.111182E0,1.1009183E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-6.2574714E-2,-3.5887226E-1,1.9231403E-2,-1.917565E-1,-5.617404E-1,-2.1973367E-1,1.2191289E-1,-4.9385745E-3,-1.4047998E-4,-1.8592154E-3,-6.6817594E-3,-4.7756667E-4,-4.955973E-3,3.7522158E-3,-6.466638E-5],"categories":[3,4,6,9,10,11,12,14,15,17,18,20,22,23,24,27,30,34,35,41,45,46,47,48,50,52,53,54,55,62,65,66,68,69,71,73,74,75,76,78,79,80,81,86,89,4,6,7,8,9,10,2,3,5,7,8,9,11,14,15,17,19,20,22,24,28,29,31,34,36,37,39,42,43,44,48,55,57,60,65,68,71,75,76,77,80,81,84,91,92,0,2,4,5,6,7,9,10,11,12,13,18,19,20,21,24,27,28,29,30,32,33,35,36,40,43,44,45,50,51,52,53,54,57,58,59,60,61,63,65,67,68,69,70,71,72,73,74,76,77,79,80,81,83,84,85,86,87,88,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,124,125,126,128],"categories_nodes":[1,4,5,6],"categories_segments":[0,45,51,90],"categories_sizes":[45,6,39,93],"default_left":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"id":230,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.235346E1,2.1787254E1,5.744161E1,1.9085552E1,1.1523491E1,3.33572E1,5.3246506E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.69E1,NaN,3.24E1,4.18E1,NaN,NaN,NaN,-4.9385745E-3,-1.4047998E-4,-1.8592154E-3,-6.6817594E-3,-4.7756667E-4,-4.955973E-3,3.7522158E-3,-6.466638E-5],"split_indices":[15,0,12,12,13,0,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9837234E3,6.448225E2,2.338901E3,3.5463318E2,2.9018933E2,7.026114E2,1.6362894E3,1.3068767E2,2.239455E2,6.4652214E1,2.2553711E2,4.3352155E2,2.6908984E2,5.497136E2,1.0865758E3],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-6.199915E-2,1.960726E-1,-1.5533178E-1,4.8604733E-1,-5.185252E-2,9.93551E-2,-2.8131714E-1,1.5772873E-3,6.9381045E-3,1.1248785E-2,-9.7198616E-4,3.0328794E-3,-2.0523458E-3,-1.3376367E-3,-4.166137E-3],"categories":[3,4,5,6,7,8,10,0,1,2,3,4,5,6,7,9,10,11,15,16,18,19,20,22,24,28,29,30,31,32,33,35,36,39,40,42,43,51,52,53,59,60,61,66,67,68,69,70,72,75,77,79,80,81,82,83,86,87,91,93,94,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,124,125,126,128,0,1,2,4,5,6,5,6,9,11,12,13,15,16,22,23,27,28,29,31,32,33,34,36,38,45,46,51,54,55,61,62,65,70,73,79,80,83,85,89,91,92,93,95,96,2,4,5,6,7,10,11,12,14,15,17,18,19,20,21,24,25,26,27,32,36,37,39,44,45,46,48,50,52,54,55,57,59,63,64,65,68,69,71,72,73,74,76,78,81,85,86,90,91,93,94,95],"categories_nodes":[0,1,4,5,6],"categories_segments":[0,7,90,96,135],"categories_sizes":[7,83,6,39,52],"default_left":[1,0,0,0,1,1,1,0,0,0,0,0,0,0,0],"id":231,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.1873856E1,5.7010414E1,7.033252E1,2.4818085E1,2.2958736E1,4.515124E1,2.921447E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,NaN,1.0088112E1,3.48E1,NaN,NaN,NaN,1.5772873E-3,6.9381045E-3,1.1248785E-2,-9.7198616E-4,3.0328794E-3,-2.0523458E-3,-1.3376367E-3,-4.166137E-3],"split_indices":[14,0,16,12,3,0,0,0,0,0,0,0,0,0,0],"split_type":[1,1,0,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9817231E3,7.9165E2,2.190073E3,3.644392E2,4.2721082E2,7.2488556E2,1.4651875E3,1.4192337E2,2.2251585E2,1.4968623E1,4.122422E2,4.3418716E2,2.906984E2,7.0179913E2,7.6338837E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-6.1423875E-2,1.3002925E-1,-1.8586229E-1,-5.28688E-1,2.0021878E-1,1.8460102E-1,-2.686203E-1,3.8625856E-3,-7.0334016E-3,3.958194E-3,7.046988E-5,4.2186026E-3,-3.1125704E-3,-1.2928105E-3,-4.6924744E-3],"categories":[1,8,9,10,11,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,24,25,26,27,28,29,30,31,32,33,34,36,37,38,39,40,42,43,44,45,46,48,51,52,53,54,55,56,57,59,60,61,62,63,64,66,67,68,69,70,71,73,74,75,76,77,78,79,80,81,82,84,86,87,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,2,3,4,5,6,7,9,10,11,17,19,20,21,22,23,24,27,29,30,31,32,35,36,42,43,47,51,52,53,54,57,58,61,65,66,69,70,72,73,74,75,77,79,81,82,83,85,91,94,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,125,126,128,0,2,5,6,7,13,16,23,27,29,32,33,34,36,38,42,44,54,60,61,65,68,69,70,71,75,80,82,83,84,89,91,93,95,96,5,11,12,15,17,18,19,20,21,24,28,36,40,45,46,48,50,51,53,59,63,64,65,67,68,69,71,72,73,74,76,78,80,85,86,88,90,91,92,93,95],"categories_nodes":[0,3,4,5,6],"categories_segments":[0,5,121,197,232],"categories_sizes":[5,116,76,35,41],"default_left":[1,0,0,0,0,1,1,0,0,0,0,0,0,0,0],"id":232,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.103159E1,5.441742E1,5.5443943E1,1.8391098E1,4.0135468E1,3.901523E1,4.1237244E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.61E1,7.5E0,NaN,NaN,NaN,NaN,3.8625856E-3,-7.0334016E-3,3.958194E-3,7.046988E-5,4.2186026E-3,-3.1125704E-3,-1.2928105E-3,-4.6924744E-3],"split_indices":[13,12,16,0,0,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,0,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9794846E3,1.1736837E3,1.8058009E3,1.1238997E2,1.0612937E3,3.2951376E2,1.4762871E3,1.7820824E1,9.4569145E1,5.268104E2,5.3448334E2,2.2297392E2,1.06539825E2,8.721837E2,6.0410333E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-6.0860444E-2,-8.7082945E-2,8.4316057E-1,8.9973E-1,-1.09821156E-1,1.0404863E0,1.1901211E-1,1.0227681E-2,-5.716095E-3,6.908396E-3,-1.3656797E-3,2.4623002E-3,1.1978994E-2,-5.8424217E-3,5.829989E-3],"categories":[0,2,4,5,6,0,0,53,54,58,88,1,3,4,5,6,7,8,9,10,11],"categories_nodes":[1,2,3,4],"categories_segments":[0,5,6,11],"categories_sizes":[5,1,5,10],"default_left":[0,1,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":233,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.067475E1,6.506229E1,1.1885899E1,1.2409115E1,6.0717945E1,7.946747E0,6.5817895E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,NaN,1.49E1,1.75E1,1.0227681E-2,-5.716095E-3,6.908396E-3,-1.3656797E-3,2.4623002E-3,1.1978994E-2,-5.8424217E-3,5.829989E-3],"split_indices":[8,3,2,0,13,18,24,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.9772437E3,2.8941968E3,8.304689E1,6.431755E1,2.8298792E3,6.4919815E1,1.8127071E1,5.9635513E1,4.6820393E0,9.067615E1,2.739203E3,1.11623535E1,5.3757465E1,7.1026177E0,1.1024455E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-6.0296047E-2,-3.535655E-1,2.0264829E-2,-1.24382764E-1,-5.0088704E-1,-2.1559887E-1,1.2131275E-1,5.803973E-4,-4.8007104E-3,-5.717391E-3,-1.6757437E-3,2.2583522E-3,-3.2212546E-3,1.8725696E-3,-3.6351304E-3],"categories":[0,3,4,6,9,10,11,12,14,15,16,17,18,20,22,23,24,27,30,31,34,35,37,41,42,43,45,46,47,48,49,50,51,52,53,54,55,62,63,64,65,66,68,69,71,73,74,75,76,77,78,79,80,81,83,86,87,89,90,91,93,1,2,3,4,5,6,7,8,9,10,11,14,15,16,17,18,19,20,22,23,24,25,26,27,28,29,31,32,33,34,36,37,39,42,43,44,45,46,48,49,50,51,52,53,54,55,56,57,59,60,62,64,65,66,68,69,70,71,72,73,74,75,76,77,78,80,81,84,85,86,87,88,89,91,92,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128],"categories_nodes":[1,5],"categories_segments":[0,61],"categories_sizes":[61,110],"default_left":[0,1,0,1,0,0,0,0,0,0,0,0,0,0,0],"id":234,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.031117E1,2.1590973E1,5.5686485E1,1.639663E1,9.115555E0,3.3027332E1,5.236001E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.69E1,NaN,3.24E1,2.56E1,4.09E1,NaN,1E0,5.803973E-4,-4.8007104E-3,-5.717391E-3,-1.6757437E-3,2.2583522E-3,-3.2212546E-3,1.8725696E-3,-3.6351304E-3],"split_indices":[15,0,12,27,19,0,7,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.9746995E3,6.403209E2,2.3343787E3,2.5127136E2,3.8904953E2,6.9979645E2,1.634582E3,1.6664214E2,8.4629234E1,3.202573E2,6.879225E1,1.3582658E2,5.639699E2,1.4394122E3,1.9516978E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.9743635E-2,-1.5127018E-1,1.9529445E-1,2.1691872E-1,-2.3702106E-1,4.6861175E-1,-5.0724763E-2,4.8773726E-3,-1.8642998E-3,-9.592865E-4,-3.982263E-3,1.5214564E-3,6.8198345E-3,1.20116025E-2,-1.0043314E-3],"categories":[0,1,3,4,5,6,9,10,11,13,18,19,20,22,24,25,27,28,29,30,35,36,39,42,43,45,46,47,51,53,57,58,60,61,66,68,69,70,72,74,75,77,79,80,81,82,83,87,89,91,92,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,124,125,126,128,0,2,4,6,7,11,13,15,21,22,23,27,29,32,33,34,36,38,42,43,44,51,53,54,55,57,61,65,70,73,76,79,80,83,84,85,89,91,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,5,6,7,11,12,15,17,18,19,20,21,24,26,28,36,37,40,45,46,48,50,52,53,54,59,63,65,67,68,69,71,72,73,74,76,78,80,81,85,86,88,90,91,92,93,95,96,0,1,2,4,5,6],"categories_nodes":[2,3,4,6],"categories_segments":[0,81,155,202],"categories_sizes":[81,74,47,6],"default_left":[0,0,0,0,1,0,1,0,0,0,0,0,0,0,0],"id":235,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.944131E1,6.9158554E1,5.285873E1,4.5314117E1,4.0352913E1,2.5037285E1,2.5910204E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.9120001E2,7.738863E0,NaN,NaN,NaN,3.51E1,NaN,4.8773726E-3,-1.8642998E-3,-9.592865E-4,-3.982263E-3,1.5214564E-3,6.8198345E-3,1.20116025E-2,-1.0043314E-3],"split_indices":[26,16,0,0,0,12,3,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9725896E3,2.1878381E3,7.847514E2,4.130017E2,1.7748365E3,3.7132248E2,4.134289E2,2.4697034E2,1.6603137E2,9.473116E2,8.275249E2,1.5022565E2,2.2109683E2,1.49043665E1,3.9852454E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.918719E-2,2.4578176E-2,-3.361149E-1,-6.2984903E-3,8.3343786E-1,2.306933E-1,-4.1196784E-1,-1.1147495E-3,2.1603315E-3,1.0293424E-2,1.1597784E-3,1.1116821E-2,-1.4894629E-4,-2.1442634E-3,-6.5162424E-3],"categories":[3,0,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,22,23,24,25,26,28,29,30,31,32,33,34,36,37,39,40,42,43,44,46,48,49,50,51,52,53,54,55,56,58,59,61,62,63,65,66,68,69,70,71,72,73,74,75,76,78,79,80,81,83,84,85,86,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,3,4,6,7,9,10,11,12,14,15,17,18,20,24,27,28,30,34,36,37,39,45,46,47,48,52,53,54,55,58,61,63,65,66,69,70,73,74,75,76,80,83,86,89,90,92],"categories_nodes":[2,4,5,6],"categories_segments":[0,1,2,117],"categories_sizes":[1,1,115,47],"default_left":[0,0,1,0,1,0,1,0,0,0,0,0,0,0,0],"id":236,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.893564E1,5.700467E1,2.976651E1,5.145365E1,1.167664E1,1.7779001E1,2.8693153E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.8539688E1,1E0,NaN,2.57E1,NaN,NaN,NaN,-1.1147495E-3,2.1603315E-3,1.0293424E-2,1.1597784E-3,1.1116821E-2,-1.4894629E-4,-2.1442634E-3,-6.5162424E-3],"split_indices":[16,8,4,22,2,0,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9703984E3,2.2812693E3,6.891293E2,2.1983438E3,8.292535E1,8.109662E1,6.0803265E2,1.4927028E3,7.0564105E2,6.479749E1,1.8127848E1,1.690986E1,6.418676E1,3.3434055E2,2.7369208E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.864163E-2,-3.4866127E-1,2.060794E-2,-1.8566829E-1,-5.5526847E-1,-1.8240832E-1,1.3536222E-1,-4.7656274E-3,-1.6672393E-4,-1.7588773E-3,-6.638925E-3,-5.1595634E-6,-3.9711455E-3,4.1780784E-3,8.794357E-5],"categories":[3,4,6,9,10,11,12,14,15,17,18,20,22,23,24,27,30,34,35,41,45,46,47,48,50,52,53,54,55,62,65,66,69,71,73,74,75,76,78,79,80,81,86,89,4,6,7,8,9,10,2,3,4,5,7,9,11,14,15,17,18,19,20,22,28,29,31,34,36,37,42,43,44,48,52,53,55,56,57,59,62,64,65,72,73,75,76,77,80,81,84,85,91,92,93,95,0,2,4,5,6,7,9,10,11,12,13,17,18,19,20,21,24,27,28,29,30,32,33,35,36,38,40,43,44,45,46,50,51,53,54,57,58,59,60,61,63,65,66,67,68,69,70,71,72,73,74,77,79,80,81,83,84,85,86,87,88,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,122,124,125,126,128],"categories_nodes":[1,4,5,6],"categories_segments":[0,44,50,96],"categories_sizes":[44,6,46,96],"default_left":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"id":237,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.824489E1,2.1355751E1,5.4369743E1,1.7577152E1,1.1443092E1,3.2914825E1,5.329335E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.69E1,NaN,3.36E1,4.18E1,NaN,NaN,NaN,-4.7656274E-3,-1.6672393E-4,-1.7588773E-3,-6.638925E-3,-5.1595634E-6,-3.9711455E-3,4.1780784E-3,8.794357E-5],"split_indices":[15,0,12,12,13,0,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9679312E3,6.362238E2,2.3317075E3,3.567117E2,2.7951215E2,8.418205E2,1.489887E3,1.3041205E2,2.2629965E2,6.2799076E1,2.1671306E2,4.562783E2,3.8554218E2,4.603285E2,1.0295585E3],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.8099583E-2,1.2883064E-1,-1.8014982E-1,-5.2134955E-1,1.974802E-1,1.8088664E-1,-2.6145738E-1,3.8809916E-3,-6.967878E-3,4.2361454E-3,3.5718794E-4,4.183581E-3,-3.021583E-3,-8.9605764E-4,-4.2180866E-3],"categories":[1,8,9,10,11,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,24,25,26,27,28,29,30,31,32,33,34,36,37,38,39,40,42,43,44,45,46,48,51,52,53,54,55,56,57,59,60,61,62,63,64,66,67,68,69,70,71,73,74,75,76,77,78,79,80,81,82,84,86,87,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,2,3,4,5,6,7,9,10,11,17,19,20,21,22,23,24,25,27,29,30,31,32,34,35,36,37,40,41,42,43,47,51,52,53,54,57,58,61,65,66,69,70,72,73,74,75,77,79,81,82,83,85,87,91,92,93,94,95,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,125,126,128,0,2,5,6,7,13,16,23,27,29,32,33,34,36,37,38,42,44,54,60,61,65,68,69,70,71,75,80,82,83,84,89,91,93,95,96,5,9,11,12,15,17,18,19,20,21,24,28,36,39,40,43,44,45,46,48,49,50,51,52,53,55,59,60,61,63,64,65,67,68,69,71,72,73,74,76,78,80,83,85,86,88,90,91,92,93,95],"categories_nodes":[0,3,4,5,6],"categories_segments":[0,5,121,206,242],"categories_sizes":[5,116,85,36,51],"default_left":[1,0,0,0,0,1,1,0,0,0,0,0,0,0,0],"id":238,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.771626E1,5.244143E1,5.275297E1,1.8181753E1,3.8808456E1,3.805112E1,4.0355896E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.61E1,7.5E0,NaN,NaN,NaN,NaN,3.8809916E-3,-6.967878E-3,4.2361454E-3,3.5718794E-4,4.183581E-3,-3.021583E-3,-8.9605764E-4,-4.2180866E-3],"split_indices":[13,12,16,0,0,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,0,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9660576E3,1.1715992E3,1.7944584E3,1.1126009E2,1.0603391E3,3.2961557E2,1.4648428E3,1.7795969E1,9.346413E1,4.415106E2,6.188285E2,2.2106897E2,1.0854661E2,7.0781854E2,7.570243E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.7564832E-2,-8.318513E-2,8.2411534E-1,8.8362366E-1,-1.05693094E-1,9.079502E-1,-7.1667534E-1,1.0039164E-2,-5.691276E-3,6.78164E-3,-1.3186675E-3,1.0109333E-2,-3.4211017E-3,2.8111243E-3,-1.0486924E-2],"categories":[0,2,4,5,6,0,53,54,58,88,1,3,4,5,6,7,8,9,10,11,11],"categories_nodes":[1,3,4,5],"categories_segments":[0,5,10,20],"categories_sizes":[5,5,10,1],"default_left":[0,1,0,1,1,1,0,0,0,0,0,0,0,0,0],"id":239,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.704238E1,6.281015E1,1.1477177E1,1.2048805E1,5.789251E1,1.0635696E1,1.9127533E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,1E0,NaN,NaN,NaN,1.5E1,1.0039164E-2,-5.691276E-3,6.78164E-3,-1.3186675E-3,1.0109333E-2,-3.4211017E-3,2.8111243E-3,-1.0486924E-2],"split_indices":[8,3,7,0,13,13,27,0,0,0,0,0,0,0,0],"split_type":[0,1,0,1,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.9638992E3,2.881085E3,8.281432E1,6.467721E1,2.8164077E3,7.893042E1,3.8839047E0,6.0016586E1,4.6606226E0,9.019866E1,2.726209E3,7.309959E1,5.8308353E0,1.0079882E0,2.8759165E0],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.7034068E-2,-3.4450826E-1,2.1202715E-2,-7.449751E-2,-4.6860462E-1,1.4867187E-1,-1.58214E-1,1.3949036E-3,-4.8430557E-3,-2.4832264E-3,-5.739513E-3,3.0012268E-3,-8.795952E-4,1.7681633E-4,-3.4943873E-3],"categories":[0,1,3,4,6,9,10,11,12,14,15,16,17,18,19,20,22,23,24,27,30,31,34,35,37,41,42,43,45,46,47,48,49,50,51,52,53,54,55,58,59,62,63,64,65,66,68,69,70,71,72,73,74,75,76,77,78,79,80,81,83,85,86,87,89,90,91,93,1,9,10,11,3,4,5,6,8,0,2,4,5,6,7,9,11,18,19,20,21,22,25,28,29,31,32,35,36,41,43,52,53,54,61,65,69,70,73,74,79,80,83,84,86,91,92,94,95,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,125,126,128,2,3,5,6,12,13,15,17,20,23,24,28,33,36,37,38,40,44,45,46,51,56,57,58,59,60,61,64,65,67,68,69,71,72,74,76,77,78,80,81,85,86,88,91,93,95,96],"categories_nodes":[1,2,4,5,6],"categories_segments":[0,68,72,77,143],"categories_sizes":[68,4,5,66,47],"default_left":[0,0,1,1,1,0,1,0,0,0,0,0,0,0,0],"id":240,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.663609E1,2.1202667E1,5.3302574E1,1.7673487E1,9.930084E0,4.8855965E1,3.256984E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.69E1,NaN,NaN,2.4E1,NaN,NaN,NaN,1.3949036E-3,-4.8430557E-3,-2.4832264E-3,-5.739513E-3,3.0012268E-3,-8.795952E-4,1.7681633E-4,-3.4943873E-3],"split_indices":[15,0,13,28,14,0,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.961457E3,6.328183E2,2.3286387E3,1.9976561E2,4.3305267E2,1.3615077E3,9.6713104E2,1.3167107E2,6.809454E1,1.4118639E2,2.918663E2,8.300096E2,5.3149805E2,5.042295E2,4.6290155E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.650744E-2,1.9005145E-1,-1.4641006E-1,5.03613E-1,-2.9619373E-2,9.908876E-2,-2.6922572E-1,6.0747904E-3,-1.0907588E-3,1.2007528E-2,-7.8879483E-4,2.8939992E-3,-2.1030616E-3,-1.2349492E-3,-4.0375288E-3],"categories":[3,4,5,6,7,8,10,0,1,2,3,4,5,6,7,9,10,11,15,16,18,19,20,22,24,25,28,29,30,31,32,33,35,36,39,40,42,43,51,52,53,56,59,60,61,66,67,68,69,70,72,75,76,77,79,80,81,82,83,86,87,88,91,93,94,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,122,124,125,126,128,0,1,2,4,5,6,5,9,11,12,13,15,16,22,23,27,28,29,31,32,34,36,38,45,46,51,54,55,61,62,65,70,73,79,80,83,85,89,91,92,93,95,96,2,4,5,6,7,10,11,12,14,15,17,18,19,20,21,24,25,26,27,32,36,37,39,44,45,46,48,50,52,54,55,57,59,63,64,65,68,69,71,72,73,74,76,78,81,85,86,90,91,93,94,95],"categories_nodes":[0,1,4,5,6],"categories_segments":[0,7,95,101,138],"categories_sizes":[7,88,6,37,52],"default_left":[1,0,0,0,1,1,1,0,0,0,0,0,0,0,0],"id":241,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.565246E1,5.4533535E1,6.5456436E1,2.0819847E1,2.8360966E1,4.271126E1,2.831266E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,NaN,1.0088112E1,1.8067928E1,NaN,NaN,NaN,6.0747904E-3,-1.0907588E-3,1.2007528E-2,-7.8879483E-4,2.8939992E-3,-2.1030616E-3,-1.2349492E-3,-4.0375288E-3],"split_indices":[14,0,16,16,3,0,0,0,0,0,0,0,0,0,0],"split_type":[1,1,0,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9595598E3,7.9049774E2,2.169062E3,3.2512158E2,4.6537616E2,7.233452E2,1.4457169E3,2.7800183E2,4.711975E1,1.7015034E1,4.483611E2,4.4790195E2,2.7544327E2,6.948819E2,7.50835E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.5981994E-2,-8.131859E-2,8.1502926E-1,8.653481E-1,-1.03558876E-1,1.0088809E0,1.0817423E-1,9.829993E-3,-5.6789466E-3,6.7009274E-3,-1.2937699E-3,2.2218705E-3,1.1655386E-2,-5.856593E-3,5.6544873E-3],"categories":[0,2,4,5,6,0,0,53,54,58,88,1,3,4,5,6,7,8,9,10,11],"categories_nodes":[1,2,3,4],"categories_segments":[0,5,6,11],"categories_sizes":[5,1,5,10],"default_left":[0,1,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":242,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.535411E1,6.063517E1,1.1361893E1,1.170689E1,5.622609E1,7.8229218E0,6.402917E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,NaN,1.49E1,1.75E1,9.829993E-3,-5.6789466E-3,6.7009274E-3,-1.2937699E-3,2.2218705E-3,1.1655386E-2,-5.856593E-3,5.6544873E-3],"split_indices":[8,3,2,0,13,18,24,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.9574229E3,2.8747078E3,8.271491E1,6.511588E1,2.809592E3,6.457755E1,1.813736E1,6.0466484E1,4.6493955E0,8.9927216E1,2.7196648E3,1.11256695E1,5.345188E1,7.0934854E0,1.1043875E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.546034E-2,-3.4018394E-1,2.1691915E-2,-1.7781365E-1,-5.471872E-1,-2.0903602E-1,1.20123416E-1,-4.6859225E-3,-9.9608515E-5,-1.6730378E-3,-6.5663923E-3,-3.931095E-4,-4.834595E-3,1.8501923E-3,-3.586528E-3],"categories":[3,4,6,9,10,11,12,14,15,17,18,20,22,23,24,27,30,34,35,41,45,46,47,48,50,52,53,54,55,62,65,66,69,71,73,74,75,76,78,79,80,81,86,89,4,6,7,8,9,10,2,3,5,7,8,9,11,14,15,17,19,20,22,24,28,29,31,34,36,37,39,42,43,44,48,55,57,60,65,68,71,75,76,77,80,81,84,91,92],"categories_nodes":[1,4,5],"categories_segments":[0,44,50],"categories_sizes":[44,6,39],"default_left":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"id":243,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.494231E1,2.1087296E1,5.2867184E1,1.7307705E1,1.1390099E1,3.240513E1,5.076049E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.69E1,NaN,3.24E1,4.18E1,NaN,NaN,1E0,-4.6859225E-3,-9.9608515E-5,-1.6730378E-3,-6.5663923E-3,-3.931095E-4,-4.834595E-3,1.8501923E-3,-3.586528E-3],"split_indices":[15,0,12,12,13,0,7,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.9550122E3,6.2928436E2,2.3257278E3,3.5370352E2,2.7558084E2,6.951473E2,1.6305806E3,1.287949E2,2.2490863E2,6.2206062E1,2.1337477E2,4.3021295E2,2.649343E2,1.4364855E3,1.9409514E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.495284E-2,-1.4348917E-1,1.9008644E-1,1.0230334E-1,-2.6512653E-1,4.5852092E-1,-5.0154164E-2,2.7618418E-3,-2.1778292E-3,-9.3555724E-4,-4.0096557E-3,1.4946217E-3,6.683616E-3,1.1453614E-2,-9.841601E-4],"categories":[0,1,3,4,5,6,9,10,11,13,18,19,20,22,24,25,27,28,29,30,35,36,39,42,43,45,46,47,51,53,57,58,60,61,66,68,69,70,72,74,75,77,79,80,81,82,83,87,89,91,92,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,122,124,125,126,128,5,6,7,9,11,12,15,17,22,23,28,29,31,34,36,38,43,51,53,54,55,61,65,70,73,74,79,80,84,85,89,91,92,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,2,4,5,6,7,10,11,12,15,17,18,19,20,21,24,26,32,36,37,39,40,42,44,45,46,48,50,52,53,54,59,63,64,65,67,68,69,71,72,73,74,76,77,78,79,81,84,85,86,88,90,91,93,94,95,96,0,1,2,4,5,6],"categories_nodes":[2,3,4,6],"categories_segments":[0,82,133,189],"categories_sizes":[82,51,56,6],"default_left":[0,0,0,1,1,0,1,0,0,0,0,0,0,0,0],"id":244,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.4114365E1,6.492112E1,5.061286E1,4.0092964E1,3.3809036E1,2.3934372E1,2.4050316E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.9120001E2,1.0088112E1,NaN,NaN,NaN,3.51E1,NaN,2.7618418E-3,-2.1778292E-3,-9.3555724E-4,-4.0096557E-3,1.4946217E-3,6.683616E-3,1.1453614E-2,-9.841601E-4],"split_indices":[26,16,0,0,0,12,3,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9530198E3,2.1695454E3,7.834744E2,7.1827893E2,1.4512665E3,3.6959564E2,4.138788E2,4.6552722E2,2.5275172E2,6.420355E2,8.0923096E2,1.5015529E2,2.1944034E2,1.5177523E1,3.987013E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.443963E-2,-7.9486094E-2,8.0603826E-1,8.492512E-1,-1.0148629E-1,9.98292E-1,1.062896E-1,9.645032E-3,-5.662103E-3,6.6167503E-3,-1.2692966E-3,2.187004E-3,1.153786E-2,-5.818036E-3,5.588408E-3],"categories":[0,2,4,5,6,0,0,53,54,58,88,1,3,4,5,6,7,8,9,10,11],"categories_nodes":[1,2,3,4],"categories_segments":[0,5,6,11],"categories_sizes":[5,1,5,10],"default_left":[0,1,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":245,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.3684452E1,5.871437E1,1.11383705E1,1.1395302E1,5.4527847E1,7.6816177E0,6.2834277E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,NaN,1.49E1,1.75E1,9.645032E-3,-5.662103E-3,6.6167503E-3,-1.2692966E-3,2.187004E-3,1.153786E-2,-5.818036E-3,5.588408E-3],"split_indices":[8,3,2,0,13,18,24,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.9509575E3,2.8683738E3,8.258391E1,6.550443E1,2.8028694E3,6.444987E1,1.8134043E1,6.0867012E1,4.6374183E0,8.962441E1,2.7132449E3,1.1117446E1,5.3332424E1,7.0813746E0,1.1052668E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.3931475E-2,2.6142135E-2,-3.2226068E-1,-3.3337122E-3,7.9902196E-1,2.5071496E-1,-3.9922222E-1,-1.0543256E-3,2.117915E-3,8.813098E-3,-7.1118018E-3,1.085815E-2,-6.535987E-5,-2.1295552E-3,-6.561446E-3],"categories":[3,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,22,23,24,25,28,29,30,31,32,33,34,36,37,39,40,42,43,44,46,48,49,50,51,52,53,54,55,56,58,59,61,62,63,65,66,68,69,70,71,72,73,74,75,76,78,79,80,81,83,84,85,86,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,4,6,7,9,10,11,12,14,15,17,18,20,24,27,28,30,34,36,37,39,45,47,48,52,53,54,55,58,61,63,65,66,69,70,73,75,76,80,83,86,89,90,92],"categories_nodes":[2,5,6],"categories_segments":[0,1,115],"categories_sizes":[1,114,44],"default_left":[0,0,1,0,0,0,1,0,0,0,0,0,0,0,0],"id":246,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.338357E1,5.1775627E1,2.9997078E1,4.812614E1,1.1002457E1,1.7386127E1,2.8482254E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.8539688E1,1E0,NaN,2.57E1,1E0,NaN,NaN,-1.0543256E-3,2.117915E-3,8.813098E-3,-7.1118018E-3,1.085815E-2,-6.535987E-5,-2.1295552E-3,-6.561446E-3],"split_indices":[16,8,4,22,7,0,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9485898E3,2.271609E3,6.769809E2,2.1891167E3,8.249216E1,7.9896576E1,5.9708435E2,1.4848934E3,7.042234E2,7.86245E1,3.8676608E0,1.8057297E1,6.1839283E1,3.4719763E2,2.4988667E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.3434838E-2,-3.3800387E-1,2.1415712E-2,-1.8127334E-1,-5.483293E-1,-1.7719437E-1,1.3308783E-1,-4.8002154E-3,-9.152863E-5,5.1413634E-4,-6.1788373E-3,2.8143148E-5,-3.911374E-3,4.039726E-3,1.05573934E-4],"categories":[3,4,6,9,10,11,12,14,15,17,20,22,23,24,27,30,34,35,41,46,47,48,50,52,53,54,55,59,62,63,65,66,69,73,74,75,76,78,79,80,81,86,89,3,2,3,4,5,7,9,11,14,15,17,18,19,20,22,28,29,31,34,36,37,42,43,44,48,52,53,55,56,57,59,62,64,65,72,73,75,76,77,80,81,84,85,91,92,93,95,0,2,4,5,6,7,9,10,11,12,13,17,18,19,20,21,24,27,28,29,30,32,33,35,36,38,40,43,44,45,46,50,51,53,54,57,58,59,60,61,63,65,66,67,68,69,70,71,72,73,74,77,79,80,81,83,84,85,86,87,88,90,91,92,93,94,95,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,122,124,125,126,128],"categories_nodes":[1,4,5,6],"categories_segments":[0,43,44,90],"categories_sizes":[43,1,46,95],"default_left":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"id":247,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.2784824E1,2.0135574E1,5.1799625E1,1.8158928E1,1.09449005E1,3.2374184E1,4.9611755E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.68E1,NaN,3.36E1,4.18E1,NaN,NaN,NaN,-4.8002154E-3,-9.152863E-5,5.1413634E-4,-6.1788373E-3,2.8143148E-5,-3.911374E-3,4.039726E-3,1.05573934E-4],"split_indices":[15,0,12,12,4,0,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9462837E3,6.128431E2,2.3334407E3,3.5222986E2,2.6061322E2,8.396058E2,1.4938348E3,1.2809956E2,2.2413031E2,2.7110443E1,2.3350278E2,4.565E2,3.831058E2,4.6454425E2,1.0292906E3],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.2938167E-2,6.7593694E-2,-2.2924902E-1,6.492618E-1,2.3120875E-2,-3.8331714E-1,-4.5829367E-2,1.6780738E-2,3.2090573E-3,6.6567794E-3,-2.0399754E-4,-1.0456386E-3,-5.4620868E-3,2.7785518E-3,-2.9499002E-3],"categories":[1,2,4,5,6,7,8,10,11,15,16,17,18,19,20,21,0,2,4,6,7,8,9,11,12,13,14,15,16,17,18,20,21,22,23,24,27,28,29,31,32,33,34,36,37,38,39,40,42,43,44,46,47,49,50,51,52,53,54,55,56,57,58,59,60,61,62,64,65,66,67,69,70,71,72,73,75,77,79,80,83,84,85,86,87,88,89,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,4,5,6,7,8,9,10,11,0,2,3,6,9,10,12,15,17,18,19,20,22,24,25,26,28,30,31,32,33,36,37,39,40,42,43,44,45,46,48,49,50,52,54,56,59,60,63,64,65,66,67,68,69,71,72,73,74,76,77,79,80,83,86,87,88,89,90,92,93,94,95,4,5,7,8,9,10,11,12,14,15,17,18,21,23,24,27,28,29,30,33,34,35,36,37,38,41,43,45,46,51,53,54,56,61,65,67,68,69,70,76,77,78,81,82,83,84,85,86,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,122,124,125,126],"categories_nodes":[0,3,4,5,6],"categories_segments":[0,16,125,134,197],"categories_sizes":[16,109,9,63,82],"default_left":[1,0,0,0,1,1,0,0,0,0,0,0,0,0,0],"id":248,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.261171E1,4.5262375E1,3.3787666E1,4.1445713E1,4.551222E1,2.9457771E1,4.4217033E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,5.93043E0,2.91E1,NaN,NaN,NaN,NaN,1.6780738E-2,3.2090573E-3,6.6567794E-3,-2.0399754E-4,-1.0456386E-3,-5.4620868E-3,2.7785518E-3,-2.9499002E-3],"split_indices":[1,16,15,0,13,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,0,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9445552E3,1.7492959E3,1.1952592E3,1.2328109E2,1.6260148E3,6.490135E2,5.462457E2,2.8832369E1,9.444872E1,1.0223773E2,1.5237771E3,2.3998077E2,4.090327E2,2.3754105E2,3.0870465E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.244251E-2,1.2623703E-1,-1.6998492E-1,-5.124706E-1,1.9299856E-1,1.7736141E-1,-2.4917488E-1,3.913257E-3,-6.889742E-3,4.1310824E-3,3.4973223E-4,4.1285018E-3,-2.9673812E-3,-6.271391E-4,-3.9569614E-3],"categories":[1,8,9,10,11,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,24,25,26,27,28,29,30,31,32,33,34,36,37,38,39,40,42,43,44,45,46,48,51,52,53,54,55,56,57,59,60,61,62,63,64,66,67,68,69,70,71,73,74,75,76,77,78,79,80,81,82,84,86,87,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,2,3,4,5,6,7,9,10,11,17,19,20,21,22,23,24,25,27,29,30,31,32,34,35,36,37,40,41,42,43,47,51,52,53,54,57,58,61,65,66,69,70,72,73,74,75,77,79,81,82,83,85,87,91,92,93,94,95,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,125,126,128,0,2,5,6,7,13,16,23,27,29,32,33,34,36,38,41,42,44,54,60,61,65,68,69,70,71,75,80,82,83,84,89,91,93,95,96,5,9,10,11,12,15,17,18,19,20,21,24,28,36,37,39,40,43,44,45,46,48,49,50,51,52,53,54,55,59,60,61,62,63,64,65,67,68,69,71,72,73,74,76,78,80,83,85,86,88,90,91,92,93,95,96,120],"categories_nodes":[0,3,4,5,6],"categories_segments":[0,5,121,206,242],"categories_sizes":[5,116,85,36,57],"default_left":[1,0,0,0,0,1,1,0,0,0,0,0,0,0,0],"id":249,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.1840622E1,4.992682E1,4.8892376E1,1.7953999E1,3.6809673E1,3.6998035E1,3.9496895E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.61E1,7.5E0,NaN,NaN,NaN,NaN,3.913257E-3,-6.889742E-3,4.1310824E-3,3.4973223E-4,4.1285018E-3,-2.9673812E-3,-6.271391E-4,-3.9569614E-3],"split_indices":[13,12,16,0,0,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,0,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.94243E3,1.1675421E3,1.7748878E3,1.0985765E2,1.0576844E3,3.2929233E2,1.4455955E3,1.775012E1,9.210754E1,4.4133932E2,6.1634515E2,2.2009746E2,1.0919486E2,6.3672986E2,8.088656E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.195763E-2,6.724306E-2,-2.2671418E-1,-4.654017E-1,1.1467827E-1,-3.796059E-1,-4.5411456E-2,2.1431595E-3,-7.867431E-3,8.51599E-4,9.499279E-3,-1.0258609E-3,-5.4217856E-3,2.7436295E-3,-2.9237508E-3],"categories":[1,2,4,5,6,7,8,10,11,15,16,17,18,19,20,21,1,3,4,5,6,7,8,9,10,11,12,15,16,17,18,19,20,21,22,23,25,26,28,29,31,32,34,36,37,38,42,43,44,45,46,48,52,53,55,56,59,60,64,66,67,69,70,71,72,73,74,75,76,78,79,80,83,84,85,86,87,90,91,0,2,3,6,9,10,12,15,17,18,19,20,22,24,25,26,28,30,31,32,33,36,37,39,40,42,43,44,45,46,48,49,50,52,54,56,59,60,63,64,65,66,67,68,69,71,72,73,74,76,77,79,80,83,86,87,88,89,90,92,93,94,95,4,5,7,8,9,10,11,12,14,15,17,18,21,23,24,27,28,29,30,33,34,35,36,37,38,41,43,45,46,51,53,54,56,61,65,67,68,69,70,76,77,78,81,82,83,84,85,86,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,122,124,125,126],"categories_nodes":[0,3,5,6],"categories_segments":[0,16,79,142],"categories_sizes":[16,63,63,82],"default_left":[1,0,0,1,0,1,0,0,0,0,0,0,0,0,0],"id":250,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.1288208E1,4.4254757E1,3.305189E1,3.1458603E1,3.9544434E1,2.908554E1,4.3271774E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.57E1,2.91E1,NaN,1E0,NaN,NaN,2.1431595E-3,-7.867431E-3,8.51599E-4,9.499279E-3,-1.0258609E-3,-5.4217856E-3,2.7436295E-3,-2.9237508E-3],"split_indices":[1,12,15,0,8,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,0,1,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.940417E3,1.7484333E3,1.1919836E3,1.422551E2,1.6061783E3,6.460658E2,5.459179E2,4.577101E1,9.648409E1,1.5524166E3,5.376167E1,2.3953503E2,4.0653073E2,2.3784264E2,3.080753E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.1474765E-2,-3.323957E-1,2.1999747E-2,-1.7593035E-1,-5.4308575E-1,1.4609325E-1,-1.533202E-1,-4.7301906E-3,-6.1347266E-5,5.699748E-4,-6.130193E-3,3.2995187E-3,-3.6499745E-4,1.0291886E-4,-3.4799064E-3],"categories":[3,4,6,9,10,11,12,14,15,17,20,22,23,24,27,30,34,35,41,46,47,48,50,52,53,54,55,59,62,63,65,66,69,73,74,75,76,78,79,80,81,86,89,1,9,10,11,3,0,2,4,5,6,7,9,11,18,19,20,21,22,25,28,29,30,31,32,35,36,41,43,45,47,48,50,51,52,53,54,61,65,66,69,70,73,74,79,80,81,83,84,85,86,91,92,93,94,95,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,125,126,128,2,3,5,6,12,13,15,17,20,23,24,28,33,36,37,38,40,44,45,46,51,57,58,59,60,64,65,67,68,69,71,72,74,76,77,78,80,81,85,86,88,91,93,95],"categories_nodes":[1,2,4,5,6],"categories_segments":[0,43,47,48,124],"categories_sizes":[43,4,1,76,44],"default_left":[0,1,1,0,1,0,1,0,0,0,0,0,0,0,0],"id":251,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.0680748E1,1.9996895E1,5.0736515E1,1.771491E1,1.0915062E1,4.58515E1,3.0790127E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.68E1,NaN,NaN,4.18E1,NaN,NaN,NaN,-4.7301906E-3,-6.1347266E-5,5.699748E-4,-6.130193E-3,3.2995187E-3,-3.6499745E-4,1.0291886E-4,-3.4799064E-3],"split_indices":[15,0,13,12,4,0,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9385288E3,6.0849554E2,2.3300334E3,3.5023474E2,2.582608E2,1.3644362E3,9.6559717E2,1.2672326E2,2.2351147E2,2.6975485E1,2.3128531E2,6.794597E2,6.8497644E2,5.2516547E2,4.4043167E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.099663E-2,1.8507077E-1,-1.3768089E-1,5.007697E-1,-2.6015958E-2,1.4793915E-1,-2.3715095E-1,5.984886E-3,-8.581342E-4,1.1355707E-2,-7.275615E-4,3.6303892E-3,-2.9189056E-3,-6.43986E-4,-3.5735136E-3],"categories":[3,4,5,6,7,8,10,0,1,2,3,4,5,6,7,8,9,10,11,15,16,18,19,20,22,24,25,28,29,30,31,32,33,35,36,39,40,42,43,51,52,53,56,59,60,61,66,67,68,69,70,72,75,76,77,79,80,81,82,83,86,87,88,91,93,94,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,122,124,125,126,128,0,1,2,4,5,6,0,5,8,11,12,13,16,17,22,23,24,27,31,32,33,34,36,42,45,46,54,55,60,65,73,75,80,83,84,91,92,93,95,96,1,2,6,7,8,10,11,12,13,14,16,17,18,19,20,21],"categories_nodes":[0,1,4,5,6],"categories_segments":[0,7,96,102,136],"categories_sizes":[7,89,6,34,16],"default_left":[1,0,0,0,1,1,1,0,0,0,0,0,0,0,0],"id":252,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.0142685E1,5.2622383E1,6.1099323E1,1.8186966E1,2.5821047E1,5.2688557E1,3.3087578E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,NaN,6.7E0,1.8067928E1,NaN,NaN,NaN,5.984886E-3,-8.581342E-4,1.1355707E-2,-7.275615E-4,3.6303892E-3,-2.9189056E-3,-6.43986E-4,-3.5735136E-3],"split_indices":[14,0,11,16,3,0,1,0,0,0,0,0,0,0,0],"split_type":[1,1,0,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9368018E3,7.884579E2,2.1483438E3,3.1539075E2,4.7306714E2,5.547985E2,1.5935453E3,2.7033527E2,4.505548E1,1.7397957E1,4.556692E2,3.727022E2,1.8209633E2,6.54472E2,9.3907324E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.051984E-2,-3.2569736E-1,2.295089E-2,-7.028661E-2,-4.5653182E-1,-1.7287365E-1,1.3297145E-1,1.2764554E-3,-4.5874054E-3,-1.4279293E-3,-5.3798608E-3,6.2185206E-4,-3.3379896E-3,3.9678854E-3,8.1545935E-5],"categories":[0,1,3,4,6,9,10,11,12,14,15,16,17,18,20,22,23,24,27,30,31,34,35,37,41,42,43,45,46,47,48,49,50,51,52,53,54,55,58,62,63,64,65,66,68,69,70,71,72,73,74,75,76,77,78,79,80,81,83,85,86,87,89,90,91,93,5,6,7,8,9,10,1,2,3,4,5,6,7,8,9,11,14,15,17,18,19,20,22,24,26,28,29,31,34,36,37,42,43,44,46,48,49,50,52,53,55,56,57,59,60,62,64,65,68,70,72,73,74,75,76,77,80,81,84,85,89,91,92,93,95,0,2,4,5,6,7,9,10,11,12,13,17,18,19,20,21,24,27,28,29,30,32,33,35,36,38,40,44,45,46,50,51,53,54,57,58,59,60,61,63,65,66,67,68,69,70,71,72,73,74,77,79,80,81,83,84,85,86,87,88,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,122,124,125,126,128],"categories_nodes":[1,4,5,6],"categories_segments":[0,66,72,131],"categories_sizes":[66,6,59,95],"default_left":[0,0,0,1,1,1,0,0,0,0,0,0,0,0,0],"id":253,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.9362247E1,2.0643738E1,4.9965443E1,1.6263918E1,1.0374397E1,3.1580145E1,4.888856E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.69E1,NaN,3.36E1,2.4E1,NaN,NaN,NaN,1.2764554E-3,-4.5874054E-3,-1.4279293E-3,-5.3798608E-3,6.2185206E-4,-3.3379896E-3,3.9678854E-3,8.1545935E-5],"split_indices":[15,0,12,28,13,0,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.934813E3,6.177304E2,2.3170825E3,2.0976714E2,4.0796326E2,8.333103E2,1.4837722E3,1.394059E2,7.036124E1,8.465379E1,3.2330948E2,3.3890106E2,4.944092E2,4.7584064E2,1.00793164E3],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.0049085E-2,6.718457E-2,-2.225661E-1,6.342016E-1,2.3632513E-2,-3.7365863E-1,-4.4533197E-2,1.5283674E-2,2.693964E-3,6.5353704E-3,-1.9074764E-4,-1.011345E-3,-5.383297E-3,2.7098125E-3,-2.8908302E-3],"categories":[1,2,4,5,6,7,8,10,11,15,16,17,18,19,20,21,0,2,4,6,7,8,9,11,12,13,14,15,16,18,20,21,22,23,24,27,28,29,31,32,33,34,36,37,38,39,40,42,43,44,46,47,49,50,51,52,53,54,55,56,57,58,59,60,61,62,65,66,67,69,70,71,72,73,75,77,79,80,83,84,86,87,88,89,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,4,5,6,7,8,9,10,11,0,2,3,6,9,10,12,15,17,18,19,20,22,24,25,26,28,30,31,32,33,36,37,39,40,42,43,44,45,46,48,49,50,52,54,56,59,60,63,64,65,66,67,68,69,71,72,73,74,76,77,79,80,83,86,87,88,89,90,92,93,95,4,5,7,8,9,10,11,12,14,15,17,18,21,23,24,27,28,29,30,33,34,35,36,37,38,41,43,45,46,51,53,54,56,61,65,67,68,69,70,76,77,78,81,82,83,84,85,86,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,122,124,125,126],"categories_nodes":[0,3,4,5,6],"categories_segments":[0,16,122,131,193],"categories_sizes":[16,106,9,62,82],"default_left":[1,0,0,0,1,1,0,0,0,0,0,0,0,0,0],"id":254,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.9357414E1,4.3145313E1,3.192353E1,4.024176E1,4.370382E1,2.8763557E1,4.222525E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,5.93043E0,2.91E1,NaN,NaN,NaN,NaN,1.5283674E-2,2.693964E-3,6.5353704E-3,-1.9074764E-4,-1.011345E-3,-5.383297E-3,2.7098125E-3,-2.8908302E-3],"split_indices":[1,16,15,0,13,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,0,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9331436E3,1.7467518E3,1.1863917E3,1.236289E2,1.6231229E3,6.411572E2,5.4523456E2,3.4899055E1,8.872984E1,1.02151535E2,1.5209713E3,2.4210208E2,3.990551E2,2.380273E2,3.0720724E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.9579702E-2,-1.3496739E-1,1.8503967E-1,9.9896364E-2,-2.5269547E-1,4.51467E-1,-4.7161024E-2,2.7897288E-3,-2.0087135E-3,-8.7994686E-4,-3.91742E-3,1.5712542E-3,6.501324E-3,1.1072326E-2,-9.38123E-4],"categories":[0,1,3,4,5,6,9,10,11,13,14,18,19,20,22,24,25,27,28,29,30,35,36,39,42,43,45,46,47,51,53,57,58,60,61,66,68,69,70,72,74,75,77,79,80,81,82,83,87,89,91,92,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,122,124,125,126,128,5,6,7,9,11,12,15,17,22,23,28,29,31,34,36,38,43,51,53,54,55,61,63,65,70,73,74,76,79,80,84,85,89,91,92,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,2,4,5,6,7,10,11,12,15,17,18,19,20,21,24,26,32,36,37,39,40,42,44,45,48,50,52,53,54,59,63,64,65,67,68,69,71,72,73,74,76,77,78,79,81,84,85,86,88,90,91,93,94,95,96,0,1,2,4,5,6],"categories_nodes":[2,3,4,6],"categories_segments":[0,83,136,191],"categories_sizes":[83,53,55,6],"default_left":[0,0,0,1,1,0,1,0,0,0,0,0,0,0,0],"id":255,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.8765377E1,5.9481155E1,4.844854E1,3.8764862E1,3.2773872E1,2.1219505E1,2.2677753E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.9120001E2,1.0088112E1,NaN,NaN,NaN,3.51E1,NaN,2.7897288E-3,-2.0087135E-3,-8.7994686E-4,-3.91742E-3,1.5712542E-3,6.501324E-3,1.1072326E-2,-9.38123E-4],"split_indices":[26,16,0,0,0,12,3,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9310935E3,2.1492993E3,7.817941E2,7.1768744E2,1.4316119E3,3.636255E2,4.181686E2,4.498939E2,2.6779352E2,6.5609705E2,7.7551495E2,1.4725064E2,2.1637485E2,1.5359557E1,4.0280905E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.9114194E-2,-7.322862E-2,7.7702844E-1,8.317125E-1,-9.495057E-2,9.6780056E-1,8.88602E-2,1.4794241E-2,5.4896753E-3,6.4077005E-3,-1.1945171E-3,1.9691917E-3,1.1222348E-2,-5.8710133E-3,5.336905E-3],"categories":[0,2,4,5,6,0,0,1,2,3,4,5,6,7,8,9,11,12,13,14,15,16,17,18,19,20,21,22,23,25,27,28,29,30,32,33,34,35,36,37,40,41,42,43,44,45,46,47,48,49,51,52,53,54,55,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,83,85,86,88,89,1,3,4,5,6,7,8,9,10,11],"categories_nodes":[1,2,3,4],"categories_segments":[0,5,6,85],"categories_sizes":[5,1,79,10],"default_left":[0,1,1,0,1,0,0,0,0,0,0,0,0,0,0],"id":256,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.8431633E1,5.606198E1,1.0835419E1,1.1432785E1,5.022702E1,7.5211487E0,6.0736885E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,NaN,1.49E1,1.75E1,1.4794241E-2,5.4896753E-3,6.4077005E-3,-1.1945171E-3,1.9691917E-3,1.1222348E-2,-5.8710133E-3,5.336905E-3],"split_indices":[8,3,2,0,13,18,24,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.929171E3,2.8469812E3,8.218968E1,6.586212E1,2.7811191E3,6.403244E1,1.8157244E1,1.8727905E1,4.7134216E1,8.8821915E1,2.692297E3,1.1066663E1,5.296578E1,7.0794787E0,1.1077765E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.864783E-2,-9.260907E-2,4.0292653E-1,6.0589087E-1,-1.24283224E-1,9.2284673E-1,3.212147E-2,7.354574E-3,-4.0352927E-3,2.0647629E-3,-1.966813E-3,1.3301648E-3,1.0787055E-2,-5.81373E-4,1.1527727E-2],"categories":[1,4,5,6,7,8,9,10,11,0,3,5,7,9,12,15,16,18,19,20,21,22,23,24,25,28,29,31,32,33,34,35,36,38,39,43,44,45,48,51,53,54,56,57,59,60,61,63,64,65,66,69,70,71,75,77,78,79,83,84,85,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,49,59,68,72,76,82,83,125,126],"categories_nodes":[1,2,3],"categories_segments":[0,9,100],"categories_sizes":[9,91,9],"default_left":[0,1,0,1,0,0,1,0,0,0,0,0,0,0,0],"id":257,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.8161987E1,5.9125237E1,5.008343E1,1.546133E1,6.1200745E1,1.3173042E1,1.5518746E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,7.738863E0,1.52E1,5.3E1,7.354574E-3,-4.0352927E-3,2.0647629E-3,-1.966813E-3,1.3301648E-3,1.0787055E-2,-5.81373E-4,1.1527727E-2],"split_indices":[6,13,0,0,16,15,51,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.926934E3,2.6679966E3,2.5893738E2,1.1494837E2,2.5530483E3,1.0717474E2,1.5176263E2,1.0211284E2,1.2835533E1,4.581377E2,2.0949106E3,1.7968916E1,8.9205826E1,1.41328E2,1.0434627E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.8191268E-2,6.780071E-2,-2.1927032E-1,-4.5816115E-1,1.1426839E-1,4.783896E-2,-3.1833124E-1,2.1872753E-3,-7.813825E-3,8.5636147E-4,9.256352E-3,3.5702738E-3,-4.0133838E-3,-1.1477817E-3,-4.858576E-3],"categories":[1,2,4,5,6,7,8,10,11,15,16,17,18,19,20,21,1,2,3,8,9,10,11,1,3,4,5,6,7,8,9,10,11,12,15,16,17,18,19,20,21,22,23,25,26,28,29,31,32,34,36,37,38,42,43,44,45,46,48,52,53,55,56,59,60,64,66,67,69,70,71,72,73,74,75,76,78,79,80,83,84,85,86,87,90,91,0,1,4,5,6,10,15,17,19,20,22,24,27,29,30,31,32,34,35,36,40,42,43,44,46,51,56,65,66,69,74,77,79,81,82,83,84,85,89,92,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,124,125,2,3,5,7,9,10,12,13,14,15,16,18,20,21,24,25,28,29,30,31,33,36,37,38,40,41,42,45,46,50,51,53,54,59,60,61,63,64,65,67,68,69,73,74,76,78,80,83,86,90,91,92,93,95],"categories_nodes":[0,2,3,5,6],"categories_segments":[0,16,23,86,154],"categories_sizes":[16,7,63,68,54],"default_left":[1,0,1,1,0,0,1,0,0,0,0,0,0,0,0],"id":258,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.8071774E1,4.2684E1,3.1300926E1,3.1193985E1,3.7172638E1,4.4687744E1,2.9360466E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.57E1,NaN,NaN,1E0,NaN,NaN,2.1872753E-3,-7.813825E-3,8.5636147E-4,9.256352E-3,3.5702738E-3,-4.0133838E-3,-1.1477817E-3,-4.858576E-3],"split_indices":[1,12,13,0,8,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,1,1,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9246956E3,1.7433226E3,1.1813729E3,1.4079718E2,1.6025254E3,3.1973956E2,8.6163336E2,4.560813E1,9.518905E1,1.5489695E3,5.355589E1,1.8950212E2,1.3023746E2,3.8975113E2,4.7188223E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.7740452E-2,-3.221908E-1,2.3345262E-2,-1.6581382E-1,-5.338764E-1,-1.9899493E-1,1.174586E-1,-4.626251E-3,2.3675151E-5,7.00538E-4,-6.046643E-3,2.4993506E-3,-3.0057568E-3,1.8090991E-3,-3.5410929E-3],"categories":[3,4,6,9,10,11,12,14,15,17,20,22,23,24,27,30,34,35,41,46,47,48,50,52,53,54,55,59,62,63,65,66,69,73,74,75,76,78,79,80,81,86,89,3,1,2,3,4,5,6,7,8,9,10,11,14,15,16,17,18,19,20,22,23,24,25,26,27,28,29,31,32,33,34,36,37,39,42,43,44,45,46,48,49,50,51,52,53,54,55,56,57,59,60,62,64,65,66,68,69,70,71,72,73,74,75,76,77,78,80,81,82,84,85,86,87,88,89,91,92,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128],"categories_nodes":[1,4,5],"categories_segments":[0,43,44],"categories_sizes":[43,1,111],"default_left":[0,1,0,0,1,0,0,0,0,0,0,0,0,0,0],"id":259,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.705332E1,1.9826443E1,4.8640755E1,1.7345528E1,1.0950394E1,3.1602419E1,4.892733E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.68E1,NaN,3.24E1,4.18E1,NaN,NaN,1E0,-4.626251E-3,2.3675151E-5,7.00538E-4,-6.046643E-3,2.4993506E-3,-3.0057568E-3,1.8090991E-3,-3.5410929E-3],"split_indices":[15,0,12,12,4,0,7,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.9230017E3,6.006105E2,2.3223914E3,3.4645764E2,2.5415282E2,6.9034814E2,1.6320432E3,1.2467566E2,2.2178198E2,2.6665476E1,2.2748734E2,1.2711417E2,5.63234E2,1.4390321E3,1.930111E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.7298968E-2,6.7469016E-2,-2.169267E-1,-4.5342404E-1,1.13193385E-1,4.7611944E-2,-3.1531578E-1,2.063571E-3,-7.838723E-3,8.487923E-4,9.168165E-3,3.5305645E-3,-3.9802794E-3,-1.1290216E-3,-4.8234677E-3],"categories":[1,2,4,5,6,7,8,10,11,15,16,17,18,19,20,21,1,2,3,8,9,10,11,1,3,4,5,6,7,8,9,10,11,12,15,16,17,18,19,20,21,22,23,25,26,28,29,31,32,34,36,37,38,42,43,44,45,46,48,52,53,55,56,59,60,64,67,69,70,71,72,73,74,75,76,78,79,80,83,84,85,86,87,90,91,0,1,4,5,6,10,15,17,19,20,22,24,27,29,30,31,32,34,35,36,40,42,43,44,46,51,56,65,66,69,74,77,79,81,82,83,84,85,89,92,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,124,125,2,3,5,7,9,10,12,13,14,15,16,18,20,21,24,25,28,29,30,31,33,36,37,38,40,41,42,45,46,50,51,53,54,59,60,61,63,64,65,67,68,69,73,74,76,78,80,83,86,90,91,92,93,95],"categories_nodes":[0,2,3,5,6],"categories_segments":[0,16,23,85,153],"categories_sizes":[16,7,62,68,54],"default_left":[1,0,1,1,0,0,1,0,0,0,0,0,0,0,0],"id":260,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.6904106E1,4.158252E1,3.071481E1,3.0884178E1,3.6415176E1,4.378417E1,2.9017303E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.57E1,NaN,NaN,1E0,NaN,NaN,2.063571E-3,-7.838723E-3,8.487923E-4,9.168165E-3,3.5305645E-3,-3.9802794E-3,-1.1290216E-3,-4.8234677E-3],"split_indices":[1,12,13,0,8,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,1,1,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9212295E3,1.7427255E3,1.1785039E3,1.3991331E2,1.6028121E3,3.1963034E2,8.588736E2,4.6815624E1,9.3097694E1,1.5493301E3,5.3482117E1,1.897691E2,1.2986124E2,3.8906628E2,4.6980728E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.6856243E-2,-9.03992E-2,3.986174E-1,5.9886235E-1,-1.2168333E-1,9.4262385E-1,5.3146545E-2,7.2746756E-3,-4.0114517E-3,2.043824E-3,-1.9327131E-3,8.1618695E-4,1.1083451E-2,-4.769951E-4,1.224025E-2],"categories":[1,4,5,6,7,8,9,10,11,0,3,5,7,9,12,15,16,18,19,20,21,22,23,24,25,28,29,31,32,33,34,35,36,37,38,39,43,44,45,48,50,51,53,54,56,57,59,60,61,63,64,65,66,69,70,71,75,77,78,79,83,84,85,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,49,59,68,72,76,82,83,125,126],"categories_nodes":[1,2,3],"categories_segments":[0,9,102],"categories_sizes":[9,93,9],"default_left":[0,1,0,1,0,0,1,0,0,0,0,0,0,0,0],"id":261,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.6686775E1,5.745879E1,4.8858368E1,1.5173637E1,5.948332E1,1.4323143E1,1.8977058E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,7.738863E0,1.52E1,5.21E1,7.2746756E-3,-4.0114517E-3,2.043824E-3,-1.9327131E-3,8.1618695E-4,1.1083451E-2,-4.769951E-4,1.224025E-2],"split_indices":[6,13,0,0,16,15,51,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.919557E3,2.6603203E3,2.5923672E2,1.1471614E2,2.545604E3,1.0001557E2,1.5922116E2,1.01885735E2,1.2830406E1,4.579408E2,2.0876633E3,1.6384161E1,8.363141E1,1.4747833E2,1.1742832E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.6415295E-2,6.721408E-2,-2.1468535E-1,-4.4992805E-1,1.12404905E-1,-3.7930313E-1,-5.7535574E-2,1.5608269E-3,-8.07831E-3,8.445301E-4,9.066501E-3,-1.3021597E-3,-5.750241E-3,2.2815317E-3,-2.6514074E-3],"categories":[1,2,4,5,6,7,8,10,11,15,16,17,18,19,20,21,1,3,4,5,6,7,8,9,10,11,12,15,16,17,18,19,20,21,22,23,25,26,28,31,32,34,36,37,38,42,43,44,45,46,48,52,53,55,56,59,60,64,67,69,70,73,74,75,76,78,79,80,83,84,85,86,90,91,3,5,6,9,10,12,15,17,18,19,20,24,25,26,28,30,31,32,33,36,37,39,40,42,43,44,45,46,48,50,54,56,57,59,60,61,63,65,66,67,68,69,71,72,73,74,76,77,79,80,83,89,90,92,93,95,3,4,5,7,8,9,10,11,12,14,15,17,18,21,22,23,24,27,28,29,30,33,34,35,36,38,41,42,43,44,45,46,51,52,53,56,61,63,65,67,69,70,73,76,78,83,84,85,86,87,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,122,124,125,126],"categories_nodes":[0,3,5,6],"categories_segments":[0,16,74,130],"categories_sizes":[16,58,56,84],"default_left":[1,0,0,1,0,1,0,0,0,0,0,0,0,0,0],"id":262,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.581488E1,4.07795E1,3.0416119E1,3.0546457E1,3.5522743E1,2.7931046E1,3.583224E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.57E1,2.67E1,NaN,1E0,NaN,NaN,1.5608269E-3,-8.07831E-3,8.445301E-4,9.066501E-3,-1.3021597E-3,-5.750241E-3,2.2815317E-3,-2.6514074E-3],"split_indices":[1,12,15,0,8,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,0,1,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9173696E3,1.7417806E3,1.1755889E3,1.3925517E2,1.6025255E3,5.7346173E2,6.0212714E2,5.1915077E1,8.7340096E1,1.5491139E3,5.341166E1,2.530629E2,3.2039883E2,2.533665E2,3.4876062E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.5982912E-2,-8.9128226E-2,3.9394754E-1,5.931553E-1,-1.2011572E-1,8.7232625E-1,1.3720674E-2,7.2072707E-3,-3.974055E-3,2.0131494E-3,-1.9090308E-3,-2.7345556E-3,9.792283E-3,4.7504804E-3,-1.6230452E-3],"categories":[1,4,5,6,7,8,9,10,11,0,3,5,7,12,15,16,18,19,20,21,22,23,24,25,29,31,32,33,34,35,36,38,39,43,44,45,48,51,53,54,56,57,59,60,61,63,64,65,66,69,70,71,75,77,79,83,84,85,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,49,59,68,72,76,82,83,125,126,0,1,2,3,4,5,6,8,10,12,13,14,15,16,17,18,19,20,23,24],"categories_nodes":[1,2,3,6],"categories_segments":[0,9,97,106],"categories_sizes":[9,88,9,20],"default_left":[0,1,0,1,0,0,1,0,0,0,0,0,0,0,0],"id":263,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.53952E1,5.624489E1,4.7403454E1,1.4894119E1,5.7884865E1,1.4405579E1,1.1953771E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,7.738863E0,4E1,NaN,7.2072707E-3,-3.974055E-3,2.0131494E-3,-1.9090308E-3,-2.7345556E-3,9.792283E-3,4.7504804E-3,-1.6230452E-3],"split_indices":[6,13,0,0,16,52,1,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9156152E3,2.6559368E3,2.5967838E2,1.145969E2,2.5413398E3,1.1442343E2,1.4525494E2,1.0176346E2,1.2833445E1,4.5832724E2,2.0830127E3,9.631759E0,1.0479167E2,3.9647614E1,1.0560733E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.5554046E-2,-3.1610563E-1,2.4131339E-2,-1.6261633E-1,-5.324642E-1,-1.6669722E-1,1.3069704E-1,-4.5723356E-3,3.397645E-5,1.0957945E-3,-6.0750567E-3,6.126155E-4,-3.3116878E-3,4.29195E-3,2.722609E-4],"categories":[3,4,6,9,10,11,12,14,15,17,20,22,23,24,27,30,34,35,41,46,47,48,50,52,53,54,55,59,62,63,66,69,73,74,75,76,78,79,80,81,86,89,3,1,2,3,4,5,6,7,8,9,11,14,15,17,18,19,20,22,24,26,28,29,31,34,36,37,42,43,44,46,48,49,50,52,53,55,56,57,59,62,64,65,68,70,72,73,74,75,76,77,80,81,84,85,89,91,92,93,95,0,2,4,5,6,7,9,10,11,12,13,17,18,19,20,21,24,27,28,29,30,31,32,33,35,36,38,39,40,43,44,45,46,50,51,52,53,54,57,58,59,60,61,63,65,66,67,68,69,70,71,72,73,74,76,77,79,80,81,82,83,84,85,86,87,88,90,91,92,93,94,95,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,122,124,125,126,128],"categories_nodes":[1,4,5,6],"categories_segments":[0,42,43,101],"categories_sizes":[42,1,58,101],"default_left":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"id":264,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.4955456E1,1.9738846E1,4.7169674E1,1.7153404E1,1.1982285E1,3.1185001E1,4.5954193E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.68E1,NaN,3.36E1,4.18E1,NaN,NaN,NaN,-4.5723356E-3,3.397645E-5,1.0957945E-3,-6.0750567E-3,6.126155E-4,-3.3116878E-3,4.29195E-3,2.722609E-4],"split_indices":[15,0,12,12,4,0,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9134644E3,5.959948E2,2.3174695E3,3.4967773E2,2.463171E2,8.302199E2,1.4872496E3,1.25393524E2,2.2428421E2,2.572841E1,2.2058867E2,3.4821667E2,4.8200323E2,3.820231E2,1.1052266E3],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.5127764E-2,6.573979E-2,-2.1455029E-1,6.112091E-1,2.365601E-2,4.5847047E-2,-3.1449178E-1,1.4261925E-2,2.3958597E-3,6.113842E-3,-1.6228117E-4,3.5852406E-3,-3.7498155E-3,-1.3266999E-3,-5.130793E-3],"categories":[1,2,4,7,8,10,11,16,17,18,19,20,21,1,2,8,9,10,11,0,2,4,6,7,8,9,11,12,13,14,15,16,18,20,21,22,23,24,27,28,29,31,32,33,34,36,37,38,39,40,42,43,44,46,47,49,50,51,52,53,54,55,56,57,58,59,60,61,62,65,67,69,70,71,72,73,75,79,80,83,84,86,87,88,89,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,4,5,6,7,8,9,10,11,0,1,4,5,6,10,15,17,19,20,22,23,24,27,29,32,34,35,36,40,42,43,44,51,56,58,65,66,69,71,74,76,77,79,81,82,83,84,85,87,89,92,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,124,125,3,5,7,9,10,12,13,15,18,20,21,24,25,28,29,30,31,33,36,37,38,40,41,45,46,50,53,54,59,60,63,64,65,67,68,69,73,74,76,78,80,83,86,90,91,93,94,95],"categories_nodes":[0,2,3,4,5,6],"categories_segments":[0,13,19,123,132,198],"categories_sizes":[13,6,104,9,66,48],"default_left":[1,0,1,0,1,0,1,0,0,0,0,0,0,0,0],"id":265,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.472905E1,4.0421486E1,3.0005894E1,3.7858276E1,3.8368153E1,4.2307564E1,3.0006897E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,5.93043E0,NaN,NaN,NaN,NaN,NaN,1.4261925E-2,2.3958597E-3,6.113842E-3,-1.6228117E-4,3.5852406E-3,-3.7498155E-3,-1.3266999E-3,-5.130793E-3],"split_indices":[1,16,13,0,13,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9119321E3,1.7604996E3,1.1514325E3,1.25128006E2,1.6353716E3,3.1950482E2,8.319277E2,3.8299038E1,8.682897E1,1.0301562E2,1.532356E3,1.8339201E2,1.3611281E2,4.3516733E2,3.9676038E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.470123E-2,-8.744473E-2,3.894848E-1,5.8312964E-1,-1.17912374E-1,9.243693E-1,5.8401287E-2,7.096851E-3,-3.9733504E-3,1.9867225E-3,-1.8788411E-3,-9.8483484E-5,1.103492E-2,-3.833074E-4,1.1723392E-2],"categories":[1,4,5,6,7,8,9,10,11,0,3,5,7,9,12,15,16,18,19,20,21,22,23,24,25,28,29,31,32,33,34,35,36,37,38,39,43,44,45,48,50,51,53,54,55,56,57,59,60,61,63,64,65,66,69,70,71,75,77,78,79,83,84,85,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,49,59,68,72,76,82,83,125,126],"categories_nodes":[1,2,3],"categories_segments":[0,9,103],"categories_sizes":[9,94,9],"default_left":[0,1,0,1,0,0,1,0,0,0,0,0,0,0,0],"id":266,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.4060226E1,5.4231358E1,4.6181633E1,1.4599079E1,5.6228924E1,1.6703331E1,1.7536709E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,7.738863E0,1.52E1,5.21E1,7.096851E-3,-3.9733504E-3,1.9867225E-3,-1.8788411E-3,-9.8483484E-5,1.103492E-2,-3.833074E-4,1.1723392E-2],"split_indices":[6,13,0,0,16,15,51,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.9101074E3,2.6500242E3,2.6008334E2,1.14383064E2,2.535641E3,9.875195E1,1.613314E2,1.015513E2,1.2831762E1,4.5865106E2,2.07699E3,1.604001E1,8.271194E1,1.4932953E2,1.2001873E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.427977E-2,6.712434E-2,-2.0990123E-1,-4.4408002E-1,1.11489326E-1,4.9480956E-2,-3.0691332E-1,2.0796533E-3,-7.7617466E-3,8.410684E-4,8.906822E-3,3.4545888E-3,-4.010763E-3,-1.0680589E-3,-4.7308686E-3],"categories":[1,2,4,5,6,7,8,10,11,15,16,17,18,19,20,21,1,2,3,8,9,10,11,1,3,4,5,6,7,8,9,10,11,12,15,16,17,18,19,20,21,22,23,25,26,28,29,31,32,34,36,37,38,42,43,44,45,46,48,52,53,55,56,59,60,64,67,69,70,71,72,73,74,75,76,78,79,80,83,84,85,86,87,90,91,0,1,4,5,6,10,15,17,19,20,22,24,27,29,31,32,34,35,36,40,42,43,44,46,51,56,65,66,69,74,77,79,81,82,83,84,85,89,92,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,124,125,2,3,5,7,9,10,12,13,14,15,16,18,20,21,24,25,28,29,30,31,33,36,37,38,40,41,42,45,46,50,51,53,54,59,60,61,63,64,65,67,68,69,73,74,76,78,80,83,86,90,91,92,93,95],"categories_nodes":[0,2,3,5,6],"categories_segments":[0,16,23,85,148],"categories_sizes":[16,7,62,63,54],"default_left":[1,0,1,1,0,1,1,0,0,0,0,0,0,0,0],"id":267,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.368749E1,3.950997E1,2.9457943E1,3.0291183E1,3.4100838E1,4.2726795E1,2.827108E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.57E1,NaN,NaN,1E0,NaN,NaN,2.0796533E-3,-7.7617466E-3,8.410684E-4,8.906822E-3,3.4545888E-3,-4.010763E-3,-1.0680589E-3,-4.7308686E-3],"split_indices":[1,12,13,0,8,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,1,1,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9079836E3,1.7389117E3,1.169072E3,1.3814131E2,1.6007704E3,3.183599E2,8.507121E2,4.674144E1,9.139988E1,1.5474961E3,5.3274334E1,1.9228088E2,1.2607899E2,3.8669446E2,4.6401764E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.3864496E-2,-3.1140432E-1,2.4748364E-2,-1.583557E-1,-5.278618E-1,-1.63935E-1,1.2991336E-1,-4.514695E-3,5.72009E-5,1.1329342E-3,-6.0320473E-3,1.5274691E-4,-3.7122695E-3,1.9315956E-3,-3.5417087E-3],"categories":[3,4,6,9,10,11,12,14,15,17,20,22,23,24,27,30,34,35,41,46,47,48,50,52,53,54,55,59,62,63,66,69,73,74,75,76,78,79,80,81,86,89,3,2,3,4,5,7,9,11,14,15,17,18,19,20,22,28,29,31,34,36,37,42,43,44,48,49,52,53,55,56,57,59,62,64,65,72,73,75,76,77,80,81,84,85,91,92,93,95],"categories_nodes":[1,4,5],"categories_segments":[0,42,43],"categories_sizes":[42,1,47],"default_left":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"id":268,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.3377586E1,1.9578388E1,4.5955143E1,1.679208E1,1.1922775E1,3.0798637E1,4.5594116E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.68E1,NaN,3.36E1,4.18E1,NaN,NaN,1E0,-4.514695E-3,5.72009E-5,1.1329342E-3,-6.0320473E-3,1.5274691E-4,-3.7122695E-3,1.9315956E-3,-3.5417087E-3],"split_indices":[15,0,12,12,4,0,7,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.9063833E3,5.9250604E2,2.3138772E3,3.4810568E2,2.4440033E2,8.279104E2,1.4859668E3,1.2429924E2,2.2380644E2,2.5646801E1,2.1875352E2,4.4452896E2,3.8338144E2,1.3147891E3,1.7117783E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.345851E-2,-1.2514055E-1,1.7948446E-1,9.800568E-2,-2.384803E-1,3.974122E-1,-9.674045E-2,2.775496E-3,-1.9400155E-3,-7.436819E-4,-3.7774139E-3,1.2424046E-3,5.936029E-3,9.688875E-3,-1.4390597E-3],"categories":[0,1,3,4,5,6,9,10,11,13,18,19,20,22,24,25,27,28,29,30,35,36,39,43,45,47,51,53,57,60,61,66,68,69,70,72,75,77,80,82,83,87,89,91,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,124,125,126,128,5,6,7,9,11,12,15,17,22,23,28,29,31,34,36,38,43,51,53,54,55,61,63,65,67,70,73,74,76,79,80,84,85,89,91,92,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,2,4,5,6,7,10,11,12,15,17,18,19,20,21,24,26,32,36,37,39,40,42,44,45,48,50,52,53,54,59,63,64,65,67,68,69,71,72,73,74,76,77,78,79,81,84,85,86,88,90,91,93,94,95,96,0,2,4,5,6],"categories_nodes":[2,3,4,6],"categories_segments":[0,74,128,183],"categories_sizes":[74,54,55,5],"default_left":[0,0,0,1,1,0,1,0,0,0,0,0,0,0,0],"id":269,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.2937042E1,5.382251E1,4.6965176E1,3.765598E1,3.2218674E1,2.3290718E1,1.7459171E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.9120001E2,1.0088112E1,NaN,NaN,NaN,3.55E1,NaN,2.775496E-3,-1.9400155E-3,-7.436819E-4,-3.7774139E-3,1.2424046E-3,5.936029E-3,9.688875E-3,-1.4390597E-3],"split_indices":[26,16,0,0,0,12,3,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.904728E3,2.1261763E3,7.7855176E2,7.1621295E2,1.4099634E3,4.3495505E2,3.4359668E2,4.4354428E2,2.7266867E2,6.479369E2,7.6202655E2,1.824913E2,2.5246375E2,1.3734982E1,3.298617E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.3049056E-2,-8.533628E-2,3.8467443E-1,5.746785E-1,-1.1533944E-1,8.396083E-1,6.5813777E-3,7.001741E-3,-3.9508706E-3,1.9555446E-3,-1.8433357E-3,-2.8645985E-3,9.435379E-3,4.743001E-3,-1.7224851E-3],"categories":[1,4,5,6,7,8,9,10,11,0,3,5,7,12,15,16,18,19,20,21,22,23,24,25,29,31,32,33,35,36,38,39,43,44,45,48,51,53,54,56,57,59,60,61,63,64,65,66,69,70,71,75,77,79,83,84,85,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,49,59,68,72,76,82,83,125,126,0,1,2,3,4,5,6,8,10,12,13,14,15,16,17,18,19,20,23,24],"categories_nodes":[1,2,3,6],"categories_segments":[0,9,96,105],"categories_sizes":[9,87,9,20],"default_left":[0,1,0,1,0,0,1,0,0,0,0,0,0,0,0],"id":270,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.2557163E1,5.2414124E1,4.496608E1,1.4285759E1,5.4290916E1,1.4157196E1,1.2108782E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,7.738863E0,4E1,NaN,7.001741E-3,-3.9508706E-3,1.9555446E-3,-1.8433357E-3,-2.8645985E-3,9.435379E-3,4.743001E-3,-1.7224851E-3],"split_indices":[6,13,0,0,16,52,1,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9029443E3,2.6424927E3,2.6045166E2,1.1411074E2,2.5283818E3,1.1765939E2,1.4279227E2,1.0128201E2,1.2828726E1,4.5886404E2,2.0695178E3,9.793316E0,1.0786608E2,3.903814E1,1.0375413E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.26463E-2,6.588586E-2,-2.0919277E-1,5.950833E-1,2.4832018E-2,4.990799E-2,-3.0548605E-1,1.4234373E-2,2.4063522E-3,5.916939E-3,-1.369214E-4,3.4436376E-3,-4.0135277E-3,-1.2710147E-3,-4.970853E-3],"categories":[1,2,4,7,8,10,11,16,17,18,19,20,21,1,2,3,8,9,10,11,0,2,4,6,7,8,9,11,12,13,14,15,16,18,20,21,22,23,24,27,28,29,31,32,33,34,36,37,38,39,40,42,43,44,46,47,49,50,51,52,53,54,55,56,57,58,59,60,61,62,65,66,67,69,70,71,72,73,75,79,80,83,84,86,87,88,89,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,4,5,6,7,8,9,10,11,0,1,4,5,6,10,15,17,19,20,22,24,27,29,32,34,35,36,40,42,43,44,51,56,65,66,69,74,76,77,79,81,82,83,84,85,87,89,92,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,124,125,3,5,7,9,10,12,13,15,18,20,21,24,25,28,29,30,31,33,36,37,38,40,41,45,46,50,53,54,59,60,63,64,65,67,68,69,73,74,76,78,80,83,86,90,91,92,93,95],"categories_nodes":[0,2,3,4,5,6],"categories_segments":[0,13,20,125,134,196],"categories_sizes":[13,7,105,9,62,48],"default_left":[1,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"id":271,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.2467167E1,3.817241E1,2.8586987E1,3.6798397E1,3.565205E1,4.148169E1,2.8476875E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,5.93043E0,NaN,NaN,NaN,NaN,NaN,1.4234373E-2,2.4063522E-3,5.916939E-3,-1.369214E-4,3.4436376E-3,-4.0135277E-3,-1.2710147E-3,-4.970853E-3],"split_indices":[1,16,13,0,13,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.900881E3,1.7567056E3,1.1441754E3,1.25498146E2,1.6312074E3,3.1014252E2,8.3403296E2,3.6704014E1,8.879413E1,1.0288925E2,1.5283182E3,1.878221E2,1.2232042E2,4.3277237E2,4.0126056E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.224198E-2,-3.0663234E-1,2.5264502E-2,-1.5395153E-1,-5.232628E-1,7.164999E-2,-3.9251232E-1,-4.4614146E-3,8.734374E-5,1.1789494E-3,-5.989608E-3,-1.6329195E-3,1.7721712E-3,-5.6891504E-4,-7.1018073E-3],"categories":[3,4,6,9,10,11,12,14,15,17,20,22,23,24,27,30,34,35,41,46,47,48,50,52,53,54,55,59,62,63,66,69,73,74,75,76,78,79,80,81,86,89,3,1,3,5,6,7,8,9,11,12,13,14,15,16,19,20,21,22,23,26,30,31,32,33,35,36,37,39,40,43,46,52,55,57,58,59,61,63,65,66,67,70,74,75,76,77,82,83,85,87,89,90,91,92,93],"categories_nodes":[1,4,6],"categories_segments":[0,42,43],"categories_sizes":[42,1,54],"default_left":[0,1,0,0,1,0,1,0,0,0,0,0,0,0,0],"id":272,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.1769596E1,1.9432312E1,4.481608E1,1.6520992E1,1.1887833E1,5.164384E1,2.4600704E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.68E1,NaN,1E0,4.18E1,NaN,3.24E1,NaN,-4.4614146E-3,8.734374E-5,1.1789494E-3,-5.989608E-3,-1.6329195E-3,1.7721712E-3,-5.6891504E-4,-7.1018073E-3],"split_indices":[15,0,7,12,4,12,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.899138E3,5.889525E2,2.3101855E3,3.4647095E2,2.4248155E2,2.0800657E3,2.3011984E2,1.23291855E2,2.2317911E2,2.5546518E1,2.1693503E2,6.4470776E2,1.4353579E3,