KDDCup09_churn.arff

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KDD_Cup/KDDCup09_churn.arff
TunedIT
public
33.3 MB
2010-04-12 14:28:13
Description

KDD Cup 2009 training dataset (small version with 230 variables), converted to ARFF format.

Original training data as well as test dataset can be obtained from: http://www.kddcup-orange.com/data.php
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% KDD Cup 2009
% http://www.kddcup-orange.com
%

% Converted to ARFF format by TunedIT

%Customer Relationship Management (CRM) is a key element of modern marketing strategies. The KDD Cup 2009 offers the opportunity to work on large marketing databases from the French Telecom company Orange to predict the propensity of customers to switch provider (churn), buy new products or services (appetency), or buy upgrades or add-ons proposed to them to make the sale more profitable (up-selling).

%The most practical way, in a CRM system, to build knowledge on customer is to produce scores. A score (the output of a model) is an evaluation for all instances of a target variable to explain (i.e. churn, appetency or up-selling). Tools which produce scores allow to project, on a given population, quantifiable information. The score is computed using input variables which describe instances. Scores are then used by the information system (IS), for example, to personalize the customer relationship. An industrial customer analysis platform able to build prediction models with a very large number of input variables has been developed by Orange Labs. This platform implements several processing methods for instances and variables selection, prediction and indexation based on an efficient model combined with variable selection regularization and model averaging method. The main characteristic of this platform is its ability to scale on very large datasets with hundreds of thousands of instances and thousands of variables. The rapid and robust detection of the variables that have most contributed to the output prediction can be a key factor in a marketing application.

% Churn (wikipedia definition): Churn rate is also sometimes called attrition rate. It is one of two primary factors that determine 
% the steady-state level of customers a business will support. In its broadest sense, churn rate is a measure of the number 
% of individuals or items moving into or out of a collection over a specific period of time. 
% The term is used in many contexts, but is most widely applied in business with respect to a contractual customer base. 
% For instance, it is an important factor for any business with a subscriber-based service model, including mobile telephone networks 
% and pay TV operators. The term is also used to refer to participant turnover in peer-to-peer networks. 

% The training set contains 50,000 examples. 
% The first predictive 190 variables are numerical and the last 40 predictive variables are categorical.
% The last target variable is binary {-1,1}.
%
%

@relation churn

@attribute Var1 numeric
@attribute Var2 numeric
