ࡱ> nmh?%d$J1o1aPNG  IHDR bZ!sRGBJIDATx^Eg6̒sF *3bˆw戞"(DAQ]64کamTzT~,     o-6k"U?snKLb^>],jpn\\@=sZ٢?פ NKONްi̴4g{|||tp?XӿN/Zk岲s|5 y mMvjP}$`s~xmfUUw6˗/s~6w(ǞJ%g9ż,;N/J+{S*wU;FE+{) @D΃Z2⭭6{^P5Ǧp1Y1--]2vJ{BvGb=uϿDˮoE/^þ{Ϟ|A}G"_r*YefL-Y9n'tzmc6i|7f/6[󋳟9r܄cͤe>F[ n'U5j o{eWU7.yKĊW504+X쳏6.ɌX@"# XSN̎ij5*r쩹CG;5%% Uʛb7eͲ8.vGЭCڒ}ʟkW?ؽ/z_V{}xRbI4*m/d]$:U˅峏JԠ3kR[ aNiXU% P3O;i79|b $:̿ADt# s&qqS---ľ,.vF=~FmӢb ĔZ[ikmi\x=v&T]RKs+k|\l|\L\}=Ϳod)yrqQQ^LIxҒCWWS[SI/mڦ4a¾>~sMd>vdm%K`om$L2R?z(:ՕZsH 2~ ,nK)&&UyX}": Qd/fyظ K NcNNScRcj˛3-q6~SS[k+໙:Aaio2 m[ ʈ䳎4ng*L\֬aCwܤī_=h?|չ/;4$|U]?b28o_32ORs-?(Ggr%O8la]-{ߍW=xϣ:zO/=3o1VKeEW{W^~UT)[?jjj޹]/JqTGW9j̷+~J}hr:ˁ}5?q9g{a=Z9IKL٭Mۯhko]zѕ_R\\^D?7q[>xwr;r`T57Mpܵ}MWy}'wU6VSO"9%:g!k߯WSZZ|<9N7Mݼh6   8,N@Lc6&wi_mil~wKИm˻:wy=/nM?giVQlP/XZyu$J_} };πn_.Hw:uFs^}jUƗ|X^e}C_H_՗n瘘,/ZC:ϿZDPae?rZʲcVFvfv'{֘V*BjG[bct湣G%)AtWzR~ݻ[=kNR-zC뒕ݩz;muT~,*,,k׬[M֭#&ОeNK|\im5K/3Z5ؖVSt*l% ;X,^E.G~gϳK.cmm;C3$( FmA"@  >.fk&-6=ǕA#n=3831>>!>DF9!16>!6!!vI&&Ѻd2I-4؏?d {H0t'3B+*KicEWZ[[,v+o-}E.x+z©iJ0 1/z_hzNtUı>bI Ҫ秞9YO;$_#:I~JөRGq=cت2h觟{*b#mYfg0ؿLYxmUStKMb+VjЪ@bfPJ{O%D K;2BJ &#++s?W|s֚8C[o(크gc+)[ߵE>k)VkK7>6){hI'Bm۷($\-*(ϱsG[Z;z%PK/=g98S||6+YY,䀖}wT%r;Le~; \/,m'!%BtCv VO=*(`N;L@nkZ3㤪b)z,_UV ߵke=e 9)>ع--K_{mU+q4ڟ$zxWuk ^Ejj*ѧiMHTH_AX@"㢌::^isҲ),k*ZWUnO ;z{6tIm#aCc![ڦ4|KsQ|U.zwm$vJ'r޹tduq&:w)l:tFqۦS/rJxM[6dvdclݹCQ]RI/mo߱ N=>nmsh;;+=40!eߊ۷-p(-ZJSw˾7jkZ3^]DlUxO(#HHj @_H[s_nMlbUSG4_FdҊoαG~:q{bD.24cJ}gAkk?/|aZRb1+iN8k.<Ó>{fg,{ѲE~_;a9Gz}x}IyzGgf$&'hw~Ţ3 .uР{~G/2ao3?/k]?{og=tohj8i?)%{2~𡢡IoQXx3N&rE?pyƍwkeY >31WKz~PVVGհ#s%5N2RDmN`M|q,Z's8e)ږeߊGhmi5)[߸R*Sڊ,[͝ws7_P.瞯`!H6ۚ k 2{^frVN{ჇNMKmuXeV&vwNLFe*.9ɩI}aOOMvCמ>Efc.@Dӈn>8'Iۆ\#zS2ˢUZz'oY;|]}Oa_1fi%EmӢb X/YCܒ%*: \0j5_AJ]UQ[^VUUQ)+-=%;Wy @8 A x"@ ,xE|%PxooW޹@@@@"A5Fڥm"LJnő:fb`2kCE0VWų2:Y0cSE(i+|Yҹ n6醤"k)x5#vBIB.n[]:o)%h:gt 6ӻ6o 5Ġk W;;}#eCP{%}sBikJ9ҸUKr &ZhM%57(u\ F(SM=ڝo5MH#[];$Irݓ!