1.1247143E2,1.17648415E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.1851986E-2,6.552423E-2,-2.0694412E-1,5.8801794E-1,2.4907764E-2,4.9537923E-2,-3.0253673E-1,1.3772055E-2,2.2605662E-3,5.853423E-3,-1.318461E-4,3.4055798E-3,-3.9825016E-3,-9.682143E-4,-4.671442E-3],"categories":[1,2,4,7,8,10,11,16,17,18,19,20,21,1,2,3,8,9,10,11,0,2,4,6,7,8,9,11,12,13,14,15,16,18,20,21,22,23,24,27,28,29,31,32,33,34,36,37,38,39,40,42,43,44,46,47,49,50,51,52,53,54,55,56,57,58,59,60,61,62,65,67,69,70,71,72,73,75,79,80,83,84,86,87,88,89,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,4,5,6,7,8,9,10,11,0,1,4,5,6,10,15,17,19,20,22,24,27,29,32,34,35,36,40,42,43,44,51,56,65,66,69,74,76,77,79,81,82,83,84,85,87,89,92,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,124,125,2,3,5,7,9,10,12,13,14,15,16,18,20,21,24,25,28,29,30,31,33,36,37,38,40,41,42,45,46,50,51,53,54,59,60,61,63,64,65,67,68,69,72,73,74,76,78,80,83,86,90,91,92,93,95],"categories_nodes":[0,2,3,4,5,6],"categories_segments":[0,13,20,124,133,195],"categories_sizes":[13,7,104,9,62,55],"default_left":[1,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"id":273,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.139506E1,3.727202E1,2.802652E1,3.5877117E1,3.4833355E1,4.0671734E1,2.8142982E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,5.93043E0,NaN,NaN,NaN,NaN,NaN,1.3772055E-2,2.2605662E-3,5.853423E-3,-1.318461E-4,3.4055798E-3,-3.9825016E-3,-9.682143E-4,-4.671442E-3],"split_indices":[1,16,13,0,13,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.8974934E3,1.7559945E3,1.1414988E3,1.2568569E2,1.6303088E3,3.1006177E2,8.31437E2,3.863802E1,8.704767E1,1.0284431E2,1.5274646E3,1.880721E2,1.2198968E2,3.7027747E2,4.6115955E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.1454863E-2,-8.3282836E-2,3.797722E-1,5.6100816E-1,-1.1258302E-1,7.9700744E-1,-2.1401796E-2,6.8557933E-3,-3.988243E-3,1.9298597E-3,-1.8064824E-3,7.2746695E-4,9.395514E-3,-6.98644E-4,1.9935466E-2],"categories":[1,4,5,6,7,8,9,10,11,0,3,5,7,12,15,16,18,19,20,21,22,23,24,25,29,31,32,33,35,36,38,39,44,45,48,51,53,54,57,59,60,61,63,64,65,66,69,70,71,75,79,83,84,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,49,59,68,72,76,82,83,125,126],"categories_nodes":[1,2,3],"categories_segments":[0,9,92],"categories_sizes":[9,83,9],"default_left":[0,1,0,1,0,0,1,0,0,0,0,0,0,0,0],"id":274,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.107001E1,4.9823692E1,4.384592E1,1.4002846E1,5.2491013E1,1.3185463E1,1.3269872E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,7.738863E0,1.52E1,4.26E1,6.8557933E-3,-3.988243E-3,1.9298597E-3,-1.8064824E-3,7.2746695E-4,9.395514E-3,-6.98644E-4,1.9935466E-2],"split_indices":[6,13,0,0,16,15,25,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.8957688E3,2.6349224E3,2.6084628E2,1.13825714E2,2.5210967E3,1.2737994E2,1.3346635E2,1.0100285E2,1.2822858E1,4.5893582E2,2.062161E3,2.1195698E1,1.06184235E2,1.3127434E2,2.1920228E0],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.105973E-2,-6.366263E-2,7.303644E-1,8.206109E-1,-8.520618E-2,9.1995645E-1,5.7834346E-2,1.4575686E-2,5.413292E-3,-3.2035115E-3,-1.7967448E-4,5.7081482E-3,1.2818009E-2,-6.042618E-3,4.9619162E-3],"categories":[0,2,4,5,6,0,0,1,2,3,4,5,6,7,8,9,11,12,13,14,15,16,17,18,19,20,21,22,23,25,27,28,29,30,32,33,34,35,36,37,40,41,42,43,44,45,46,47,48,49,51,52,53,54,55,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,83,85,86,88,89],"categories_nodes":[1,2,3],"categories_segments":[0,5,6],"categories_sizes":[5,1,79],"default_left":[0,1,1,0,0,0,0,0,0,0,0,0,0,0,0],"id":275,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.052034E1,5.366348E1,1.0463795E1,1.11302185E1,4.3430603E1,7.3886642E0,5.8740807E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,1.72E1,1.93E1,1.75E1,1.4575686E-2,5.413292E-3,-3.2035115E-3,-1.7967448E-4,5.7081482E-3,1.2818009E-2,-6.042618E-3,4.9619162E-3],"split_indices":[8,3,2,0,15,20,24,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.8937354E3,2.8122532E3,8.14822E1,6.6003204E1,2.74625E3,6.327619E1,1.8206013E1,1.8832632E1,4.717057E1,6.098253E2,2.1364246E3,3.351514E1,2.9761047E1,7.1014667E0,1.1104546E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.0663037E-2,6.720657E-2,-2.0201167E-1,-4.3505046E-1,1.1035486E-1,-3.621729E-1,-5.1329594E-2,4.024248E-3,-6.923214E-3,2.8838452E-3,-8.0656326E-5,-1.2328752E-3,-5.6844777E-3,2.3007873E-3,-2.5458862E-3],"categories":[1,2,4,5,6,7,8,10,11,15,16,17,18,19,20,21,0,1,2,3,4,5,6,7,8,9,10,11,12,14,15,16,17,18,19,20,21,22,23,24,25,26,28,29,30,31,32,34,36,37,38,39,42,43,44,45,46,48,50,52,53,54,55,56,59,60,63,64,66,67,69,70,71,72,73,74,75,76,77,78,79,80,83,84,85,86,87,90,91,93,0,2,4,6,7,8,9,11,13,17,19,20,21,22,27,28,29,32,35,36,40,47,50,51,52,53,54,55,57,58,59,60,61,64,65,66,68,69,70,71,72,73,74,75,77,79,80,81,82,85,86,87,88,91,92,93,94,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,122,123,124,125,126,127,128,3,5,6,9,10,12,15,17,18,19,20,24,25,26,28,30,31,32,33,36,37,39,40,42,43,44,45,46,48,50,54,56,59,60,61,63,65,66,67,68,69,71,72,73,74,76,77,79,80,83,89,90,93,95,3,4,5,7,8,9,10,11,12,14,15,16,17,18,21,22,23,24,27,28,29,30,33,34,35,36,38,41,42,43,44,45,46,51,52,53,56,61,63,65,67,69,70,73,76,78,83,84,85,86,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,122,124,125,126],"categories_nodes":[0,3,4,5,6],"categories_segments":[0,16,90,178,232],"categories_sizes":[16,74,88,54,84],"default_left":[1,0,0,0,0,1,0,0,0,0,0,0,0,0,0],"id":276,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.0365047E1,3.7639214E1,2.7961876E1,2.9888952E1,3.3695297E1,2.761618E1,3.429472E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.57E1,2.67E1,NaN,NaN,NaN,NaN,4.024248E-3,-6.923214E-3,2.8838452E-3,-8.0656326E-5,-1.2328752E-3,-5.6844777E-3,2.3007873E-3,-2.5458862E-3],"split_indices":[1,12,15,0,0,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,0,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.891996E3,1.7335889E3,1.1584071E3,1.3642975E2,1.5971592E3,5.608604E2,5.975467E2,3.1929096E1,1.0450065E2,6.374306E2,9.597285E2,2.6062744E2,3.0023297E2,2.5054286E2,3.4700388E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.028018E-2,-8.170049E-2,3.7545815E-1,5.554722E-1,-1.10707104E-1,9.262179E-1,7.822312E-2,6.7902617E-3,-3.95204E-3,1.8981653E-3,-1.7787903E-3,1.9494946E-4,1.11138355E-2,-5.8280793E-4,8.809894E-3],"categories":[1,4,5,6,7,8,9,10,11,0,3,5,7,9,12,15,16,18,19,20,21,22,23,24,25,28,29,31,32,33,34,35,36,37,38,39,43,44,45,48,50,51,53,54,55,56,57,59,60,61,63,64,65,66,69,70,71,74,75,76,77,78,79,80,83,84,85,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,49,59,68,72,76,82,83,125,126],"categories_nodes":[1,2,3],"categories_segments":[0,9,106],"categories_sizes":[9,97,9],"default_left":[0,1,0,1,0,0,1,0,0,0,0,0,0,0,0],"id":277,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.9825695E1,4.867932E1,4.2847305E1,1.3741409E1,5.0840073E1,1.5391823E1,1.8830465E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,7.738863E0,1.52E1,4.74E1,6.7902617E-3,-3.95204E-3,1.8981653E-3,-1.7787903E-3,1.9494946E-4,1.11138355E-2,-5.8280793E-4,8.809894E-3],"split_indices":[6,13,0,0,16,15,51,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.890695E3,2.6295178E3,2.611773E2,1.1370355E2,2.5158142E3,9.080487E1,1.7037242E2,1.0087867E2,1.282488E1,4.5926434E2,2.05655E3,1.5586394E1,7.5218475E1,1.4640486E2,2.396756E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.9898764E-2,6.534699E-2,-2.0234522E-1,-4.224628E-1,1.0736243E-1,5.1346064E-2,-2.9719532E-1,8.95733E-4,-8.4024025E-3,8.1074116E-4,8.636614E-3,3.39164E-3,-3.93428E-3,-1.2468824E-3,-4.924791E-3],"categories":[1,2,4,7,8,10,11,16,17,18,19,20,21,1,2,3,8,9,10,11,1,4,5,6,7,8,9,10,12,15,16,18,19,20,21,22,23,25,26,28,31,32,34,37,38,42,43,44,45,48,52,53,55,56,59,64,67,69,70,73,74,75,76,78,80,83,84,85,86,90,91,0,1,4,5,6,10,15,17,19,20,22,24,27,29,32,34,35,36,40,42,43,44,51,56,65,66,69,74,76,77,79,81,82,83,84,85,87,89,92,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,124,125,3,5,7,9,10,12,13,15,18,20,21,24,25,28,29,30,33,36,37,38,40,41,45,46,50,53,54,59,60,63,64,65,67,68,69,73,74,76,78,80,83,86,90,91,92,93,95],"categories_nodes":[0,2,3,5,6],"categories_segments":[0,13,20,71,133],"categories_sizes":[13,7,51,62,47],"default_left":[1,0,1,1,0,1,1,0,0,0,0,0,0,0,0],"id":278,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.941801E1,3.600167E1,2.7359116E1,2.987893E1,3.20595E1,3.9830017E1,2.780738E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.57E1,NaN,NaN,1E0,NaN,NaN,8.95733E-4,-8.4024025E-3,8.1074116E-4,8.636614E-3,3.39164E-3,-3.93428E-3,-1.2468824E-3,-4.924791E-3],"split_indices":[1,12,13,0,8,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,1,1,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.8887097E3,1.7533485E3,1.1353612E3,1.3832343E2,1.615025E3,3.0909567E2,8.262655E2,6.250351E1,7.5819916E1,1.5618439E3,5.3181156E1,1.878035E2,1.2129217E2,4.395874E2,3.8667813E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.952423E-2,-2.9797113E-1,2.5923934E-2,-1.4501716E-1,-5.1575506E-1,7.175676E-2,-3.8816044E-1,-4.3621305E-3,1.5683488E-4,1.2829396E-3,-5.9217266E-3,-1.555914E-3,1.7718271E-3,-1.0019846E-3,-7.582933E-3],"categories":[3,4,6,9,10,11,12,14,15,17,20,22,23,24,27,30,34,35,41,46,47,48,50,52,53,54,55,59,62,63,66,69,73,74,75,76,78,79,80,81,86,89,3,1,3,5,6,7,8,9,11,13,15,16,19,20,21,22,23,26,30,31,32,36,37,39,40,46,57,58,59,61,63,65,66,67,70,74,75,76,77,82,83,85,87,89,90,91,92,93],"categories_nodes":[1,4,6],"categories_segments":[0,42,43],"categories_sizes":[42,1,47],"default_left":[0,1,0,0,1,0,1,0,0,0,0,0,0,0,0],"id":279,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.88616E1,1.9368484E1,4.378369E1,1.6117123E1,1.1908646E1,4.9800735E1,2.4429043E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.68E1,NaN,1E0,4.18E1,NaN,3.26E1,NaN,-4.3621305E-3,1.5683488E-4,1.2829396E-3,-5.9217266E-3,-1.555914E-3,1.7718271E-3,-1.0019846E-3,-7.582933E-3],"split_indices":[15,0,7,12,4,12,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.8872197E3,5.826909E2,2.3045288E3,3.4327087E2,2.3942003E2,2.0756165E3,2.2891237E2,1.2146219E2,2.2180869E2,2.5322523E1,2.140975E2,6.57424E2,1.4181924E3,1.2946208E2,9.945029E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.9159138E-2,-8.020613E-2,3.714919E-1,5.491837E-1,-1.088674E-1,7.772059E-1,-2.1367675E-2,6.835074E-3,-3.502628E-3,1.3272369E-3,-1.9071334E-3,4.0386883E-3,1.0485425E-2,-6.960298E-4,1.9664632E-2],"categories":[1,4,5,6,7,8,9,10,11,0,3,5,7,12,15,16,18,19,20,21,22,23,24,25,29,31,32,33,35,36,38,39,44,45,48,51,53,54,57,59,60,61,63,64,65,66,69,70,71,75,79,83,84,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,49,52,59,68,72,76,82,83,125,126],"categories_nodes":[1,2,3],"categories_segments":[0,9,92],"categories_sizes":[9,83,10],"default_left":[0,1,0,1,0,1,1,0,0,0,0,0,0,0,0],"id":280,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.8687073E1,4.7415176E1,4.1855278E1,1.4073353E1,4.9688755E1,1.26605835E1,1.3017233E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,6.9E0,1.76E1,4.26E1,6.835074E-3,-3.502628E-3,1.3272369E-3,-1.9071334E-3,4.0386883E-3,1.0485425E-2,-6.960298E-4,1.9664632E-2],"split_indices":[6,13,0,0,11,22,25,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.8856458E3,2.6241511E3,2.6149472E2,1.1350329E2,2.5106477E3,1.2816147E2,1.3333325E2,9.8964035E1,1.453925E1,6.351637E2,1.875484E3,5.4989227E1,7.317224E1,1.3111665E2,2.216599E0],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.8781848E-2,6.530222E-2,-1.9977707E-1,-4.1754866E-1,1.0664057E-1,5.0943356E-2,-2.937873E-1,8.223005E-4,-8.453418E-3,2.6228917E-3,-2.025449E-4,3.3545839E-3,-3.904406E-3,-1.2222256E-3,-4.885553E-3],"categories":[1,2,4,7,8,10,11,16,17,18,19,20,21,1,2,3,8,9,10,11,1,4,5,6,7,8,9,10,12,15,16,18,19,20,21,22,23,25,26,28,31,34,37,38,42,43,44,45,48,52,53,55,56,59,64,67,69,70,73,74,75,76,78,80,83,84,85,86,90,91,0,2,4,6,7,9,11,13,17,19,20,21,22,27,28,29,32,35,36,40,47,50,51,53,54,55,57,58,59,60,61,64,65,66,68,69,70,71,72,73,74,75,77,79,80,81,85,86,88,91,92,93,94,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,122,123,124,125,126,128,0,1,4,5,6,10,15,17,19,20,22,24,27,29,32,34,35,36,40,42,43,44,51,56,65,66,69,74,76,77,79,81,82,83,84,85,87,89,92,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,124,125,3,5,7,9,10,12,13,15,18,20,21,24,25,28,29,30,33,36,37,38,40,41,45,46,50,53,54,59,60,63,64,65,67,68,69,73,74,76,78,80,83,86,90,91,92,93,95],"categories_nodes":[0,2,3,4,5,6],"categories_segments":[0,13,20,70,153,215],"categories_sizes":[13,7,50,83,62,47],"default_left":[1,0,1,1,0,1,1,0,0,0,0,0,0,0,0],"id":281,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.835348E1,3.503126E1,2.6719246E1,2.966684E1,3.1910858E1,3.9038128E1,2.7479378E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.57E1,NaN,NaN,NaN,NaN,NaN,8.223005E-4,-8.453418E-3,2.6228917E-3,-2.025449E-4,3.3545839E-3,-3.904406E-3,-1.2222256E-3,-4.885553E-3],"split_indices":[1,12,13,0,0,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.8837837E3,1.7518197E3,1.1319641E3,1.3743343E2,1.6143862E3,3.0881873E2,8.2314545E2,6.3756393E1,7.367703E1,7.245686E2,8.898176E2,1.879236E2,1.2089511E2,4.3850677E2,3.8463867E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.8416352E-2,-6.052137E-2,7.15578E-1,8.0952215E-1,-8.18806E-2,9.03663E-1,5.1453657E-2,9.213711E-3,-5.7801693E-3,4.0049176E-3,-1.1373379E-3,5.4507004E-3,1.2542717E-2,-6.0307146E-3,4.846083E-3],"categories":[0,2,4,5,6,0,0,53,54,58,88,3],"categories_nodes":[1,2,3,4],"categories_segments":[0,5,6,11],"categories_sizes":[5,1,5,1],"default_left":[0,1,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":282,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.8105026E1,5.2145027E1,1.0222534E1,1.0968151E1,4.2087276E1,7.363529E0,5.736907E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,NaN,3E0,1.75E1,9.213711E-3,-5.7801693E-3,4.0049176E-3,-1.1373379E-3,5.4507004E-3,1.2542717E-2,-6.0307146E-3,4.846083E-3],"split_indices":[8,3,2,0,4,11,24,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.882635E3,2.8014248E3,8.121026E1,6.624178E1,2.7351829E3,6.3005848E1,1.820441E1,6.1611286E1,4.630496E0,1.6871132E2,2.5664717E3,3.2411205E1,3.0594643E1,7.0934553E0,1.1110955E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.804714E-2,7.395653E-2,-1.8606536E-1,-4.8549366E-1,1.3036902E-1,-3.8828705E-2,-3.4247124E-1,4.2907875E-3,-6.4724674E-3,3.3712338E-3,-1.7866907E-5,1.5125547E-3,-2.413322E-3,-5.831825E-4,-4.3159956E-3],"categories":[1,9,10,11,2,3,5,6,11,12,13,15,16,17,18,20,21,23,28,33,36,37,40,44,46,49,51,53,55,57,59,60,63,64,65,67,68,69,71,72,74,75,76,78,79,80,86,88,90,91,93,95,96,120,0,1,2,3,4,5,6,7,8,10,12,13,14,15,16,17,18,19,20,22,23,24,25,26,27,28,29,31,32,33,34,36,37,39,41,42,43,44,45,46,47,48,50,51,52,53,54,55,56,57,59,60,61,62,63,64,66,67,69,70,71,73,74,75,76,77,78,79,80,82,84,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,4,5,6,7,9,11,17,18,19,20,21,22,24,25,27,28,29,30,31,32,35,36,40,41,43,45,47,48,50,51,52,53,54,58,61,65,66,68,69,70,71,72,73,74,76,77,79,80,81,82,83,85,86,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,125,126,128,1,2,4,8,10,11,12,15,16,17,18,19,20],"categories_nodes":[0,2,3,4,5],"categories_segments":[0,4,54,168,256],"categories_sizes":[4,50,114,88,13],"default_left":[1,0,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":283,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.779259E1,5.1862072E1,2.8580963E1,2.2549557E1,4.0760254E1,2.4699398E1,1.5220245E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.61E1,NaN,NaN,NaN,NaN,8.140024E0,4.2907875E-3,-6.4724674E-3,3.3712338E-3,-1.7866907E-5,1.5125547E-3,-2.413322E-3,-5.831825E-4,-4.3159956E-3],"split_indices":[13,12,0,0,0,1,16,0,0,0,0,0,0,0,0],"split_type":[1,0,1,1,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.8809607E3,1.6402803E3,1.2406805E3,1.4955154E2,1.4907286E3,6.3971594E2,6.0096466E2,2.2226646E1,1.27324905E2,5.806949E2,9.100338E2,3.301071E2,3.096089E2,1.4388727E2,4.570774E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.768898E-2,-2.935792E-1,2.6876934E-2,-1.4118926E-1,-5.112974E-1,1.0141651E-1,-2.2395176E-1,-4.299944E-3,1.6956232E-4,1.2786842E-3,-5.8780494E-3,2.2256363E-3,-1.9189167E-3,-3.2932137E-4,-5.5662887E-3],"categories":[3,4,6,9,10,11,12,14,15,17,20,22,23,24,27,30,34,35,41,46,47,48,50,52,53,54,55,59,62,63,66,69,73,74,75,76,78,79,80,81,86,89,0,3,0,2,5,6,1,5,7,12,16,22,23,24,29,30,31,33,36,41,42,45,55,56,57,58,61,65,70,71,73,75,76,79,82,83,86,89,90,91,92,93],"categories_nodes":[1,2,4,5,6],"categories_segments":[0,42,43,44,48],"categories_sizes":[42,1,1,4,36],"default_left":[0,1,1,0,1,1,1,0,0,0,0,0,0,0,0],"id":284,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.760057E1,1.9186722E1,4.3046177E1,1.5666219E1,1.1744133E1,6.3101982E1,3.350218E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.68E1,NaN,NaN,4.18E1,NaN,NaN,NaN,-4.299944E-3,1.6956232E-4,1.2786842E-3,-5.8780494E-3,2.2256363E-3,-1.9189167E-3,-3.2932137E-4,-5.5662887E-3],"split_indices":[15,0,2,12,4,3,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.8796016E3,5.7947125E2,2.3001304E3,3.4184695E2,2.3762428E2,1.773646E3,5.264845E2,1.2034821E2,2.2149875E2,2.5330969E1,2.122933E2,1.2553721E3,5.1827386E2,3.3514618E2,1.9133832E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.7337117E-2,-7.791798E-2,3.668905E-1,5.3936964E-1,-1.06018454E-1,9.2683727E-1,8.952611E-2,6.7293337E-3,-3.5262245E-3,1.8812179E-3,-1.7206994E-3,5.872827E-4,1.1071252E-2,-4.3499863E-4,8.625063E-3],"categories":[1,4,5,6,7,8,9,10,11,0,3,5,7,9,12,14,15,16,18,19,20,21,22,23,24,25,28,29,31,32,33,34,35,36,37,38,39,43,44,45,46,48,50,51,53,54,55,56,57,59,60,61,63,64,65,66,69,70,71,74,75,76,77,78,79,80,83,84,85,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,49,52,59,68,72,76,82,83,125,126],"categories_nodes":[1,2,3],"categories_segments":[0,9,108],"categories_sizes":[9,99,10],"default_left":[0,1,0,1,0,0,1,0,0,0,0,0,0,0,0],"id":285,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.7260067E1,4.5459232E1,4.07414E1,1.3834255E1,4.8686836E1,1.3546059E1,1.822669E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,7.738863E0,1.52E1,4.74E1,6.7293337E-3,-3.5262245E-3,1.8812179E-3,-1.7206994E-3,5.872827E-4,1.1071252E-2,-4.3499863E-4,8.625063E-3],"split_indices":[6,13,0,0,16,15,51,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.8782827E3,2.6164243E3,2.6185852E2,1.1312805E2,2.5032961E3,8.5966545E1,1.7589197E2,9.860837E1,1.4519684E1,4.5871222E2,2.044584E3,1.5011243E1,7.095531E1,1.5087148E2,2.502049E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.698176E-2,-5.8802925E-2,7.073073E-1,7.973666E-1,-7.996061E-2,7.8793275E-1,-7.250163E-1,1.4272922E-2,5.0102267E-3,3.946629E-3,-1.1131312E-3,8.887808E-3,-4.08494E-3,2.7557313E-3,-1.0563291E-2],"categories":[0,2,4,5,6,0,1,2,3,4,5,6,7,8,9,11,12,13,14,15,16,17,18,19,20,21,22,23,25,27,28,29,30,32,33,35,36,37,40,41,42,43,44,45,46,47,48,49,51,52,53,54,55,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,83,85,86,88,89,3,11],"categories_nodes":[1,3,4,5],"categories_segments":[0,5,83,84],"categories_sizes":[5,78,1,1],"default_left":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"id":286,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.6773945E1,5.071846E1,1.0044636E1,1.189069E1,4.0665466E1,9.791367E0,1.9129603E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,1E0,NaN,NaN,NaN,1.5E1,1.4272922E-2,5.0102267E-3,3.946629E-3,-1.1131312E-3,8.887808E-3,-4.08494E-3,2.7557313E-3,-1.0563291E-2],"split_indices":[8,3,7,0,4,13,27,0,0,0,0,0,0,0,0],"split_type":[0,1,0,1,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.876386E3,2.7953525E3,8.1033516E1,6.6528175E1,2.7288245E3,7.7141136E1,3.8923826E0,2.0063566E1,4.6464607E1,1.68372E2,2.5604524E3,7.1381454E1,5.759681E0,1.010086E0,2.8822966E0],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.6627017E-2,6.638905E-2,-1.9424425E-1,5.649883E-1,2.7276985E-2,-3.36922E-1,-3.1492673E-2,1.5950471E-2,2.8641426E-3,8.291227E-3,2.920245E-5,-7.9673465E-4,-5.3296797E-3,2.592869E-3,-2.794652E-3],"categories":[1,2,4,6,7,8,10,11,16,17,18,19,20,21,0,2,4,5,6,7,8,9,11,12,13,14,15,16,17,18,20,21,22,23,24,25,27,28,29,31,32,33,34,36,37,38,39,40,42,43,44,46,47,49,50,51,52,53,54,55,56,57,58,59,60,61,62,64,65,66,67,69,70,71,72,73,75,77,79,80,83,84,85,86,87,88,89,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,2,4,5,6,2,3,6,9,10,12,15,17,18,19,20,22,24,25,26,28,30,31,32,33,36,37,39,40,42,43,44,45,46,48,49,50,52,54,56,59,60,63,64,65,69,71,72,73,74,76,77,80,83,86,87,88,89,90,92,93,95,4,5,7,8,9,10,11,12,14,15,17,18,21,23,24,27,28,29,30,33,34,35,36,37,38,41,43,46,51,53,54,56,61,65,67,68,69,70,73,76,78,81,82,83,84,85,86,90,91,92,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,122,124,125],"categories_nodes":[0,3,4,5,6],"categories_segments":[0,14,125,130,187],"categories_sizes":[14,111,5,57,79],"default_left":[1,0,0,0,1,1,0,0,0,0,0,0,0,0,0],"id":287,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.6706676E1,3.391371E1,2.6389416E1,3.5842644E1,3.152624E1,3.0504913E1,3.844645E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,5.93043E0,2.91E1,NaN,NaN,NaN,NaN,1.5950471E-2,2.8641426E-3,8.291227E-3,2.920245E-5,-7.9673465E-4,-5.3296797E-3,2.592869E-3,-2.794652E-3],"split_indices":[1,16,15,0,3,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,0,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.874745E3,1.7388439E3,1.1359014E3,1.25502075E2,1.6133418E3,6.04708E2,5.3119336E2,2.5710154E1,9.979192E1,4.6587833E1,1.5667539E3,2.6213928E2,3.4256876E2,2.4447244E2,2.8672092E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.6272936E-2,-2.8930968E-1,2.7329294E-2,-1.4083545E-1,-5.121022E-1,1.0135347E-1,-2.2200617E-1,-4.27579E-3,1.5003247E-4,1.4472649E-3,-5.9253266E-3,2.2097821E-3,-1.889569E-3,-3.2683942E-4,-5.5305636E-3],"categories":[3,4,6,9,10,11,12,14,15,17,20,22,23,24,27,30,34,35,41,46,47,48,50,52,53,54,55,62,63,66,69,73,74,75,76,78,79,80,81,86,89,0,3,0,2,5,6,1,5,7,12,16,22,23,24,29,30,31,33,36,41,42,45,55,56,57,58,61,65,70,71,73,75,76,79,82,83,86,89,90,91,92,93],"categories_nodes":[1,2,4,5,6],"categories_segments":[0,41,42,43,47],"categories_sizes":[41,1,1,4,36],"default_left":[0,1,1,0,1,1,1,0,0,0,0,0,0,0,0],"id":288,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.6267548E1,1.9029533E1,4.2435196E1,1.5552748E1,1.2265636E1,6.1600304E1,3.297176E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.68E1,NaN,NaN,4.18E1,NaN,NaN,NaN,-4.27579E-3,1.5003247E-4,1.4472649E-3,-5.9253266E-3,2.2097821E-3,-1.889569E-3,-3.2683942E-4,-5.5305636E-3],"split_indices":[15,0,2,12,4,3,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.873394E3,5.764564E2,2.2969377E3,3.469037E2,2.2955272E2,1.7715756E3,5.253622E2,1.21535095E2,2.2536859E2,2.4955593E1,2.0459712E2,1.2547744E3,5.1680115E2,3.3492355E2,1.9043863E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.5934124E-2,-7.607076E-2,3.623897E-1,5.308807E-1,-1.0369818E-1,7.569532E-1,-2.2364588E-2,6.704309E-3,-3.3283967E-3,1.3319138E-3,-1.8427689E-3,3.90071E-3,1.0224777E-2,-7.0363656E-4,1.9378817E-2],"categories":[1,4,5,6,7,8,9,10,11,0,3,5,7,12,15,16,18,19,20,21,22,23,24,25,29,31,32,33,35,36,38,39,44,45,48,51,53,54,57,59,60,61,63,64,65,66,69,70,71,75,79,83,84,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,11,49,52,59,68,72,76,82,83,125,126],"categories_nodes":[1,2,3],"categories_segments":[0,9,92],"categories_sizes":[9,83,11],"default_left":[0,1,0,1,0,1,1,0,0,0,0,0,0,0,0],"id":289,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.5961E1,4.383641E1,3.9969887E1,1.3943878E1,4.7708794E1,1.2261482E1,1.2764765E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,6.9E0,1.76E1,4.26E1,6.704309E-3,-3.3283967E-3,1.3319138E-3,-1.8427689E-3,3.90071E-3,1.0224777E-2,-7.0363656E-4,1.9378817E-2],"split_indices":[6,13,0,0,11,22,25,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.8721057E3,2.6099285E3,2.6217737E2,1.1283441E2,2.497094E3,1.2896109E2,1.3321626E2,9.733233E1,1.550208E1,6.336382E2,1.8634559E3,5.518274E1,7.377835E1,1.3097333E2,2.2429402E0],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.5586063E-2,-6.689341E-3,-5.856525E-1,8.237831E-1,-2.7014444E-2,-2.4843065E-1,-1.0265452E-2,9.508349E-3,-7.4601187E-3,-5.026525E-4,7.1166498E-3,1.0376564E-3,-5.773187E-3],"categories":[0,2,4,5,6,1,3,4,6,8,9,10,11,12,13,15,17,18,19,20,22,25,26,29,39,46,50,52,53,54,56,57,58,59,63,64,65,69,70,71,75,78,79,86,87,89,90,91,92,0,53,54,58,88,2,7,8,10,11,12,17,19,20,21],"categories_nodes":[1,2,3,5],"categories_segments":[0,5,49,54],"categories_sizes":[5,44,5,10],"default_left":[0,1,1,1,0,1,0,0,0,0,0,0,0],"id":290,"left_children":[1,3,5,7,9,11,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.5636257E1,4.6086803E1,2.1050636E1,1.3718544E1,4.5803535E1,9.617934E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5],"right_children":[2,4,6,8,10,12,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.5E1,NaN,NaN,NaN,1E0,NaN,-1.0265452E-2,9.508349E-3,-7.4601187E-3,-5.026525E-4,7.1166498E-3,1.0376564E-3,-5.773187E-3],"split_indices":[11,3,0,0,8,1,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,1,0,0,0,0,0,0,0],"sum_hessian":[2.8703335E3,2.7280334E3,1.4230003E2,6.422692E1,2.6638066E3,8.151547E1,6.078456E1,5.978268E1,4.444237E0,2.5834224E3,8.0384315E1,3.969345E1,4.182202E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"13","size_leaf_vector":"1"}},{"base_weights":[-3.5251252E-2,6.711598E-2,-1.8997371E-1,-4.1895527E-1,1.0807655E-1,-3.4587872E-1,-4.5128938E-2,4.073244E-3,-6.788197E-3,2.8172936E-3,-7.9073856E-5,-1.0137071E-3,-5.489369E-3,2.2144518E-3,-2.486763E-3],"categories":[1,2,4,5,6,7,8,10,11,15,16,17,18,19,20,21,0,1,2,3,4,5,6,7,8,9,10,11,12,14,15,16,17,18,19,20,21,22,23,24,25,26,28,29,30,31,32,34,36,37,38,39,42,43,44,45,46,48,50,52,53,54,55,56,59,60,63,64,66,67,69,70,71,72,73,74,75,76,77,78,79,80,83,84,85,86,87,90,91,93,0,2,4,6,7,8,9,11,13,17,19,20,21,22,27,28,29,32,35,36,40,47,50,51,52,53,54,55,57,58,59,60,61,64,65,66,68,69,70,71,72,73,74,75,77,79,80,81,82,85,86,87,88,91,92,93,94,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,122,123,124,125,126,127,128,3,5,6,9,10,12,15,17,18,19,20,24,25,26,28,30,31,32,33,36,37,39,40,42,43,44,45,46,48,50,54,56,57,59,60,61,63,65,66,67,68,69,71,72,73,74,76,77,79,80,83,89,90,93,95,3,4,5,7,8,9,10,11,12,14,15,17,18,21,22,23,24,27,28,29,30,33,34,35,36,38,41,42,43,44,45,46,51,52,53,56,61,63,65,67,69,70,73,76,78,83,84,85,86,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,122,124,125],"categories_nodes":[0,3,4,5,6],"categories_segments":[0,16,90,178,233],"categories_sizes":[16,74,88,55,82],"default_left":[1,0,0,0,0,1,0,0,0,0,0,0,0,0,0],"id":291,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.546837E1,3.4448074E1,2.57958E1,2.915626E1,3.2115685E1,2.7268173E1,3.2267914E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.57E1,2.67E1,NaN,NaN,NaN,NaN,4.073244E-3,-6.788197E-3,2.8172936E-3,-7.9073856E-5,-1.0137071E-3,-5.489369E-3,2.2144518E-3,-2.486763E-3],"split_indices":[1,12,15,0,0,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,0,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.8689429E3,1.7269363E3,1.1420066E3,1.3349916E2,1.5934371E3,5.4933594E2,5.9267065E2,3.1804459E1,1.016947E2,6.375136E2,9.559235E2,2.499107E2,2.9942523E2,2.5656912E2,3.3610153E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.4918435E-2,7.39555E-2,-1.7945759E-1,-4.778793E-1,1.2909064E-1,-3.2831557E-2,-3.3565277E-1,4.3019443E-3,-6.403576E-3,3.3708976E-3,1.6361846E-5,1.6352284E-3,-2.2193268E-3,-5.863694E-4,-4.2339177E-3],"categories":[1,9,10,11,2,3,5,6,11,12,13,15,16,17,18,20,21,23,28,33,36,37,40,44,46,49,51,53,55,57,59,60,63,64,65,67,68,69,71,72,74,75,76,78,79,80,86,88,90,91,93,95,96,120,0,1,2,3,4,5,6,7,8,10,12,13,14,15,16,17,18,19,20,22,23,24,25,26,27,28,29,31,32,33,34,36,37,39,41,42,43,44,45,46,47,48,50,51,52,53,54,55,56,57,59,60,61,62,63,64,66,67,69,70,71,73,74,75,76,77,78,79,80,82,84,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,4,5,6,7,9,10,11,17,18,19,20,21,22,24,25,27,28,29,30,31,32,35,36,40,41,43,45,47,48,50,51,52,53,54,58,61,65,66,68,69,70,71,72,73,74,76,77,79,80,81,82,83,85,86,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,125,126,128,1,2,4,5,8,10,11,12,15,16,17,18,19,20,21],"categories_nodes":[0,2,3,4,5],"categories_segments":[0,4,54,168,257],"categories_sizes":[4,50,114,89,15],"default_left":[1,0,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":292,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.5157654E1,4.9867058E1,2.8222866E1,2.2245838E1,3.947487E1,2.3688105E1,1.4480751E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.61E1,NaN,NaN,NaN,NaN,8.140024E0,4.3019443E-3,-6.403576E-3,3.3708976E-3,1.6361846E-5,1.6352284E-3,-2.2193268E-3,-5.863694E-4,-4.2339177E-3],"split_indices":[13,12,0,0,0,1,16,0,0,0,0,0,0,0,0],"split_type":[1,0,1,1,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.86776E3,1.6359622E3,1.231798E3,1.4790887E2,1.4880532E3,6.359856E2,5.958124E2,2.2198147E1,1.2571073E2,5.647558E2,9.232974E2,3.1207538E2,3.2391025E2,1.4371942E2,4.5209296E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.45891E-2,-6.0649305E-3,-5.815108E-1,8.115919E-1,-2.6186554E-2,-2.4444368E-1,-1.0257616E-2,9.363108E-3,-7.427002E-3,-4.917419E-4,7.042187E-3,1.1831239E-2,-3.2302486E-3],"categories":[0,2,4,5,6,1,3,4,6,8,9,10,11,12,13,15,17,18,19,20,22,25,26,29,39,46,50,52,53,54,56,57,58,59,63,64,65,69,70,71,75,78,79,86,87,89,90,91,92,0,53,54,58,88],"categories_nodes":[1,2,3],"categories_segments":[0,5,49],"categories_sizes":[5,44,5],"default_left":[0,1,1,1,0,0,0,0,0,0,0,0,0],"id":293,"left_children":[1,3,5,7,9,11,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.4730392E1,4.487663E1,2.1031612E1,1.3394894E1,4.4727547E1,9.594933E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5],"right_children":[2,4,6,8,10,12,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.5E1,NaN,NaN,NaN,1E0,2.52E1,-1.0257616E-2,9.363108E-3,-7.427002E-3,-4.917419E-4,7.042187E-3,1.1831239E-2,-3.2302486E-3],"split_indices":[11,3,0,0,8,35,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.8664692E3,2.7253425E3,1.4112651E2,6.45121E1,2.6608306E3,8.11248E1,6.000171E1,6.0088123E1,4.4239717E0,2.580547E3,8.028346E1,3.4992158E0,7.762559E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"13","size_leaf_vector":"1"}},{"base_weights":[-3.4258947E-2,-1.1002617E-1,1.7032495E-1,9.678642E-2,-2.1706043E-1,4.3222302E-1,-5.014502E-2,2.9592898E-3,-1.530052E-3,-5.359443E-4,-3.5679587E-3,-5.363231E-3,4.773658E-3,9.823976E-3,-9.3292247E-4],"categories":[0,1,3,4,5,6,9,10,11,13,14,18,19,20,22,24,25,27,28,29,30,35,36,37,39,42,43,45,46,47,51,53,57,58,60,61,66,68,69,70,72,74,75,77,79,80,81,82,83,87,89,91,92,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,122,124,125,126,128,0,5,6,7,9,11,12,15,17,22,23,28,29,31,32,34,36,38,40,41,43,51,53,54,55,61,62,63,65,67,70,73,74,76,79,80,83,84,85,87,89,91,92,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,2,4,5,6,7,10,11,12,15,17,18,19,20,21,24,26,32,36,37,39,40,42,44,45,48,50,52,53,54,59,63,64,65,67,68,69,71,72,73,74,76,77,78,79,81,84,85,86,88,90,91,93,94,95,96,0,1,2,4,5,6],"categories_nodes":[2,3,4,6],"categories_segments":[0,85,163,218],"categories_sizes":[85,78,55,6],"default_left":[0,0,0,0,1,0,1,0,0,0,0,0,0,0,0],"id":294,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.444533E1,4.6332123E1,4.47694E1,3.5571846E1,3.1478363E1,1.574762E1,1.8877369E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.9120001E2,1.0088112E1,NaN,NaN,NaN,1.48E1,NaN,2.9592898E-3,-1.530052E-3,-5.359443E-4,-3.5679587E-3,-5.363231E-3,4.773658E-3,9.823976E-3,-9.3292247E-4],"split_indices":[26,16,0,0,0,27,3,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.865092E3,2.0911145E3,7.739777E2,7.1318585E2,1.3779286E3,3.5331342E2,4.206643E2,3.9672122E2,3.1646463E2,6.3567896E2,7.422496E2,1.5249614E1,3.3806378E2,1.6000198E1,4.0466412E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.3934273E-2,-7.344603E-2,3.561163E-1,5.2373296E-1,-1.00681685E-1,8.300826E-1,4.454269E-2,6.6212425E-3,-3.3069914E-3,1.3039924E-3,-1.7966463E-3,7.039142E-4,9.712598E-3,-5.41165E-4,1.1646646E-2],"categories":[1,4,5,6,7,8,9,10,11,0,3,5,7,9,12,15,16,18,19,20,21,22,23,24,25,28,29,31,32,33,34,35,36,37,38,39,43,44,45,48,50,51,53,54,56,57,59,60,61,63,64,65,66,69,70,71,75,77,78,79,83,84,85,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,11,49,52,59,68,72,76,82,83,125,126],"categories_nodes":[1,2,3],"categories_segments":[0,9,102],"categories_sizes":[9,93,11],"default_left":[0,1,0,1,0,0,1,0,0,0,0,0,0,0,0],"id":295,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.4174603E1,4.237255E1,3.889964E1,1.3658033E1,4.5456966E1,1.1141708E1,1.7760344E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,6.9E0,1.52E1,5.21E1,6.6212425E-3,-3.3069914E-3,1.3039924E-3,-1.7966463E-3,7.039142E-4,9.712598E-3,-5.41165E-4,1.1646646E-2],"split_indices":[6,13,0,0,11,15,51,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.8636282E3,2.6009646E3,2.6266357E2,1.1265349E2,2.488311E3,1.0352182E2,1.5914174E2,9.7144226E1,1.5509259E1,6.3368463E2,1.8546265E3,1.6458004E1,8.706382E1,1.4713402E2,1.2007727E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.3608645E-2,6.559578E-2,-1.8854767E-1,-4.0296075E-1,1.0504612E-1,5.2934133E-2,-2.799366E-1,3.937469E-3,-6.6718147E-3,2.727678E-3,-4.430643E-5,3.3591725E-3,-3.8096472E-3,-7.6736545E-4,-4.4444925E-3],"categories":[1,2,4,7,8,10,11,16,17,18,19,20,21,1,2,3,8,9,10,11,0,1,2,3,4,5,6,7,8,9,10,11,12,14,15,16,17,18,19,20,21,22,23,24,25,26,28,29,30,31,32,34,36,37,38,39,42,43,44,45,46,48,50,52,53,54,55,56,59,60,63,64,66,67,69,70,71,73,74,75,76,77,78,79,80,83,84,85,86,87,90,91,93,0,2,3,4,6,7,8,9,11,13,17,19,20,21,22,27,28,29,32,35,36,40,47,48,50,51,52,53,54,55,57,58,59,60,61,64,65,66,68,69,70,71,72,73,74,75,77,79,80,81,82,85,86,88,91,92,93,94,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,122,123,124,125,126,127,128,0,1,4,5,6,10,15,17,19,20,22,24,27,29,32,34,35,36,40,42,43,44,51,56,65,66,69,74,76,77,79,81,82,83,84,85,87,89,92,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,124,125,2,3,5,7,9,10,12,13,14,15,16,18,20,21,24,25,28,29,30,31,33,36,37,38,40,41,42,45,46,50,51,53,54,59,60,61,63,64,65,67,68,69,72,73,74,76,78,80,83,86,90,91,92,93,95],"categories_nodes":[0,2,3,4,5,6],"categories_segments":[0,13,20,93,182,245],"categories_sizes":[13,7,73,89,63,55],"default_left":[1,0,1,0,0,1,1,0,0,0,0,0,0,0,0],"id":296,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.40165E1,3.2318413E1,2.4682713E1,2.8850252E1,2.9587154E1,3.791212E1,2.7078495E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.57E1,NaN,NaN,NaN,NaN,NaN,3.937469E-3,-6.6718147E-3,2.727678E-3,-4.430643E-5,3.3591725E-3,-3.8096472E-3,-7.6736545E-4,-4.4444925E-3],"split_indices":[1,12,13,0,0,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.86187E3,1.7450958E3,1.1167742E3,1.3480353E2,1.6102924E3,3.0672342E2,8.100507E2,3.3450294E1,1.0135324E2,6.353799E2,9.749125E2,1.8578362E2,1.20939804E2,3.6306836E2,4.4698236E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.328941E-2,-5.1761623E-3,-5.766506E-1,7.955128E-1,-2.502433E-2,-2.4873984E-1,-1.0246848E-2,9.177971E-3,-7.412956E-3,-4.7704193E-4,6.9538737E-3,9.492325E-4,-5.7385797E-3],"categories":[0,2,4,5,6,1,3,4,6,8,9,11,12,13,15,17,18,19,20,22,25,26,29,39,46,50,52,53,54,56,57,58,59,63,64,65,69,70,71,75,78,79,86,87,89,90,91,92,0,53,54,58,88,2,7,8,10,11,12,17,19,20,21],"categories_nodes":[1,2,3,5],"categories_segments":[0,5,48,53],"categories_sizes":[5,43,5,10],"default_left":[0,1,1,1,0,1,0,0,0,0,0,0,0],"id":297,"left_children":[1,3,5,7,9,11,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.3713276E1,4.3279305E1,2.0427303E1,1.3060055E1,4.3448338E1,9.284069E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5],"right_children":[2,4,6,8,10,12,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.5E1,NaN,NaN,NaN,1E0,NaN,-1.0246848E-2,9.177971E-3,-7.412956E-3,-4.7704193E-4,6.9538737E-3,9.492325E-4,-5.7385797E-3],"split_indices":[11,3,0,0,8,1,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,1,0,0,0,0,0,0,0],"sum_hessian":[2.860827E3,2.7210505E3,1.3977632E2,6.487483E1,2.6561758E3,8.1605446E1,5.817087E1,6.0466297E1,4.408531E0,2.576012E3,8.016373E1,4.0015484E1,4.1589962E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"13","size_leaf_vector":"1"}},{"base_weights":[-3.297593E-2,-2.7918175E-1,2.8293107E-2,-1.3053142E-1,-5.032402E-1,1.0196068E-1,-2.1988735E-1,-4.1318163E-3,2.0636621E-4,1.6271903E-3,-5.8492306E-3,2.1990228E-3,-1.8502373E-3,-8.3613326E-4,-6.7556784E-3],"categories":[3,4,6,9,10,11,12,14,15,17,20,22,23,24,27,30,34,35,41,46,47,48,50,52,53,54,55,62,63,66,69,73,74,75,76,78,79,80,81,86,89,0,3,0,2,5,6,1,5,7,16,22,29,30,31,33,36,42,56,57,61,65,70,71,82,83,89,90,91,92,93],"categories_nodes":[1,2,4,5,6],"categories_segments":[0,41,42,43,47],"categories_sizes":[41,1,1,4,24],"default_left":[0,1,1,0,1,1,1,0,0,0,0,0,0,0,0],"id":298,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.3157825E1,1.892189E1,4.1915817E1,1.4709664E1,1.244463E1,5.986965E1,3.2531906E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.68E1,NaN,NaN,4.18E1,NaN,NaN,NaN,-4.1318163E-3,2.0636621E-4,1.6271903E-3,-5.8492306E-3,2.1990228E-3,-1.8502373E-3,-8.3613326E-4,-6.7556784E-3],"split_indices":[15,0,2,12,4,3,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.859492E3,5.690885E2,2.2904036E3,3.430659E2,2.2602258E2,1.7666089E3,5.237946E2,1.1894055E2,2.2412534E2,2.4585482E1,2.014371E2,1.2522196E3,5.1438934E2,4.0412274E2,1.1967186E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.2668263E-2,-7.172552E-2,3.515155E-1,4.35151E-1,-1.0347662E-1,7.112704E-1,-4.8371527E-2,9.96007E-3,-1.4590325E-4,-2.2482267E-3,8.66122E-4,3.401364E-3,9.834954E-3,-1.406955E-3,1.0996934E-2],"categories":[0,2,3,0,3,5,7,12,15,16,18,19,20,21,22,23,24,25,29,31,32,33,35,36,38,39,44,45,51,53,54,57,59,60,61,63,64,65,66,69,70,71,79,83,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,1,2,3,5,6,9,10,11,13,14,15,16,17,18,19,21,23,25,28,31,32,33,35,39,42,43,44,48,49,51,52,53,54,56,58,59,62,63,65,66,68,69,71,72,73,74,76,78,79,82,86,88,90,91,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,124,125,126,127,128],"categories_nodes":[1,2,3],"categories_segments":[0,3,83],"categories_sizes":[3,80,88],"default_left":[0,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"id":299,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.292915E1,4.18288E1,3.8017757E1,3.8666878E1,5.639441E1,1.3714149E1,1.3507386E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,1E0,1.76E1,5.3E1,9.96007E-3,-1.4590325E-4,-2.2482267E-3,8.66122E-4,3.401364E-3,9.834954E-3,-1.406955E-3,1.0996934E-2],"split_indices":[6,4,0,0,5,22,51,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.8582786E3,2.595251E3,2.6302756E2,1.522363E2,2.4430146E3,1.3805179E2,1.2497577E2,6.720846E1,8.502784E1,1.4910181E3,9.519965E2,5.936578E1,7.8686005E1,1.1648578E2,8.489989E0],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}}]},"name":"gbtree"},"learner_model_param":{"base_score":"1.7768712E-1","boost_from_average":"1","num_class":"0","num_feature":"63","num_target":"1"},"objective":{"name":"binary:logistic","reg_loss_param":{"scale_pos_weight":"1"}}},"version":[2,0,3]} \ No newline at end of file diff --git a/notebooks/labelEncoder.joblib b/notebooks/labelEncoder.joblib new file mode 100644 index 0000000000000000000000000000000000000000..9fb67fa5988ec8829be241e1f810f13ef07e71a5 GIT binary patch literal 2582 zcmd5;U2oeq6pa(Rc9q3VYR8G!uJP87xf@`tTQT%)=+dRd+}TA6ta>Q~N}?k!G$~S4 zG6NmfJ!D+~y^Z}V`)zyME-A$}jPxx)%ZE6+ALKdb@{)XAe)~^p$&PF%Iiwg#){7;M zB@b|t5O&b>FbjByWumkCP=#P#0NsQr_ zrQ>*_v+9U)q`timSy??oETq^=*&*Y{41%zfTy)k7)K!p29)I2$VJVG~D{s1N$mBHfP~J z4<}xXq{=;;Sc#V3d;1k6nUSr|wuGl&>TcA^_iogVu0_}T?Gqi{h<2b9H={f6OV{=V z>DmUuyO=2~I}epY!6Ec<=O+@52&N%uygKuL4_?u5=Q1AQ5oQTF!n2H~)xMZznN2gDyyZGzeasO(#2C6lY`I%tc#22rJS^Mpx!cBn z=59>m=Q-W9$n(GjQn%dA#gr+=+jGmGL+g%(oXr_94)~Q}l>(qdsDO-dwg-$Ui)FX0aivI*7IIy8t zO!quNbkzBoQ;H{|>8^m~Dfgiz%&9rxa*U{G+2r97mJwuj`fzbTGnjxPZyRK7zgyPI zhahX^f@C$cce!LB;8ojXdlKVZlZIo%+510d^uxwEzGB literal 0 HcmV?d00001 diff --git a/notebooks/xgboost.json b/notebooks/xgboost.json new file mode 100644 index 0000000..c028843 --- /dev/null +++ b/notebooks/xgboost.json @@ -0,0 +1 @@ +{"learner":{"attributes":{"scikit_learn":"{\"_estimator_type\": \"classifier\"}"},"feature_names":["minute","position_name","shot_body_part_name","shot_technique_name","shot_type_name","shot_first_time","shot_one_on_one","shot_aerial_won","shot_open_goal","shot_follows_dribble","shot_redirect","x1","y1","number_of_players_opponents","number_of_players_teammates","angle","distance","x_player_opponent_Goalkeeper","x_player_opponent_8","x_player_opponent_1","x_player_opponent_2","x_player_opponent_3","x_player_teammate_1","x_player_opponent_4","x_player_opponent_5","x_player_opponent_6","x_player_teammate_2","x_player_opponent_9","x_player_opponent_10","x_player_opponent_11","x_player_teammate_3","x_player_teammate_4","x_player_teammate_5","x_player_teammate_6","x_player_teammate_7","x_player_teammate_8","x_player_teammate_9","x_player_teammate_10","y_player_opponent_Goalkeeper","y_player_opponent_8","y_player_opponent_1","y_player_opponent_2","y_player_opponent_3","y_player_teammate_1","y_player_opponent_4","y_player_opponent_5","y_player_opponent_6","y_player_teammate_2","y_player_opponent_9","y_player_opponent_10","y_player_opponent_11","y_player_teammate_3","y_player_teammate_4","y_player_teammate_5","y_player_teammate_6","y_player_teammate_7","y_player_teammate_8","y_player_teammate_9","y_player_teammate_10","x_player_opponent_7","y_player_opponent_7","x_player_teammate_Goalkeeper","y_player_teammate_Goalkeeper"],"feature_types":["c","c","c","c","c","i","i","i","i","i","i","float","float","c","c","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float"],"gradient_booster":{"model":{"gbtree_model_param":{"num_parallel_tree":"1","num_trees":"300"},"iteration_indptr":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,177,178,179,180,181,182,183,184,185,186,187,188,189,190,191,192,193,194,195,196,197,198,199,200,201,202,203,204,205,206,207,208,209,210,211,212,213,214,215,216,217,218,219,220,221,222,223,224,225,226,227,228,229,230,231,232,233,234,235,236,237,238,239,240,241,242,243,244,245,246,247,248,249,250,251,252,253,254,255,256,257,258,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,274,275,276,277,278,279,280,281,282,283,284,285,286,287,288,289,290,291,292,293,294,295,296,297,298,299,300],"tree_info":[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],"trees":[{"base_weights":[-4.154124E-1,4.393111E-2,-4.7478202E-1,4.5770474E-2,-8.749532E-1,-5.396341E-4,3.6622114E-2,-5.852374E-3,-9.582006E-3],"categories":[1,2,3,4,5,6,7,8,9,10,11],"categories_nodes":[0],"categories_segments":[0],"categories_sizes":[11],"default_left":[1,0,0,0,0,0,0,0,0],"id":0,"left_children":[1,-1,3,5,7,-1,-1,-1,-1],"loss_changes":[1.2818271E3,0E0,9.226451E2,6.948386E2,5.9833008E1,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,2,2,3,3,4,4],"right_children":[2,-1,4,6,8,-1,-1,-1,-1],"split_conditions":[NaN,4.393111E-2,1.5502903E1,1E0,1.8539688E1,-5.396341E-4,3.6622114E-2,-5.852374E-3,-9.582006E-3],"split_indices":[13,0,16,8,16,0,0,0,0],"split_type":[1,0,0,0,0,0,0,0,0],"sum_hessian":[4.481767E3,5.3770103E1,4.427997E3,1.9249113E3,2.503086E3,1.8742095E3,5.07017E1,5.604949E2,1.9425911E3],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"9","size_leaf_vector":"1"}},{"base_weights":[-4.1237658E-1,3.7975055E-1,-7.6747537E-1,4.1353736E0,2.0913559E-1,-4.3118128E-1,-9.4539547E-1,4.2082194E-2,2.6115323E-3,7.55139E-4,3.499178E-2,4.812084E-4,-6.005532E-3,-9.553988E-3,1.237325E-3],"categories":[1,3,4,5,6,7,8,9,10,11,7,8,9,10,11],"categories_nodes":[1,5],"categories_segments":[0,10],"categories_sizes":[10,5],"default_left":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"id":1,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.2578374E3,8.8626874E2,1.8431335E2,1.5865234E1,5.824009E2,8.6895096E1,2.170288E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,1.67E1,1E0,NaN,1E0,4.2082194E-2,2.6115323E-3,7.55139E-4,3.499178E-2,4.812084E-4,-6.005532E-3,-9.553988E-3,1.237325E-3],"split_indices":[16,13,16,19,8,13,6,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.4697437E3,1.3834904E3,3.0862534E3,5.9109856E1,1.3243805E3,1.06904E3,2.0172135E3,5.7934326E1,1.1755321E0,1.2736744E3,5.0706028E1,2.7931845E2,7.897216E2,1.9986196E3,1.8593893E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.0936476E-1,3.7508038E-1,-7.636134E-1,3.9914389E0,2.0678346E-1,-4.2807242E-1,-9.4173044E-1,4.0598057E-2,2.5950584E-3,7.472278E-4,3.390545E-2,4.7626495E-4,-5.9687626E-3,-9.517572E-3,1.224648E-3],"categories":[1,3,4,5,6,7,8,9,10,11,7,8,9,10,11],"categories_nodes":[1,5],"categories_segments":[0,10],"categories_sizes":[10,5],"default_left":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"id":2,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.2393174E3,8.438119E2,1.8319336E2,1.46779785E1,5.577374E2,8.5713715E1,2.1520264E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,1.67E1,1E0,NaN,1E0,4.0598057E-2,2.5950584E-3,7.472278E-4,3.390545E-2,4.7626495E-4,-5.9687626E-3,-9.517572E-3,1.224648E-3],"split_indices":[16,13,16,19,8,13,6,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.4577324E3,1.3867861E3,3.070946E3,6.0657757E1,1.3261283E3,1.0660673E3,2.0048789E3,5.948025E1,1.1775033E0,1.2742948E3,5.1833572E1,2.794052E2,7.866621E2,1.98627E3,1.8608786E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.0637687E-1,3.7049276E-1,-7.5976676E-1,3.8578231E0,2.0446399E-1,-4.2498076E-1,-9.380817E-1,3.9221697E-2,2.578692E-3,7.3940476E-4,3.288613E-2,4.7137513E-4,-5.9321397E-3,-9.481318E-3,1.2121099E-3],"categories":[1,3,4,5,6,7,8,9,10,11,7,8,9,10,11],"categories_nodes":[1,5],"categories_segments":[0,10],"categories_sizes":[10,5],"default_left":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"id":3,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.2210771E3,8.045952E2,1.8207996E2,1.3618835E1,5.3468646E2,8.45464E1,2.1339111E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,1.67E1,1E0,NaN,1E0,3.9221697E-2,2.578692E-3,7.3940476E-4,3.288613E-2,4.7137513E-4,-5.9321397E-3,-9.481318E-3,1.2121099E-3],"split_indices":[16,13,16,19,8,13,6,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.4457295E3,1.3899982E3,3.055731E3,6.2158653E1,1.3278396E3,1.063116E3,1.9926151E3,6.097919E1,1.1794634E0,1.2749084E3,5.2931118E1,2.7949106E2,7.8362494E2,1.9739916E3,1.8623531E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.0341258E-1,3.6598504E-1,-7.559352E-1,3.7334435E0,2.021763E-1,-4.219062E-1,-9.3444884E-1,3.794166E-2,2.5624346E-3,7.3166605E-4,3.1927705E-2,4.6653624E-4,-5.895662E-3,-9.445224E-3,1.19971E-3],"categories":[1,3,4,5,6,7,8,9,10,11,7,8,9,10,11],"categories_nodes":[1,5],"categories_segments":[0,10],"categories_sizes":[10,5],"default_left":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"id":4,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.2031111E3,7.6827344E2,1.809729E2,1.2670532E1,5.1310004E2,8.3392944E1,2.115979E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,1.67E1,1E0,NaN,1E0,3.794166E-2,2.5624346E-3,7.3166605E-4,3.1927705E-2,4.6653624E-4,-5.895662E-3,-9.445224E-3,1.19971E-3],"split_indices":[16,13,16,19,8,13,6,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.4337383E3,1.393129E3,3.0406091E3,6.361372E1,1.3295153E3,1.0601862E3,1.9804231E3,6.243231E1,1.1814117E0,1.2755159E3,5.3999344E1,2.7957605E2,7.806101E2,1.9617849E3,1.8638126E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.0047142E-1,3.6155504E-1,-7.521184E-1,3.6173651E0,1.999198E-1,-4.188486E-1,-9.308313E-1,3.6748085E-2,2.5462853E-3,7.240115E-4,3.1024804E-2,4.6174813E-4,-5.8593284E-3,1.2074515E-3,-9.409968E-3],"categories":[1,3,4,5,6,7,8,9,10,11,7,8,9,10,11,0,1,2,4,5,6],"categories_nodes":[1,5,6],"categories_segments":[0,10,15],"categories_sizes":[10,5,6],"default_left":[0,1,0,1,0,1,1,0,0,0,0,0,0,0,0],"id":5,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.1854138E3,7.34548E2,1.7987207E2,1.1817932E1,4.9284717E2,8.2253174E1,2.116504E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,1.67E1,1E0,NaN,NaN,3.6748085E-2,2.5462853E-3,7.240115E-4,3.1024804E-2,4.6174813E-4,-5.8593284E-3,1.2074515E-3,-9.409968E-3],"split_indices":[16,13,16,19,8,13,3,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[4.4217603E3,1.3961803E3,3.02558E3,6.502406E1,1.3311561E3,1.0572776E3,1.9683025E3,6.3840714E1,1.1833487E0,1.2761173E3,5.5038918E1,2.796602E2,7.7761743E2,1.8741005E1,1.9495615E3],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.9755285E-1,3.5720086E-1,-7.483156E-1,3.5087748E0,1.976941E-1,-4.1580784E-1,-9.2722785E-1,3.5632405E-2,2.5302416E-3,7.164417E-4,3.017264E-2,4.5701143E-4,-5.8231377E-3,-9.373855E-3,1.2753343E-3],"categories":[1,3,4,5,6,7,8,9,10,11,7,8,9,10,11],"categories_nodes":[1,5],"categories_segments":[0,10],"categories_sizes":[10,5],"default_left":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"id":6,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.1679802E3,7.031598E2,1.7877661E2,1.1048645E1,4.738119E2,8.112703E1,2.1089233E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,1.67E1,1E0,NaN,1E0,3.5632405E-2,2.5302416E-3,7.164417E-4,3.017264E-2,4.5701143E-4,-5.8231377E-3,-9.373855E-3,1.2753343E-3],"split_indices":[16,13,16,19,8,13,6,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.4098003E3,1.3991534E3,3.0106467E3,6.639077E1,1.3327627E3,1.0543904E3,1.9562562E3,6.520549E1,1.1852744E0,1.2767123E3,5.6050484E1,2.7974344E2,7.7464685E2,1.9377069E3,1.854931E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.946569E-1,3.5292032E-1,-7.445276E-1,3.4069617E0,1.9549842E-1,-4.1278398E-1,-9.236399E-1,3.458715E-2,2.5143041E-3,7.089541E-4,2.936698E-2,4.523231E-4,-5.7870904E-3,1.2828029E-3,-9.338894E-3],"categories":[1,3,4,5,6,7,8,9,10,11,7,8,9,10,11,0,1,2,4,5,6],"categories_nodes":[1,5,6],"categories_segments":[0,10,15],"categories_sizes":[10,5,6],"default_left":[0,1,0,1,0,1,1,0,0,0,0,0,0,0,0],"id":7,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.1508066E3,6.738828E2,1.7768713E2,1.0352173E1,4.5589136E2,8.0014206E1,2.1093262E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,1.67E1,1E0,NaN,NaN,3.458715E-2,2.5143041E-3,7.089541E-4,2.936698E-2,4.523231E-4,-5.7870904E-3,1.2828029E-3,-9.338894E-3],"split_indices":[16,13,16,19,8,13,3,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[4.397855E3,1.4020505E3,2.9958047E3,6.7714905E1,1.3343357E3,1.0515243E3,1.9442803E3,6.652771E1,1.1871886E0,1.277301E3,5.7034687E1,2.7982593E2,7.716984E2,1.8650518E1,1.9256298E3],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.917829E-1,3.4871158E-1,-7.407531E-1,2.4748697E0,1.3123068E-1,-4.0977684E-1,-9.2006516E-1,3.383715E-2,1.528857E-2,2.203762E-4,2.7756464E-2,4.4768536E-4,-5.751185E-3,-9.303076E-3,1.3497344E-3],"categories":[1,5,6,7,8,9,10,11,0,1,2,3,7,8,9,10,11],"categories_nodes":[1,3,5],"categories_segments":[0,8,12],"categories_sizes":[8,4,5],"default_left":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"id":8,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.1338877E3,6.4974927E2,1.7660242E2,1.0694519E2,3.6852173E2,7.8914734E1,2.1018066E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,NaN,1E0,NaN,1E0,3.383715E-2,1.528857E-2,2.203762E-4,2.7756464E-2,4.4768536E-4,-5.751185E-3,-9.303076E-3,1.3497344E-3],"split_indices":[16,13,16,4,8,13,6,0,0,0,0,0,0,0,0],"split_type":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.385932E3,1.4048733E3,2.9810588E3,1.2940376E2,1.2754695E3,1.0486794E3,1.9323794E3,6.4684135E1,6.4719635E1,1.2258597E3,4.96098E1,2.799075E2,7.68772E2,1.913917E3,1.846241E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.889277E-1,3.4457752E-1,-7.36993E-1,2.4167147E0,1.298355E-1,-4.067864E-1,-9.165053E-1,3.2904632E-2,1.4995275E-2,2.181426E-4,2.7068762E-2,4.4309787E-4,-5.7154223E-3,1.3569356E-3,-9.268398E-3],"categories":[1,5,6,7,8,9,10,11,0,1,2,3,7,8,9,10,11,0,1,2,4,5,6],"categories_nodes":[1,3,5,6],"categories_segments":[0,8,12,17],"categories_sizes":[8,4,5,6],"default_left":[0,1,0,1,0,1,1,0,0,0,0,0,0,0,0],"id":9,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.1172349E3,6.2649255E2,1.7552344E2,1.0102289E2,3.5554193E2,7.782843E1,2.1020752E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,NaN,1E0,NaN,NaN,3.2904632E-2,1.4995275E-2,2.181426E-4,2.7068762E-2,4.4309787E-4,-5.7154223E-3,1.3569356E-3,-9.268398E-3],"split_indices":[16,13,16,4,8,13,3,0,0,0,0,0,0,0,0],"split_type":[0,1,0,1,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[4.3740376E3,1.4076328E3,2.9664045E3,1.3121635E2,1.2764165E3,1.0458557E3,1.920549E3,6.587433E1,6.534202E1,1.2260336E3,5.038291E1,2.7998822E2,7.658675E2,1.8562006E1,1.9019869E3],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.8609385E-1,3.405113E-1,-7.3324597E-1,2.3612332E0,1.284575E-1,-4.038126E-1,-9.129579E-1,3.202596E-2,1.4711249E-2,2.1593196E-4,2.641458E-2,4.385565E-4,-5.6798E-3,-9.232861E-3,1.4229116E-3],"categories":[1,5,6,7,8,9,10,11,0,1,2,3,7,8,9,10,11],"categories_nodes":[1,3,5],"categories_segments":[0,8,12],"categories_sizes":[8,4,5],"default_left":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"id":10,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.1008262E3,6.044502E2,1.7444897E2,9.562671E1,3.4324152E2,7.675505E1,2.0946045E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,NaN,1E0,NaN,1E0,3.202596E-2,1.4711249E-2,2.1593196E-4,2.641458E-2,4.385565E-4,-5.6798E-3,-9.232861E-3,1.4229116E-3],"split_indices":[16,13,16,4,8,13,6,0,0,0,0,0,0,0,0],"split_type":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.362168E3,1.410321E3,2.9518467E3,1.3298009E2,1.277341E3,1.0430531E3,1.9087937E3,6.7026375E1,6.595372E1,1.2262056E3,5.113529E1,2.8006818E2,7.629849E2,1.8904163E3,1.8377401E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.832814E-1,3.365112E-1,-7.295129E-1,2.308239E0,1.2709649E-1,-4.008553E-1,-9.094246E-1,3.1196529E-2,1.4436039E-2,2.1374493E-4,2.5791474E-2,1.6434763E-2,-4.362452E-3,1.4298497E-3,-9.1984505E-3],"categories":[1,5,6,7,8,9,10,11,0,1,2,3,0,1,2,4,5,6,0,1,2,4,5,6],"categories_nodes":[1,3,5,6],"categories_segments":[0,8,12,18],"categories_sizes":[8,4,6,6],"default_left":[0,1,0,1,0,1,1,0,0,0,0,0,0,0,0],"id":11,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.0846592E3,5.835347E2,1.7338013E2,9.069769E1,3.315704E2,7.605156E1,2.0947388E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,NaN,1E0,NaN,NaN,3.1196529E-2,1.4436039E-2,2.1374493E-4,2.5791474E-2,1.6434763E-2,-4.362452E-3,1.4298497E-3,-9.1984505E-3],"split_indices":[16,13,16,4,8,3,3,0,0,0,0,0,0,0,0],"split_type":[0,1,0,1,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[4.3503203E3,1.4129395E3,2.9373809E3,1.3469614E2,1.2782433E3,1.0402714E3,1.8971094E3,6.81412E1,6.655495E1,1.2263759E3,5.1867393E1,1.6928715E1,1.02334265E3,1.8475445E1,1.8786339E3],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.8048497E-1,3.325755E-1,-7.257845E-1,2.2575636E0,1.2575212E-1,-3.9789462E-1,-9.0590316E-1,3.041226E-2,1.4169243E-2,2.1158067E-4,2.519721E-2,4.691636E-4,-5.6177643E-3,-9.163179E-3,1.4948674E-3],"categories":[1,5,6,7,8,9,10,11,0,1,2,3,7,8,9,10,11],"categories_nodes":[1,3,5],"categories_segments":[0,8,12],"categories_sizes":[8,4,5],"default_left":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"id":12,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.0687128E3,5.6366675E2,1.7232947E2,8.618414E1,3.2048328E2,7.573067E1,2.0872803E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,NaN,1E0,NaN,1E0,3.041226E-2,1.4169243E-2,2.1158067E-4,2.519721E-2,4.691636E-4,-5.6177643E-3,-9.163179E-3,1.4948674E-3],"split_indices":[16,13,16,4,8,13,6,0,0,0,0,0,0,0,0],"split_type":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.338509E3,1.4154897E3,2.923019E3,1.3636555E2,1.2791243E3,1.0375184E3,1.8855005E3,6.921968E1,6.7145874E1,1.2265446E3,5.257969E1,2.795292E2,7.5798926E2,1.8672062E3,1.829426E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.7771407E-1,3.287025E-1,-7.2207725E-1,2.2090526E0,1.2442401E-1,-3.9496973E-1,-9.023951E-1,2.9669497E-2,1.3910462E-2,2.0943774E-4,2.4629785E-2,4.643482E-4,-5.5825287E-3,1.5015464E-3,-9.129023E-3],"categories":[1,5,6,7,8,9,10,11,0,1,2,3,7,8,9,10,11,0,1,2,4,5,6],"categories_nodes":[1,3,5,6],"categories_segments":[0,8,12,17],"categories_sizes":[8,4,5,6],"default_left":[0,1,0,1,0,1,1,0,0,0,0,0,0,0,0],"id":13,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.0530144E3,5.447742E2,1.712699E2,8.204138E1,3.099391E2,7.467868E1,2.0873047E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,NaN,1E0,NaN,NaN,2.9669497E-2,1.3910462E-2,2.0943774E-4,2.4629785E-2,4.643482E-4,-5.5825287E-3,1.5015464E-3,-9.129023E-3],"split_indices":[16,13,16,4,8,13,3,0,0,0,0,0,0,0,0],"split_type":[0,1,0,1,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[4.326717E3,1.4179734E3,2.9087437E3,1.3798943E2,1.2799839E3,1.0347803E3,1.8739634E3,7.0262726E1,6.77267E1,1.2267113E3,5.3272602E1,2.796138E2,7.551664E2,1.8390799E1,1.8555725E3],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.7496328E-1,3.2489067E-1,-7.1838236E-1,2.1625657E0,1.2311198E-1,-3.920612E-1,-8.988983E-1,2.896497E-2,1.3659339E-2,2.0731667E-4,2.4087373E-2,1.6158871E-2,-4.2741746E-3,-9.094005E-3,1.5656025E-3],"categories":[1,5,6,7,8,9,10,11,0,1,2,3,0,1,2,4,5,6],"categories_nodes":[1,3,5],"categories_segments":[0,8,12],"categories_sizes":[8,4,6],"default_left":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"id":14,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.037544E3,5.26791E2,1.7021411E2,7.823041E1,2.9990054E2,7.403151E1,2.0798706E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,NaN,1E0,NaN,1E0,2.896497E-2,1.3659339E-2,2.0731667E-4,2.4087373E-2,1.6158871E-2,-4.2741746E-3,-9.094005E-3,1.5656025E-3],"split_indices":[16,13,16,4,8,3,6,0,0,0,0,0,0,0,0],"split_type":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.314956E3,1.420392E3,2.894564E3,1.3956879E2,1.2808231E3,1.0320626E3,1.8625013E3,7.127118E1,6.82976E1,1.2268766E3,5.394657E1,1.7084759E1,1.01497784E3,1.8442883E3,1.8212957E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.7222794E-1,3.2113853E-1,-7.146922E-1,2.117974E0,1.21815726E-1,-3.8914877E-1,-8.954141E-1,2.8295752E-2,1.3415528E-2,2.0521686E-4,2.35683E-2,4.938834E-4,-5.521264E-3,1.5720255E-3,-9.060088E-3],"categories":[1,5,6,7,8,9,10,11,0,1,2,3,7,8,9,10,11,0,1,2,4,5,6],"categories_nodes":[1,3,5,6],"categories_segments":[0,8,12,17],"categories_sizes":[8,4,5,6],"default_left":[0,1,0,1,0,1,1,0,0,0,0,0,0,0,0],"id":15,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.02228357E3,5.0965735E2,1.6917761E2,7.471716E1,2.9033368E2,7.366998E1,2.0797363E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,NaN,1E0,NaN,NaN,2.8295752E-2,1.3415528E-2,2.0521686E-4,2.35683E-2,4.938834E-4,-5.521264E-3,1.5720255E-3,-9.060088E-3],"split_indices":[16,13,16,4,8,13,3,0,0,0,0,0,0,0,0],"split_type":[0,1,0,1,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[4.3032334E3,1.4227468E3,2.8804866E3,1.4110464E2,1.2816422E3,1.0293752E3,1.8511112E3,7.224589E1,6.8858765E1,1.2270402E3,5.4602024E1,2.790933E2,7.50282E2,1.8308048E1,1.8328032E3],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.6951688E-1,3.1744486E-1,-7.11022E-1,2.0751603E0,1.2053525E-1,-3.8627228E-1,-8.9194065E-1,2.76592E-2,1.3178706E-2,2.031406E-4,2.3071045E-2,4.8880634E-4,-5.4864087E-3,-9.025309E-3,1.6351187E-3],"categories":[1,5,6,7,8,9,10,11,0,1,2,3,7,8,9,10,11],"categories_nodes":[1,3,5],"categories_segments":[0,8,12],"categories_sizes":[8,4,5],"default_left":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"id":16,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.00725885E3,4.933178E2,1.6813025E2,7.147174E1,2.8120718E2,7.263919E1,2.0723145E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,NaN,1E0,NaN,1E0,2.76592E-2,1.3178706E-2,2.031406E-4,2.3071045E-2,4.8880634E-4,-5.4864087E-3,-9.025309E-3,1.6351187E-3],"split_indices":[16,13,16,4,8,13,6,0,0,0,0,0,0,0,0],"split_type":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.291536E3,1.4250392E3,2.8664968E3,1.4259802E2,1.2824412E3,1.0267004E3,1.8397965E3,7.318767E1,6.941036E1,1.2272018E3,5.523938E1,2.7918228E2,7.475181E2,1.8216631E3,1.813347E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.668256E-1,3.1380787E-1,-7.073647E-1,2.0340154E0,1.1926996E-1,-3.8341212E-1,-8.8847923E-1,7.48284E-3,2.414869E-2,2.010846E-4,2.2594215E-2,1.588954E-2,-4.1872733E-3,1.6412915E-3,-8.9916205E-3],"categories":[1,5,6,7,8,9,10,11,0,1,2,4,5,6,0,1,2,4,5,6],"categories_nodes":[1,5,6],"categories_segments":[0,8,14],"categories_sizes":[8,6,6],"default_left":[0,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"id":17,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[9.9245197E2,4.7772186E2,1.6708728E2,6.922046E1,2.7249277E2,7.206442E1,2.0720703E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,3.37E1,1E0,NaN,NaN,7.48284E-3,2.414869E-2,2.010846E-4,2.2594215E-2,1.588954E-2,-4.1872733E-3,1.6412915E-3,-8.9916205E-3],"split_indices":[16,13,16,12,8,3,3,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[4.279871E3,1.427271E3,2.8525999E3,1.4404988E2,1.2832212E3,1.024046E3,1.828554E3,3.3596294E1,1.1045358E2,1.227362E3,5.585904E1,1.7239164E1,1.0068069E3,1.8227163E1,1.8103268E3],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.6414784E-1,3.1021273E-1,-7.037104E-1,1.9939213E0,1.18019834E-1,-3.805475E-1,-8.8502795E-1,2.6536161E-2,1.2670561E-2,1.9905041E-4,2.2136528E-2,5.172956E-4,-5.425907E-3,-8.95707E-3,1.7034188E-3],"categories":[1,5,6,7,8,9,10,11,0,1,2,3,7,8,9,10,11],"categories_nodes":[1,3,5],"categories_segments":[0,8,12],"categories_sizes":[8,4,5],"default_left":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"id":18,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[9.77832E2,4.6266245E2,1.6606213E2,6.688324E1,2.641645E2,7.164633E1,2.0646606E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,NaN,1E0,NaN,1E0,2.6536161E-2,1.2670561E-2,1.9905041E-4,2.2136528E-2,5.172956E-4,-5.425907E-3,-8.95707E-3,1.7034188E-3],"split_indices":[16,13,16,4,8,13,6,0,0,0,0,0,0,0,0],"split_type":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.2682866E3,1.4294768E3,2.8388098E3,1.4549461E2,1.2839822E3,1.0214229E3,1.8173868E3,7.488188E1,7.061274E1,1.2275208E3,5.6461414E1,2.7867972E2,7.427432E2,1.799331E3,1.8055775E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.6149472E-1,3.066853E-1,-7.000769E-1,1.9558245E0,1.1678436E-1,-3.7771907E-1,-8.8158816E-1,7.2019086E-3,2.3184523E-2,1.97035E-4,2.1696819E-2,5.119707E-4,-5.3914324E-3,1.709342E-3,-8.923599E-3],"categories":[1,5,6,7,8,9,10,11,7,8,9,10,11,0,1,2,4,5,6],"categories_nodes":[1,5,6],"categories_segments":[0,8,13],"categories_sizes":[8,5,6],"default_left":[0,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"id":19,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[9.634492E2,4.4842087E2,1.6502673E2,6.458588E1,2.5619843E2,7.063666E1,2.0642822E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,3.37E1,1E0,NaN,NaN,7.2019086E-3,2.3184523E-2,1.97035E-4,2.1696819E-2,5.119707E-4,-5.3914324E-3,1.709342E-3,-8.923599E-3],"split_indices":[16,13,16,12,8,13,3,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[4.2566943E3,1.4315919E3,2.8251023E3,1.4686722E2,1.2847247E3,1.0188106E3,1.8062917E3,3.4000034E1,1.1286719E2,1.2276779E3,5.7046883E1,2.787729E2,7.400377E2,1.8148119E1,1.7881436E3],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.5885948E-1,-6.940113E-1,3.0822766E-1,-3.7087852E-1,-8.7922096E-1,2.1274645E0,1.3280208E-1,4.7181323E-3,-4.443506E-3,1.6912937E-3,-8.9003E-3,2.5465483E-2,1.3041279E-2,5.1770825E-3,-3.905524E-3],"categories":[1,3,5,6,7,8,9,10,11,5,6,7,8,9,10,11,0,1,2,4,5,6,1,3,4,5,6,7,8,9,10,11,0],"categories_nodes":[2,3,4,5,6],"categories_segments":[0,9,16,22,32],"categories_sizes":[9,7,6,10,1],"default_left":[0,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