@attribute Var3 numeric
@attribute Var4 numeric
@attribute Var5 numeric
@attribute Var6 numeric
@attribute Var7 numeric
@attribute Var8 numeric
@attribute Var9 numeric
@attribute Var10 numeric
@attribute Var11 numeric
@attribute Var12 numeric
@attribute Var13 numeric
@attribute Var14 numeric
@attribute Var15 numeric
@attribute Var16 numeric
@attribute Var17 numeric
@attribute Var18 numeric
@attribute Var19 numeric
@attribute Var20 numeric
@attribute Var21 numeric
@attribute Var22 numeric
@attribute Var23 numeric
@attribute Var24 numeric
@attribute Var25 numeric
@attribute Var26 numeric
@attribute Var27 numeric
@attribute Var28 numeric
@attribute Var29 numeric
@attribute Var30 numeric
@attribute Var31 numeric
@attribute Var32 numeric
@attribute Var33 numeric
@attribute Var34 numeric
@attribute Var35 numeric
@attribute Var36 numeric
@attribute Var37 numeric
@attribute Var38 numeric
@attribute Var39 numeric
@attribute Var40 numeric
@attribute Var41 numeric
@attribute Var42 numeric
@attribute Var43 numeric
@attribute Var44 numeric
@attribute Var45 numeric
@attribute Var46 numeric
@attribute Var47 numeric
@attribute Var48 numeric
@attribute Var49 numeric
@attribute Var50 numeric
@attribute Var51 numeric
@attribute Var52 numeric
@attribute Var53 numeric
@attribute Var54 numeric
@attribute Var55 numeric
@attribute Var56 numeric
@attribute Var57 numeric
@attribute Var58 numeric
@attribute Var59 numeric
@attribute Var60 numeric
@attribute Var61 numeric
@attribute Var62 numeric
@attribute Var63 numeric
@attribute Var64 numeric
@attribute Var65 numeric
@attribute Var66 numeric
@attribute Var67 numeric
@attribute Var68 numeric
@attribute Var69 numeric
@attribute Var70 numeric
@attribute Var71 numeric
@attribute Var72 numeric
@attribute Var73 numeric
@attribute Var74 numeric
@attribute Var75 numeric
@attribute Var76 numeric
@attribute Var77 numeric
@attribute Var78 numeric
@attribute Var79 numeric
@attribute Var80 numeric
@attribute Var81 numeric
@attribute Var82 numeric
@attribute Var83 numeric
@attribute Var84 numeric
@attribute Var85 numeric
@attribute Var86 numeric
@attribute Var87 numeric
@attribute Var88 numeric
@attribute Var89 numeric
@attribute Var90 numeric
@attribute Var91 numeric
@attribute Var92 numeric
@attribute Var93 numeric
@attribute Var94 numeric
@attribute Var95 numeric
@attribute Var96 numeric
@attribute Var97 numeric
@attribute Var98 numeric
@attribute Var99 numeric
@attribute Var100 numeric
@attribute Var101 numeric
@attribute Var102 numeric
@attribute Var103 numeric
@attribute Var104 numeric
@attribute Var105 numeric
@attribute Var106 numeric
@attribute Var107 numeric
@attribute Var108 numeric
@attribute Var109 numeric
@attribute Var110 numeric
@attribute Var111 numeric
@attribute Var112 numeric
@attribute Var113 numeric
@attribute Var114 numeric
@attribute Var115 numeric
@attribute Var116 numeric
@attribute Var117 numeric
@attribute Var118 numeric
@attribute Var119 numeric
@attribute Var120 numeric
@attribute Var121 numeric
@attribute Var122 numeric
@attribute Var123 numeric
@attribute Var124 numeric
@attribute Var125 numeric