"id":20,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[9.4955426E2,1.6883533E2,4.5309705E2,6.407768E1,2.0502075E1,3.9766357E1,2.6142307E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.71E1,1.8067928E1,NaN,NaN,NaN,NaN,NaN,4.7181323E-3,-4.443506E-3,1.6912937E-3,-8.9003E-3,2.5465483E-2,1.3041279E-2,5.1770825E-3,-3.905524E-3],"split_indices":[15,16,13,13,3,13,2,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[4.2451743E3,2.825548E3,1.4196262E3,1.0305553E3,1.7949927E3,1.2387395E2,1.2957523E3,8.221094E1,9.483444E2,1.8168928E1,1.7768237E3,8.0702736E1,4.3171207E1,7.466397E2,5.491126E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.5622308E-1,3.0097795E-1,-6.931322E-1,1.8858068E0,1.1544113E-1,-3.7324086E-1,-8.747345E-1,7.114717E-3,2.2419192E-2,1.9471635E-4,2.123734E-2,1.5637828E-2,-4.085397E-3,-8.855674E-3,1.8533655E-3],"categories":[1,5,6,7,8,9,10,11,0,1,2,4,5,6],"categories_nodes":[1,5],"categories_segments":[0,8],"categories_sizes":[8,6],"default_left":[0,1,0,0,0,1,0,0,0,0,0,0,0,0,0],"id":21,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[9.378986E2,4.2201315E2,1.6233435E2,6.1311462E1,2.4791592E2,7.008638E1,2.0666016E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,3.44E1,1E0,NaN,1E0,7.114717E-3,2.2419192E-2,1.9471635E-4,2.123734E-2,1.5637828E-2,-4.085397E-3,-8.855674E-3,1.8533655E-3],"split_indices":[16,13,16,15,8,3,6,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.23395E3,1.4349441E3,2.799006E3,1.4942374E2,1.2855203E3,1.0146903E3,1.7843158E3,3.546626E1,1.1395748E2,1.227855E3,5.766533E1,1.7385038E1,9.9730524E2,1.7664292E3,1.7886667E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.536187E-1,2.9757512E-1,-6.8952394E-1,7.3840195E-1,-3.5023317E-1,-3.7043282E-1,-8.713249E-1,-1.2601732E-4,1.1612421E-2,4.639312E-3,-5.3009097E-3,-7.017171E-4,-5.992752E-3,-8.821824E-3,1.8336651E-3],"categories":[0,8,9,10,11],"categories_nodes":[1,5],"categories_segments":[0,1],"categories_sizes":[1,4],"default_left":[0,1,0,0,0,1,0,0,0,0,0,0,0,0,0],"id":22,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[9.240581E2,4.10895E2,1.6133008E2,2.718392E2,8.56101E1,6.95735E1,2.0481323E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,3.29E1,6.2177167E0,NaN,1E0,-1.2601732E-4,1.1612421E-2,4.639312E-3,-5.3009097E-3,-7.017171E-4,-5.992752E-3,-8.821824E-3,1.8336651E-3],"split_indices":[16,2,16,12,16,13,6,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.2225327E3,1.436947E3,2.7855857E3,8.5499316E2,5.8195386E2,1.01214307E3,1.7734426E3,3.0833377E2,5.4665936E2,1.0501263E2,4.7694125E2,4.383268E2,5.738163E2,1.7555339E3,1.7908682E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.510123E-1,-6.837163E-1,2.9984525E-1,-3.6446077E-1,-8.6900574E-1,2.0342805E0,1.2928727E-1,4.6655764E-3,-4.375693E-3,1.8423143E-3,-8.799702E-3,2.4305046E-2,1.2516875E-2,5.037212E-3,-3.8544517E-3],"categories":[1,3,5,6,7,8,9,10,11,5,6,7,8,9,10,11,0,1,2,4,5,6,1,3,4,5,6,7,8,9,10,11,0],"categories_nodes":[2,3,4,5,6],"categories_segments":[0,9,16,22,32],"categories_sizes":[9,7,6,10,1],"default_left":[0,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"id":23,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[9.124106E2,1.6460193E2,4.214794E2,6.2511658E1,2.0525757E1,3.651642E1,2.505718E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.71E1,1.8067928E1,NaN,NaN,NaN,NaN,NaN,4.6655764E-3,-4.375693E-3,1.8423143E-3,-8.799702E-3,2.4305046E-2,1.2516875E-2,5.037212E-3,-3.8544517E-3],"split_indices":[15,16,13,13,3,13,2,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[4.2115854E3,2.786922E3,1.4246636E3,1.0245608E3,1.7623613E3,1.2657474E2,1.2980889E3,8.241178E1,9.4214905E2,1.799486E1,1.7443665E3,8.26325E1,4.3942238E1,7.5146735E2,5.466215E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.4842893E-1,2.919659E-1,-6.8264294E-1,1.8059962E0,1.1160498E-1,-3.6601344E-1,-8.6453027E-1,6.633133E-3,2.1361744E-2,1.7150088E-4,2.0640733E-2,-6.8188284E-4,-5.940411E-3,-8.754774E-3,1.8961292E-3],"categories":[1,5,6,7,8,9,10,11,8,9,10,11],"categories_nodes":[1,5],"categories_segments":[0,8],"categories_sizes":[8,4],"default_left":[0,1,0,0,0,1,0,0,0,0,0,0,0,0,0],"id":24,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.994425E2,3.9342743E2,1.5869312E2,5.6449524E1,2.3770262E2,6.8490616E1,2.0394287E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,3.37E1,1E0,NaN,1E0,6.633133E-3,2.1361744E-2,1.7150088E-4,2.0640733E-2,-6.8188284E-4,-5.940411E-3,-8.754774E-3,1.8961292E-3],"split_indices":[16,13,16,12,8,13,6,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.200503E3,1.4404849E3,2.7600183E3,1.5237422E2,1.2881106E3,1.00811084E3,1.7519075E3,3.483299E1,1.1754123E2,1.2296332E3,5.8477386E1,4.3771445E2,5.7039636E2,1.7340688E3,1.7838621E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.458813E-1,-6.7682016E-1,2.9410124E-1,-3.5990134E-1,-8.622412E-1,7.1533513E-1,-3.7210858E-1,1.467521E-2,-3.928346E-3,1.9067356E-3,-8.732966E-3,2.0669213E-2,4.9636774E-3,2.3176996E-3,-6.5795975E-3],"categories":[0,0,1,2,4,5,6,0,1,2,4,5,6,1,3,5,6,7,8,9,10,11],"categories_nodes":[2,3,4,5],"categories_segments":[0,1,7,13],"categories_sizes":[1,6,6,9],"default_left":[0,0,1,1,1,1,0,0,0,0,0,0,0,0,0],"id":25,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.876692E2,1.6201123E2,4.0126923E2,6.204251E1,2.0443848E1,2.581594E2,9.5813576E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.71E1,1.8067928E1,NaN,NaN,NaN,NaN,6.2E0,1.467521E-2,-3.928346E-3,1.9067356E-3,-8.732966E-3,2.0669213E-2,4.9636774E-3,2.3176996E-3,-6.5795975E-3],"split_indices":[15,16,2,3,3,13,11,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.189229E3,2.761291E3,1.4279379E3,1.02031866E3,1.7409724E3,8.7476447E2,5.531734E2,1.7291237E1,1.0030274E3,1.7921177E1,1.7230513E3,1.2078349E2,7.5398096E2,1.7778362E2,3.753898E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.4333077E-1,2.8657782E-1,-6.758008E-1,7.070374E-1,-3.4274438E-1,-3.616181E-1,-8.5777205E-1,-2.124159E-4,1.1128813E-2,4.564287E-3,-5.2139657E-3,5.8040395E-4,-5.217962E-3,-8.688094E-3,1.9573984E-3],"categories":[0,7,8,9,10,11],"categories_nodes":[1,5],"categories_segments":[0,1],"categories_sizes":[1,5],"default_left":[0,1,0,0,0,1,0,0,0,0,0,0,0,0,0],"id":26,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.7544446E2,3.8246594E2,1.5610046E2,2.5606775E2,8.293691E1,6.759416E1,2.0305786E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8067928E1,3.29E1,6.2177167E0,NaN,1E0,-2.124159E-4,1.1128813E-2,4.564287E-3,-5.2139657E-3,5.8040395E-4,-5.217962E-3,-8.688094E-3,1.9573984E-3],"split_indices":[16,2,16,12,16,13,6,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.1782896E3,1.4435088E3,2.734781E3,8.652793E2,5.782295E2,1.004114E3,1.730667E3,3.0997784E2,5.5530145E2,1.0536051E2,4.7286896E2,2.775596E2,7.265544E2,1.7128967E3,1.77702E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.4079373E-1,-6.6999954E-1,2.8854716E-1,-3.555257E-1,-8.5551214E-1,6.9821763E-1,-3.6678666E-1,1.4411065E-2,-3.8832428E-3,1.969951E-3,-8.66659E-3,2.0123916E-2,4.8395195E-3,2.2857662E-3,-6.512416E-3],"categories":[0,0,1,2,4,5,6,0,1,2,4,5,6,1,3,5,6,7,8,9,10,11],"categories_nodes":[2,3,4,5],"categories_segments":[0,1,7,13],"categories_sizes":[1,6,6,9],"default_left":[0,0,1,1,1,1,0,0,0,0,0,0,0,0,0],"id":27,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.638402E2,1.5937964E2,3.848002E2,6.0506165E1,2.0360352E1,2.4730243E2,9.35698E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.71E1,1.8067928E1,NaN,NaN,NaN,NaN,6.2E0,1.4411065E-2,-3.8832428E-3,1.969951E-3,-8.66659E-3,2.0123916E-2,4.8395195E-3,2.2857662E-3,-6.512416E-3],"split_indices":[15,16,2,3,3,13,11,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.1675283E3,2.736179E3,1.4313494E3,1.0163013E3,1.7198778E3,8.807183E2,5.5063104E2,1.7450758E1,9.988505E2,1.7849226E1,1.7020286E3,1.222878E2,7.584305E2,1.7808861E2,3.7254242E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.3827752E-1,1.3033792E-1,-7.759182E-1,2.196366E0,3.3317592E-2,-3.6529416E-1,-8.409923E-1,4.370973E-3,2.2581335E-2,-4.5947E-4,2.1144168E-2,5.354667E-4,-6.744751E-3,-9.200189E-3,-6.6109E-3],"categories":[1,3,4,5,6,7,8,9,10,11,1,7,8,9,10,11,0,1,2,3,4,5,6,7,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,27,28,30,33,37,46,47,48,50,51,52,57,61,63,64,66,67,68,69,71,72,73,74,75,79,80,81,82,83,86,89,91,93],"categories_nodes":[1,2,5],"categories_segments":[0,10,16],"categories_sizes":[10,6,56],"default_left":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":28,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.5278015E2,4.0255316E2,5.71438E1,8.801544E0,3.167439E2,3.835274E1,2.5766602E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,2.59E1,1E0,NaN,1.78E1,4.370973E-3,2.2581335E-2,-4.5947E-4,2.1144168E-2,5.354667E-4,-6.744751E-3,-9.200189E-3,-6.6109E-3],"split_indices":[16,13,13,15,8,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.1566826E3,2.0076451E3,2.1490376E3,8.907939E1,1.9185658E3,2.9488672E2,1.8541508E3,3.295427E0,8.5783966E1,1.8491149E3,6.945089E1,1.2558552E2,1.6930121E2,1.2853945E3,5.687562E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.3579266E-1,-5.935844E-1,4.5224145E-1,-2.849143E-1,-8.464644E-1,1.0037892E0,-2.5570118E-1,1.5309621E-3,-4.4613187E-3,2.0652022E-3,-8.580067E-3,1.3313878E-3,1.3774638E-2,1.978533E-3,-6.2030437E-3],"categories":[0,7,8,9,10,11,0,1,2,4,5,6],"categories_nodes":[2,3,4],"categories_segments":[0,1,6],"categories_sizes":[1,5,6],"default_left":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":29,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.4266125E2,2.4368335E2,3.9958716E2,9.954792E1,2.1047974E1,1.869043E2,7.431552E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.35E1,1.796274E1,NaN,NaN,NaN,3.29E1,6.6E0,1.5309621E-3,-4.4613187E-3,2.0652022E-3,-8.580067E-3,1.3313878E-3,1.3774638E-2,1.978533E-3,-6.2030437E-3],"split_indices":[15,16,2,13,3,12,11,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.1456807E3,3.1239734E3,1.0217072E3,1.4077605E3,1.7162129E3,5.7405304E2,4.476542E2,3.7876035E2,1.0290001E3,1.8425192E1,1.6977876E3,1.727972E2,4.0125583E2,1.996961E2,2.479581E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.333094E-1,1.2806061E-1,-7.691139E-1,1.4332535E0,-1.9867156E-2,-3.5947102E-1,-8.344265E-1,6.2753945E-3,1.976096E-2,8.431917E-3,-1.8345318E-3,5.7074183E-4,-6.6860663E-3,-9.13982E-3,-6.5385913E-3],"categories":[1,5,6,7,8,9,10,11,1,7,8,9,10,11,0,1,2,3,4,5,6,7,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,27,28,30,33,37,46,47,48,50,51,52,57,61,63,64,66,67,68,69,71,72,73,74,75,79,80,81,82,83,86,89,91,93],"categories_nodes":[1,2,5],"categories_segments":[0,8,14],"categories_sizes":[8,6,56],"default_left":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":30,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.3171655E2,3.88096E2,5.6609863E1,8.825824E1,2.5517796E2,3.7929565E1,2.5745483E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.44E1,6.71193E0,NaN,1.78E1,6.2753945E-3,1.976096E-2,8.431917E-3,-1.8345318E-3,5.7074183E-4,-6.6860663E-3,-9.13982E-3,-6.5385913E-3],"split_indices":[16,13,13,15,16,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.1350225E3,2.0089393E3,2.1260833E3,2.036256E2,1.8053137E3,2.9325885E2,1.8328243E3,8.283451E1,1.20791084E2,2.869975E2,1.5183162E3,1.2527383E2,1.6798503E2,1.2694574E3,5.6336694E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.3084753E-1,1.2673177E-1,-7.6563215E-1,1.4104197E0,-1.9673118E-2,-3.567839E-1,-8.310458E-1,3.3161296E-3,1.8034684E-2,8.305887E-3,-1.81838E-3,5.6485937E-4,-6.6501764E-3,-9.108191E-3,-6.5033482E-3],"categories":[1,5,6,7,8,9,10,11,1,7,8,9,10,11,0,1,2,3,4,5,6,7,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,27,28,30,33,37,46,47,48,50,51,52,57,61,63,64,66,67,68,69,71,72,73,74,75,79,80,81,82,83,86,89,91,93],"categories_nodes":[1,2,5],"categories_segments":[0,8,14],"categories_sizes":[8,6,56],"default_left":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":31,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.208192E2,3.779376E2,5.6280396E1,8.669577E1,2.4916008E2,3.7429104E1,2.5687134E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.31E1,6.71193E0,NaN,1.78E1,3.3161296E-3,1.8034684E-2,8.305887E-3,-1.81838E-3,5.6485937E-4,-6.6501764E-3,-9.108191E-3,-6.5033482E-3],"split_indices":[16,13,13,12,16,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.124301E3,2.0098197E3,2.114481E3,2.048702E2,1.8049496E3,2.9253473E2,1.8219463E3,5.5201504E1,1.4966869E2,2.8844656E2,1.5165029E3,1.2532277E2,1.6721198E2,1.2611722E3,5.607741E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.283998E-1,1.254137E-1,-7.6215935E-1,1.3878753E0,-1.9480929E-2,-3.541127E-1,-8.27673E-1,6.0429038E-3,1.9142456E-2,-8.8388374E-4,1.9350417E-2,-5.459789E-4,-7.7681723E-3,-9.076649E-3,-6.4682034E-3],"categories":[1,5,6,7,8,9,10,11,1,7,8,9,10,11,0,1,3,4,5,6,7,9,10,11,12,13,14,16,17,18,20,21,22,23,27,28,33,37,46,48,52,57,64,66,67,69,71,72,74,75,79,80,81,82,83,93],"categories_nodes":[1,2,5],"categories_segments":[0,8,14],"categories_sizes":[8,6,42],"default_left":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":32,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.1005206E2,3.680171E2,5.5951416E1,8.427518E1,2.4334882E2,3.7029926E1,2.5628662E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.44E1,1E0,NaN,1.78E1,6.0429038E-3,1.9142456E-2,-8.8388374E-4,1.9350417E-2,-5.459789E-4,-7.7681723E-3,-9.076649E-3,-6.4682034E-3],"split_indices":[16,13,13,15,8,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.1136724E3,2.010711E3,2.1029612E3,2.0612994E2,1.8045812E3,2.918159E2,1.8111454E3,8.369091E1,1.2243903E2,1.7440488E3,6.0532333E1,1.714565E2,1.2035938E2,1.2529441E3,5.582013E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.2598025E-1,1.2413381E-1,-7.5869536E-1,2.0454378E0,3.1269345E-2,-3.5146198E-1,-8.243081E-1,4.088613E-3,2.102244E-2,-4.5686858E-4,1.9993816E-2,5.64665E-4,-6.583313E-3,-9.045192E-3,-6.433157E-3],"categories":[1,3,4,5,6,7,8,9,10,11,1,7,8,9,10,11,0,1,2,3,4,5,6,7,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,27,28,30,33,37,46,47,48,50,51,52,57,61,63,64,66,67,68,69,71,72,73,74,75,79,80,81,82,83,86,89,91,93],"categories_nodes":[1,2,5],"categories_segments":[0,10,16],"categories_sizes":[10,6,56],"default_left":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":33,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.994138E2,3.5898392E2,5.562195E1,7.7647705E0,2.9098236E2,3.6603092E1,2.5570557E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,2.59E1,1E0,NaN,1.78E1,4.088613E-3,2.102244E-2,-4.5686858E-4,1.9993816E-2,5.64665E-4,-6.583313E-3,-9.045192E-3,-6.433157E-3],"split_indices":[16,13,13,15,8,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.1028916E3,2.011365E3,2.0915264E3,9.176579E1,1.9195992E3,2.9110495E2,1.8004214E3,3.3533773E0,8.8412415E1,1.8483044E3,7.129475E1,1.2532439E2,1.6578056E2,1.2447732E3,5.556482E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.2357675E-1,1.22871615E-1,-7.552397E-1,1.3187735E0,-2.3521073E-2,-3.4882218E-1,-8.209507E-1,2.012637E-2,7.992663E-3,7.555853E-3,-1.9589684E-3,-5.2780134E-4,-7.702291E-3,-9.013815E-3,-6.3982056E-3],"categories":[5,6,7,8,9,10,11,1,7,8,9,10,11,1,3,4,5,6,7,8,9,10,11,0,1,3,4,5,6,7,9,10,11,12,13,14,16,17,18,20,21,22,23,27,28,33,37,46,48,52,57,64,66,67,69,71,72,74,75,79,80,81,82,83,93],"categories_nodes":[1,2,3,5],"categories_segments":[0,7,13,23],"categories_sizes":[7,6,10,42],"default_left":[0,1,1,1,0,1,0,0,0,0,0,0,0,0,0],"id":34,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.889038E2,3.524446E2,5.52937E1,7.753381E1,2.4113646E2,3.631231E1,2.551184E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,NaN,6.946222E0,NaN,1.78E1,2.012637E-2,7.992663E-3,7.555853E-3,-1.9589684E-3,-5.2780134E-4,-7.702291E-3,-9.013815E-3,-6.3982056E-3],"split_indices":[16,13,13,13,16,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.0921428E3,2.0119718E3,2.080171E3,2.1855528E2,1.7934165E3,2.9039682E2,1.789774E3,9.234432E1,1.2621095E2,3.242923E2,1.4691243E3,1.7123088E2,1.1916594E2,1.2366593E3,5.5311487E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.2118067E-1,-6.4366734E-1,2.700208E-1,-3.5395908E-1,-8.4092003E-1,6.606647E-1,-3.644411E-1,1.4618501E-2,-3.8711242E-3,-7.3440364E-3,-9.540364E-3,2.2471578E-4,1.0054219E-2,2.0250229E-3,-6.4188656E-3],"categories":[0,0,1,2,4,5,6,1,6,9,10,11,12,14,15,17,18,20,21,24,27,30,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,93],"categories_nodes":[2,3,4],"categories_segments":[0,1,7],"categories_sizes":[1,6,46],"default_left":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":35,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.785413E2,1.506781E2,3.5755472E2,6.509416E1,1.8228516E1,1.9637616E2,8.664715E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.71E1,1.8539688E1,NaN,NaN,NaN,3.29E1,6.2E0,1.4618501E-2,-3.8711242E-3,-7.3440364E-3,-9.540364E-3,2.2471578E-4,1.0054219E-2,2.0250229E-3,-6.4188656E-3],"split_indices":[15,16,2,3,0,12,11,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.0816047E3,2.6409429E3,1.4406617E3,1.0708954E3,1.5700475E3,8.916336E2,5.490281E2,1.8429296E1,1.0524662E3,8.124729E2,7.575746E2,3.131026E2,5.78531E2,1.8048593E2,3.6854218E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.1877878E-1,1.2064694E-1,-7.484933E-1,1.325228E0,-1.9803831E-2,-3.4177595E-1,-8.1456834E-1,3.066986E-3,1.6917035E-2,7.942772E-3,-1.7769056E-3,-5.23141E-4,-7.718566E-3,-8.954686E-3,-6.3300747E-3],"categories":[1,5,6,7,8,9,10,11,1,7,8,9,10,11,0,1,3,4,5,6,7,9,10,11,12,13,14,17,18,20,21,22,23,27,28,33,37,46,48,52,57,64,66,67,69,71,72,74,75,79,80,81,82,83,93],"categories_nodes":[1,2,5],"categories_segments":[0,8,14],"categories_sizes":[8,6,41],"default_left":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":36,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.6908136E2,3.4082013E2,5.5057983E1,7.7999695E1,2.3213982E2,3.5999325E1,2.5440552E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.31E1,6.71193E0,NaN,1.78E1,3.066986E-3,1.6917035E-2,7.942772E-3,-1.7769056E-3,-5.23141E-4,-7.718566E-3,-8.954686E-3,-6.3300747E-3],"split_indices":[16,13,13,12,16,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.0714497E3,2.0133347E3,2.058115E3,2.0935538E2,1.8039792E3,2.884942E2,1.7696208E3,5.5881985E1,1.5347339E2,2.923842E2,1.5115951E3,1.7310745E2,1.15386734E2,1.2214379E3,5.4818304E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.164111E-1,2.7186912E-1,-6.339591E-1,6.6976976E-1,-3.297162E-1,-3.4846127E-1,-8.3334136E-1,-1.9947988E-4,1.0468977E-2,3.9552394E-3,-5.017208E-3,7.6948584E-4,-5.093939E-3,-7.275602E-3,-9.501161E-3],"categories":[0,7,8,9,10,11,6,9,10,11,12,14,15,17,18,20,21,24,27,30,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,93],"categories_nodes":[1,5,6],"categories_segments":[0,1,6],"categories_sizes":[1,5,45],"default_left":[0,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"id":37,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.589983E2,3.4125458E2,1.4989441E2,2.231586E2,7.103511E1,7.443144E1,1.8489258E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2229881E1,NaN,1.8539688E1,3.29E1,6.2177167E0,NaN,NaN,-1.9947988E-4,1.0468977E-2,3.9552394E-3,-5.017208E-3,7.6948584E-4,-5.093939E-3,-7.275602E-3,-9.501161E-3],"split_indices":[16,2,16,12,16,13,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[4.0610808E3,1.4237068E3,2.637374E3,8.5685333E2,5.668534E2,1.0856156E3,1.5517584E3,3.0323083E2,5.5362256E2,1.08418434E2,4.5843494E2,2.9811072E2,7.875049E2,8.179993E2,7.3375903E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.1405255E-1,1.18444495E-1,-7.417738E-1,1.2964568E0,-1.9945586E-2,-3.360275E-1,-8.0809313E-1,3.0280831E-3,1.651355E-2,6.8512955E-3,-1.9662695E-3,-4.7888077E-4,-7.664211E-3,-8.895464E-3,-6.258561E-3],"categories":[1,5,6,7,8,9,10,11,1,7,8,9,10,11,0,1,3,4,5,6,7,9,10,11,12,13,14,17,18,20,21,22,23,27,28,33,37,46,48,52,57,64,66,67,69,71,72,74,75,79,80,81,82,83,93],"categories_nodes":[1,2,5],"categories_segments":[0,8,14],"categories_sizes":[8,6,41],"default_left":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":38,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.496443E2,3.2861496E2,5.4551025E1,7.422778E1,2.2494843E2,3.5670883E1,2.5426025E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.31E1,7.2006946E0,NaN,1.78E1,3.0280831E-3,1.651355E-2,6.8512955E-3,-1.9662695E-3,-4.7888077E-4,-7.664211E-3,-8.895464E-3,-6.258561E-3],"split_indices":[16,13,13,12,16,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.0509155E3,2.0145721E3,2.0363433E3,2.109072E2,1.8036649E3,2.8693332E2,1.7494099E3,5.599236E1,1.5491484E2,3.6083154E2,1.4428334E3,1.7253563E2,1.14397675E2,1.2063392E3,5.430707E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.117154E-1,1.1722424E-1,-7.383573E-1,1.2455261E0,-2.3610845E-2,-3.334821E-1,-8.0476975E-1,1.9017037E-2,7.531581E-3,-9.07529E-4,1.8157274E-2,6.7167194E-4,-6.399807E-3,-8.864443E-3,-6.224088E-3],"categories":[5,6,7,8,9,10,11,1,7,8,9,10,11,1,3,4,5,6,7,8,9,10,11,0,1,2,3,4,5,6,7,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,27,28,30,33,37,46,47,48,50,51,52,57,61,63,64,66,67,68,69,71,72,73,74,75,79,80,81,82,83,86,89,91,93],"categories_nodes":[1,2,3,5],"categories_segments":[0,7,13,23],"categories_sizes":[7,6,10,56],"default_left":[0,1,1,1,0,1,0,0,0,0,0,0,0,0,0],"id":39,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.3972504E2,3.2042316E2,5.4218994E1,7.086093E1,2.2165714E2,3.531823E1,2.536621E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,NaN,1E0,NaN,1.78E1,1.9017037E-2,7.531581E-3,-9.07529E-4,1.8157274E-2,6.7167194E-4,-6.399807E-3,-8.864443E-3,-6.224088E-3],"split_indices":[16,13,13,13,8,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.0406614E3,2.0152665E3,2.0253949E3,2.2276204E2,1.7925044E3,2.862613E2,1.7391335E3,9.42684E1,1.2849364E2,1.7302935E3,6.22109E1,1.2441249E2,1.618488E2,1.198498E3,5.4063556E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.0940446E-1,1.1604268E-1,-7.349483E-1,1.2274489E0,-2.3375306E-2,-7.5962234E-1,3.4911793E-1,1.8731307E-2,7.4253045E-3,6.7139138E-3,-1.9980618E-3,-8.651627E-3,-5.457133E-3,-3.7823706E-3,8.308228E-3],"categories":[5,6,7,8,9,10,11,1,3,4,5,6,7,8,9,10,11],"categories_nodes":[1,3],"categories_segments":[0,7],"categories_sizes":[7,10],"default_left":[0,1,0,1,0,0,0,0,0,0,0,0,0,0,0],"id":40,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.29926E2,3.12518E2,5.417688E1,6.899567E1,2.1990565E2,4.4025024E1,1.6269712E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,1E0,NaN,7.2006946E0,1.78E1,1.38E1,1.8731307E-2,7.4253045E-3,6.7139138E-3,-1.9980618E-3,-8.651627E-3,-5.457133E-3,-3.7823706E-3,8.308228E-3],"split_indices":[16,13,6,13,16,15,15,0,0,0,0,0,0,0,0],"split_type":[0,1,0,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.0302354E3,2.0157103E3,2.014525E3,2.2380301E2,1.7919072E3,1.9699862E3,4.4538837E1,9.476206E1,1.2904094E2,3.6232056E2,1.4295867E3,1.3170991E3,6.528871E2,1.783042E1,2.6708418E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.070974E-1,1.1485848E-1,-7.3154044E-1,1.209811E0,-2.314832E-2,-3.264218E-1,-7.983232E-1,1.898411E-2,7.6764324E-3,6.620753E-3,-1.9806994E-3,-4.0547326E-4,-7.572449E-3,-8.803507E-3,-6.15994E-3],"categories":[5,6,7,8,9,10,11,1,7,8,9,10,11,1,2,3,4,5,6,7,8,9,10,11,0,1,3,4,5,6,7,9,10,11,12,13,14,17,18,20,21,22,23,27,28,33,37,46,48,52,57,64,66,67,69,71,72,74,75,79,80,81,82,83,93],"categories_nodes":[1,2,3,5],"categories_segments":[0,7,13,24],"categories_sizes":[7,6,11,41],"default_left":[0,1,1,1,0,1,0,0,0,0,0,0,0,0,0],"id":41,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.2023364E2,3.0486136E2,5.397754E1,6.72984E1,2.1497696E2,3.511944E1,2.5187134E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,NaN,7.2006946E0,NaN,1.78E1,1.898411E-2,7.6764324E-3,6.620753E-3,-1.9806994E-3,-4.0547326E-4,-7.572449E-3,-8.803507E-3,-6.15994E-3],"split_indices":[16,13,13,13,16,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.0200205E3,2.0162825E3,2.003738E3,2.2481592E2,1.7914666E3,2.843992E2,1.7193389E3,8.662265E1,1.3819327E2,3.6375143E2,1.4277152E3,1.7161647E2,1.12782715E2,1.1832031E3,5.361357E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.0480924E-1,1.1368902E-1,-7.2814655E-1,1.223017E0,-1.919972E-2,-3.2393295E-1,-7.950189E-1,5.229518E-3,1.6892366E-2,-8.4810477E-4,1.7682185E-2,-4.0155492E-4,-7.5375554E-3,-8.77268E-3,-6.125738E-3],"categories":[1,5,6,7,8,9,10,11,1,7,8,9,10,11,0,1,3,4,5,6,7,9,10,11,12,13,14,17,18,20,21,22,23,27,28,33,37,46,48,52,57,64,66,67,69,71,72,74,75,79,80,81,82,83,93],"categories_nodes":[1,2,5],"categories_segments":[0,8,14],"categories_sizes":[8,6,41],"default_left":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":42,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.1066876E2,2.9748453E2,5.364258E1,6.957501E1,2.1158797E2,3.470155E1,2.5127197E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.44E1,1E0,NaN,1.78E1,5.229518E-3,1.6892366E-2,-8.4810477E-4,1.7682185E-2,-4.0155492E-4,-7.5375554E-3,-8.77268E-3,-6.125738E-3],"split_indices":[16,13,13,15,8,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[4.0098503E3,2.0168177E3,1.9930326E3,2.1487573E2,1.801942E3,2.837478E2,1.7092848E3,8.674421E1,1.2813153E2,1.739059E3,6.2883083E1,1.7156837E2,1.1217943E2,1.1755293E3,5.3375543E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.0254352E-1,-6.181031E-1,2.5329182E-1,-3.3602768E-1,-8.1598246E-1,6.273012E-1,-3.6231038E-1,1.4551836E-2,-3.693786E-3,-6.9111222E-3,-9.200507E-3,2.1257793E-4,9.494904E-3,9.952629E-4,-6.7798835E-3],"categories":[0,0,1,2,4,5,6,1,3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,30,31,33,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,93],"categories_nodes":[2,3,4],"categories_segments":[0,1,7],"categories_sizes":[1,6,52],"default_left":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":43,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.018584E2,1.4217877E2,3.339508E2,6.3497078E1,1.884668E1,1.761087E2,8.002453E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.71E1,1.8539688E1,NaN,NaN,NaN,3.29E1,6.6E0,1.4551836E-2,-3.693786E-3,-6.9111222E-3,-9.200507E-3,2.1257793E-4,9.494904E-3,9.952629E-4,-6.7798835E-3],"split_indices":[15,16,2,3,0,12,11,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.999601E3,2.5511482E3,1.448453E3,1.0529192E3,1.498229E3,9.010193E2,5.4743365E2,1.846688E1,1.0344523E3,6.8452124E2,8.1370776E2,3.1311356E2,5.8790576E2,2.2254102E2,3.2489264E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.002628E-1,1.116522E-1,-7.2151E-1,1.1997468E0,-1.9423876E-2,-7.465253E-1,3.6146575E-1,2.6353258E-3,1.5323412E-2,7.3643443E-3,-1.7017552E-3,-8.532067E-3,-5.320511E-3,-3.4161736E-3,8.504024E-3],"categories":[1,5,6,7,8,9,10,11],"categories_nodes":[1],"categories_segments":[0],"categories_sizes":[8],"default_left":[0,1,0,0,0,0,0,0,0,0,0,0,0,0,0],"id":44,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.925724E2,2.8793152E2,5.3726562E1,6.718033E1,2.055278E2,4.3682617E1,1.583677E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,1E0,3.31E1,6.71193E0,1.78E1,1.42E1,2.6353258E-3,1.5323412E-2,7.3643443E-3,-1.7017552E-3,-8.532067E-3,-5.320511E-3,-3.4161736E-3,8.504024E-3],"split_indices":[16,13,6,12,16,15,15,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.989893E3,2.0176633E3,1.9722297E3,2.1604744E2,1.8016158E3,1.928006E3,4.4223755E1,5.710262E1,1.5894482E2,2.9892773E2,1.5026881E3,1.2855725E3,6.424335E2,1.8263063E1,2.5960691E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.9801232E-1,1.1051206E-1,-7.1813E-1,1.1539378E0,-2.2919454E-2,-3.1265688E-1,-7.8563607E-1,1.7638896E-2,6.9590593E-3,-8.8104693E-4,1.7229674E-2,-2.3363752E-4,-7.3699164E-3,-8.68493E-3,-6.0295104E-3],"categories":[5,6,7,8,9,10,11,1,7,8,9,10,11,1,3,4,5,6,7,8,9,10,11,0,1,3,4,5,6,7,9,10,11,12,13,14,16,17,18,20,21,22,23,27,28,33,37,46,48,52,57,64,66,67,69,71,72,74,75,79,80,81,82,83,93],"categories_nodes":[1,2,3,5],"categories_segments":[0,7,13,23],"categories_sizes":[7,6,10,42],"default_left":[0,1,1,1,0,1,0,0,0,0,0,0,0,0,0],"id":45,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.8332385E2,2.8115027E2,5.347882E1,6.2737213E1,2.0400548E2,3.4575348E1,2.4935913E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,NaN,1E0,NaN,1.78E1,1.7638896E-2,6.9590593E-3,-8.8104693E-4,1.7229674E-2,-2.3363752E-4,-7.3699164E-3,-8.68493E-3,-6.0295104E-3],"split_indices":[16,13,13,13,8,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.9799546E3,2.0181921E3,1.9617626E3,2.2795453E2,1.7902375E3,2.807968E2,1.6809657E3,9.6541336E1,1.314132E2,1.7267175E3,6.3519993E1,1.6759372E2,1.132031E2,1.153872E3,5.270938E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.9579046E-1,2.4342282E-1,-6.109407E-1,6.1346805E-1,-3.3339375E-1,-3.332631E-1,-8.053763E-1,-2.866909E-4,9.564474E-3,3.5098484E-3,-4.9787206E-3,1.4969856E-2,-3.6875121E-3,-6.9982815E-3,-9.334329E-3],"categories":[0,0,1,2,4,5,6,6,9,10,11,12,14,15,17,18,20,21,24,30,34,36,37,45,46,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,93],"categories_nodes":[1,5,6],"categories_segments":[0,1,7],"categories_sizes":[1,6,43],"default_left":[0,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"id":46,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.7492914E2,3.1300232E2,1.3505347E2,1.9672073E2,6.47157E1,6.770904E1,1.9262268E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8539688E1,3.29E1,6.2177167E0,NaN,NaN,-2.866909E-4,9.564474E-3,3.5098484E-3,-4.9787206E-3,1.4969856E-2,-3.6875121E-3,-6.9982815E-3,-9.334329E-3],"split_indices":[16,2,16,12,16,3,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.969857E3,1.4644506E3,2.5054065E3,8.9208655E2,5.72364E2,1.0329469E3,1.4724596E3,3.1090903E2,5.811775E2,1.1068408E2,4.6167993E2,1.8864323E1,1.0140825E3,8.1071136E2,6.6174817E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.9355925E-1,-6.0550797E-1,2.4528182E-1,-3.2774484E-1,-8.0345374E-1,6.0760534E-1,-3.577602E-1,1.4093758E-2,-3.6085178E-3,-6.7676124E-3,-9.093935E-3,2.1768315E-4,9.155907E-3,9.427968E-4,-6.7038946E-3],"categories":[0,0,1,2,4,5,6,1,3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,30,31,33,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,93],"categories_nodes":[2,3,4],"categories_segments":[0,1,7],"categories_sizes":[1,6,52],"default_left":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":47,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.659938E2,1.3769208E2,3.177199E2,6.0650032E1,1.9038818E1,1.6382883E2,7.722727E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.71E1,1.8539688E1,NaN,NaN,NaN,3.29E1,6.6E0,1.4093758E-2,-3.6085178E-3,-6.7676124E-3,-9.093935E-3,2.1768315E-4,9.155907E-3,9.427968E-4,-6.7038946E-3],"split_indices":[15,16,2,3,0,12,11,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.9602244E3,2.5080989E3,1.4521255E3,1.0447423E3,1.4633566E3,9.071052E2,5.4502026E2,1.8761414E1,1.0259808E3,6.697711E2,7.935854E2,3.1293118E2,5.941741E2,2.2311302E2,3.2190726E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.913374E-1,1.0768133E-1,-7.083045E-1,1.1549956E0,-1.982654E-2,-3.0166003E-1,-7.7643055E-1,2.5469847E-3,1.4722809E-2,6.295908E-3,-1.8736046E-3,9.5878664E-4,-6.1143283E-3,-8.600312E-3,-5.930393E-3],"categories":[1,5,6,7,8,9,10,11,1,7,8,9,10,11,0,1,2,3,4,5,6,7,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,27,28,30,33,37,46,47,48,50,51,52,57,61,63,64,66,67,68,69,71,72,73,74,75,79,80,81,82,83,86,89,91,93],"categories_nodes":[1,2,5],"categories_segments":[0,8,14],"categories_sizes":[8,6,56],"default_left":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":48,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.575562E2,2.6980133E2,5.330298E1,6.2261536E1,1.9616571E2,3.440917E1,2.4857666E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.31E1,7.2006946E0,NaN,1.78E1,2.5469847E-3,1.4722809E-2,6.295908E-3,-1.8736046E-3,9.5878664E-4,-6.1143283E-3,-8.600312E-3,-5.930393E-3],"split_indices":[16,13,13,12,16,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.9507317E3,2.0191951E3,1.9315367E3,2.1827626E2,1.8009188E3,2.7794003E2,1.6535967E3,5.7349594E1,1.6092667E2,3.6875266E2,1.4321661E3,1.220285E2,1.5591153E2,1.1332872E3,5.203095E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.89147E-1,1.0658572E-1,-7.0495766E-1,1.110723E0,-2.3181537E-2,-7.30417E-1,3.7851962E-1,1.697153E-2,6.701651E-3,-8.718814E-4,1.6701836E-2,-8.385682E-3,-5.1511875E-3,-3.446315E-3,8.437874E-3],"categories":[5,6,7,8,9,10,11,1,3,4,5,6,7,8,9,10,11],"categories_nodes":[1,3],"categories_segments":[0,7],"categories_sizes":[7,10],"default_left":[0,1,0,1,0,0,0,0,0,0,0,0,0,0,0],"id":49,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.487346E2,2.6332407E2,5.3304626E1,5.8612366E1,1.9419826E2,4.3310486E1,1.5361916E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,1E0,NaN,1E0,1.78E1,1.38E1,1.697153E-2,6.701651E-3,-8.718814E-4,1.6701836E-2,-8.385682E-3,-5.1511875E-3,-3.446315E-3,8.437874E-3],"split_indices":[16,13,6,13,8,15,15,0,0,0,0,0,0,0,0],"split_type":[0,1,0,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.9410234E3,2.0196442E3,1.9213794E3,2.302687E2,1.7893755E3,1.877586E3,4.3793346E1,9.755722E1,1.3271149E2,1.7251172E3,6.425826E1,1.2478545E3,6.2973157E2,1.724667E1,2.6546677E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.8697816E-1,-5.2986974E-1,3.8398418E-1,-2.509169E-1,-7.801337E-1,8.5632426E-1,-2.5238582E-1,3.877847E-4,-4.691018E-3,3.2916958E-3,-7.929418E-3,1.1520665E-3,1.1590809E-2,1.3962258E-3,-5.8867917E-3],"categories":[0,8,9,10,11,0,1,2,4,5,6],"categories_nodes":[2,3,4],"categories_segments":[0,1,5],"categories_sizes":[1,4,6],"default_left":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":50,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.410311E2,2.0138287E2,3.145359E2,8.64184E1,2.1878845E1,1.3459024E2,5.891371E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.35E1,1.796274E1,NaN,NaN,NaN,3.29E1,6.6E0,3.877847E-4,-4.691018E-3,3.2916958E-3,-7.929418E-3,1.1520665E-3,1.1590809E-2,1.3962258E-3,-5.8867917E-3],"split_indices":[15,16,2,13,3,12,11,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.9311558E3,2.8864553E3,1.0447003E3,1.3659374E3,1.520518E3,5.9943176E2,4.4526862E2,5.871587E2,7.7877875E2,1.7073729E1,1.5034442E3,1.742546E2,4.2517715E2,2.0587285E2,2.3939577E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.848128E-1,1.0473857E-1,-6.9842744E-1,1.1160405E0,-1.957552E-2,-2.9168373E-1,-7.670779E-1,4.746729E-3,1.5407714E-2,6.133466E-3,-1.842832E-3,-7.585624E-5,-7.2889007E-3,-8.513446E-3,-5.833085E-3],"categories":[1,5,6,7,8,9,10,11,1,7,8,9,10,11,0,1,3,4,5,6,7,9,10,11,12,13,14,17,18,20,21,22,23,27,28,33,37,46,48,52,57,64,66,67,69,71,72,74,75,79,80,81,82,83,93],"categories_nodes":[1,2,5],"categories_segments":[0,8,14],"categories_sizes":[8,6,41],"default_left":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":51,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.3210474E2,2.5409381E2,5.2905212E1,5.953839E1,1.8783112E2,3.432295E1,2.470337E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.44E1,7.2006946E0,NaN,1.78E1,4.746729E-3,1.5407714E-2,6.133466E-3,-1.842832E-3,-7.585624E-5,-7.2889007E-3,-8.513446E-3,-5.833085E-3],"split_indices":[16,13,13,15,16,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.9216367E3,2.01995E3,1.9016866E3,2.2024747E2,1.7997025E3,2.7537567E2,1.626311E3,8.85897E1,1.3165776E2,3.7106958E2,1.4286329E3,1.6753088E2,1.0784478E2,1.1125317E3,5.1377924E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.826674E-1,-6.8406826E-1,1.14384584E-1,-4.00864E-1,-7.9134864E-1,5.9413856E-1,-1.8578339E-1,-6.7854446E-4,-6.6483086E-3,-6.774882E-3,-9.150275E-3,1.6915718E-3,1.0165821E-2,4.566219E-3,-3.7100646E-3],"categories":[8,9,10,11,0,1,4,5,8,9,10,11,12,14,19,20,22,23,27,32,35,36,37,40,41,42,44,46,49,50,51,52,53,54,57,61,64,66,67,68,69,72,73,74,75,76,77,78,79,80,81,82,85,86,88,90,91,93,1,6,9,10,11,12,14,15,17,18,20,21,24,30,31,34,36,37,45,46,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,92,93],"categories_nodes":[2,3,4],"categories_segments":[0,4,58],"categories_sizes":[4,54,46],"default_left":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":52,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.237283E2,5.8807068E1,2.8352118E2,4.71298E1,1.9240723E1,1.35854E2,1.4430736E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.16E1,1.8539688E1,NaN,NaN,NaN,3.41E1,7.2006946E0,-6.7854446E-4,-6.6483086E-3,-6.774882E-3,-9.150275E-3,1.6915718E-3,1.0165821E-2,4.566219E-3,-3.7100646E-3],"split_indices":[15,16,13,0,0,15,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.9120496E3,1.9450115E3,1.9670381E3,5.3566705E2,1.4093444E3,7.5667554E2,1.2103625E3,2.3741335E2,2.982537E2,7.371718E2,6.721726E2,3.7790283E2,3.7877267E2,2.7055096E2,9.398115E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.8052056E-1,1.02909185E-1,-6.919283E-1,5.2806056E-1,-1.8324047E-1,-7.1770793E-1,3.883063E-1,1.0939903E-3,1.001573E-2,4.5069335E-3,-3.6908316E-3,-8.269729E-3,-5.019556E-3,-3.0901937E-3,8.594354E-3],"categories":[8,9,10,11],"categories_nodes":[1],"categories_segments":[0],"categories_sizes":[4],"default_left":[0,1,0,0,0,0,0,0,0,0,0,0,0,0,0],"id":53,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.158794E2,2.4602318E2,5.2725525E1,1.6115547E2,1.4260068E2,4.2956116E1,1.4900452E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,1E0,3.41E1,7.2006946E0,1.78E1,1.42E1,1.0939903E-3,1.001573E-2,4.5069335E-3,-3.6908316E-3,-8.269729E-3,-5.019556E-3,-3.0901937E-3,8.594354E-3],"split_indices":[16,13,6,15,16,15,15,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.9027969E3,2.0204751E3,1.8823219E3,8.124779E2,1.2079972E3,1.8387754E3,4.3546467E1,4.3186792E2,3.8061E2,2.7352896E2,9.3446826E2,1.2187313E3,6.2004407E2,1.7696976E1,2.5849491E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.7838698E-1,-6.776079E-1,1.1248628E-1,-3.9554712E-1,-7.8515303E-1,5.800896E-1,-1.8245184E-1,-8.317412E-4,-6.758548E-3,-6.704968E-3,-9.099285E-3,1.6733154E-3,9.868888E-3,4.452241E-3,-3.6530597E-3],"categories":[8,9,10,11,0,1,4,5,8,9,10,11,12,14,19,20,22,23,27,32,35,36,37,40,41,42,46,49,50,51,52,53,54,57,61,64,66,67,68,69,72,74,75,77,78,79,80,81,82,85,86,88,90,91,93,1,6,9,10,11,12,14,15,17,18,20,21,24,30,31,34,36,37,45,46,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,92,93],"categories_nodes":[2,3,4],"categories_segments":[0,4,55],"categories_sizes":[4,51,46],"default_left":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":54,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.0780115E2,5.8138794E1,2.7161844E2,4.6691788E1,1.9332214E1,1.27732025E2,1.3880933E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.16E1,1.8539688E1,NaN,NaN,NaN,3.41E1,7.2006946E0,-8.317412E-4,-6.758548E-3,-6.704968E-3,-9.099285E-3,1.6733154E-3,9.868888E-3,4.452241E-3,-3.6530597E-3],"split_indices":[15,16,13,0,0,15,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.8935542E3,1.9258456E3,1.9677086E3,5.328933E2,1.3929523E3,7.607024E2,1.2070062E3,2.5264458E2,2.8024872E2,7.2923315E2,6.637191E2,3.782863E2,3.8241614E2,2.7197473E2,9.3503143E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.7626824E-1,1.0109603E-1,-6.854465E-1,1.0776297E0,-1.9969793E-2,-2.7723467E-1,-7.549251E-1,2.236106E-3,1.3779261E-2,-8.1882026E-4,1.6034065E-2,6.951222E-5,-7.177425E-3,-8.399861E-3,-5.7093403E-3],"categories":[1,5,6,7,8,9,10,11,1,7,8,9,10,11,0,1,3,4,5,6,7,9,10,11,12,13,14,17,18,20,21,22,23,27,28,33,37,46,48,52,57,64,66,67,69,71,72,74,75,79,80,81,82,83,93],"categories_nodes":[1,2,5],"categories_segments":[0,8,14],"categories_sizes":[8,6,41],"default_left":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":55,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.0001227E2,2.3909033E2,5.2664673E1,5.6898285E1,1.8105275E2,3.4147003E1,2.4444153E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.31E1,1E0,NaN,1.78E1,2.236106E-3,1.3779261E-2,-8.1882026E-4,1.6034065E-2,6.951222E-5,-7.177425E-3,-8.399861E-3,-5.7093403E-3],"split_indices":[16,13,13,12,8,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.884408E3,2.0211537E3,1.8632542E3,2.2206284E2,1.7990908E3,2.7173007E2,1.591524E3,5.8223743E1,1.638391E2,1.7339126E3,6.51783E1,1.6577043E2,1.05959656E2,1.0859241E3,5.056E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.7418217E-1,-6.713651E-1,1.10977724E-1,-3.9095E-1,-7.790244E-1,5.7000136E-1,-1.8010129E-1,-7.2963844E-4,-6.6459263E-3,-6.63612E-3,-9.048711E-3,1.6548209E-3,9.668248E-3,4.384358E-3,-3.6141835E-3],"categories":[8,9,10,11,0,1,4,5,8,9,10,11,12,14,19,20,22,23,27,32,35,36,37,40,41,42,46,49,50,51,52,53,54,57,61,64,66,67,68,69,72,74,75,76,77,78,79,80,81,82,85,86,88,90,91,93,1,6,9,10,11,12,14,15,17,18,20,21,24,30,31,34,36,37,45,46,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,92,93],"categories_nodes":[2,3,4],"categories_segments":[0,4,56],"categories_sizes":[4,52,46],"default_left":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":56,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.930128E2,5.730664E1,2.6313345E2,4.619243E1,1.941278E1,1.22505905E2,1.353512E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.16E1,1.8539688E1,NaN,NaN,NaN,3.41E1,7.2006946E0,-7.2963844E-4,-6.6459263E-3,-6.63612E-3,-9.048711E-3,1.6548209E-3,9.668248E-3,4.384358E-3,-3.6141835E-3],"split_indices":[15,16,13,0,0,15,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.8749475E3,1.9073329E3,1.9676146E3,5.304159E2,1.3769171E3,7.631654E2,1.2044492E3,2.4591603E2,2.8449985E2,7.215061E2,6.5541095E2,3.7861978E2,3.8454562E2,2.7271234E2,9.317369E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.7209085E-1,-6.6804E-1,1.09836034E-1,-3.8810644E-1,-7.758643E-1,5.627353E-1,-1.7853819E-1,-7.940922E-4,-6.674296E-3,-6.6032642E-3,-9.020832E-3,1.636566E-3,9.528907E-3,4.329747E-3,-3.5868404E-3],"categories":[8,9,10,11,0,1,4,5,8,9,10,11,12,14,19,20,22,23,27,32,35,36,37,40,41,42,46,49,50,51,52,53,54,57,61,64,66,67,68,69,72,74,75,77,78,79,80,81,82,85,86,88,90,91,93,1,6,9,10,11,12,14,15,17,18,20,21,24,30,31,34,36,37,45,46,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,92,93],"categories_nodes":[2,3,4],"categories_segments":[0,4,55],"categories_sizes":[4,51,46],"default_left":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":57,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.8484143E2,5.7009766E1,2.5728244E2,4.5645782E1,1.9379639E1,1.1915849E2,1.3277544E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.16E1,1.8539688E1,NaN,NaN,NaN,3.41E1,7.2006946E0,-7.940922E-4,-6.674296E-3,-6.6032642E-3,-9.020832E-3,1.636566E-3,9.528907E-3,4.329747E-3,-3.5868404E-3],"split_indices":[15,16,13,0,0,15,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.8659094E3,1.8977428E3,1.9681666E3,5.2898663E2,1.3687562E3,7.6529663E2,1.20287E3,2.5189087E2,2.7709576E2,7.178684E2,6.508878E2,3.7902368E2,3.8627295E2,2.7339966E2,9.2947034E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.7001333E-1,9.861154E-2,-6.758553E-1,1.3404813E0,7.7818944E-3,-2.672862E-1,-7.4587977E-1,1.3272704E-3,1.531247E-2,-5.8387243E-4,1.631802E-2,1.5853354E-4,-7.0924666E-3,-8.316118E-3,-5.6148046E-3],"categories":[1,4,5,6,7,8,9,10,11,1,7,8,9,10,11,0,1,3,4,5,6,7,9,10,11,12,13,14,17,18,20,21,22,23,27,28,33,37,46,48,52,57,64,66,67,69,71,72,74,75,79,80,81,82,83,93],"categories_nodes":[1,2,5],"categories_segments":[0,9,15],"categories_sizes":[9,6,41],"default_left":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":58,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.772253E2,2.2812822E2,5.233954E1,3.1554611E1,2.0273175E2,3.3828953E1,2.4307983E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.28E1,1E0,NaN,1.78E1,1.3272704E-3,1.531247E-2,-5.8387243E-4,1.631802E-2,1.5853354E-4,-7.0924666E-3,-8.316118E-3,-5.6148046E-3],"split_indices":[16,13,13,12,8,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.8569236E3,2.021531E3,1.8353927E3,1.3683902E2,1.8846919E3,2.6924658E2,1.5661461E3,1.8896894E1,1.1794212E2,1.8118345E3,7.285741E1,1.646979E2,1.0454868E2,1.0666996E3,4.9944656E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.6796895E-1,-6.7534083E-1,9.604834E-2,-7.1461326E-1,1.0085323E-1,5.3817254E-1,-1.8632737E-1,4.9321107E-3,-7.2821383E-3,6.0663614E-3,-2.5966635E-3,1.5616254E-3,9.337455E-3,4.252423E-3,-3.6018929E-3],"categories":[8,9,10,11,0,1,2,4,5,6,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,26,27,28,29,32,33,34,35,36,39,40,41,42,43,44,46,48,50,51,52,53,54,55,57,60,61,63,64,65,66,67,69,70,79,81,83,86,91],"categories_nodes":[2,3,4],"categories_segments":[0,4,10],"categories_sizes":[4,6,62],"default_left":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":59,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.707749E2,5.543756E1,2.5395113E2,2.8760437E1,1.6267124E1,1.1964909E2,1.3216818E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1E0,NaN,NaN,NaN,3.41E1,7.2006946E0,4.9321107E-3,-7.2821383E-3,6.0663614E-3,-2.5966635E-3,1.5616254E-3,9.337455E-3,4.252423E-3,-3.6018929E-3],"split_indices":[15,6,13,3,0,15,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.8475974E3,1.8152714E3,2.0323262E3,1.7279243E3,8.7346985E1,7.9175134E2,1.2405748E3,1.8847809E1,1.7090765E3,3.606613E1,5.1280853E1,4.0349033E2,3.8826102E2,2.7429166E2,9.662832E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.659102E-1,-6.720175E-1,9.506963E-2,-7.1130466E-1,9.981476E-2,5.31414E-1,-1.847198E-1,-3.3478385E-3,-7.55891E-3,5.98387E-3,-2.5755966E-3,1.5444835E-3,9.205065E-3,4.199838E-3,-3.574669E-3],"categories":[8,9,10,11,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,26,27,28,29,32,33,34,35,36,39,40,41,42,43,44,46,48,50,51,52,53,54,55,57,60,61,63,64,65,66,67,69,70,79,81,83,86,91],"categories_nodes":[2,4],"categories_segments":[0,4],"categories_sizes":[4,62],"default_left":[0,0,1,0,1,0,0,0,0,0,0,0,0,0,0],"id":60,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.6295715E2,5.4866394E1,2.4838075E2,2.8615845E1,1.5905441E1,1.1643623E2,1.2966928E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1E0,NaN,1.5261062E1,NaN,3.41E1,7.2006946E0,-3.3478385E-3,-7.55891E-3,5.98387E-3,-2.5755966E-3,1.5444835E-3,9.205065E-3,4.199838E-3,-3.574669E-3],"split_indices":[15,6,13,16,0,15,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.8387444E3,1.8060507E3,2.0326937E3,1.718648E3,8.740269E1,7.938106E2,1.238883E3,1.8286932E2,1.5357786E3,3.6210754E1,5.1191933E1,4.0389795E2,3.899127E2,2.7495792E2,9.639252E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.6387057E-1,9.631596E-2,-6.6636014E-1,3.1920898E-1,-3.896141E-1,-2.5818583E-1,-7.3685145E-1,-3.988939E-4,8.025413E-3,-2.5606598E-4,-6.7031556E-3,3.7788798E-3,-4.549128E-3,-8.233068E-3,-5.5189067E-3],"categories":[0,1,7,8,9,10,11,0,1,2,3,4,5,6,7,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,26,27,28,30,32,33,37,38,39,40,42,46,47,48,50,51,52,54,57,58,60,61,63,64,65,66,67,68,69,71,72,73,74,75,76,78,79,80,81,82,83,84,85,86,87,89,90,91,92,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128],"categories_nodes":[1,2,5],"categories_segments":[0,1,7],"categories_sizes":[1,6,107],"default_left":[0,1,1,0,0,0,0,0,0,0,0,0,0,0,0],"id":61,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.554346E2,2.1918939E2,5.18692E1,2.4078418E2,6.501434E1,3.3706642E1,2.4208862E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.41E1,6.6E0,NaN,1.78E1,-3.988939E-4,8.025413E-3,-2.5606598E-4,-6.7031556E-3,3.7788798E-3,-4.549128E-3,-8.233068E-3,-5.5189067E-3],"split_indices":[16,2,13,15,11,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.8298984E3,2.0215664E3,1.8083319E3,1.3861097E3,6.354566E2,2.66993E2,1.5413389E3,7.9578674E2,5.9032306E2,2.771482E2,3.5830844E2,6.2852444E1,2.0414056E2,1.0480181E3,4.9332086E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.618436E-1,-6.657586E-1,9.369527E-2,-7.0515555E-1,1.0096977E-1,5.223341E-1,-1.8257475E-1,5.0098808E-3,-7.1889907E-3,5.9306906E-3,-2.5378363E-3,1.5095558E-2,3.8111692E-3,4.1117454E-3,-3.5349452E-3],"categories":[8,9,10,11,0,1,2,4,5,6,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,26,27,28,29,32,33,34,35,36,39,40,41,42,43,44,46,48,50,51,52,53,54,55,57,60,61,63,64,65,66,67,69,70,79,81,83,86,91,1,3,4,5,6,7,8,9,10,11],"categories_nodes":[2,3,4,5],"categories_segments":[0,4,10,72],"categories_sizes":[4,6,62,10],"default_left":[0,0,1,1,1,1,0,0,0,0,0,0,0,0,0],"id":62,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.4895764E2,5.4125732E1,2.4092699E2,2.8576233E1,1.5570709E1,1.1058052E2,1.2572011E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1E0,NaN,NaN,NaN,NaN,7.2006946E0,5.0098808E-3,-7.1889907E-3,5.9306906E-3,-2.5378363E-3,1.5095558E-2,3.8111692E-3,4.1117454E-3,-3.5349452E-3],"split_indices":[15,6,13,3,0,13,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.8211912E3,1.7884849E3,2.0327063E3,1.7011544E3,8.733048E1,7.9631537E2,1.236391E3,1.8766176E1,1.6823882E3,3.630203E1,5.1028458E1,9.844137E1,6.97874E2,2.760454E2,9.603456E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.5983334E-1,9.4991185E-2,-6.601624E-1,3.1478837E-1,-3.863531E-1,-2.5337875E-1,-7.3084694E-1,-3.8179502E-4,7.869738E-3,-2.6730282E-4,-6.6549904E-3,1.2245488E-4,-7.2465613E-3,-8.177384E-3,-5.4567326E-3],"categories":[0,1,7,8,9,10,11,0,1,3,4,5,6,7,9,10,11,13,14,17,18,20,21,22,23,27,28,33,37,46,48,52,57,64,66,69,71,72,75,79,80,81,82,83,93],"categories_nodes":[1,2,5],"categories_segments":[0,1,7],"categories_sizes":[1,6,38],"default_left":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":63,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.417334E2,2.1409128E2,5.133783E1,2.315266E2,6.367302E1,3.3408127E1,2.4108643E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.41E1,6.6E0,NaN,1.78E1,-3.8179502E-4,7.869738E-3,-2.6730282E-4,-6.6549904E-3,1.2245488E-4,-7.2465613E-3,-8.177384E-3,-5.4567326E-3],"split_indices":[16,2,13,15,11,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.812332E3,2.0214333E3,1.7908988E3,1.3879823E3,6.3345105E2,2.6580408E2,1.5250947E3,7.947845E2,5.931978E2,2.773009E2,3.5615015E2,1.7061502E2,9.518906E1,1.0356891E3,4.8940564E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.5783446E-1,-6.5950215E-1,9.2352174E-2,-6.9900113E-1,1.02006875E-1,5.135703E-1,-1.8045433E-1,4.993773E-3,-7.1280887E-3,-4.6431213E-3,4.0698396E-3,1.5167929E-3,8.83714E-3,4.025894E-3,-3.495579E-3],"categories":[8,9,10,11,0,1,2,4,5,6],"categories_nodes":[2,3],"categories_segments":[0,4],"categories_sizes":[4,6],"default_left":[0,0,1,1,0,0,0,0,0,0,0,0,0,0,0],"id":64,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.352295E2,5.337787E1,2.3376462E2,2.823706E1,1.5433436E1,1.06972015E2,1.2189696E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1E0,NaN,NaN,2.14E1,3.41E1,7.2006946E0,4.993773E-3,-7.1280887E-3,-4.6431213E-3,4.0698396E-3,1.5167929E-3,8.83714E-3,4.025894E-3,-3.495579E-3],"split_indices":[15,6,13,3,20,15,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.803733E3,1.7712303E3,2.0325027E3,1.6839662E3,8.726408E1,7.9858716E2,1.2339155E3,1.8781193E1,1.665185E3,3.0361904E1,5.6902172E1,4.0450793E2,3.9407925E2,2.7710797E2,9.568075E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.5584254E-1,9.357051E-2,-6.5393275E-1,3.1047636E-1,-3.8347217E-1,-2.483097E-1,-7.2483426E-1,-3.5671404E-4,7.701329E-3,-2.836475E-4,-6.6093113E-3,3.575152E-3,-4.5438875E-3,-8.121822E-3,-5.3939163E-3],"categories":[0,1,7,8,9,10,11,0,1,2,3,4,5,6,7,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,26,27,28,30,32,33,37,38,39,40,42,46,47,48,50,51,52,54,57,58,61,63,64,65,66,67,68,69,71,72,73,74,75,76,78,79,80,81,82,83,84,85,86,87,89,90,91,92,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128],"categories_nodes":[1,2,5],"categories_segments":[0,1,7],"categories_sizes":[1,6,106],"default_left":[0,1,1,0,0,0,0,0,0,0,0,0,0,0,0],"id":65,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.2809875E2,2.0939963E2,5.0856323E1,2.2133592E2,6.231314E1,3.331726E1,2.4021606E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.41E1,6.6E0,NaN,1.78E1,-3.5671404E-4,7.701329E-3,-2.836475E-4,-6.6093113E-3,3.575152E-3,-4.5438875E-3,-8.121822E-3,-5.3939163E-3],"split_indices":[16,2,13,15,11,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.7951572E3,2.0215557E3,1.7736016E3,1.3899229E3,6.316328E2,2.645618E2,1.5090397E3,7.9338257E2,5.965402E2,2.7753296E2,3.5409985E2,6.6965065E1,1.9759674E2,1.0235453E3,4.8549442E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.5386813E-1,-6.532692E-1,9.102136E-2,-6.9286764E-1,1.0301119E-1,5.0488776E-1,-1.7835559E-1,4.978381E-3,-7.067393E-3,5.8826976E-3,-2.4903307E-3,1.4650964E-2,3.6775782E-3,3.9423294E-3,-3.4565616E-3],"categories":[8,9,10,11,0,1,2,4,5,6,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,26,27,28,29,32,33,34,35,36,39,40,41,42,43,44,46,48,50,51,52,53,54,55,57,60,61,63,64,65,66,67,69,70,79,81,83,86,91,1,3,4,5,6,7,8,9,10,11],"categories_nodes":[2,3,4,5],"categories_segments":[0,4,10,72],"categories_sizes":[4,6,62,10],"default_left":[0,0,1,1,1,1,0,0,0,0,0,0,0,0,0],"id":66,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.2180756E2,5.263672E1,2.2678741E2,2.790326E1,1.521426E1,1.0505789E2,1.1819855E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1E0,NaN,NaN,NaN,NaN,7.2006946E0,4.978381E-3,-7.067393E-3,5.8826976E-3,-2.4903307E-3,1.4650964E-2,3.6775782E-3,3.9423294E-3,-3.4565616E-3],"split_indices":[15,6,13,3,0,13,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.786666E3,1.7542516E3,2.0324143E3,1.6670497E3,8.720196E1,8.009592E2,1.2314551E3,1.8795677E1,1.6482539E3,3.638197E1,5.0819992E1,9.888244E1,7.020768E2,2.7814465E2,9.533104E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.5190976E-1,9.2288986E-2,-6.4778274E-1,3.0621055E-1,-3.8025644E-1,-6.7459345E-1,4.1435885E-1,-3.4025658E-4,7.554253E-3,-2.9400532E-4,-6.561666E-3,-7.87396E-3,-4.5830994E-3,-2.8005063E-3,8.724725E-3],"categories":[0],"categories_nodes":[1],"categories_segments":[0],"categories_sizes":[1],"default_left":[0,1,0,0,0,0,0,0,0,0,0,0,0,0,0],"id":67,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.149858E2,2.0454794E2,5.033319E1,2.128793E2,6.1031082E1,4.1475952E1,1.4208233E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,1E0,3.41E1,6.6E0,1.78E1,1.42E1,-3.4025658E-4,7.554253E-3,-2.9400532E-4,-6.561666E-3,-7.87396E-3,-4.5830994E-3,-2.8005063E-3,8.724725E-3],"split_indices":[16,2,6,15,11,15,15,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.7780242E3,2.0213193E3,1.7567048E3,1.3916642E3,6.296551E2,1.7138096E3,4.289527E1,7.9241315E2,5.992511E2,2.7766907E2,3.5198602E2,1.1246223E3,5.8918713E2,1.7204836E1,2.5690434E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.4995884E-1,-6.4702207E-1,8.966631E-2,-6.8663526E-1,1.0091476E-1,4.9655685E-1,-1.7637673E-1,4.995944E-3,-7.0058624E-3,-4.60021E-3,4.0072748E-3,1.4859961E-2,3.680438E-3,3.8608524E-3,-3.4189625E-3],"categories":[8,9,10,11,0,1,2,4,5,6,1,2,3,4,5,6,7,8,9,10,11],"categories_nodes":[2,3,5],"categories_segments":[0,4,10],"categories_sizes":[4,6,11],"default_left":[0,0,1,1,0,1,0,0,0,0,0,0,0,0,0],"id":68,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.0853906E2,5.1576294E1,2.201816E2,2.7674805E1,1.50367155E1,1.0169676E2,1.14653534E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1E0,NaN,NaN,2.14E1,NaN,7.2006946E0,4.995944E-3,-7.0058624E-3,-4.60021E-3,4.0072748E-3,1.4859961E-2,3.680438E-3,3.8608524E-3,-3.4189625E-3],"split_indices":[15,6,13,3,20,13,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.7696418E3,1.7374481E3,2.0321937E3,1.6501335E3,8.731463E1,8.030815E2,1.2291123E3,1.877661E1,1.6313569E3,3.0226982E1,5.7087646E1,9.110313E1,7.1197833E2,2.7915756E2,9.499547E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.4802674E-1,9.1043144E-2,-6.416615E-1,3.0202824E-1,-3.770383E-1,-2.3696336E-1,-7.131214E-1,-3.237493E-4,7.410739E-3,-3.0324198E-4,-6.5142876E-3,3.413092E-3,-4.557792E-3,-8.012189E-3,-5.276258E-3],"categories":[0,1,7,8,9,10,11,0,1,2,3,4,5,6,7,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,27,28,30,33,37,38,39,40,42,46,47,48,50,51,52,54,57,58,61,63,64,65,66,67,68,69,71,72,73,74,75,76,78,79,80,81,82,83,84,85,86,87,89,90,91,92,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128],"categories_nodes":[1,2,5],"categories_segments":[0,1,7],"categories_sizes":[1,6,104],"default_left":[0,1,1,0,0,0,0,0,0,0,0,0,0,0,0],"id":69,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.0218604E2,1.9980429E2,5.0183044E1,2.0473737E2,5.9789917E1,3.3408295E1,2.3751465E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.41E1,6.6E0,NaN,1.78E1,-3.237493E-4,7.410739E-3,-3.0324198E-4,-6.5142876E-3,3.413092E-3,-4.557792E-3,-8.012189E-3,-5.276258E-3],"split_indices":[16,2,13,15,11,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.7611094E3,2.0210135E3,1.7400958E3,1.3933318E3,6.2768176E2,2.617943E2,1.4783015E3,7.91446E2,6.018858E2,2.7778674E2,3.4989502E2,7.171382E1,1.900805E2,1.00003516E3,4.782664E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.4610353E-1,-6.4083564E-1,8.839048E-2,-6.805403E-1,1.0188066E-1,4.8836783E-1,-1.743245E-1,-3.081114E-3,-7.260342E-3,5.793235E-3,-2.4664348E-3,1.4169507E-2,3.5593335E-3,3.781392E-3,-3.3806385E-3],"categories":[8,9,10,11,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,26,27,28,29,32,33,34,35,36,39,40,41,42,43,44,46,48,50,51,52,53,54,55,57,60,61,63,64,65,66,67,69,70,79,81,83,86,91,1,3,4,5,6,7,8,9,10,11],"categories_nodes":[2,4,5],"categories_segments":[0,4,66],"categories_sizes":[4,62,10],"default_left":[0,0,1,0,1,1,0,0,0,0,0,0,0,0,0],"id":70,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.9569598E2,5.0849792E1,2.1369595E2,2.7474182E1,1.4828389E1,9.863347E1,1.1118436E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1E0,NaN,1.5261062E1,NaN,NaN,7.2006946E0,-3.081114E-3,-7.260342E-3,5.793235E-3,-2.4664348E-3,1.4169507E-2,3.5593335E-3,3.781392E-3,-3.3806385E-3],"split_indices":[15,6,13,16,0,13,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.7528335E3,1.7209943E3,2.0318391E3,1.6337402E3,8.725404E1,8.051533E2,1.2266859E3,1.7869048E2,1.4550497E3,3.6538193E1,5.0715847E1,9.928728E1,7.05866E2,2.801473E2,9.465386E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.4420102E-1,8.9458235E-2,-6.35365E-1,2.9744965E-1,-3.7401184E-1,-2.3181689E-1,-7.0704406E-1,-3.1452443E-4,7.271369E-3,-3.1614056E-4,-6.467553E-3,3.4170002E-3,-4.5015737E-3,-7.955674E-3,-5.2140686E-3],"categories":[0,1,7,8,9,10,11,0,1,2,3,4,5,6,7,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,27,28,30,33,37,38,39,40,42,46,47,48,50,51,52,54,57,58,61,63,64,65,66,67,68,69,71,72,73,74,75,76,78,79,80,81,82,83,84,85,86,87,89,90,91,92,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128],"categories_nodes":[1,2,5],"categories_segments":[0,1,7],"categories_sizes":[1,6,104],"default_left":[0,1,1,0,0,0,0,0,0,0,0,0,0,0,0],"id":71,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.8888483E2,1.950401E2,4.971112E1,1.9735692E2,5.8515923E1,3.290635E1,2.3638184E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.41E1,6.6E0,NaN,1.78E1,-3.1452443E-4,7.271369E-3,-3.1614056E-4,-6.467553E-3,3.4170002E-3,-4.5015737E-3,-7.955674E-3,-5.2140686E-3],"split_indices":[16,2,13,15,11,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.7443635E3,2.0211298E3,1.7232336E3,1.3953134E3,6.258164E2,2.6055582E2,1.4626779E3,7.908714E2,6.0444196E2,2.7797144E2,3.4784497E2,7.168781E1,1.8886801E2,9.881707E2,4.7450705E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.4230295E-1,-6.3469464E-1,8.7135434E-2,-6.744894E-1,1.0285609E-1,1.0102224E0,-2.3844665E-2,5.114969E-3,-6.8863537E-3,-4.551459E-3,3.994239E-3,1.4772263E-2,4.4746837E-3,-7.8440306E-4,1.5035248E-2],"categories":[1,5,6,7,8,9,10,11,0,1,2,4,5,6,0,1,3,5,6,7,9,10,12,16,17,18,19,22,25,27,28,31,33,35,39,41,43,45,48,49,51,53,56,58,59,60,65,66,67,68,69,71,72,73,77,80,81,82,83,85,86,87,91,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,125,126,128],"categories_nodes":[2,3,5],"categories_segments":[0,8,14],"categories_sizes":[8,6,78],"default_left":[0,0,1,1,0,0,0,0,0,0,0,0,0,0,0],"id":72,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.8315826E2,5.0134216E1,2.0823628E2,2.7506775E1,1.4776008E1,5.6671387E1,1.5149089E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1E0,NaN,NaN,2.14E1,NaN,1E0,5.114969E-3,-6.8863537E-3,-4.551459E-3,3.994239E-3,1.4772263E-2,4.4746837E-3,-7.8440306E-4,1.5035248E-2],"split_indices":[15,6,13,3,20,0,8,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.736194E3,1.7047509E3,2.0314432E3,1.6175605E3,8.71903E1,2.1715276E2,1.8142905E3,1.8651861E1,1.5989087E3,3.0072744E1,5.7117558E1,1.177841E2,9.936865E1,1.7525929E3,6.1697586E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.404164E-1,8.8344805E-2,-6.293404E-1,2.935865E-1,-3.7087286E-1,-2.2710176E-1,-7.012062E-1,-1.9726115E-3,5.717189E-3,-3.1025786E-4,-6.427529E-3,3.4164856E-3,-4.449112E-3,-7.90064E-3,-5.1567713E-3],"categories":[0,1,7,8,9,10,11,0,1,2,3,4,5,6,7,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,27,28,30,33,37,38,39,40,42,46,47,48,50,51,52,54,57,58,61,63,64,65,66,67,68,69,71,72,73,74,75,76,78,79,80,81,82,83,84,85,86,87,89,90,91,92,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128],"categories_nodes":[1,2,5],"categories_segments":[0,1,7],"categories_sizes":[1,6,104],"default_left":[0,1,1,0,0,0,0,0,0,0,0,0,0,0,0],"id":73,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.7684143E2,1.9064679E2,4.9222046E1,1.9093066E2,5.771814E1,3.2412857E1,2.3477783E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.29E1,6.6E0,NaN,1.78E1,-1.9726115E-3,5.717189E-3,-3.1025786E-4,-6.427529E-3,3.4164856E-3,-4.449112E-3,-7.90064E-3,-5.1567713E-3],"split_indices":[16,2,13,12,11,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.7278762E3,2.020609E3,1.7072672E3,1.3967219E3,6.23887E2,2.594219E2,1.4478452E3,5.0528555E2,8.914364E2,2.7777963E2,3.4610742E2,7.168013E1,1.8774178E2,9.7676984E2,4.710754E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.3852849E-1,-6.2882465E-1,8.630411E-2,-6.686429E-1,1.01667136E-1,4.759805E-1,-1.7130117E-1,5.089716E-3,-6.828445E-3,-5.169607E-3,3.666757E-3,1.4206947E-2,3.535303E-3,3.680748E-3,-3.326257E-3],"categories":[8,9,10,11,0,1,2,4,5,6,1,2,3,4,5,6,7,8,9,10,11],"categories_nodes":[2,3,5],"categories_segments":[0,4,10],"categories_sizes":[4,6,11],"default_left":[0,0,1,1,0,1,0,0,0,0,0,0,0,0,0],"id":74,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.7181378E2,4.923468E1,2.0403148E2,2.7157715E1,1.4656347E1,9.306595E1,1.066173E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1E0,NaN,NaN,2.67E1,NaN,7.2006946E0,5.089716E-3,-6.828445E-3,-5.169607E-3,3.666757E-3,1.4206947E-2,3.535303E-3,3.680748E-3,-3.326257E-3],"split_indices":[15,6,13,3,26,13,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.7200608E3,1.6893364E3,2.0307244E3,1.6020929E3,8.7243515E1,8.0785077E2,1.2228737E3,1.8675314E1,1.5834176E3,2.5879793E1,6.1363724E1,9.1479065E1,7.163717E2,2.812511E2,9.4162256E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.3667116E-1,-6.255909E-1,8.544647E-2,-6.6540354E-1,1.0056209E-1,4.7032708E-1,-1.698101E-1,-4.128964E-3,-7.33575E-3,5.7090735E-3,-2.447042E-3,1.405642E-2,3.4926475E-3,3.6366405E-3,-3.3005904E-3],"categories":[8,9,10,11,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,26,27,28,29,32,33,34,35,36,39,40,41,42,43,44,46,48,50,51,52,53,54,55,57,60,61,63,64,65,66,67,69,70,79,81,83,86,91,1,2,3,4,5,6,7,8,9,10,11],"categories_nodes":[2,4,5],"categories_segments":[0,4,66],"categories_sizes":[4,62,11],"default_left":[0,0,1,0,1,1,0,0,0,0,0,0,0,0,0],"id":75,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.6519177E2,4.869757E1,1.9968253E2,2.7150146E1,1.4479303E1,9.1273895E1,1.04612755E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1E0,NaN,1.796274E1,NaN,NaN,7.2006946E0,-4.128964E-3,-7.33575E-3,5.7090735E-3,-2.447042E-3,1.405642E-2,3.4926475E-3,3.6366405E-3,-3.3005904E-3],"split_indices":[15,6,13,16,0,13,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.7118523E3,1.6811346E3,2.0307177E3,1.5938335E3,8.73011E1,8.0941864E2,1.2212991E3,3.4032498E2,1.2535085E3,3.667982E1,5.062128E1,9.154448E1,7.1787415E2,2.8182492E2,9.394741E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.3483074E-1,8.658593E-2,-6.2029856E-1,2.8855944E-1,-3.674491E-1,-2.1990223E-1,-6.9244844E-1,-1.9590864E-3,5.6201564E-3,-3.3279954E-4,-6.3702487E-3,3.4499057E-3,-4.3761395E-3,-7.819056E-3,-5.067681E-3],"categories":[0,1,7,8,9,10,11,0,1,2,3,4,5,6,7,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,27,28,30,33,37,38,39,40,42,46,47,48,50,51,52,54,57,58,61,63,64,65,66,67,68,69,71,72,73,74,75,76,78,79,80,81,82,83,84,85,86,87,89,90,91,92,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128],"categories_nodes":[1,2,5],"categories_segments":[0,1,7],"categories_sizes":[1,6,104],"default_left":[0,1,1,0,0,0,0,0,0,0,0,0,0,0,0],"id":76,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.5904382E2,1.8544164E2,4.851355E1,1.854982E2,5.6072502E1,3.1963964E1,2.3305664E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.29E1,6.6E0,NaN,1.78E1,-1.9590864E-3,5.6201564E-3,-3.3279954E-4,-6.3702487E-3,3.4499057E-3,-4.3761395E-3,-7.819056E-3,-5.067681E-3],"split_indices":[16,2,13,12,11,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.7036467E3,2.0200409E3,1.6836058E3,1.398358E3,6.2168286E2,2.5767627E2,1.4259296E3,5.0462457E2,8.9373346E2,2.7808676E2,3.4359607E2,7.151999E1,1.861563E2,9.6014124E2,4.6578836E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.3298003E-1,-6.19778E-1,8.462234E-2,-6.5960974E-1,9.943969E-2,4.6337873E-1,-1.6761608E-1,5.1479535E-3,-6.7394236E-3,-4.536384E-3,3.9177323E-3,1.3425431E-2,3.383971E-3,3.5813313E-3,-3.2645906E-3],"categories":[8,9,10,11,0,1,2,4,5,6,1,3,4,5,6,7,8,9,10,11],"categories_nodes":[2,3,5],"categories_segments":[0,4,10],"categories_sizes":[4,6,10],"default_left":[0,0,1,1,0,1,0,0,0,0,0,0,0,0,0],"id":77,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.5422003E2,4.7822144E1,1.9410916E2,2.6936707E1,1.4462079E1,8.878265E1,1.0198624E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1E0,NaN,NaN,2.14E1,NaN,7.2006946E0,5.1479535E-3,-6.7394236E-3,-4.536384E-3,3.9177323E-3,1.3425431E-2,3.383971E-3,3.5813313E-3,-3.2645906E-3],"split_indices":[15,6,13,3,20,13,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.6959893E3,1.6660309E3,2.0299583E3,1.5786832E3,8.734776E1,8.1113556E2,1.2188228E3,1.8613253E1,1.56007E3,3.0013042E1,5.7334717E1,9.974592E1,7.1138965E2,2.825071E2,9.363156E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.3115873E-1,-6.165602E-1,8.378232E-2,-3.1976017E-1,-7.1356213E-1,9.631975E-1,-2.2918528E-2,4.0007848E-4,-6.5548476E-3,-5.5257007E-3,-8.240879E-3,1.41853625E-2,4.133349E-3,-7.645698E-4,1.4599234E-2],"categories":[1,5,6,7,8,9,10,11,2,4,5,8,9,10,11,12,14,19,20,22,23,27,32,35,37,40,42,43,44,46,49,50,51,52,54,57,59,61,64,65,66,67,68,69,75,77,78,79,80,81,82,83,85,86,88,90,91,93,1,3,6,9,10,11,12,13,14,15,17,18,19,20,21,23,24,25,27,28,31,33,34,36,37,39,45,46,47,48,52,53,54,55,58,61,62,63,64,65,66,68,69,70,71,73,74,75,76,78,80,86,89,90,91,92,93,0,1,3,5,6,7,9,10,12,16,17,18,19,22,25,27,28,31,33,35,39,41,43,45,48,49,51,53,56,58,59,60,65,66,67,68,69,71,72,73,77,80,81,82,83,85,86,87,91,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,125,126,128],"categories_nodes":[2,3,4,5],"categories_segments":[0,8,58,115],"categories_sizes":[8,50,57,78],"default_left":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":78,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.478114E2,4.753534E1,1.9059242E2,4.960341E1,2.1778992E1,5.4439697E1,1.4397632E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1.796274E1,NaN,NaN,NaN,NaN,1E0,4.0007848E-4,-6.5548476E-3,-5.5257007E-3,-8.240879E-3,1.41853625E-2,4.133349E-3,-7.645698E-4,1.4599234E-2],"split_indices":[15,16,13,0,0,0,8,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.687946E3,1.6580228E3,2.0299232E3,4.0946506E2,1.2485579E3,2.1877551E2,1.8111477E3,1.9808005E2,2.1138501E2,5.10688E2,7.378699E2,1.1880982E2,9.996569E1,1.7489497E3,6.2197914E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.293514E-1,8.4969215E-2,-6.113656E-1,2.8384525E-1,-3.641066E-1,7.619051E-1,-6.32167E-1,-1.9440576E-3,5.527526E-3,-3.409762E-4,-6.3201915E-3,1.3343589E-2,-3.1496598E-3,-6.5669683E-3,3.4705976E-3],"categories":[0,0,1,2,4,5,6],"categories_nodes":[1,2],"categories_segments":[0,1],"categories_sizes":[1,6],"default_left":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":79,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.4203986E2,1.8053398E2,4.794879E1,1.8025067E2,5.484069E1,1.5984501E1,3.9559204E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.29E1,6.6E0,3.49E1,1E0,-1.9440576E-3,5.527526E-3,-3.409762E-4,-6.3201915E-3,1.3343589E-2,-3.1496598E-3,-6.5669683E-3,3.4705976E-3],"split_indices":[16,2,3,12,11,47,6,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.6799336E3,2.0192642E3,1.6606694E3,1.3997458E3,6.1951825E2,2.4247786E1,1.6364216E3,5.0387772E2,8.958681E2,2.7809457E2,3.4142368E2,1.5675656E1,8.572129E0,1.5967521E3,3.966958E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.2753054E-1,-6.108999E-1,8.320135E-2,-3.3630523E-1,-7.148113E-1,4.5408925E-1,-1.650239E-1,-3.5478795E-4,-6.969517E-3,-5.7177506E-3,-8.414568E-3,1.2980332E-3,7.817374E-3,3.5166764E-3,-3.2213617E-3],"categories":[8,9,10,11,0,4,5,8,9,10,11,12,14,19,20,22,23,27,32,35,40,42,43,46,49,50,51,52,54,57,61,64,65,66,67,68,69,75,77,78,79,80,81,82,83,86,90,91,93,1,6,9,10,11,12,13,14,15,17,18,20,21,23,24,25,30,31,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,64,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,92,93],"categories_nodes":[2,3,4],"categories_segments":[0,4,49],"categories_sizes":[4,45,51],"default_left":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":80,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.3765063E2,4.6686707E1,1.8694745E2,4.9164425E1,2.111621E1,8.639746E1,9.888502E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1.8539688E1,NaN,NaN,NaN,3.41E1,7.2006946E0,-3.5478795E-4,-6.969517E-3,-5.7177506E-3,-8.414568E-3,1.2980332E-3,7.817374E-3,3.5166764E-3,-3.2213617E-3],"split_indices":[15,16,13,0,0,15,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.6724478E3,1.6436311E3,2.0288165E3,4.5238968E2,1.1912415E3,8.130947E2,1.2157218E3,2.4724954E2,2.0514015E2,5.6201E2,6.2923145E2,4.093457E2,4.03749E2,2.831837E2,9.3253815E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.2574404E-1,-6.077169E-1,8.236499E-2,-6.4775324E-1,1.0311424E-1,4.4865578E-1,-1.6358176E-1,5.159812E-3,-6.6222623E-3,-5.108566E-3,3.6406214E-3,1.3471572E-2,3.3298E-3,3.4749138E-3,-3.1963058E-3],"categories":[8,9,10,11,0,1,2,4,5,6,1,2,3,4,5,6,7,8,9,10,11],"categories_nodes":[2,3,5],"categories_segments":[0,4,10],"categories_sizes":[4,6,11],"default_left":[0,0,1,1,0,1,0,0,0,0,0,0,0,0,0],"id":81,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.3146564E2,4.6648438E1,1.8294502E2,2.64422E1,1.4306745E1,8.433342E1,9.702602E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1E0,NaN,NaN,2.67E1,NaN,7.2006946E0,5.159812E-3,-6.6222623E-3,-5.108566E-3,3.6406214E-3,1.3471572E-2,3.3298E-3,3.4749138E-3,-3.1963058E-3],"split_indices":[15,6,13,3,26,13,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.664716E3,1.6357949E3,2.0289213E3,1.5486582E3,8.713665E1,8.147228E2,1.2141985E3,1.8598001E1,1.5300603E3,2.5703207E1,6.143344E1,9.171198E1,7.230108E2,2.8373044E2,9.30468E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.2397077E-1,-6.045233E-1,8.154971E-2,-3.2979584E-1,-7.0896804E-1,9.3311447E-1,-2.2406021E-2,-3.0094665E-4,-6.9085406E-3,-5.651455E-3,-8.3659375E-3,1.3795993E-2,3.929355E-3,-7.507414E-4,1.4253702E-2],"categories":[1,5,6,7,8,9,10,11,0,4,5,8,9,10,11,12,14,19,20,22,23,27,32,35,40,42,43,46,49,50,51,52,54,57,61,64,65,66,67,68,69,75,77,78,79,80,81,82,83,86,90,91,93,1,6,9,10,11,12,13,14,15,17,18,20,21,23,24,25,30,31,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,64,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,92,93,0,1,3,5,6,7,9,10,12,16,17,18,19,22,25,27,28,31,33,35,39,41,43,45,48,49,51,53,56,58,59,60,65,66,67,68,69,71,72,73,77,80,81,82,83,85,86,87,91,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,125,126,128],"categories_nodes":[2,3,4,5],"categories_segments":[0,8,53,104],"categories_sizes":[8,45,51,78],"default_left":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":82,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.2533832E2,4.650952E1,1.7971266E2,4.8737926E1,2.1176392E1,5.272522E1,1.3812108E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1.8539688E1,NaN,NaN,NaN,NaN,1E0,-3.0094665E-4,-6.9085406E-3,-5.651455E-3,-8.3659375E-3,1.3795993E-2,3.929355E-3,-7.507414E-4,1.4253702E-2],"split_indices":[15,16,13,0,0,0,8,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.6568777E3,1.6280366E3,2.028841E3,4.495953E2,1.1784413E3,2.1985974E2,1.8089812E3,2.4626398E2,2.0333133E2,5.56615E2,6.218263E2,1.1951811E2,1.0034163E2,1.7463978E3,6.2583416E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.2221096E-1,8.2784414E-2,-5.994726E-1,2.7838278E-1,-3.6088714E-1,-1.9928597E-1,-6.7269504E-1,-1.9322408E-3,5.4259086E-3,3.9912018E-4,-5.7560005E-3,3.3590996E-3,-4.358218E-3,-7.636543E-3,-4.8622233E-3],"categories":[0,1,7,8,9,10,11,0,1,2,3,4,5,6,7,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,27,28,30,33,37,38,39,40,42,46,47,48,50,51,52,57,58,61,63,64,65,66,67,68,69,71,72,73,74,75,76,79,80,81,82,83,84,85,86,87,89,90,91,92,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128],"categories_nodes":[1,2,5],"categories_segments":[0,1,7],"categories_sizes":[1,6,102],"default_left":[0,1,1,0,0,0,0,0,0,0,0,0,0,0,0],"id":83,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.2003912E2,1.753323E2,4.768341E1,1.7479343E2,5.3228653E1,3.2278236E1,2.3018982E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,NaN,NaN,3.29E1,6E0,NaN,1.78E1,-1.9322408E-3,5.4259086E-3,3.9912018E-4,-5.7560005E-3,3.3590996E-3,-4.358218E-3,-7.636543E-3,-4.8622233E-3],"split_indices":[16,2,13,12,11,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.6490808E3,2.0182317E3,1.6308491E3,1.4009689E3,6.1726276E2,2.5281998E2,1.3780292E3,5.031404E2,8.978284E2,2.1560764E2,4.0165515E2,7.736058E1,1.754594E2,9.2414606E2,4.5388318E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.2044422E-1,1.871254E-1,-5.00049E-1,4.784727E-1,-3.0111295E-1,-2.6170766E-1,-6.923773E-1,-6.347251E-4,7.5856987E-3,5.967879E-4,-5.245338E-3,1.4209765E-2,-2.975456E-3,-5.6730364E-3,-8.46861E-3],"categories":[0,0,1,2,4,5,6,6,9,10,11,12,14,15,17,18,20,21,24,30,34,36,37,45,46,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,93],"categories_nodes":[1,5,6],"categories_segments":[0,1,7],"categories_sizes":[1,6,43],"default_left":[0,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"id":84,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.1522003E2,2.1108836E2,9.887158E1,1.4108661E2,4.4754517E1,5.871245E1,2.2613892E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8539688E1,3.29E1,6E0,NaN,NaN,-6.347251E-4,7.5856987E-3,5.967879E-4,-5.245338E-3,1.4209765E-2,-2.975456E-3,-5.6730364E-3,-8.46861E-3],"split_indices":[16,2,16,12,11,3,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.6417896E3,1.4819443E3,2.1598452E3,9.281236E2,5.5382074E2,9.6559735E2,1.1942478E3,3.1650607E2,6.116175E2,2.1207837E2,3.417424E2,1.9330498E1,9.4626685E2,6.625245E2,5.317233E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.1870452E-1,-5.959911E-1,8.047355E-2,-6.3623184E-1,1.0731726E-1,4.3780276E-1,-1.6077794E-1,5.2187513E-3,-6.5086177E-3,-4.4607297E-3,3.9851787E-3,1.2417627E-3,7.536284E-3,3.3938996E-3,-3.1467346E-3],"categories":[8,9,10,11,0,1,2,4,5,6],"categories_nodes":[2,3],"categories_segments":[0,4],"categories_sizes":[4,6],"default_left":[0,0,1,1,0,0,0,0,0,0,0,0,0,0,0],"id":85,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.1037778E2,4.5573486E1,1.7492838E2,2.6109863E1,1.4338297E1,8.090866E1,9.3367096E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1E0,NaN,NaN,2.14E1,3.41E1,7.2006946E0,5.2187513E-3,-6.5086177E-3,-4.4607297E-3,3.9851787E-3,1.2417627E-3,7.536284E-3,3.3938996E-3,-3.1467346E-3],"split_indices":[15,6,13,3,20,15,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.6342312E3,1.6068623E3,2.0273689E3,1.5199893E3,8.687305E1,8.1678076E2,1.2105881E3,1.8529379E1,1.5014598E3,2.9768986E1,5.710406E1,4.1051627E2,4.0626453E2,2.845574E2,9.260307E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.1697003E-1,-5.9281856E-1,7.9666674E-2,-3.2172808E-1,-6.9727695E-1,4.3261212E-1,-1.59369E-1,-2.2790003E-4,-6.8375217E-3,-5.518292E-3,-8.269068E-3,1.3033766E-2,3.210283E-3,2.3896836E-3,-3.4974192E-3],"categories":[8,9,10,11,0,4,5,8,9,10,11,12,14,19,20,22,23,27,32,35,40,42,43,46,49,50,51,52,54,57,61,64,65,66,67,68,69,75,77,78,79,80,81,82,83,86,90,91,93,1,6,9,10,11,12,13,14,15,17,18,20,21,23,24,25,30,31,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,64,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,92,93,1,2,3,4,5,6,7,8,9,10,11],"categories_nodes":[2,3,4,5],"categories_segments":[0,4,49,100],"categories_sizes":[4,45,51,11],"default_left":[0,0,1,1,1,1,0,0,0,0,0,0,0,0,0],"id":86,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.0450946E2,4.5093872E1,1.7120026E2,4.8359074E1,2.130835E1,7.918994E1,9.184867E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1.8539688E1,NaN,NaN,NaN,NaN,6.7E0,-2.2790003E-4,-6.8375217E-3,-5.518292E-3,-8.269068E-3,1.3033766E-2,3.210283E-3,2.3896836E-3,-3.4974192E-3],"split_indices":[15,16,13,0,0,13,11,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.6267744E3,1.5993484E3,2.0274259E3,4.4599142E2,1.1533569E3,8.18326E2,1.2091E3,2.4486191E2,2.0112952E2,5.459947E2,6.0736224E2,9.173951E1,7.265865E2,3.9090756E2,8.181924E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.1526003E-1,-5.896711E-1,7.887829E-2,-6.300335E-1,1.10131785E-1,9.006738E-1,-2.203016E-2,5.225784E-3,-6.447346E-3,-4.407565E-3,3.9847447E-3,1.3346389E-2,3.623407E-3,-7.3682447E-4,1.3861131E-2],"categories":[1,5,6,7,8,9,10,11,0,1,2,4,5,6,0,1,3,5,6,7,9,10,12,16,17,18,19,22,25,27,28,31,33,35,39,43,45,48,49,51,53,56,58,59,60,65,66,67,68,69,71,72,73,77,80,81,82,83,85,86,87,91,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,125,126,128],"categories_nodes":[2,3,5],"categories_segments":[0,8,14],"categories_sizes":[8,6,77],"default_left":[0,0,1,1,0,0,0,0,0,0,0,0,0,0,0],"id":87,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.98735E2,4.5061584E1,1.6822092E2,2.585846E1,1.4108475E1,5.1343307E1,1.3156706E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1E0,NaN,NaN,2.14E1,NaN,1E0,5.225784E-3,-6.447346E-3,-4.407565E-3,3.9847447E-3,1.3346389E-2,3.623407E-3,-7.3682447E-4,1.3861131E-2],"split_indices":[15,6,13,3,20,0,8,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.6192068E3,1.5918822E3,2.0273246E3,1.5051686E3,8.671367E1,2.2084485E2,1.8064797E3,1.8520947E1,1.4866476E3,2.9611443E1,5.7102226E1,1.2145633E2,9.938851E1,1.7434749E3,6.3004955E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.1355127E-1,8.8033445E-2,-5.751963E-1,2.8867972E-1,-3.5737765E-1,-6.0596037E-1,4.5825782E-1,-1.8414491E-3,5.5086343E-3,-3.8298E-4,-6.2321466E-3,-7.3147854E-3,-3.8784933E-3,-2.0374204E-3,9.340528E-3],"categories":[0],"categories_nodes":[1],"categories_segments":[0],"categories_sizes":[1],"default_left":[0,1,0,0,0,0,0,0,0,0,0,0,0,0,0],"id":88,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.9407428E2,1.7623274E2,5.251068E1,1.6860635E2,5.193164E1,4.3405396E1,1.5328603E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5261062E1,NaN,1E0,3.29E1,6.6E0,1.78E1,1.47E1,-1.8414491E-3,5.5086343E-3,-3.8298E-4,-6.2321466E-3,-7.3147854E-3,-3.8784933E-3,-2.0374204E-3,9.340528E-3],"split_indices":[16,2,6,12,11,15,15,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.6116877E3,1.969789E3,1.6418988E3,1.3582734E3,6.115155E2,1.5948372E3,4.70617E1,4.846138E2,8.7365967E2,2.7844583E2,3.3306967E2,1.0107936E3,5.840435E2,1.9919035E1,2.7142662E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.1184333E-1,1.8122508E-1,-4.8648936E-1,4.6344483E-1,-2.960067E-1,-2.537279E-1,-6.7782843E-1,-6.330285E-4,7.3378864E-3,-1.318945E-4,-5.7765055E-3,1.3834531E-2,-2.893062E-3,-5.5065327E-3,-8.3558215E-3],"categories":[0,0,1,2,4,5,6,6,9,10,11,12,14,15,17,18,20,21,24,30,34,36,37,45,46,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,93],"categories_nodes":[1,5,6],"categories_segments":[0,1,7],"categories_sizes":[1,6,43],"default_left":[0,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"id":89,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.8933035E2,1.9998117E2,9.437033E1,1.3287892E2,4.3961548E1,5.6279743E1,2.2901978E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,NaN,1.8539688E1,3.29E1,1E0,NaN,NaN,-6.330285E-4,7.3378864E-3,-1.318945E-4,-5.7765055E-3,1.3834531E-2,-2.893062E-3,-5.5065327E-3,-8.3558215E-3],"split_indices":[16,2,16,12,7,3,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.6046074E3,1.4827964E3,2.121811E3,9.3179266E2,5.510038E2,9.583351E2,1.163476E3,3.1628925E2,6.155034E2,2.7545148E2,2.7555228E2,1.9577286E1,9.387578E2,6.4665643E2,5.168196E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.1015866E-1,-5.811E-1,7.7690765E-2,-2.0968542E-1,-6.570082E-1,4.2207184E-1,-1.5674688E-1,1.9148436E-3,-6.08464E-3,-5.15226E-3,-8.0364905E-3,1.1881932E-3,7.265021E-3,3.3015793E-3,-3.0801627E-3],"categories":[7,8,9,10,11,8,9,10,11,1,2,3,4,9,10,11,12,13,14,18,20,22,23,24,27,29,33,35,42,43,45,46,51,52,55,56,57,58,61,64,66,67,68,69,72,75,76,78,79,80,81,82,83,86,89,91,93,95,6,8,10,11,12,14,15,17,18,19,20,21,23,25,27,35,36,37,42,46,48,49,50,52,53,54,55,59,61,63,64,65,66,68,69,71,73,74,75,76,77,78,80,86,90,91,93],"categories_nodes":[1,2,3,4],"categories_segments":[0,5,9,58],"categories_sizes":[5,4,49,47],"default_left":[0,1,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":90,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.8425995E2,4.4192566E1,1.637165E2,4.3037125E1,2.671997E1,7.573134E1,8.898181E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,NaN,NaN,NaN,NaN,3.41E1,7.2006946E0,1.9148436E-3,-6.08464E-3,-5.15226E-3,-8.0364905E-3,1.1881932E-3,7.265021E-3,3.3015793E-3,-3.0801627E-3],"split_indices":[15,13,13,0,0,15,16,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.597351E3,1.5713673E3,2.0259839E3,2.6729086E2,1.3040765E3,8.202555E2,1.2057284E3,1.3350508E2,1.3378578E2,6.653171E2,6.387594E2,4.116191E2,4.086364E2,2.8551907E2,9.202093E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.0848477E-1,-5.779593E-1,7.6913595E-2,-3.09581E-1,-6.8287355E-1,4.1711134E-1,-1.5536967E-1,-1.1026058E-4,-6.7350734E-3,-5.3547067E-3,-8.149759E-3,1.2620557E-2,3.0941942E-3,2.3246284E-3,-3.4248568E-3],"categories":[8,9,10,11,0,4,5,8,9,10,11,12,14,19,20,22,23,27,32,35,40,42,43,46,49,50,51,52,54,57,61,64,65,66,67,68,69,75,77,78,79,80,81,82,83,86,90,91,93,1,6,9,10,11,12,13,14,15,17,18,20,21,23,24,25,30,31,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,64,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,92,93,1,2,3,4,5,6,7,8,9,10,11],"categories_nodes":[2,3,4,5],"categories_segments":[0,4,49,100],"categories_sizes":[4,45,51,11],"default_left":[0,0,1,1,1,1,0,0,0,0,0,0,0,0,0],"id":91,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.787244E2,4.3858826E1,1.602426E2,4.798675E1,2.1459229E1,7.4471985E1,8.754599E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1.8539688E1,NaN,NaN,NaN,NaN,6.7E0,-1.1026058E-4,-6.7350734E-3,-5.3547067E-3,-8.149759E-3,1.2620557E-2,3.0941942E-3,2.3246284E-3,-3.4248568E-3],"split_indices":[15,16,13,0,0,13,11,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.5901729E3,1.5641766E3,2.0259962E3,4.4072385E2,1.1234528E3,8.2172186E2,1.2042743E3,2.4267244E2,1.980514E2,5.333652E2,5.9008765E2,9.168078E1,7.300411E2,3.9185013E2,8.1242413E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.0683135E-1,7.792771E-2,-5.72979E-1,1.97805E-1,-6.046914E-1,-1.740203E-1,-6.474631E-1,-2.3239374E-3,4.1003055E-3,-1.977992E-3,-8.461028E-3,3.4747713E-3,-4.2218575E-3,-7.4007236E-3,-4.6085375E-3],"categories":[1,7,8,9,10,11,1,3,5,6,7,8,9,11,12,13,14,15,16,18,19,20,21,22,23,26,27,29,30,31,32,33,35,36,37,38,39,40,42,43,44,46,51,52,54,55,57,58,59,61,63,65,66,67,70,74,75,77,82,83,85,87,89,90,91,92,93,0,1,2,3,4,5,6,7,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,27,28,30,33,37,38,39,40,42,46,47,48,50,51,52,57,58,61,63,64,65,66,67,68,69,71,72,73,74,75,76,79,80,81,82,83,84,85,86,89,90,91,92,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128],"categories_nodes":[2,4,5],"categories_segments":[0,6,67],"categories_sizes":[6,61,101],"default_left":[0,0,1,0,1,0,0,0,0,0,0,0,0,0,0],"id":92,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.7371164E2,1.651612E2,4.648181E1,1.5679597E2,2.9451218E1,3.2248802E1,2.248706E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,1E0,NaN,3.29E1,NaN,NaN,1.78E1,-2.3239374E-3,4.1003055E-3,-1.977992E-3,-8.461028E-3,3.4747713E-3,-4.2218575E-3,-7.4007236E-3,-4.6085375E-3],"split_indices":[16,7,13,12,0,0,15,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.5828594E3,2.0158706E3,1.5669888E3,1.7153431E3,3.005276E2,2.4705046E2,1.3199382E3,5.6663403E2,1.1487091E3,1.1258614E2,1.8794144E2,7.952843E1,1.6752205E2,8.8016815E2,4.397701E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.0515968E-1,-5.7226235E-1,7.607318E-2,-2.033425E-1,-6.4833826E-1,1.885576E-1,-6.121706E-1,1.9361309E-3,-6.01253E-3,-5.0577424E-3,-7.963302E-3,-9.969162E-4,4.84841E-3,-2.5215077E-3,-9.109824E-3],"categories":[7,8,9,10,11,1,2,3,4,9,10,11,12,13,14,18,20,22,23,24,27,29,33,35,42,43,45,46,51,52,55,56,57,58,61,64,66,67,68,69,72,75,76,78,79,80,81,82,83,86,89,91,93,95,6,8,10,11,12,14,15,17,18,19,20,21,23,25,27,35,36,37,42,46,48,49,50,52,53,54,55,59,61,63,64,65,66,68,69,71,73,74,75,76,77,78,80,86,90,91,93,1,3,5,6,7,8,9,11,13,15,16,18,19,20,21,22,23,26,27,29,30,31,32,33,36,37,40,43,44,46,51,55,57,58,59,61,63,65,66,67,70,74,75,76,77,82,83,85,87,89,90,91,92,93],"categories_nodes":[1,3,4,6],"categories_segments":[0,5,54,101],"categories_sizes":[5,49,47,54],"default_left":[0,1,0,1,1,0,1,0,0,0,0,0,0,0,0],"id":93,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.693592E2,4.34216E1,1.5699115E2,4.2251163E1,2.6731201E1,1.4886255E2,3.0418976E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,NaN,1E0,NaN,NaN,3.35E1,NaN,1.9361309E-3,-6.01253E-3,-5.0577424E-3,-7.963302E-3,-9.969162E-4,4.84841E-3,-2.5215077E-3,-9.109824E-3],"split_indices":[15,13,7,0,0,15,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,1,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.576208E3,1.5508269E3,2.0253811E3,2.6575534E2,1.2850715E3,1.7414843E3,2.8389676E2,1.3329433E2,1.3246101E2,6.5678937E2,6.2828217E2,8.830465E2,8.5843774E2,1.2959712E2,1.5429964E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.0350645E-1,1.8195467E-1,-4.680318E-1,4.6080056E-1,-2.864399E-1,-2.42006E-1,-6.634628E-1,-5.9716747E-4,7.2781243E-3,5.928582E-4,-5.07646E-3,-4.1434327E-3,9.805637E-4,-5.3184144E-3,-8.198779E-3],"categories":[0,6,9,10,11,12,14,15,17,18,20,21,24,30,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,93],"categories_nodes":[1,6],"categories_segments":[0,1],"categories_sizes":[1,44],"default_left":[0,1,0,0,0,0,1,0,0,0,0,0,0,0,0],"id":94,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.64148E2,1.9001352E2,9.3382904E1,1.2675221E2,4.1566868E1,5.7682213E1,2.2933655E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2229881E1,NaN,1.8539688E1,3.29E1,6E0,3.51E1,NaN,-5.9716747E-4,7.2781243E-3,5.928582E-4,-5.07646E-3,-4.1434327E-3,9.805637E-4,-5.3184144E-3,-8.198779E-3],"split_indices":[16,2,16,12,11,26,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.5694956E3,1.4528066E3,2.116689E3,9.106765E2,5.421301E2,9.82554E2,1.1341349E3,3.0902826E2,6.0164825E2,2.1181458E2,3.3031555E2,6.5194305E2,3.3061096E2,6.1826935E2,5.1586554E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.0188582E-1,-5.664015E-1,7.500761E-2,-6.0718864E-1,1.2010911E-1,8.6066914E-1,-2.2041664E-2,-5.3940564E-3,-8.745349E-3,-4.3153428E-3,4.0735304E-3,1.4211247E-2,4.5470996E-3,-7.2341756E-4,1.3355902E-2],"categories":[1,5,6,7,8,9,10,11,0,1,3,4,5,6,7,9,10,12,13,15,16,17,18,19,22,24,25,27,28,31,33,35,38,39,41,43,45,47,48,49,51,52,53,54,56,57,58,59,60,65,66,67,68,69,71,72,73,77,80,81,82,83,85,86,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,124,125,126,128],"categories_nodes":[2,5],"categories_segments":[0,8],"categories_sizes":[8,90],"default_left":[0,0,1,0,0,0,0,0,0,0,0,0,0,0,0],"id":95,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.5970483E2,4.3150055E1,1.5449615E2,2.5846436E1,1.3978966E1,5.003917E1,1.2330469E2,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1E0,NaN,2.5E1,2.14E1,NaN,1E0,-5.3940564E-3,-8.745349E-3,-4.3153428E-3,4.0735304E-3,1.4211247E-2,4.5470996E-3,-7.2341756E-4,1.3355902E-2],"split_indices":[15,6,13,11,20,0,8,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.5624126E3,1.5374261E3,2.0249865E3,1.4513158E3,8.611036E1,2.2177121E2,1.8032152E3,1.1601812E3,2.9113467E2,2.93131E1,5.679726E1,9.2108376E1,1.2966283E2,1.739706E3,6.350918E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-2.0026924E-1,7.5954445E-2,-5.6143534E-1,1.9242677E-1,-5.953685E-1,7.844805E-1,-5.8319235E-1,-2.3019E-3,3.9983285E-3,-1.9040796E-3,-8.375289E-3,1.3316155E-2,-2.8286383E-3,-7.084564E-3,-3.8425263E-3],"categories":[0,1,2,4,5,6,1,3,5,6,7,8,9,11,12,13,14,15,16,18,19,20,21,22,23,26,27,29,30,31,32,33,35,36,37,38,39,40,42,43,44,46,51,52,54,55,57,58,59,61,63,65,66,67,70,74,75,77,82,83,85,87,89,90,91,92,93],"categories_nodes":[2,4],"categories_segments":[0,6],"categories_sizes":[6,61],"default_left":[0,0,1,0,1,1,0,0,0,0,0,0,0,0,0],"id":96,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.548289E2,1.577467E2,4.5591705E1,1.5074158E2,2.909362E1,1.49444065E1,3.7540344E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,1E0,NaN,3.29E1,NaN,3.49E1,1.74E1,-2.3019E-3,3.9983285E-3,-1.9040796E-3,-8.375289E-3,1.3316155E-2,-2.8286383E-3,-7.084564E-3,-3.8425263E-3],"split_indices":[16,7,3,12,0,47,15,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.555304E3,2.0150001E3,1.5403038E3,1.7176985E3,2.973017E2,2.3945553E1,1.5163583E3,5.6543713E2,1.1522614E3,1.11922325E2,1.8537936E2,1.5666895E1,8.278657E0,9.289046E2,5.874536E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.9863886E-1,-5.6070375E-1,7.416391E-2,-1.9323808E-1,-6.3720185E-1,4.045118E-1,-1.527081E-1,2.024643E-3,-5.9248386E-3,-4.931211E-3,-7.8727985E-3,1.1835943E-2,2.9555373E-3,3.189907E-3,-3.0085628E-3],"categories":[7,8,9,10,11,8,9,10,11,1,2,3,4,9,10,11,12,13,14,18,20,22,23,24,27,29,33,35,42,43,45,46,51,52,55,56,57,58,61,64,66,67,68,69,72,75,76,78,79,80,81,82,83,86,89,91,93,95,6,8,10,11,12,14,15,17,18,19,20,21,23,25,27,35,36,37,42,46,48,49,50,52,53,54,55,59,61,63,64,65,66,68,69,71,73,74,75,76,77,78,80,86,90,91,93,1,3,4,5,6,7,8,9,10,11],"categories_nodes":[1,2,3,4,5],"categories_segments":[0,5,9,58,105],"categories_sizes":[5,4,49,47,10],"default_left":[0,1,1,1,1,1,0,0,0,0,0,0,0,0,0],"id":97,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.5066873E2,4.2759003E1,1.5185605E2,4.1872818E1,2.6904785E1,6.967378E1,8.405579E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,NaN,NaN,NaN,NaN,NaN,7.2006946E0,2.024643E-3,-5.9248386E-3,-4.931211E-3,-7.8727985E-3,1.1835943E-2,2.9555373E-3,3.189907E-3,-3.0085628E-3],"split_indices":[15,13,13,0,0,13,16,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.5488528E3,1.5244893E3,2.0243635E3,2.6328787E2,1.2612014E3,8.239005E2,1.200463E3,1.3247827E2,1.3080959E2,6.4564374E2,6.155576E2,9.987828E1,7.240222E2,2.8664426E2,9.138187E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.9704938E-1,1.778416E-1,-4.5777288E-1,4.5013666E-1,-2.824592E-1,-2.362405E-1,-6.521129E-1,-5.762117E-4,7.0894966E-3,5.90045E-4,-5.021624E-3,-4.072015E-3,9.88145E-4,-5.189306E-3,-8.109765E-3],"categories":[0,6,9,10,11,12,14,15,17,18,20,21,24,30,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,93],"categories_nodes":[1,6],"categories_segments":[0,1],"categories_sizes":[1,44],"default_left":[0,1,0,0,0,0,1,0,0,0,0,0,0,0,0],"id":98,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.4637048E2,1.823642E2,8.9821014E1,1.2014516E2,4.0618317E1,5.6072105E1,2.312149E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2229881E1,NaN,1.8539688E1,3.29E1,6E0,3.51E1,NaN,-5.762117E-4,7.0894966E-3,5.90045E-4,-5.021624E-3,-4.072015E-3,9.88145E-4,-5.189306E-3,-8.109765E-3],"split_indices":[16,2,16,12,11,26,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.541857E3,1.4529691E3,2.0888877E3,9.129358E2,5.4003326E2,9.77187E2,1.1117008E3,3.0849188E2,6.044439E2,2.1171552E2,3.2831775E2,6.46895E2,3.30292E2,6.0705035E2,5.0465042E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.9547272E-1,-5.54889E-1,7.315289E-2,-1.8915895E-1,-6.3146794E-1,1.8180633E-1,-6.0116756E-1,2.1580202E-3,-5.754195E-3,-4.9990877E-3,-7.969986E-3,-2.0162375E-3,3.8819495E-3,-2.4165525E-3,-9.019294E-3],"categories":[7,8,9,10,11,1,2,3,4,6,9,10,11,12,13,14,18,20,22,23,24,27,28,29,33,35,42,43,45,46,51,52,55,56,57,58,61,64,66,67,68,69,72,75,76,78,79,80,81,82,83,86,89,91,93,95,8,10,11,12,14,15,17,19,20,21,23,25,36,37,42,46,48,49,50,52,53,54,55,59,61,63,64,65,66,68,69,71,73,74,75,76,77,78,80,86,90,91,1,3,5,6,7,8,9,11,13,15,16,18,19,20,21,22,23,26,27,29,30,31,32,33,36,37,40,43,44,46,51,55,57,58,59,61,63,65,66,67,70,74,75,76,77,82,83,85,87,89,90,91,92,93],"categories_nodes":[1,3,4,6],"categories_segments":[0,5,56,98],"categories_sizes":[5,51,42,54],"default_left":[0,1,0,1,1,0,1,0,0,0,0,0,0,0,0],"id":99,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.414323E2,4.2241913E1,1.4843498E2,4.1309097E1,2.6827698E1,1.3811313E2,3.0183754E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,NaN,1E0,NaN,NaN,3.29E1,NaN,2.1580202E-3,-5.754195E-3,-4.9990877E-3,-7.969986E-3,-2.0162375E-3,3.8819495E-3,-2.4165525E-3,-9.019294E-3],"split_indices":[15,13,7,0,0,12,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,1,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.5349636E3,1.5115161E3,2.0234475E3,2.6229623E2,1.2492198E3,1.7432823E3,2.801652E2,1.2826389E2,1.3403233E2,6.9827246E2,5.5094745E2,6.1001526E2,1.1332671E3,1.284397E2,1.517255E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.9387478E-1,1.757615E-1,-4.526856E-1,4.43129E-1,-2.7872768E-1,-2.334355E-1,-6.464372E-1,-5.496953E-4,6.954789E-3,6.043039E-4,-4.9777217E-3,-4.0351246E-3,9.855953E-4,-5.1305913E-3,-8.061181E-3],"categories":[0,6,9,10,11,12,14,15,17,18,20,21,24,30,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,93],"categories_nodes":[1,6],"categories_segments":[0,1],"categories_sizes":[1,44],"default_left":[0,1,0,0,0,0,1,0,0,0,0,0,0,0,0],"id":100,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.3775708E2,1.7685184E2,8.805441E1,1.15184006E2,4.009468E1,5.5130356E1,2.3050964E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2229881E1,NaN,1.8539688E1,3.29E1,6E0,3.51E1,NaN,-5.496953E-4,6.954789E-3,6.043039E-4,-4.9777217E-3,-4.0351246E-3,9.855953E-4,-5.1305913E-3,-8.061181E-3],"split_indices":[16,2,16,12,11,26,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.5287598E3,1.453367E3,2.0753928E3,9.150721E2,5.382948E2,9.746641E2,1.1007288E3,3.0797015E2,6.071019E2,2.1151665E2,3.2677817E2,6.4435406E2,3.303101E2,6.0205646E2,4.9867227E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.9231986E-1,7.372722E-2,-5.472714E-1,1.8631642E-1,-5.844687E-1,7.904132E-1,-5.6929284E-1,1.2268589E-3,1.51086245E-2,-1.6351925E-3,-8.1786895E-3,1.3237818E-2,-2.689525E-3,-5.952085E-3,3.913955E-3],"categories":[0,1,2,4,5,6,1,3,5,6,7,8,9,11,12,13,14,15,16,18,19,20,21,22,23,26,27,29,30,31,32,33,35,36,37,38,39,40,42,43,44,46,51,52,54,55,57,58,59,60,61,63,65,66,67,70,71,74,75,77,82,83,85,87,89,90,91,92,93],"categories_nodes":[2,4],"categories_segments":[0,6],"categories_sizes":[6,63],"default_left":[0,0,1,0,1,1,0,0,0,0,0,0,0,0,0],"id":101,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.327269E2,1.4939798E2,4.4914062E1,1.4486604E2,2.8801537E1,1.4405486E1,3.7218628E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5502903E1,1E0,NaN,1E0,NaN,3.49E1,1E0,1.2268589E-3,1.51086245E-2,-1.6351925E-3,-8.1786895E-3,1.3237818E-2,-2.689525E-3,-5.952085E-3,3.913955E-3],"split_indices":[16,7,3,8,0,47,6,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.52196E3,2.0135413E3,1.5084187E3,1.7200338E3,2.9350735E2,2.3864857E1,1.4845538E3,1.6422344E3,7.779948E1,1.0529785E2,1.882095E2,1.5707074E1,8.1577835E0,1.4459287E3,3.862521E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.9074701E-1,-5.466551E-1,7.2179504E-2,-1.8334097E-1,-6.2334174E-1,3.937757E-1,-1.4994639E-1,1.5709967E-3,-6.4061433E-3,-4.9106404E-3,-7.903475E-3,1.1938325E-2,2.9273715E-3,2.2096278E-3,-3.315715E-3],"categories":[7,8,9,10,11,8,9,10,11,1,2,3,4,9,10,11,12,13,14,18,20,22,23,24,27,29,33,35,45,51,55,57,58,61,64,66,67,68,69,72,75,76,79,80,81,82,83,86,89,91,93,8,10,11,12,14,15,17,19,20,21,23,25,36,37,42,46,48,49,50,52,53,54,55,59,61,63,64,65,66,68,69,71,73,74,75,76,77,78,80,86,90,91,1,2,3,4,5,6,7,8,9,10,11],"categories_nodes":[1,2,3,4,5],"categories_segments":[0,5,9,51,93],"categories_sizes":[5,4,42,42,11],"default_left":[0,1,1,1,1,1,0,0,0,0,0,0,0,0,0],"id":102,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.2911105E2,4.1516388E1,1.4459674E2,4.0862244E1,2.685846E1,6.6492004E1,8.074309E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,NaN,NaN,NaN,NaN,NaN,6.7E0,1.5709967E-3,-6.4061433E-3,-4.9106404E-3,-7.903475E-3,1.1938325E-2,2.9273715E-3,2.2096278E-3,-3.315715E-3],"split_indices":[15,13,13,0,0,13,11,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.5155605E3,1.4932103E3,2.0223501E3,2.6083878E2,1.2323716E3,8.2587164E2,1.1964784E3,1.4989682E2,1.10941956E2,6.898855E2,5.4248615E2,9.139107E1,7.344806E2,3.932266E2,8.0325183E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.8921086E-1,1.7224868E-1,-4.4489953E-1,4.3361938E-1,-2.748766E-1,-2.2847936E-1,-6.380577E-1,-5.664807E-4,6.81301E-3,5.953806E-4,-4.921919E-3,1.3551118E-2,-2.634254E-3,-4.8302296E-3,-7.7757635E-3],"categories":[0,0,1,2,4,5,6,3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,30,31,33,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,93],"categories_nodes":[1,5,6],"categories_segments":[0,1,7],"categories_sizes":[1,6,51],"default_left":[0,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"id":103,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.2445837E2,1.7014256E2,8.580011E1,1.1157709E2,3.907855E1,5.410082E1,2.3110687E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2229881E1,NaN,1.8539688E1,3.29E1,6E0,NaN,NaN,-5.664807E-4,6.81301E-3,5.953806E-4,-4.921919E-3,1.3551118E-2,-2.634254E-3,-4.8302296E-3,-7.7757635E-3],"split_indices":[16,2,16,12,11,3,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.508823E3,1.4538643E3,2.0549585E3,9.175394E2,5.363249E2,9.701531E2,1.0848055E3,3.0821738E2,6.09322E2,2.1153355E2,3.2479135E2,2.0131039E1,9.5002203E2,5.1594434E2,5.6886115E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.8768348E-1,-5.408904E-1,7.118598E-2,-5.821136E-1,1.3138337E-1,1.7638935E-1,-5.905523E-1,-5.130151E-3,-8.577419E-3,-4.2175893E-3,4.1794153E-3,-1.980033E-3,3.7663411E-3,-2.317644E-3,-8.931011E-3],"categories":[1,3,5,6,7,8,9,11,13,15,16,18,19,20,21,22,23,26,27,29,30,31,32,33,36,37,40,43,44,46,51,55,57,58,59,61,63,65,66,67,70,74,75,76,77,82,83,85,87,89,90,91,92,93],"categories_nodes":[6],"categories_segments":[0],"categories_sizes":[54],"default_left":[0,0,0,0,0,0,1,0,0,0,0,0,0,0,0],"id":104,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.2034888E2,4.1140137E1,1.4090015E2,2.6153381E1,1.3875266E1,1.309561E2,2.9932426E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.1E1,1E0,1E0,2.5E1,2.14E1,3.29E1,NaN,-5.130151E-3,-8.577419E-3,-4.2175893E-3,4.1794153E-3,-1.980033E-3,3.7663411E-3,-2.317644E-3,-8.931011E-3],"split_indices":[15,6,7,11,20,12,0,0,0,0,0,0,0,0,0],"split_type":[0,0,0,0,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.5021677E3,1.4807339E3,2.0214338E3,1.395309E3,8.542493E1,1.7447814E3,2.7665247E2,1.1179152E3,2.773939E2,2.89913E1,5.6433628E1,6.0801044E2,1.1367709E3,1.2737112E2,1.4928134E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.8614039E-1,2.35878E-2,-6.1745954E-1,-2.5484856E-2,1.3570212E0,-4.6885753E-1,-7.662314E-1,1.1243365E-2,-7.9601933E-4,1.6539037E-2,2.547051E-3,1.1462259E-2,-4.941567E-3,-3.4144036E-3,-8.134081E-3],"categories":[3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,31,33,34,36,37,39,45,48,52,53,54,55,58,61,63,65,66,68,69,70,73,74,75,76,80,83,86,90,91,92,93,1,3,4,5,6,7,8,9,10,11,0,0,1,2,4,5,6,3],"categories_nodes":[2,3,4,5,6],"categories_segments":[0,49,59,60,66],"categories_sizes":[49,10,1,6,1],"default_left":[0,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"id":105,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.1636804E2,1.540678E2,2.493628E1,1.414279E2,2.6929092E1,2.4060997E1,1.1149017E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,NaN,NaN,NaN,NaN,1.1243365E-2,-7.9601933E-4,1.6539037E-2,2.547051E-3,1.1462259E-2,-4.941567E-3,-3.4144036E-3,-8.134081E-3],"split_indices":[16,8,0,13,2,3,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.4961726E3,2.352984E3,1.143189E3,2.2704097E3,8.257411E1,5.739979E2,5.69191E2,1.01166084E2,2.1692437E3,6.465929E1,1.7914827E1,8.169286E0,5.658287E2,5.771827E1,5.114727E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.8463431E-1,1.6944322E-1,-4.3744785E-1,4.253121E-1,-2.7072266E-1,-2.2500782E-1,-6.29316E-1,-5.387282E-4,6.6597066E-3,6.129836E-4,-4.873433E-3,-3.9404384E-3,1.0260827E-3,-4.9424414E-3,-7.922585E-3],"categories":[0,6,9,10,11,12,14,15,17,18,20,21,24,30,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,93],"categories_nodes":[1,6],"categories_segments":[0,1],"categories_sizes":[1,44],"default_left":[0,1,0,0,0,0,1,0,0,0,0,0,0,0,0],"id":106,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.1252197E2,1.6395422E2,8.287503E1,1.0617055E2,3.8536156E1,5.3652164E1,2.3149384E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2229881E1,NaN,1.8539688E1,3.29E1,6E0,3.51E1,NaN,-5.387282E-4,6.6597066E-3,6.129836E-4,-4.873433E-3,-3.9404384E-3,1.0260827E-3,-4.9424414E-3,-7.922585E-3],"split_indices":[16,2,16,12,11,26,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.4894294E3,1.4537343E3,2.0356952E3,9.193493E2,5.3438495E2,9.670889E2,1.0686063E3,3.0761697E2,6.117323E2,2.1127478E2,3.231102E2,6.378055E2,3.2928342E2,5.8647705E2,4.8212927E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.8314305E-1,-5.4090476E-1,6.414104E-2,-5.817442E-1,1.2548493E-1,3.8109174E-1,-1.5544115E-1,-5.121255E-3,-8.516762E-3,-4.6810457E-3,4.3890984E-3,1.1323848E-2,2.7873924E-3,3.0320818E-3,-2.9782322E-3],"categories":[8,9,10,11,1,3,4,5,6,7,8,9,10,11],"categories_nodes":[2,5],"categories_segments":[0,4],"categories_sizes":[4,10],"default_left":[0,0,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":107,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.082515E2,3.8826843E1,1.4349228E2,2.4781921E1,1.5656885E1,6.456543E1,7.96412E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.06E1,1E0,NaN,2.5E1,2.14E1,NaN,7.2006946E0,-5.121255E-3,-8.516762E-3,-4.6810457E-3,4.3890984E-3,1.1323848E-2,2.7873924E-3,3.0320818E-3,-2.9782322E-3],"split_indices":[15,6,13,11,20,13,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.482905E3,1.4229888E3,2.0599163E3,1.340937E3,8.205177E1,8.4274316E2,1.2171731E3,1.0683055E3,2.726315E2,2.8183004E1,5.3868767E1,9.983867E1,7.429045E2,2.8807614E2,9.29097E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.8165962E-1,2.3224568E-2,-6.086557E-1,-2.5186783E-2,1.3322403E0,-4.5930907E-1,-7.5877655E-1,1.0976627E-2,-7.80448E-4,1.6231474E-2,2.4934306E-3,1.1427067E-2,-4.8477277E-3,-3.2940307E-3,-8.066154E-3],"categories":[3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,31,33,34,36,37,39,45,48,52,53,54,55,58,61,63,65,66,68,69,70,73,74,75,76,80,83,86,90,91,92,93,1,3,4,5,6,7,8,9,10,11,0,0,1,2,4,5,6,3],"categories_nodes":[2,3,4,5,6],"categories_segments":[0,49,59,60,66],"categories_sizes":[49,10,1,6,1],"default_left":[0,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"id":108,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.042306E2,1.4900725E2,2.4931396E1,1.3469225E2,2.601242E1,2.3715141E1,1.1253235E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,NaN,NaN,NaN,NaN,1.0976627E-2,-7.80448E-4,1.6231474E-2,2.4934306E-3,1.1427067E-2,-4.8477277E-3,-3.2940307E-3,-8.066154E-3],"split_indices":[16,8,0,13,2,3,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.4763662E3,2.3498098E3,1.1265564E3,2.266952E3,8.2857956E1,5.667696E2,5.5978674E2,1.01030045E2,2.1659219E3,6.49193E1,1.7938665E1,8.181251E0,5.585884E2,5.6907158E1,5.028796E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.8018435E-1,-5.352951E-1,6.34403E-2,-5.761303E-1,1.2530011E-1,3.757929E-1,-1.535448E-1,-5.0644535E-3,-8.4744645E-3,-4.647501E-3,4.3514445E-3,1.1115808E-2,2.7577656E-3,2.9904756E-3,-2.9464662E-3],"categories":[8,9,10,11,1,3,4,5,6,7,8,9,10,11],"categories_nodes":[2,5],"categories_segments":[0,4],"categories_sizes":[4,10],"default_left":[0,0,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":109,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.0030252E2,3.8171143E1,1.396358E2,2.4722504E1,1.5384704E1,6.183928E1,7.773929E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.06E1,1E0,NaN,2.5E1,2.14E1,NaN,7.2006946E0,-5.0644535E-3,-8.4744645E-3,-4.647501E-3,4.3514445E-3,1.1115808E-2,2.7577656E-3,2.9904756E-3,-2.9464662E-3],"split_indices":[15,6,13,11,20,13,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.4697617E3,1.4113544E3,2.0584075E3,1.32931E3,8.204431E1,8.4347845E2,1.214929E3,1.0599412E3,2.693689E2,2.8076687E1,5.396762E1,9.972435E1,7.437541E2,2.884831E2,9.2644586E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.7872137E-1,2.305115E-2,-6.028654E-1,-2.4846802E-2,1.313557E0,-4.4917947E-1,-7.5015455E-1,6.572268E-3,-1.0886834E-3,1.6002841E-2,2.4455145E-3,-5.6627574E-3,-9.761264E-4,-3.2623485E-3,-7.976813E-3],"categories":[3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,31,33,34,36,37,39,45,48,50,52,53,54,55,58,61,63,65,66,68,69,70,73,74,75,76,80,83,86,90,91,92,93,1,5,6,7,8,9,10,11,0,3],"categories_nodes":[2,3,4,6],"categories_segments":[0,50,58,59],"categories_sizes":[50,8,1,1],"default_left":[0,0,1,1,1,0,1,0,0,0,0,0,0,0,0],"id":110,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.964922E2,1.4520016E2,2.4943329E1,1.2990166E2,2.5375824E1,2.254663E1,1.1199219E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,NaN,NaN,1.78E1,NaN,6.572268E-3,-1.0886834E-3,1.6002841E-2,2.4455145E-3,-5.6627574E-3,-9.761264E-4,-3.2623485E-3,-7.976813E-3],"split_indices":[16,8,0,13,2,15,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.463316E3,2.3475107E3,1.115805E3,2.264445E3,8.306559E1,5.480269E2,5.677782E2,2.4760497E2,2.0168402E3,6.510598E1,1.795961E1,4.1064328E2,1.3738365E2,5.8030804E1,5.0974738E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.7726335E-1,1.584177E-1,-4.297733E-1,3.1013352E-1,-5.406655E-1,-2.219114E-1,-6.148399E-1,-1.2886381E-3,5.0416705E-3,-1.9371893E-3,-8.644496E-3,1.3166668E-2,-2.5715148E-3,-4.8091966E-3,-7.842872E-3],"categories":[1,3,5,6,7,8,9,11,13,15,16,19,20,21,22,23,26,27,29,30,31,32,36,37,38,39,40,43,44,46,55,57,58,59,61,63,65,66,67,70,74,75,77,82,83,85,87,89,90,91,92,93,0,1,2,4,5,6,6,9,10,11,12,14,15,17,18,20,24,30,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,93],"categories_nodes":[4,5,6],"categories_segments":[0,52,58],"categories_sizes":[52,6,43],"default_left":[0,0,0,0,1,1,1,0,0,0,0,0,0,0,0],"id":111,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.9317587E2,1.5769489E2,7.578998E1,1.0407197E2,2.9625595E1,5.082696E1,2.330368E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2384264E1,1E0,1.8539688E1,3.29E1,NaN,NaN,NaN,-1.2886381E-3,5.0416705E-3,-1.9371893E-3,-8.644496E-3,1.3166668E-2,-2.5715148E-3,-4.8091966E-3,-7.842872E-3],"split_indices":[16,7,16,12,0,3,0,0,0,0,0,0,0,0,0],"split_type":[0,0,0,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.4569766E3,1.4842374E3,1.9727391E3,1.2200231E3,2.6421436E2,9.301823E2,1.0425569E3,3.7405847E2,8.4596454E2,1.2831665E2,1.3589772E2,2.0013931E1,9.1016833E2,5.8446857E2,4.580883E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.7580943E-1,-5.270681E-1,6.2497E-2,-5.679118E-1,1.2571168E-1,3.6916527E-1,-1.5129317E-1,-4.9813003E-3,-8.412325E-3,-4.614218E-3,4.3247547E-3,6.478214E-5,5.65302E-3,2.9422336E-3,-2.9088687E-3],"categories":[8,9,10,11],"categories_nodes":[2],"categories_segments":[0],"categories_sizes":[4],"default_left":[0,0,1,0,0,0,0,0,0,0,0,0,0,0,0],"id":112,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.889839E2,3.7275543E1,1.3495279E2,2.4631378E1,1.5146316E1,6.013967E1,7.552737E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.06E1,1E0,NaN,2.5E1,2.14E1,3.29E1,7.2006946E0,-4.9813003E-3,-8.412325E-3,-4.614218E-3,4.3247547E-3,6.478214E-5,5.65302E-3,2.9422336E-3,-2.9088687E-3],"split_indices":[15,6,13,11,20,12,16,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.450926E3,1.3943993E3,2.0565266E3,1.312413E3,8.198625E1,8.4446674E2,1.2120599E3,1.0477369E3,2.6467603E2,2.7962671E1,5.4023582E1,2.9675467E2,5.477121E2,2.8890506E2,9.231549E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.7436619E-1,7.5790174E-2,-5.050893E-1,1.8687057E-1,-5.704935E-1,8.388957E-1,-5.288382E-1,-2.1421877E-3,3.790513E-3,-2.4228955E-3,-8.771862E-3,1.1842983E-2,-5.93952E-3,-5.579379E-3,4.316322E-3],"categories":[0,1,2,4,5,6,1,3,5,6,7,8,9,11,13,15,16,19,20,21,22,23,26,27,29,30,31,32,33,36,37,40,42,43,44,46,55,57,58,59,61,63,65,66,67,70,74,75,77,82,83,85,87,89,90,91,92,93],"categories_nodes":[2,4],"categories_segments":[0,6],"categories_sizes":[6,52],"default_left":[0,0,1,0,1,0,0,0,0,0,0,0,0,0,0],"id":113,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.8512506E2,1.4101364E2,4.7813507E1,1.292438E2,2.8789207E1,1.364835E1,4.101767E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5261062E1,1E0,NaN,3.29E1,NaN,2.4E1,1E0,-2.1421877E-3,3.790513E-3,-2.4228955E-3,-8.771862E-3,1.1842983E-2,-5.93952E-3,-5.579379E-3,4.316322E-3],"split_indices":[16,7,3,12,0,11,6,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.444887E3,1.9617816E3,1.4831053E3,1.6746594E3,2.8712225E2,2.515617E1,1.4579492E3,5.4244305E2,1.1322163E3,1.3956175E2,1.475605E2,2.0409676E1,4.7464957E0,1.4154828E3,4.2466335E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.7291869E-1,-3.9543423E-1,1.955875E-1,-1.9922279E-1,-6.082496E-1,4.709233E-1,-2.674961E-1,-3.5288616E-3,1.0581951E-3,-4.7138273E-3,-7.755206E-3,7.455856E-3,4.577893E-5,-6.9519505E-5,-6.1233263E-3],"categories":[0,1,6,9,10,11,12,14,15,17,18,20,24,30,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,93,0,1,2,5,6,1,3,5,7,8,9,13,16,18,22,23,24,29,30,31,32,33,34,36,42,44,51,53,54,55,56,57,61,65,70,71,74,76,82,83,87,89,90,91,92,93],"categories_nodes":[2,4,5,6],"categories_segments":[0,1,45,50],"categories_sizes":[1,44,5,41],"default_left":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"id":114,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.8216614E2,8.945993E1,1.6535408E2,5.2427402E1,2.3183563E1,1.0413681E2,4.3465664E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.96E1,1.8539688E1,NaN,3.51E1,NaN,NaN,NaN,-3.5288616E-3,1.0581951E-3,-4.7138273E-3,-7.755206E-3,7.455856E-3,4.577893E-5,-6.9519505E-5,-6.1233263E-3],"split_indices":[15,16,2,26,0,3,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.4391763E3,2.144305E3,1.2948713E3,1.1166825E3,1.0276224E3,8.120396E2,4.8283167E2,7.4249695E2,3.741856E2,5.6727594E2,4.603465E2,5.1067175E2,3.0136786E2,2.7561133E2,2.072203E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.7150414E-1,-5.1897204E-1,6.1650947E-2,-5.597079E-1,1.2291973E-1,3.6202538E-1,-1.4868191E-1,-4.3342123E-3,-7.1302936E-3,-4.5874035E-3,4.2485516E-3,6.3931337E-3,1.1098705E-3,2.0457588E-3,-3.215784E-3],"categories":[8,9,10,11,4,6,10,11,12,14,15,20,22,23,25,27,36,37,42,44,45,46,48,50,52,53,54,55,58,64,65,66,68,69,72,73,74,75,76,78,79,80,86,90,91,92,93,0,2,3,4,5,6,7,9,11,17,18,19,20,21,22,24,25,28,29,30,31,32,34,35,36,42,43,51,53,54,57,59,60,61,66,69,70,72,73,74,77,79,80,81,82,83,84,85,87,91,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,124,125,126,128],"categories_nodes":[2,3,5],"categories_segments":[0,4,47],"categories_sizes":[4,43,81],"default_left":[0,0,1,1,0,0,0,0,0,0,0,0,0,0,0],"id":115,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.782428E2,3.61297E1,1.2994923E2,2.4803894E1,1.479245E1,5.8891983E1,7.396623E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.06E1,1E0,NaN,NaN,2.14E1,NaN,6.7E0,-4.3342123E-3,-7.1302936E-3,-4.5874035E-3,4.2485516E-3,6.3931337E-3,1.1098705E-3,2.0457588E-3,-3.215784E-3],"split_indices":[15,6,13,0,20,0,11,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.4331113E3,1.3781085E3,2.0550027E3,1.2959902E3,8.21183E1,8.4604803E2,1.2089546E3,7.127472E2,5.832431E2,2.7883368E1,5.4234936E1,4.0127133E2,4.447767E2,3.9720734E2,8.117473E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.7007984E-1,2.269412E-2,-5.858497E-1,-2.432244E-2,1.2818583E0,-4.340368E-1,-7.398307E-1,1.0496593E-2,-7.4870174E-4,1.5607837E-2,2.3873134E-3,1.1550022E-2,-4.6005277E-3,-2.9690003E-3,-7.89482E-3],"categories":[3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,31,33,34,36,37,39,45,48,52,53,54,55,58,61,63,65,66,68,69,70,73,74,75,76,80,83,86,90,91,92,93,1,3,4,5,6,7,8,9,10,11,0,0,1,2,4,5,6,3],"categories_nodes":[2,3,4,5,6],"categories_segments":[0,49,59,60,66],"categories_sizes":[49,10,1,6,1],"default_left":[0,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"id":116,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.7480002E2,1.3876016E2,2.5067627E1,1.2276608E2,2.4174637E1,2.3240257E1,1.1592407E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,NaN,NaN,NaN,NaN,1.0496593E-2,-7.4870174E-4,1.5607837E-2,2.3873134E-3,1.1550022E-2,-4.6005277E-3,-2.9690003E-3,-7.89482E-3],"split_indices":[16,8,0,13,2,3,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.4274226E3,2.3423328E3,1.08509E3,2.2589648E3,8.336793E1,5.483146E2,5.367754E2,1.0065225E2,2.1583125E3,6.538748E1,1.798044E1,8.133442E0,5.4018115E2,5.480943E1,4.8196594E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.6868494E-1,-3.5936517E-1,2.4737431E-1,-1.7642765E-1,-5.997054E-1,5.412373E-1,-2.0353569E-1,-3.2790324E-3,1.3701831E-3,-4.5956406E-3,-7.647883E-3,8.228928E-3,7.3159015E-4,1.2279666E-3,-5.2910936E-3],"categories":[0,1,6,9,10,11,12,14,15,17,18,20,21,24,30,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,93,0,1,2,5,6,1,2,5,7,8,10,13,16,18,22,23,24,28,29,30,31,32,33,34,36,42,44,47,51,52,53,54,55,56,57,61,62,63,65,70,71,73,74,76,77,82,83,87,89,90,91,92,93],"categories_nodes":[2,4,5,6],"categories_segments":[0,1,46,51],"categories_sizes":[1,45,5,48],"default_left":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"id":117,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.7158472E2,1.0308951E2,1.4269702E2,6.338792E1,2.3106903E1,8.586682E1,4.5252426E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.35E1,1.8539688E1,NaN,3.54E1,NaN,NaN,NaN,-3.2790324E-3,1.3701831E-3,-4.5956406E-3,-7.647883E-3,8.228928E-3,7.3159015E-4,1.2279666E-3,-5.2910936E-3],"split_indices":[15,16,2,26,0,3,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.4211758E3,2.3460952E3,1.0750806E3,1.3331149E3,1.01298035E3,6.507678E2,4.243128E2,8.9874304E2,4.3437186E2,5.4992487E2,4.630555E2,4.0581796E2,2.4494986E2,2.1222054E2,2.1209225E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.67304E-1,-5.1073045E-1,6.062422E-2,-5.514961E-1,1.2440937E-1,1.5832978E-1,-5.7646525E-1,-4.8091537E-3,-8.301115E-3,-4.5419307E-3,4.2302907E-3,-1.9818023E-3,3.4778556E-3,-2.2002882E-3,-8.803578E-3],"categories":[1,3,5,6,7,8,9,11,13,15,16,18,19,20,21,22,23,26,27,29,30,31,32,33,36,37,40,43,44,46,51,55,57,58,59,61,63,65,66,67,70,74,75,76,77,82,83,85,87,89,90,91,92,93],"categories_nodes":[6],"categories_segments":[0],"categories_sizes":[54],"default_left":[0,0,0,0,0,0,1,0,0,0,0,0,0,0,0],"id":118,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.6743414E2,3.5356415E1,1.2796209E2,2.4789032E1,1.4535713E1,1.20421906E2,2.9417046E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.06E1,1E0,1E0,2.5E1,2.14E1,3.29E1,NaN,-4.8091537E-3,-8.301115E-3,-4.5419307E-3,4.2302907E-3,-1.9818023E-3,3.4778556E-3,-2.2002882E-3,-8.803578E-3],"split_indices":[15,6,7,11,20,12,0,0,0,0,0,0,0,0,0],"split_type":[0,0,0,0,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.4151328E3,1.3618903E3,2.0532427E3,1.2798748E3,8.201542E1,1.7808749E3,2.7236774E2,1.02335736E3,2.5651746E2,2.7741941E1,5.4273476E1,6.17966E2,1.1629088E3,1.2614082E2,1.462269E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.6590652E-1,1.5741761E-1,-4.0598306E-1,3.959116E-1,-2.594662E-1,-2.0531777E-2,-5.0654525E-1,-5.406068E-4,6.196184E-3,6.541464E-4,-4.7389823E-3,2.9200825E-3,-3.8665107E-3,-6.72211E-3,-3.6139754E-3],"categories":[0,7,8,9,10,11,0,1,2,3,4,5,6,7,9,10,11,12,14,16,18,20,22,28,29,33,35,39,40,42,48,52,57,60,61,64,69,70,72,74,75,76,79,80,81,82,83,85,86,87,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128],"categories_nodes":[1,2,5],"categories_segments":[0,1,6],"categories_sizes":[1,5,79],"default_left":[0,1,1,0,0,0,0,0,0,0,0,0,0,0,0],"id":119,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.6481528E2,1.4467683E2,7.58714E1,9.318118E1,3.6936657E1,4.6581966E1,3.7089417E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2229881E1,NaN,NaN,3.29E1,6E0,NaN,1.68E1,-5.406068E-4,6.196184E-3,6.541464E-4,-4.7389823E-3,2.9200825E-3,-3.8665107E-3,-6.72211E-3,-3.6139754E-3],"split_indices":[16,2,13,12,11,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.4097542E3,1.4531125E3,1.9566415E3,9.243525E2,5.287601E2,4.051025E2,1.551539E3,3.0719907E2,6.1715344E2,2.1051251E2,3.182476E2,2.1865161E2,1.864509E2,7.228622E2,8.286768E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.6454367E-1,2.2514248E-2,-5.746561E-1,-2.379067E-2,1.2572254E0,-4.1767105E-1,-7.267115E-1,6.2370733E-3,-1.0408291E-3,1.380161E-2,-8.572473E-3,-5.377381E-3,-6.1972963E-4,-2.8449346E-3,-7.7654514E-3],"categories":[3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,31,33,34,36,37,39,45,48,50,52,53,54,55,58,61,63,65,66,68,69,70,73,74,75,76,80,83,86,90,91,92,93,1,5,6,7,8,9,10,11,3],"categories_nodes":[2,3,6],"categories_segments":[0,50,58],"categories_sizes":[50,8,1],"default_left":[0,0,1,1,0,0,1,0,0,0,0,0,0,0,0],"id":120,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.6121414E2,1.337732E2,2.5155945E1,1.173361E2,2.3168198E1,2.2479134E1,1.1688934E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,NaN,1E0,1.78E1,NaN,6.2370733E-3,-1.0408291E-3,1.380161E-2,-8.572473E-3,-5.377381E-3,-6.1972963E-4,-2.8449346E-3,-7.7654514E-3],"split_indices":[16,8,0,13,7,15,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.403835E3,2.3382651E3,1.0655697E3,2.2546892E3,8.357605E1,5.261295E2,5.394402E2,2.4799812E2,2.006691E3,7.931211E1,4.263936E0,3.929695E2,1.3315999E2,5.5312527E1,4.8412766E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.6318844E-1,-3.5082725E-1,2.4202041E-1,-1.7258225E-1,-5.8853406E-1,4.1332647E-1,-4.8924384E-1,-3.2256835E-3,1.360993E-3,-4.4996757E-3,-7.5946664E-3,-7.766276E-4,5.9428136E-3,9.8612174E-5,-7.821584E-3],"categories":[1,6,9,10,11,12,14,15,17,18,20,24,30,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,93,1,3,5,7,8,9,10,11,13,15,16,18,19,20,21,22,23,26,27,29,30,31,32,33,35,36,37,38,40,42,43,44,46,47,51,52,55,57,58,59,61,62,63,65,66,67,70,71,74,75,76,77,81,82,83,85,87,89,90,91,92,93],"categories_nodes":[4,6],"categories_segments":[0,44],"categories_sizes":[44,62],"default_left":[0,0,0,0,1,0,1,0,0,0,0,0,0,0,0],"id":121,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.5851636E2,9.8348206E1,1.3503925E2,6.158691E1,2.3232208E1,7.757576E1,2.9941341E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.35E1,1.8539688E1,1E0,3.54E1,NaN,3.29E1,NaN,-3.2256835E-3,1.360993E-3,-4.4996757E-3,-7.5946664E-3,-7.766276E-4,5.9428136E-3,9.8612174E-5,-7.821584E-3],"split_indices":[15,16,7,26,0,12,0,0,0,0,0,0,0,0,0],"split_type":[0,0,0,0,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.3979421E3,2.3225706E3,1.0753713E3,1.3282816E3,9.9428906E2,8.716203E2,2.0375111E2,8.9389813E2,4.3438348E2,5.5114E2,4.4314908E2,2.3488153E2,6.367388E2,7.5711174E1,1.2803995E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.6184276E-1,-3.6129978E-1,2.1344157E-1,-1.7993681E-1,-5.855476E-1,4.8874015E-1,-2.2939238E-1,-3.3050447E-3,1.2168628E-3,-4.4714883E-3,-7.5672693E-3,7.673779E-3,2.2121242E-4,1.982897E-4,-6.2148115E-3],"categories":[0,1,6,9,10,11,12,14,15,17,18,20,24,30,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,93,0,1,2,5,6,1,2,5,7,8,10,13,18,22,23,24,29,30,31,32,33,36,42,44,51,53,55,56,57,61,65,70,71,76,77,82,83,87,89,90,91,92,93],"categories_nodes":[2,4,5,6],"categories_segments":[0,1,45,50],"categories_sizes":[1,44,5,38],"default_left":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"id":122,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.5406839E2,9.001993E1,1.4374786E2,5.5745483E1,2.3125397E1,9.4486374E1,4.4214195E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.16E1,1.8539688E1,NaN,3.54E1,NaN,NaN,NaN,-3.3050447E-3,1.2168628E-3,-4.4714883E-3,-7.5672693E-3,7.673779E-3,2.2121242E-4,1.982897E-4,-6.2148115E-3],"split_indices":[15,16,2,26,0,3,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.3921968E3,2.2150002E3,1.1771964E3,1.2255917E3,9.8940857E2,7.2585016E2,4.5134622E2,8.17438E2,4.0815375E2,5.490848E2,4.403238E2,4.5406458E2,2.7178558E2,2.7652777E2,1.7481847E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.6050999E-1,-4.9737456E-1,5.9131175E-2,-5.382154E-1,1.2795785E-1,1.5402871E-1,-5.666865E-1,-4.0994915E-3,-6.9498257E-3,-4.478899E-3,4.2312834E-3,-1.9406906E-3,3.3793163E-3,-1.8720177E-3,-8.512592E-3],"categories":[4,6,10,11,12,14,15,20,22,23,25,27,36,37,42,44,45,46,48,50,52,53,54,55,58,64,65,66,68,69,72,73,74,75,76,78,79,80,86,90,91,92,93,1,3,5,6,7,8,9,11,12,13,15,16,18,19,20,21,22,23,26,27,29,30,31,32,33,35,36,37,39,40,43,44,46,51,55,57,58,59,61,63,65,66,67,70,74,75,76,77,82,83,85,87,89,90,91,92,93],"categories_nodes":[3,6],"categories_segments":[0,43],"categories_sizes":[43,57],"default_left":[0,0,0,1,0,0,1,0,0,0,0,0,0,0,0],"id":123,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.5066046E2,3.4215607E1,1.2191427E2,2.495581E1,1.4259436E1,1.1414477E2,2.9032578E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.06E1,1E0,1E0,NaN,2.14E1,3.29E1,NaN,-4.0994915E-3,-6.9498257E-3,-4.478899E-3,4.2312834E-3,-1.9406906E-3,3.3793163E-3,-1.8720177E-3,-8.512592E-3],"split_indices":[15,6,7,0,20,12,0,0,0,0,0,0,0,0,0],"split_type":[0,0,0,1,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.3863943E3,1.3360398E3,2.0503542E3,1.2542626E3,8.177726E1,1.7810361E3,2.6931827E2,6.9182764E2,5.6243494E2,2.7537325E1,5.423993E1,6.156525E2,1.1653835E3,1.161231E2,1.5319518E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.5916096E-1,2.2092612E-2,-5.632706E-1,-2.354451E-2,1.2346832E0,-3.994946E-1,-7.1078175E-1,1.0063907E-2,-7.193696E-4,1.5015307E-2,2.3210633E-3,-5.235372E-3,-3.1466567E-4,-2.3236682E-3,-7.6528694E-3],"categories":[1,3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,31,33,34,36,37,39,45,48,50,52,53,54,55,58,61,63,64,65,66,68,69,70,73,74,75,76,80,83,86,90,91,92,93,1,3,4,5,6,7,8,9,10,11,0,3],"categories_nodes":[2,3,4,6],"categories_segments":[0,52,62,63],"categories_sizes":[52,10,1,1],"default_left":[0,0,1,1,1,0,1,0,0,0,0,0,0,0,0],"id":124,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.4774805E2,1.2929611E2,2.5018005E1,1.123226E2,2.2323578E1,2.2744362E1,1.4157257E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,NaN,NaN,1.78E1,NaN,1.0063907E-2,-7.193696E-4,1.5015307E-2,2.3210633E-3,-5.235372E-3,-3.1466567E-4,-2.3236682E-3,-7.6528694E-3],"split_indices":[16,8,0,13,2,15,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.3812258E3,2.334906E3,1.04632E3,2.2511619E3,8.374426E1,4.975817E2,5.487382E2,1.0013769E2,2.1510242E3,6.57472E1,1.799706E1,3.7183377E2,1.2574792E2,5.6661385E1,4.920768E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.5784623E-1,-3.4209952E-1,2.3580873E-1,4.023203E-2,-4.491674E-1,4.0159994E-1,-4.8038864E-1,-6.5913596E-3,1.8543958E-3,-6.3964645E-3,-3.1299007E-3,-7.762547E-4,5.774434E-3,1.3270145E-4,-7.73248E-3],"categories":[1,7,8,9,10,11,1,3,5,7,8,9,10,11,13,15,16,18,19,20,21,22,23,26,27,29,30,31,32,33,35,36,37,38,40,42,43,44,46,47,51,52,55,57,58,59,61,62,63,65,66,67,70,71,74,75,76,77,81,82,83,85,87,89,90,91,92,93],"categories_nodes":[1,6],"categories_segments":[0,6],"categories_sizes":[6,62],"default_left":[0,1,0,0,0,0,1,0,0,0,0,0,0,0,0],"id":125,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.4497348E2,9.418063E1,1.2808229E2,5.132118E1,4.641501E1,7.3792175E1,2.934623E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.35E1,NaN,1E0,2.61E1,1.69E1,3.29E1,NaN,-6.5913596E-3,1.8543958E-3,-6.3964645E-3,-3.1299007E-3,-7.762547E-4,5.774434E-3,1.3270145E-4,-7.73248E-3],"split_indices":[15,13,7,12,15,12,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.3753313E3,2.2992705E3,1.0760607E3,5.0315726E2,1.7961133E3,8.7414557E2,2.0191512E2,8.5899124E1,4.1725812E2,7.472269E2,1.0488864E3,2.348013E2,6.393443E2,7.553839E1,1.2637672E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.5653609E-1,2.2100907E-2,-5.578469E-1,-2.3009874E-2,1.2174954E0,-4.0011123E-1,-7.120348E-1,6.02218E-3,-1.0085622E-3,1.33596165E-2,-8.41933E-3,-5.208342E-3,-4.702197E-4,-2.6156993E-3,-7.6316097E-3],"categories":[3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,31,33,34,36,37,39,45,48,50,52,53,54,55,58,61,63,65,66,68,69,70,73,74,75,76,80,83,86,90,91,92,93,1,5,6,7,8,9,10,11,3],"categories_nodes":[2,3,6],"categories_segments":[0,50,58],"categories_sizes":[50,8,1],"default_left":[0,0,1,1,0,0,1,0,0,0,0,0,0,0,0],"id":126,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.4166237E2,1.25861786E2,2.496811E1,1.0955321E2,2.1832085E1,2.1950905E1,1.1863434E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,NaN,1E0,1.78E1,NaN,6.02218E-3,-1.0085622E-3,1.33596165E-2,-8.41933E-3,-5.208342E-3,-4.702197E-4,-2.6156993E-3,-7.6316097E-3],"split_indices":[16,8,0,13,7,15,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.3698123E3,2.332488E3,1.0373241E3,2.2486125E3,8.3875465E1,5.1453986E2,5.227843E2,2.4822682E2,2.0003857E3,7.964526E1,4.2302074E0,3.8308582E2,1.3145404E2,5.390981E1,4.6887448E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.5523818E-1,1.5017954E-1,-3.8718686E-1,3.777473E-1,-2.517494E-1,-1.1697716E-2,-4.8707527E-1,6.0968273E-3,-2.8637174E-4,7.09339E-4,-4.657486E-3,2.9238604E-3,-3.884806E-3,-6.520666E-3,-3.4545092E-3],"categories":[0,7,8,9,10,11,0,1,2,5,6,0,1,2,3,4,5,6,7,9,10,11,12,14,16,18,20,22,28,29,33,35,40,42,48,52,57,60,61,64,69,70,72,74,75,76,79,80,81,82,83,85,86,87,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128],"categories_nodes":[1,2,3,5],"categories_segments":[0,1,6,11],"categories_sizes":[1,5,5,78],"default_left":[0,1,1,1,0,0,0,0,0,0,0,0,0,0,0],"id":127,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.3845065E2,1.3301904E2,7.17417E1,8.75139E1,3.6352955E1,4.628362E1,3.5080383E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.2229881E1,NaN,NaN,NaN,6E0,NaN,1.68E1,6.0968273E-3,-2.8637174E-4,7.09339E-4,-4.657486E-3,2.9238604E-3,-3.884806E-3,-6.520666E-3,-3.4545092E-3],"split_indices":[16,2,13,3,11,0,15,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.3641655E3,1.4522595E3,1.9119059E3,9.272953E2,5.2496423E2,4.019728E2,1.5099331E3,5.9004126E2,3.37254E2,2.095932E2,3.1537106E2,2.2257056E2,1.7940225E2,6.957662E2,8.141669E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.5394704E-1,2.1995194E-2,-5.5231905E-1,-2.2583012E-2,1.2000258E0,-3.9424166E-1,-7.0726275E-1,9.82525E-3,-6.9766736E-4,1.4607145E-2,2.2008624E-3,-5.1481095E-3,-4.3812036E-4,-2.5508662E-3,-7.587612E-3],"categories":[3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,31,33,34,36,37,39,45,48,50,52,53,54,55,58,61,63,65,66,68