@attribute Var126 numeric
@attribute Var127 numeric
@attribute Var128 numeric
@attribute Var129 numeric
@attribute Var130 numeric
@attribute Var131 numeric
@attribute Var132 numeric
@attribute Var133 numeric
@attribute Var134 numeric
@attribute Var135 numeric
@attribute Var136 numeric
@attribute Var137 numeric
@attribute Var138 numeric
@attribute Var139 numeric
@attribute Var140 numeric
@attribute Var141 numeric
@attribute Var142 numeric
@attribute Var143 numeric
@attribute Var144 numeric
@attribute Var145 numeric
@attribute Var146 numeric
@attribute Var147 numeric
@attribute Var148 numeric
@attribute Var149 numeric
@attribute Var150 numeric
@attribute Var151 numeric
@attribute Var152 numeric
@attribute Var153 numeric
@attribute Var154 numeric
@attribute Var155 numeric
@attribute Var156 numeric
@attribute Var157 numeric
@attribute Var158 numeric
@attribute Var159 numeric
@attribute Var160 numeric
@attribute Var161 numeric
@attribute Var162 numeric
@attribute Var163 numeric
@attribute Var164 numeric
@attribute Var165 numeric
@attribute Var166 numeric
@attribute Var167 numeric
@attribute Var168 numeric
@attribute Var169 numeric
@attribute Var170 numeric
@attribute Var171 numeric
@attribute Var172 numeric
@attribute Var173 numeric
@attribute Var174 numeric
@attribute Var175 numeric
@attribute Var176 numeric
@attribute Var177 numeric
@attribute Var178 numeric
@attribute Var179 numeric
@attribute Var180 numeric
@attribute Var181 numeric
@attribute Var182 numeric
@attribute Var183 numeric
@attribute Var184 numeric
@attribute Var185 numeric
@attribute Var186 numeric
@attribute Var187 numeric
@attribute Var188 numeric
@attribute Var189 numeric
@attribute Var190 numeric
@attribute Var191 {r__I}
@attribute Var192 {bZkvyxLkBI,CEat0G8rTN,eOQt0GoOh3,jg69tYsGvO,IXSgUHShse,m9SrEy7Rm6,Qu0qrQKzJV,eOQgUHShse,4e7Wq69R_D,J9Vr4RQZiT,UCDvyx8zhV,crIgUHSK8h,O8Zr4Rdc_a,cFHt0GoOh3,2jiWq69cTy,_v2TmBftjz,FoxgUHSK8h,FAJgUH7ejg,TfiWq69R_D,EsYrjIX0Db,75lq9ayfAo,vAsgUHXM47,DQlgUH7IEC,NESt0G8EIb,Mtpt0G8EIb,639TmBQxul,xOXr4RXktW,7Cwt0Gdc_a,Yddq9ayE15,9hRmfo875g,DHeTmBftjz,MtpBcmzkzH,bZk9tYsGvO,JMGrjIXt5a,_v2gUHXZeb,DHevyx7IEC,zC_Wq6e2Rv,m9SvyxLkBI,qXhrEy7VR2,Tfit0G8EIb,75lTmBtFkL,EsYq9aX0Db,HYTvyx7ejg,1qmr4RQxul,voArjIXt5a,V8lBcmz45j,CEaWq6KZjV,1nlTmBtueT,qFpmfo8zhV,oyGrjIXt5a,kMJt0GoOh3,lAFr4RQZiT,AUUt0GoOh3,avkq9ayfAo,75lr4RXktW,wRXmfo875g,DHerjIKQ76,hSovyx7IEC,8I1r4RXXnK,52Iq9ayE15,302Oj1KVEH,uGLq9ayE15,YddrjIQ5Ph,tr0rEyXktW,MlYvyx875g,BQa9tYsdof,g5dmfo875g,1YVvyx7IEC,8Iqt0G8rTN,Iskvyx875g,64nWq69R_D,HAoOj1KXzC,hSovyxdtN_,GcUBcmz45j,u6tWq6edh4,Foxt0Go8Lb,ZSNq9atbb6,1GdOj1KXzC,gOyq9ayE15,DHeq9ayfAo,KXMgUH7IEC,51rBcmz45j,jg6vyxLkBI,LDPvyx7IEC,zKnr4RXktW,NQ5vyxLkBI,mCGq9ayE15,E3dr4RQxul,qXhvyxLp3Z,NESWq69R_D,0vimfo8zhV,vAsvyx7ejg,vAsTmBfHUn,8Fdr4RXXnK,N_vrjIXt5a,dRaTmBfHUn,xOXrjIQq3d,GcUt0G8rTN,oUPBcmzkzH,yaKt0Go8Lb,a4vPe2fHUn,_v2vyx7IEC,mzKvyx8zhV,a4v9tYsGvO,4e7gUH7IEC,8I1q9ayE15,2AAWq69R_D,JMGq9aXt5a,1PnOj1KVEH,v0Nt0Go8Lb,1YVgUHXZeb,1GdOj17ejg,dRagUHXM47,crIt0Go8Lb,2jigUH7ejg,86ct0Gdncc,zcROj17IEC,HrWq9aXt5a,Yn7t0Go8Lb,a4vvyxLkBI,1KSTmBQxul,TfiBcmzkzH,639qrQK2Mx,1JGTmBQZiT,AhzOj17IEC,8I1TmBtueT,6m0t0G8rTN,BQavyxLp3Z,DQlrEyXXnK,gOyvyx7ejg,25_t0Gdncc,3HjOj17ejg,zcRZptzip9,gE8Wq6edh4,wx50AqAqGL,lAFgUHEmnE,qXhPe2ftjz,M5vt0Gdc_a,py5rEyXktW,F42vyxTlru,bt0mfo875g,AhzZptzip9,puvq9aX0Db,CxSr4RXktW,2jirEyXktW,KXMrEyXXnK,5_lq9aXt5a,vNEvyxLp3Z,LDPgUHXZeb,dRaq9ayE15,dRavyx7ejg,9rAq9at_88,etYt0G8EIb,tr0Wq69cTy,4bwt0GoOh3,xddq9ayfAo,Y3tqrQKzJV,V8lt0G8rTN,ZSNq9aX0Db,a2iBLJED1x,Qu0TmBQZiT,1JGr4RKzJV,ypNt0Go8Lb,hSogUHXZeb,HrWrjIXt5a,tr0gUH7ejg,auhr4RQxul,oBXTmBtFkL,1fZWq6e2Rv,nTwTmBtueT,l7Fq9ayE15,czzq9atbb6,1KSr4RK2Mx,a4vrEy7Rm6,FAJWq69cTy,51rt0G8rTN,dRarjIK12c,oBXrjIQq3d,ZSNrjIX0Db,8Knvyx875g,xearjIX0Db,qXh9tYsdof,CEaBcmz45j,_v2rjIKQ76,uUdt0G8EIb,P1WvyxLp3Z,1JGqrQKzJV,doHWq69cTy,JJYvyx875g,JMGq9at_88,6VLvyx7IEC,Qu0r4RKzJV,yIjq9aX0Db,KXMWq69R_D,a4vOj1dMWg,H7er4Rdc_a,oBXq9ayfAo,1YVTmBftjz,HYTrjIK12c,dTGmfo8zhV,NQ5rEy7Rm6,639r4RK2Mx,dukmfo8zhV,DHegUHXZeb,1PnZptzip9,zcROj1KVEH,LDPq9ayfAo,YddTmBtueT,euOBcmz45j,1KSqrQK2Mx,jg6Oj1dMWg,S8dr4RQxul,5_lq9at_88,C2Dvyx875g,npOt0G8EIb,NESWq6IHzm,npOBcmzkzH,64ngUH7IEC,Ie5gUH7IEC,CEaWq69cTy,vNEOj1dtN_,mC4Oj18rdT,nQZrEyXktW,EGPvyxTlru,py5gUH7ejg,MwmgUHShse,bt0mfoVBLR,pXct0Gdncc,Ylct0GoOh3,EsYq9atbb6,E2Yq9atbb6,m9SvyxM6OP,g7eWq6IuZZ,doHgUH7ejg,302Oj17IEC,Qu0r4RUaLY,ohYOj1KXzC,NFqq9at_88,PRKa6ZegII,oUPt0GTJZ_,AKDq9ayfAo,7whOj1scCA,BSxr4R4FLE,HXwt0G8EIb,npOt0GTJZ_,VvRt0GoOh3,xOXTmBtFkL,E_tZptzyxY,bZkOj1dMWg,hOVrjIQ6UK,1qmgUHEuty,LDPrjIswVc,X9zgUHShse,OdsvyxMDH2,ZCNZptRvgr,qXhOj1dtN_,nymvyxdtN_,DOvrjIKQ76,T1hBcmzkzH,UzE54NEjuC,OaayEZXAPM,NESBcmRZ57,7zYrEyQ13H,uglr4RP4GL,etYt0GVuu1,xOXTmBkF1Q,ZlOBLJED1x,pJfvyx7ejg,Ie5rEyQtC3,31rTmBtueT,KXMgUHdtN_,piFq9aujxk,m9SrEydncc,dRaq9atbb6,Ys9q9aQ6UK,_hrvyxM6OP,AKDr4RXktW,ohYOj17ejg,DQlWq6IHzm,doHrEyXktW,7fxgUHdtN_,Yn7gUHf2Df,RzPTmBQZiT,64ngUH8rdT,DOvgUHXZeb,6VLgUHQicn,1fZWq6wFxs,H1Fr4Rdncc,9u0r4Rdncc,LDPvyxdtN_,UOyq9atbb6,piFgUHQicn,gOygUHXM47,O5Qmfo875g,B2DgUHdMWg,HOvt0Go8Lb,vSSt0Gq076,6z9r4Rdc_a,y3bgUHQfP4,6m0t0GVP8g,DOvq9ayfAo,mHEr4RfJaT,dPsBcmRZ57,avkq9at_88,YQqt0GQFLG,qXh9tYVz8t,zKnq9at_88,yaKt0Gq076,gOyrjIs7u7,BQavyxsiQ3,1JGr4RUaLY,FAJrEyXktW,i_6Pe2GNmM,9rArjIQ_vI,gOyvyxdMWg,RzPqrQKzJV,MfKrEyQtC3,64nrEyXXnK,uGLq9atbb6,xearjIQ6UK,wx5r4Rs_Cc,rY9gUHQfP4,mRsq9aQ6UK,etYBcmRZ57,4E_Oj1siQ3,l0JOj17ejg,xlbmfoTlru,0G9vyxdMWg,czzTmBGxe3,bZkPe2fHUn,LFvrjIX0Db,Yddr4R4FLE,75lr4RQ13H,2jiWq6IuZZ,crIt0GQFLG,HYTgUHXM47,2jfvyxUZHQ,0kQTmBU3gb,2AArEyQtC3,HYTrEywWJe,kMJt0GQ5Yy,g5dmfoT6SR,0kQqrQsiZt,aSlrjI44aS,zKnrjIPxRp,rY9TmBGxe3,LDPTmBftjz,TInyyjFXFX,pcRvyxLkBI,crIgUHf2Df,8I1TmB9iKe,ym_vyxTlru,xOXrjIU0M6,S8dr4RPoRw,hSogUHQicn,oBXq9aWBGg,IXSt0GoOh3,4e7rEyXXnK,Gb9t0GQ5Yy,j6SmfoVBLR,pjvWq6IuZZ}