,69,70,73,74,75,76,80,83,86,90,91,92,93,1,3,4,5,6,7,8,9,10,11,0,3],"categories_nodes":[2,3,4,6],"categories_segments":[0,50,60,61],"categories_sizes":[50,10,1,1],"default_left":[0,0,1,1,1,0,1,0,0,0,0,0,0,0,0],"id":128,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.3549323E2,1.22459045E2,2.4931458E1,1.0664943E2,2.1398857E1,2.1599342E1,1.1881226E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,NaN,NaN,1.78E1,NaN,9.82525E-3,-6.9766736E-4,1.4607145E-2,2.2008624E-3,-5.1481095E-3,-4.3812036E-4,-2.5508662E-3,-7.587612E-3],"split_indices":[16,8,0,13,2,15,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.3586743E3,2.3303933E3,1.0282809E3,2.2463687E3,8.402467E1,5.107479E2,5.175329E2,9.983611E1,2.1465327E3,6.5981346E1,1.8043325E1,3.796544E2,1.3109352E2,5.352411E1,4.6400882E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.5266982E-1,-3.3376846E-1,2.3055452E-1,4.1032318E-2,-4.39858E-1,3.9246863E-1,-4.7427264E-1,-6.5505453E-3,1.8469536E-3,-6.290708E-3,-3.0620485E-3,-7.875821E-4,5.6508486E-3,-1.3675171E-4,-7.876772E-3],"categories":[1,7,8,9,10,11,1,3,5,7,8,9,10,11,13,15,16,18,19,20,21,22,23,26,27,29,30,31,32,33,36,37,38,40,42,44,46,47,51,52,55,57,58,59,61,62,63,65,66,67,70,74,75,76,77,81,82,83,85,87,89,90,91,92,93],"categories_nodes":[1,6],"categories_segments":[0,6],"categories_sizes":[6,59],"default_left":[0,1,0,0,0,0,1,0,0,0,0,0,0,0,0],"id":129,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.3284528E2,9.059798E1,1.2308533E2,5.0469154E1,4.4709198E1,7.132286E1,2.9095078E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.35E1,NaN,1E0,2.61E1,1.69E1,3.29E1,NaN,-6.5505453E-3,1.8469536E-3,-6.290708E-3,-3.0620485E-3,-7.875821E-4,5.6508486E-3,-1.3675171E-4,-7.876772E-3],"split_indices":[15,13,7,12,15,12,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.3529426E3,2.277027E3,1.0759155E3,5.024718E2,1.7745552E3,8.7528644E2,2.0062914E2,8.535307E1,4.171187E2,7.330579E2,1.0414973E3,2.3481265E2,6.4047375E2,8.166022E1,1.1896891E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.5139765E-1,2.199173E-2,-5.4692906E-1,-2.2071712E-2,1.1836798E0,-3.8207924E-1,-6.965918E-1,5.8622384E-3,-9.80669E-4,1.2992036E-2,-8.355025E-3,-5.0558285E-3,-2.2677083E-4,-2.1260376E-3,-7.522959E-3],"categories":[1,3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,31,33,34,36,37,39,45,48,50,52,53,54,55,58,61,63,64,65,66,68,69,70,73,74,75,76,80,83,86,90,91,92,93,1,5,6,7,8,9,10,11,3],"categories_nodes":[2,3,6],"categories_segments":[0,52,60],"categories_sizes":[52,8,1],"default_left":[0,0,1,1,0,0,1,0,0,0,0,0,0,0,0],"id":130,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.2966068E2,1.19242775E2,2.4913483E1,1.0383215E2,2.0943214E1,2.1643608E1,1.42291565E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,NaN,1E0,1.78E1,NaN,5.8622384E-3,-9.80669E-4,1.2992036E-2,-8.355025E-3,-5.0558285E-3,-2.2677083E-4,-2.1260376E-3,-7.522959E-3],"split_indices":[16,8,0,13,7,15,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.347578E3,2.3279968E3,1.0195811E3,2.243867E3,8.413004E1,4.8686462E2,5.327165E2,2.4845123E2,1.9954156E3,7.991446E1,4.2155876E0,3.6204584E2,1.2481882E2,5.5481243E1,4.7723523E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.5013671E-1,-4.769319E-1,5.7459246E-2,-5.179242E-1,1.3533007E-1,1.4905508E-1,-5.5436957E-1,-3.6772245E-3,-6.5683345E-3,-4.393585E-3,4.2765844E-3,-1.8869097E-3,3.2642186E-3,-2.103929E-3,-8.683502E-3],"categories":[0,4,6,9,10,11,12,14,15,20,22,23,25,27,32,36,37,42,44,45,46,48,50,52,53,54,55,58,59,63,64,65,66,67,68,69,72,73,74,75,76,78,79,80,81,86,90,91,92,93,1,3,5,6,7,8,9,11,13,15,16,18,19,20,21,22,23,26,29,30,31,32,33,36,37,40,43,44,46,51,55,57,58,59,61,63,65,66,67,70,74,75,76,77,82,83,85,87,89,90,91,92,93],"categories_nodes":[3,6],"categories_segments":[0,50],"categories_sizes":[50,53],"default_left":[0,0,0,1,0,0,1,0,0,0,0,0,0,0,0],"id":131,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.2682718E2,3.266751E1,1.1470243E2,2.5161102E1,1.4013091E1,1.0667732E2,2.8603836E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.06E1,1E0,1E0,NaN,2.14E1,3.29E1,NaN,-3.6772245E-3,-6.5683345E-3,-4.393585E-3,4.2765844E-3,-1.8869097E-3,3.2642186E-3,-2.103929E-3,-8.683502E-3],"split_indices":[15,6,7,0,20,12,0,0,0,0,0,0,0,0,0],"split_type":[0,0,0,1,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.34209E3,1.2978041E3,2.0442859E3,1.2165101E3,8.129392E1,1.7787489E3,2.6553705E2,5.8624963E2,6.3026056E2,2.723994E1,5.405398E1,6.1244763E2,1.1663013E3,1.275126E2,1.3802444E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.4886472E-1,-3.2775462E-1,2.2702312E-1,4.2336605E-2,-4.3324584E-1,4.9183127E-1,-1.886864E-1,3.2065823E-3,-3.1206335E-3,-6.2132482E-3,-3.0156833E-3,7.5643733E-3,5.0911866E-4,7.767111E-4,-5.797595E-3],"categories":[1,7,8,9,10,11,0,0,2,3,4,5,6,7,9,10,11,12,14,18,19,20,22,23,24,28,29,30,35,36,43,51,52,57,59,60,61,63,64,66,69,72,75,76,79,81,82,83,85,87,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,1,2,5,6,1,2,5,8,10,13,16,18,22,23,28,29,30,31,32,33,34,36,42,44,47,51,53,55,56,57,61,65,70,71,73,76,77,83,87,89,90,91,92,93],"categories_nodes":[1,2,3,5,6],"categories_segments":[0,6,7,85,90],"categories_sizes":[6,1,78,5,40],"default_left":[0,1,1,0,0,1,1,0,0,0,0,0,0,0,0],"id":132,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.2454507E2,8.8338196E1,1.1865381E2,4.9685287E1,4.3412994E1,7.675299E1,4.3775463E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.35E1,NaN,NaN,NaN,1.69E1,NaN,NaN,3.2065823E-3,-3.1206335E-3,-6.2132482E-3,-3.0156833E-3,7.5643733E-3,5.0911866E-4,7.767111E-4,-5.797595E-3],"split_indices":[15,13,2,0,15,3,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.337224E3,2.2612122E3,1.0760121E3,5.0170316E2,1.7595089E3,6.5719434E2,4.1881778E2,2.8106726E2,2.206359E2,7.2304425E2,1.0364647E3,4.1026755E2,2.4692677E2,2.4961078E2,1.6920699E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.4762232E-1,2.2114431E-2,-5.3907436E-1,-2.140023E-2,1.1663971E0,-3.867397E-1,-7.0300025E-1,1.0123619E-2,-6.47576E-4,1.4200526E-2,2.117654E-3,1.2052059E-2,-4.135896E-3,-2.3611207E-3,-7.5625395E-3],"categories":[3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,31,33,34,36,37,39,45,48,52,53,54,55,58,61,63,65,66,68,69,70,73,74,76,80,83,86,90,91,92,93,1,2,3,4,5,6,7,8,9,10,11,0,0,1,2,4,5,6,3],"categories_nodes":[2,3,4,5,6],"categories_segments":[0,48,59,60,66],"categories_sizes":[48,11,1,6,1],"default_left":[0,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"id":133,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.2145917E2,1.1583169E2,2.4901764E1,1.00534E2,2.033551E1,2.2927834E1,1.1864044E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,NaN,NaN,NaN,NaN,1.0123619E-2,-6.47576E-4,1.4200526E-2,2.117654E-3,1.2052059E-2,-4.135896E-3,-2.3611207E-3,-7.5625395E-3],"split_indices":[16,8,0,13,2,3,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.3318506E3,2.3247598E3,1.00709094E3,2.240538E3,8.422164E1,5.237421E2,4.8334882E2,8.928891E1,2.151249E3,6.6155815E1,1.8065825E1,7.9590516E0,5.157831E2,5.004303E1,4.333058E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.4638746E-1,2.1913538E-2,-5.361355E-1,-2.1191828E-2,1.1538179E0,-3.7094185E-1,-6.870188E-1,5.7196817E-3,-9.548779E-4,1.2664282E-2,-8.266078E-3,-4.948277E-3,-1.3328364E-4,-1.9983882E-3,-7.435091E-3],"categories":[1,3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,31,33,34,36,37,39,45,48,50,52,53,54,55,58,61,63,64,65,66,68,69,70,73,74,75,76,80,83,86,90,91,92,93,1,5,6,7,8,9,10,11,3],"categories_nodes":[2,3,6],"categories_segments":[0,52,60],"categories_sizes":[52,8,1],"default_left":[0,0,1,1,0,0,1,0,0,0,0,0,0,0,0],"id":134,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.1826553E2,1.1345325E2,2.475766E1,9.8791176E1,2.0070786E1,2.1312683E1,1.4253082E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,NaN,1E0,1.78E1,NaN,5.7196817E-3,-9.548779E-4,1.2664282E-2,-8.266078E-3,-4.948277E-3,-1.3328364E-4,-1.9983882E-3,-7.435091E-3],"split_indices":[16,8,0,13,7,15,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.326294E3,2.3237822E3,1.0025118E3,2.2394792E3,8.430293E1,4.8021243E2,5.222993E2,2.4853561E2,1.9909436E3,8.010837E1,4.19457E0,3.563727E2,1.2383973E2,5.4741234E1,4.6755807E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.4516297E-1,-3.4884906E-1,1.74068E-1,-1.7623256E-1,-5.5036616E-1,4.1761342E-1,-2.4716227E-1,-6.6483957E-3,-8.629087E-4,-4.0832194E-3,-7.285977E-3,6.6893143E-3,-1.2491664E-4,8.099379E-5,-5.8766394E-3],"categories":[0,1,6,9,10,11,12,14,15,17,18,20,24,30,34,36,37,45,46,47,48,52,53,54,55,58,59,61,63,65,66,68,69,70,71,73,74,75,76,80,86,89,90,91,93,0,1,2,5,6,0,1,3,5,7,8,9,13,16,18,22,23,24,29,30,31,32,33,34,36,42,44,51,53,54,55,56,57,61,65,70,71,74,76,82,83,87,89,90,91,92,93],"categories_nodes":[2,4,5,6],"categories_segments":[0,1,45,50],"categories_sizes":[1,44,5,42],"default_left":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"id":135,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.1606427E2,7.0458725E1,1.3291798E2,4.801863E1,2.3382568E1,8.872116E1,4.128396E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.96E1,1.8539688E1,NaN,2.57E1,NaN,NaN,NaN,-6.6483957E-3,-8.629087E-4,-4.0832194E-3,-7.285977E-3,6.6893143E-3,-1.2491664E-4,8.099379E-5,-5.8766394E-3],"split_indices":[15,16,2,12,0,3,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.320961E3,2.0273273E3,1.2936337E3,1.0929756E3,9.343517E2,8.1970703E2,4.7392664E2,1.6892125E2,9.2405426E2,5.217926E2,4.1255905E2,5.1703754E2,3.0266946E2,2.7142526E2,2.0250139E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.4394826E-1,-3.195129E-1,2.2153968E-1,4.5824323E-2,-4.2449653E-1,3.7653056E-1,-4.6276787E-1,-6.4613116E-3,1.8716614E-3,-6.11549E-3,-2.9489337E-3,-8.119374E-4,5.4372572E-3,2.3527727E-4,-7.5643784E-3],"categories":[1,7,8,9,10,11,1,3,5,7,8,9,10,11,13,15,16,18,19,20,21,22,23,26,27,29,30,31,32,33,35,36,37,38,40,42,43,44,46,47,51,52,55,57,58,59,61,62,63,65,66,67,70,71,74,75,76,77,81,82,83,85,87,89,90,91,92,93],"categories_nodes":[1,6],"categories_segments":[0,6],"categories_sizes":[6,62],"default_left":[0,1,0,0,0,0,1,0,0,0,0,0,0,0,0],"id":136,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.1289761E2,8.596921E1,1.1438568E2,4.913133E1,4.2021576E1,6.727789E1,2.8480782E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.35E1,NaN,1E0,2.61E1,1.69E1,3.29E1,NaN,-6.4613116E-3,1.8716614E-3,-6.11549E-3,-2.9489337E-3,-8.119374E-4,5.4372572E-3,2.3527727E-4,-7.5643784E-3],"split_indices":[15,13,7,12,15,12,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.3157766E3,2.2399343E3,1.0758423E3,5.0011725E2,1.7398171E3,8.775362E2,1.9830608E2,8.422287E1,4.1589438E2,7.105632E2,1.029254E3,2.3491954E2,6.4261664E2,7.501188E1,1.2329419E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.4274035E-1,2.1690134E-2,-5.279105E-1,-2.0842826E-2,1.1360896E0,-3.7546065E-1,-6.930834E-1,9.895917E-3,-6.308905E-4,1.3838334E-2,2.0344534E-3,1.20273335E-2,-4.0250015E-3,-2.2326752E-3,-7.47109E-3],"categories":[3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,31,33,34,36,37,39,45,48,52,53,54,55,58,61,63,65,66,68,69,70,73,74,76,80,83,86,90,91,92,93,1,2,3,4,5,6,7,8,9,10,11,0,0,1,2,4,5,6,3],"categories_nodes":[2,3,4,5,6],"categories_segments":[0,48,59,60,66],"categories_sizes":[48,11,1,6,1],"default_left":[0,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"id":137,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.0975165E2,1.10075775E2,2.4689484E1,9.557301E1,1.944542E1,2.2565231E1,1.1874161E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,NaN,NaN,NaN,NaN,9.895917E-3,-6.308905E-4,1.3838334E-2,2.0344534E-3,1.20273335E-2,-4.0250015E-3,-2.2326752E-3,-7.47109E-3],"split_indices":[16,8,0,13,2,3,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.3106677E3,2.3208376E3,9.8983014E2,2.2364604E3,8.4377045E1,5.1644214E2,4.7338797E2,8.885379E1,2.1476067E3,6.628547E1,1.8091576E1,7.966852E0,5.0847528E2,4.9351532E1,4.2403644E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.4154096E-1,-4.5901027E-1,5.565663E-2,-3.8302583E-1,-7.9411954E-1,1.4460391E-1,-5.4450524E-1,1.0153519E-2,-4.06405E-3,-5.3642127E-3,-1.049784E-2,-1.8465072E-3,3.167349E-3,-1.7847001E-3,-8.379812E-3],"categories":[0,1,2,4,5,6,0,1,3,4,6,8,9,10,11,12,13,15,17,18,19,20,22,25,26,29,33,35,39,41,46,50,52,53,54,56,57,58,59,63,64,65,69,70,71,75,76,78,79,86,87,89,90,91,92,93,1,3,5,6,7,8,9,11,12,13,15,16,18,19,20,21,22,23,26,27,29,30,31,32,33,36,37,39,40,43,44,46,51,55,57,58,59,61,63,65,66,67,70,74,75,76,77,82,83,85,87,89,90,91,92,93],"categories_nodes":[3,4,6],"categories_segments":[0,6,56],"categories_sizes":[6,50,56],"default_left":[0,0,0,1,1,0,1,0,0,0,0,0,0,0,0],"id":138,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.0701163E2,3.1955597E1,1.0899788E2,3.4239517E1,1.4803711E1,1.0081371E2,2.8163666E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.06E1,2.5E1,1E0,NaN,NaN,3.29E1,NaN,1.0153519E-2,-4.06405E-3,-5.3642127E-3,-1.049784E-2,-1.8465072E-3,3.167349E-3,-1.7847001E-3,-8.379812E-3],"split_indices":[15,11,7,3,0,12,0,0,0,0,0,0,0,0,0],"split_type":[0,0,0,1,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.3052659E3,1.2659231E3,2.0393429E3,1.0336832E3,2.3223979E2,1.7767743E3,2.625686E2,1.6300066E1,1.0173832E3,1.1720283E2,1.1503697E2,6.099605E2,1.1668138E3,1.1755606E2,1.4501254E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.4033282E-1,1.6669144E-1,-3.4265742E-1,3.0184364E-1,-4.586713E-1,1.6588435E-2,-4.431923E-1,-1.7623483E-3,4.7975867E-3,-4.339333E-4,-7.4034953E-3,2.8975045E-3,-3.500293E-3,-6.191382E-3,-3.1084984E-3],"categories":[1,7,8,9,10,11,1,3,5,6,7,8,9,11,13,15,16,19,20,21,22,23,26,27,29,30,31,32,33,35,36,37,38,40,42,43,44,46,51,54,55,57,58,59,60,61,62,63,65,66,67,70,71,74,75,76,77,82,83,85,87,89,90,91,92,93,0,1,2,3,4,5,6,7,9,10,11,12,14,18,20,22,28,29,35,40,41,43,48,51,57,60,61,64,69,72,75,76,79,80,81,82,83,85,86,87,92,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119],"categories_nodes":[2,4,5],"categories_segments":[0,6,66],"categories_sizes":[6,60,67],"default_left":[0,0,1,0,1,0,0,0,0,0,0,0,0,0,0],"id":139,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.0515207E2,1.11041824E2,7.1897766E1,9.191114E1,2.7291336E1,4.3785477E1,3.6022797E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.1542097E1,1E0,NaN,3.24E1,NaN,NaN,1.68E1,-1.7623483E-3,4.7975867E-3,-4.339333E-4,-7.4034953E-3,2.8975045E-3,-3.500293E-3,-6.191382E-3,-3.1084984E-3],"split_indices":[16,7,13,12,0,0,15,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.30067E3,1.3111688E3,1.989501E3,1.0785845E3,2.3258429E2,4.3520352E2,1.5542975E3,2.9253046E2,7.860541E2,9.4466484E1,1.3811781E2,2.4950804E2,1.8569548E2,6.656519E2,8.886456E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.3915026E-1,2.1705624E-2,-5.200412E-1,-2.0262096E-2,1.1189371E0,-3.1102198E-1,-6.4201754E-1,5.552082E-3,-9.250309E-4,1.2276654E-2,-8.114938E-3,-4.4656885E-3,7.468604E-4,-2.2330654E-3,-6.90544E-3],"categories":[0,1,3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,30,31,33,34,36,37,39,45,46,47,48,50,52,53,54,55,56,58,61,62,63,64,65,66,68,69,70,71,72,73,74,75,76,78,79,80,83,86,90,91,92,93,1,5,6,7,8,9,10,11,3],"categories_nodes":[2,3,6],"categories_segments":[0,62,70],"categories_sizes":[62,8,1],"default_left":[0,0,1,1,0,0,1,0,0,0,0,0,0,0,0],"id":140,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[2.0199515E2,1.0679944E2,2.475772E1,9.293931E1,1.8929794E1,1.8994648E1,1.2386826E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,NaN,1E0,1.78E1,NaN,5.552082E-3,-9.250309E-4,1.2276654E-2,-8.114938E-3,-4.4656885E-3,7.468604E-4,-2.2330654E-3,-6.90544E-3],"split_indices":[16,8,0,13,7,15,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.2956973E3,2.3177993E3,9.7789795E2,2.2333577E3,8.444158E1,3.6167685E2,6.162211E2,2.4834679E2,1.985011E3,8.0283775E1,4.1578045E0,2.675098E2,9.416704E1,6.458144E1,5.516397E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.3797845E-1,-3.096926E-1,2.1552697E-1,4.823074E-2,-4.1371113E-1,3.646674E-1,-4.5185736E-1,3.222354E-3,-3.0324184E-3,-5.9876977E-3,-2.8732456E-3,-7.759205E-4,5.2507697E-3,-1.729428E-5,-7.65789E-3],"categories":[1,7,8,9,10,11,0,2,3,4,5,6,7,9,10,11,12,14,18,19,20,22,23,24,28,29,30,35,36,43,51,52,57,59,60,61,63,64,66,69,72,75,76,79,81,82,83,85,87,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,3,5,7,8,9,10,11,13,15,16,18,19,20,21,22,23,26,27,29,30,31,32,33,36,37,38,40,42,44,46,47,51,52,55,57,58,59,61,62,63,65,66,67,70,74,75,76,77,81,82,83,85,87,89,90,91,92,93],"categories_nodes":[1,3,6],"categories_segments":[0,6,84],"categories_sizes":[6,78,59],"default_left":[0,1,0,0,0,0,1,0,0,0,0,0,0,0,0],"id":141,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.9987247E2,8.251773E1,1.0733652E2,4.823627E1,3.9986786E1,6.2514267E1,2.7852901E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.35E1,NaN,1E0,NaN,1.69E1,3.29E1,NaN,3.222354E-3,-3.0324184E-3,-5.9876977E-3,-2.8732456E-3,-7.759205E-4,5.2507697E-3,-1.729428E-5,-7.65789E-3],"split_indices":[15,13,7,0,15,12,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,1,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.2905906E3,2.2148555E3,1.0757351E3,4.9885455E2,1.7160009E3,8.7962E2,1.9611517E2,2.803666E2,2.1848795E2,6.948478E2,1.0211531E3,2.3426175E2,6.453582E2,8.099162E1,1.1512355E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.3681334E-1,6.640976E-2,-4.3162858E-1,2.2283152E-1,-3.023721E-1,9.004021E-1,-4.5698246E-1,-1.5428339E-3,4.2137355E-3,-3.1062777E-5,-5.6398776E-3,1.2217234E-2,-5.398042E-3,-4.874127E-3,4.6471045E-3],"categories":[0,0,1,2,4,5,6],"categories_nodes":[1,2],"categories_segments":[0,1],"categories_sizes":[1,6],"default_left":[0,1,1,0,0,0,0,0,0,0,0,0,0,0,0],"id":142,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.9694363E2,1.12347534E2,4.5708313E1,1.02438446E2,4.541797E1,1.2408806E1,3.716089E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5261062E1,NaN,NaN,3.29E1,6.6E0,2.4E1,1E0,-1.5428339E-3,4.2137355E-3,-3.1062777E-5,-5.6398776E-3,1.2217234E-2,-5.398042E-3,-4.874127E-3,4.6471045E-3],"split_indices":[16,2,3,12,11,11,6,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.2856675E3,1.945419E3,1.3402484E3,1.3662914E3,5.791276E2,2.4389154E1,1.3158593E3,4.7130594E2,8.949854E2,2.7059833E2,3.0852927E2,2.0064344E1,4.3248096E0,1.27426E3,4.159927E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.3564864E-1,-3.0570772E-1,2.1278901E-1,4.8365556E-2,-4.0915486E-1,3.592003E-1,-4.4683152E-1,-6.39093E-3,1.8754405E-3,-5.9390673E-3,-2.8355354E-3,-7.5227825E-4,5.1612705E-3,1.1372347E-5,-7.609817E-3],"categories":[1,7,8,9,10,11,1,3,5,7,8,9,10,11,13,15,16,18,19,20,21,22,23,26,27,29,30,31,32,33,36,37,38,40,42,44,46,47,51,52,55,57,58,59,61,62,63,65,66,67,70,74,75,76,77,81,82,83,85,87,89,90,91,92,93],"categories_nodes":[1,6],"categories_segments":[0,6],"categories_sizes":[6,59],"default_left":[0,1,0,0,0,0,1,0,0,0,0,0,0,0,0],"id":143,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.9453217E2,8.0816315E1,1.0417206E2,4.7926224E1,3.9447876E1,6.0162148E1,2.7594475E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.35E1,NaN,1E0,2.61E1,1.69E1,3.29E1,NaN,-6.39093E-3,1.8754405E-3,-5.9390673E-3,-2.8355354E-3,-7.5227825E-4,5.1612705E-3,1.1372347E-5,-7.609817E-3],"split_indices":[15,13,7,12,15,12,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.280869E3,2.204876E3,1.075993E3,4.986513E2,1.7062246E3,8.809175E2,1.9507556E2,8.3351715E1,4.1529956E2,6.890077E2,1.017217E3,2.3390562E2,6.470119E2,8.082208E1,1.1425347E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.3450262E-1,2.1847738E-2,-5.098133E-1,-1.9453673E-2,1.0987922E0,-3.5492334E-1,-6.785178E-1,-1.8238784E-3,2.2796576E-3,1.3400669E-2,1.9101242E-3,-2.3820014E-3,-7.3219673E-3,-1.9849336E-3,-7.340163E-3],"categories":[3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,31,33,34,36,37,39,45,48,52,53,54,55,58,61,63,65,66,68,69,70,73,74,76,80,83,86,90,91,92,93,0,3],"categories_nodes":[2,4,6],"categories_segments":[0,48,49],"categories_sizes":[48,1,1],"default_left":[0,0,1,0,1,0,1,0,0,0,0,0,0,0,0],"id":144,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.9230598E2,1.0295852E2,2.4942352E1,8.993073E1,1.8469048E1,2.2043736E1,1.2114349E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,2.91E1,NaN,2.5E1,NaN,-1.8238784E-3,2.2796576E-3,1.3400669E-2,1.9101242E-3,-2.3820014E-3,-7.3219673E-3,-1.9849336E-3,-7.340163E-3],"split_indices":[16,8,0,26,2,11,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.2760103E3,2.3132693E3,9.6274097E2,2.2287764E3,8.449287E1,5.0353873E2,4.592022E2,1.3439814E3,8.84795E2,6.6375114E1,1.8117752E1,3.858068E2,1.1773195E2,4.8063305E1,4.1113892E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.33353E-1,-4.4213238E-1,5.4481253E-2,-3.665912E-1,-7.805967E-1,3.2335678E-1,-1.3231483E-1,9.959079E-3,-3.9003252E-3,-5.1506427E-3,-1.0454683E-2,6.284303E-3,1.11411E-3,1.9372265E-3,-2.9290726E-3],"categories":[1,8,9,10,11,0,1,2,4,5,6,0,1,3,4,6,8,9,10,11,12,13,15,17,18,19,20,22,25,26,29,33,35,39,41,46,50,52,53,54,56,57,58,59,63,64,65,69,70,71,75,76,78,79,86,87,89,90,91,92,93,0,2,3,4,5,6,7,9,10,11,17,18,19,20,21,22,24,25,28,29,30,31,32,34,35,36,37,42,43,47,51,52,53,54,57,59,60,61,66,69,70,72,73,74,75,77,79,80,81,82,83,84,85,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,125,126,128],"categories_nodes":[2,3,4,5],"categories_segments":[0,5,11,61],"categories_sizes":[5,6,50,86],"default_left":[0,0,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":145,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.8981842E2,3.1362213E1,1.022776E2,3.2769318E1,1.528418E1,5.390291E1,6.298246E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.06E1,2.5E1,NaN,NaN,NaN,NaN,6.7E0,9.959079E-3,-3.9003252E-3,-5.1506427E-3,-1.0454683E-2,6.284303E-3,1.11411E-3,1.9372265E-3,-2.9290726E-3],"split_indices":[15,11,13,3,0,0,11,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.271353E3,1.2368123E3,2.0345406E3,1.0128414E3,2.2397096E2,8.3373126E2,1.2008094E3,1.64292E1,9.964122E2,1.1331646E2,1.106545E2,3.4097244E2,4.9275885E2,3.962103E2,8.045991E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.3220878E-1,1.634725E-1,-3.2610965E-1,2.9383883E-1,-4.4532302E-1,2.3968868E-2,-4.2711493E-1,-1.6146725E-3,4.620399E-3,-7.3984696E-4,-7.718765E-3,2.89116E-3,-3.5205032E-3,-6.02584E-3,-2.9904188E-3],"categories":[7,8,9,10,11,1,3,5,6,7,8,9,11,13,15,16,19,20,21,22,23,26,27,29,30,31,32,33,36,37,38,40,44,46,54,55,57,58,59,61,62,63,65,66,67,70,74,75,76,77,82,83,85,87,89,90,91,92,93,0,1,2,3,4,5,6,7,9,10,11,12,14,18,20,22,28,35,41,43,48,51,57,58,60,61,64,69,72,75,76,79,80,81,82,83,85,86,87,92,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119],"categories_nodes":[2,4,5],"categories_segments":[0,5,59],"categories_sizes":[5,54,66],"default_left":[0,0,1,0,1,0,0,0,0,0,0,0,0,0,0],"id":146,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.8740779E2,1.02902885E2,6.9808044E1,8.1798195E1,2.7685253E1,4.4263447E1,3.4247955E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.1462984E1,1E0,NaN,3.24E1,NaN,NaN,1.68E1,-1.6146725E-3,4.620399E-3,-7.3984696E-4,-7.718765E-3,2.89116E-3,-3.5205032E-3,-6.02584E-3,-2.9904188E-3],"split_indices":[16,7,13,12,0,0,15,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.2668376E3,1.2939056E3,1.972932E3,1.066125E3,2.2778064E2,4.4194363E2,1.5309884E3,2.8761514E2,7.785099E2,1.0715572E2,1.20624916E2,2.5931833E2,1.8262529E2,6.444043E2,8.865841E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.3108747E-1,2.177158E-2,-5.019781E-1,-1.8949032E-2,1.0817173E0,-2.950718E-1,-6.296057E-1,9.508792E-3,-5.9303845E-4,1.3199265E-2,1.8593784E-3,-4.265814E-3,7.168254E-4,-1.7575E-3,-6.8206578E-3],"categories":[0,1,3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,30,31,33,34,36,37,39,45,46,47,48,50,52,53,54,55,56,58,61,62,63,64,65,66,68,69,70,71,72,73,74,75,76,79,80,83,86,90,91,92,93,1,2,3,4,5,6,7,8,9,10,11,0,3],"categories_nodes":[2,3,4,6],"categories_segments":[0,61,72,73],"categories_sizes":[61,11,1,1],"default_left":[0,0,1,1,1,0,1,0,0,0,0,0,0,0,0],"id":147,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.8500943E2,9.979768E1,2.496408E1,8.722162E1,1.8007805E1,1.7646225E1,1.3883987E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,NaN,NaN,1.78E1,NaN,9.508792E-3,-5.9303845E-4,1.3199265E-2,1.8593784E-3,-4.265814E-3,7.168254E-4,-1.7575E-3,-6.8206578E-3],"split_indices":[16,8,0,13,2,15,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.2621064E3,2.3107104E3,9.5139606E2,2.2261685E3,8.4542015E1,3.642295E2,5.8716656E2,8.802967E1,2.1381387E3,6.640881E1,1.8133198E1,2.679763E2,9.6253204E1,6.1287853E1,5.2587866E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.2997682E-1,-3.078217E-1,1.847046E-1,-1.5283081E-1,-5.165191E-1,4.2239165E-1,-2.0899786E-1,-2.9398117E-3,1.3895503E-3,-5.46247E-4,-5.7570003E-3,6.7816167E-3,-6.909696E-5,3.3815697E-4,-5.9852437E-3],"categories":[0,3,0,1,2,5,6,1,2,5,7,8,10,13,18,22,23,24,29,30,31,32,33,36,42,44,51,53,55,56,57,61,65,70,71,76,77,82,83,87,89,90,91,92,93],"categories_nodes":[2,4,5,6],"categories_segments":[0,1,2,7],"categories_sizes":[1,1,5,38],"default_left":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"id":148,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.823937E2,6.726608E1,1.1023668E2,4.9305107E1,2.4211044E1,8.063217E1,4.1994003E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.16E1,1.8539688E1,NaN,2.63E1,NaN,NaN,NaN,-2.9398117E-3,1.3895503E-3,-5.46247E-4,-5.7570003E-3,6.7816167E-3,-6.909696E-5,3.3815697E-4,-5.9852437E-3],"split_indices":[15,16,2,22,4,3,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.2570823E3,2.081006E3,1.1760762E3,1.1951501E3,8.8585583E2,7.33296E2,4.427802E2,8.054898E2,3.8966034E2,1.008291E2,7.8502673E2,4.5915817E2,2.7413782E2,2.7331866E2,1.6946155E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.2887429E-1,-4.320381E-1,5.3271282E-2,-3.565925E-1,-7.728883E-1,1.3740914E-1,-5.261143E-1,9.917059E-3,-3.8011586E-3,-5.0926106E-3,-1.05143925E-2,-1.7629022E-3,2.9974447E-3,-1.5677379E-3,-8.142823E-3],"categories":[0,1,2,4,5,6,0,1,3,4,6,8,9,10,11,12,13,15,17,18,19,20,22,25,26,29,33,39,41,46,50,52,53,54,56,57,58,59,63,64,65,69,70,71,75,76,78,79,86,87,89,90,91,92,93,1,3,5,6,7,8,9,11,12,13,15,16,18,19,20,21,22,23,26,27,29,30,31,32,33,35,36,37,39,40,43,44,46,51,55,57,58,59,61,63,65,66,67,70,74,75,76,77,82,83,85,87,89,90,91,92,93],"categories_nodes":[3,4,6],"categories_segments":[0,6,55],"categories_sizes":[6,49,57],"default_left":[0,0,0,1,1,0,1,0,0,0,0,0,0,0,0],"id":149,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.7967E2,3.1126602E1,9.918561E1,3.2146866E1,1.5653E1,9.0502075E1,2.7334183E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.06E1,2.5E1,1E0,NaN,NaN,3.29E1,NaN,9.917059E-3,-3.8011586E-3,-5.0926106E-3,-1.05143925E-2,-1.7629022E-3,2.9974447E-3,-1.5677379E-3,-8.142823E-3],"split_indices":[15,11,7,3,0,12,0,0,0,0,0,0,0,0,0],"split_type":[0,0,0,1,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.252299E3,1.2201329E3,2.0321661E3,1.00068274E3,2.1945024E2,1.775144E3,2.57022E2,1.645349E1,9.8422925E2,1.141984E2,1.0525183E2,6.053228E2,1.1698213E3,1.13322464E2,1.4369955E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.2776329E-1,-2.9240328E-1,2.0444229E-1,5.1592954E-2,-3.9443552E-1,4.4093204E-1,-1.747197E-1,-6.319445E-3,1.8878214E-3,-5.763921E-3,-2.7306706E-3,6.8931514E-3,2.6837937E-4,8.515333E-4,-5.6231925E-3],"categories":[1,7,8,9,10,11,0,0,1,2,5,6,1,2,5,8,10,13,16,18,22,23,28,29,30,31,32,33,34,36,42,44,47,51,53,55,56,57,61,65,70,71,73,76,77,83,87,89,90,91,92,93],"categories_nodes":[1,2,5,6],"categories_segments":[0,6,7,12],"categories_sizes":[6,1,5,40],"default_left":[0,1,1,0,0,1,1,0,0,0,0,0,0,0,0],"id":150,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.7776526E2,7.628392E1,9.667032E1,4.6812675E1,3.6852783E1,6.824779E1,4.1800385E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.35E1,NaN,NaN,2.61E1,1.69E1,NaN,NaN,-6.319445E-3,1.8878214E-3,-5.763921E-3,-2.7306706E-3,6.8931514E-3,2.6837937E-4,8.515333E-4,-5.6231925E-3],"split_indices":[15,13,2,12,15,3,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.248066E3,2.1718325E3,1.0762333E3,4.9693542E2,1.6748972E3,6.6272046E2,4.1351285E2,8.246279E1,4.1447266E2,6.6867096E2,1.0062262E3,4.1383072E2,2.4888977E2,2.4801025E2,1.655026E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.2667944E-1,2.1610834E-2,-4.91517E-1,-1.8554127E-2,1.0655545E0,-3.3438802E-1,-6.636555E-1,-1.775083E-3,2.2167095E-3,1.16931945E-2,-7.942523E-3,-2.1798087E-3,-7.1635228E-3,-1.7774948E-3,-7.2042504E-3],"categories":[3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,31,33,34,36,37,39,45,48,52,53,54,55,58,61,63,65,66,68,69,70,73,74,76,80,83,86,90,91,92,93,3],"categories_nodes":[2,6],"categories_segments":[0,48],"categories_sizes":[48,1],"default_left":[0,0,1,0,0,0,1,0,0,0,0,0,0,0,0],"id":151,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.755347E2,9.6781395E1,2.5139053E1,8.493108E1,1.743158E1,2.1728752E1,1.2186493E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,2.91E1,1E0,2.5E1,NaN,-1.775083E-3,2.2167095E-3,1.16931945E-2,-7.942523E-3,-2.1798087E-3,-7.1635228E-3,-1.7774948E-3,-7.2042504E-3],"split_indices":[16,8,0,26,7,11,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.243326E3,2.3066968E3,9.36629E2,2.2221821E3,8.451459E1,4.9120074E2,4.4542825E2,1.3374608E3,8.8472144E2,8.040006E1,4.1145253E0,3.776723E2,1.1352843E2,4.7028614E1,3.9839966E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.2559246E-1,1.5820819E-1,-3.141862E-1,2.8366193E-1,-4.3485186E-1,-6.814724E-2,-4.5354402E-1,-1.6083284E-3,4.4727293E-3,1.0388472E-4,-7.043045E-3,-6.4579877E-3,4.2960185E-4,-2.6687724E-3,-6.014316E-3],"categories":[8,9,10,11,1,3,5,6,7,8,9,11,13,14,15,16,19,20,21,22,23,26,27,29,30,31,32,33,35,36,37,38,39,40,42,43,44,46,51,54,55,57,58,59,60,61,62,63,64,65,66,67,70,71,74,75,76,77,82,83,85,87,89,90,91,92,93,0,4,5,7,9,10,11,12,15,17,18,19,20,21,22,24,28,33,36,37,39,40,44,45,46,48,49,50,51,52,53,54,55,57,59,63,64,65,68,69,71,72,73,74,76,78,79,80,81,85,86,90,91,93],"categories_nodes":[2,4,6],"categories_segments":[0,4,67],"categories_sizes":[4,63,54],"default_left":[0,0,1,0,1,0,1,0,0,0,0,0,0,0,0],"id":152,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.734597E2,9.640901E1,6.671922E1,7.779823E1,2.7163132E1,4.528358E1,3.414386E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.1462984E1,1E0,NaN,3.24E1,NaN,2.61E1,NaN,-1.6083284E-3,4.4727293E-3,1.0388472E-4,-7.043045E-3,-6.4579877E-3,4.2960185E-4,-2.6687724E-3,-6.014316E-3],"split_indices":[16,7,13,12,0,12,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.2389138E3,1.293134E3,1.9457797E3,1.0677811E3,2.2535283E2,7.04124E2,1.2416556E3,2.8729135E2,7.804898E2,8.532473E1,1.4002809E2,1.1280974E2,5.9131433E2,5.501056E2,6.915501E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.24518864E-1,2.1694724E-2,-4.8657054E-1,-1.7964812E-2,1.0511031E0,-3.2964998E-1,-6.590921E-1,-1.7530312E-3,2.1918684E-3,1.2826492E-2,1.8044525E-3,-2.135645E-3,-7.123043E-3,-1.7209823E-3,-7.162116E-3],"categories":[3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,31,33,34,36,37,39,45,48,52,53,54,55,58,61,63,65,66,68,69,70,73,74,76,80,83,86,90,91,92,93,0,3],"categories_nodes":[2,4,6],"categories_segments":[0,48,49],"categories_sizes":[48,1,1],"default_left":[0,0,1,0,1,0,1,0,0,0,0,0,0,0,0],"id":153,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.7128658E2,9.41502E1,2.498146E1,8.291543E1,1.7015465E1,2.1589062E1,1.2181778E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,2.91E1,NaN,2.5E1,NaN,-1.7530312E-3,2.1918684E-3,1.2826492E-2,1.8044525E-3,-2.135645E-3,-7.123043E-3,-1.7209823E-3,-7.162116E-3],"split_indices":[16,8,0,26,2,11,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.2344768E3,2.3046787E3,9.297981E2,2.2201274E3,8.4551254E1,4.884391E2,4.4135904E2,1.334809E3,8.853184E2,6.641531E1,1.8135942E1,3.7594662E2,1.1249248E2,4.6753883E1,3.9460513E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.2344546E-1,-2.816412E-1,2.0742677E-1,4.7540523E-2,-3.8038367E-1,4.4050193E-1,-1.6366294E-1,2.9735193E-3,-3.129347E-3,-5.6714267E-3,-2.5974878E-3,6.8292567E-3,4.0818966E-4,9.4302726E-4,-5.5321623E-3],"categories":[1,7,8,9,10,11,0,0,2,3,4,5,6,7,9,10,11,12,14,18,20,22,28,29,30,35,36,43,51,52,56,57,59,60,61,63,64,66,69,72,75,79,81,82,83,85,87,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,1,2,5,6,1,2,5,8,10,13,16,18,22,23,28,29,30,31,32,33,34,36,42,44,47,51,53,55,56,57,61,65,70,71,73,76,77,83,87,89,90,91,92,93],"categories_nodes":[1,2,3,5,6],"categories_segments":[0,6,7,82,87],"categories_sizes":[6,1,75,5,40],"default_left":[0,1,1,0,0,1,1,0,0,0,0,0,0,0,0],"id":154,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.6918341E2,7.108507E1,9.0518715E1,4.5604168E1,3.7747543E1,6.2232933E1,4.0665714E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.41E1,NaN,NaN,NaN,1.69E1,NaN,NaN,2.9735193E-3,-3.129347E-3,-5.6714267E-3,-2.5974878E-3,6.8292567E-3,4.0818966E-4,9.4302726E-4,-5.5321623E-3],"split_indices":[15,13,2,0,15,3,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.230117E3,2.185392E3,1.0447249E3,5.0439374E2,1.6809984E3,6.4157526E2,4.031496E2,2.980314E2,2.0636235E2,6.582453E2,1.0227531E3,3.9891104E2,2.4266423E2,2.4299443E2,1.6015517E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.2239247E-1,2.1621637E-2,-4.8142147E-1,-1.758738E-2,1.0385654E0,-3.2440296E-1,-6.545516E-1,-1.7300915E-3,2.1601126E-3,1.1399382E-2,-7.863159E-3,-2.088375E-3,-7.07553E-3,-1.6646987E-3,-7.1202205E-3],"categories":[3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,31,33,34,36,37,39,45,48,52,53,54,55,58,61,63,65,66,68,69,70,73,74,76,80,83,86,90,91,92,93,3],"categories_nodes":[2,6],"categories_segments":[0,48],"categories_sizes":[48,1],"default_left":[0,0,1,0,0,0,1,0,0,0,0,0,0,0,0],"id":155,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.6683821E2,9.187723E1,2.489943E1,8.060925E1,1.6721169E1,2.1389378E1,1.2177368E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,2.91E1,1E0,2.5E1,NaN,-1.7300915E-3,2.1601126E-3,1.1399382E-2,-7.863159E-3,-2.088375E-3,-7.07553E-3,-1.6646987E-3,-7.1202205E-3],"split_indices":[16,8,0,26,7,11,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.2255164E3,2.3027676E3,9.2274884E2,2.2182249E3,8.4542595E1,4.8539703E2,4.373518E2,1.3321536E3,8.860714E2,8.044896E1,4.0936346E0,3.7410483E2,1.112922E2,4.6482716E1,3.908691E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.2133844E-1,-3.0642578E-1,1.5507208E-1,9.655459E-1,-3.3024034E-1,3.7223133E-1,-2.2968298E-1,1.2288769E-2,-3.9877836E-3,-1.8092694E-3,-5.106566E-3,6.0741184E-3,-3.164411E-4,1.9282574E-4,-5.62636E-3],"categories":[0,1,2,4,5,6,0,1,2,4,5,6,7,8,11,12,14,15,16,17,18,20,0,1,2,5,6,0,1,3,5,7,8,9,13,16,18,22,23,24,29,30,31,33,34,36,42,44,51,52,53,54,55,56,57,61,65,70,71,74,76,82,83,87,89,90,91,92,93],"categories_nodes":[1,2,3,5,6],"categories_segments":[0,6,7,22,27],"categories_sizes":[6,1,15,5,42],"default_left":[0,1,1,1,0,1,1,0,0,0,0,0,0,0,0],"id":156,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.648972E2,5.8789368E1,1.0811679E2,1.3326794E1,5.0970657E1,7.8558304E1,3.873021E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.96E1,NaN,NaN,NaN,1.8425255E1,NaN,NaN,1.2288769E-2,-3.9877836E-3,-1.8092694E-3,-5.106566E-3,6.0741184E-3,-3.164411E-4,1.9282574E-4,-5.62636E-3],"split_indices":[15,3,2,1,16,3,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.2212322E3,1.9292666E3,1.2919655E3,3.4730164E1,1.8945365E3,8.258697E2,4.6609576E2,2.919454E1,5.5356216E0,1.0377185E3,8.56818E2,5.216209E2,3.042488E2,2.6722238E2,1.988734E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.2029748E-1,1.5382849E-1,-3.0444986E-1,2.757592E-1,-4.275454E-1,-6.353718E-2,-4.423483E-1,-1.6225188E-3,4.367893E-3,-8.548637E-4,-7.7871988E-3,-6.401477E-3,4.6730493E-4,-2.5474327E-3,-5.9153293E-3],"categories":[8,9,10,11,1,3,5,6,7,8,9,11,13,15,16,20,21,22,23,26,27,29,30,31,32,33,36,37,38,40,44,46,55,57,58,59,61,62,63,65,66,67,70,74,75,77,82,83,85,87,89,90,91,92,93,0,4,5,7,9,10,11,12,15,17,18,19,20,21,22,24,28,33,36,37,39,40,44,45,46,48,49,50,51,52,53,54,55,57,59,63,64,65,68,69,71,72,73,74,76,78,79,80,81,85,86,90,91,93],"categories_nodes":[2,4,6],"categories_segments":[0,4,55],"categories_sizes":[4,51,54],"default_left":[0,0,1,0,1,0,1,0,0,0,0,0,0,0,0],"id":157,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.6248181E2,9.182263E1,6.392592E1,7.5540855E1,2.6921726E1,4.466117E1,3.4109848E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.1462984E1,1E0,NaN,3.24E1,NaN,2.61E1,NaN,-1.6225188E-3,4.367893E-3,-8.548637E-4,-7.7871988E-3,-6.401477E-3,4.6730493E-4,-2.5474327E-3,-5.9153293E-3],"split_indices":[16,7,13,12,0,12,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.2167483E3,1.292669E3,1.9240793E3,1.0689957E3,2.2367323E2,7.0095355E2,1.2231259E3,2.8735803E2,7.816377E2,1.13937065E2,1.0973616E2,1.1175582E2,5.891977E2,5.429962E2,6.8012964E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.1926523E-1,-4.1132268E-1,5.1950213E-2,-3.366053E-1,-7.558034E-1,1.326177E-1,-5.1186514E-1,-1.470676E-3,-5.0531076E-3,-4.977125E-3,-1.0560842E-2,-1.7169863E-3,2.892419E-3,-1.4671872E-3,-8.010426E-3],"categories":[0,9,10,11,12,14,15,18,20,21,22,23,24,27,32,35,36,37,42,44,45,46,48,50,52,53,54,55,59,61,64,65,66,67,68,69,73,74,75,76,77,78,79,80,81,83,86,90,91,92,93,1,3,4,6,8,9,10,11,12,13,15,17,18,19,20,22,25,26,29,33,39,46,50,52,53,54,56,57,58,59,63,64,65,69,70,71,75,76,78,79,86,87,89,90,91,92,1,3,5,6,7,8,9,11,12,13,15,16,18,19,20,21,22,23,26,27,29,30,31,32,33,35,36,37,39,40,43,44,46,51,55,57,58,59,61,63,65,66,67,70,74,75,76,77,82,83,85,87,89,90,91,92,93],"categories_nodes":[3,4,6],"categories_segments":[0,51,97],"categories_sizes":[51,46,57],"default_left":[0,0,0,1,1,0,1,0,0,0,0,0,0,0,0],"id":158,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.6071002E2,3.0316452E1,9.2246704E1,3.1193161E1,1.5818939E1,8.4596985E1,2.6690598E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.06E1,2.5E1,1E0,NaN,NaN,3.29E1,NaN,-1.470676E-3,-5.0531076E-3,-4.977125E-3,-1.0560842E-2,-1.7169863E-3,2.892419E-3,-1.4671872E-3,-8.010426E-3],"split_indices":[15,11,7,0,0,12,0,0,0,0,0,0,0,0,0],"split_type":[0,0,0,1,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.212468E3,1.1867391E3,2.025729E3,9.768408E2,2.0989827E2,1.7728452E3,2.528838E2,4.6089966E2,5.1594116E2,1.1430811E2,9.559015E1,6.023671E2,1.1704781E3,1.12427795E2,1.4045601E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.18232176E-1,6.200919E-2,-3.9226612E-1,2.0724623E-1,-2.859461E-1,8.968138E-1,-4.1813827E-1,-1.4673165E-3,3.914963E-3,1.1647085E-4,-5.4852357E-3,1.1388964E-2,-8.360411E-3,-4.492941E-3,4.870274E-3],"categories":[0,0,1,2,4,5,6],"categories_nodes":[1,2],"categories_segments":[0,1],"categories_sizes":[1,6],"default_left":[0,1,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":159,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.5855075E2,9.79457E1,4.2850388E1,8.922294E1,4.4611347E1,1.1597271E1,3.5447723E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5261062E1,NaN,NaN,3.29E1,6.6E0,3.84E1,1E0,-1.4673165E-3,3.914963E-3,1.1647085E-4,-5.4852357E-3,1.1388964E-2,-8.360411E-3,-4.492941E-3,4.870274E-3],"split_indices":[16,2,3,12,11,18,6,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.2085403E3,1.9359647E3,1.2725757E3,1.3661403E3,5.698245E2,2.437605E1,1.2481996E3,4.6773666E2,8.9840356E2,2.6755063E2,3.0227386E2,2.1688847E1,2.6872044E0,1.207153E3,4.1046593E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.1721031E-1,-2.7114388E-1,2.0103231E-1,5.039993E-2,-3.6871007E-1,4.2293477E-1,-1.5592115E-1,3.0903297E-3,-2.9278893E-3,-2.11495E-3,-5.0879824E-3,6.5823016E-3,3.4175883E-4,9.86339E-4,-5.434744E-3],"categories":[1,7,8,9,10,11,0,0,2,3,4,5,6,7,9,10,11,12,14,16,18,19,20,22,28,29,30,35,36,43,51,52,56,57,59,60,61,63,64,66,69,72,75,79,81,82,83,85,87,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,5,7,8,11,12,15,17,19,20,21,24,26,27,28,32,36,37,40,44,45,46,48,50,52,53,54,55,59,60,61,63,64,65,66,68,69,71,72,73,74,77,78,80,85,86,88,90,91,92,93,95,0,1,2,5,6,1,2,5,8,10,13,16,18,22,23,28,29,30,31,32,33,34,36,42,44,47,51,53,55,56,57,61,65,70,71,73,76,77,83,87,89,90,91,92,93],"categories_nodes":[1,2,3,4,5,6],"categories_segments":[0,6,7,84,135,140],"categories_sizes":[6,1,77,51,5,40],"default_left":[0,1,1,0,1,1,1,0,0,0,0,0,0,0,0],"id":160,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.5707635E2,6.780577E1,8.288112E1,4.4816013E1,3.640538E1,5.8977585E1,3.9666084E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.41E1,NaN,NaN,NaN,NaN,NaN,NaN,3.0903297E-3,-2.9278893E-3,-2.11495E-3,-5.0879824E-3,6.5823016E-3,3.4175883E-4,9.86339E-4,-5.434744E-3],"split_indices":[15,13,2,0,0,3,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.2042974E3,2.159768E3,1.0445293E3,5.0289297E2,1.6568751E3,6.4399854E2,4.005308E2,2.8683142E2,2.1606157E2,7.8189594E2,8.7497925E2,4.0075146E2,2.4324704E2,2.421958E2,1.5833498E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.1620033E-1,2.2009254E-2,-4.6708688E-1,-1.6461425E-2,1.0177238E0,1.4671492E-2,-5.252359E-1,-1.6892516E-3,2.1183607E-3,1.1164054E-2,-7.7249156E-3,1.1368601E-2,-2.6678054E-3,-3.3072324E-3,-7.1636806E-3],"categories":[3,0,1,2,3,4,5,6,8,9,10,11,12,13,14,15,16,17,18,19,21,22,23,24,25,26,28,29,30,31,32,33,34,35,36,37,39,40,42,43,44,46,48,49,50,51,52,53,54,55,56,58,59,61,62,63,64,65,66,68,69,70,71,72,73,74,75,76,78,79,80,81,83,86,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,3,4,6,7,9,10,11,12,14,15,17,18,19,20,24,27,28,30,33,34,36,37,39,45,47,48,52,53,54,55,58,60,61,63,64,65,66,68,69,70,73,74,75,76,80,83,86,90,92,93],"categories_nodes":[2,5,6],"categories_segments":[0,1,115],"categories_sizes":[1,114,51],"default_left":[0,0,1,0,0,0,1,0,0,0,0,0,0,0,0],"id":161,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.5524568E2,8.8021E1,2.5348648E1,7.7061615E1,1.5962975E1,3.1381762E1,2.9772522E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,2.91E1,1E0,NaN,NaN,-1.6892516E-3,2.1183607E-3,1.1164054E-2,-7.7249156E-3,1.1368601E-2,-2.6678054E-3,-3.3072324E-3,-7.1636806E-3],"split_indices":[16,8,4,26,7,0,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.2000015E3,2.2964124E3,9.0358923E2,2.2119348E3,8.447741E1,9.73987E1,8.0619055E2,1.3263918E3,8.855431E2,8.042078E1,4.0566325E0,1.8920551E1,7.847814E1,4.0091513E2,4.0527542E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.1518988E-1,-4.0273312E-1,5.1731963E-2,-3.281367E-1,-7.491018E-1,1.3075587E-1,-5.047955E-1,-1.3911449E-3,-4.9713296E-3,-4.883183E-3,-1.0543605E-2,-1.6807748E-3,2.8394272E-3,-1.2946499E-3,-7.848705E-3],"categories":[0,9,10,11,12,14,15,18,20,21,22,23,24,27,32,35,36,37,42,44,45,46,48,50,52,53,54,55,59,61,64,65,66,67,68,69,73,74,75,76,77,78,79,80,81,83,86,90,91,92,93,1,3,4,6,8,9,10,11,12,13,15,17,18,19,20,22,25,26,29,33,39,46,50,52,53,54,56,57,58,59,63,64,65,69,70,71,75,76,78,79,86,87,89,90,91,92,1,3,5,6,7,8,9,11,12,13,15,16,18,19,20,21,22,23,26,27,29,30,31,32,33,35,36,37,39,40,43,44,46,51,54,55,57,58,59,61,63,65,66,67,70,74,75,76,77,82,83,85,87,89,90,91,92,93],"categories_nodes":[3,4,6],"categories_segments":[0,51,97],"categories_sizes":[51,46,58],"default_left":[0,0,0,1,1,0,1,0,0,0,0,0,0,0,0],"id":162,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.5346317E2,3.0095917E1,8.906125E1,3.0852661E1,1.5988564E1,8.120042E1,2.6369545E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.06E1,2.5E1,1E0,NaN,NaN,3.29E1,NaN,-1.3911449E-3,-4.9713296E-3,-4.883183E-3,-1.0543605E-2,-1.6807748E-3,2.8394272E-3,-1.2946499E-3,-7.848705E-3],"split_indices":[15,11,7,0,0,12,0,0,0,0,0,0,0,0,0],"split_type":[0,0,0,1,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.1958987E3,1.1733123E3,2.0225863E3,9.669997E2,2.0631259E2,1.7717697E3,2.5081671E2,4.573156E2,5.0968408E2,1.1266349E2,9.364909E1,6.004089E2,1.1713607E3,1.078066E2,1.430101E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.1418894E-1,-2.6610824E-1,1.9821946E-1,-3.1621242E-1,3.5137257E-1,4.155823E-1,-1.5282437E-1,-5.3079E-3,-1.9487658E-3,1.0454409E-2,-1.6379256E-3,6.4730295E-3,3.2186892E-4,1.060283E-3,-5.2897716E-3],"categories":[0,0,1,3,5,7,9,11,12,14,15,16,17,18,19,20,21,22,24,26,29,32,33,34,35,36,39,41,43,45,46,48,50,51,53,54,57,59,60,61,62,63,64,66,69,70,75,77,79,80,81,83,86,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,1,2,5,6,1,2,5,8,10,13,16,18,22,23,28,29,30,31,32,33,34,36,42,44,47,51,53,55,56,57,61,62,65,70,71,73,76,77,83,87,89,90,91,92,93],"categories_nodes":[2,4,5,6],"categories_segments":[0,1,92,97],"categories_sizes":[1,91,5,41],"default_left":[0,0,1,0,0,1,1,0,0,0,0,0,0,0,0],"id":163,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.5159937E2,6.659131E1,7.9823265E1,5.1657288E1,5.8005444E1,5.7355362E1,3.904794E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.41E1,1E0,NaN,1.69E1,NaN,NaN,NaN,-5.3079E-3,-1.9487658E-3,1.0454409E-2,-1.6379256E-3,6.4730295E-3,3.2186892E-4,1.060283E-3,-5.2897716E-3],"split_indices":[15,6,2,15,0,3,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.1920857E3,2.147795E3,1.0442908E3,1.9870481E3,1.6074696E2,6.448328E2,3.9945792E2,7.165261E2,1.270522E3,6.80439E1,9.270307E1,4.0148853E2,2.4334435E2,2.3704889E2,1.6240903E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.1320358E-1,2.1882635E-2,-4.5954397E-1,1.7834045E-1,-2.1785848E-1,2.3870133E-2,-5.1809615E-1,-6.13934E-3,2.550633E-3,2.4811106E-3,-3.22006E-3,1.0869814E-2,-2.693355E-3,-3.2309308E-3,-7.1053887E-3],"categories":[9,10,11,3,0,1,2,3,4,5,6,8,9,10,11,12,13,14,15,16,17,18,19,21,22,23,24,25,26,28,29,30,31,32,33,34,36,37,39,40,42,43,44,46,48,49,50,51,52,53,54,55,56,58,59,61,62,63,64,65,66,68,69,70,71,72,73,74,75,76,78,79,80,81,83,86,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,3,4,6,7,9,10,11,12,14,15,17,18,19,20,24,27,28,30,33,34,36,37,39,45,47,48,52,53,54,55,58,60,61,63,64,65,66,68,69,70,73,74,75,76,80,83,86,90,92,93],"categories_nodes":[1,2,5,6],"categories_segments":[0,3,4,117],"categories_sizes":[3,1,113,51],"default_left":[0,1,1,0,0,0,1,0,0,0,0,0,0,0,0],"id":164,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.4919977E2,8.612201E1,2.5339706E1,8.460277E1,4.408311E1,3.0724224E1,2.9723526E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,NaN,NaN,2.61E1,6.6007576E0,NaN,NaN,-6.13934E-3,2.550633E-3,2.4811106E-3,-3.22006E-3,1.0869814E-2,-2.693355E-3,-3.2309308E-3,-7.1053887E-3],"split_indices":[16,13,4,12,16,0,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.1877808E3,2.2939773E3,8.9380347E2,1.3882473E3,9.0573004E2,9.66274E1,7.971761E2,1.2194869E2,1.2662986E3,1.652039E2,7.405261E2,2.030346E1,7.6323944E1,3.972847E2,3.998914E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.1221472E-1,1.4813027E-1,-2.8990674E-1,2.6364505E-1,-4.1256642E-1,-5.4860834E-2,-4.2624834E-1,-1.5912338E-3,4.179726E-3,-7.4444525E-4,-7.6486245E-3,-6.2755947E-3,5.321833E-4,-2.382912E-3,-5.7679242E-3],"categories":[8,9,10,11,1,3,5,6,7,8,9,11,13,15,16,20,21,22,23,26,27,29,30,31,32,33,36,37,38,40,44,46,55,57,58,59,61,62,63,65,66,67,70,74,75,77,82,83,85,87,89,90,91,92,93,0,4,5,7,9,10,11,12,15,17,18,19,20,21,22,24,28,33,36,37,39,40,44,45,46,48,49,50,51,52,53,54,55,57,59,63,64,65,68,69,71,72,73,74,76,78,79,80,81,85,86,90,91,93],"categories_nodes":[2,4,6],"categories_segments":[0,4,55],"categories_sizes":[4,51,54],"default_left":[0,0,1,0,1,0,1,0,0,0,0,0,0,0,0],"id":165,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.4738193E2,8.383193E1,6.0649902E1,7.003758E1,2.629316E1,4.312595E1,3.3763428E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.1462984E1,1E0,NaN,3.24E1,NaN,2.61E1,NaN,-1.5912338E-3,4.179726E-3,-7.4444525E-4,-7.6486245E-3,-6.2755947E-3,5.321833E-4,-2.382912E-3,-5.7679242E-3],"split_indices":[16,7,13,12,0,12,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.1839343E3,1.2916472E3,1.892287E3,1.0714391E3,2.2020818E2,6.9520013E2,1.1970869E3,2.8651688E2,7.849221E2,1.129826E2,1.07225586E2,1.0960575E2,5.8559436E2,5.335377E2,6.635492E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.1124548E-1,2.1906132E-2,-4.5472246E-1,-1.5896562E-2,9.98983E-1,2.793986E-2,-5.134113E-1,-1.6570726E-3,2.0761709E-3,1.2203638E-2,1.6843092E-3,1.0732065E-2,-2.63943E-3,-3.2547894E-3,-7.135971E-3],"categories":[3,0,0,1,2,3,4,5,6,8,9,10,11,12,13,14,15,16,17,18,19,21,22,23,24,25,26,28,29,30,31,32,33,34,36,37,39,40,42,43,44,46,48,49,50,51,52,53,54,55,56,58,59,61,62,63,64,65,66,68,69,70,71,72,73,74,75,76,78,79,80,81,83,86,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,3,4,6,7,9,10,11,12,14,15,17,18,19,20,24,27,28,33,34,36,37,39,45,47,48,52,53,54,55,58,60,61,63,64,65,66,68,69,70,73,74,76,80,83,86,90,92,93],"categories_nodes":[2,4,5,6],"categories_segments":[0,1,2,115],"categories_sizes":[1,1,113,49],"default_left":[0,0,1,0,1,0,1,0,0,0,0,0,0,0,0],"id":166,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.4548639E2,8.471877E1,2.5187393E1,7.399518E1,1.5503204E1,2.9965984E1,2.9577927E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,1E0,NaN,2.91E1,NaN,NaN,NaN,-1.6570726E-3,2.0761709E-3,1.2203638E-2,1.6843092E-3,1.0732065E-2,-2.63943E-3,-3.2547894E-3,-7.135971E-3],"split_indices":[16,8,4,26,2,0,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.179889E3,2.2922256E3,8.876634E2,2.2077908E3,8.443477E1,9.628995E1,7.913735E2,1.321985E3,8.858058E2,6.629478E1,1.813999E1,2.043456E1,7.585539E1,4.0953357E2,3.818399E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.1027104E-1,-3.91401E-1,5.075915E-2,-3.1686845E-1,-7.404764E-1,1.2791736E-1,-4.9725017E-1,-1.2820598E-3,-4.8642727E-3,-4.762881E-3,-1.0521944E-2,-1.6477151E-3,2.7731275E-3,-1.5781992E-3,-8.051221E-3],"categories":[0,9,10,11,12,14,15,18,20,21,22,23,24,27,32,35,36,37,42,44,45,46,48,50,52,53,54,55,59,61,64,65,66,67,68,69,73,74,75,76,77,78,79,80,81,83,86,90,91,92,93,1,3,4,6,8,9,10,11,12,13,15,17,18,19,20,22,25,26,29,33,39,46,50,52,53,54,56,57,58,59,63,64,65,69,70,71,75,76,78,79,86,87,89,90,91,92,3,5,6,7,8,9,11,12,13,15,16,18,19,20,21,22,23,26,29,30,31,32,33,36,37,39,40,43,44,46,51,55,57,58,59,61,63,65,66,67,70,74,75,76,77,82,83,85,87,89,90,91,92,93],"categories_nodes":[3,4,6],"categories_segments":[0,51,97],"categories_sizes":[51,46,54],"default_left":[0,0,0,1,1,0,1,0,0,0,0,0,0,0,0],"id":167,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.4384044E2,2.9870636E1,8.551015E1,3.0496262E1,1.6203453E1,7.753724E1,2.5957695E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.06E1,2.5E1,1E0,NaN,NaN,3.29E1,NaN,-1.2820598E-3,-4.8642727E-3,-4.762881E-3,-1.0521944E-2,-1.6477151E-3,2.7731275E-3,-1.5781992E-3,-8.051221E-3],"split_indices":[15,11,7,0,0,12,0,0,0,0,0,0,0,0,0],"split_type":[0,0,0,1,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.175922E3,1.1561172E3,2.0198049E3,9.542739E2,2.0184323E2,1.7711924E3,2.4861246E2,4.5252286E2,5.017511E2,1.1061897E2,9.122425E1,5.985117E2,1.1726807E3,1.18965294E2,1.2964717E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.0930929E-1,-2.576865E-1,1.9293736E-1,-3.074389E-1,3.4881252E-1,4.038479E-1,-1.4949249E-1,-5.1981537E-3,-1.8869179E-3,1.0300906E-2,-1.6099302E-3,6.6360417E-3,7.139158E-4,1.0030578E-3,-5.336438E-3],"categories":[0,0,1,3,5,7,9,11,12,14,15,16,17,18,19,20,21,22,24,26,29,32,33,34,35,36,39,41,43,45,46,48,50,51,53,54,57,59,60,61,62,63,64,66,69,70,75,77,79,80,81,83,86,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,2,4,5,6,9,11,15,17,19,20,21,25,27,28,29,31,34,36,37,38,39,43,49,51,53,54,58,65,67,68,69,70,73,75,76,79,80,81,83,84,91,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,124,125,126,128,1,2,5,8,10,13,16,18,22,23,28,29,30,31,32,33,34,36,42,44,47,51,53,55,56,57,61,65,70,71,73,76,77,83,87,89,90,91,92,93],"categories_nodes":[2,4,5,6],"categories_segments":[0,1,92,165],"categories_sizes":[1,91,73,40],"default_left":[0,0,1,0,0,0,1,0,0,0,0,0,0,0,0],"id":168,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.4235904E2,6.434393E1,7.556354E1,4.9532074E1,5.6383247E1,5.5845474E1,3.8361362E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.41E1,1E0,NaN,1.69E1,NaN,NaN,NaN,-5.1981537E-3,-1.8869179E-3,1.0300906E-2,-1.6099302E-3,6.6360417E-3,7.139158E-4,1.0030578E-3,-5.336438E-3],"split_indices":[15,6,2,15,0,0,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.172252E3,2.1278213E3,1.0444305E3,1.9669606E3,1.6086082E2,6.462257E2,3.9820486E2,7.0417755E2,1.2627831E3,6.841455E1,9.244628E1,3.6221906E2,2.8400668E2,2.4174599E2,1.5645888E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.0835548E-1,1.4481989E-1,-2.8256837E-1,2.5691175E-1,-4.0458483E-1,3.6230113E-2,-3.817559E-1,-1.5783274E-3,4.0773395E-3,-5.3851184E-4,-7.4048266E-3,3.4495066E-3,-3.3335176E-3,-5.7169306E-3,-2.549459E-3],"categories":[3,4,5,6,7,8,1,3,5,6,7,8,9,11,13,15,16,19,20,21,22,23,26,27,29,30,31,32,33,36,37,38,40,44,46,54,55,57,58,59,61,62,63,65,66,67,70,74,75,77,82,83,85,87,89,90,91,92,93,0,1,3,4,5,6,7,9,10,11,15,16,18,19,20,22,24,28,31,33,35,39,40,43,48,51,52,53,59,60,61,64,66,69,72,77,79,80,81,82,86,87,91,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119],"categories_nodes":[2,4,5],"categories_segments":[0,6,59],"categories_sizes":[6,53,69],"default_left":[0,0,1,0,1,0,0,0,0,0,0,0,0,0,0],"id":169,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.3982654E2,7.9702866E1,5.9389908E1,6.725345E1,2.5808975E1,5.1059666E1,3.4351303E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.1462984E1,1E0,NaN,3.24E1,NaN,NaN,1.68E1,-1.5783274E-3,4.0773395E-3,-5.3851184E-4,-7.4048266E-3,3.4495066E-3,-3.3335176E-3,-5.7169306E-3,-2.549459E-3],"split_indices":[16,7,14,12,0,0,15,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.1682812E3,1.2915303E3,1.8767511E3,1.0731201E3,2.184101E2,4.4550113E2,1.4312499E3,2.8616138E2,7.8695874E2,1.0741312E2,1.1099697E2,2.4277339E2,2.0272775E2,5.715976E2,8.5965234E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.074167E-1,2.178182E-2,-4.4490898E-1,1.74498E-1,-2.1337916E-1,4.1797977E-2,-5.042497E-1,-6.05238E-3,2.4908322E-3,2.4234501E-3,-3.159712E-3,1.1204198E-2,-2.3944052E-3,-3.0836363E-3,-6.9919624E-3],"categories":[9,10,11,3,0,1,2,3,4,5,6,8,9,10,11,12,13,14,15,16,17,18,19,21,22,23,24,25,26,28,29,30,31,32,33,34,35,36,37,39,40,42,43,44,46,48,49,50,51,52,53,54,55,56,58,59,61,62,63,64,65,66,68,69,70,71,72,73,74,75,76,78,79,80,81,83,86,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,3,4,6,7,9,10,11,12,14,15,17,18,19,20,24,27,28,30,33,34,36,37,39,45,47,48,52,53,54,55,58,60,61,63,64,65,66,68,69,70,73,74,75,76,80,83,86,90,92,93],"categories_nodes":[1,2,5,6],"categories_segments":[0,3,4,118],"categories_sizes":[3,1,114,51],"default_left":[0,1,1,0,0,0,1,0,0,0,0,0,0,0,0],"id":170,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.3802762E2,8.227663E1,2.5330734E1,8.092503E1,4.2251366E1,2.9437363E1,2.9615143E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.796274E1,NaN,NaN,2.61E1,6.6007576E0,NaN,NaN,-6.05238E-3,2.4908322E-3,2.4234501E-3,-3.159712E-3,1.1204198E-2,-2.3944052E-3,-3.0836363E-3,-6.9919624E-3],"split_indices":[16,13,4,12,16,0,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.1642947E3,2.288969E3,8.7532574E2,1.3879055E3,9.010635E2,9.515655E1,7.801692E2,1.2054784E2,1.2673577E3,1.6532243E2,7.35741E2,1.906262E1,7.6093925E1,3.9043466E2,3.8973453E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.0647358E-1,-2.5223953E-1,1.8845253E-1,5.7144612E-2,-3.478884E-1,3.9493626E-1,-1.480604E-1,2.9674773E-3,-3.0690834E-3,-1.9000865E-3,-4.894692E-3,6.2200376E-3,1.9578479E-4,9.919106E-4,-5.3006513E-3],"categories":[1,7,8,9,10,11,0,0,2,3,4,5,6,7,9,10,11,12,14,18,20,22,28,29,30,35,36,43,51,56,57,59,60,61,63,64,66,69,72,75,79,81,82,83,85,87,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,5,7,8,11,12,15,17,19,20,21,24,26,27,28,32,36,37,40,44,45,46,48,50,52,53,54,55,59,60,61,63,64,65,66,68,69,71,72,73,74,77,78,80,85,86,88,90,91,92,93,95,0,1,2,5,6,1,2,5,8,10,13,16,18,22,23,28,29,30,31,32,33,34,36,42,44,47,51,53,55,56,57,61,65,70,71,73,76,77,83,87,89,90,91,92,93],"categories_nodes":[1,2,3,4,5,6],"categories_segments":[0,6,7,81,132,137],"categories_sizes":[6,1,74,51,5,40],"default_left":[0,1,1,0,1,1,1,0,0,0,0,0,0,0,0],"id":171,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.3596597E2,6.26456E1,7.276195E1,4.3759457E1,3.6043915E1,5.5278908E1,3.7701893E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.41E1,NaN,NaN,NaN,NaN,NaN,NaN,2.9674773E-3,-3.0690834E-3,-1.9000865E-3,-4.894692E-3,6.2200376E-3,1.9578479E-4,9.919106E-4,-5.3006513E-3],"split_indices":[15,13,2,0,0,3,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.1606157E3,2.1152883E3,1.0453274E3,4.996221E2,1.6156661E3,6.477162E2,3.9761115E2,3.0142365E2,1.9819847E2,7.649718E2,8.5069434E2,4.0316812E2,2.4454808E2,2.4182863E2,1.5578253E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.05547406E-1,2.0837396E-2,-4.4335893E-1,-1.6111247E-2,9.7946835E-1,-2.1462631E-1,-5.757361E-1,-1.3860682E-3,2.5068992E-3,1.0743004E-2,-7.557423E-3,1.670338E-2,-2.4842694E-3,-1.0805321E-3,-6.3171554E-3],"categories":[0,1,3,6,9,10,11,12,13,14,15,17,18,19,20,21,24,25,27,28,30,31,33,34,36,37,39,45,46,47,48,50,52,53,54,55,56,58,59,61,62,63,64,65,66,68,69,70,71,72,73,74,75,76,79,80,83,86,89,90,91,92,93,0,1,2,4,5,6,3],"categories_nodes":[2,5,6],"categories_segments":[0,63,69],"categories_sizes":[63,6,1],"default_left":[0,0,1,0,0,1,1,0,0,0,0,0,0,0,0],"id":172,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.3482254E2,8.144243E1,2.590921E1,7.241051E1,1.4853905E1,2.0597343E1,1.4173813E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.8067928E1,1E0,NaN,2.57E1,1E0,NaN,NaN,-1.3860682E-3,2.5068992E-3,1.0743004E-2,-7.557423E-3,1.670338E-2,-2.4842694E-3,-1.0805321E-3,-6.3171554E-3],"split_indices":[16,8,0,22,7,3,4,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.1566455E3,2.2978816E3,8.587639E2,2.2135479E3,8.433388E1,3.157703E2,5.429936E2,1.5173652E3,6.961825E2,8.0324875E1,4.0090036E0,4.7096434E0,3.1106064E2,5.8359146E1,4.8463446E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.0461824E-1,-3.7811172E-1,4.9643423E-2,-3.0370966E-1,-7.3022276E-1,1.247219E-1,-4.8862082E-1,-1.1059776E-3,-4.7021066E-3,-4.6139807E-3,-1.0498184E-2,-1.6181844E-3,2.7041726E-3,-1.7901289E-3,-8.241644E-3],"categories":[0,9,10,11,12,14,15,18,20,21,22,23,24,25,27,32,35,36,37,42,44,45,46,48,50,52,53,54,55,59,61,64,65,66,67,68,69,73,74,75,76,77,78,79,80,81,83,86,90,91,92,93,1,3,4,6,8,9,10,11,12,13,15,17,18,19,20,22,25,26,29,33,39,46,50,52,53,54,56,57,58,59,63,64,65,69,70,71,75,76,78,79,86,87,89,90,91,92,3,5,6,7,8,9,11,13,15,16,18,19,20,21,22,23,26,29,30,31,32,36,37,40,43,44,46,51,57,58,59,61,63,65,66,67,70,74,75,76,77,82,83,85,87,89,90,91,92,93],"categories_nodes":[3,4,6],"categories_segments":[0,52,98],"categories_sizes":[52,46,50],"default_left":[0,0,0,1,1,0,1,0,0,0,0,0,0,0,0],"id":173,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.330779E2,2.9577866E1,8.158631E1,3.0197006E1,1.6502289E1,7.398743E1,2.5527588E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.06E1,2.5E1,1E0,NaN,NaN,3.29E1,NaN,-1.1059776E-3,-4.7021066E-3,-4.6139807E-3,-1.0498184E-2,-1.6181844E-3,2.7041726E-3,-1.7901289E-3,-8.241644E-3],"split_indices":[15,11,7,0,0,12,0,0,0,0,0,0,0,0,0],"split_type":[0,0,0,1,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.1528403E3,1.1364879E3,2.0163523E3,9.397736E2,1.9671428E2,1.7702075E3,2.4614479E2,4.3588638E2,5.0388724E2,1.0817101E2,8.854326E1,5.966535E2,1.1735541E3,1.288176E2,1.17327194E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.03701845E-1,1.4131641E-1,-2.7388516E-1,2.4989252E-1,-3.9614433E-1,3.9164636E-2,-3.7215626E-1,-1.5615104E-3,3.9696638E-3,-4.8704311E-4,-7.321053E-3,3.3820209E-3,-3.343886E-3,-5.6116646E-3,-2.4724484E-3],"categories":[3,4,5,6,7,8,1,3,5,6,7,8,9,11,13,15,16,19,20,21,22,23,26,27,29,30,31,32,33,36,37,38,40,44,46,54,55,57,58,59,61,62,63,65,66,67,70,74,75,77,82,83,85,87,89,90,91,92,93,0,1,3,4,5,6,7,9,10,11,15,16,18,19,20,22,24,28,31,33,35,39,40,43,48,51,52,53,59,60,61,64,69,72,77,79,80,81,82,86,87,91,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119],"categories_nodes":[2,4,5],"categories_segments":[0,6,59],"categories_sizes":[6,53,68],"default_left":[0,0,1,0,1,0,0,0,0,0,0,0,0,0,0],"id":174,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.3140135E2,7.548961E1,5.721704E1,6.428367E1,2.5353893E1,4.983894E1,3.327498E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.1462984E1,1E0,NaN,3.24E1,NaN,NaN,1.68E1,-1.5615104E-3,3.9696638E-3,-4.8704311E-4,-7.321053E-3,3.3820209E-3,-3.343886E-3,-5.6116646E-3,-2.4724484E-3],"split_indices":[16,7,14,12,0,0,15,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.1493333E3,1.290922E3,1.8584114E3,1.0744084E3,2.1651353E2,4.4414767E2,1.4142637E3,2.8566867E2,7.8873975E2,1.0700126E2,1.0951227E2,2.467298E2,1.974179E2,5.6135474E2,8.5290894E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.0279987E-1,5.8512766E-2,-3.5789034E-1,1.9422321E-1,-2.7138293E-1,9.2030925E-1,-3.844163E-1,3.658874E-3,-1.5887463E-3,-1.4813902E-4,-5.755357E-3,1.15781315E-2,-8.253363E-3,-4.158242E-3,4.886239E-3],"categories":[0,0,1,2,4,5,6,0,2,5,6],"categories_nodes":[1,2,3],"categories_segments":[0,1,7],"categories_sizes":[1,6,4],"default_left":[0,1,1,1,0,1,0,0,0,0,0,0,0,0,0],"id":175,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.2949658E2,8.638819E1,4.168712E1,8.291285E1,4.3886185E1,1.1353386E1,3.2970337E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5261062E1,NaN,NaN,NaN,7.2E0,3.84E1,1E0,3.658874E-3,-1.5887463E-3,-1.4813902E-4,-5.755357E-3,1.15781315E-2,-8.253363E-3,-4.158242E-3,4.886239E-3],"split_indices":[16,2,3,3,11,18,6,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.145484E3,1.92741E3,1.2180739E3,1.3659182E3,5.614917E2,2.4079262E1,1.1939945E3,9.190642E2,4.4685403E2,3.0513925E2,2.5635245E2,2.149192E1,2.5873427E0,1.1530374E3,4.0957153E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.0189404E-1,-4.5048037E-1,1.5293348E-2,-2.6802957E-1,-6.0286856E-1,1.7844325E-1,-2.0607124E-1,-5.659926E-3,-7.5050874E-4,5.2750986E-3,-6.2230555E-3,-1.4878816E-3,3.3382957E-3,2.1820047E-3,-2.9638275E-3],"categories":[1,3,4,6,9,10,11,12,14,15,17,18,20,22,23,24,30,34,35,41,42,46,47,48,49,50,52,53,54,55,62,63,64,66,68,69,72,73,74,75,76,77,78,79,80,81,83,85,86,87,89,91,93,1,9,10,11,0,1,2,4,5,6],"categories_nodes":[1,2,4],"categories_segments":[0,53,57],"categories_sizes":[53,4,6],"default_left":[0,1,1,0,1,0,0,0,0,0,0,0,0,0,0],"id":176,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.2839275E2,2.1824463E1,8.5020325E1,2.0754696E1,9.777695E0,6.895852E1,3.8338604E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.73E1,NaN,NaN,4.18E1,NaN,3.22E1,6.71193E0,-5.659926E-3,-7.5050874E-4,5.2750986E-3,-6.2230555E-3,-1.4878816E-3,3.3382957E-3,2.1820047E-3,-2.9638275E-3],"split_indices":[15,0,13,12,3,12,16,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.141867E3,7.897696E2,2.3520974E3,3.6068674E2,4.2908282E2,1.3542117E3,9.978858E2,1.4101843E2,2.1966832E2,6.811529E0,4.222713E2,4.3602332E2,9.181883E2,1.7488461E2,8.2300116E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.00994214E-1,-2.5643402E-1,1.5888505E-1,-1.1412459E-1,-4.6449143E-1,3.5682446E-1,-1.8160118E-1,1.059319E-2,-1.4369175E-3,-2.4549544E-3,-6.2793647E-3,5.855887E-3,-3.0620216E-4,1.4788319E-3,-4.488084E-3],"categories":[1,2,4,7,8,10,11,16,17,18,19,20,21,23,0,0,1,2,4,5,6,0,2,3,5,6,9,10,12,15,17,18,19,20,22,24,25,26,28,29,30,32,33,36,37,39,40,42,43,44,45,46,48,50,54,56,58,59,60,63,65,67,69,71,72,73,74,76,77,79,80,83,86,87,89,90,93,95,0,1,2,5,6,0,1,2,3,5,7,8,9,10,13,16,18,21,22,23,24,29,30,31,32,33,34,36,38,42,44,45,51,52,53,54,55,56,57,61,62,63,65,68,70,71,73,74,76,77,82,83,86,87,89,90,91,92,93],"categories_nodes":[1,2,3,4,5,6],"categories_segments":[0,14,15,21,78,83],"categories_sizes":[14,1,6,57,5,54],"default_left":[0,1,1,1,1,1,1,0,0,0,0,0,0,0,0],"id":177,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.26857346E2,5.8121613E1,7.929352E1,4.0678955E1,2.8399231E1,6.59383E1,3.8173466E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.16E1,NaN,NaN,NaN,NaN,NaN,NaN,1.059319E-2,-1.4369175E-3,-2.4549544E-3,-6.2793647E-3,5.855887E-3,-3.0620216E-4,1.4788319E-3,-4.488084E-3],"split_indices":[15,1,2,3,0,3,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.1383682E3,1.9637919E3,1.1745762E3,1.1670728E3,7.9671906E2,7.427408E2,4.3183542E2,2.7827902E1,1.1392449E3,3.415657E2,4.5515338E2,4.6668066E2,2.760601E2,1.935822E2,2.3825322E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-1.00105956E-1,-4.460461E-1,1.56056825E-2,-2.638933E-1,-5.9862006E-1,-2.670665E-1,1.4131907E-1,-5.6151957E-3,-7.2063704E-4,5.120152E-3,-6.1801868E-3,-3.312941E-4,-5.1016123E-3,2.261391E-3,-4.294784E-3],"categories":[1,3,4,6,9,10,11,12,14,15,17,18,20,22,23,24,30,34,35,41,42,46,47,48,49,50,52,53,54,55,62,63,64,66,68,69,72,73,74,75,76,77,78,79,80,81,83,85,86,87,89,91,93,0,1,2,4,5,6,0,2,3,4,5,7,8,9,11,14,15,16,17,18,19,20,22,24,27,28,29,31,33,34,36,37,39,42,43,44,45,48,55,57,59,60,65,68,69,71,75,76,77,80,81,84,91,92,95],"categories_nodes":[1,4,5],"categories_segments":[0,53,59],"categories_sizes":[53,6,49],"default_left":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"id":178,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.2552531E2,2.168573E1,8.357087E1,2.0516062E1,9.514511E0,4.1153717E1,7.890358E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.73E1,NaN,3.24E1,4.18E1,NaN,NaN,1E0,-5.6151957E-3,-7.2063704E-4,5.120152E-3,-6.1801868E-3,-3.312941E-4,-5.1016123E-3,2.261391E-3,-4.294784E-3],"split_indices":[15,0,12,12,3,0,7,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.1346614E3,7.8497797E2,2.3496833E3,3.5905002E2,4.2592795E2,7.229572E2,1.6267262E3,1.3996507E2,2.1908493E2,6.8757176E0,4.1905222E2,3.68997E2,3.5396024E2,1.4167954E3,2.0993082E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-9.9215716E-2,2.1387871E-2,-4.278064E-1,-1.4862945E-2,9.606379E-1,7.442046E-2,-4.900267E-1,-1.3506061E-3,2.4611624E-3,1.1744231E-2,1.6053311E-3,1.108821E-2,-2.2355183E-3,-2.782822E-3,-6.7575956E-3],"categories":[3,0,0,1,2,3,4,5,6,8,9,10,11,12,13,14,15,16,17,18,19,21,22,23,24,25,26,28,29,30,31,32,33,34,36,37,39,40,42,43,44,46,48,49,50,51,52,53,54,55,56,58,59,61,62,63,64,65,66,68,69,70,71,72,73,74,75,76,78,79,80,81,83,86,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,3,4,6,7,9,10,11,12,14,15,17,18,19,20,24,27,28,30,33,34,36,37,39,45,46,47,48,52,53,54,55,58,60,61,63,64,65,66,68,69,70,71,73,74,75,76,80,83,86,89,90,92,93],"categories_nodes":[2,4,5,6],"categories_segments":[0,1,2,115],"categories_sizes":[1,1,113,54],"default_left":[0,0,1,0,1,0,1,0,0,0,0,0,0,0,0],"id":179,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.24146194E2,7.80667E1,2.6319077E1,6.930187E1,1.4385506E1,2.909203E1,2.924878E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.8067928E1,1E0,NaN,2.57E1,NaN,NaN,NaN,-1.3506061E-3,2.4611624E-3,1.1744231E-2,1.6053311E-3,1.108821E-2,-2.2355183E-3,-2.782822E-3,-6.7575956E-3],"split_indices":[16,8,4,22,2,0,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.131463E3,2.2913843E3,8.400785E2,2.2071814E3,8.420307E1,9.258217E1,7.4749634E2,1.5115144E3,6.9566693E2,6.6079124E1,1.812395E1,2.0096533E1,7.248564E1,3.5045676E2,3.9703955E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-9.833649E-2,1.3822597E-1,-2.6426673E-1,2.4315643E-1,-3.8666818E-1,4.2806424E-2,-3.6157808E-1,-1.296958E-3,3.949635E-3,-5.5482826E-4,-7.4113226E-3,3.937245E-3,-2.7093375E-3,-5.48462E-3,-2.3975389E-3],"categories":[3,4,5,6,7,8,1,3,5,6,7,8,9,11,13,15,16,19,20,21,22,26,27,29,30,31,32,33,36,37,38,40,44,46,55,57,58,59,61,62,63,65,66,67,70,74,75,77,82,83,85,87,89,90,91,92,93,0,1,3,4,5,6,7,9,10,11,15,16,18,19,20,22,24,28,31,33,35,39,40,41,43,48,51,52,53,58,59,60,61,64,66,69,70,72,75,77,79,80,81,82,85,86,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128],"categories_nodes":[2,4,5],"categories_segments":[0,6,57],"categories_sizes":[6,51,85],"default_left":[0,0,1,0,1,0,0,0,0,0,0,0,0,0,0],"id":180,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.228528E2,7.117384E1,5.4977005E1,6.096309E1,2.524472E1,4.8935333E1,3.1669373E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.1462984E1,1E0,NaN,3.29E1,NaN,NaN,1.68E1,-1.296958E-3,3.949635E-3,-5.5482826E-4,-7.4113226E-3,3.937245E-3,-2.7093375E-3,-5.48462E-3,-2.3975389E-3],"split_indices":[16,7,14,12,0,0,15,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.1278484E3,1.2895448E3,1.8383037E3,1.0751505E3,2.1439426E2,4.4250543E2,1.3957982E3,3.1113065E2,7.6401984E2,1.1143451E2,1.0295975E2,2.0875653E2,2.3374892E2,5.4943604E2,8.4636224E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-9.747677E-2,-4.3905297E-1,1.5787967E-2,-2.5690642E-1,-5.921866E-1,1.7560737E-1,-2.0195064E-1,-5.550779E-3,-6.5730466E-4,5.1122904E-3,-6.1169597E-3,-1.4356402E-3,3.2630404E-3,2.1518792E-3,-2.9122871E-3],"categories":[1,3,4,6,9,10,11,12,14,15,17,18,20,22,23,24,30,34,35,41,42,46,47,48,49,50,52,53,54,55,62,63,64,66,68,69,72,73,74,75,76,77,78,79,80,81,83,85,86,87,89,91,93,1,9,10,11,0,1,2,4,5,6],"categories_nodes":[1,2,4],"categories_segments":[0,53,57],"categories_sizes":[53,4,6],"default_left":[0,1,1,0,1,0,0,0,0,0,0,0,0,0,0],"id":181,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.2091478E2,2.1555786E1,8.173955E1,2.0326504E1,9.397919E0,6.519913E1,3.70926E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.73E1,NaN,NaN,4.18E1,NaN,3.22E1,6.71193E0,-5.550779E-3,-6.5730466E-4,5.1122904E-3,-6.1169597E-3,-1.4356402E-3,3.2630404E-3,2.1518792E-3,-2.9122871E-3],"split_indices":[15,0,13,12,3,12,16,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.1241594E3,7.772636E2,2.3468958E3,3.5622525E2,4.2103836E2,1.3535719E3,9.933237E2,1.3842477E2,2.1780049E2,6.877104E0,4.1416125E2,4.3413446E2,9.1943744E2,1.748681E2,8.184557E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-9.661273E-2,-2.3537081E-1,1.7924671E-1,-2.845524E-1,3.4986514E-1,3.728833E-1,-1.3976851E-1,-4.920968E-3,-1.7564696E-3,1.0151073E-2,-1.5382565E-3,6.3803783E-3,5.8571034E-4,1.0422899E-3,-5.1997355E-3],"categories":[0,0,1,3,5,7,9,11,12,14,15,16,17,18,19,20,21,22,24,26,29,32,33,34,35,36,39,41,43,45,46,48,50,51,53,54,57,59,60,61,62,63,64,66,69,70,75,77,79,80,81,83,86,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,2,4,5,6,9,11,15,17,19,20,21,25,27,28,29,31,34,36,37,38,39,40,41,43,49,51,53,54,58,65,67,68,69,70,73,75,76,79,80,81,83,84,91,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,124,125,126,128,1,2,5,8,10,13,16,18,22,23,28,29,30,31,32,33,34,36,42,44,47,51,53,55,56,57,61,65,70,71,73,76,77,83,87,89,90,91,92,93],"categories_nodes":[2,4,5,6],"categories_segments":[0,1,92,167],"categories_sizes":[1,91,75,40],"default_left":[0,0,1,0,0,0,1,0,0,0,0,0,0,0,0],"id":182,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.1953701E2,5.989486E1,6.462473E1,4.3242188E1,5.4270515E1,5.4197777E1,3.6750057E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.41E1,1E0,NaN,1.68E1,NaN,NaN,NaN,-4.920968E-3,-1.7564696E-3,1.0151073E-2,-1.5382565E-3,6.3803783E-3,5.8571034E-4,1.0422899E-3,-5.1997355E-3],"split_indices":[15,6,2,15,0,0,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.120785E3,2.0764644E3,1.0443207E3,1.9159657E3,1.6049858E2,6.497594E2,3.9456128E2,6.5816406E2,1.2578016E3,6.8721E1,9.177759E1,3.5188144E2,2.97878E2,2.4077147E2,1.5378981E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-9.575959E-2,1.6928496E-2,-4.3104008E-1,-1.03485815E-1,2.880263E-1,8.3176695E-2,-4.9870795E-1,2.5942004E-3,-2.2531685E-3,5.7476875E-3,-4.1126437E-4,1.0919672E-2,-2.083403E-3,-3.1061938E-3,-7.173298E-3],"categories":[3,0,1,3,4,5,6,9,10,11,16,19,20,21,22,24,27,28,29,30,32,35,36,39,42,43,44,47,51,53,57,59,60,61,66,68,69,70,75,76,77,80,81,82,83,91,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,124,125,126,128,0,1,2,3,4,5,6,8,9,10,11,12,13,14,15,16,17,18,19,21,22,23,24,25,26,28,29,30,31,32,33,34,36,37,39,40,42,43,44,46,48,49,50,51,52,53,54,55,56,58,59,61,62,63,64,65,66,68,69,70,71,72,73,74,75,76,78,79,80,81,83,86,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,3,4,6,7,9,10,11,12,14,15,17,18,20,24,27,28,30,34,36,37,39,45,46,47,48,52,53,54,55,58,61,63,65,66,69,70,73,74,75,76,80,83,86,89,90,92],"categories_nodes":[2,4,5,6],"categories_segments":[0,1,76,189],"categories_sizes":[1,75,113,47],"default_left":[0,0,1,0,0,0,1,0,0,0,0,0,0,0,0],"id":183,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.1781959E2,7.624617E1,2.7336548E1,7.15697E1,6.782312E1,2.7306166E1,2.828807E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.8539688E1,3.9E1,NaN,7.738863E0,NaN,NaN,NaN,2.5942004E-3,-2.2531685E-3,5.7476875E-3,-4.1126437E-4,1.0919672E-2,-2.083403E-3,-3.1061938E-3,-7.173298E-3],"split_indices":[16,26,4,16,0,0,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.1172024E3,2.3337698E3,7.834327E2,1.6164186E3,7.1735114E2,9.1079384E1,6.923533E2,4.059777E2,1.2104409E3,3.82975E2,3.3437613E2,1.9803576E1,7.127581E1,3.7346667E2,3.188866E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-9.490918E-2,-4.318361E-1,1.5820984E-2,-2.531664E-1,-5.885189E-1,-2.6140434E-1,1.3851023E-1,-5.4335357E-3,-6.8901334E-4,5.127567E-3,-6.0856626E-3,-2.9134515E-4,-5.037908E-3,2.2122716E-3,-4.2256853E-3],"categories":[1,3,4,6,9,10,11,12,14,15,17,18,20,22,23,24,34,35,41,42,46,47,48,49,50,52,53,54,55,62,63,64,66,68,69,72,73,74,75,76,77,78,79,80,81,83,85,86,87,89,91,93,0,1,2,4,5,6,0,2,3,4,5,7,8,9,11,14,15,16,17,18,19,20,22,24,27,28,29,31,33,34,36,37,39,42,43,44,45,48,55,57,59,60,65,68,69,71,75,76,77,80,81,84,91,92,95],"categories_nodes":[1,4,5],"categories_segments":[0,52,58],"categories_sizes":[52,6,49],"default_left":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"id":184,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.1621375E2,2.1420654E1,7.980604E1,1.9305555E1,9.358398E0,4.0512707E1,7.557799E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.73E1,NaN,3.24E1,4.18E1,NaN,NaN,1E0,-5.4335357E-3,-6.8901334E-4,5.127567E-3,-6.0856626E-3,-2.9134515E-4,-5.037908E-3,2.2122716E-3,-4.2256853E-3],"split_indices":[15,0,12,12,3,0,7,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.1138013E3,7.694967E2,2.3443047E3,3.607451E2,4.087516E2,7.188592E2,1.6254454E3,1.393473E2,2.2139778E2,6.868376E0,4.018832E2,3.6766235E2,3.5119684E2,1.417131E3,2.0831456E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-9.406172E-2,1.3448532E-1,-2.5586957E-1,2.3655929E-1,-3.8025752E-1,9.3204623E-1,-2.80477E-1,-1.2741871E-3,3.8406951E-3,-6.688761E-5,-6.9244527E-3,1.09581025E-2,-8.390023E-3,-1.6736032E-3,-4.8537273E-3],"categories":[0,1,2,4,5,6,1,3,5,6,7,8,9,11,13,15,16,19,20,21,22,23,26,27,29,30,31,32,33,36,37,38,40,43,44,46,54,55,57,58,59,60,61,62,63,64,65,66,67,70,74,75,76,77,82,83,85,87,89,90,91,92,93,1,2,4,6,7,8,10,11,16,17,19,20,21,23],"categories_nodes":[2,4,6],"categories_segments":[0,6,63],"categories_sizes":[6,57,14],"default_left":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"id":185,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.15108864E2,6.78962E1,5.352787E1,5.790439E1,2.4946417E1,1.1712204E1,4.13134E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.1462984E1,1E0,NaN,3.29E1,NaN,3.84E1,NaN,-1.2741871E-3,3.8406951E-3,-6.688761E-5,-6.9244527E-3,1.09581025E-2,-8.390023E-3,-1.6736032E-3,-4.8537273E-3],"split_indices":[16,7,3,12,0,18,1,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.1107434E3,1.289519E3,1.8212245E3,1.0765739E3,2.1294514E2,3.6212257E1,1.7850123E3,3.105169E2,7.6605695E2,9.740737E1,1.1553777E2,3.349622E1,2.716039E0,1.151256E3,6.337563E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-9.323093E-2,1.7274026E-2,-4.2460823E-1,-1.7635465E-2,9.3957573E-1,8.952724E-2,-4.9256676E-1,-1.3630268E-3,2.3700627E-3,1.1497836E-2,1.5471638E-3,1.08353775E-2,-2.0112852E-3,-3.0433473E-3,-7.123497E-3],"categories":[3,0,0,1,2,3,4,5,6,8,9,10,11,12,13,14,15,16,17,18,19,21,22,23,24,25,26,28,29,30,31,32,33,34,36,37,39,40,42,43,44,46,48,49,50,51,52,53,54,55,56,58,59,61,62,63,64,65,66,68,69,70,71,72,73,74,75,76,78,79,80,81,83,86,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,3,4,6,7,9,10,11,12,14,15,17,18,20,24,27,28,30,34,36,37,39,45,46,47,48,52,53,54,55,58,61,63,65,66,69,70,73,74,75,76,80,83,86,89,90,92],"categories_nodes":[2,4,5,6],"categories_segments":[0,1,2,115],"categories_sizes":[1,1,113,47],"default_left":[0,0,1,0,1,0,1,0,0,0,0,0,0,0,0],"id":186,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.1382987E2,7.509852E1,2.720488E1,6.7958015E1,1.3856361E1,2.6682947E1,2.8194427E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.8539688E1,1E0,NaN,2.57E1,NaN,NaN,NaN,-1.3630268E-3,2.3700627E-3,1.1497836E-2,1.5471638E-3,1.08353775E-2,-2.0112852E-3,-3.0433473E-3,-7.123497E-3],"split_indices":[16,8,4,22,2,0,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.107306E3,2.3309485E3,7.7635754E2,2.2468838E3,8.4064575E1,9.0601425E1,6.857561E2,1.5329629E3,7.13921E2,6.593922E1,1.8125364E1,1.9881382E1,7.072004E1,3.7067664E2,3.1507947E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-9.239996E-2,-4.2568508E-1,1.6354011E-2,-2.472932E-1,-5.8271265E-1,1.7263807E-1,-1.9751814E-1,-5.374458E-3,-6.4044265E-4,5.014993E-3,-6.027733E-3,-1.3853658E-3,3.187516E-3,1.6957024E-4,-3.699945E-3],"categories":[1,3,4,6,9,10,11,12,14,15,17,18,20,22,23,24,34,35,41,42,46,47,48,49,50,52,53,54,55,62,63,64,66,68,69,72,73,74,75,76,77,78,79,80,81,83,85,86,87,89,91,93,1,9,10,11,0,1,2,4,5,6,0,2,3,5,6,7,9,12,13,15,17,18,20,23,24,27,28,29,33,36,37,38,40,43,44,45,46,51,57,58,59,60,61,64,65,67,68,69,70,71,72,74,75,76,77,78,80,81,85,88,90,91,93,95],"categories_nodes":[1,2,4,6],"categories_segments":[0,52,56,62],"categories_sizes":[52,4,6,54],"default_left":[0,1,1,0,1,0,1,0,0,0,0,0,0,0,0],"id":187,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.1254678E2,2.1255295E1,7.8313576E1,1.9073393E1,9.123062E0,6.1592175E1,3.660114E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.73E1,NaN,NaN,4.18E1,NaN,3.22E1,NaN,-5.374458E-3,-6.4044265E-4,5.014993E-3,-6.027733E-3,-1.3853658E-3,3.187516E-3,1.6957024E-4,-3.699945E-3],"split_indices":[15,0,13,12,3,12,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.1038826E3,7.6292487E2,2.3409575E3,3.5837094E2,4.0455396E2,1.3526908E3,9.882669E2,1.3797356E2,2.2039738E2,6.9132934E0,3.9764066E2,4.3223068E2,9.204601E2,4.4090332E2,5.473636E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-9.1573365E-2,-2.2652979E-1,1.7418958E-1,-2.7534854E-1,3.4838185E-1,3.6225557E-1,-1.369669E-1,-4.788837E-3,-1.7007993E-3,1.0015607E-2,-1.5020923E-3,6.129434E-3,4.02484E-4,1.1909191E-3,-4.948829E-3],"categories":[0,0,1,3,5,7,9,11,12,14,15,16,17,18,19,20,21,22,24,26,29,32,33,34,35,36,39,41,43,45,46,48,50,51,53,54,57,59,60,61,62,63,64,66,69,70,75,77,79,80,81,83,86,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,2,4,5,6,9,11,15,17,19,20,21,25,27,28,29,31,34,36,37,38,39,43,49,51,53,54,58,65,67,68,69,70,73,75,76,79,80,81,83,84,91,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,124,125,126,128,1,2,5,8,10,13,16,18,22,23,28,29,30,31,32,33,34,36,42,44,47,51,52,53,55,56,57,61,62,65,70,71,73,76,77,83,87,89,90,91,92,93],"categories_nodes":[2,4,5,6],"categories_segments":[0,1,92,165],"categories_sizes":[1,91,73,42],"default_left":[0,0,1,0,0,0,1,0,0,0,0,0,0,0,0],"id":188,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.1129058E2,5.784565E1,6.12133E1,4.0565933E1,5.2742172E1,5.258568E1,3.621167E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.41E1,1E0,NaN,1.68E1,NaN,NaN,NaN,-4.788837E-3,-1.7007993E-3,1.0015607E-2,-1.5020923E-3,6.129434E-3,4.02484E-4,1.1909191E-3,-4.948829E-3],"split_indices":[15,6,2,15,0,0,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.1008184E3,2.056606E3,1.0442124E3,1.8961178E3,1.604882E2,6.507367E2,3.9347574E2,6.4516077E2,1.250957E3,6.903724E1,9.145096E1,3.6537933E2,2.8535733E2,2.2976526E2,1.6371048E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-9.076097E-2,1.7269583E-2,-4.175857E-1,-1.7213948E-2,9.283269E-1,9.745499E-2,-4.8592934E-1,-1.3433881E-3,2.3347596E-3,1.0185674E-2,-7.3600616E-3,1.0399755E-2,-2.0468782E-3,-2.973858E-3,-7.0706094E-3],"categories":[3,0,1,2,3,4,5,6,8,9,10,11,12,13,14,15,16,17,18,19,21,22,23,24,25,28,29,30,31,32,33,34,36,37,39,40,42,43,44,46,48,49,50,51,52,53,54,55,56,58,59,61,62,63,64,65,66,68,69,70,71,72,73,74,75,76,78,79,80,81,83,86,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,3,4,6,7,9,10,11,12,14,15,17,18,20,24,27,28,30,34,36,37,39,45,46,47,48,52,53,54,55,58,61,63,65,66,69,70,73,74,75,76,80,83,86,89,90,92],"categories_nodes":[2,5,6],"categories_segments":[0,1,113],"categories_sizes":[1,112,47],"default_left":[0,0,1,0,0,0,1,0,0,0,0,0,0,0,0],"id":189,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.09401985E2,7.320429E1,2.7142975E1,6.596781E1,1.3512611E1,2.6130714E1,2.8130722E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.8539688E1,1E0,NaN,2.57E1,1E0,NaN,NaN,-1.3433881E-3,2.3347596E-3,1.0185674E-2,-7.3600616E-3,1.0399755E-2,-2.0468782E-3,-2.973858E-3,-7.0706094E-3],"split_indices":[16,8,4,22,7,0,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.0973826E3,2.3286157E3,7.68767E2,2.2446372E3,8.397844E1,9.001138E1,6.787557E2,1.530184E3,7.1445325E2,8.002734E1,3.9510968E0,2.1257524E1,6.875386E1,3.6763968E2,3.11116E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-8.995324E-2,-2.2349401E-1,1.7216559E-1,-2.719255E-1,3.4344205E-1,2.800405E-1,-3.5596177E-1,-1.4844618E-3,-4.438618E-3,9.848265E-3,-1.4952464E-3,5.39953E-3,4.3574613E-4,2.7517541E-3,-5.7373047E-3],"categories":[2,4,6,7,8,10,11,16,17,18,19,20,21,23,0,1,3,5,7,9,11,12,14,15,16,17,18,19,20,21,22,24,26,29,32,33,34,35,36,39,41,43,45,46,48,50,51,53,54,57,59,60,61,62,63,64,66,69,70,75,77,79,80,81,83,86,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,2,5,6,7,9,11,13,15,17,20,25,28,29,31,32,33,34,36,37,38,41,42,43,45,49,51,53,54,56,58,60,61,65,68,69,70,71,73,75,76,79,80,81,83,84,89,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,124,125,126,128,0,1,3,5,6,7,8,9,10,11,12,13,14,15,16,18,19,20,21,22,23,26,27,28,29,30,31,32,33,35,36,37,38,39,40,42,43,44,46,47,48,51,52,54,55,57,58,59,61,62,63,64,65,66,67,68,70,71,74,75,76,77,79,81,82,83,85,86,87,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112],"categories_nodes":[3,4,5,6],"categories_segments":[0,14,105,185],"categories_sizes":[14,91,80,93],"default_left":[0,0,0,1,0,0,0,0,0,0,0,0,0,0,0],"id":190,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.08376015E2,5.640496E1,5.964573E1,4.0060043E1,5.1321598E1,5.3352882E1,2.4583866E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.41E1,1E0,1E0,NaN,NaN,NaN,NaN,-1.4844618E-3,-4.438618E-3,9.848265E-3,-1.4952464E-3,5.39953E-3,4.3574613E-4,2.7517541E-3,-5.7373047E-3],"split_indices":[15,6,7,1,0,0,0,0,0,0,0,0,0,0,0],"split_type":[0,0,0,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.094044E3,2.0498574E3,1.0441865E3,1.8890062E3,1.608513E2,8.674679E2,1.7671861E2,1.1005143E3,7.884919E2,6.946921E1,9.13821E1,4.1263498E2,4.5483292E2,4.5265766E1,1.3145285E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-8.914776E-2,-4.1723493E-1,1.6852343E-2,-2.2791225E-1,-5.6610674E-1,-2.5488883E-1,1.3653257E-1,-5.438152E-3,-2.7979544E-4,-1.1165618E-3,-6.1763586E-3,-1.935426E-4,-4.917341E-3,2.165951E-3,-4.1231844E-3],"categories":[1,3,4,6,9,10,11,12,14,15,17,18,20,22,23,24,27,30,34,35,41,42,46,47,48,49,50,52,53,54,55,62,63,64,65,66,68,69,72,73,74,75,76,77,78,79,80,81,83,85,86,87,89,91,93,3,0,2,3,4,5,7,8,9,11,14,15,16,17,18,19,20,22,24,27,28,29,31,33,34,36,37,39,42,43,44,45,48,55,57,59,60,65,68,69,71,75,76,77,80,81,84,86,91,92,95],"categories_nodes":[1,4,5],"categories_segments":[0,55,56],"categories_sizes":[55,1,50],"default_left":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"id":191,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.0753378E2,2.1151749E1,7.606561E1,2.1082611E1,9.813278E0,3.98857E1,7.1437126E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.73E1,NaN,3.24E1,4.18E1,NaN,NaN,1E0,-5.438152E-3,-2.7979544E-4,-1.1165618E-3,-6.1763586E-3,-1.935426E-4,-4.917341E-3,2.165951E-3,-4.1231844E-3],"split_indices":[15,0,12,12,4,0,7,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.0908684E3,7.5404456E2,2.336824E3,3.330414E2,4.2100317E2,7.1415717E2,1.6226667E3,1.2841685E2,2.0462456E2,4.3197613E1,3.7780554E2,3.586117E2,3.5554547E2,1.4166249E3,2.0604192E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-8.834959E-2,1.3046403E-1,-2.4498965E-1,2.9679182E-1,-1.6512413E-1,9.239357E-1,-2.6955733E-1,5.126172E-3,-6.5522944E-4,1.4045788E-4,-5.7105175E-3,1.0839246E-2,-8.345484E-3,-1.5828894E-3,-4.7289855E-3],"categories":[0,0,1,2,4,5,6,0,1,2,5,6,1,3,5,21,22,23,24,29,30,31,33,36,42,44,53,55,56,57,61,62,65,70,71,76,83,87,89,90,91,92,93,1,2,4,6,7,8,10,11,16,17,19,20,21,23],"categories_nodes":[1,2,3,4,6],"categories_segments":[0,1,7,12,43],"categories_sizes":[1,6,5,31,14],"default_left":[0,1,1,1,1,1,1,0,0,0,0,0,0,0,0],"id":192,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.05906876E2,6.3440952E1,5.195836E1,6.458161E1,3.3822163E1,1.1395878E1,3.9843475E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.1462984E1,NaN,NaN,NaN,NaN,3.84E1,NaN,5.126172E-3,-6.5522944E-4,1.4045788E-4,-5.7105175E-3,1.0839246E-2,-8.345484E-3,-1.5828894E-3,-4.7289855E-3],"split_indices":[16,2,3,3,0,18,1,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.0879856E3,1.2883838E3,1.7996018E3,8.2445685E2,4.639269E2,3.6290688E1,1.7633112E3,5.1641907E2,3.0803778E2,3.2253192E2,1.4139499E2,3.3615875E1,2.6748092E0,1.140828E3,6.2248315E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-8.7565206E-2,-4.130261E-1,1.7081805E-2,-2.3137589E-1,-5.679343E-1,1.6982533E-1,-1.9283395E-1,-5.303777E-3,-4.3701695E-4,5.028567E-3,-5.8778888E-3,-1.3471583E-3,3.1222536E-3,1.6277641E-4,-3.678831E-3],"categories":[1,3,4,6,9,10,11,12,14,15,17,18,20,22,23,24,30,34,35,41,42,46,47,48,49,50,52,53,54,55,62,63,64,66,68,69,72,73,74,75,76,77,78,79,80,81,83,85,86,87,89,91,93,1,9,10,11,0,1,2,4,5,6,0,2,3,5,6,7,9,12,13,15,17,20,23,24,27,28,29,33,36,37,38,40,43,44,45,46,51,57,58,59,60,61,64,65,67,68,69,70,71,72,74,75,76,77,78,80,81,85,88,90,91,93,95],"categories_nodes":[1,2,4,6],"categories_segments":[0,53,57,63],"categories_sizes":[53,4,6,53],"default_left":[0,1,1,0,1,0,1,0,0,0,0,0,0,0,0],"id":193,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.0510073E2,2.0995392E1,7.492878E1,1.9463202E1,8.896149E0,5.8699635E1,3.6035603E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.73E1,NaN,NaN,4.18E1,NaN,3.22E1,NaN,-5.303777E-3,-4.3701695E-4,5.028567E-3,-5.8778888E-3,-1.3471583E-3,3.1222536E-3,1.6277641E-4,-3.678831E-3],"split_indices":[15,0,13,12,3,12,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.0846807E3,7.4979846E2,2.3348823E3,3.4625848E2,4.0353998E2,1.3515956E3,9.8328674E2,1.328216E2,2.134369E2,6.9033647E0,3.9663663E2,4.3064938E2,9.2094617E2,4.4846405E2,5.348227E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-8.677867E-2,5.617878E-2,-3.218604E-1,1.8331319E-1,-2.5685883E-1,8.82438E-1,-3.4841445E-1,3.5056258E-3,-1.6132372E-3,-2.0677817E-5,-5.616805E-3,1.1052532E-2,-8.18081E-3,-3.8012983E-3,4.9670385E-3],"categories":[0,0,1,2,4,5,6,0,2,5,6],"categories_nodes":[1,2,3],"categories_segments":[0,1,7],"categories_sizes":[1,6,4],"default_left":[0,1,1,1,0,1,0,0,0,0,0,0,0,0,0],"id":194,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.0361911E2,7.637317E1,3.7591957E1,7.870669E1,4.305253E1,1.054192E1,3.078395E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5261062E1,NaN,NaN,NaN,7.2E0,3.84E1,1E0,3.5056258E-3,-1.6132372E-3,-2.0677817E-5,-5.616805E-3,1.1052532E-2,-8.18081E-3,-3.8012983E-3,4.9670385E-3],"split_indices":[16,2,3,3,11,18,6,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.0817505E3,1.9168441E3,1.1649065E3,1.3634988E3,5.5334534E2,2.4435976E1,1.1404705E3,9.179892E2,4.4550955E2,3.019562E2,2.5138913E2,2.1914602E1,2.5213726E0,1.0997495E3,4.0720917E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-8.600355E-2,-4.0884224E-1,1.728374E-2,-2.2762932E-1,-5.63831E-1,-2.5117594E-1,1.3515954E-1,-5.2590757E-3,-4.1361692E-4,4.8856027E-3,-5.836337E-3,-1.7244036E-4,-4.872459E-3,2.135783E-3,-4.061486E-3],"categories":[1,3,4,6,9,10,11,12,14,15,17,18,20,22,23,24,30,34,35,41,42,46,47,48,49,50,52,53,54,55,62,63,64,66,68,69,72,73,74,75,76,77,78,79,80,81,83,85,86,87,89,91,93,0,1,2,4,5,6,0,2,3,4,5,7,8,9,11,14,15,16,17,18,19,20,22,24,27,28,29,31,33,34,36,37,39,42,43,44,45,48,55,57,59,60,65,68,69,71,75,76,77,80,81,84,86,91,92,95],"categories_nodes":[1,4,5],"categories_segments":[0,53,59],"categories_sizes":[53,6,50],"default_left":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"id":195,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.0269628E2,2.0837585E1,7.389616E1,1.919126E1,8.656311E0,3.9339542E1,6.8963326E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.73E1,NaN,3.24E1,4.18E1,NaN,NaN,1E0,-5.2590757E-3,-4.1361692E-4,4.8856027E-3,-5.836337E-3,-1.7244036E-4,-4.872459E-3,2.135783E-3,-4.061486E-3],"split_indices":[15,0,12,12,3,0,7,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.0785867E3,7.454916E2,2.333095E3,3.4480917E2,4.006824E2,7.115115E2,1.6215836E3,1.3184953E2,2.1295966E2,6.9631686E0,3.9371924E2,3.5791306E2,3.5359845E2,1.4169211E3,2.0466248E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-8.523028E-2,-2.1549788E-1,1.6844124E-1,-2.6347235E-1,3.4021398E-1,3.4681585E-1,-1.294297E-1,-1.4189271E-3,-4.339181E-3,9.419747E-3,-1.6936044E-3,6.23865E-3,6.694831E-4,1.2361081E-3,-4.8565664E-3],"categories":[0,2,4,6,7,8,10,11,16,17,18,19,20,21,23,0,1,3,5,7,9,11,12,14,15,16,17,18,19,20,21,22,24,26,29,32,33,34,35,36,39,41,43,45,46,48,50,51,53,54,57,59,60,61,62,63,64,66,69,70,75,77,79,81,83,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,2,4,5,6,7,9,11,13,15,17,19,20,21,25,27,28,29,31,32,34,36,37,38,39,40,41,43,49,51,53,54,56,58,65,67,68,69,70,73,75,76,79,80,81,83,84,91,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,122,124,125,126,128,1,2,5,8,10,13,16,18,22,23,28,29,30,31,32,33,34,36,42,44,47,51,52,53,55,56,57,61,62,65,70,71,73,76,77,83,87,89,90,91,92,93],"categories_nodes":[2,3,4,5,6],"categories_segments":[0,1,15,104,184],"categories_sizes":[1,14,89,80,42],"default_left":[0,0,1,1,0,0,1,0,0,0,0,0,0,0,0],"id":196,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.0170859E2,5.4296875E1,5.5541084E1,3.87368E1,4.9841545E1,5.063269E1,3.5388813E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.41E1,1E0,NaN,NaN,NaN,NaN,NaN,-1.4189271E-3,-4.339181E-3,9.419747E-3,-1.6936044E-3,6.23865E-3,6.694831E-4,1.2361081E-3,-4.8565664E-3],"split_indices":[15,6,2,1,0,0,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.075766E3,2.0322816E3,1.0434845E3,1.871262E3,1.6101968E2,6.5255145E2,3.9093295E2,1.0932645E3,7.7799744E2,7.34424E1,8.757729E1,3.2730923E2,3.2524222E2,2.2895277E2,1.619802E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-8.446624E-2,-4.0476668E-1,1.753272E-2,-2.4457435E-1,-5.7986265E-1,3.0660573E-1,-8.981185E-2,2.9556284E-4,-4.0638954E-3,6.4834044E-3,-6.0376236E-3,6.570067E-3,3.8855238E-4,1.9424803E-3,-2.2577583E-3],"categories":[4,9,10,11,12,14,15,17,18,20,22,23,24,34,35,41,42,46,47,48,50,52,53,54,55,62,63,64,66,68,69,73,74,75,76,77,78,79,80,81,83,85,86,87,89,91,93,1,7,8,9,10,11,0,1,2,4,5,6,0,2,3,4,5,6,7,9,10,11,12,18,19,20,21,22,25,28,29,30,31,32,34,35,36,40,42,43,47,48,51,52,53,56,57,58,59,60,61,66,69,70,73,75,79,80,81,82,83,84,86,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,125,126,128],"categories_nodes":[1,2,4,5],"categories_segments":[0,47,53,59],"categories_sizes":[47,6,6,84],"default_left":[0,1,1,0,1,0,0,0,0,0,0,0,0,0,0],"id":197,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[1.00423676E2,2.0682426E1,7.2397E1,1.7287064E1,1.0782135E1,5.9246014E1,6.575721E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.73E1,NaN,NaN,1.43E1,NaN,NaN,7.1E0,2.9556284E-4,-4.0638954E-3,6.4834044E-3,-6.0376236E-3,6.570067E-3,3.8855238E-4,1.9424803E-3,-2.2577583E-3],"split_indices":[15,0,13,11,3,0,11,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.072634E3,7.414235E2,2.3312104E3,3.8844165E2,3.5298187E2,6.3075793E2,1.7004526E3,1.4448587E2,2.4395578E2,6.2388954E0,3.4674298E2,2.7258124E2,3.581767E2,5.503069E2,1.1501458E3],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-8.370937E-2,1.8372225E-2,-3.9928254E-1,-2.4235977E-1,1.3358156E-1,1.2406017E-1,-4.6906304E-1,-8.288279E-5,-4.900297E-3,2.1107623E-3,-4.0429425E-3,1.0290296E-2,-1.9422328E-3,-2.781566E-3,-6.945884E-3],"categories":[3,2,3,4,5,7,8,9,11,14,15,17,18,19,20,22,28,29,31,34,36,37,39,42,43,44,48,53,55,57,59,60,62,64,65,68,71,74,75,76,77,80,81,84,85,89,91,92,0,1,2,3,4,5,6,8,9,10,11,12,13,14,15,16,17,18,19,21,22,23,24,25,28,29,30,31,32,33,34,36,37,39,40,42,43,44,46,48,49,50,51,52,53,54,55,56,58,59,61,62,63,65,66,68,69,70,71,72,73,74,75,76,78,79,80,81,83,86,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,3,4,6,7,9,10,11,12,14,15,17,18,20,24,27,28,30,34,36,37,39,45,46,47,48,52,53,54,55,58,61,63,65,66,69,70,73,74,75,76,80,83,86,89,90,92],"categories_nodes":[2,3,5,6],"categories_segments":[0,1,48,159],"categories_sizes":[1,47,111,47],"default_left":[0,0,1,1,0,0,1,0,0,0,0,0,0,0,0],"id":198,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[9.8921646E1,6.975203E1,2.7466835E1,4.125122E1,6.720894E1,2.5861048E1,2.8327576E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.8539688E1,3.29E1,NaN,NaN,1E0,NaN,NaN,-8.288279E-5,-4.900297E-3,2.1107623E-3,-4.0429425E-3,1.0290296E-2,-1.9422328E-3,-2.781566E-3,-6.945884E-3],"split_indices":[16,12,4,0,7,0,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.069518E3,2.3199897E3,7.495284E2,7.106357E2,1.609354E3,8.808996E1,6.614384E2,3.6587894E2,3.447567E2,1.4072163E3,2.0213766E2,2.2339478E1,6.575048E1,3.5942218E2,3.0201624E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-8.295603E-2,-4.1351193E-1,1.3811203E-2,-1.7228386E-1,-5.560716E-1,-2.5007695E-1,1.2990361E-1,1.7697248E-4,-5.2693407E-3,-3.318162E-3,-6.5773963E-3,-2.802837E-4,-4.90694E-3,2.0515278E-3,-4.0172203E-3],"categories":[0,3,4,6,9,10,11,12,14,15,16,17,18,20,22,23,24,27,30,31,34,35,37,41,42,43,45,46,47,48,49,50,51,52,53,54,55,62,63,64,65,66,68,69,71,73,74,75,76,77,78,79,80,81,83,85,86,87,89,90,91,93,3,4,5,6,8,2,3,4,5,7,8,9,11,14,15,16,17,18,19,20,22,24,28,29,31,33,34,36,37,39,42,43,44,48,53,55,57,59,60,65,68,69,71,75,76,77,80,81,84,86,91,92,95],"categories_nodes":[1,4,5],"categories_segments":[0,62,67],"categories_sizes":[62,5,48],"default_left":[0,1,0,1,1,1,0,0,0,0,0,0,0,0,0],"id":199,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[9.81319E1,2.3794853E1,7.2760376E1,1.7493761E1,9.727142E0,3.8756508E1,6.6063095E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.69E1,NaN,3.24E1,2.4E1,NaN,NaN,1E0,1.7697248E-4,-5.2693407E-3,-3.318162E-3,-6.5773963E-3,-2.802837E-4,-4.90694E-3,2.0515278E-3,-4.0172203E-3],"split_indices":[15,0,12,28,14,0,7,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.0666914E3,6.937104E2,2.372981E3,2.5850214E2,4.3520828E2,7.246452E2,1.6483358E3,1.6894878E2,8.955335E1,1.3708827E2,2.9812003E2,3.7744458E2,3.4720062E2,1.4444891E3,2.0384671E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-8.2210794E-2,-2.223631E-1,1.440046E-1,-8.527312E-2,-4.2748243E-1,3.1991008E-1,-1.6500868E-1,1.5845926E-3,-2.2318556E-3,-2.0519437E-3,-6.0114474E-3,5.3836587E-3,-4.9815496E-4,4.0064167E-4,-5.7949712E-3],"categories":[1,2,4,7,8,10,11,16,17,18,19,20,21,23,0,0,3,4,5,6,7,8,10,11,12,14,15,17,19,20,21,22,24,25,27,28,32,35,36,37,44,45,46,48,50,52,53,54,55,59,60,61,64,66,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,85,86,87,88,90,91,93,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,2,3,5,6,9,10,12,15,17,18,19,20,24,25,26,28,29,30,32,33,36,37,39,40,42,43,44,45,46,48,50,54,56,58,59,60,63,65,67,69,71,72,73,74,76,77,79,80,83,86,87,89,90,93,95,0,1,2,5,6,1,2,5,8,10,13,18,22,23,24,29,30,31,32,33,36,42,51,53,55,56,57,61,65,70,71,76,83,87,89,90,91,92,93],"categories_nodes":[1,2,3,4,5,6],"categories_segments":[0,14,15,108,164,169],"categories_sizes":[14,1,93,56,5,34],"default_left":[0,1,1,0,1,1,1,0,0,0,0,0,0,0,0],"id":200,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[9.7205795E1,5.319081E1,6.3819065E1,3.821495E1,2.9139359E1,6.043328E1,3.625071E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[3.16E1,NaN,NaN,NaN,NaN,NaN,NaN,1.5845926E-3,-2.2318556E-3,-2.0519437E-3,-6.0114474E-3,5.3836587E-3,-4.9815496E-4,4.0064167E-4,-5.7949712E-3],"split_indices":[15,1,2,0,0,3,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.0639731E3,1.8918745E3,1.1720986E3,1.134833E3,7.570415E2,7.468944E2,4.2520416E2,4.1003317E2,7.247998E2,3.3299228E2,4.2404922E2,4.6920444E2,2.7768997E2,2.8506726E2,1.401369E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-8.1478514E-2,1.4174423E-1,-2.2198938E-1,-5.722738E-1,2.2239731E-1,2.1940213E-1,-3.1464583E-1,3.8880976E-3,-7.4307015E-3,2.9756655E-3,-3.9949035E-3,4.850868E-3,-3.3727207E-3,-1.690902E-3,-5.1123356E-3],"categories":[1,8,9,10,11,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,24,25,26,27,28,29,30,31,32,33,34,36,37,38,39,40,42,43,44,45,46,48,51,52,53,54,55,56,57,59,60,61,62,63,64,66,67,68,69,70,71,73,74,75,76,77,78,79,80,81,82,84,86,87,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,2,5,6,7,13,23,27,29,32,33,34,36,38,42,44,54,60,61,65,68,69,70,71,75,80,82,83,84,89,91,93,95,96,5,11,12,15,17,18,19,20,21,24,28,36,40,43,45,46,48,50,51,53,59,63,64,65,67,68,69,71,72,73,74,76,78,80,85,86,88,90,91,92,93,95],"categories_nodes":[0,3,5,6],"categories_segments":[0,5,121,155],"categories_sizes":[5,116,34,42],"default_left":[1,0,0,0,0,1,1,0,0,0,0,0,0,0,0],"id":201,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[9.606724E1,6.827719E1,7.693415E1,2.0050396E1,4.9858578E1,4.8478016E1,4.437401E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.61E1,7.5E0,NaN,1.973854E1,NaN,NaN,3.8880976E-3,-7.4307015E-3,2.9756655E-3,-3.9949035E-3,4.850868E-3,-3.3727207E-3,-1.690902E-3,-5.1123356E-3],"split_indices":[13,12,16,0,16,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,0,1,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.0608555E3,1.1824099E3,1.8784454E3,1.1938699E2,1.063023E3,3.2566986E2,1.5527756E3,1.7822435E1,1.0156455E2,9.488539E2,1.1416902E2,2.205407E2,1.05129166E2,8.932581E2,6.5951746E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-8.075054E-2,-4.0779975E-1,1.4390965E-2,-1.7223018E-1,-5.53627E-1,-2.466927E-1,1.289244E-1,1.5667798E-4,-5.2482E-3,6.0571525E-3,-5.724388E-3,-2.6460623E-4,-4.862737E-3,2.0304401E-3,-3.9729048E-3],"categories":[0,3,4,6,9,10,11,12,14,15,16,17,18,20,22,23,24,27,30,31,34,35,37,41,42,43,45,46,47,48,49,50,51,52,53,54,55,62,63,64,65,66,68,69,71,73,74,75,76,77,78,79,80,81,83,86,87,89,90,91,93,4,5,6,7,8,9,10,11,2,3,4,5,7,8,9,11,14,15,16,17,18,19,20,22,24,28,29,31,33,34,36,37,39,42,43,44,48,53,55,57,59,60,65,68,69,71,75,76,77,80,81,84,86,91,92,95],"categories_nodes":[1,4,5],"categories_segments":[0,61,69],"categories_sizes":[61,8,48],"default_left":[0,1,0,1,1,1,0,0,0,0,0,0,0,0,0],"id":202,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[9.518533E1,2.3585693E1,7.091667E1,1.7566498E1,9.622879E0,3.8143555E1,6.437095E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.69E1,NaN,3.24E1,2.4E1,NaN,NaN,1E0,1.5667798E-4,-5.2482E-3,6.0571525E-3,-5.724388E-3,-2.6460623E-4,-4.862737E-3,2.0304401E-3,-3.9729048E-3],"split_indices":[15,0,12,28,13,0,7,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.057864E3,6.883551E2,2.3695088E3,2.6402686E2,4.2432825E2,7.2216046E2,1.6473484E3,1.7286256E2,9.116429E1,6.2771764E0,4.1805106E2,3.768531E2,3.4530737E2,1.4444987E3,2.0284966E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-8.0020815E-2,1.2563056E-1,-2.2952235E-1,2.1778175E-1,-3.5310236E-1,9.0122354E-1,-2.5390688E-1,-1.2325306E-3,3.5466535E-3,-2.2171033E-4,-7.1447818E-3,1.261204E-2,8.489362E-4,-1.4562963E-3,-4.544556E-3],"categories":[0,1,2,4,5,6,1,3,5,6,7,8,9,11,13,15,16,19,20,21,22,26,27,29,30,31,32,33,36,37,38,40,44,46,55,57,58,59,61,62,63,65,66,67,70,74,75,77,82,83,85,87,89,90,91,92,93,1,2,4,6,7,8,10,11,16,17,19,20,21,23],"categories_nodes":[2,4,6],"categories_segments":[0,6,57],"categories_sizes":[6,51,14],"default_left":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"id":203,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[9.399219E1,5.6860638E1,4.9033768E1,5.046036E1,2.487711E1,1.0937777E1,3.757569E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.1462984E1,1E0,NaN,3.29E1,NaN,3.49E1,NaN,-1.2325306E-3,3.5466535E-3,-2.2171033E-4,-7.1447818E-3,1.261204E-2,8.489362E-4,-1.4562963E-3,-4.544556E-3],"split_indices":[16,7,3,12,0,47,1,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.0551963E3,1.2861515E3,1.7690449E3,1.079E3,2.071514E2,3.658505E1,1.73246E3,3.0907172E2,7.6992834E2,1.086845E2,9.8466896E1,2.5010914E1,1.1574137E1,1.1261643E3,6.062956E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-7.9302385E-2,1.4084037E-1,-2.1834031E-1,-5.6653464E-1,2.2012717E-1,2.1626082E-1,-3.1012362E-1,3.8764703E-3,-7.377859E-3,2.9386394E-3,-3.9449786E-3,4.784462E-3,-3.3540346E-3,-1.7465111E-3,-5.2035186E-3],"categories":[1,8,9,10,11,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,24,25,26,27,28,29,30,31,32,33,34,36,37,38,39,40,42,43,44,45,46,48,51,52,53,54,55,56,57,59,60,61,62,63,64,66,67,68,69,70,71,73,74,75,76,77,78,79,80,81,82,84,86,87,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,2,5,6,7,13,23,27,29,32,33,34,36,38,42,44,54,60,61,65,68,69,70,71,75,80,82,83,84,89,91,93,95,96,5,11,12,15,17,18,19,20,21,24,28,36,40,45,46,48,50,51,53,59,63,64,65,67,68,69,71,72,73,74,76,78,80,86,90,91,92,93,95],"categories_nodes":[0,3,5,6],"categories_segments":[0,5,121,155],"categories_sizes":[5,116,34,39],"default_left":[1,0,0,0,0,1,1,0,0,0,0,0,0,0,0],"id":204,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[9.348227E1,6.644448E1,7.472668E1,1.9806389E1,4.8337624E1,4.744929E1,4.3931824E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.61E1,7.5E0,NaN,1.973854E1,NaN,NaN,3.8764703E-3,-7.377859E-3,2.9386394E-3,-3.9449786E-3,4.784462E-3,-3.3540346E-3,-1.7465111E-3,-5.2035186E-3],"split_indices":[13,12,16,0,16,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,0,1,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.0521538E3,1.181476E3,1.870678E3,1.1846031E2,1.0630156E3,3.259453E2,1.5447327E3,1.7833208E1,1.00627106E2,9.496122E2,1.1340346E2,2.210305E2,1.049148E2,9.4049927E2,6.0423334E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-7.859275E-2,-4.0215784E-1,1.4945609E-2,-1.5493993E-1,-5.410758E-1,1.6042611E-1,-1.8550241E-1,3.961789E-4,-5.205382E-3,-6.088351E-3,-2.1334358E-3,3.2231214E-3,-9.021649E-4,2.1260093E-4,-3.5462764E-3],"categories":[0,3,4,6,9,10,11,12,14,15,16,17,18,20,22,23,24,27,30,31,34,35,37,41,42,43,45,46,47,48,49,50,51,52,53,54,55,62,63,64,65,66,68,69,71,72,73,74,75,76,77,78,79,80,81,83,85,86,87,89,90,91,93,1,9,10,11,0,2,4,5,6,7,9,11,18,19,20,21,22,25,28,29,31,32,35,36,41,43,51,53,54,61,65,69,70,73,74,79,80,83,84,86,91,92,94,95,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,125,126,128,2,3,5,6,7,9,12,13,15,17,18,19,20,23,24,27,28,29,33,36,37,38,40,44,45,46,51,56,57,58,59,60,61,64,65,67,68,69,71,72,74,76,77,78,80,81,85,86,88,90,91,93,95,96],"categories_nodes":[1,2,5,6],"categories_segments":[0,63,67,133],"categories_sizes":[63,4,66,54],"default_left":[0,1,1,1,0,0,1,0,0,0,0,0,0,0,0],"id":205,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[9.2323235E1,2.340915E1,6.905893E1,1.7625654E1,9.587051E0,5.5706043E1,3.4835407E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.69E1,NaN,NaN,2.4E1,4.09E1,NaN,NaN,3.961789E-4,-5.205382E-3,-6.088351E-3,-2.1334358E-3,3.2231214E-3,-9.021649E-4,2.1260093E-4,-3.5462764E-3],"split_indices":[15,0,13,28,19,0,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.049221E3,6.8306915E2,2.3661519E3,2.4650504E2,4.3656415E2,1.3711805E3,9.9497125E2,1.6146892E2,8.5036125E1,3.6105716E2,7.550698E1,8.32923E2,5.3825757E2,4.4806625E2,5.46905E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-7.787772E-2,4.664983E-1,-1.3305627E-1,8.3386296E-1,2.0823903E-2,2.882048E-1,-2.2310288E-1,-3.1643473E-3,9.283664E-3,-3.2907394E-3,4.193162E-3,7.5033694E-3,-1.9041775E-4,-9.945183E-4,-3.952484E-3],"categories":[1,5,6,7,8,9,10,11,0,1,3,4,6,7,9,10,12,13,14,16,17,18,19,22,27,28,33,35,38,39,41,43,45,51,53,56,58,59,60,61,66,67,68,69,71,72,77,80,81,82,83,86,87,91,93,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,124,125,126,128,0,2,3,4,5,6,7,8,9,11,13,15,18,21,22,23,25,27,29,31,32,33,34,36,38,42,43,44,46,47,51,53,54,55,56,57,58,59,60,61,65,69,70,71,73,75,76,77,79,80,83,84,87,89,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,2,4,6,7,8,10,11,16,17,18,19,20,21],"categories_nodes":[0,1,5,6],"categories_segments":[0,8,83,175],"categories_sizes":[8,75,92,14],"default_left":[1,0,0,0,0,0,1,0,0,0,0,0,0,0,0],"id":206,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[9.161076E1,4.594296E1,1.05065445E2,1.7018509E1,1.7966398E1,6.929339E1,4.851696E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,NaN,7.738863E0,2.57E1,3.44E1,NaN,NaN,-3.1643473E-3,9.283664E-3,-3.2907394E-3,4.193162E-3,7.5033694E-3,-1.9041775E-4,-9.945183E-4,-3.952484E-3],"split_indices":[13,0,16,12,15,0,1,0,0,0,0,0,0,0,0],"split_type":[1,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.0467754E3,2.797165E2,2.7670588E3,1.5285155E2,1.2686493E2,4.8692044E2,2.2801384E3,1.1425972E1,1.4142558E2,6.764402E1,5.922091E1,1.9387271E2,2.9304776E2,1.3278965E3,9.5224194E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-7.717858E-2,-3.9820176E-1,1.5218921E-2,-1.5869576E-1,-5.412758E-1,-2.4185525E-1,1.2757368E-1,-8.127766E-5,-5.983805E-3,-3.1557982E-3,-6.4443965E-3,-3.3390574E-4,-4.9204845E-3,2.0013396E-3,-3.9105075E-3],"categories":[0,3,4,6,9,10,11,12,14,15,16,17,18,20,22,23,24,27,30,31,34,35,37,41,42,43,45,46,47,48,49,50,51,52,53,54,55,62,63,64,65,66,68,69,71,73,74,75,76,77,78,79,80,81,83,85,86,87,89,90,91,93,3,4,5,6,8,2,3,4,5,7,8,9,11,14,15,16,17,18,19,20,22,24,28,29,31,33,34,36,37,39,42,43,44,48,53,55,57,59,60,65,68,71,75,76,77,80,81,84,91,92,95],"categories_nodes":[1,4,5],"categories_segments":[0,62,67],"categories_sizes":[62,5,46],"default_left":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"id":207,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[9.031534E1,2.3232819E1,6.834439E1,1.6936468E1,9.706108E0,3.7518353E1,6.2037926E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.69E1,NaN,3.24E1,2.5E1,NaN,NaN,1E0,-8.127766E-5,-5.983805E-3,-3.1557982E-3,-6.4443965E-3,-3.3390574E-4,-4.9204845E-3,2.0013396E-3,-3.9105075E-3],"split_indices":[15,0,12,11,14,0,7,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.043639E3,6.794988E2,2.3641401E3,2.5490195E2,4.2459683E2,7.186576E2,1.6454825E3,1.9063751E2,6.426444E1,1.3447003E2,2.9012677E2,3.9263867E2,3.260189E2,1.4440596E3,2.0142294E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-7.648287E-2,1.3879125E-1,-2.1311477E-1,-5.6071144E-1,2.1656325E-1,2.1195325E-1,-3.036702E-1,3.8708316E-3,-7.3246243E-3,2.884766E-3,-3.8841863E-3,4.6880287E-3,-3.3184974E-3,-1.5934913E-3,-4.9985596E-3],"categories":[1,8,9,10,11,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,24,25,26,27,28,29,30,31,32,33,34,36,37,38,39,40,42,43,44,45,46,48,51,52,53,54,55,56,57,59,60,61,62,63,64,66,67,68,69,70,71,73,74,75,76,77,78,79,80,81,82,84,86,87,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,2,5,6,7,13,23,27,29,32,33,34,36,38,42,44,54,60,61,65,68,69,70,71,75,80,82,83,84,89,91,93,95,96,5,11,12,15,17,18,19,20,21,24,28,36,40,43,45,46,48,50,51,53,59,63,64,65,67,68,69,71,72,73,74,76,78,80,85,86,88,90,91,92,93,95],"categories_nodes":[0,3,5,6],"categories_segments":[0,5,121,155],"categories_sizes":[5,116,34,42],"default_left":[1,0,0,0,0,1,1,0,0,0,0,0,0,0,0],"id":208,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.950689E1,6.440941E1,7.171153E1,1.95766E1,4.6411762E1,4.589705E1,4.337793E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.61E1,7.5E0,NaN,1.973854E1,NaN,NaN,3.8708316E-3,-7.3246243E-3,2.884766E-3,-3.8841863E-3,4.6880287E-3,-3.3184974E-3,-1.5934913E-3,-4.9985596E-3],"split_indices":[13,12,16,0,16,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,0,1,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.0410686E3,1.1807267E3,1.8603419E3,1.17519E2,1.0632076E3,3.264837E2,1.5338583E3,1.7836409E1,9.968259E1,9.5072003E2,1.1248762E2,2.2184131E2,1.04642395E2,8.84789E2,6.490693E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-7.579683E-2,4.5964924E-1,-1.3022457E-1,8.1304294E-1,7.552125E-3,2.8269896E-1,-2.1902864E-1,-9.39958E-3,8.683036E-3,-3.2011021E-3,3.8555737E-3,7.356568E-3,-1.9897212E-4,-9.648891E-4,-3.9018835E-3],"categories":[1,5,6,7,8,9,10,11,0,1,3,4,6,7,9,10,12,13,14,16,17,18,19,22,27,28,33,35,38,39,41,43,45,51,53,56,58,59,60,61,66,67,68,69,71,72,77,80,81,82,83,86,87,91,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,124,125,126,128,0,2,3,4,5,6,7,8,9,11,13,15,18,21,22,23,25,27,29,31,32,33,34,36,38,42,43,44,46,47,51,53,54,55,56,57,58,59,60,61,65,69,70,71,73,75,76,77,79,80,83,84,87,89,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,2,4,6,7,8,10,11,16,17,18,19,20,21],"categories_nodes":[0,1,5,6],"categories_segments":[0,8,82,174],"categories_sizes":[8,74,92,14],"default_left":[1,0,0,0,0,0,1,0,0,0,0,0,0,0,0],"id":209,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.863198E1,4.483271E1,1.0125312E2,1.6074532E1,1.5499027E1,6.702074E1,4.760853E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,NaN,7.738863E0,2.38E1,3.44E1,NaN,NaN,-9.39958E-3,8.683036E-3,-3.2011021E-3,3.8555737E-3,7.356568E-3,-1.9897212E-4,-9.648891E-4,-3.9018835E-3],"split_indices":[13,0,16,12,15,0,1,0,0,0,0,0,0,0,0],"split_type":[1,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.038212E3,2.796493E2,2.7585627E3,1.565104E2,1.23138885E2,4.8786966E2,2.2706929E3,4.2937255E0,1.5221667E2,6.60439E1,5.7094986E1,1.9481656E2,2.930531E2,1.3242068E3,9.464861E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-7.511669E-2,-3.927367E-1,1.576561E-2,-1.4689912E-1,-5.3184205E-1,-2.3848893E-1,1.2657526E-1,4.5990114E-4,-5.123205E-3,-6.0020178E-3,-2.0277041E-3,-2.7253412E-4,-4.825031E-3,1.9827983E-3,-3.8780042E-3],"categories":[0,3,4,6,9,10,11,12,14,15,16,17,18,20,22,23,24,27,30,31,34,35,37,41,42,43,45,46,47,48,49,50,51,52,53,54,55,62,63,64,65,66,68,69,71,72,73,74,75,76,77,78,79,80,81,83,85,86,87,89,90,91,93,2,3,4,5,7,8,9,11,14,15,16,17,18,19,20,22,24,28,29,31,33,34,36,37,39,42,43,44,48,53,55,57,59,60,65,68,71,75,76,77,80,81,84,86,91,92,95],"categories_nodes":[1,5],"categories_segments":[0,63],"categories_sizes":[63,47],"default_left":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"id":210,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.764821E1,2.3022667E1,6.6566956E1,1.7327118E1,9.574303E0,3.6953987E1,6.0766533E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.69E1,NaN,3.24E1,2.4E1,4.09E1,NaN,1E0,4.5990114E-4,-5.123205E-3,-6.0020178E-3,-2.0277041E-3,-2.7253412E-4,-4.825031E-3,1.9827983E-3,-3.8780042E-3],"split_indices":[15,0,12,28,19,0,7,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.035164E3,6.745147E2,2.3606494E3,2.4448978E2,4.3002493E2,7.161893E2,1.6444601E3,1.605938E2,8.389598E1,3.5537677E2,7.464816E1,3.8447388E2,3.317154E2,1.4438064E3,2.0065376E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-7.44373E-2,1.3753162E-1,-2.0940915E-1,-5.551352E-1,2.1396285E-1,2.0671211E-1,-2.9871926E-1,3.860372E-3,-7.2732465E-3,2.84496E-3,-3.8359985E-3,5.5421363E-3,-1.8326817E-3,-1.6437989E-3,-5.08576E-3],"categories":[1,8,9,10,11,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,24,25,26,27,28,29,30,31,32,33,34,36,37,38,39,40,42,43,44,45,46,48,51,52,53,54,55,56,57,59,60,61,62,63,64,66,67,68,69,70,71,73,74,75,76,77,78,79,80,81,82,84,86,87,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,2,5,6,7,13,14,15,16,23,27,29,32,33,34,36,37,38,41,42,44,47,51,54,57,59,60,61,65,68,69,70,71,73,75,76,79,80,82,83,84,85,87,89,91,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,5,11,12,15,17,18,19,20,21,24,28,36,40,45,46,48,50,51,53,59,63,64,65,67,68,69,71,72,73,74,76,78,80,86,90,91,92,93,95],"categories_nodes":[0,3,5,6],"categories_segments":[0,5,121,201],"categories_sizes":[5,116,80,39],"default_left":[1,0,0,0,0,0,1,0,0,0,0,0,0,0,0],"id":211,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.682135E1,6.263205E1,6.8958275E1,1.9342869E1,4.4962093E1,4.457467E1,4.295688E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.61E1,7.5E0,NaN,1.973854E1,NaN,NaN,3.860372E-3,-7.2732465E-3,2.84496E-3,-3.8359985E-3,5.5421363E-3,-1.8326817E-3,-1.6437989E-3,-5.08576E-3],"split_indices":[13,12,16,0,16,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,0,1,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.0326611E3,1.1798018E3,1.8528594E3,1.16623634E2,1.0631782E3,3.2716937E2,1.5256901E3,1.784462E1,9.8779015E1,9.5140344E2,1.1177474E2,1.7278444E2,1.5438495E2,9.313022E2,5.943879E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-7.376793E-2,4.5292997E-1,-1.2745684E-1,8.416455E-1,4.9450543E-2,2.773298E-1,-2.1502896E-1,-3.3550158E-3,9.384912E-3,-3.012519E-3,4.4347118E-3,7.302038E-3,-1.4796425E-4,-9.356636E-4,-3.8522466E-3],"categories":[1,5,6,7,8,9,10,11,0,1,3,4,6,7,9,10,11,12,13,14,16,17,18,19,21,22,27,28,33,35,38,39,41,43,45,51,53,56,58,59,60,61,66,67,68,69,71,72,77,80,81,82,83,85,86,87,88,91,93,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,124,125,126,128,0,2,3,4,5,6,7,8,9,11,13,15,18,21,22,23,25,27,28,29,31,32,33,34,36,38,42,43,44,46,47,51,53,54,55,56,57,58,59,60,61,65,69,70,71,73,75,76,77,79,80,83,84,87,89,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,2,4,6,7,8,10,11,16,17,18,19,20,21],"categories_nodes":[0,1,5,6],"categories_segments":[0,8,87,180],"categories_sizes":[8,79,93,14],"default_left":[1,0,0,0,0,0,1,0,0,0,0,0,0,0,0],"id":212,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.576373E1,4.396576E1,9.75865E1,1.6599693E1,1.930563E1,6.480736E1,4.6734917E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,NaN,7.738863E0,2.57E1,3.44E1,NaN,NaN,-3.3550158E-3,9.384912E-3,-3.012519E-3,4.4347118E-3,7.302038E-3,-1.4796425E-4,-9.356636E-4,-3.8522466E-3],"split_indices":[13,0,16,12,15,0,1,0,0,0,0,0,0,0,0],"split_type":[1,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.0298545E3,2.7959003E2,2.7502644E3,1.4184723E2,1.377428E2,4.8878326E2,2.2614812E3,1.0595541E1,1.3125168E2,7.300199E1,6.47408E1,1.9107152E2,2.9771173E2,1.3205802E3,9.4090106E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-7.31034E-2,-3.873205E-1,1.6290288E-2,-1.4881323E-1,-5.308277E-1,-2.3509715E-1,1.255418E-1,3.7383972E-4,-5.043935E-3,-3.0486376E-3,-6.3481936E-3,-5.7058554E-4,-5.1588747E-3,1.9639258E-3,-3.845539E-3],"categories":[0,3,4,6,9,10,11,12,14,15,16,17,18,20,22,23,24,27,30,31,34,35,37,41,42,43,45,46,47,48,49,50,51,52,53,54,55,62,63,64,65,66,68,69,71,73,74,75,76,77,78,79,80,81,83,85,86,87,89,90,91,93,3,4,5,6,8,2,3,5,7,8,9,11,14,15,17,19,20,22,24,28,29,31,34,36,37,39,42,43,44,48,55,57,60,65,68,71,75,76,77,80,81,84,91,92],"categories_nodes":[1,4,5],"categories_segments":[0,62,67],"categories_sizes":[62,5,39],"default_left":[0,1,0,1,1,1,0,0,0,0,0,0,0,0,0],"id":213,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.505472E1,2.2875893E1,6.479512E1,1.6791182E1,9.636505E0,3.570082E1,5.950647E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.69E1,NaN,3.24E1,2.56E1,NaN,NaN,1E0,3.7383972E-4,-5.043935E-3,-3.0486376E-3,-6.3481936E-3,-5.7058554E-4,-5.1588747E-3,1.9639258E-3,-3.845539E-3],"split_indices":[15,0,12,27,14,0,7,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.0268162E3,6.696559E2,2.3571604E3,2.5232758E2,4.173283E2,7.137263E2,1.6434341E3,1.6619536E2,8.613222E1,1.3276794E2,2.8456036E2,4.3751666E2,2.7620966E2,1.443545E3,1.9988908E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-7.2442256E-2,1.3621257E-1,-2.05734E-1,-5.493485E-1,2.1128199E-1,2.0157665E-1,-2.937945E-1,3.8541274E-3,-7.220003E-3,4.452811E-3,3.1933634E-4,4.5556114E-3,-3.191148E-3,-1.599939E-3,-5.0342917E-3],"categories":[1,8,9,10,11,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,24,25,26,27,28,29,30,31,32,33,34,36,37,38,39,40,42,43,44,45,46,48,51,52,53,54,55,56,57,59,60,61,62,63,64,66,67,68,69,70,71,73,74,75,76,77,78,79,80,81,82,84,86,87,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,2,3,4,5,6,7,9,10,11,17,19,20,21,22,23,24,27,28,29,30,31,32,34,35,36,40,41,42,43,47,51,52,53,54,57,58,61,65,66,69,70,72,73,74,75,77,79,81,82,83,85,87,91,93,94,95,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,125,126,128,0,2,5,6,7,13,16,23,27,29,32,33,34,36,38,42,44,54,60,61,65,68,69,70,71,75,80,82,83,84,89,91,93,95,96,5,11,12,15,17,18,19,20,21,24,28,36,40,45,46,48,50,51,53,59,63,64,65,67,68,69,71,72,73,74,76,78,80,86,90,91,92,93,95],"categories_nodes":[0,3,4,5,6],"categories_segments":[0,5,121,204,239],"categories_sizes":[5,116,83,35,39],"default_left":[1,0,0,0,0,1,1,0,0,0,0,0,0,0,0],"id":214,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.416913E1,6.0838917E1,6.6288086E1,1.9116447E1,4.464611E1,4.3632687E1,4.251587E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.61E1,7.5E0,NaN,NaN,NaN,NaN,3.8541274E-3,-7.220003E-3,4.452811E-3,3.1933634E-4,4.5556114E-3,-3.191148E-3,-1.599939E-3,-5.0342917E-3],"split_indices":[13,12,16,0,0,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,0,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.0243562E3,1.178894E3,1.8454622E3,1.1572584E2,1.0631682E3,3.278326E2,1.5176295E3,1.7850174E1,9.787566E1,4.606573E2,6.02511E2,2.204338E2,1.0739881E2,9.274452E2,5.901844E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-7.1783245E-2,2.1050312E-2,-3.6862978E-1,-1.1667104E-2,8.806736E-1,1.7512512E-1,-4.4128928E-1,-1.2247177E-3,2.2385963E-3,1.08243115E-2,1.3423564E-3,1.122046E-2,-1.3940999E-3,-2.4695492E-3,-6.7379973E-3],"categories":[3,0,0,1,2,3,4,5,6,8,9,10,11,12,13,14,15,16,17,18,19,21,22,23,24,25,26,28,29,30,31,32,33,34,36,37,39,40,42,43,44,46,48,49,50,51,52,53,54,55,56,58,59,61,62,63,65,66,68,69,70,71,72,73,74,75,76,78,79,80,81,83,86,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,3,4,6,7,9,10,11,12,14,15,17,18,20,24,27,28,30,34,36,37,39,45,46,47,48,52,53,54,55,58,61,63,65,66,69,70,73,74,75,76,80,83,86,89,90,92],"categories_nodes":[2,4,5,6],"categories_segments":[0,1,2,114],"categories_sizes":[1,1,112,47],"default_left":[0,0,1,0,1,0,1,0,0,0,0,0,0,0,0],"id":215,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.330879E1,6.479949E1,2.8530952E1,5.7968204E1,1.2576675E1,2.5653603E1,2.8551926E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.8539688E1,1E0,NaN,2.57E1,NaN,NaN,NaN,-1.2247177E-3,2.2385963E-3,1.08243115E-2,1.3423564E-3,1.122046E-2,-1.3940999E-3,-2.4695492E-3,-6.7379973E-3],"split_indices":[16,8,4,22,2,0,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.0218276E3,2.302645E3,7.1918274E2,2.2191694E3,8.3475555E1,8.460701E1,6.3457574E2,1.5094987E3,7.096708E2,6.535923E1,1.8116327E1,2.0456017E1,6.415099E1,3.4678873E2,2.8778705E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-7.113016E-2,-3.8195103E-1,1.6767439E-2,-1.3782012E-1,-5.212239E-1,-2.3198536E-1,1.2458728E-1,5.297509E-4,-5.027376E-3,-5.9033977E-3,-1.9016522E-3,-5.533627E-4,-5.1161805E-3,1.9451837E-3,-3.8091242E-3],"categories":[0,3,4,6,9,10,11,12,14,15,16,17,18,20,22,23,24,27,30,31,34,35,37,41,42,43,45,46,47,48,49,50,51,52,53,54,55,62,63,64,65,66,68,69,71,72,73,74,75,76,77,78,79,80,81,83,85,86,87,89,90,91,93,2,3,5,7,8,9,11,14,15,17,19,20,22,24,28,29,31,34,36,37,39,42,43,44,48,55,57,60,65,68,71,75,76,77,80,81,84,91,92],"categories_nodes":[1,5],"categories_segments":[0,63],"categories_sizes":[63,39],"default_left":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"id":216,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.251434E1,2.2566055E1,6.3196693E1,1.6960384E1,9.580048E0,3.5167595E1,5.8178913E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.69E1,NaN,3.24E1,2.4E1,4.09E1,NaN,1E0,5.297509E-4,-5.027376E-3,-5.9033977E-3,-1.9016522E-3,-5.533627E-4,-5.1161805E-3,1.9451837E-3,-3.8091242E-3],"split_indices":[15,0,12,28,19,0,7,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.019011E3,6.648043E2,2.3542065E3,2.4221538E2,4.2258893E2,7.115129E2,1.6426937E3,1.5961588E2,8.25995E1,3.4895386E2,7.363507E1,4.3678546E2,2.7472742E2,1.4436005E3,1.9909325E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-7.048511E-2,4.448813E-1,-1.2322291E-1,8.289155E-1,4.545495E-2,2.7209446E-1,-2.0933779E-1,-3.2586223E-3,9.229722E-3,-2.997883E-3,4.333599E-3,6.6953376E-3,-5.0216884E-4,-8.9120213E-4,-3.7847243E-3],"categories":[1,5,6,7,8,9,10,11,0,1,3,4,6,7,9,10,11,12,13,14,16,17,18,19,21,22,27,28,33,35,38,39,41,43,45,51,53,56,58,59,60,61,66,67,68,69,71,72,77,80,81,82,83,85,86,87,88,91,93,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,124,125,126,128,0,2,3,4,5,6,7,8,9,11,13,15,18,21,22,23,27,29,31,32,33,34,36,38,42,43,44,51,53,54,55,56,57,58,59,60,61,65,69,70,71,73,75,76,77,79,80,83,84,87,89,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,2,4,6,7,8,10,11,16,17,18,19,20,21],"categories_nodes":[0,1,5,6],"categories_segments":[0,8,87,176],"categories_sizes":[8,79,89,14],"default_left":[1,0,0,0,0,0,1,0,0,0,0,0,0,0,0],"id":217,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.207144E1,4.2965492E1,9.327504E1,1.5818413E1,1.8674969E1,6.2832363E1,4.569577E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,NaN,7.738863E0,2.57E1,3.44E1,NaN,NaN,-3.2586223E-3,9.229722E-3,-2.997883E-3,4.333599E-3,6.6953376E-3,-5.0216884E-4,-8.9120213E-4,-3.7847243E-3],"split_indices":[13,0,16,12,15,0,1,0,0,0,0,0,0,0,0],"split_type":[1,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.0166145E3,2.793457E2,2.7372688E3,1.4186873E2,1.3747697E2,4.8923517E2,2.2480334E3,1.0499323E1,1.313694E2,7.285855E1,6.461843E1,2.1860182E2,2.7063333E2,1.3149325E3,9.331011E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-6.984841E-2,1.3478886E-1,-2.0110591E-1,-5.433319E-1,2.0845756E-1,1.966748E-1,-2.8779253E-1,3.8557341E-3,-7.1654385E-3,4.166634E-3,1.1986822E-4,4.45719E-3,-3.1679403E-3,-1.450054E-3,-4.835881E-3],"categories":[1,8,9,10,11,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,24,25,26,27,28,29,30,31,32,33,34,36,37,38,39,40,42,43,44,45,46,48,51,52,53,54,55,56,57,59,60,61,62,63,64,66,67,68,69,70,71,73,74,75,76,77,78,79,80,81,82,84,86,87,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,2,3,4,5,6,7,9,10,11,17,19,20,21,22,23,24,27,29,30,31,32,35,36,40,42,43,47,51,52,53,54,57,58,61,65,66,69,70,72,73,74,75,77,79,81,82,83,85,91,94,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,125,126,128,0,2,5,6,7,13,16,23,27,29,32,33,34,36,38,42,44,54,60,61,65,68,69,70,71,75,80,82,83,84,89,91,93,95,96,5,11,12,15,17,18,19,20,21,24,28,36,40,43,45,46,48,50,51,53,59,63,64,65,67,68,69,71,72,73,74,76,78,80,85,86,88,90,91,92,93,95],"categories_nodes":[0,3,4,5,6],"categories_segments":[0,5,121,198,233],"categories_sizes":[5,116,77,35,42],"default_left":[1,0,0,0,0,1,1,0,0,0,0,0,0,0,0],"id":218,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.10017E1,5.8993774E1,6.340159E1,1.8903969E1,4.351394E1,4.2250565E1,4.2109657E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.61E1,7.5E0,NaN,NaN,NaN,NaN,3.8557341E-3,-7.1654385E-3,4.166634E-3,1.1986822E-4,4.45719E-3,-3.1679403E-3,-1.450054E-3,-4.835881E-3],"split_indices":[13,12,16,0,0,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,0,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.0136711E3,1.1776409E3,1.8360303E3,1.1477366E2,1.0628673E3,3.2829727E2,1.507733E3,1.7845472E1,9.6928185E1,5.1547864E2,5.473886E2,2.2116103E2,1.0713625E2,8.7289813E2,6.3483484E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-6.921173E-2,-3.7697217E-1,1.7378528E-2,-1.4516544E-1,-5.236576E-1,-2.2856621E-1,1.2368293E-1,6.7718764E-4,-4.5391396E-3,-3.1216987E-3,-6.3323844E-3,-5.320717E-4,-5.071734E-3,1.9280278E-3,-3.7772423E-3],"categories":[0,3,4,6,9,10,11,12,14,15,16,17,18,20,22,23,24,27,30,31,34,35,37,41,42,43,45,46,47,48,49,50,51,52,53,54,55,62,63,64,65,66,68,69,71,73,74,75,76,77,78,79,80,81,83,86,87,89,90,91,93,7,8,9,10,2,3,5,7,8,9,11,14,15,17,19,20,22,24,28,29,31,34,36,37,39,42,43,44,48,55,57,60,65,68,71,75,76,77,80,81,84,91,92],"categories_nodes":[1,4,5],"categories_segments":[0,61,65],"categories_sizes":[61,4,39],"default_left":[0,1,0,1,1,1,0,0,0,0,0,0,0,0,0],"id":219,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[8.027919E1,2.2415245E1,6.151498E1,1.6970884E1,9.181801E0,3.4664993E1,5.700332E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.69E1,NaN,3.24E1,2.6E1,NaN,NaN,1E0,6.7718764E-4,-4.5391396E-3,-3.1216987E-3,-6.3323844E-3,-5.320717E-4,-5.071734E-3,1.9280278E-3,-3.7772423E-3],"split_indices":[15,0,12,22,13,0,7,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.0112134E3,6.604562E2,2.350757E3,2.5673227E2,4.0372394E2,7.0908215E2,1.641675E3,1.5241899E2,1.0431327E2,1.3910477E2,2.6461917E2,4.359073E2,2.7317484E2,1.4433256E3,1.9834947E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-6.8583906E-2,4.3867317E-1,-1.20621026E-1,8.425394E-1,6.677528E-2,2.671268E-1,-2.05552E-1,-2.4646628E-3,9.277501E-3,-2.7195401E-3,4.526138E-3,6.94967E-3,-2.2542765E-4,-8.6437893E-4,-3.7366499E-3],"categories":[1,5,6,7,8,9,10,11,0,1,3,4,5,6,7,9,10,11,12,13,14,16,17,18,19,21,22,27,28,33,35,38,39,41,43,45,51,53,56,58,59,60,61,66,67,68,69,71,72,75,76,77,80,81,82,83,85,86,87,88,91,93,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,124,125,126,128,0,2,3,4,5,6,7,8,9,11,13,15,18,21,22,23,25,27,29,31,32,33,34,36,38,42,43,44,46,47,51,53,54,55,56,57,58,59,60,61,65,69,70,71,73,75,76,77,79,80,83,84,87,89,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,2,4,6,7,8,10,11,16,17,18,19,20,21],"categories_nodes":[0,1,5,6],"categories_segments":[0,8,90,182],"categories_sizes":[8,82,92,14],"default_left":[1,0,0,0,0,0,1,0,0,0,0,0,0,0,0],"id":220,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.950163E1,4.2037148E1,8.9978485E1,1.2687927E1,1.9333641E1,6.087502E1,4.4833496E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,NaN,7.738863E0,2.57E1,3.44E1,NaN,NaN,-2.4646628E-3,9.277501E-3,-2.7195401E-3,4.526138E-3,6.94967E-3,-2.2542765E-4,-8.6437893E-4,-3.7366499E-3],"split_indices":[13,0,16,12,15,0,1,0,0,0,0,0,0,0,0],"split_type":[1,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.0088547E3,2.792546E2,2.7296E3,1.3326674E2,1.4598787E2,4.9006937E2,2.2395308E3,9.533586E0,1.23733154E2,7.789695E1,6.809092E1,1.9728357E2,2.9278583E2,1.3116757E3,9.278551E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-6.796284E-2,5.5641633E-2,-2.7975154E-1,1.7471138E-1,-2.4113297E-1,8.8552123E-1,-3.0671442E-1,3.3891094E-3,-1.632907E-3,-5.9004576E-4,-6.339893E-3,1.1003763E-2,-8.075551E-3,-3.3871287E-3,5.074259E-3],"categories":[0,0,1,2,4,5,6,0,2,5,6],"categories_nodes":[1,2,3],"categories_segments":[0,1,7],"categories_sizes":[1,6,4],"default_left":[0,1,1,1,0,1,0,0,0,0,0,0,0,0,0],"id":221,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.873166E1,6.716864E1,3.509456E1,7.532828E1,3.8910423E1,1.0100172E1,2.8411743E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5261062E1,NaN,NaN,NaN,9.900505E0,3.84E1,1E0,3.3891094E-3,-1.632907E-3,-5.9004576E-4,-6.339893E-3,1.1003763E-2,-8.075551E-3,-3.3871287E-3,5.074259E-3],"split_indices":[16,2,3,3,16,18,6,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[3.0059526E3,1.8986163E3,1.1073364E3,1.3552743E3,5.43342E2,2.4322737E1,1.0830137E3,9.121528E2,4.4312152E2,3.7202243E2,1.7131956E2,2.1894365E1,2.428371E0,1.0426193E3,4.0394478E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-6.7346215E-2,-3.7177724E-1,1.783578E-2,-1.1152595E-1,-5.019666E-1,1.5364128E-1,-1.7145328E-1,1.0088687E-3,-5.140158E-3,5.5136853E-3,-5.2242107E-3,3.1508335E-3,-8.489219E-4,-4.031407E-7,-3.725017E-3],"categories":[0,1,3,4,6,9,10,11,12,14,15,16,17,18,19,20,22,23,24,27,30,31,34,35,37,41,42,43,45,46,47,48,49,50,51,52,53,54,55,62,63,64,65,66,68,69,70,71,72,73,74,75,76,77,78,79,80,81,83,85,86,87,89,90,91,93,1,9,10,11,0,1,2,4,5,6,0,2,4,5,6,7,9,11,18,19,20,21,22,25,28,29,31,32,35,36,41,43,51,52,53,54,61,65,69,70,73,74,79,80,83,84,86,91,92,94,95,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,125,126,128,2,