@attribute Var193 {RO12,AERks4l,2Knk1KF,g62hiBSaKg,onTuEhrJJQy_H3IHkZku5AFczhYGqxJ890,rEUOq2QD1qfkRr6qpua,LrdZy8QqgUfkVShG,eSGpMwS8zSGgq_trOpckZ5,LrdVolaSGUfkVeWC,w9ygS99Qp_,_7J0OGNN8s6gFzbM,vuPfq6YcbX,TW8dXluYzKpktZjuY8kSPBaZa,ByQdnLRlFnny2k4AJzG,e6CkoqApVR,ues7INAmyjdS1vDd0YL9jU,qqimvRzsp8ZZdKRPgzLg68joSn_k,Fveq5yuDUj6drSMiZO3mXe,NRCqczK,snf9xe6PBwBZ8lKzhEz,zPhCMhkz9XiOF7LgT9VfJZ3yI,JXVE,5QKIjwyXr4MCZTEp7uAkS8PtBLcn,ND3t9Yro9U,NMCEYavk0YOlqn2jHeEDjP0xsdXeAZGnZDN0NOfV,bYmQ4nc,X1rJx42ksaRn3qcM,GpoBynXzkxADI7bZBtqvX2IPV5t7o2QCPE,PomAbFU,9U2tunPAje3TwfLLUQxzM3dC1ghn,MJdP52puUMWhmExsNdlkGDbNTFln2Eg,X2uI6IsGev,msph93375qXRfw6hcMceRRIDdmHq8wn,BrRu5UxtiQY9TTJ8ABKpfS,iKEouAWeUBYR3fQ5tZmt_bDPIn6qT7tIGHs8L,2wnefc9ISdLjfQoAYBI,z3s4Ji522ZB1FauqOOqbkl,OpDzzQJ,hnq7pOcHWLojUTXc7HQutLwmffdy,gGvYE2F8JHtPlbzkGbl,yaM_UXtlxCFW5NHTcftwou7BmXcP9VITdHAto,8kO9LslBGNXoLvWEuN6tPuN59TdYxfL9Sm6oU,DH86UFkz9LK6My0ezUgZx96oI,IlTgyyFksv4BT,SrUWsbENd7prk,J71wxZB6Jn0CR82XoyV,KjAW4rq3iyvu8XwKkyQ2_svIATjM3B5,T9RM7fDFhhZjjBFsk5zptG,B2T7ZTgOX7xpBPBD28SLvVWgBkc13Sm0a3tk2,wvnt2iBhAPeGqIKaFUxJc6ca3IYp,QG5U1Qs9mF3805lxYz2cGPnrm}
@attribute Var194 {SEuy,lvza,CTUH}
@attribute Var195 {taul,LfvqpCtLOY,ev6I,CiJDdr4TQ0rGERIS,ArtjQZmIvr94p,CuXi4je,I9xt3GBDKUbd8,hiMqnEM7VgIk4JUu,TnJpfvsJgF,b_3Q,ArtjQZ8ftr3NB,I9xt3GMcxUnBZ,I9xt3GDRhUK7p,F1JQrEL,bsZtYxFjzA,lSbpiq1,ZZBPiZh,ArtjQZQO1r9fC,XMIgoIlPqx,BNjsq81k1tWAYigY,I9xt3Gi01UK7p,CiJsoa4TQ0rGHlMp,V10_0kx3ZF2we}
@attribute Var196 {1K8T,z3mO,mKeq,JA1C}
@attribute Var197 {lK27,2Ix5,ffXs,ssAy,uNkU,EJC9,Bxva,0Xwj,kNzO,yMvB,0aHy,JLbT,487l,72yt,wOc1,4fje,hAOr,LFM_,TyGl,h3JW,hM6W,IvdZ,GYbZ,nCqp,FgS1,ZHNR,QQSE,F9g8,FPxv,7ALb,vsvk,kwI9,wGW5,uErj,pGTb,AKN1,0Y9G,YVv3,7M9D,dWQK,PJLW,NbV4,PGNs,vSNn,z32l,sbZD,_8YK,R4_H,sKnY,NSDI,AHgj,LloI,7wJ6,EzKK,dTod,G6s_,AnrR,TIPl,Y2P0,OTVu,TLkP,1TqK,aD1X,0LaQ,pE9z,yYar,42Cy,nQZ6,19FS,g6No,ujBx,KqYs,PbOJ,Xa_z,c9jp,xgSF,SzjZ,YFAj,L80O,NF63,0kpG,WkTj,NHzE,L_LK,0YIT,80HR,ZSv9,pdks,P9et,LZs_,ChAX,oXaB,tzKK,j1T2,X9_k,rXTS,USOt,OY2L,LLPZ,X94c,IGdn,12fX,Wmd1,_Clr,YmZp,W5sH,Uk76,dm89,UkfA,0WHw,mAW3,ZF5Q,YPhp,7gSz,sj_R,8qEx,4JaS,HR69,tXti,AkfA,UpNf,h4Dj,VPX5,_vzJ,ZNsX,EPHy,hoa9,j_M3,5tHj,qiF0,pJUk,D68y,Cnh8,Rn7z,EWYi,fhwd,bkoB,pw40,IIni,ekye,MrXh,Ulfj,KXDt,mtqM,5IqI,bhvQ,3PdN,Guv5,jPJO,FAjL,AHrt,Tw4q,ZEGa,plfw,z8at,d6Mq,LXO4,iJ4u,zcPU,PShj,Ti2P,tixA,MeKL,5B99,jzYi,nAmm,94m7,o2Vy,ONrL,R5iW,EbEb,sZmP,RsSg,gEzH,2D6V,1QqW,tN0D,aekr,RnYz,MoUp,GtOw,99vr,CRc0,yxYT,Epqo,sM2H,URNM,Fq5T,8PU_,i0GO,QG1d,I0gp,S5pa,2wit,lVYx,Wz5C,z72i,dLNY,D_RP,hSk9,JD_f,fNi1,6syR,IxTr,E4OP,OF8b,sc0j,FWqf,DmpM,YsYW,hEfY,ar2n,kOrz,sPdS,pdeM,y3E2,AuRO,CNAE,vz_d,KJW5,Irwt,YRnd,d1OH,wMoz,0zDT}
@attribute Var198 {ka_ns41,qEdASpP,NldASpP,_ybO0dd,EKR938I,fayYfhR,ofiZR7x,Xlthli9,6CXYbuk,jwhtMxl,fhk21Ss,FcmhANo,fqeOwLG,8Nsx4QS,creCyD5,Mqs4NQF,uMA4Shd,GRl7qwL,GUg04mC,af1vEdV,WIUdTJr,DVqAQJk,gwY4NQF,f2Cr1U6,3d6Ybuk,OnikTQ1,x8bPoJV,7z8V8VT,1ucchDb,Z4ho8ot,_A3lbGp,bvZcCja,T2e7I6V,mjAngaa,LFsq5o9,V8V_q1V,iJzviRg,H8V_L_f,qEKLIo1,t6TtIjH,qNenhjK,n0tQn2A,xUTqnbN,B5n4Lhq,JVFLDAi,_A3J26Z,9GJGgoz,6JEJgAs,0Vr7wZ4,fLzAmkt,gmq88LT,9GJxoic,2dLzqEA,3fI4jEC,FJDupBg,7c9SNLr,DP5xtq0,T7ckueW,innSmtm,kjvBmIU,MErO9Nm,06Xs45W,31DqtNX,hWDloaA,J7Knr2P,mMEMUDL,2cB4lx4,8NsJSJw,sjdgCVv,jlzcpQc,esxkA1P,VcW4jEC,xReuqyB,WkH7nZN,N455JqQ,cGZPV0c,jCeGyn_,uqsq_S5,RPKu5tB,83iWKYv,OHMwWsw,OKQ4Lhq,_A3nXHo,8ij6Lg8,tUuP5QB,vHHY4q6,jX5lhSa,SmUcc4J,0Cp8pHi,dpLnqNs,j9nq_S5,YLToWha,kJ1ERUT,RZHR5DT,Nxdw8DQ,vL0nV76,gNIgCYR,rXH4Eny,PHNvXy8,4e311pK,7kAl2XU,86dToXU,92zmJ1u,JZmRiq8,Wtcc5gJ,XX34iqB,0nY9OFL,kJ14Htb,pro8v8X,ojHnF0C,My6jZUX