3,5,6,12,13,15,17,20,23,24,28,33,36,37,38,40,44,45,46,51,57,58,59,60,61,64,65,67,68,69,71,72,74,76,77,78,80,81,85,88,91,93,95,96],"categories_nodes":[1,2,4,5,6],"categories_segments":[0,66,70,76,143],"categories_sizes":[66,4,6,67,45],"default_left":[0,0,1,1,1,0,1,0,0,0,0,0,0,0,0],"id":222,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.79148E1,2.2200645E1,6.0396343E1,1.888786E1,9.715614E0,5.270455E1,3.382511E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.69E1,NaN,NaN,2.4E1,NaN,NaN,NaN,1.0088687E-3,-5.140158E-3,5.5136853E-3,-5.2242107E-3,3.1508335E-3,-8.489219E-4,-4.031407E-7,-3.725017E-3],"split_indices":[15,0,13,28,3,0,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.003321E3,6.5588745E2,2.3474338E3,2.1931955E2,4.3656787E2,1.3669229E3,9.805109E2,1.44048E2,7.527155E1,7.821691E0,4.287462E2,8.1500055E2,5.5192224E2,5.298033E2,4.5070767E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-6.672615E-2,2.0026833E-1,-1.6270685E-1,5.107627E-1,-3.957981E-2,2.1987845E-1,-2.515672E-1,1.954362E-3,7.106031E-3,6.08837E-3,-1.2664989E-3,6.3356254E-3,-5.673165E-4,-1.1898597E-3,-4.1352403E-3],"categories":[3,4,5,6,7,8,10,0,1,2,3,4,5,6,7,9,10,11,15,16,18,19,20,22,24,25,28,29,30,31,32,33,35,36,39,40,42,43,51,52,53,59,60,61,66,67,68,69,70,72,75,77,79,80,81,82,83,86,87,88,91,93,94,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,124,125,126,128,1,3,4,5,6,7,8,9,10,11,0,2,3,4,5,6,7,9,11,13,15,16,18,22,23,27,28,29,31,32,33,34,36,38,41,42,43,44,45,46,51,53,54,55,57,58,60,61,62,65,69,70,71,73,75,76,77,79,80,82,83,84,85,89,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,2,4,6,7,8,10,11,16,17,18,19,20,21],"categories_nodes":[0,1,4,5,6],"categories_segments":[0,7,92,102,194],"categories_sizes":[7,85,10,92,14],"default_left":[1,0,0,0,1,0,1,0,0,0,0,0,0,0,0],"id":223,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.69667E1,5.9172974E1,7.5148926E1,2.167949E1,2.5429995E1,4.77379E1,3.8450516E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,NaN,7.738863E0,3.48E1,NaN,NaN,NaN,1.954362E-3,7.106031E-3,6.08837E-3,-1.2664989E-3,6.3356254E-3,-5.673165E-4,-1.1898597E-3,-4.1352403E-3],"split_indices":[14,0,16,12,13,0,1,0,0,0,0,0,0,0,0],"split_type":[1,1,0,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[3.0011526E3,7.9330066E2,2.2078518E3,3.4524097E2,4.4805972E2,4.1586874E2,1.7919832E3,1.3469106E2,2.1054991E2,5.2333813E1,3.9572592E2,1.6612706E2,2.4974168E2,9.8630664E2,8.056765E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-6.611623E-2,-3.6821622E-1,1.808423E-2,-1.7483993E-1,-5.435149E-1,-2.2543478E-1,1.231542E-1,-3.8572188E-4,-5.7563027E-3,-5.0334295E-4,-5.9921723E-3,5.5259625E-5,-4.346894E-3,1.9110335E-3,-3.7230393E-3],"categories":[3,4,6,9,10,11,12,14,15,16,17,18,20,22,23,24,27,30,34,35,37,41,45,46,47,48,50,52,53,54,55,62,63,64,65,66,68,69,71,73,74,75,76,77,78,79,80,81,86,89,90,91,3,2,3,4,5,7,8,9,11,14,15,16,17,18,19,20,22,24,28,29,31,33,34,36,37,39,42,43,44,45,46,48,53,55,57,59,60,65,68,69,71,75,76,77,78,80,81,84,85,86,91,92],"categories_nodes":[1,4,5],"categories_segments":[0,52,53],"categories_sizes":[52,1,51],"default_left":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"id":224,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.630432E1,2.2068985E1,6.0070366E1,1.7037296E1,9.377991E0,3.420373E1,5.5282654E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.69E1,NaN,3.24E1,2.5E1,NaN,NaN,1E0,-3.8572188E-4,-5.7563027E-3,-5.0334295E-4,-5.9921723E-3,5.5259625E-5,-4.346894E-3,1.9110335E-3,-3.7230393E-3],"split_indices":[15,0,12,11,4,0,7,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.9984807E3,6.5283234E2,2.3456482E3,3.1136038E2,3.4147192E2,7.0666846E2,1.6389799E3,2.3317702E2,7.818337E1,3.484681E1,3.0662512E2,3.3637485E2,3.702936E2,1.4418525E3,1.9712727E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-6.551424E-2,1.3197625E-1,-1.9311298E-1,-5.361621E-1,2.0386028E-1,1.9062574E-1,-2.7783135E-1,3.8536254E-3,-7.1003227E-3,4.4311434E-3,3.9897545E-4,4.332933E-3,-3.1337303E-3,-8.794975E-4,-4.252384E-3],"categories":[1,8,9,10,11,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,24,25,26,27,28,29,30,31,32,33,34,36,37,38,39,40,42,43,44,45,46,48,51,52,53,54,55,56,57,59,60,61,62,63,64,66,67,68,69,70,71,73,74,75,76,77,78,79,80,81,82,84,86,87,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,2,3,4,5,6,7,9,10,11,17,19,20,21,22,23,24,25,27,28,29,30,31,32,34,35,36,37,40,41,42,43,47,51,52,53,54,57,58,61,65,66,69,70,72,73,74,75,77,79,81,82,83,85,87,91,92,93,94,95,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,125,126,128,0,2,5,6,7,13,16,23,27,29,32,33,34,36,38,42,44,54,60,61,65,68,69,70,71,75,80,82,83,84,89,91,93,95,96,5,9,10,11,12,15,17,18,19,20,21,24,28,36,37,39,40,43,44,45,46,48,49,50,51,52,53,54,55,59,60,61,62,63,64,65,67,68,69,71,72,73,74,76,78,80,83,85,86,88,90,91,92,93,95,96],"categories_nodes":[0,3,4,5,6],"categories_segments":[0,5,121,207,242],"categories_sizes":[5,116,86,35,56],"default_left":[1,0,0,0,0,1,1,0,0,0,0,0,0,0,0],"id":225,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.5554085E1,5.6639534E1,5.9259865E1,1.8636753E1,4.169844E1,4.049006E1,4.173069E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.61E1,7.5E0,NaN,NaN,NaN,NaN,3.8536254E-3,-7.1003227E-3,4.4311434E-3,3.9897545E-4,4.332933E-3,-3.1337303E-3,-8.794975E-4,-4.252384E-3],"split_indices":[13,12,16,0,0,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,0,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9962214E3,1.1760146E3,1.8202067E3,1.1360793E2,1.0624067E3,3.289501E2,1.4912566E3,1.7839724E1,9.576821E1,4.3132123E2,6.310855E2,2.2213557E2,1.06814545E2,6.524296E2,8.3882697E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-6.491456E-2,5.5411875E-2,-2.7256122E-1,1.723983E-1,-2.3724899E-1,8.69688E-1,-2.9939574E-1,3.342849E-3,-1.6162279E-3,9.546184E-6,-5.321021E-3,1.0797352E-2,-8.054607E-3,-3.3127624E-3,5.0241947E-3],"categories":[0,0,1,2,4,5,6,0,2,5,6],"categories_nodes":[1,2,3],"categories_segments":[0,1,7],"categories_sizes":[1,6,4],"default_left":[0,1,1,1,0,1,0,0,0,0,0,0,0,0,0],"id":226,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.484315E1,6.498737E1,3.3944305E1,7.336693E1,3.807833E1,9.835169E0,2.7631676E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.5261062E1,NaN,NaN,NaN,7.2E0,3.84E1,1E0,3.342849E-3,-1.6162279E-3,9.546184E-6,-5.321021E-3,1.0797352E-2,-8.054607E-3,-3.3127624E-3,5.0241947E-3],"split_indices":[16,2,3,3,11,18,6,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.9938728E3,1.895948E3,1.0979249E3,1.3547997E3,5.4114825E2,2.4480232E1,1.0734447E3,9.1253156E2,4.4226816E2,2.998802E2,2.4126808E2,2.2068497E1,2.411734E0,1.0329606E3,4.048407E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-6.4323984E-2,-3.633049E-1,1.8566111E-2,-1.3316923E-1,-5.103174E-1,-2.228554E-1,1.2251501E-1,7.711876E-4,-4.4143326E-3,-5.8064363E-3,-1.7759579E-3,-4.9751165E-4,-4.9964297E-3,1.8937449E-3,-3.6755698E-3],"categories":[0,3,4,6,9,10,11,12,14,15,16,17,18,20,22,23,24,27,30,31,34,35,37,41,42,43,45,46,47,48,49,50,51,52,53,54,55,62,63,64,65,66,68,69,71,73,74,75,76,77,78,79,80,81,83,86,87,89,90,91,93,2,3,5,7,8,9,11,14,15,17,19,20,22,24,28,29,31,34,36,37,39,42,43,44,48,55,57,60,65,68,71,75,76,77,80,81,84,91,92],"categories_nodes":[1,5],"categories_segments":[0,61],"categories_sizes":[61,39],"default_left":[0,1,0,1,0,1,0,0,0,0,0,0,0,0,0],"id":227,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.416377E1,2.1908752E1,5.884461E1,1.6535364E1,9.163208E0,3.3790707E1,5.377205E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.69E1,NaN,3.24E1,2.6E1,4.09E1,NaN,1E0,7.711876E-4,-4.4143326E-3,-5.8064363E-3,-1.7759579E-3,-4.9751165E-4,-4.9964297E-3,1.8937449E-3,-3.6755698E-3],"split_indices":[15,0,12,22,19,0,7,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.9913071E3,6.4856793E2,2.3427393E3,2.5355484E2,3.950131E2,7.0476874E2,1.6379706E3,1.511767E2,1.0237814E2,3.2547366E2,6.953944E1,4.3432166E2,2.7044705E2,1.4418726E3,1.9609805E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-6.373771E-2,4.2443964E-1,-1.1411939E-1,7.877711E-1,2.0057794E-2,2.597427E-1,-1.9692872E-1,-9.26356E-3,8.434936E-3,-3.0665377E-3,3.851741E-3,6.7562186E-3,-2.3662661E-4,-8.04907E-4,-3.6251924E-3],"categories":[1,5,6,7,8,9,10,11,0,1,3,4,6,7,9,10,12,13,14,16,17,18,19,22,27,28,33,35,38,39,41,43,45,51,53,56,58,59,60,61,66,67,68,69,71,72,77,80,81,82,83,85,86,87,88,91,93,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,124,125,126,128,0,2,3,4,5,6,7,8,9,11,13,15,18,21,22,23,25,27,29,31,32,33,34,36,38,42,43,44,46,47,51,53,54,55,56,57,58,59,60,61,65,69,70,71,73,75,76,77,79,80,83,84,87,89,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,2,4,6,7,8,10,11,16,17,18,19,20,21],"categories_nodes":[0,1,5,6],"categories_segments":[0,8,85,177],"categories_sizes":[8,77,92,14],"default_left":[1,0,0,0,0,0,1,0,0,0,0,0,0,0,0],"id":228,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.359024E1,4.111308E1,8.398659E1,1.486264E1,1.604397E1,5.801038E1,4.277674E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,NaN,7.738863E0,2.38E1,3.44E1,NaN,NaN,-9.26356E-3,8.434936E-3,-3.0665377E-3,3.851741E-3,6.7562186E-3,-2.3662661E-4,-8.04907E-4,-3.6251924E-3],"split_indices":[13,0,16,12,15,0,1,0,0,0,0,0,0,0,0],"split_type":[1,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9890884E3,2.789318E2,2.7101565E3,1.4642387E2,1.325079E2,4.9105182E2,2.2191047E3,4.118133E0,1.4230574E2,7.001635E1,6.2491558E1,1.9845213E2,2.9259967E2,1.3037999E3,9.153048E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-6.315987E-2,-8.972049E-2,8.540839E-1,5.778512E-1,-1.2400285E-1,1.0529433E0,1.22516066E-1,1.1277148E-2,1.7447281E-3,-1.6633215E-3,3.7337446E-3,2.5134266E-3,1.2115745E-2,-5.874528E-3,5.918378E-3],"categories":[1,4,5,6,7,8,9,10,11,0,0,1,2,3,4,5,6,7,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,27,28,30,34,35,37,39,41,42,43,45,47,48,49,51,52,56,57,58,59,62,65,66,67,68,69,71,72,73,75,76,80,81,82,83,86,87,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,124,125,126,128],"categories_nodes":[1,2,3],"categories_segments":[0,9,10],"categories_sizes":[9,1,94],"default_left":[0,1,1,0,0,0,0,0,0,0,0,0,0,0,0],"id":229,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.285655E1,6.653702E1,1.2115372E1,3.1306744E1,5.8236813E1,8.093742E0,6.718656E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,1E0,1.49E1,1.75E1,1.1277148E-2,1.7447281E-3,-1.6633215E-3,3.7337446E-3,2.5134266E-3,1.2115745E-2,-5.874528E-3,5.918378E-3],"split_indices":[8,13,2,0,6,18,24,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.9863672E3,2.9032014E3,8.3165794E1,1.4103368E2,2.7621677E3,6.5045425E1,1.8120365E1,5.892061E1,8.211306E1,2.5461438E3,2.1602399E2,1.1172519E1,5.387291E1,7.111182E0,1.1009183E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-6.2574714E-2,-3.5887226E-1,1.9231403E-2,-1.917565E-1,-5.617404E-1,-2.1973367E-1,1.2191289E-1,-4.9385745E-3,-1.4047998E-4,-1.8592154E-3,-6.6817594E-3,-4.7756667E-4,-4.955973E-3,3.7522158E-3,-6.466638E-5],"categories":[3,4,6,9,10,11,12,14,15,17,18,20,22,23,24,27,30,34,35,41,45,46,47,48,50,52,53,54,55,62,65,66,68,69,71,73,74,75,76,78,79,80,81,86,89,4,6,7,8,9,10,2,3,5,7,8,9,11,14,15,17,19,20,22,24,28,29,31,34,36,37,39,42,43,44,48,55,57,60,65,68,71,75,76,77,80,81,84,91,92,0,2,4,5,6,7,9,10,11,12,13,18,19,20,21,24,27,28,29,30,32,33,35,36,40,43,44,45,50,51,52,53,54,57,58,59,60,61,63,65,67,68,69,70,71,72,73,74,76,77,79,80,81,83,84,85,86,87,88,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,124,125,126,128],"categories_nodes":[1,4,5,6],"categories_segments":[0,45,51,90],"categories_sizes":[45,6,39,93],"default_left":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"id":230,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.235346E1,2.1787254E1,5.744161E1,1.9085552E1,1.1523491E1,3.33572E1,5.3246506E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.69E1,NaN,3.24E1,4.18E1,NaN,NaN,NaN,-4.9385745E-3,-1.4047998E-4,-1.8592154E-3,-6.6817594E-3,-4.7756667E-4,-4.955973E-3,3.7522158E-3,-6.466638E-5],"split_indices":[15,0,12,12,13,0,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9837234E3,6.448225E2,2.338901E3,3.5463318E2,2.9018933E2,7.026114E2,1.6362894E3,1.3068767E2,2.239455E2,6.4652214E1,2.2553711E2,4.3352155E2,2.6908984E2,5.497136E2,1.0865758E3],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-6.199915E-2,1.960726E-1,-1.5533178E-1,4.8604733E-1,-5.185252E-2,9.93551E-2,-2.8131714E-1,1.5772873E-3,6.9381045E-3,1.1248785E-2,-9.7198616E-4,3.0328794E-3,-2.0523458E-3,-1.3376367E-3,-4.166137E-3],"categories":[3,4,5,6,7,8,10,0,1,2,3,4,5,6,7,9,10,11,15,16,18,19,20,22,24,28,29,30,31,32,33,35,36,39,40,42,43,51,52,53,59,60,61,66,67,68,69,70,72,75,77,79,80,81,82,83,86,87,91,93,94,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,124,125,126,128,0,1,2,4,5,6,5,6,9,11,12,13,15,16,22,23,27,28,29,31,32,33,34,36,38,45,46,51,54,55,61,62,65,70,73,79,80,83,85,89,91,92,93,95,96,2,4,5,6,7,10,11,12,14,15,17,18,19,20,21,24,25,26,27,32,36,37,39,44,45,46,48,50,52,54,55,57,59,63,64,65,68,69,71,72,73,74,76,78,81,85,86,90,91,93,94,95],"categories_nodes":[0,1,4,5,6],"categories_segments":[0,7,90,96,135],"categories_sizes":[7,83,6,39,52],"default_left":[1,0,0,0,1,1,1,0,0,0,0,0,0,0,0],"id":231,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.1873856E1,5.7010414E1,7.033252E1,2.4818085E1,2.2958736E1,4.515124E1,2.921447E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,NaN,1.0088112E1,3.48E1,NaN,NaN,NaN,1.5772873E-3,6.9381045E-3,1.1248785E-2,-9.7198616E-4,3.0328794E-3,-2.0523458E-3,-1.3376367E-3,-4.166137E-3],"split_indices":[14,0,16,12,3,0,0,0,0,0,0,0,0,0,0],"split_type":[1,1,0,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9817231E3,7.9165E2,2.190073E3,3.644392E2,4.2721082E2,7.2488556E2,1.4651875E3,1.4192337E2,2.2251585E2,1.4968623E1,4.122422E2,4.3418716E2,2.906984E2,7.0179913E2,7.6338837E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-6.1423875E-2,1.3002925E-1,-1.8586229E-1,-5.28688E-1,2.0021878E-1,1.8460102E-1,-2.686203E-1,3.8625856E-3,-7.0334016E-3,3.958194E-3,7.046988E-5,4.2186026E-3,-3.1125704E-3,-1.2928105E-3,-4.6924744E-3],"categories":[1,8,9,10,11,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,24,25,26,27,28,29,30,31,32,33,34,36,37,38,39,40,42,43,44,45,46,48,51,52,53,54,55,56,57,59,60,61,62,63,64,66,67,68,69,70,71,73,74,75,76,77,78,79,80,81,82,84,86,87,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,2,3,4,5,6,7,9,10,11,17,19,20,21,22,23,24,27,29,30,31,32,35,36,42,43,47,51,52,53,54,57,58,61,65,66,69,70,72,73,74,75,77,79,81,82,83,85,91,94,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,125,126,128,0,2,5,6,7,13,16,23,27,29,32,33,34,36,38,42,44,54,60,61,65,68,69,70,71,75,80,82,83,84,89,91,93,95,96,5,11,12,15,17,18,19,20,21,24,28,36,40,45,46,48,50,51,53,59,63,64,65,67,68,69,71,72,73,74,76,78,80,85,86,88,90,91,92,93,95],"categories_nodes":[0,3,4,5,6],"categories_segments":[0,5,121,197,232],"categories_sizes":[5,116,76,35,41],"default_left":[1,0,0,0,0,1,1,0,0,0,0,0,0,0,0],"id":232,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.103159E1,5.441742E1,5.5443943E1,1.8391098E1,4.0135468E1,3.901523E1,4.1237244E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.61E1,7.5E0,NaN,NaN,NaN,NaN,3.8625856E-3,-7.0334016E-3,3.958194E-3,7.046988E-5,4.2186026E-3,-3.1125704E-3,-1.2928105E-3,-4.6924744E-3],"split_indices":[13,12,16,0,0,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,0,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9794846E3,1.1736837E3,1.8058009E3,1.1238997E2,1.0612937E3,3.2951376E2,1.4762871E3,1.7820824E1,9.4569145E1,5.268104E2,5.3448334E2,2.2297392E2,1.06539825E2,8.721837E2,6.0410333E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-6.0860444E-2,-8.7082945E-2,8.4316057E-1,8.9973E-1,-1.09821156E-1,1.0404863E0,1.1901211E-1,1.0227681E-2,-5.716095E-3,6.908396E-3,-1.3656797E-3,2.4623002E-3,1.1978994E-2,-5.8424217E-3,5.829989E-3],"categories":[0,2,4,5,6,0,0,53,54,58,88,1,3,4,5,6,7,8,9,10,11],"categories_nodes":[1,2,3,4],"categories_segments":[0,5,6,11],"categories_sizes":[5,1,5,10],"default_left":[0,1,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":233,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.067475E1,6.506229E1,1.1885899E1,1.2409115E1,6.0717945E1,7.946747E0,6.5817895E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,NaN,1.49E1,1.75E1,1.0227681E-2,-5.716095E-3,6.908396E-3,-1.3656797E-3,2.4623002E-3,1.1978994E-2,-5.8424217E-3,5.829989E-3],"split_indices":[8,3,2,0,13,18,24,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.9772437E3,2.8941968E3,8.304689E1,6.431755E1,2.8298792E3,6.4919815E1,1.8127071E1,5.9635513E1,4.6820393E0,9.067615E1,2.739203E3,1.11623535E1,5.3757465E1,7.1026177E0,1.1024455E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-6.0296047E-2,-3.535655E-1,2.0264829E-2,-1.24382764E-1,-5.0088704E-1,-2.1559887E-1,1.2131275E-1,5.803973E-4,-4.8007104E-3,-5.717391E-3,-1.6757437E-3,2.2583522E-3,-3.2212546E-3,1.8725696E-3,-3.6351304E-3],"categories":[0,3,4,6,9,10,11,12,14,15,16,17,18,20,22,23,24,27,30,31,34,35,37,41,42,43,45,46,47,48,49,50,51,52,53,54,55,62,63,64,65,66,68,69,71,73,74,75,76,77,78,79,80,81,83,86,87,89,90,91,93,1,2,3,4,5,6,7,8,9,10,11,14,15,16,17,18,19,20,22,23,24,25,26,27,28,29,31,32,33,34,36,37,39,42,43,44,45,46,48,49,50,51,52,53,54,55,56,57,59,60,62,64,65,66,68,69,70,71,72,73,74,75,76,77,78,80,81,84,85,86,87,88,89,91,92,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128],"categories_nodes":[1,5],"categories_segments":[0,61],"categories_sizes":[61,110],"default_left":[0,1,0,1,0,0,0,0,0,0,0,0,0,0,0],"id":234,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.031117E1,2.1590973E1,5.5686485E1,1.639663E1,9.115555E0,3.3027332E1,5.236001E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.69E1,NaN,3.24E1,2.56E1,4.09E1,NaN,1E0,5.803973E-4,-4.8007104E-3,-5.717391E-3,-1.6757437E-3,2.2583522E-3,-3.2212546E-3,1.8725696E-3,-3.6351304E-3],"split_indices":[15,0,12,27,19,0,7,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,0,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.9746995E3,6.403209E2,2.3343787E3,2.5127136E2,3.8904953E2,6.9979645E2,1.634582E3,1.6664214E2,8.4629234E1,3.202573E2,6.879225E1,1.3582658E2,5.639699E2,1.4394122E3,1.9516978E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.9743635E-2,-1.5127018E-1,1.9529445E-1,2.1691872E-1,-2.3702106E-1,4.6861175E-1,-5.0724763E-2,4.8773726E-3,-1.8642998E-3,-9.592865E-4,-3.982263E-3,1.5214564E-3,6.8198345E-3,1.20116025E-2,-1.0043314E-3],"categories":[0,1,3,4,5,6,9,10,11,13,18,19,20,22,24,25,27,28,29,30,35,36,39,42,43,45,46,47,51,53,57,58,60,61,66,68,69,70,72,74,75,77,79,80,81,82,83,87,89,91,92,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,124,125,126,128,0,2,4,6,7,11,13,15,21,22,23,27,29,32,33,34,36,38,42,43,44,51,53,54,55,57,61,65,70,73,76,79,80,83,84,85,89,91,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,5,6,7,11,12,15,17,18,19,20,21,24,26,28,36,37,40,45,46,48,50,52,53,54,59,63,65,67,68,69,71,72,73,74,76,78,80,81,85,86,88,90,91,92,93,95,96,0,1,2,4,5,6],"categories_nodes":[2,3,4,6],"categories_segments":[0,81,155,202],"categories_sizes":[81,74,47,6],"default_left":[0,0,0,0,1,0,1,0,0,0,0,0,0,0,0],"id":235,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.944131E1,6.9158554E1,5.285873E1,4.5314117E1,4.0352913E1,2.5037285E1,2.5910204E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.9120001E2,7.738863E0,NaN,NaN,NaN,3.51E1,NaN,4.8773726E-3,-1.8642998E-3,-9.592865E-4,-3.982263E-3,1.5214564E-3,6.8198345E-3,1.20116025E-2,-1.0043314E-3],"split_indices":[26,16,0,0,0,12,3,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9725896E3,2.1878381E3,7.847514E2,4.130017E2,1.7748365E3,3.7132248E2,4.134289E2,2.4697034E2,1.6603137E2,9.473116E2,8.275249E2,1.5022565E2,2.2109683E2,1.49043665E1,3.9852454E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.918719E-2,2.4578176E-2,-3.361149E-1,-6.2984903E-3,8.3343786E-1,2.306933E-1,-4.1196784E-1,-1.1147495E-3,2.1603315E-3,1.0293424E-2,1.1597784E-3,1.1116821E-2,-1.4894629E-4,-2.1442634E-3,-6.5162424E-3],"categories":[3,0,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,22,23,24,25,26,28,29,30,31,32,33,34,36,37,39,40,42,43,44,46,48,49,50,51,52,53,54,55,56,58,59,61,62,63,65,66,68,69,70,71,72,73,74,75,76,78,79,80,81,83,84,85,86,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,3,4,6,7,9,10,11,12,14,15,17,18,20,24,27,28,30,34,36,37,39,45,46,47,48,52,53,54,55,58,61,63,65,66,69,70,73,74,75,76,80,83,86,89,90,92],"categories_nodes":[2,4,5,6],"categories_segments":[0,1,2,117],"categories_sizes":[1,1,115,47],"default_left":[0,0,1,0,1,0,1,0,0,0,0,0,0,0,0],"id":236,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.893564E1,5.700467E1,2.976651E1,5.145365E1,1.167664E1,1.7779001E1,2.8693153E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.8539688E1,1E0,NaN,2.57E1,NaN,NaN,NaN,-1.1147495E-3,2.1603315E-3,1.0293424E-2,1.1597784E-3,1.1116821E-2,-1.4894629E-4,-2.1442634E-3,-6.5162424E-3],"split_indices":[16,8,4,22,2,0,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9703984E3,2.2812693E3,6.891293E2,2.1983438E3,8.292535E1,8.109662E1,6.0803265E2,1.4927028E3,7.0564105E2,6.479749E1,1.8127848E1,1.690986E1,6.418676E1,3.3434055E2,2.7369208E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.864163E-2,-3.4866127E-1,2.060794E-2,-1.8566829E-1,-5.5526847E-1,-1.8240832E-1,1.3536222E-1,-4.7656274E-3,-1.6672393E-4,-1.7588773E-3,-6.638925E-3,-5.1595634E-6,-3.9711455E-3,4.1780784E-3,8.794357E-5],"categories":[3,4,6,9,10,11,12,14,15,17,18,20,22,23,24,27,30,34,35,41,45,46,47,48,50,52,53,54,55,62,65,66,69,71,73,74,75,76,78,79,80,81,86,89,4,6,7,8,9,10,2,3,4,5,7,9,11,14,15,17,18,19,20,22,28,29,31,34,36,37,42,43,44,48,52,53,55,56,57,59,62,64,65,72,73,75,76,77,80,81,84,85,91,92,93,95,0,2,4,5,6,7,9,10,11,12,13,17,18,19,20,21,24,27,28,29,30,32,33,35,36,38,40,43,44,45,46,50,51,53,54,57,58,59,60,61,63,65,66,67,68,69,70,71,72,73,74,77,79,80,81,83,84,85,86,87,88,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,122,124,125,126,128],"categories_nodes":[1,4,5,6],"categories_segments":[0,44,50,96],"categories_sizes":[44,6,46,96],"default_left":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"id":237,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.824489E1,2.1355751E1,5.4369743E1,1.7577152E1,1.1443092E1,3.2914825E1,5.329335E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.69E1,NaN,3.36E1,4.18E1,NaN,NaN,NaN,-4.7656274E-3,-1.6672393E-4,-1.7588773E-3,-6.638925E-3,-5.1595634E-6,-3.9711455E-3,4.1780784E-3,8.794357E-5],"split_indices":[15,0,12,12,13,0,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9679312E3,6.362238E2,2.3317075E3,3.567117E2,2.7951215E2,8.418205E2,1.489887E3,1.3041205E2,2.2629965E2,6.2799076E1,2.1671306E2,4.562783E2,3.8554218E2,4.603285E2,1.0295585E3],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.8099583E-2,1.2883064E-1,-1.8014982E-1,-5.2134955E-1,1.974802E-1,1.8088664E-1,-2.6145738E-1,3.8809916E-3,-6.967878E-3,4.2361454E-3,3.5718794E-4,4.183581E-3,-3.021583E-3,-8.9605764E-4,-4.2180866E-3],"categories":[1,8,9,10,11,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,24,25,26,27,28,29,30,31,32,33,34,36,37,38,39,40,42,43,44,45,46,48,51,52,53,54,55,56,57,59,60,61,62,63,64,66,67,68,69,70,71,73,74,75,76,77,78,79,80,81,82,84,86,87,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,2,3,4,5,6,7,9,10,11,17,19,20,21,22,23,24,25,27,29,30,31,32,34,35,36,37,40,41,42,43,47,51,52,53,54,57,58,61,65,66,69,70,72,73,74,75,77,79,81,82,83,85,87,91,92,93,94,95,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,125,126,128,0,2,5,6,7,13,16,23,27,29,32,33,34,36,37,38,42,44,54,60,61,65,68,69,70,71,75,80,82,83,84,89,91,93,95,96,5,9,11,12,15,17,18,19,20,21,24,28,36,39,40,43,44,45,46,48,49,50,51,52,53,55,59,60,61,63,64,65,67,68,69,71,72,73,74,76,78,80,83,85,86,88,90,91,92,93,95],"categories_nodes":[0,3,4,5,6],"categories_segments":[0,5,121,206,242],"categories_sizes":[5,116,85,36,51],"default_left":[1,0,0,0,0,1,1,0,0,0,0,0,0,0,0],"id":238,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.771626E1,5.244143E1,5.275297E1,1.8181753E1,3.8808456E1,3.805112E1,4.0355896E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.61E1,7.5E0,NaN,NaN,NaN,NaN,3.8809916E-3,-6.967878E-3,4.2361454E-3,3.5718794E-4,4.183581E-3,-3.021583E-3,-8.9605764E-4,-4.2180866E-3],"split_indices":[13,12,16,0,0,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,0,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9660576E3,1.1715992E3,1.7944584E3,1.1126009E2,1.0603391E3,3.2961557E2,1.4648428E3,1.7795969E1,9.346413E1,4.415106E2,6.188285E2,2.2106897E2,1.0854661E2,7.0781854E2,7.570243E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.7564832E-2,-8.318513E-2,8.2411534E-1,8.8362366E-1,-1.05693094E-1,9.079502E-1,-7.1667534E-1,1.0039164E-2,-5.691276E-3,6.78164E-3,-1.3186675E-3,1.0109333E-2,-3.4211017E-3,2.8111243E-3,-1.0486924E-2],"categories":[0,2,4,5,6,0,53,54,58,88,1,3,4,5,6,7,8,9,10,11,11],"categories_nodes":[1,3,4,5],"categories_segments":[0,5,10,20],"categories_sizes":[5,5,10,1],"default_left":[0,1,0,1,1,1,0,0,0,0,0,0,0,0,0],"id":239,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.704238E1,6.281015E1,1.1477177E1,1.2048805E1,5.789251E1,1.0635696E1,1.9127533E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,1E0,NaN,NaN,NaN,1.5E1,1.0039164E-2,-5.691276E-3,6.78164E-3,-1.3186675E-3,1.0109333E-2,-3.4211017E-3,2.8111243E-3,-1.0486924E-2],"split_indices":[8,3,7,0,13,13,27,0,0,0,0,0,0,0,0],"split_type":[0,1,0,1,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.9638992E3,2.881085E3,8.281432E1,6.467721E1,2.8164077E3,7.893042E1,3.8839047E0,6.0016586E1,4.6606226E0,9.019866E1,2.726209E3,7.309959E1,5.8308353E0,1.0079882E0,2.8759165E0],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.7034068E-2,-3.4450826E-1,2.1202715E-2,-7.449751E-2,-4.6860462E-1,1.4867187E-1,-1.58214E-1,1.3949036E-3,-4.8430557E-3,-2.4832264E-3,-5.739513E-3,3.0012268E-3,-8.795952E-4,1.7681633E-4,-3.4943873E-3],"categories":[0,1,3,4,6,9,10,11,12,14,15,16,17,18,19,20,22,23,24,27,30,31,34,35,37,41,42,43,45,46,47,48,49,50,51,52,53,54,55,58,59,62,63,64,65,66,68,69,70,71,72,73,74,75,76,77,78,79,80,81,83,85,86,87,89,90,91,93,1,9,10,11,3,4,5,6,8,0,2,4,5,6,7,9,11,18,19,20,21,22,25,28,29,31,32,35,36,41,43,52,53,54,61,65,69,70,73,74,79,80,83,84,86,91,92,94,95,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,125,126,128,2,3,5,6,12,13,15,17,20,23,24,28,33,36,37,38,40,44,45,46,51,56,57,58,59,60,61,64,65,67,68,69,71,72,74,76,77,78,80,81,85,86,88,91,93,95,96],"categories_nodes":[1,2,4,5,6],"categories_segments":[0,68,72,77,143],"categories_sizes":[68,4,5,66,47],"default_left":[0,0,1,1,1,0,1,0,0,0,0,0,0,0,0],"id":240,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.663609E1,2.1202667E1,5.3302574E1,1.7673487E1,9.930084E0,4.8855965E1,3.256984E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.69E1,NaN,NaN,2.4E1,NaN,NaN,NaN,1.3949036E-3,-4.8430557E-3,-2.4832264E-3,-5.739513E-3,3.0012268E-3,-8.795952E-4,1.7681633E-4,-3.4943873E-3],"split_indices":[15,0,13,28,14,0,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.961457E3,6.328183E2,2.3286387E3,1.9976561E2,4.3305267E2,1.3615077E3,9.6713104E2,1.3167107E2,6.809454E1,1.4118639E2,2.918663E2,8.300096E2,5.3149805E2,5.042295E2,4.6290155E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.650744E-2,1.9005145E-1,-1.4641006E-1,5.03613E-1,-2.9619373E-2,9.908876E-2,-2.6922572E-1,6.0747904E-3,-1.0907588E-3,1.2007528E-2,-7.8879483E-4,2.8939992E-3,-2.1030616E-3,-1.2349492E-3,-4.0375288E-3],"categories":[3,4,5,6,7,8,10,0,1,2,3,4,5,6,7,9,10,11,15,16,18,19,20,22,24,25,28,29,30,31,32,33,35,36,39,40,42,43,51,52,53,56,59,60,61,66,67,68,69,70,72,75,76,77,79,80,81,82,83,86,87,88,91,93,94,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,122,124,125,126,128,0,1,2,4,5,6,5,9,11,12,13,15,16,22,23,27,28,29,31,32,34,36,38,45,46,51,54,55,61,62,65,70,73,79,80,83,85,89,91,92,93,95,96,2,4,5,6,7,10,11,12,14,15,17,18,19,20,21,24,25,26,27,32,36,37,39,44,45,46,48,50,52,54,55,57,59,63,64,65,68,69,71,72,73,74,76,78,81,85,86,90,91,93,94,95],"categories_nodes":[0,1,4,5,6],"categories_segments":[0,7,95,101,138],"categories_sizes":[7,88,6,37,52],"default_left":[1,0,0,0,1,1,1,0,0,0,0,0,0,0,0],"id":241,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.565246E1,5.4533535E1,6.5456436E1,2.0819847E1,2.8360966E1,4.271126E1,2.831266E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,NaN,1.0088112E1,1.8067928E1,NaN,NaN,NaN,6.0747904E-3,-1.0907588E-3,1.2007528E-2,-7.8879483E-4,2.8939992E-3,-2.1030616E-3,-1.2349492E-3,-4.0375288E-3],"split_indices":[14,0,16,16,3,0,0,0,0,0,0,0,0,0,0],"split_type":[1,1,0,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9595598E3,7.9049774E2,2.169062E3,3.2512158E2,4.6537616E2,7.233452E2,1.4457169E3,2.7800183E2,4.711975E1,1.7015034E1,4.483611E2,4.4790195E2,2.7544327E2,6.948819E2,7.50835E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.5981994E-2,-8.131859E-2,8.1502926E-1,8.653481E-1,-1.03558876E-1,1.0088809E0,1.0817423E-1,9.829993E-3,-5.6789466E-3,6.7009274E-3,-1.2937699E-3,2.2218705E-3,1.1655386E-2,-5.856593E-3,5.6544873E-3],"categories":[0,2,4,5,6,0,0,53,54,58,88,1,3,4,5,6,7,8,9,10,11],"categories_nodes":[1,2,3,4],"categories_segments":[0,5,6,11],"categories_sizes":[5,1,5,10],"default_left":[0,1,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":242,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.535411E1,6.063517E1,1.1361893E1,1.170689E1,5.622609E1,7.8229218E0,6.402917E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,NaN,1.49E1,1.75E1,9.829993E-3,-5.6789466E-3,6.7009274E-3,-1.2937699E-3,2.2218705E-3,1.1655386E-2,-5.856593E-3,5.6544873E-3],"split_indices":[8,3,2,0,13,18,24,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.9574229E3,2.8747078E3,8.271491E1,6.511588E1,2.809592E3,6.457755E1,1.813736E1,6.0466484E1,4.6493955E0,8.9927216E1,2.7196648E3,1.11256695E1,5.345188E1,7.0934854E0,1.1043875E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.546034E-2,-3.4018394E-1,2.1691915E-2,-1.7781365E-1,-5.471872E-1,-2.0903602E-1,1.20123416E-1,-4.6859225E-3,-9.9608515E-5,-1.6730378E-3,-6.5663923E-3,-3.931095E-4,-4.834595E-3,1.8501923E-3,-3.586528E-3],"categories":[3,4,6,9,10,11,12,14,15,17,18,20,22,23,24,27,30,34,35,41,45,46,47,48,50,52,53,54,55,62,65,66,69,71,73,74,75,76,78,79,80,81,86,89,4,6,7,8,9,10,2,3,5,7,8,9,11,14,15,17,19,20,22,24,28,29,31,34,36,37,39,42,43,44,48,55,57,60,65,68,71,75,76,77,80,81,84,91,92],"categories_nodes":[1,4,5],"categories_segments":[0,44,50],"categories_sizes":[44,6,39],"default_left":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"id":243,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.494231E1,2.1087296E1,5.2867184E1,1.7307705E1,1.1390099E1,3.240513E1,5.076049E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.69E1,NaN,3.24E1,4.18E1,NaN,NaN,1E0,-4.6859225E-3,-9.9608515E-5,-1.6730378E-3,-6.5663923E-3,-3.931095E-4,-4.834595E-3,1.8501923E-3,-3.586528E-3],"split_indices":[15,0,12,12,13,0,7,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.9550122E3,6.2928436E2,2.3257278E3,3.5370352E2,2.7558084E2,6.951473E2,1.6305806E3,1.287949E2,2.2490863E2,6.2206062E1,2.1337477E2,4.3021295E2,2.649343E2,1.4364855E3,1.9409514E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.495284E-2,-1.4348917E-1,1.9008644E-1,1.0230334E-1,-2.6512653E-1,4.5852092E-1,-5.0154164E-2,2.7618418E-3,-2.1778292E-3,-9.3555724E-4,-4.0096557E-3,1.4946217E-3,6.683616E-3,1.1453614E-2,-9.841601E-4],"categories":[0,1,3,4,5,6,9,10,11,13,18,19,20,22,24,25,27,28,29,30,35,36,39,42,43,45,46,47,51,53,57,58,60,61,66,68,69,70,72,74,75,77,79,80,81,82,83,87,89,91,92,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,122,124,125,126,128,5,6,7,9,11,12,15,17,22,23,28,29,31,34,36,38,43,51,53,54,55,61,65,70,73,74,79,80,84,85,89,91,92,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,2,4,5,6,7,10,11,12,15,17,18,19,20,21,24,26,32,36,37,39,40,42,44,45,46,48,50,52,53,54,59,63,64,65,67,68,69,71,72,73,74,76,77,78,79,81,84,85,86,88,90,91,93,94,95,96,0,1,2,4,5,6],"categories_nodes":[2,3,4,6],"categories_segments":[0,82,133,189],"categories_sizes":[82,51,56,6],"default_left":[0,0,0,1,1,0,1,0,0,0,0,0,0,0,0],"id":244,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.4114365E1,6.492112E1,5.061286E1,4.0092964E1,3.3809036E1,2.3934372E1,2.4050316E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.9120001E2,1.0088112E1,NaN,NaN,NaN,3.51E1,NaN,2.7618418E-3,-2.1778292E-3,-9.3555724E-4,-4.0096557E-3,1.4946217E-3,6.683616E-3,1.1453614E-2,-9.841601E-4],"split_indices":[26,16,0,0,0,12,3,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9530198E3,2.1695454E3,7.834744E2,7.1827893E2,1.4512665E3,3.6959564E2,4.138788E2,4.6552722E2,2.5275172E2,6.420355E2,8.0923096E2,1.5015529E2,2.1944034E2,1.5177523E1,3.987013E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.443963E-2,-7.9486094E-2,8.0603826E-1,8.492512E-1,-1.0148629E-1,9.98292E-1,1.062896E-1,9.645032E-3,-5.662103E-3,6.6167503E-3,-1.2692966E-3,2.187004E-3,1.153786E-2,-5.818036E-3,5.588408E-3],"categories":[0,2,4,5,6,0,0,53,54,58,88,1,3,4,5,6,7,8,9,10,11],"categories_nodes":[1,2,3,4],"categories_segments":[0,5,6,11],"categories_sizes":[5,1,5,10],"default_left":[0,1,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":245,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.3684452E1,5.871437E1,1.11383705E1,1.1395302E1,5.4527847E1,7.6816177E0,6.2834277E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,NaN,1.49E1,1.75E1,9.645032E-3,-5.662103E-3,6.6167503E-3,-1.2692966E-3,2.187004E-3,1.153786E-2,-5.818036E-3,5.588408E-3],"split_indices":[8,3,2,0,13,18,24,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.9509575E3,2.8683738E3,8.258391E1,6.550443E1,2.8028694E3,6.444987E1,1.8134043E1,6.0867012E1,4.6374183E0,8.962441E1,2.7132449E3,1.1117446E1,5.3332424E1,7.0813746E0,1.1052668E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.3931475E-2,2.6142135E-2,-3.2226068E-1,-3.3337122E-3,7.9902196E-1,2.5071496E-1,-3.9922222E-1,-1.0543256E-3,2.117915E-3,8.813098E-3,-7.1118018E-3,1.085815E-2,-6.535987E-5,-2.1295552E-3,-6.561446E-3],"categories":[3,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,22,23,24,25,28,29,30,31,32,33,34,36,37,39,40,42,43,44,46,48,49,50,51,52,53,54,55,56,58,59,61,62,63,65,66,68,69,70,71,72,73,74,75,76,78,79,80,81,83,84,85,86,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,4,6,7,9,10,11,12,14,15,17,18,20,24,27,28,30,34,36,37,39,45,47,48,52,53,54,55,58,61,63,65,66,69,70,73,75,76,80,83,86,89,90,92],"categories_nodes":[2,5,6],"categories_segments":[0,1,115],"categories_sizes":[1,114,44],"default_left":[0,0,1,0,0,0,1,0,0,0,0,0,0,0,0],"id":246,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.338357E1,5.1775627E1,2.9997078E1,4.812614E1,1.1002457E1,1.7386127E1,2.8482254E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.8539688E1,1E0,NaN,2.57E1,1E0,NaN,NaN,-1.0543256E-3,2.117915E-3,8.813098E-3,-7.1118018E-3,1.085815E-2,-6.535987E-5,-2.1295552E-3,-6.561446E-3],"split_indices":[16,8,4,22,7,0,0,0,0,0,0,0,0,0,0],"split_type":[0,0,1,0,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9485898E3,2.271609E3,6.769809E2,2.1891167E3,8.249216E1,7.9896576E1,5.9708435E2,1.4848934E3,7.042234E2,7.86245E1,3.8676608E0,1.8057297E1,6.1839283E1,3.4719763E2,2.4988667E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.3434838E-2,-3.3800387E-1,2.1415712E-2,-1.8127334E-1,-5.483293E-1,-1.7719437E-1,1.3308783E-1,-4.8002154E-3,-9.152863E-5,5.1413634E-4,-6.1788373E-3,2.8143148E-5,-3.911374E-3,4.039726E-3,1.05573934E-4],"categories":[3,4,6,9,10,11,12,14,15,17,20,22,23,24,27,30,34,35,41,46,47,48,50,52,53,54,55,59,62,63,65,66,69,73,74,75,76,78,79,80,81,86,89,3,2,3,4,5,7,9,11,14,15,17,18,19,20,22,28,29,31,34,36,37,42,43,44,48,52,53,55,56,57,59,62,64,65,72,73,75,76,77,80,81,84,85,91,92,93,95,0,2,4,5,6,7,9,10,11,12,13,17,18,19,20,21,24,27,28,29,30,32,33,35,36,38,40,43,44,45,46,50,51,53,54,57,58,59,60,61,63,65,66,67,68,69,70,71,72,73,74,77,79,80,81,83,84,85,86,87,88,90,91,92,93,94,95,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,122,124,125,126,128],"categories_nodes":[1,4,5,6],"categories_segments":[0,43,44,90],"categories_sizes":[43,1,46,95],"default_left":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"id":247,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.2784824E1,2.0135574E1,5.1799625E1,1.8158928E1,1.09449005E1,3.2374184E1,4.9611755E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.68E1,NaN,3.36E1,4.18E1,NaN,NaN,NaN,-4.8002154E-3,-9.152863E-5,5.1413634E-4,-6.1788373E-3,2.8143148E-5,-3.911374E-3,4.039726E-3,1.05573934E-4],"split_indices":[15,0,12,12,4,0,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9462837E3,6.128431E2,2.3334407E3,3.5222986E2,2.6061322E2,8.396058E2,1.4938348E3,1.2809956E2,2.2413031E2,2.7110443E1,2.3350278E2,4.565E2,3.831058E2,4.6454425E2,1.0292906E3],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.2938167E-2,6.7593694E-2,-2.2924902E-1,6.492618E-1,2.3120875E-2,-3.8331714E-1,-4.5829367E-2,1.6780738E-2,3.2090573E-3,6.6567794E-3,-2.0399754E-4,-1.0456386E-3,-5.4620868E-3,2.7785518E-3,-2.9499002E-3],"categories":[1,2,4,5,6,7,8,10,11,15,16,17,18,19,20,21,0,2,4,6,7,8,9,11,12,13,14,15,16,17,18,20,21,22,23,24,27,28,29,31,32,33,34,36,37,38,39,40,42,43,44,46,47,49,50,51,52,53,54,55,56,57,58,59,60,61,62,64,65,66,67,69,70,71,72,73,75,77,79,80,83,84,85,86,87,88,89,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,4,5,6,7,8,9,10,11,0,2,3,6,9,10,12,15,17,18,19,20,22,24,25,26,28,30,31,32,33,36,37,39,40,42,43,44,45,46,48,49,50,52,54,56,59,60,63,64,65,66,67,68,69,71,72,73,74,76,77,79,80,83,86,87,88,89,90,92,93,94,95,4,5,7,8,9,10,11,12,14,15,17,18,21,23,24,27,28,29,30,33,34,35,36,37,38,41,43,45,46,51,53,54,56,61,65,67,68,69,70,76,77,78,81,82,83,84,85,86,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,122,124,125,126],"categories_nodes":[0,3,4,5,6],"categories_segments":[0,16,125,134,197],"categories_sizes":[16,109,9,63,82],"default_left":[1,0,0,0,1,1,0,0,0,0,0,0,0,0,0],"id":248,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.261171E1,4.5262375E1,3.3787666E1,4.1445713E1,4.551222E1,2.9457771E1,4.4217033E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,5.93043E0,2.91E1,NaN,NaN,NaN,NaN,1.6780738E-2,3.2090573E-3,6.6567794E-3,-2.0399754E-4,-1.0456386E-3,-5.4620868E-3,2.7785518E-3,-2.9499002E-3],"split_indices":[1,16,15,0,13,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,0,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9445552E3,1.7492959E3,1.1952592E3,1.2328109E2,1.6260148E3,6.490135E2,5.462457E2,2.8832369E1,9.444872E1,1.0223773E2,1.5237771E3,2.3998077E2,4.090327E2,2.3754105E2,3.0870465E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.244251E-2,1.2623703E-1,-1.6998492E-1,-5.124706E-1,1.9299856E-1,1.7736141E-1,-2.4917488E-1,3.913257E-3,-6.889742E-3,4.1310824E-3,3.4973223E-4,4.1285018E-3,-2.9673812E-3,-6.271391E-4,-3.9569614E-3],"categories":[1,8,9,10,11,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,24,25,26,27,28,29,30,31,32,33,34,36,37,38,39,40,42,43,44,45,46,48,51,52,53,54,55,56,57,59,60,61,62,63,64,66,67,68,69,70,71,73,74,75,76,77,78,79,80,81,82,84,86,87,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,2,3,4,5,6,7,9,10,11,17,19,20,21,22,23,24,25,27,29,30,31,32,34,35,36,37,40,41,42,43,47,51,52,53,54,57,58,61,65,66,69,70,72,73,74,75,77,79,81,82,83,85,87,91,92,93,94,95,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,125,126,128,0,2,5,6,7,13,16,23,27,29,32,33,34,36,38,41,42,44,54,60,61,65,68,69,70,71,75,80,82,83,84,89,91,93,95,96,5,9,10,11,12,15,17,18,19,20,21,24,28,36,37,39,40,43,44,45,46,48,49,50,51,52,53,54,55,59,60,61,62,63,64,65,67,68,69,71,72,73,74,76,78,80,83,85,86,88,90,91,92,93,95,96,120],"categories_nodes":[0,3,4,5,6],"categories_segments":[0,5,121,206,242],"categories_sizes":[5,116,85,36,57],"default_left":[1,0,0,0,0,1,1,0,0,0,0,0,0,0,0],"id":249,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.1840622E1,4.992682E1,4.8892376E1,1.7953999E1,3.6809673E1,3.6998035E1,3.9496895E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.61E1,7.5E0,NaN,NaN,NaN,NaN,3.913257E-3,-6.889742E-3,4.1310824E-3,3.4973223E-4,4.1285018E-3,-2.9673812E-3,-6.271391E-4,-3.9569614E-3],"split_indices":[13,12,16,0,0,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,0,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.94243E3,1.1675421E3,1.7748878E3,1.0985765E2,1.0576844E3,3.2929233E2,1.4455955E3,1.775012E1,9.210754E1,4.4133932E2,6.1634515E2,2.2009746E2,1.0919486E2,6.3672986E2,8.088656E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.195763E-2,6.724306E-2,-2.2671418E-1,-4.654017E-1,1.1467827E-1,-3.796059E-1,-4.5411456E-2,2.1431595E-3,-7.867431E-3,8.51599E-4,9.499279E-3,-1.0258609E-3,-5.4217856E-3,2.7436295E-3,-2.9237508E-3],"categories":[1,2,4,5,6,7,8,10,11,15,16,17,18,19,20,21,1,3,4,5,6,7,8,9,10,11,12,15,16,17,18,19,20,21,22,23,25,26,28,29,31,32,34,36,37,38,42,43,44,45,46,48,52,53,55,56,59,60,64,66,67,69,70,71,72,73,74,75,76,78,79,80,83,84,85,86,87,90,91,0,2,3,6,9,10,12,15,17,18,19,20,22,24,25,26,28,30,31,32,33,36,37,39,40,42,43,44,45,46,48,49,50,52,54,56,59,60,63,64,65,66,67,68,69,71,72,73,74,76,77,79,80,83,86,87,88,89,90,92,93,94,95,4,5,7,8,9,10,11,12,14,15,17,18,21,23,24,27,28,29,30,33,34,35,36,37,38,41,43,45,46,51,53,54,56,61,65,67,68,69,70,76,77,78,81,82,83,84,85,86,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,122,124,125,126],"categories_nodes":[0,3,5,6],"categories_segments":[0,16,79,142],"categories_sizes":[16,63,63,82],"default_left":[1,0,0,1,0,1,0,0,0,0,0,0,0,0,0],"id":250,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.1288208E1,4.4254757E1,3.305189E1,3.1458603E1,3.9544434E1,2.908554E1,4.3271774E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.57E1,2.91E1,NaN,1E0,NaN,NaN,2.1431595E-3,-7.867431E-3,8.51599E-4,9.499279E-3,-1.0258609E-3,-5.4217856E-3,2.7436295E-3,-2.9237508E-3],"split_indices":[1,12,15,0,8,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,0,1,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.940417E3,1.7484333E3,1.1919836E3,1.422551E2,1.6061783E3,6.460658E2,5.459179E2,4.577101E1,9.648409E1,1.5524166E3,5.376167E1,2.3953503E2,4.0653073E2,2.3784264E2,3.080753E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.1474765E-2,-3.323957E-1,2.1999747E-2,-1.7593035E-1,-5.4308575E-1,1.4609325E-1,-1.533202E-1,-4.7301906E-3,-6.1347266E-5,5.699748E-4,-6.130193E-3,3.2995187E-3,-3.6499745E-4,1.0291886E-4,-3.4799064E-3],"categories":[3,4,6,9,10,11,12,14,15,17,20,22,23,24,27,30,34,35,41,46,47,48,50,52,53,54,55,59,62,63,65,66,69,73,74,75,76,78,79,80,81,86,89,1,9,10,11,3,0,2,4,5,6,7,9,11,18,19,20,21,22,25,28,29,30,31,32,35,36,41,43,45,47,48,50,51,52,53,54,61,65,66,69,70,73,74,79,80,81,83,84,85,86,91,92,93,94,95,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,125,126,128,2,3,5,6,12,13,15,17,20,23,24,28,33,36,37,38,40,44,45,46,51,57,58,59,60,64,65,67,68,69,71,72,74,76,77,78,80,81,85,86,88,91,93,95],"categories_nodes":[1,2,4,5,6],"categories_segments":[0,43,47,48,124],"categories_sizes":[43,4,1,76,44],"default_left":[0,1,1,0,1,0,1,0,0,0,0,0,0,0,0],"id":251,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.0680748E1,1.9996895E1,5.0736515E1,1.771491E1,1.0915062E1,4.58515E1,3.0790127E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.68E1,NaN,NaN,4.18E1,NaN,NaN,NaN,-4.7301906E-3,-6.1347266E-5,5.699748E-4,-6.130193E-3,3.2995187E-3,-3.6499745E-4,1.0291886E-4,-3.4799064E-3],"split_indices":[15,0,13,12,4,0,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9385288E3,6.0849554E2,2.3300334E3,3.5023474E2,2.582608E2,1.3644362E3,9.6559717E2,1.2672326E2,2.2351147E2,2.6975485E1,2.3128531E2,6.794597E2,6.8497644E2,5.2516547E2,4.4043167E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.099663E-2,1.8507077E-1,-1.3768089E-1,5.007697E-1,-2.6015958E-2,1.4793915E-1,-2.3715095E-1,5.984886E-3,-8.581342E-4,1.1355707E-2,-7.275615E-4,3.6303892E-3,-2.9189056E-3,-6.43986E-4,-3.5735136E-3],"categories":[3,4,5,6,7,8,10,0,1,2,3,4,5,6,7,8,9,10,11,15,16,18,19,20,22,24,25,28,29,30,31,32,33,35,36,39,40,42,43,51,52,53,56,59,60,61,66,67,68,69,70,72,75,76,77,79,80,81,82,83,86,87,88,91,93,94,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,122,124,125,126,128,0,1,2,4,5,6,0,5,8,11,12,13,16,17,22,23,24,27,31,32,33,34,36,42,45,46,54,55,60,65,73,75,80,83,84,91,92,93,95,96,1,2,6,7,8,10,11,12,13,14,16,17,18,19,20,21],"categories_nodes":[0,1,4,5,6],"categories_segments":[0,7,96,102,136],"categories_sizes":[7,89,6,34,16],"default_left":[1,0,0,0,1,1,1,0,0,0,0,0,0,0,0],"id":252,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[6.0142685E1,5.2622383E1,6.1099323E1,1.8186966E1,2.5821047E1,5.2688557E1,3.3087578E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,NaN,6.7E0,1.8067928E1,NaN,NaN,NaN,5.984886E-3,-8.581342E-4,1.1355707E-2,-7.275615E-4,3.6303892E-3,-2.9189056E-3,-6.43986E-4,-3.5735136E-3],"split_indices":[14,0,11,16,3,0,1,0,0,0,0,0,0,0,0],"split_type":[1,1,0,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9368018E3,7.884579E2,2.1483438E3,3.1539075E2,4.7306714E2,5.547985E2,1.5935453E3,2.7033527E2,4.505548E1,1.7397957E1,4.556692E2,3.727022E2,1.8209633E2,6.54472E2,9.3907324E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.051984E-2,-3.2569736E-1,2.295089E-2,-7.028661E-2,-4.5653182E-1,-1.7287365E-1,1.3297145E-1,1.2764554E-3,-4.5874054E-3,-1.4279293E-3,-5.3798608E-3,6.2185206E-4,-3.3379896E-3,3.9678854E-3,8.1545935E-5],"categories":[0,1,3,4,6,9,10,11,12,14,15,16,17,18,20,22,23,24,27,30,31,34,35,37,41,42,43,45,46,47,48,49,50,51,52,53,54,55,58,62,63,64,65,66,68,69,70,71,72,73,74,75,76,77,78,79,80,81,83,85,86,87,89,90,91,93,5,6,7,8,9,10,1,2,3,4,5,6,7,8,9,11,14,15,17,18,19,20,22,24,26,28,29,31,34,36,37,42,43,44,46,48,49,50,52,53,55,56,57,59,60,62,64,65,68,70,72,73,74,75,76,77,80,81,84,85,89,91,92,93,95,0,2,4,5,6,7,9,10,11,12,13,17,18,19,20,21,24,27,28,29,30,32,33,35,36,38,40,44,45,46,50,51,53,54,57,58,59,60,61,63,65,66,67,68,69,70,71,72,73,74,77,79,80,81,83,84,85,86,87,88,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,122,124,125,126,128],"categories_nodes":[1,4,5,6],"categories_segments":[0,66,72,131],"categories_sizes":[66,6,59,95],"default_left":[0,0,0,1,1,1,0,0,0,0,0,0,0,0,0],"id":253,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.9362247E1,2.0643738E1,4.9965443E1,1.6263918E1,1.0374397E1,3.1580145E1,4.888856E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.69E1,NaN,3.36E1,2.4E1,NaN,NaN,NaN,1.2764554E-3,-4.5874054E-3,-1.4279293E-3,-5.3798608E-3,6.2185206E-4,-3.3379896E-3,3.9678854E-3,8.1545935E-5],"split_indices":[15,0,12,28,13,0,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.934813E3,6.177304E2,2.3170825E3,2.0976714E2,4.0796326E2,8.333103E2,1.4837722E3,1.394059E2,7.036124E1,8.465379E1,3.2330948E2,3.3890106E2,4.944092E2,4.7584064E2,1.00793164E3],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-5.0049085E-2,6.718457E-2,-2.225661E-1,6.342016E-1,2.3632513E-2,-3.7365863E-1,-4.4533197E-2,1.5283674E-2,2.693964E-3,6.5353704E-3,-1.9074764E-4,-1.011345E-3,-5.383297E-3,2.7098125E-3,-2.8908302E-3],"categories":[1,2,4,5,6,7,8,10,11,15,16,17,18,19,20,21,0,2,4,6,7,8,9,11,12,13,14,15,16,18,20,21,22,23,24,27,28,29,31,32,33,34,36,37,38,39,40,42,43,44,46,47,49,50,51,52,53,54,55,56,57,58,59,60,61,62,65,66,67,69,70,71,72,73,75,77,79,80,83,84,86,87,88,89,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,4,5,6,7,8,9,10,11,0,2,3,6,9,10,12,15,17,18,19,20,22,24,25,26,28,30,31,32,33,36,37,39,40,42,43,44,45,46,48,49,50,52,54,56,59,60,63,64,65,66,67,68,69,71,72,73,74,76,77,79,80,83,86,87,88,89,90,92,93,95,4,5,7,8,9,10,11,12,14,15,17,18,21,23,24,27,28,29,30,33,34,35,36,37,38,41,43,45,46,51,53,54,56,61,65,67,68,69,70,76,77,78,81,82,83,84,85,86,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,122,124,125,126],"categories_nodes":[0,3,4,5,6],"categories_segments":[0,16,122,131,193],"categories_sizes":[16,106,9,62,82],"default_left":[1,0,0,0,1,1,0,0,0,0,0,0,0,0,0],"id":254,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.9357414E1,4.3145313E1,3.192353E1,4.024176E1,4.370382E1,2.8763557E1,4.222525E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,5.93043E0,2.91E1,NaN,NaN,NaN,NaN,1.5283674E-2,2.693964E-3,6.5353704E-3,-1.9074764E-4,-1.011345E-3,-5.383297E-3,2.7098125E-3,-2.8908302E-3],"split_indices":[1,16,15,0,13,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,0,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9331436E3,1.7467518E3,1.1863917E3,1.236289E2,1.6231229E3,6.411572E2,5.4523456E2,3.4899055E1,8.872984E1,1.02151535E2,1.5209713E3,2.4210208E2,3.990551E2,2.380273E2,3.0720724E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.9579702E-2,-1.3496739E-1,1.8503967E-1,9.9896364E-2,-2.5269547E-1,4.51467E-1,-4.7161024E-2,2.7897288E-3,-2.0087135E-3,-8.7994686E-4,-3.91742E-3,1.5712542E-3,6.501324E-3,1.1072326E-2,-9.38123E-4],"categories":[0,1,3,4,5,6,9,10,11,13,14,18,19,20,22,24,25,27,28,29,30,35,36,39,42,43,45,46,47,51,53,57,58,60,61,66,68,69,70,72,74,75,77,79,80,81,82,83,87,89,91,92,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,122,124,125,126,128,5,6,7,9,11,12,15,17,22,23,28,29,31,34,36,38,43,51,53,54,55,61,63,65,70,73,74,76,79,80,84,85,89,91,92,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,2,4,5,6,7,10,11,12,15,17,18,19,20,21,24,26,32,36,37,39,40,42,44,45,48,50,52,53,54,59,63,64,65,67,68,69,71,72,73,74,76,77,78,79,81,84,85,86,88,90,91,93,94,95,96,0,1,2,4,5,6],"categories_nodes":[2,3,4,6],"categories_segments":[0,83,136,191],"categories_sizes":[83,53,55,6],"default_left":[0,0,0,1,1,0,1,0,0,0,0,0,0,0,0],"id":255,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.8765377E1,5.9481155E1,4.844854E1,3.8764862E1,3.2773872E1,2.1219505E1,2.2677753E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.9120001E2,1.0088112E1,NaN,NaN,NaN,3.51E1,NaN,2.7897288E-3,-2.0087135E-3,-8.7994686E-4,-3.91742E-3,1.5712542E-3,6.501324E-3,1.1072326E-2,-9.38123E-4],"split_indices":[26,16,0,0,0,12,3,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9310935E3,2.1492993E3,7.817941E2,7.1768744E2,1.4316119E3,3.636255E2,4.181686E2,4.498939E2,2.6779352E2,6.5609705E2,7.7551495E2,1.4725064E2,2.1637485E2,1.5359557E1,4.0280905E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.9114194E-2,-7.322862E-2,7.7702844E-1,8.317125E-1,-9.495057E-2,9.6780056E-1,8.88602E-2,1.4794241E-2,5.4896753E-3,6.4077005E-3,-1.1945171E-3,1.9691917E-3,1.1222348E-2,-5.8710133E-3,5.336905E-3],"categories":[0,2,4,5,6,0,0,1,2,3,4,5,6,7,8,9,11,12,13,14,15,16,17,18,19,20,21,22,23,25,27,28,29,30,32,33,34,35,36,37,40,41,42,43,44,45,46,47,48,49,51,52,53,54,55,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,83,85,86,88,89,1,3,4,5,6,7,8,9,10,11],"categories_nodes":[1,2,3,4],"categories_segments":[0,5,6,85],"categories_sizes":[5,1,79,10],"default_left":[0,1,1,0,1,0,0,0,0,0,0,0,0,0,0],"id":256,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.8431633E1,5.606198E1,1.0835419E1,1.1432785E1,5.022702E1,7.5211487E0,6.0736885E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,NaN,1.49E1,1.75E1,1.4794241E-2,5.4896753E-3,6.4077005E-3,-1.1945171E-3,1.9691917E-3,1.1222348E-2,-5.8710133E-3,5.336905E-3],"split_indices":[8,3,2,0,13,18,24,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.929171E3,2.8469812E3,8.218968E1,6.586212E1,2.7811191E3,6.403244E1,1.8157244E1,1.8727905E1,4.7134216E1,8.8821915E1,2.692297E3,1.1066663E1,5.296578E1,7.0794787E0,1.1077765E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.864783E-2,-9.260907E-2,4.0292653E-1,6.0589087E-1,-1.24283224E-1,9.2284673E-1,3.212147E-2,7.354574E-3,-4.0352927E-3,2.0647629E-3,-1.966813E-3,1.3301648E-3,1.0787055E-2,-5.81373E-4,1.1527727E-2],"categories":[1,4,5,6,7,8,9,10,11,0,3,5,7,9,12,15,16,18,19,20,21,22,23,24,25,28,29,31,32,33,34,35,36,38,39,43,44,45,48,51,53,54,56,57,59,60,61,63,64,65,66,69,70,71,75,77,78,79,83,84,85,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,49,59,68,72,76,82,83,125,126],"categories_nodes":[1,2,3],"categories_segments":[0,9,100],"categories_sizes":[9,91,9],"default_left":[0,1,0,1,0,0,1,0,0,0,0,0,0,0,0],"id":257,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.8161987E1,5.9125237E1,5.008343E1,1.546133E1,6.1200745E1,1.3173042E1,1.5518746E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,7.738863E0,1.52E1,5.3E1,7.354574E-3,-4.0352927E-3,2.0647629E-3,-1.966813E-3,1.3301648E-3,1.0787055E-2,-5.81373E-4,1.1527727E-2],"split_indices":[6,13,0,0,16,15,51,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.926934E3,2.6679966E3,2.5893738E2,1.1494837E2,2.5530483E3,1.0717474E2,1.5176263E2,1.0211284E2,1.2835533E1,4.581377E2,2.0949106E3,1.7968916E1,8.9205826E1,1.41328E2,1.0434627E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.8191268E-2,6.780071E-2,-2.1927032E-1,-4.5816115E-1,1.1426839E-1,4.783896E-2,-3.1833124E-1,2.1872753E-3,-7.813825E-3,8.5636147E-4,9.256352E-3,3.5702738E-3,-4.0133838E-3,-1.1477817E-3,-4.858576E-3],"categories":[1,2,4,5,6,7,8,10,11,15,16,17,18,19,20,21,1,2,3,8,9,10,11,1,3,4,5,6,7,8,9,10,11,12,15,16,17,18,19,20,21,22,23,25,26,28,29,31,32,34,36,37,38,42,43,44,45,46,48,52,53,55,56,59,60,64,66,67,69,70,71,72,73,74,75,76,78,79,80,83,84,85,86,87,90,91,0,1,4,5,6,10,15,17,19,20,22,24,27,29,30,31,32,34,35,36,40,42,43,44,46,51,56,65,66,69,74,77,79,81,82,83,84,85,89,92,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,124,125,2,3,5,7,9,10,12,13,14,15,16,18,20,21,24,25,28,29,30,31,33,36,37,38,40,41,42,45,46,50,51,53,54,59,60,61,63,64,65,67,68,69,73,74,76,78,80,83,86,90,91,92,93,95],"categories_nodes":[0,2,3,5,6],"categories_segments":[0,16,23,86,154],"categories_sizes":[16,7,63,68,54],"default_left":[1,0,1,1,0,0,1,0,0,0,0,0,0,0,0],"id":258,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.8071774E1,4.2684E1,3.1300926E1,3.1193985E1,3.7172638E1,4.4687744E1,2.9360466E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.57E1,NaN,NaN,1E0,NaN,NaN,2.1872753E-3,-7.813825E-3,8.5636147E-4,9.256352E-3,3.5702738E-3,-4.0133838E-3,-1.1477817E-3,-4.858576E-3],"split_indices":[1,12,13,0,8,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,1,1,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9246956E3,1.7433226E3,1.1813729E3,1.4079718E2,1.6025254E3,3.1973956E2,8.6163336E2,4.560813E1,9.518905E1,1.5489695E3,5.355589E1,1.8950212E2,1.3023746E2,3.8975113E2,4.7188223E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.7740452E-2,-3.221908E-1,2.3345262E-2,-1.6581382E-1,-5.338764E-1,-1.9899493E-1,1.174586E-1,-4.626251E-3,2.3675151E-5,7.00538E-4,-6.046643E-3,2.4993506E-3,-3.0057568E-3,1.8090991E-3,-3.5410929E-3],"categories":[3,4,6,9,10,11,12,14,15,17,20,22,23,24,27,30,34,35,41,46,47,48,50,52,53,54,55,59,62,63,65,66,69,73,74,75,76,78,79,80,81,86,89,3,1,2,3,4,5,6,7,8,9,10,11,14,15,16,17,18,19,20,22,23,24,25,26,27,28,29,31,32,33,34,36,37,39,42,43,44,45,46,48,49,50,51,52,53,54,55,56,57,59,60,62,64,65,66,68,69,70,71,72,73,74,75,76,77,78,80,81,82,84,85,86,87,88,89,91,92,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128],"categories_nodes":[1,4,5],"categories_segments":[0,43,44],"categories_sizes":[43,1,111],"default_left":[0,1,0,0,1,0,0,0,0,0,0,0,0,0,0],"id":259,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.705332E1,1.9826443E1,4.8640755E1,1.7345528E1,1.0950394E1,3.1602419E1,4.892733E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.68E1,NaN,3.24E1,4.18E1,NaN,NaN,1E0,-4.626251E-3,2.3675151E-5,7.00538E-4,-6.046643E-3,2.4993506E-3,-3.0057568E-3,1.8090991E-3,-3.5410929E-3],"split_indices":[15,0,12,12,4,0,7,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.9230017E3,6.006105E2,2.3223914E3,3.4645764E2,2.5415282E2,6.9034814E2,1.6320432E3,1.2467566E2,2.2178198E2,2.6665476E1,2.2748734E2,1.2711417E2,5.63234E2,1.4390321E3,1.930111E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.7298968E-2,6.7469016E-2,-2.169267E-1,-4.5342404E-1,1.13193385E-1,4.7611944E-2,-3.1531578E-1,2.063571E-3,-7.838723E-3,8.487923E-4,9.168165E-3,3.5305645E-3,-3.9802794E-3,-1.1290216E-3,-4.8234677E-3],"categories":[1,2,4,5,6,7,8,10,11,15,16,17,18,19,20,21,1,2,3,8,9,10,11,1,3,4,5,6,7,8,9,10,11,12,15,16,17,18,19,20,21,22,23,25,26,28,29,31,32,34,36,37,38,42,43,44,45,46,48,52,53,55,56,59,60,64,67,69,70,71,72,73,74,75,76,78,79,80,83,84,85,86,87,90,91,0,1,4,5,6,10,15,17,19,20,22,24,27,29,30,31,32,34,35,36,40,42,43,44,46,51,56,65,66,69,74,77,79,81,82,83,84,85,89,92,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,124,125,2,3,5,7,9,10,12,13,14,15,16,18,20,21,24,25,28,29,30,31,33,36,37,38,40,41,42,45,46,50,51,53,54,59,60,61,63,64,65,67,68,69,73,74,76,78,80,83,86,90,91,92,93,95],"categories_nodes":[0,2,3,5,6],"categories_segments":[0,16,23,85,153],"categories_sizes":[16,7,62,68,54],"default_left":[1,0,1,1,0,0,1,0,0,0,0,0,0,0,0],"id":260,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.6904106E1,4.158252E1,3.071481E1,3.0884178E1,3.6415176E1,4.378417E1,2.9017303E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.57E1,NaN,NaN,1E0,NaN,NaN,2.063571E-3,-7.838723E-3,8.487923E-4,9.168165E-3,3.5305645E-3,-3.9802794E-3,-1.1290216E-3,-4.8234677E-3],"split_indices":[1,12,13,0,8,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,1,1,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9212295E3,1.7427255E3,1.1785039E3,1.3991331E2,1.6028121E3,3.1963034E2,8.588736E2,4.6815624E1,9.3097694E1,1.5493301E3,5.3482117E1,1.897691E2,1.2986124E2,3.8906628E2,4.6980728E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.6856243E-2,-9.03992E-2,3.986174E-1,5.9886235E-1,-1.2168333E-1,9.4262385E-1,5.3146545E-2,7.2746756E-3,-4.0114517E-3,2.043824E-3,-1.9327131E-3,8.1618695E-4,1.1083451E-2,-4.769951E-4,1.224025E-2],"categories":[1,4,5,6,7,8,9,10,11,0,3,5,7,9,12,15,16,18,19,20,21,22,23,24,25,28,29,31,32,33,34,35,36,37,38,39,43,44,45,48,50,51,53,54,56,57,59,60,61,63,64,65,66,69,70,71,75,77,78,79,83,84,85,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,49,59,68,72,76,82,83,125,126],"categories_nodes":[1,2,3],"categories_segments":[0,9,102],"categories_sizes":[9,93,9],"default_left":[0,1,0,1,0,0,1,0,0,0,0,0,0,0,0],"id":261,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.6686775E1,5.745879E1,4.8858368E1,1.5173637E1,5.948332E1,1.4323143E1,1.8977058E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,7.738863E0,1.52E1,5.21E1,7.2746756E-3,-4.0114517E-3,2.043824E-3,-1.9327131E-3,8.1618695E-4,1.1083451E-2,-4.769951E-4,1.224025E-2],"split_indices":[6,13,0,0,16,15,51,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.919557E3,2.6603203E3,2.5923672E2,1.1471614E2,2.545604E3,1.0001557E2,1.5922116E2,1.01885735E2,1.2830406E1,4.579408E2,2.0876633E3,1.6384161E1,8.363141E1,1.4747833E2,1.1742832E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.6415295E-2,6.721408E-2,-2.1468535E-1,-4.4992805E-1,1.12404905E-1,-3.7930313E-1,-5.7535574E-2,1.5608269E-3,-8.07831E-3,8.445301E-4,9.066501E-3,-1.3021597E-3,-5.750241E-3,2.2815317E-3,-2.6514074E-3],"categories":[1,2,4,5,6,7,8,10,11,15,16,17,18,19,20,21,1,3,4,5,6,7,8,9,10,11,12,15,16,17,18,19,20,21,22,23,25,26,28,31,32,34,36,37,38,42,43,44,45,46,48,52,53,55,56,59,60,64,67,69,70,73,74,75,76,78,79,80,83,84,85,86,90,91,3,5,6,9,10,12,15,17,18,19,20,24,25,26,28,30,31,32,33,36,37,39,40,42,43,44,45,46,48,50,54,56,57,59,60,61,63,65,66,67,68,69,71,72,73,74,76,77,79,80,83,89,90,92,93,95,3,4,5,7,8,9,10,11,12,14,15,17,18,21,22,23,24,27,28,29,30,33,34,35,36,38,41,42,43,44,45,46,51,52,53,56,61,63,65,67,69,70,73,76,78,83,84,85,86,87,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,122,124,125,126],"categories_nodes":[0,3,5,6],"categories_segments":[0,16,74,130],"categories_sizes":[16,58,56,84],"default_left":[1,0,0,1,0,1,0,0,0,0,0,0,0,0,0],"id":262,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.581488E1,4.07795E1,3.0416119E1,3.0546457E1,3.5522743E1,2.7931046E1,3.583224E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.57E1,2.67E1,NaN,1E0,NaN,NaN,1.5608269E-3,-8.07831E-3,8.445301E-4,9.066501E-3,-1.3021597E-3,-5.750241E-3,2.2815317E-3,-2.6514074E-3],"split_indices":[1,12,15,0,8,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,0,1,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9173696E3,1.7417806E3,1.1755889E3,1.3925517E2,1.6025255E3,5.7346173E2,6.0212714E2,5.1915077E1,8.7340096E1,1.5491139E3,5.341166E1,2.530629E2,3.2039883E2,2.533665E2,3.4876062E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.5982912E-2,-8.9128226E-2,3.9394754E-1,5.931553E-1,-1.2011572E-1,8.7232625E-1,1.3720674E-2,7.2072707E-3,-3.974055E-3,2.0131494E-3,-1.9090308E-3,-2.7345556E-3,9.792283E-3,4.7504804E-3,-1.6230452E-3],"categories":[1,4,5,6,7,8,9,10,11,0,3,5,7,12,15,16,18,19,20,21,22,23,24,25,29,31,32,33,34,35,36,38,39,43,44,45,48,51,53,54,56,57,59,60,61,63,64,65,66,69,70,71,75,77,79,83,84,85,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,49,59,68,72,76,82,83,125,126,0,1,2,3,4,5,6,8,10,12,13,14,15,16,17,18,19,20,23,24],"categories_nodes":[1,2,3,6],"categories_segments":[0,9,97,106],"categories_sizes":[9,88,9,20],"default_left":[0,1,0,1,0,0,1,0,0,0,0,0,0,0,0],"id":263,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.53952E1,5.624489E1,4.7403454E1,1.4894119E1,5.7884865E1,1.4405579E1,1.1953771E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,7.738863E0,4E1,NaN,7.2072707E-3,-3.974055E-3,2.0131494E-3,-1.9090308E-3,-2.7345556E-3,9.792283E-3,4.7504804E-3,-1.6230452E-3],"split_indices":[6,13,0,0,16,52,1,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9156152E3,2.6559368E3,2.5967838E2,1.145969E2,2.5413398E3,1.1442343E2,1.4525494E2,1.0176346E2,1.2833445E1,4.5832724E2,2.0830127E3,9.631759E0,1.0479167E2,3.9647614E1,1.0560733E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.5554046E-2,-3.1610563E-1,2.4131339E-2,-1.6261633E-1,-5.324642E-1,-1.6669722E-1,1.3069704E-1,-4.5723356E-3,3.397645E-5,1.0957945E-3,-6.0750567E-3,6.126155E-4,-3.3116878E-3,4.29195E-3,2.722609E-4],"categories":[3,4,6,9,10,11,12,14,15,17,20,22,23,24,27,30,34,35,41,46,47,48,50,52,53,54,55,59,62,63,66,69,73,74,75,76,78,79,80,81,86,89,3,1,2,3,4,5,6,7,8,9,11,14,15,17,18,19,20,22,24,26,28,29,31,34,36,37,42,43,44,46,48,49,50,52,53,55,56,57,59,62,64,65,68,70,72,73,74,75,76,77,80,81,84,85,89,91,92,93,95,0,2,4,5,6,7,9,10,11,12,13,17,18,19,20,21,24,27,28,29,30,31,32,33,35,36,38,39,40,43,44,45,46,50,51,52,53,54,57,58,59,60,61,63,65,66,67,68,69,70,71,72,73,74,76,77,79,80,81,82,83,84,85,86,87,88,90,91,92,93,94,95,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,122,124,125,126,128],"categories_nodes":[1,4,5,6],"categories_segments":[0,42,43,101],"categories_sizes":[42,1,58,101],"default_left":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"id":264,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.4955456E1,1.9738846E1,4.7169674E1,1.7153404E1,1.1982285E1,3.1185001E1,4.5954193E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.68E1,NaN,3.36E1,4.18E1,NaN,NaN,NaN,-4.5723356E-3,3.397645E-5,1.0957945E-3,-6.0750567E-3,6.126155E-4,-3.3116878E-3,4.29195E-3,2.722609E-4],"split_indices":[15,0,12,12,4,0,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9134644E3,5.959948E2,2.3174695E3,3.4967773E2,2.463171E2,8.302199E2,1.4872496E3,1.25393524E2,2.2428421E2,2.572841E1,2.2058867E2,3.4821667E2,4.8200323E2,3.820231E2,1.1052266E3],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.5127764E-2,6.573979E-2,-2.1455029E-1,6.112091E-1,2.365601E-2,4.5847047E-2,-3.1449178E-1,1.4261925E-2,2.3958597E-3,6.113842E-3,-1.6228117E-4,3.5852406E-3,-3.7498155E-3,-1.3266999E-3,-5.130793E-3],"categories":[1,2,4,7,8,10,11,16,17,18,19,20,21,1,2,8,9,10,11,0,2,4,6,7,8,9,11,12,13,14,15,16,18,20,21,22,23,24,27,28,29,31,32,33,34,36,37,38,39,40,42,43,44,46,47,49,50,51,52,53,54,55,56,57,58,59,60,61,62,65,67,69,70,71,72,73,75,79,80,83,84,86,87,88,89,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,4,5,6,7,8,9,10,11,0,1,4,5,6,10,15,17,19,20,22,23,24,27,29,32,34,35,36,40,42,43,44,51,56,58,65,66,69,71,74,76,77,79,81,82,83,84,85,87,89,92,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,124,125,3,5,7,9,10,12,13,15,18,20,21,24,25,28,29,30,31,33,36,37,38,40