,kO1abdC,bbm5wbm,Ml6kiFp,6SycSKu,abRsKl9,l1Yysxi,3d6d0DS,au1viRg,VjLN8e1,jfPn1fB,VWnXzAw,EnSNXZR,SY4EQZQ,nmm4k19,gRirkF8,aWx9MxI,ZBORawV,jJ_PTZq,lKNMukw,mTdXsZV,Bnu7wlP,t_S7E9Z,oKsne2L,r34vTzP,fIZ2EMp,L7tEXGF,qsgYDSI,5EpXqGp,a5zFpID,77fJ9iC,BBmwWHr,rRx7ehn,kkNNXZR,Fn0AVx0,PvuPLzH,rPAXbNT,XvJ7pE3,WtcJHBC,25Ax0bI,3FCrXBz,mhknt93,pKHV6tQ,MqsJzp5,H5Q_VBs,GdzFZs5,t0l7C3_,wrRuXRS,q6YpzLh,LG0JHBC,innngaa,hWvno_n,5Q3Ofm0,_gMxSlj,TwRo8uU,6LkJ26Z,0qCl1hh,rXHcNhj,3cunsla,6zFO4aK,au1nqNs,_ybzqEA,_gMXOhW,kozdzR5,G2zwXf5,7nPy3El,LJS7NLP,NwKnsla,F0DSdMg,dRqabdC,wjUyWhJ,oKsnV1D,6oGKKVi,KweCreM,RxDMhNR,ZEF5V1L,eDdnaaX,M8_d0DS,mR_k2Zj,qQKVp7s,mLYOTMK,bV9grxB,z8FO0dd,ClIuMXJ,gNIaOJ7,hHJdCrr,voX4XxH,7UBxJVj,ZtMq7Fq,ON5Ou9e,ZtBNj4_,6Wu7zLh,H9Tg2A0,jMFN0hm,FJD_9E2,SkI4ewH,cmPXOhW,MvUxJVj,A4fCIek,0v27GMk,u6iViyY,ks5A1LJ,Q9Rq8UC,jZ0kHY6,x8bu1hQ,nLJ0ibt,fVhJr0F,X2G4NDc,2gN7C3_,LnrlJRo,2gNd3iM,Mqscy5d,aKBrLEy,7GUAEa8,fqel91c,85iypzx,ZTQCNUi,qbzg2A0,MNw47cQ,HPUGayG,cMjcTxR,wLsMvt2,m4ZnXKj,F0CcSKu,PFW3ud5,kLfBUCv,TgqARMl,GLcYYlr,lCpd8Q3,IMI3Naj,sGhnkcQ,1ucARMl,oWeheVi,xziuXRS,jvoyZxp,UGl8_3u,5UkZJEa,q5Zs43J,1qnne2L,r6ox19i,knVbxgw,zmMlkJq,AAScNhj,tKnrLEy,GOBtJoj,au1K0yW,LJSqkpJ,XaPdR0M,4JEMGuV,SqbCPGE,VWnxM5B,jJ_lbGp,rRoCfXI,8Nsn57c,fqedTJr,FjnupBg,3ZjbFkF,4rXn9NE,3n6biah,FSVXtaU,jZGp_0J,x44vEdV,SY4VCna,w9kwuGt,ClIoukx,6oGvcTJ,iYI85Wp,qMlD1gf,b2zTeOI,G6aMVop,B5nc5gJ,p2oeZ9L,mfjcTEF,LcOyQy1,aqcp_2L,GjukJwu,ugG1tiY,6F5nnDZ,vfNGyn_,wnPbPon,WlFnZSn,Kn7o7aV,jfP4Shd,nFmFZs5,qWBguYp,vfNVrZR,apKK0yW,vL0xuYM,WkHCdxD,IoVCPws,PyeGayG,8DBOkab,r6ccy5d,LnrdQSP,LK5nVRA,gRinF0C,kH3c06V,YLTY4q6,VjLkKKt,GSG4ewH,creg0bq,SDw7JO2,SmU9OFL,K6McVcA,jJ_nXHo,cGZJt03,M0FFFda,7Kf6gtF,TsqM639,innxbJ3,Y6hYfcf,f_onF0C,pKIL3j7,fi0tdX8,HQZpiVB,Mbu95gF,0BLnYyd,6X_nFi6,2cBJEvB,ho_bxgw,rpAtFlZ,0kyQIhb,XX3cFZv,n0UnRzy,WI7JJYr,GUgwv86,K8Lod6b,6KF0k8W,4jFcSKu,j5_Xk4l,WkHrLeh,H7_heVi,ryQJDqx,2a37BoT,2cBvY8M,xRePyOH,5HUJ34g,J7Kx0bI,TSdlkJq,Po5g339,60sCyD5,jMFkXPi,R4C9W2K,ckoh3aP,JAVLmBg,ka3eV8O,eYPJuq4,r6c4NQF,2gN8HPr,EQsMhNR,zg_pBTu,cJKrSMY,XktPwWy,m64YMHN,ZvGeml7,zN9Vdmm,AIO9x15,vQ_JaGu,_t7Mbg2,88mV8VT,cJKwkuM,ml5cNhj,cwyCreM,MPSMkpB,qbzaVTy,tUuJwlU,Kn7uqyB,ho_dR0M,LFKACyb,aKBg0iR,604wEl4,9LEbiah,3FCuyBt,SlHrvGQ,ntsYSl3,mBrxlbr,3d67Duj,lCphli9,3n6d8Q3,PTPXtaU,lUp7x5J,Ml6oEOb,eYPcFZv,ezgR5DT,AA1cmh0,4RAcCja,UKQvcTJ,eUquP03,UsK4nWx,LJSr6D8,EkMLmBg,voXPV0c,cYcsKl9,wpp8weI,3PBFjjP,mbdxW2B,AKG5V1L,MPSpAK4,GRlgCVv,frc7zLh,UMZnXdh,tsKMUDL,YBIJgAs,seBlmZ6,Gjup2Rr,7z8szr3,_rJMbg2,A_yBboK,kLfr1U6,ITxmMBT,JVF11pK,2sVYDup,KVQ8pHi,inNvHAP,6Z7ERUT,JTe49gZ,IfKEQZy,TSdJUS7,dDKL3Mv,fIZg0iR,b8EvARv,d2iSdMg,wrRyYfr,tF6YKaW,RJE7qGc,mfUvZCe,vK5kiFp,xowRB4d,UsKXtaU,4jFRSUd,3RqrZ7G,0BLl1hh,6JE1QFM,65ylkJq,47WdmQ4,abwcTxR,ZRZs43J,vLtMhNR,Xkt4wFk,Jn8nx5A,cSPyOPj,YoVMPAv,DhOMbg2,77f44U8,3PBlmZ6,HPUbXKa,jCepSrJ,oInR0xd,t6T3ZVS,NFUOC71,ZTQvcTJ,fWLnqNs,2cBcOqO,kqYygzQ,Q9R7qwL,xUTs45W,tUuO1hZ,7qvk2Zj,5JbheVi,iUUFmdU,60saF5r,M0ICMvZ,B884X3H,er99haC,qmX7Duj,Z3uKaQd,hbu7kIo,xziyYfr,YpXRSm1,M0FOkab,mfjR5DT,GdzAB0d,PccnqNs,3cuvZgk,34dq7r9,sZ3Ip7y,j5XJ9iC,THRJJYr,F2ODpyj,rs9DzCB,pKHsKl9,dBHv2aF,20db6I9,bbJMPAv,KgkAsEo,Pvu4X3