,41,45,46,50,53,54,59,60,63,64,65,67,68,69,73,74,76,78,80,83,86,90,91,93,94,95],"categories_nodes":[0,2,3,4,5,6],"categories_segments":[0,13,19,123,132,198],"categories_sizes":[13,6,104,9,66,48],"default_left":[1,0,1,0,1,0,1,0,0,0,0,0,0,0,0],"id":265,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.472905E1,4.0421486E1,3.0005894E1,3.7858276E1,3.8368153E1,4.2307564E1,3.0006897E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,5.93043E0,NaN,NaN,NaN,NaN,NaN,1.4261925E-2,2.3958597E-3,6.113842E-3,-1.6228117E-4,3.5852406E-3,-3.7498155E-3,-1.3266999E-3,-5.130793E-3],"split_indices":[1,16,13,0,13,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9119321E3,1.7604996E3,1.1514325E3,1.25128006E2,1.6353716E3,3.1950482E2,8.319277E2,3.8299038E1,8.682897E1,1.0301562E2,1.532356E3,1.8339201E2,1.3611281E2,4.3516733E2,3.9676038E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.470123E-2,-8.744473E-2,3.894848E-1,5.8312964E-1,-1.17912374E-1,9.243693E-1,5.8401287E-2,7.096851E-3,-3.9733504E-3,1.9867225E-3,-1.8788411E-3,-9.8483484E-5,1.103492E-2,-3.833074E-4,1.1723392E-2],"categories":[1,4,5,6,7,8,9,10,11,0,3,5,7,9,12,15,16,18,19,20,21,22,23,24,25,28,29,31,32,33,34,35,36,37,38,39,43,44,45,48,50,51,53,54,55,56,57,59,60,61,63,64,65,66,69,70,71,75,77,78,79,83,84,85,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,49,59,68,72,76,82,83,125,126],"categories_nodes":[1,2,3],"categories_segments":[0,9,103],"categories_sizes":[9,94,9],"default_left":[0,1,0,1,0,0,1,0,0,0,0,0,0,0,0],"id":266,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.4060226E1,5.4231358E1,4.6181633E1,1.4599079E1,5.6228924E1,1.6703331E1,1.7536709E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,7.738863E0,1.52E1,5.21E1,7.096851E-3,-3.9733504E-3,1.9867225E-3,-1.8788411E-3,-9.8483484E-5,1.103492E-2,-3.833074E-4,1.1723392E-2],"split_indices":[6,13,0,0,16,15,51,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.9101074E3,2.6500242E3,2.6008334E2,1.14383064E2,2.535641E3,9.875195E1,1.613314E2,1.015513E2,1.2831762E1,4.5865106E2,2.07699E3,1.604001E1,8.271194E1,1.4932953E2,1.2001873E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.427977E-2,6.712434E-2,-2.0990123E-1,-4.4408002E-1,1.11489326E-1,4.9480956E-2,-3.0691332E-1,2.0796533E-3,-7.7617466E-3,8.410684E-4,8.906822E-3,3.4545888E-3,-4.010763E-3,-1.0680589E-3,-4.7308686E-3],"categories":[1,2,4,5,6,7,8,10,11,15,16,17,18,19,20,21,1,2,3,8,9,10,11,1,3,4,5,6,7,8,9,10,11,12,15,16,17,18,19,20,21,22,23,25,26,28,29,31,32,34,36,37,38,42,43,44,45,46,48,52,53,55,56,59,60,64,67,69,70,71,72,73,74,75,76,78,79,80,83,84,85,86,87,90,91,0,1,4,5,6,10,15,17,19,20,22,24,27,29,31,32,34,35,36,40,42,43,44,46,51,56,65,66,69,74,77,79,81,82,83,84,85,89,92,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,124,125,2,3,5,7,9,10,12,13,14,15,16,18,20,21,24,25,28,29,30,31,33,36,37,38,40,41,42,45,46,50,51,53,54,59,60,61,63,64,65,67,68,69,73,74,76,78,80,83,86,90,91,92,93,95],"categories_nodes":[0,2,3,5,6],"categories_segments":[0,16,23,85,148],"categories_sizes":[16,7,62,63,54],"default_left":[1,0,1,1,0,1,1,0,0,0,0,0,0,0,0],"id":267,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.368749E1,3.950997E1,2.9457943E1,3.0291183E1,3.4100838E1,4.2726795E1,2.827108E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.57E1,NaN,NaN,1E0,NaN,NaN,2.0796533E-3,-7.7617466E-3,8.410684E-4,8.906822E-3,3.4545888E-3,-4.010763E-3,-1.0680589E-3,-4.7308686E-3],"split_indices":[1,12,13,0,8,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,1,1,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9079836E3,1.7389117E3,1.169072E3,1.3814131E2,1.6007704E3,3.183599E2,8.507121E2,4.674144E1,9.139988E1,1.5474961E3,5.3274334E1,1.9228088E2,1.2607899E2,3.8669446E2,4.6401764E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.3864496E-2,-3.1140432E-1,2.4748364E-2,-1.583557E-1,-5.278618E-1,-1.63935E-1,1.2991336E-1,-4.514695E-3,5.72009E-5,1.1329342E-3,-6.0320473E-3,1.5274691E-4,-3.7122695E-3,1.9315956E-3,-3.5417087E-3],"categories":[3,4,6,9,10,11,12,14,15,17,20,22,23,24,27,30,34,35,41,46,47,48,50,52,53,54,55,59,62,63,66,69,73,74,75,76,78,79,80,81,86,89,3,2,3,4,5,7,9,11,14,15,17,18,19,20,22,28,29,31,34,36,37,42,43,44,48,49,52,53,55,56,57,59,62,64,65,72,73,75,76,77,80,81,84,85,91,92,93,95],"categories_nodes":[1,4,5],"categories_segments":[0,42,43],"categories_sizes":[42,1,47],"default_left":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"id":268,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.3377586E1,1.9578388E1,4.5955143E1,1.679208E1,1.1922775E1,3.0798637E1,4.5594116E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.68E1,NaN,3.36E1,4.18E1,NaN,NaN,1E0,-4.514695E-3,5.72009E-5,1.1329342E-3,-6.0320473E-3,1.5274691E-4,-3.7122695E-3,1.9315956E-3,-3.5417087E-3],"split_indices":[15,0,12,12,4,0,7,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.9063833E3,5.9250604E2,2.3138772E3,3.4810568E2,2.4440033E2,8.279104E2,1.4859668E3,1.2429924E2,2.2380644E2,2.5646801E1,2.1875352E2,4.4452896E2,3.8338144E2,1.3147891E3,1.7117783E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.345851E-2,-1.2514055E-1,1.7948446E-1,9.800568E-2,-2.384803E-1,3.974122E-1,-9.674045E-2,2.775496E-3,-1.9400155E-3,-7.436819E-4,-3.7774139E-3,1.2424046E-3,5.936029E-3,9.688875E-3,-1.4390597E-3],"categories":[0,1,3,4,5,6,9,10,11,13,18,19,20,22,24,25,27,28,29,30,35,36,39,43,45,47,51,53,57,60,61,66,68,69,70,72,75,77,80,82,83,87,89,91,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,124,125,126,128,5,6,7,9,11,12,15,17,22,23,28,29,31,34,36,38,43,51,53,54,55,61,63,65,67,70,73,74,76,79,80,84,85,89,91,92,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,2,4,5,6,7,10,11,12,15,17,18,19,20,21,24,26,32,36,37,39,40,42,44,45,48,50,52,53,54,59,63,64,65,67,68,69,71,72,73,74,76,77,78,79,81,84,85,86,88,90,91,93,94,95,96,0,2,4,5,6],"categories_nodes":[2,3,4,6],"categories_segments":[0,74,128,183],"categories_sizes":[74,54,55,5],"default_left":[0,0,0,1,1,0,1,0,0,0,0,0,0,0,0],"id":269,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.2937042E1,5.382251E1,4.6965176E1,3.765598E1,3.2218674E1,2.3290718E1,1.7459171E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.9120001E2,1.0088112E1,NaN,NaN,NaN,3.55E1,NaN,2.775496E-3,-1.9400155E-3,-7.436819E-4,-3.7774139E-3,1.2424046E-3,5.936029E-3,9.688875E-3,-1.4390597E-3],"split_indices":[26,16,0,0,0,12,3,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.904728E3,2.1261763E3,7.7855176E2,7.1621295E2,1.4099634E3,4.3495505E2,3.4359668E2,4.4354428E2,2.7266867E2,6.479369E2,7.6202655E2,1.824913E2,2.5246375E2,1.3734982E1,3.298617E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.3049056E-2,-8.533628E-2,3.8467443E-1,5.746785E-1,-1.1533944E-1,8.396083E-1,6.5813777E-3,7.001741E-3,-3.9508706E-3,1.9555446E-3,-1.8433357E-3,-2.8645985E-3,9.435379E-3,4.743001E-3,-1.7224851E-3],"categories":[1,4,5,6,7,8,9,10,11,0,3,5,7,12,15,16,18,19,20,21,22,23,24,25,29,31,32,33,35,36,38,39,43,44,45,48,51,53,54,56,57,59,60,61,63,64,65,66,69,70,71,75,77,79,83,84,85,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,49,59,68,72,76,82,83,125,126,0,1,2,3,4,5,6,8,10,12,13,14,15,16,17,18,19,20,23,24],"categories_nodes":[1,2,3,6],"categories_segments":[0,9,96,105],"categories_sizes":[9,87,9,20],"default_left":[0,1,0,1,0,0,1,0,0,0,0,0,0,0,0],"id":270,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.2557163E1,5.2414124E1,4.496608E1,1.4285759E1,5.4290916E1,1.4157196E1,1.2108782E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,7.738863E0,4E1,NaN,7.001741E-3,-3.9508706E-3,1.9555446E-3,-1.8433357E-3,-2.8645985E-3,9.435379E-3,4.743001E-3,-1.7224851E-3],"split_indices":[6,13,0,0,16,52,1,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.9029443E3,2.6424927E3,2.6045166E2,1.1411074E2,2.5283818E3,1.1765939E2,1.4279227E2,1.0128201E2,1.2828726E1,4.5886404E2,2.0695178E3,9.793316E0,1.0786608E2,3.903814E1,1.0375413E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.26463E-2,6.588586E-2,-2.0919277E-1,5.950833E-1,2.4832018E-2,4.990799E-2,-3.0548605E-1,1.4234373E-2,2.4063522E-3,5.916939E-3,-1.369214E-4,3.4436376E-3,-4.0135277E-3,-1.2710147E-3,-4.970853E-3],"categories":[1,2,4,7,8,10,11,16,17,18,19,20,21,1,2,3,8,9,10,11,0,2,4,6,7,8,9,11,12,13,14,15,16,18,20,21,22,23,24,27,28,29,31,32,33,34,36,37,38,39,40,42,43,44,46,47,49,50,51,52,53,54,55,56,57,58,59,60,61,62,65,66,67,69,70,71,72,73,75,79,80,83,84,86,87,88,89,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,4,5,6,7,8,9,10,11,0,1,4,5,6,10,15,17,19,20,22,24,27,29,32,34,35,36,40,42,43,44,51,56,65,66,69,74,76,77,79,81,82,83,84,85,87,89,92,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,124,125,3,5,7,9,10,12,13,15,18,20,21,24,25,28,29,30,31,33,36,37,38,40,41,45,46,50,53,54,59,60,63,64,65,67,68,69,73,74,76,78,80,83,86,90,91,92,93,95],"categories_nodes":[0,2,3,4,5,6],"categories_segments":[0,13,20,125,134,196],"categories_sizes":[13,7,105,9,62,48],"default_left":[1,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"id":271,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.2467167E1,3.817241E1,2.8586987E1,3.6798397E1,3.565205E1,4.148169E1,2.8476875E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,5.93043E0,NaN,NaN,NaN,NaN,NaN,1.4234373E-2,2.4063522E-3,5.916939E-3,-1.369214E-4,3.4436376E-3,-4.0135277E-3,-1.2710147E-3,-4.970853E-3],"split_indices":[1,16,13,0,13,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.900881E3,1.7567056E3,1.1441754E3,1.25498146E2,1.6312074E3,3.1014252E2,8.3403296E2,3.6704014E1,8.879413E1,1.0288925E2,1.5283182E3,1.878221E2,1.2232042E2,4.3277237E2,4.0126056E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.224198E-2,-3.0663234E-1,2.5264502E-2,-1.5395153E-1,-5.232628E-1,7.164999E-2,-3.9251232E-1,-4.4614146E-3,8.734374E-5,1.1789494E-3,-5.989608E-3,-1.6329195E-3,1.7721712E-3,-5.6891504E-4,-7.1018073E-3],"categories":[3,4,6,9,10,11,12,14,15,17,20,22,23,24,27,30,34,35,41,46,47,48,50,52,53,54,55,59,62,63,66,69,73,74,75,76,78,79,80,81,86,89,3,1,3,5,6,7,8,9,11,12,13,14,15,16,19,20,21,22,23,26,30,31,32,33,35,36,37,39,40,43,46,52,55,57,58,59,61,63,65,66,67,70,74,75,76,77,82,83,85,87,89,90,91,92,93],"categories_nodes":[1,4,6],"categories_segments":[0,42,43],"categories_sizes":[42,1,54],"default_left":[0,1,0,0,1,0,1,0,0,0,0,0,0,0,0],"id":272,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.1769596E1,1.9432312E1,4.481608E1,1.6520992E1,1.1887833E1,5.164384E1,2.4600704E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.68E1,NaN,1E0,4.18E1,NaN,3.24E1,NaN,-4.4614146E-3,8.734374E-5,1.1789494E-3,-5.989608E-3,-1.6329195E-3,1.7721712E-3,-5.6891504E-4,-7.1018073E-3],"split_indices":[15,0,7,12,4,12,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.899138E3,5.889525E2,2.3101855E3,3.4647095E2,2.4248155E2,2.0800657E3,2.3011984E2,1.23291855E2,2.2317911E2,2.5546518E1,2.1693503E2,6.4470776E2,1.4353579E3,1.1247143E2,1.17648415E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.1851986E-2,6.552423E-2,-2.0694412E-1,5.8801794E-1,2.4907764E-2,4.9537923E-2,-3.0253673E-1,1.3772055E-2,2.2605662E-3,5.853423E-3,-1.318461E-4,3.4055798E-3,-3.9825016E-3,-9.682143E-4,-4.671442E-3],"categories":[1,2,4,7,8,10,11,16,17,18,19,20,21,1,2,3,8,9,10,11,0,2,4,6,7,8,9,11,12,13,14,15,16,18,20,21,22,23,24,27,28,29,31,32,33,34,36,37,38,39,40,42,43,44,46,47,49,50,51,52,53,54,55,56,57,58,59,60,61,62,65,67,69,70,71,72,73,75,79,80,83,84,86,87,88,89,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,1,4,5,6,7,8,9,10,11,0,1,4,5,6,10,15,17,19,20,22,24,27,29,32,34,35,36,40,42,43,44,51,56,65,66,69,74,76,77,79,81,82,83,84,85,87,89,92,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,124,125,2,3,5,7,9,10,12,13,14,15,16,18,20,21,24,25,28,29,30,31,33,36,37,38,40,41,42,45,46,50,51,53,54,59,60,61,63,64,65,67,68,69,72,73,74,76,78,80,83,86,90,91,92,93,95],"categories_nodes":[0,2,3,4,5,6],"categories_segments":[0,13,20,124,133,195],"categories_sizes":[13,7,104,9,62,55],"default_left":[1,0,1,0,1,1,1,0,0,0,0,0,0,0,0],"id":273,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.139506E1,3.727202E1,2.802652E1,3.5877117E1,3.4833355E1,4.0671734E1,2.8142982E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,5.93043E0,NaN,NaN,NaN,NaN,NaN,1.3772055E-2,2.2605662E-3,5.853423E-3,-1.318461E-4,3.4055798E-3,-3.9825016E-3,-9.682143E-4,-4.671442E-3],"split_indices":[1,16,13,0,13,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.8974934E3,1.7559945E3,1.1414988E3,1.2568569E2,1.6303088E3,3.1006177E2,8.31437E2,3.863802E1,8.704767E1,1.0284431E2,1.5274646E3,1.880721E2,1.2198968E2,3.7027747E2,4.6115955E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.1454863E-2,-8.3282836E-2,3.797722E-1,5.6100816E-1,-1.1258302E-1,7.9700744E-1,-2.1401796E-2,6.8557933E-3,-3.988243E-3,1.9298597E-3,-1.8064824E-3,7.2746695E-4,9.395514E-3,-6.98644E-4,1.9935466E-2],"categories":[1,4,5,6,7,8,9,10,11,0,3,5,7,12,15,16,18,19,20,21,22,23,24,25,29,31,32,33,35,36,38,39,44,45,48,51,53,54,57,59,60,61,63,64,65,66,69,70,71,75,79,83,84,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,49,59,68,72,76,82,83,125,126],"categories_nodes":[1,2,3],"categories_segments":[0,9,92],"categories_sizes":[9,83,9],"default_left":[0,1,0,1,0,0,1,0,0,0,0,0,0,0,0],"id":274,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.107001E1,4.9823692E1,4.384592E1,1.4002846E1,5.2491013E1,1.3185463E1,1.3269872E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,7.738863E0,1.52E1,4.26E1,6.8557933E-3,-3.988243E-3,1.9298597E-3,-1.8064824E-3,7.2746695E-4,9.395514E-3,-6.98644E-4,1.9935466E-2],"split_indices":[6,13,0,0,16,15,25,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.8957688E3,2.6349224E3,2.6084628E2,1.13825714E2,2.5210967E3,1.2737994E2,1.3346635E2,1.0100285E2,1.2822858E1,4.5893582E2,2.062161E3,2.1195698E1,1.06184235E2,1.3127434E2,2.1920228E0],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.105973E-2,-6.366263E-2,7.303644E-1,8.206109E-1,-8.520618E-2,9.1995645E-1,5.7834346E-2,1.4575686E-2,5.413292E-3,-3.2035115E-3,-1.7967448E-4,5.7081482E-3,1.2818009E-2,-6.042618E-3,4.9619162E-3],"categories":[0,2,4,5,6,0,0,1,2,3,4,5,6,7,8,9,11,12,13,14,15,16,17,18,19,20,21,22,23,25,27,28,29,30,32,33,34,35,36,37,40,41,42,43,44,45,46,47,48,49,51,52,53,54,55,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,83,85,86,88,89],"categories_nodes":[1,2,3],"categories_segments":[0,5,6],"categories_sizes":[5,1,79],"default_left":[0,1,1,0,0,0,0,0,0,0,0,0,0,0,0],"id":275,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.052034E1,5.366348E1,1.0463795E1,1.11302185E1,4.3430603E1,7.3886642E0,5.8740807E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,1.72E1,1.93E1,1.75E1,1.4575686E-2,5.413292E-3,-3.2035115E-3,-1.7967448E-4,5.7081482E-3,1.2818009E-2,-6.042618E-3,4.9619162E-3],"split_indices":[8,3,2,0,15,20,24,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.8937354E3,2.8122532E3,8.14822E1,6.6003204E1,2.74625E3,6.327619E1,1.8206013E1,1.8832632E1,4.717057E1,6.098253E2,2.1364246E3,3.351514E1,2.9761047E1,7.1014667E0,1.1104546E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.0663037E-2,6.720657E-2,-2.0201167E-1,-4.3505046E-1,1.1035486E-1,-3.621729E-1,-5.1329594E-2,4.024248E-3,-6.923214E-3,2.8838452E-3,-8.0656326E-5,-1.2328752E-3,-5.6844777E-3,2.3007873E-3,-2.5458862E-3],"categories":[1,2,4,5,6,7,8,10,11,15,16,17,18,19,20,21,0,1,2,3,4,5,6,7,8,9,10,11,12,14,15,16,17,18,19,20,21,22,23,24,25,26,28,29,30,31,32,34,36,37,38,39,42,43,44,45,46,48,50,52,53,54,55,56,59,60,63,64,66,67,69,70,71,72,73,74,75,76,77,78,79,80,83,84,85,86,87,90,91,93,0,2,4,6,7,8,9,11,13,17,19,20,21,22,27,28,29,32,35,36,40,47,50,51,52,53,54,55,57,58,59,60,61,64,65,66,68,69,70,71,72,73,74,75,77,79,80,81,82,85,86,87,88,91,92,93,94,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,122,123,124,125,126,127,128,3,5,6,9,10,12,15,17,18,19,20,24,25,26,28,30,31,32,33,36,37,39,40,42,43,44,45,46,48,50,54,56,59,60,61,63,65,66,67,68,69,71,72,73,74,76,77,79,80,83,89,90,93,95,3,4,5,7,8,9,10,11,12,14,15,16,17,18,21,22,23,24,27,28,29,30,33,34,35,36,38,41,42,43,44,45,46,51,52,53,56,61,63,65,67,69,70,73,76,78,83,84,85,86,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,122,124,125,126],"categories_nodes":[0,3,4,5,6],"categories_segments":[0,16,90,178,232],"categories_sizes":[16,74,88,54,84],"default_left":[1,0,0,0,0,1,0,0,0,0,0,0,0,0,0],"id":276,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[5.0365047E1,3.7639214E1,2.7961876E1,2.9888952E1,3.3695297E1,2.761618E1,3.429472E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.57E1,2.67E1,NaN,NaN,NaN,NaN,4.024248E-3,-6.923214E-3,2.8838452E-3,-8.0656326E-5,-1.2328752E-3,-5.6844777E-3,2.3007873E-3,-2.5458862E-3],"split_indices":[1,12,15,0,0,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,0,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.891996E3,1.7335889E3,1.1584071E3,1.3642975E2,1.5971592E3,5.608604E2,5.975467E2,3.1929096E1,1.0450065E2,6.374306E2,9.597285E2,2.6062744E2,3.0023297E2,2.5054286E2,3.4700388E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-4.028018E-2,-8.170049E-2,3.7545815E-1,5.554722E-1,-1.10707104E-1,9.262179E-1,7.822312E-2,6.7902617E-3,-3.95204E-3,1.8981653E-3,-1.7787903E-3,1.9494946E-4,1.11138355E-2,-5.8280793E-4,8.809894E-3],"categories":[1,4,5,6,7,8,9,10,11,0,3,5,7,9,12,15,16,18,19,20,21,22,23,24,25,28,29,31,32,33,34,35,36,37,38,39,43,44,45,48,50,51,53,54,55,56,57,59,60,61,63,64,65,66,69,70,71,74,75,76,77,78,79,80,83,84,85,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,49,59,68,72,76,82,83,125,126],"categories_nodes":[1,2,3],"categories_segments":[0,9,106],"categories_sizes":[9,97,9],"default_left":[0,1,0,1,0,0,1,0,0,0,0,0,0,0,0],"id":277,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.9825695E1,4.867932E1,4.2847305E1,1.3741409E1,5.0840073E1,1.5391823E1,1.8830465E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,7.738863E0,1.52E1,4.74E1,6.7902617E-3,-3.95204E-3,1.8981653E-3,-1.7787903E-3,1.9494946E-4,1.11138355E-2,-5.8280793E-4,8.809894E-3],"split_indices":[6,13,0,0,16,15,51,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.890695E3,2.6295178E3,2.611773E2,1.1370355E2,2.5158142E3,9.080487E1,1.7037242E2,1.0087867E2,1.282488E1,4.5926434E2,2.05655E3,1.5586394E1,7.5218475E1,1.4640486E2,2.396756E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.9898764E-2,6.534699E-2,-2.0234522E-1,-4.224628E-1,1.0736243E-1,5.1346064E-2,-2.9719532E-1,8.95733E-4,-8.4024025E-3,8.1074116E-4,8.636614E-3,3.39164E-3,-3.93428E-3,-1.2468824E-3,-4.924791E-3],"categories":[1,2,4,7,8,10,11,16,17,18,19,20,21,1,2,3,8,9,10,11,1,4,5,6,7,8,9,10,12,15,16,18,19,20,21,22,23,25,26,28,31,32,34,37,38,42,43,44,45,48,52,53,55,56,59,64,67,69,70,73,74,75,76,78,80,83,84,85,86,90,91,0,1,4,5,6,10,15,17,19,20,22,24,27,29,32,34,35,36,40,42,43,44,51,56,65,66,69,74,76,77,79,81,82,83,84,85,87,89,92,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,124,125,3,5,7,9,10,12,13,15,18,20,21,24,25,28,29,30,33,36,37,38,40,41,45,46,50,53,54,59,60,63,64,65,67,68,69,73,74,76,78,80,83,86,90,91,92,93,95],"categories_nodes":[0,2,3,5,6],"categories_segments":[0,13,20,71,133],"categories_sizes":[13,7,51,62,47],"default_left":[1,0,1,1,0,1,1,0,0,0,0,0,0,0,0],"id":278,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.941801E1,3.600167E1,2.7359116E1,2.987893E1,3.20595E1,3.9830017E1,2.780738E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.57E1,NaN,NaN,1E0,NaN,NaN,8.95733E-4,-8.4024025E-3,8.1074116E-4,8.636614E-3,3.39164E-3,-3.93428E-3,-1.2468824E-3,-4.924791E-3],"split_indices":[1,12,13,0,8,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,1,1,0,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.8887097E3,1.7533485E3,1.1353612E3,1.3832343E2,1.615025E3,3.0909567E2,8.262655E2,6.250351E1,7.5819916E1,1.5618439E3,5.3181156E1,1.878035E2,1.2129217E2,4.395874E2,3.8667813E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.952423E-2,-2.9797113E-1,2.5923934E-2,-1.4501716E-1,-5.1575506E-1,7.175676E-2,-3.8816044E-1,-4.3621305E-3,1.5683488E-4,1.2829396E-3,-5.9217266E-3,-1.555914E-3,1.7718271E-3,-1.0019846E-3,-7.582933E-3],"categories":[3,4,6,9,10,11,12,14,15,17,20,22,23,24,27,30,34,35,41,46,47,48,50,52,53,54,55,59,62,63,66,69,73,74,75,76,78,79,80,81,86,89,3,1,3,5,6,7,8,9,11,13,15,16,19,20,21,22,23,26,30,31,32,36,37,39,40,46,57,58,59,61,63,65,66,67,70,74,75,76,77,82,83,85,87,89,90,91,92,93],"categories_nodes":[1,4,6],"categories_segments":[0,42,43],"categories_sizes":[42,1,47],"default_left":[0,1,0,0,1,0,1,0,0,0,0,0,0,0,0],"id":279,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.88616E1,1.9368484E1,4.378369E1,1.6117123E1,1.1908646E1,4.9800735E1,2.4429043E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.68E1,NaN,1E0,4.18E1,NaN,3.26E1,NaN,-4.3621305E-3,1.5683488E-4,1.2829396E-3,-5.9217266E-3,-1.555914E-3,1.7718271E-3,-1.0019846E-3,-7.582933E-3],"split_indices":[15,0,7,12,4,12,0,0,0,0,0,0,0,0,0],"split_type":[0,1,0,0,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.8872197E3,5.826909E2,2.3045288E3,3.4327087E2,2.3942003E2,2.0756165E3,2.2891237E2,1.2146219E2,2.2180869E2,2.5322523E1,2.140975E2,6.57424E2,1.4181924E3,1.2946208E2,9.945029E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.9159138E-2,-8.020613E-2,3.714919E-1,5.491837E-1,-1.088674E-1,7.772059E-1,-2.1367675E-2,6.835074E-3,-3.502628E-3,1.3272369E-3,-1.9071334E-3,4.0386883E-3,1.0485425E-2,-6.960298E-4,1.9664632E-2],"categories":[1,4,5,6,7,8,9,10,11,0,3,5,7,12,15,16,18,19,20,21,22,23,24,25,29,31,32,33,35,36,38,39,44,45,48,51,53,54,57,59,60,61,63,64,65,66,69,70,71,75,79,83,84,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,49,52,59,68,72,76,82,83,125,126],"categories_nodes":[1,2,3],"categories_segments":[0,9,92],"categories_sizes":[9,83,10],"default_left":[0,1,0,1,0,1,1,0,0,0,0,0,0,0,0],"id":280,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.8687073E1,4.7415176E1,4.1855278E1,1.4073353E1,4.9688755E1,1.26605835E1,1.3017233E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,6.9E0,1.76E1,4.26E1,6.835074E-3,-3.502628E-3,1.3272369E-3,-1.9071334E-3,4.0386883E-3,1.0485425E-2,-6.960298E-4,1.9664632E-2],"split_indices":[6,13,0,0,11,22,25,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.8856458E3,2.6241511E3,2.6149472E2,1.1350329E2,2.5106477E3,1.2816147E2,1.3333325E2,9.8964035E1,1.453925E1,6.351637E2,1.875484E3,5.4989227E1,7.317224E1,1.3111665E2,2.216599E0],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.8781848E-2,6.530222E-2,-1.9977707E-1,-4.1754866E-1,1.0664057E-1,5.0943356E-2,-2.937873E-1,8.223005E-4,-8.453418E-3,2.6228917E-3,-2.025449E-4,3.3545839E-3,-3.904406E-3,-1.2222256E-3,-4.885553E-3],"categories":[1,2,4,7,8,10,11,16,17,18,19,20,21,1,2,3,8,9,10,11,1,4,5,6,7,8,9,10,12,15,16,18,19,20,21,22,23,25,26,28,31,34,37,38,42,43,44,45,48,52,53,55,56,59,64,67,69,70,73,74,75,76,78,80,83,84,85,86,90,91,0,2,4,6,7,9,11,13,17,19,20,21,22,27,28,29,32,35,36,40,47,50,51,53,54,55,57,58,59,60,61,64,65,66,68,69,70,71,72,73,74,75,77,79,80,81,85,86,88,91,92,93,94,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,122,123,124,125,126,128,0,1,4,5,6,10,15,17,19,20,22,24,27,29,32,34,35,36,40,42,43,44,51,56,65,66,69,74,76,77,79,81,82,83,84,85,87,89,92,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,124,125,3,5,7,9,10,12,13,15,18,20,21,24,25,28,29,30,33,36,37,38,40,41,45,46,50,53,54,59,60,63,64,65,67,68,69,73,74,76,78,80,83,86,90,91,92,93,95],"categories_nodes":[0,2,3,4,5,6],"categories_segments":[0,13,20,70,153,215],"categories_sizes":[13,7,50,83,62,47],"default_left":[1,0,1,1,0,1,1,0,0,0,0,0,0,0,0],"id":281,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.835348E1,3.503126E1,2.6719246E1,2.966684E1,3.1910858E1,3.9038128E1,2.7479378E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.57E1,NaN,NaN,NaN,NaN,NaN,8.223005E-4,-8.453418E-3,2.6228917E-3,-2.025449E-4,3.3545839E-3,-3.904406E-3,-1.2222256E-3,-4.885553E-3],"split_indices":[1,12,13,0,0,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.8837837E3,1.7518197E3,1.1319641E3,1.3743343E2,1.6143862E3,3.0881873E2,8.2314545E2,6.3756393E1,7.367703E1,7.245686E2,8.898176E2,1.879236E2,1.2089511E2,4.3850677E2,3.8463867E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.8416352E-2,-6.052137E-2,7.15578E-1,8.0952215E-1,-8.18806E-2,9.03663E-1,5.1453657E-2,9.213711E-3,-5.7801693E-3,4.0049176E-3,-1.1373379E-3,5.4507004E-3,1.2542717E-2,-6.0307146E-3,4.846083E-3],"categories":[0,2,4,5,6,0,0,53,54,58,88,3],"categories_nodes":[1,2,3,4],"categories_segments":[0,5,6,11],"categories_sizes":[5,1,5,1],"default_left":[0,1,1,1,1,0,0,0,0,0,0,0,0,0,0],"id":282,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.8105026E1,5.2145027E1,1.0222534E1,1.0968151E1,4.2087276E1,7.363529E0,5.736907E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,NaN,3E0,1.75E1,9.213711E-3,-5.7801693E-3,4.0049176E-3,-1.1373379E-3,5.4507004E-3,1.2542717E-2,-6.0307146E-3,4.846083E-3],"split_indices":[8,3,2,0,4,11,24,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,1,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.882635E3,2.8014248E3,8.121026E1,6.624178E1,2.7351829E3,6.3005848E1,1.820441E1,6.1611286E1,4.630496E0,1.6871132E2,2.5664717E3,3.2411205E1,3.0594643E1,7.0934553E0,1.1110955E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.804714E-2,7.395653E-2,-1.8606536E-1,-4.8549366E-1,1.3036902E-1,-3.8828705E-2,-3.4247124E-1,4.2907875E-3,-6.4724674E-3,3.3712338E-3,-1.7866907E-5,1.5125547E-3,-2.413322E-3,-5.831825E-4,-4.3159956E-3],"categories":[1,9,10,11,2,3,5,6,11,12,13,15,16,17,18,20,21,23,28,33,36,37,40,44,46,49,51,53,55,57,59,60,63,64,65,67,68,69,71,72,74,75,76,78,79,80,86,88,90,91,93,95,96,120,0,1,2,3,4,5,6,7,8,10,12,13,14,15,16,17,18,19,20,22,23,24,25,26,27,28,29,31,32,33,34,36,37,39,41,42,43,44,45,46,47,48,50,51,52,53,54,55,56,57,59,60,61,62,63,64,66,67,69,70,71,73,74,75,76,77,78,79,80,82,84,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,4,5,6,7,9,11,17,18,19,20,21,22,24,25,27,28,29,30,31,32,35,36,40,41,43,45,47,48,50,51,52,53,54,58,61,65,66,68,69,70,71,72,73,74,76,77,79,80,81,82,83,85,86,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,125,126,128,1,2,4,8,10,11,12,15,16,17,18,19,20],"categories_nodes":[0,2,3,4,5],"categories_segments":[0,4,54,168,256],"categories_sizes":[4,50,114,88,13],"default_left":[1,0,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":283,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.779259E1,5.1862072E1,2.8580963E1,2.2549557E1,4.0760254E1,2.4699398E1,1.5220245E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.61E1,NaN,NaN,NaN,NaN,8.140024E0,4.2907875E-3,-6.4724674E-3,3.3712338E-3,-1.7866907E-5,1.5125547E-3,-2.413322E-3,-5.831825E-4,-4.3159956E-3],"split_indices":[13,12,0,0,0,1,16,0,0,0,0,0,0,0,0],"split_type":[1,0,1,1,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.8809607E3,1.6402803E3,1.2406805E3,1.4955154E2,1.4907286E3,6.3971594E2,6.0096466E2,2.2226646E1,1.27324905E2,5.806949E2,9.100338E2,3.301071E2,3.096089E2,1.4388727E2,4.570774E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.768898E-2,-2.935792E-1,2.6876934E-2,-1.4118926E-1,-5.112974E-1,1.0141651E-1,-2.2395176E-1,-4.299944E-3,1.6956232E-4,1.2786842E-3,-5.8780494E-3,2.2256363E-3,-1.9189167E-3,-3.2932137E-4,-5.5662887E-3],"categories":[3,4,6,9,10,11,12,14,15,17,20,22,23,24,27,30,34,35,41,46,47,48,50,52,53,54,55,59,62,63,66,69,73,74,75,76,78,79,80,81,86,89,0,3,0,2,5,6,1,5,7,12,16,22,23,24,29,30,31,33,36,41,42,45,55,56,57,58,61,65,70,71,73,75,76,79,82,83,86,89,90,91,92,93],"categories_nodes":[1,2,4,5,6],"categories_segments":[0,42,43,44,48],"categories_sizes":[42,1,1,4,36],"default_left":[0,1,1,0,1,1,1,0,0,0,0,0,0,0,0],"id":284,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.760057E1,1.9186722E1,4.3046177E1,1.5666219E1,1.1744133E1,6.3101982E1,3.350218E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.68E1,NaN,NaN,4.18E1,NaN,NaN,NaN,-4.299944E-3,1.6956232E-4,1.2786842E-3,-5.8780494E-3,2.2256363E-3,-1.9189167E-3,-3.2932137E-4,-5.5662887E-3],"split_indices":[15,0,2,12,4,3,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.8796016E3,5.7947125E2,2.3001304E3,3.4184695E2,2.3762428E2,1.773646E3,5.264845E2,1.2034821E2,2.2149875E2,2.5330969E1,2.122933E2,1.2553721E3,5.1827386E2,3.3514618E2,1.9133832E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.7337117E-2,-7.791798E-2,3.668905E-1,5.3936964E-1,-1.06018454E-1,9.2683727E-1,8.952611E-2,6.7293337E-3,-3.5262245E-3,1.8812179E-3,-1.7206994E-3,5.872827E-4,1.1071252E-2,-4.3499863E-4,8.625063E-3],"categories":[1,4,5,6,7,8,9,10,11,0,3,5,7,9,12,14,15,16,18,19,20,21,22,23,24,25,28,29,31,32,33,34,35,36,37,38,39,43,44,45,46,48,50,51,53,54,55,56,57,59,60,61,63,64,65,66,69,70,71,74,75,76,77,78,79,80,83,84,85,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,49,52,59,68,72,76,82,83,125,126],"categories_nodes":[1,2,3],"categories_segments":[0,9,108],"categories_sizes":[9,99,10],"default_left":[0,1,0,1,0,0,1,0,0,0,0,0,0,0,0],"id":285,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.7260067E1,4.5459232E1,4.07414E1,1.3834255E1,4.8686836E1,1.3546059E1,1.822669E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,7.738863E0,1.52E1,4.74E1,6.7293337E-3,-3.5262245E-3,1.8812179E-3,-1.7206994E-3,5.872827E-4,1.1071252E-2,-4.3499863E-4,8.625063E-3],"split_indices":[6,13,0,0,16,15,51,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.8782827E3,2.6164243E3,2.6185852E2,1.1312805E2,2.5032961E3,8.5966545E1,1.7589197E2,9.860837E1,1.4519684E1,4.5871222E2,2.044584E3,1.5011243E1,7.095531E1,1.5087148E2,2.502049E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.698176E-2,-5.8802925E-2,7.073073E-1,7.973666E-1,-7.996061E-2,7.8793275E-1,-7.250163E-1,1.4272922E-2,5.0102267E-3,3.946629E-3,-1.1131312E-3,8.887808E-3,-4.08494E-3,2.7557313E-3,-1.0563291E-2],"categories":[0,2,4,5,6,0,1,2,3,4,5,6,7,8,9,11,12,13,14,15,16,17,18,19,20,21,22,23,25,27,28,29,30,32,33,35,36,37,40,41,42,43,44,45,46,47,48,49,51,52,53,54,55,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,83,85,86,88,89,3,11],"categories_nodes":[1,3,4,5],"categories_segments":[0,5,83,84],"categories_sizes":[5,78,1,1],"default_left":[0,1,0,0,1,1,0,0,0,0,0,0,0,0,0],"id":286,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.6773945E1,5.071846E1,1.0044636E1,1.189069E1,4.0665466E1,9.791367E0,1.9129603E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,1E0,NaN,NaN,NaN,1.5E1,1.4272922E-2,5.0102267E-3,3.946629E-3,-1.1131312E-3,8.887808E-3,-4.08494E-3,2.7557313E-3,-1.0563291E-2],"split_indices":[8,3,7,0,4,13,27,0,0,0,0,0,0,0,0],"split_type":[0,1,0,1,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.876386E3,2.7953525E3,8.1033516E1,6.6528175E1,2.7288245E3,7.7141136E1,3.8923826E0,2.0063566E1,4.6464607E1,1.68372E2,2.5604524E3,7.1381454E1,5.759681E0,1.010086E0,2.8822966E0],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.6627017E-2,6.638905E-2,-1.9424425E-1,5.649883E-1,2.7276985E-2,-3.36922E-1,-3.1492673E-2,1.5950471E-2,2.8641426E-3,8.291227E-3,2.920245E-5,-7.9673465E-4,-5.3296797E-3,2.592869E-3,-2.794652E-3],"categories":[1,2,4,6,7,8,10,11,16,17,18,19,20,21,0,2,4,5,6,7,8,9,11,12,13,14,15,16,17,18,20,21,22,23,24,25,27,28,29,31,32,33,34,36,37,38,39,40,42,43,44,46,47,49,50,51,52,53,54,55,56,57,58,59,60,61,62,64,65,66,67,69,70,71,72,73,75,77,79,80,83,84,85,86,87,88,89,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,2,4,5,6,2,3,6,9,10,12,15,17,18,19,20,22,24,25,26,28,30,31,32,33,36,37,39,40,42,43,44,45,46,48,49,50,52,54,56,59,60,63,64,65,69,71,72,73,74,76,77,80,83,86,87,88,89,90,92,93,95,4,5,7,8,9,10,11,12,14,15,17,18,21,23,24,27,28,29,30,33,34,35,36,37,38,41,43,46,51,53,54,56,61,65,67,68,69,70,73,76,78,81,82,83,84,85,86,90,91,92,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,122,124,125],"categories_nodes":[0,3,4,5,6],"categories_segments":[0,14,125,130,187],"categories_sizes":[14,111,5,57,79],"default_left":[1,0,0,0,1,1,0,0,0,0,0,0,0,0,0],"id":287,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.6706676E1,3.391371E1,2.6389416E1,3.5842644E1,3.152624E1,3.0504913E1,3.844645E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,5.93043E0,2.91E1,NaN,NaN,NaN,NaN,1.5950471E-2,2.8641426E-3,8.291227E-3,2.920245E-5,-7.9673465E-4,-5.3296797E-3,2.592869E-3,-2.794652E-3],"split_indices":[1,16,15,0,3,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,0,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.874745E3,1.7388439E3,1.1359014E3,1.25502075E2,1.6133418E3,6.04708E2,5.3119336E2,2.5710154E1,9.979192E1,4.6587833E1,1.5667539E3,2.6213928E2,3.4256876E2,2.4447244E2,2.8672092E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.6272936E-2,-2.8930968E-1,2.7329294E-2,-1.4083545E-1,-5.121022E-1,1.0135347E-1,-2.2200617E-1,-4.27579E-3,1.5003247E-4,1.4472649E-3,-5.9253266E-3,2.2097821E-3,-1.889569E-3,-3.2683942E-4,-5.5305636E-3],"categories":[3,4,6,9,10,11,12,14,15,17,20,22,23,24,27,30,34,35,41,46,47,48,50,52,53,54,55,62,63,66,69,73,74,75,76,78,79,80,81,86,89,0,3,0,2,5,6,1,5,7,12,16,22,23,24,29,30,31,33,36,41,42,45,55,56,57,58,61,65,70,71,73,75,76,79,82,83,86,89,90,91,92,93],"categories_nodes":[1,2,4,5,6],"categories_segments":[0,41,42,43,47],"categories_sizes":[41,1,1,4,36],"default_left":[0,1,1,0,1,1,1,0,0,0,0,0,0,0,0],"id":288,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.6267548E1,1.9029533E1,4.2435196E1,1.5552748E1,1.2265636E1,6.1600304E1,3.297176E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.68E1,NaN,NaN,4.18E1,NaN,NaN,NaN,-4.27579E-3,1.5003247E-4,1.4472649E-3,-5.9253266E-3,2.2097821E-3,-1.889569E-3,-3.2683942E-4,-5.5305636E-3],"split_indices":[15,0,2,12,4,3,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.873394E3,5.764564E2,2.2969377E3,3.469037E2,2.2955272E2,1.7715756E3,5.253622E2,1.21535095E2,2.2536859E2,2.4955593E1,2.0459712E2,1.2547744E3,5.1680115E2,3.3492355E2,1.9043863E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.5934124E-2,-7.607076E-2,3.623897E-1,5.308807E-1,-1.0369818E-1,7.569532E-1,-2.2364588E-2,6.704309E-3,-3.3283967E-3,1.3319138E-3,-1.8427689E-3,3.90071E-3,1.0224777E-2,-7.0363656E-4,1.9378817E-2],"categories":[1,4,5,6,7,8,9,10,11,0,3,5,7,12,15,16,18,19,20,21,22,23,24,25,29,31,32,33,35,36,38,39,44,45,48,51,53,54,57,59,60,61,63,64,65,66,69,70,71,75,79,83,84,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,11,49,52,59,68,72,76,82,83,125,126],"categories_nodes":[1,2,3],"categories_segments":[0,9,92],"categories_sizes":[9,83,11],"default_left":[0,1,0,1,0,1,1,0,0,0,0,0,0,0,0],"id":289,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.5961E1,4.383641E1,3.9969887E1,1.3943878E1,4.7708794E1,1.2261482E1,1.2764765E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,6.9E0,1.76E1,4.26E1,6.704309E-3,-3.3283967E-3,1.3319138E-3,-1.8427689E-3,3.90071E-3,1.0224777E-2,-7.0363656E-4,1.9378817E-2],"split_indices":[6,13,0,0,11,22,25,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.8721057E3,2.6099285E3,2.6217737E2,1.1283441E2,2.497094E3,1.2896109E2,1.3321626E2,9.733233E1,1.550208E1,6.336382E2,1.8634559E3,5.518274E1,7.377835E1,1.3097333E2,2.2429402E0],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.5586063E-2,-6.689341E-3,-5.856525E-1,8.237831E-1,-2.7014444E-2,-2.4843065E-1,-1.0265452E-2,9.508349E-3,-7.4601187E-3,-5.026525E-4,7.1166498E-3,1.0376564E-3,-5.773187E-3],"categories":[0,2,4,5,6,1,3,4,6,8,9,10,11,12,13,15,17,18,19,20,22,25,26,29,39,46,50,52,53,54,56,57,58,59,63,64,65,69,70,71,75,78,79,86,87,89,90,91,92,0,53,54,58,88,2,7,8,10,11,12,17,19,20,21],"categories_nodes":[1,2,3,5],"categories_segments":[0,5,49,54],"categories_sizes":[5,44,5,10],"default_left":[0,1,1,1,0,1,0,0,0,0,0,0,0],"id":290,"left_children":[1,3,5,7,9,11,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.5636257E1,4.6086803E1,2.1050636E1,1.3718544E1,4.5803535E1,9.617934E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5],"right_children":[2,4,6,8,10,12,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.5E1,NaN,NaN,NaN,1E0,NaN,-1.0265452E-2,9.508349E-3,-7.4601187E-3,-5.026525E-4,7.1166498E-3,1.0376564E-3,-5.773187E-3],"split_indices":[11,3,0,0,8,1,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,1,0,0,0,0,0,0,0],"sum_hessian":[2.8703335E3,2.7280334E3,1.4230003E2,6.422692E1,2.6638066E3,8.151547E1,6.078456E1,5.978268E1,4.444237E0,2.5834224E3,8.0384315E1,3.969345E1,4.182202E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"13","size_leaf_vector":"1"}},{"base_weights":[-3.5251252E-2,6.711598E-2,-1.8997371E-1,-4.1895527E-1,1.0807655E-1,-3.4587872E-1,-4.5128938E-2,4.073244E-3,-6.788197E-3,2.8172936E-3,-7.9073856E-5,-1.0137071E-3,-5.489369E-3,2.2144518E-3,-2.486763E-3],"categories":[1,2,4,5,6,7,8,10,11,15,16,17,18,19,20,21,0,1,2,3,4,5,6,7,8,9,10,11,12,14,15,16,17,18,19,20,21,22,23,24,25,26,28,29,30,31,32,34,36,37,38,39,42,43,44,45,46,48,50,52,53,54,55,56,59,60,63,64,66,67,69,70,71,72,73,74,75,76,77,78,79,80,83,84,85,86,87,90,91,93,0,2,4,6,7,8,9,11,13,17,19,20,21,22,27,28,29,32,35,36,40,47,50,51,52,53,54,55,57,58,59,60,61,64,65,66,68,69,70,71,72,73,74,75,77,79,80,81,82,85,86,87,88,91,92,93,94,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,122,123,124,125,126,127,128,3,5,6,9,10,12,15,17,18,19,20,24,25,26,28,30,31,32,33,36,37,39,40,42,43,44,45,46,48,50,54,56,57,59,60,61,63,65,66,67,68,69,71,72,73,74,76,77,79,80,83,89,90,93,95,3,4,5,7,8,9,10,11,12,14,15,17,18,21,22,23,24,27,28,29,30,33,34,35,36,38,41,42,43,44,45,46,51,52,53,56,61,63,65,67,69,70,73,76,78,83,84,85,86,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,122,124,125],"categories_nodes":[0,3,4,5,6],"categories_segments":[0,16,90,178,233],"categories_sizes":[16,74,88,55,82],"default_left":[1,0,0,0,0,1,0,0,0,0,0,0,0,0,0],"id":291,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.546837E1,3.4448074E1,2.57958E1,2.915626E1,3.2115685E1,2.7268173E1,3.2267914E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.57E1,2.67E1,NaN,NaN,NaN,NaN,4.073244E-3,-6.788197E-3,2.8172936E-3,-7.9073856E-5,-1.0137071E-3,-5.489369E-3,2.2144518E-3,-2.486763E-3],"split_indices":[1,12,15,0,0,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,0,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.8689429E3,1.7269363E3,1.1420066E3,1.3349916E2,1.5934371E3,5.4933594E2,5.9267065E2,3.1804459E1,1.016947E2,6.375136E2,9.559235E2,2.499107E2,2.9942523E2,2.5656912E2,3.3610153E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.4918435E-2,7.39555E-2,-1.7945759E-1,-4.778793E-1,1.2909064E-1,-3.2831557E-2,-3.3565277E-1,4.3019443E-3,-6.403576E-3,3.3708976E-3,1.6361846E-5,1.6352284E-3,-2.2193268E-3,-5.863694E-4,-4.2339177E-3],"categories":[1,9,10,11,2,3,5,6,11,12,13,15,16,17,18,20,21,23,28,33,36,37,40,44,46,49,51,53,55,57,59,60,63,64,65,67,68,69,71,72,74,75,76,78,79,80,86,88,90,91,93,95,96,120,0,1,2,3,4,5,6,7,8,10,12,13,14,15,16,17,18,19,20,22,23,24,25,26,27,28,29,31,32,33,34,36,37,39,41,42,43,44,45,46,47,48,50,51,52,53,54,55,56,57,59,60,61,62,63,64,66,67,69,70,71,73,74,75,76,77,78,79,80,82,84,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,4,5,6,7,9,10,11,17,18,19,20,21,22,24,25,27,28,29,30,31,32,35,36,40,41,43,45,47,48,50,51,52,53,54,58,61,65,66,68,69,70,71,72,73,74,76,77,79,80,81,82,83,85,86,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,125,126,128,1,2,4,5,8,10,11,12,15,16,17,18,19,20,21],"categories_nodes":[0,2,3,4,5],"categories_segments":[0,4,54,168,257],"categories_sizes":[4,50,114,89,15],"default_left":[1,0,1,0,0,1,0,0,0,0,0,0,0,0,0],"id":292,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.5157654E1,4.9867058E1,2.8222866E1,2.2245838E1,3.947487E1,2.3688105E1,1.4480751E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.61E1,NaN,NaN,NaN,NaN,8.140024E0,4.3019443E-3,-6.403576E-3,3.3708976E-3,1.6361846E-5,1.6352284E-3,-2.2193268E-3,-5.863694E-4,-4.2339177E-3],"split_indices":[13,12,0,0,0,1,16,0,0,0,0,0,0,0,0],"split_type":[1,0,1,1,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.86776E3,1.6359622E3,1.231798E3,1.4790887E2,1.4880532E3,6.359856E2,5.958124E2,2.2198147E1,1.2571073E2,5.647558E2,9.232974E2,3.1207538E2,3.2391025E2,1.4371942E2,4.5209296E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.45891E-2,-6.0649305E-3,-5.815108E-1,8.115919E-1,-2.6186554E-2,-2.4444368E-1,-1.0257616E-2,9.363108E-3,-7.427002E-3,-4.917419E-4,7.042187E-3,1.1831239E-2,-3.2302486E-3],"categories":[0,2,4,5,6,1,3,4,6,8,9,10,11,12,13,15,17,18,19,20,22,25,26,29,39,46,50,52,53,54,56,57,58,59,63,64,65,69,70,71,75,78,79,86,87,89,90,91,92,0,53,54,58,88],"categories_nodes":[1,2,3],"categories_segments":[0,5,49],"categories_sizes":[5,44,5],"default_left":[0,1,1,1,0,0,0,0,0,0,0,0,0],"id":293,"left_children":[1,3,5,7,9,11,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.4730392E1,4.487663E1,2.1031612E1,1.3394894E1,4.4727547E1,9.594933E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5],"right_children":[2,4,6,8,10,12,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.5E1,NaN,NaN,NaN,1E0,2.52E1,-1.0257616E-2,9.363108E-3,-7.427002E-3,-4.917419E-4,7.042187E-3,1.1831239E-2,-3.2302486E-3],"split_indices":[11,3,0,0,8,35,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.8664692E3,2.7253425E3,1.4112651E2,6.45121E1,2.6608306E3,8.11248E1,6.000171E1,6.0088123E1,4.4239717E0,2.580547E3,8.028346E1,3.4992158E0,7.762559E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"13","size_leaf_vector":"1"}},{"base_weights":[-3.4258947E-2,-1.1002617E-1,1.7032495E-1,9.678642E-2,-2.1706043E-1,4.3222302E-1,-5.014502E-2,2.9592898E-3,-1.530052E-3,-5.359443E-4,-3.5679587E-3,-5.363231E-3,4.773658E-3,9.823976E-3,-9.3292247E-4],"categories":[0,1,3,4,5,6,9,10,11,13,14,18,19,20,22,24,25,27,28,29,30,35,36,37,39,42,43,45,46,47,51,53,57,58,60,61,66,68,69,70,72,74,75,77,79,80,81,82,83,87,89,91,92,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,122,124,125,126,128,0,5,6,7,9,11,12,15,17,22,23,28,29,31,32,34,36,38,40,41,43,51,53,54,55,61,62,63,65,67,70,73,74,76,79,80,83,84,85,87,89,91,92,93,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,2,4,5,6,7,10,11,12,15,17,18,19,20,21,24,26,32,36,37,39,40,42,44,45,48,50,52,53,54,59,63,64,65,67,68,69,71,72,73,74,76,77,78,79,81,84,85,86,88,90,91,93,94,95,96,0,1,2,4,5,6],"categories_nodes":[2,3,4,6],"categories_segments":[0,85,163,218],"categories_sizes":[85,78,55,6],"default_left":[0,0,0,0,1,0,1,0,0,0,0,0,0,0,0],"id":294,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.444533E1,4.6332123E1,4.47694E1,3.5571846E1,3.1478363E1,1.574762E1,1.8877369E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.9120001E2,1.0088112E1,NaN,NaN,NaN,1.48E1,NaN,2.9592898E-3,-1.530052E-3,-5.359443E-4,-3.5679587E-3,-5.363231E-3,4.773658E-3,9.823976E-3,-9.3292247E-4],"split_indices":[26,16,0,0,0,27,3,0,0,0,0,0,0,0,0],"split_type":[0,0,1,1,1,0,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.865092E3,2.0911145E3,7.739777E2,7.1318585E2,1.3779286E3,3.5331342E2,4.206643E2,3.9672122E2,3.1646463E2,6.3567896E2,7.422496E2,1.5249614E1,3.3806378E2,1.6000198E1,4.0466412E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.3934273E-2,-7.344603E-2,3.561163E-1,5.2373296E-1,-1.00681685E-1,8.300826E-1,4.454269E-2,6.6212425E-3,-3.3069914E-3,1.3039924E-3,-1.7966463E-3,7.039142E-4,9.712598E-3,-5.41165E-4,1.1646646E-2],"categories":[1,4,5,6,7,8,9,10,11,0,3,5,7,9,12,15,16,18,19,20,21,22,23,24,25,28,29,31,32,33,34,35,36,37,38,39,43,44,45,48,50,51,53,54,56,57,59,60,61,63,64,65,66,69,70,71,75,77,78,79,83,84,85,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,11,49,52,59,68,72,76,82,83,125,126],"categories_nodes":[1,2,3],"categories_segments":[0,9,102],"categories_sizes":[9,93,11],"default_left":[0,1,0,1,0,0,1,0,0,0,0,0,0,0,0],"id":295,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.4174603E1,4.237255E1,3.889964E1,1.3658033E1,4.5456966E1,1.1141708E1,1.7760344E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,6.9E0,1.52E1,5.21E1,6.6212425E-3,-3.3069914E-3,1.3039924E-3,-1.7966463E-3,7.039142E-4,9.712598E-3,-5.41165E-4,1.1646646E-2],"split_indices":[6,13,0,0,11,15,51,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.8636282E3,2.6009646E3,2.6266357E2,1.1265349E2,2.488311E3,1.0352182E2,1.5914174E2,9.7144226E1,1.5509259E1,6.3368463E2,1.8546265E3,1.6458004E1,8.706382E1,1.4713402E2,1.2007727E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.3608645E-2,6.559578E-2,-1.8854767E-1,-4.0296075E-1,1.0504612E-1,5.2934133E-2,-2.799366E-1,3.937469E-3,-6.6718147E-3,2.727678E-3,-4.430643E-5,3.3591725E-3,-3.8096472E-3,-7.6736545E-4,-4.4444925E-3],"categories":[1,2,4,7,8,10,11,16,17,18,19,20,21,1,2,3,8,9,10,11,0,1,2,3,4,5,6,7,8,9,10,11,12,14,15,16,17,18,19,20,21,22,23,24,25,26,28,29,30,31,32,34,36,37,38,39,42,43,44,45,46,48,50,52,53,54,55,56,59,60,63,64,66,67,69,70,71,73,74,75,76,77,78,79,80,83,84,85,86,87,90,91,93,0,2,3,4,6,7,8,9,11,13,17,19,20,21,22,27,28,29,32,35,36,40,47,48,50,51,52,53,54,55,57,58,59,60,61,64,65,66,68,69,70,71,72,73,74,75,77,79,80,81,82,85,86,88,91,92,93,94,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,122,123,124,125,126,127,128,0,1,4,5,6,10,15,17,19,20,22,24,27,29,32,34,35,36,40,42,43,44,51,56,65,66,69,74,76,77,79,81,82,83,84,85,87,89,92,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,124,125,2,3,5,7,9,10,12,13,14,15,16,18,20,21,24,25,28,29,30,31,33,36,37,38,40,41,42,45,46,50,51,53,54,59,60,61,63,64,65,67,68,69,72,73,74,76,78,80,83,86,90,91,92,93,95],"categories_nodes":[0,2,3,4,5,6],"categories_segments":[0,13,20,93,182,245],"categories_sizes":[13,7,73,89,63,55],"default_left":[1,0,1,0,0,1,1,0,0,0,0,0,0,0,0],"id":296,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.40165E1,3.2318413E1,2.4682713E1,2.8850252E1,2.9587154E1,3.791212E1,2.7078495E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[NaN,2.57E1,NaN,NaN,NaN,NaN,NaN,3.937469E-3,-6.6718147E-3,2.727678E-3,-4.430643E-5,3.3591725E-3,-3.8096472E-3,-7.6736545E-4,-4.4444925E-3],"split_indices":[1,12,13,0,0,0,0,0,0,0,0,0,0,0,0],"split_type":[1,0,1,1,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.86187E3,1.7450958E3,1.1167742E3,1.3480353E2,1.6102924E3,3.0672342E2,8.100507E2,3.3450294E1,1.0135324E2,6.353799E2,9.749125E2,1.8578362E2,1.20939804E2,3.6306836E2,4.4698236E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.328941E-2,-5.1761623E-3,-5.766506E-1,7.955128E-1,-2.502433E-2,-2.4873984E-1,-1.0246848E-2,9.177971E-3,-7.412956E-3,-4.7704193E-4,6.9538737E-3,9.492325E-4,-5.7385797E-3],"categories":[0,2,4,5,6,1,3,4,6,8,9,11,12,13,15,17,18,19,20,22,25,26,29,39,46,50,52,53,54,56,57,58,59,63,64,65,69,70,71,75,78,79,86,87,89,90,91,92,0,53,54,58,88,2,7,8,10,11,12,17,19,20,21],"categories_nodes":[1,2,3,5],"categories_segments":[0,5,48,53],"categories_sizes":[5,43,5,10],"default_left":[0,1,1,1,0,1,0,0,0,0,0,0,0],"id":297,"left_children":[1,3,5,7,9,11,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.3713276E1,4.3279305E1,2.0427303E1,1.3060055E1,4.3448338E1,9.284069E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5],"right_children":[2,4,6,8,10,12,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[2.5E1,NaN,NaN,NaN,1E0,NaN,-1.0246848E-2,9.177971E-3,-7.412956E-3,-4.7704193E-4,6.9538737E-3,9.492325E-4,-5.7385797E-3],"split_indices":[11,3,0,0,8,1,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,1,0,0,0,0,0,0,0],"sum_hessian":[2.860827E3,2.7210505E3,1.3977632E2,6.487483E1,2.6561758E3,8.1605446E1,5.817087E1,6.0466297E1,4.408531E0,2.576012E3,8.016373E1,4.0015484E1,4.1589962E1],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"13","size_leaf_vector":"1"}},{"base_weights":[-3.297593E-2,-2.7918175E-1,2.8293107E-2,-1.3053142E-1,-5.032402E-1,1.0196068E-1,-2.1988735E-1,-4.1318163E-3,2.0636621E-4,1.6271903E-3,-5.8492306E-3,2.1990228E-3,-1.8502373E-3,-8.3613326E-4,-6.7556784E-3],"categories":[3,4,6,9,10,11,12,14,15,17,20,22,23,24,27,30,34,35,41,46,47,48,50,52,53,54,55,62,63,66,69,73,74,75,76,78,79,80,81,86,89,0,3,0,2,5,6,1,5,7,16,22,29,30,31,33,36,42,56,57,61,65,70,71,82,83,89,90,91,92,93],"categories_nodes":[1,2,4,5,6],"categories_segments":[0,41,42,43,47],"categories_sizes":[41,1,1,4,24],"default_left":[0,1,1,0,1,1,1,0,0,0,0,0,0,0,0],"id":298,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.3157825E1,1.892189E1,4.1915817E1,1.4709664E1,1.244463E1,5.986965E1,3.2531906E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.68E1,NaN,NaN,4.18E1,NaN,NaN,NaN,-4.1318163E-3,2.0636621E-4,1.6271903E-3,-5.8492306E-3,2.1990228E-3,-1.8502373E-3,-8.3613326E-4,-6.7556784E-3],"split_indices":[15,0,2,12,4,3,0,0,0,0,0,0,0,0,0],"split_type":[0,1,1,0,1,1,1,0,0,0,0,0,0,0,0],"sum_hessian":[2.859492E3,5.690885E2,2.2904036E3,3.430659E2,2.2602258E2,1.7666089E3,5.237946E2,1.1894055E2,2.2412534E2,2.4585482E1,2.014371E2,1.2522196E3,5.1438934E2,4.0412274E2,1.1967186E2],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}},{"base_weights":[-3.2668263E-2,-7.172552E-2,3.515155E-1,4.35151E-1,-1.0347662E-1,7.112704E-1,-4.8371527E-2,9.96007E-3,-1.4590325E-4,-2.2482267E-3,8.66122E-4,3.401364E-3,9.834954E-3,-1.406955E-3,1.0996934E-2],"categories":[0,2,3,0,3,5,7,12,15,16,18,19,20,21,22,23,24,25,29,31,32,33,35,36,38,39,44,45,51,53,54,57,59,60,61,63,64,65,66,69,70,71,79,83,87,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,0,1,2,3,5,6,9,10,11,13,14,15,16,17,18,19,21,23,25,28,31,32,33,35,39,42,43,44,48,49,51,52,53,54,56,58,59,62,63,65,66,68,69,71,72,73,74,76,78,79,82,86,88,90,91,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,124,125,126,127,128],"categories_nodes":[1,2,3],"categories_segments":[0,3,83],"categories_sizes":[3,80,88],"default_left":[0,1,0,0,0,1,1,0,0,0,0,0,0,0,0],"id":299,"left_children":[1,3,5,7,9,11,13,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[4.292915E1,4.18288E1,3.8017757E1,3.8666878E1,5.639441E1,1.3714149E1,1.3507386E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6],"right_children":[2,4,6,8,10,12,14,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1E0,NaN,NaN,NaN,1E0,1.76E1,5.3E1,9.96007E-3,-1.4590325E-4,-2.2482267E-3,8.66122E-4,3.401364E-3,9.834954E-3,-1.406955E-3,1.0996934E-2],"split_indices":[6,4,0,0,5,22,51,0,0,0,0,0,0,0,0],"split_type":[0,1,1,1,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[2.8582786E3,2.595251E3,2.6302756E2,1.522363E2,2.4430146E3,1.3805179E2,1.2497577E2,6.720846E1,8.502784E1,1.4910181E3,9.519965E2,5.936578E1,7.8686005E1,1.1648578E2,8.489989E0],"tree_param":{"num_deleted":"0","num_feature":"63","num_nodes":"15","size_leaf_vector":"1"}}]},"name":"gbtree"},"learner_model_param":{"base_score":"1.7768712E-1","boost_from_average":"1","num_class":"0","num_feature":"63","num_target":"1"},"objective":{"name":"binary:logistic","reg_loss_param":{"scale_pos_weight":"1"}}},"version":[2,0,3]} \ No newline at end of file diff --git a/notebooks/xgboost_dla_xG.ipynb b/notebooks/xgboost_dla_xG.ipynb index 4d68323..32a9685 100644 --- a/notebooks/xgboost_dla_xG.ipynb +++ b/notebooks/xgboost_dla_xG.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -33,7 +33,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 40, "metadata": {}, "outputs": [], "source": [ @@ -42,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 41, "metadata": {}, "outputs": [ { @@ -73,7 +73,7 @@ " dtype='object')" ] }, - "execution_count": 15, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" } @@ -84,7 +84,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 42, "metadata": {}, "outputs": [ { @@ -310,7 +310,7 @@ "[5 rows x 64 columns]" ] }, - "execution_count": 16, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } @@ -328,17 +328,583 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "# df[['minute', \n", + "# 'number_of_players_opponents', \n", + "# 'number_of_players_teammates']] = df[['minute', \n", + "# 'number_of_players_opponents', \n", + "# 'number_of_players_teammates']].astype(float)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.preprocessing import OrdinalEncoder\n", + "\n", + "enc = OrdinalEncoder()\n", + "\n", + "df[['position_name', \n", + " 'shot_technique_name', \n", + " 'shot_type_name', \n", + " 'shot_body_part_name']] = enc.fit_transform(df[['position_name', \n", + " 'shot_technique_name', \n", + " 'shot_type_name',\n", + " 'shot_body_part_name']])" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "df[['minute', \n", + " 'position_name', \n", + " 'shot_technique_name', \n", + " 'shot_type_name', \n", + " 'shot_body_part_name']] = df[['minute', \n", + " 'position_name', \n", + " 'shot_technique_name', \n", + " 'shot_type_name', \n", + " 'shot_body_part_name']].astype(int)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
minuteposition_nameshot_body_part_nameshot_technique_nameshot_type_nameshot_first_timeshot_one_on_oneshot_aerial_wonshot_open_goalshot_follows_dribble...y_player_teammate_5y_player_teammate_6y_player_teammate_7y_player_teammate_8y_player_teammate_9y_player_teammate_10x_player_opponent_7y_player_opponent_7x_player_teammate_Goalkeepery_player_teammate_Goalkeeper
0018343FalseFalseFalseFalseFalse...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
1518143FalseFalseFalseFalseFalse...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
254323TrueFalseFalseFalseFalse...48.9NaNNaNNaNNaNNaNNaNNaNNaNNaN
3510343FalseFalseFalseFalseFalse...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
4517143TrueFalseFalseFalseFalse...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
..................................................................
38337613343TrueFalseFalseFalseFalse...47.342.654.7NaNNaNNaN21.350.9NaNNaN
38338660343TrueFalseFalseFalseFalse...47.639.443.1NaNNaNNaN19.045.8NaNNaN
38339733163TrueFalseFalseFalseFalse...48.948.141.1NaNNaNNaN21.729.6NaNNaN
383407513143FalseFalseFalseFalseFalse...29.133.640.9NaNNaNNaN21.232.4NaNNaN
38341903343FalseFalseFalseFalseFalse...62.651.066.7NaNNaNNaN23.045.5NaNNaN
\n", + "

38342 rows × 64 columns

\n", + "
" + ], + "text/plain": [ + " minute position_name shot_body_part_name shot_technique_name \\\n", + "0 0 18 3 4 \n", + "1 5 18 1 4 \n", + "2 5 4 3 2 \n", + "3 5 10 3 4 \n", + "4 5 17 1 4 \n", + "... ... ... ... ... \n", + "38337 61 3 3 4 \n", + "38338 66 0 3 4 \n", + "38339 73 3 1 6 \n", + "38340 75 13 1 4 \n", + "38341 90 3 3 4 \n", + "\n", + " shot_type_name shot_first_time shot_one_on_one shot_aerial_won \\\n", + "0 3 False False False \n", + "1 3 False False False \n", + "2 3 True False False \n", + "3 3 False False False \n", + "4 3 True False False \n", + "... ... ... ... ... \n", + "38337 3 True False False \n", + "38338 3 True False False \n", + "38339 3 True False False \n", + "38340 3 False False False \n", + "38341 3 False False False \n", + "\n", + " shot_open_goal shot_follows_dribble ... y_player_teammate_5 \\\n", + "0 False False ... NaN \n", + "1 False False ... NaN \n", + "2 False False ... 48.9 \n", + "3 False False ... NaN \n", + "4 False False ... NaN \n", + "... ... ... ... ... \n", + "38337 False False ... 47.3 \n", + "38338 False False ... 47.6 \n", + "38339 False False ... 48.9 \n", + "38340 False False ... 29.1 \n", + "38341 False False ... 62.6 \n", + "\n", + " y_player_teammate_6 y_player_teammate_7 y_player_teammate_8 \\\n", + "0 NaN NaN NaN \n", + "1 NaN NaN NaN \n", + "2 NaN NaN NaN \n", + "3 NaN NaN NaN \n", + "4 NaN NaN NaN \n", + "... ... ... ... \n", + "38337 42.6 54.7 NaN \n", + "38338 39.4 43.1 NaN \n", + "38339 48.1 41.1 NaN \n", + "38340 33.6 40.9 NaN \n", + "38341 51.0 66.7 NaN \n", + "\n", + " y_player_teammate_9 y_player_teammate_10 x_player_opponent_7 \\\n", + "0 NaN NaN NaN \n", + "1 NaN NaN NaN \n", + "2 NaN NaN NaN \n", + "3 NaN NaN NaN \n", + "4 NaN NaN NaN \n", + "... ... ... ... \n", + "38337 NaN NaN 21.3 \n", + "38338 NaN NaN 19.0 \n", + "38339 NaN NaN 21.7 \n", + "38340 NaN NaN 21.2 \n", + "38341 NaN NaN 23.0 \n", + "\n", + " y_player_opponent_7 x_player_teammate_Goalkeeper \\\n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "... ... ... \n", + "38337 50.9 NaN \n", + "38338 45.8 NaN \n", + "38339 29.6 NaN \n", + "38340 32.4 NaN \n", + "38341 45.5 NaN \n", + "\n", + " y_player_teammate_Goalkeeper \n", + "0 NaN \n", + "1 NaN \n", + "2 NaN \n", + "3 NaN \n", + "4 NaN \n", + "... ... \n", + "38337 NaN \n", + "38338 NaN \n", + "38339 NaN \n", + "38340 NaN \n", + "38341 NaN \n", + "\n", + "[38342 rows x 64 columns]" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['labelEncoder.joblib']" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dump(enc,'labelEncoder.joblib')" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "enc2 = load('labelEncoder.joblib')" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [], + "source": [ + "# df[['position_name', \n", + "# 'shot_technique_name', \n", + "# 'shot_type_name', \n", + "# 'shot_body_part_name']] = enc2.inverse_transform(df[['position_name', \n", + "# 'shot_technique_name', \n", + "# 'shot_type_name',\n", + "# 'shot_body_part_name']])\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [], + "source": [ + "# df[['position_name', \n", + "# 'shot_technique_name', \n", + "# 'shot_type_name', \n", + "# 'shot_body_part_name']] = enc2.transform(df[['position_name', \n", + "# 'shot_technique_name', \n", + "# 'shot_type_name', \n", + "# 'shot_body_part_name']])" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [], + "source": [ + "# enc.inverse_transform(df[['position_name', \n", + "# 'shot_technique_name', \n", + "# 'shot_type_name',\n", + "# 'shot_body_part_name']])" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [], + "source": [ + "# ############### NEW ################\n", + "# from sklearn.preprocessing import LabelEncoder\n", + "\n", + "# le_posiotion_name = LabelEncoder()\n", + "# le_shot_technique_name = LabelEncoder()\n", + "# le_shot_type_name = LabelEncoder()\n", + "# le_shot_body_part_name = LabelEncoder()\n", + "\n", + "# df['position_name'] = le_posiotion_name.fit_transform(df['position_name'])\n", + "# df['shot_technique_name'] = le_shot_technique_name.fit_transform(df['shot_technique_name'])\n", + "# df['shot_type_name'] = le_shot_type_name.fit_transform(df['shot_type_name'])\n", + "# df['shot_body_part_name'] = le_shot_body_part_name.fit_transform(df['shot_body_part_name'])" + ] + }, + { + "cell_type": "code", + "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "# Change the type of categorical features to 'category' \n", - "df[['position_name', \n", + "df[['minute',\n", + " 'position_name', \n", " 'shot_technique_name', \n", " 'shot_type_name', \n", " 'number_of_players_opponents', \n", " 'number_of_players_teammates', \n", - " 'shot_body_part_name']] = df[['position_name', \n", + " 'shot_body_part_name']] = df[['minute',\n", + " 'position_name', \n", " 'shot_technique_name', \n", " 'shot_type_name', \n", " 'number_of_players_opponents', \n", @@ -348,7 +914,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 54, "metadata": {}, "outputs": [], "source": [ @@ -365,7 +931,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 55, "metadata": {}, "outputs": [ { @@ -389,7 +955,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 56, "metadata": {}, "outputs": [ { @@ -415,7 +981,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 57, "metadata": {}, "outputs": [], "source": [ @@ -425,20 +991,20 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "# Defining the hyper-parameter grid for XG Boost\n", - "param_grid_xgb = {'learning_rate': [0.01, 0.001, 0.0001],\n", - " 'max_depth': [3, 5, 7, 8, 9],\n", - " 'n_estimators': [100, 150, 200, 250, 300],\n", + "param_grid_xgb = {'learning_rate': [0.01],\n", + " 'max_depth': [3],\n", + " 'n_estimators': [300],\n", " 'scale_pos_weight': [1, scale_pos_weight]}" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 59, "metadata": {}, "outputs": [], "source": [ @@ -463,7 +1029,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 60, "metadata": {}, "outputs": [ { @@ -471,7 +1037,7 @@ "output_type": "stream", "text": [ "Best parameters: {'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 300, 'scale_pos_weight': 1}\n", - "Model Training Time: 912.022 seconds\n" + "Model Training Time: 16.402 seconds\n" ] } ], @@ -497,12 +1063,12 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 61, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -533,12 +1099,12 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 62, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -562,7 +1128,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 63, "metadata": {}, "outputs": [ { @@ -587,12 +1153,12 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 64, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -609,12 +1175,12 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 65, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -638,7 +1204,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 66, "metadata": {}, "outputs": [], "source": [ @@ -654,30 +1220,30 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -692,23 +1258,23 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
 Training MAETraining RMSETraining R2Testing MAETesting RMSETesting R2Training Time (mins)Training MAETraining RMSETraining R2Testing MAETesting RMSETesting R2Training Time (mins)
Model Name
XG Boost0.103050.321020.002300.104970.323990.0000915.20037XG Boost0.103090.321070.001990.105490.32479-0.004880.27337
\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 31, + "execution_count": 67, "metadata": {}, "output_type": "execute_result" } @@ -739,15 +1305,138 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'objective': 'binary:logistic',\n", + " 'base_score': None,\n", + " 'booster': None,\n", + " 'callbacks': None,\n", + " 'colsample_bylevel': None,\n", + " 'colsample_bynode': None,\n", + " 'colsample_bytree': None,\n", + " 'device': None,\n", + " 'early_stopping_rounds': None,\n", + " 'enable_categorical': True,\n", + " 'eval_metric': None,\n", + " 'feature_types': None,\n", + " 'gamma': None,\n", + " 'grow_policy': None,\n", + " 'importance_type': None,\n", + " 'interaction_constraints': None,\n", + " 'learning_rate': 0.01,\n", + " 'max_bin': None,\n", + " 'max_cat_threshold': None,\n", + " 'max_cat_to_onehot': None,\n", + " 'max_delta_step': None,\n", + " 'max_depth': 3,\n", + " 'max_leaves': None,\n", + " 'min_child_weight': None,\n", + " 'missing': nan,\n", + " 'monotone_constraints': None,\n", + " 'multi_strategy': None,\n", + " 'n_estimators': 300,\n", + " 'n_jobs': None,\n", + " 'num_parallel_tree': None,\n", + " 'random_state': None,\n", + " 'reg_alpha': None,\n", + " 'reg_lambda': None,\n", + " 'sampling_method': None,\n", + " 'scale_pos_weight': 1,\n", + " 'subsample': None,\n", + " 'tree_method': 'hist',\n", + " 'validate_parameters': None,\n", + " 'verbosity': None}" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Save the model\n", + "best_xgb_model.save_model('xgboost.json')\n", + "\n", + "best_xgb_model.get_params()" + ] + }, + { + "cell_type": "code", + "execution_count": 69, "metadata": {}, "outputs": [], "source": [ "# Save the model\n", - "dump(best_xgb_model, 'xgboost.joblib') \n", + "# dump(best_xgb_model, 'xgboost.joblib') \n", "\n", - "# Load the model\n", - "model = load('xgboost.joblib')" + "# # Load the model\n", + "# model = load('xgboost.joblib')" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.9334918 , 0.06650815],\n", + " [0.9150994 , 0.0849006 ],\n", + " [0.9478227 , 0.05217729],\n", + " ...,\n", + " [0.77691543, 0.2230846 ],\n", + " [0.9318629 , 0.06813709],\n", + " [0.95634604, 0.04365399]], dtype=float32)" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "best_xgb_model.predict_proba(X)" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [], + "source": [ + "new_xgb_model = xgboost.XGBClassifier()\n", + "new_xgb_model.load_model('xgboost.json')" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.9334918 , 0.06650815],\n", + " [0.9150994 , 0.0849006 ],\n", + " [0.9478227 , 0.05217729],\n", + " ...,\n", + " [0.77691543, 0.2230846 ],\n", + " [0.9318629 , 0.06813709],\n", + " [0.95634604, 0.04365399]], dtype=float32)" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "new_xgb_model.predict_proba(X)" ] } ], @@ -767,7 +1456,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.6" + "version": "3.9.16" } }, "nbformat": 4,