H,cfdrWlZ,8tQXYqC,HytANjt,hrNCyD5,Yq54XxH,q9gARMl,dgtng1z,tAqBboK,VmNCzkM,t1FzMzM,uqsysxi,H9TCaks,TgqtBx3,XX3vpGW,IoVviRg,3pg460p,PAgx_1Z,d1uSYVk,bdXPPkK,9Xf9GRq,1QD5ha2,RxD9GOD,cJKfmkh,BBmE5D8,3XD0EJJ,dRqgqKR,1Qqo63u,SHXbfVI,JNrtyiI,voXJt03,bvZAfi7,wGQJeCE,sGhVKYt,0Sn_9E2,BKLANjt,sVNG5Z3,rsmctTK,foCw8DQ,T7cNGWG,KwenkcQ,w7CdCxx,I0Kp6vu,QiwK0yW,OfJo7aV,PyebXKa,jEC3vg3,liIupBg,GOBu1hQ,MqsvJst,Nn3wY8e,TeBPGBG,8Hgnjxa,jO3D77h,zBUVCna,cJ1rmCU,a5zOfm0,_A3iMR_,RZHcTEF,cnW0CV_,_QtPU77,XX3Juq4,0qCFAbb,6sATT5i,rPAblEW,nhmdCxx,qbzATNu,b9lODwF,awTXkK6,Po5vZCe,45vFZH4,YDGnFi6,TF6XVr0,qXGoROu,vXtrSMY,LKy47iP,ojHCYcI,mBr7wZ4,KDB0hSn,qjkAfi7,6SyRSUd,faywyM5,3xzAPoI,gawexjc,OJdRB4d,RiMC358,VITX0IX,yQmne2L,4ry9ppn,6zFJt03,PccCPws,pfMkKKt,J8SduRc,tAqnaaX,31D7uSC,7UOOoC_,92zMY82,qXGEVfQ,G3DVCna,JZmcc4J,jF69B7S,RACxT1D,rBsdbhC,GbzwYml,MNwM9_c,q5ZViyY,k2ETzeA,NxdYjTW,IMIcpQc,yQOM0nx,LJSguYp,QPT_L_f,2a3gFRq,gawP82A,UsSY9Q6,koz7asP,OENRWXF,kVgqwjN,fVhlWlM,8XsYR4W,1uc3PRP,VQWOjS3,PTPYR4W,fVhn1fB,_eYKKPC,kkNkJwu,tGKE15b,nP4EpOk,SHmviED,2LUe_ev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@attribute Var199 {nQUveAzAF7,y2LIM01bE1,y4g9XoZ,4hMlgkf58mhwh,ThrHXVS,etM739XNb0Rf0,LJF4fPp,GaiUdPAZp_,okUBQrgaYWgG0,koda1Jh,u2p2Afw,nQUeejKKqM,_jTP8ioIlJ,tShEte6VIU,FoJylxy,nQUq7hGe64,YQcPlrpk3ptPA,9UgkRNa9Jb,wqsRhwb,7ONkRNQCK7,lGXpFd_2Rf,Hz673939hbJdw,0ZlStaN,k10MzgT,3cOC7qZ,J_sb4dmQwP,ARvzJXx,hOpRIhsUSP,VqnbMThC8i,Oe4E7cR6Kt,hCdK,BQy_jOtOBD,Tg7jjBB,NfN9Bz6HFx,glRbITbnHQ,fo8oHA5,oQ173939hSRjL,3X0xOLn,C_uQoStwYE,rEr_IAwXVP,GVWDufEPyV,TLE739XNbCmUu,qik4qOU4lwPbOpm_,9YuuPSz3BI,ElQylxy,767sa0XN9l,I1sqWRxUAv,2UyoQ4842l,xunBDW1,DKUDUftgA7,itSGh3t,7aPrx0x,wD13J6M,qZsAqpg,V6XUlxabJ4VaD,_H1o1j_0IT,JQFeOYK,88EhRq8,_03xtaMIkZsn1,MypvvoIQqc,r83_sZi,yiXKNUCbD1,G7uhjcMgI1QYJc_X,_UtlxbJ,1lFJzqR,sLarhXg,glRBFJT8NN,qj0X1JD6U2VDfcVe,YmZmFZu,BBhiudN5VwCx3,D5ksmOvSExf4jbrd,ZkibjLN5VwJ2V,iRwYJUn,GSY7LdKoerNGJAhp,WN2wUb0T0UKRa,P9HTde2,i_uHBG2,8o3zKbi,AnFl2Mwxzd,TbQyCeZ21flwy,5wCdaMvjmfFev,76j2P_OLn0,o5WT5gy7iu,b1zcnrj,NFlfMbKIm3,V4E_TU9097,ZIXqNozRXZ,Hz6CKEGgVigq3,k5KwT10ch2oJC,nQURdZmEHe,WeaL,yLQX8HOoy1,Gai9lEF2Fr,CdPgMY1Z52,MQULVR6,NBVdnPazOh4li,S85uPSDwkC,LJsg,8xqsKsAwUv,SpValTYjm4,zhvSTtf,UOBQCC5qQlVB7,_H1t9Tlb7R,d4Gf64d6X6,J3fgbi2,GHfL3MpXAX,V_K7mWX,Hz673939hSRjL,S85YZxYiez,ffogcJ3TqhNhV,rvXE5Xj,WICZqsx,0IWZqtp,SpVIgJCetQ,ilrY4YM,V_KR_LD,Vzaj8__LW4,nRUQHR_cJj,V4EEkD4AAZ,C_u8_AlBK7,_03xtaMIkk68B,xNBpFd_xeN,QMx9sNd,yiXTc3CbD1,5q1zOkL,oQ1CKEGgV0Vbb,NYIY8Pp,yEFIHeU,pNAbKh0,VwQDfEq,eO3Oseu,nJy8d8N5VniGX,2TwXCiT,LH0kFz12FM,N4wu5E1HbRO9C1UjzrM,BcW_jOZe0F,wSIbcWv,zA2IZno2NK,Kx8Bdum,EXpWEXgaYpMJ7,mzDZadGIEhIBI,yLQsa0Xacm,oWVUlxabJo7j9,vISMz51,dg9I7Wq75U,II0S8f9,ELRUn57,5q1hF23,Vxu_jOIy4u,VFlefbgZb2VDpkoH,n1zVHpT8NN,YSdoo8_0ec,9_mbRj4xye,IG_G867,9YuYZx0Xsm,NW71mrodGH,q2tfFQq,gG77TqgKer,pCsFbvQJcF,KhDb8PW,7ruFuE4,bGUqwlz,DthSxx8,uPEdYI_bSG,LIHCwKP,wG6K,8lcKgmK,JslTCOK,jgyr5WV,PxoxMpN5Vu0ld,qj0Nsa9Jb2VD8FHm,BBhiudN5VdgIL,kTVOa4R,00J8E9a,LH0BJkjM1L,Iibp4Nm3uQ,ZIX6Y9cVy5,3cO76t0,daiGnRstPa,jt3xMpI_cxIIW,_DLXGZ6,UFIdC8I,o64y9zI,CRw0ebVJqP,ZZ7H_hi,9HOPNsJ,Fat4oP5,y2LuFUfSEo,jzURkmM,6JeJzqR,4soK8Zl3AOOCk,V_KvNzO,yLQAOyh7V8,Q50Ydp0,nu5cwYj,FsDMvLF,Z8ZAV8jDl3,gG7yZNBdAY,NFeIdpptt2Styxh1,z2S23SF2Fr,J1MZ1kd,ErM0Vcg68N,17VONbZnA2St0atz,S85OeCBjSz,98kUPa9,76jk_MXMyd,C0UHhjM,BdLh6VE,6KYVJin,MV4DUjA,JFX8g7a,m8PE_N_,gX8XkMy_wwl_tWtQ,JsluJ5C,OthpAth,Hz6Yx4ByloHQf,9g4oaYjoL0,NW71gM15FR,ZkibjLN5VdYQ7,nJy8d8N5V7yiy,ubNsRkB,hOpMh7dRpW,etM739XNbCmUu,Y0uewlZ,8PHwguw,oSQr5vr7Oie9c,8nstQ62E0C,CmZbiUU,J8qNJMY,BdLTN24,I1sFbv_0IT,6rdXmbt7eTX8w,qj07TFiEyMc4feOp,OGdCmGl,nQUZfWRfws,fzYu9l3,wHfQYg4FYrxwdCQ6,77i2xdu3Aa,aArLWn_,S85q7hLS8P,gG77TqxcUy,CRwkRNVRGo,Pkku4gO,9xAFApr,XaMCQbd,t187Re3NhK,wLOHP_YhcL,nQU2P_OLn0,msIqHk8toE,KcR1XI2VFT,Qj_VcxBvKn,rBXcO9I,aTJsFRm,e1XhvTunuD,75HH_hi,MXlhT5l,Hz6739zOIymxc,d6zx_0v,uIkUosV,plT7XwyobT,FrVBLDn,sLaMvLF,Qgwybc3Q4iMFHmgf,eIHAqpg,IoHY5y1IUI,4soGE0N5VZrWb,9YuFlLzSEv,9UgE7cAdCb,nQUBcBcErl,7OQTfyc,YHenSa7pPs,Vxu0anU9e9,3q_1zfQRNEoHknHv,byFNzV_,x9fAqpg,KyxX4chnKM,Cy0RhGn,5ER8tiE,VxuX5zo5nA,MbiPlrpk3WNO0,A0ioLXh,FhJkDiJcKC,EXpWEXgaYWQf4,M5EkRN3NSH,WVfwBLM4OLNk7,yxRYVCXx7J,uIrdrS2dsx9yDPeL,msIvIpku4g,rRTn3fZ,uPEP3ctFzY,UnPEkD6Pex,8o3WlGR,V1eoHNfRMz,nQUxgtZnMW,9XYw909g5FR2beBj4iI,_9fgcJ0chTp4w,yMX5Soq,9UgkRNhwCh,Vxu_NCWg96,ELqaUgs,xpMwUb0T0tWQC,UnPVrhYT1Y,pbNgbi2,PAsLi5m,IoHEIyTRj9,gG7Uh_O5Ag,AZ_rHsP,NYI_YItAbwl_SO1f,Ir38caVATtMueY0oXdH,ToUSgkq,V4Em6qVbjg,1iSr43mdbj,y2LIM03TrE,VxukhVqEU4,msIFlLyI91,VFlQOb9Jb2VDYrHl,yLQ6Y9f2ln,3zP9Spt,8Rtb1Ae,GHf4lBZm_z,LWyxgtXeJL,NFeIdppttuZ9yxh1,GxcywEY,QKRBWhd,Ydsdn49,G7uhjcMgIfpMJu7y,nG4HyGn,8o3HXVS,SpVIM0nlV_,GJg0GlB3WS,2Pfa30CvY0,VFlX1JD6U2VDfcVe,n8FHjepuG1QYcA5C,1AH2xdi0iF,LIH3TPf,Hz6CKEarbJl02,I1s81Dlb7R,LGkbsIMsMFR2a8ecQpm,IbcsUQk,yLQ5eD80KI,g3qtij6cFXgkQ,KlOa2n0,WtEghthlaX,h0frVuP,DlkzOkL,4Zut8qMuJdpmu,VKmQoSsVfi,oI3dOfoZBD,J4Xodx7,IoHdtjQ4jL,zMhaz51,ThrnFOQ,n2ERHP3,SiCA,3clyC8L,LGk3GNC3u14shA_j3Eb,J8p26OhvEfpMXLgz,9YuT4s0Bqf,qj0efbgZb2VDpkoH,Ij2t,i34G2jb,0DIU6wSVfPOnxAZs,QigzTRD,VKm8_AwS48,Rbybt8BC5_,bAyfFVUl1u,p528EHj,77iJmpaB0e,7vJNLJ0,ZIXq7hG5fr,RuVy67M,V4Eytg4LiC,ucv74dYNu2mvk,5F8g78hrGv,nQUklZyshN,nDVACim,puVN1KTszPHt3,S85uPSw6EW,Y6ziQ4F,EG2hH7KmXr,w7xiHaaq3y,nQUxgtZEqo,W3kLbc3,IoHCTe99VL,msIzzNai_Z,A1cgpVI,NBVUlxazOhDyL,7dpqHkbeHw,yFNmAFc,JIJA1s2,6Jhz70R,3mAIgJy7b0,MV4jVS1,VnDCs3sgtzS5Y,BpHkmkQ,cMk79Rs,qj03jwcNh2VDUnx_,jhKIeNi,unBX5Si,n1cRZfHvqr,qTSH6kogwg,tvCvLMA,DcBT8g0QdH,E0AoEzR,qXJLxQy,vis7HZEwuZpVg,T5wrwDN,d7Dcvq50sK,fVXry8hukC,fXeumA5,9YuX8HG_hH,PsbN,yZ2BeFB,aXPHXVS,lL9c3pxXdL,daiwphuTtf,_YWZ6Ym,V4EIHR4LiC,zNT1fP70Be,fc7YXF9,dkvH0o4,8K7XdMR4dgyAEGXOOVf,AOMZ_x5,_Y1zzOR,gxZfGgh4oW,LH076SiAyW,etKWoRaEvm4aR7kmyN7,ZIXklZ8ZTf,VaRIHjGfkK,wqNHjevp51QYzKGn,Yi49a6G,JlBPeqq,IQqVdTN5VubWL,jEpOFMjpJi,qj0HWjvF92VDZUoi,PAsv0xf,d4VQ3sY,99GC7nQpYh8_C1u1fgb,0wR2Oil50nKM9,hLqXNNw,27HpPS3KgPnu7,N0FCl6_C2t,NBVUlxabJhR17,NYIlYORw3wl_qbEU,3s_5eDn1Fd,nD7KNUCbD1,7mIIHR4Kk1,3wAzdS1Fab,xdQF0SVzfFcGEz90WyK,aB4Juyc,IMbnnzlLVO,87ev2OOdgK,L9kinJYNO4n0z,V4EcIXVbjg,CsjH_hi,3mARqJ0gCE,VxuoaY1iJP,II0TCVq,iQmfpd5,VzOE3sV,TunEFP3kz7liBpb8,jXIs0KG,zttgwMv,R8MGBE0NRYesC,o0qZpZS,N4xbMThNdK,S85klZI_wB,7SGql3_XhK,vTYxhOz,YKgs2B0Igg,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