ӍƙYIˋ KZa&B|<;NO eׁ mH h, Bw2S9b ;ޝ<-":ԖLxё:. YF[:Mʥ˜mH    aL6xBZH      møq' m=    aLi T$Edf@Ff0ZϬ ̲|oXH[e+eVi++楲k^ze/ee紭(+#)O4kVVdH  |Զe+ _]ݶJ VW H l$]ԫBUuVeD*TV/8   "miv\-|Ԗ%kvM e_5߭lXVV6dZVl$M~n+JEU-Ǩ]YhnzC[N40[tU]YW4 Qt54߾)XE=G6Ҹ5Il JF9*>t:`+D2XQ7\֑Shs*kھSUL1XJ#laeUKȻ oy*́ܬ,-jk{\qEyCܾKwm#șS^Q*"Qگ MZ{Ǎv>ɝeI|]qvrL4:9o0f(egN]iOs3`A,w9ss"w[aD9roXY-䴠"2<*R#yy̸ŻTG 7M$x_}Tpz.?\-"騄ա~l7/X9D& uCq)cpҶtUwSM;d|6G\MӞ$tg=ɺ")kMi{q+ZNpE\`Iۦ/d$gCGmU " z0 F;N8 2+/- ѶE58'B,%70%*Uuqm4=n|Op2uK+*̌\ 6Km}Uk0̍ JC풓Ze#/#[2zWbUl[5IVT*kESŶ٦=lUhS *oT _h/E$StG'^UUedټMQr,KuSzyWͤLbmUǤnmt;   FJ5Ӕb$e>.ND J[_yY\'Fs;hWG+22s>x2BYygE<2!vVâoWl>Ry,֑6Rg#\:na)VyhñFի*a|0.[l#rBcWmE xrbUrl(aqtbak 8f$pUV*9cUvyKszsUT hk䪏q:=\e[θV[oW;M+6[[~u{i۹y5iMlMMCƏi*d.tK;*S~+nʜv_~[1x<٧툚. jYwskix;L$G&;^G4Dʬ.i_i9Ӽ0ᇒ:$Wz:J*QEPpd/ŏ~hK`~!FdVw_myA{uCH[L%uUAr =uS N.J~צMo/s=L$|ђ儥+ 4z"mVX{jP7:¥M(qRzFh H[cVc^</?l!mشJ:/] i+>hPj ؼ&dY=Jj|75+l%83V;+WO00PYy)жc{n!mM6UI[r0eў!m/G[Ҷ] :'Sg*èkf1j+v Q[Nx $яrY@C}Cρ):IJT$TrɆW w۝ش]ǂ\"qЄԚQR|I`OxQ<Ɍ]3 c[ :NmVg\p57$;Pb-u/nσ]e/򫧺<_9\r*:5?ˊ1KOھ ^1     i0      ֹs_ E(@@@@L3צ94e^[0{~)Ac.( &o%n?4gLc퉩㯥&12W>#z3|g Y M$ǹI&#SH12WnɦXG##kwb2wj<'L^f]/x@@@@@ Y< X6g R:@Lьˁ"%| ;Џmzd;3;c_JU]&4Nl mvUqZP,f[-QǓnu/9T򮯄Yr!Q3LNY/ӯXNW2]v(i캸4`V)!E YіI]eB~ ofqo3^B(!wΏֶ]'WQLvvu)Id8'wgH:0"=JRn#@M"zf.Is8=Z Sijˊ9@=J/7HN^ڝLdry.7^!^d1ӱ< 6L56( WY[6hRl}۪6?s#_=דޭ"B!m=˗gffLpTRR;V]:s[1.h8Tb8ظ c >yDe%?֙mkUUfSZSf)RSlMEmu4dklL4)ϭ{sIс?ϹcX? Fm_0  aEO:qСxy߮iqz^>ό+V^]]]uiJNNopJ~S^}𒲆+ƵZccbIđ֍mK͞`>V^8kIdlimح[iKv/]xqr[֖fCƦvƳ{9Hպo]ۉ8u(m.:gߪ,=Z*SsZ,q喪zkz|sV%e_9t@@:_wRzҶ4FCC}Fi2))9KNv/Q@ Tp#m)t'g_6;eG^}=;6.ܹSOԩխJsG߀A Mh:!>[:KmI[Z-`[v>[}mqC]Kjll,,,۷]xH얗gǎJ.ժ[cit)RRGbkjjijg$wukv9Y!oWs˷Y95)mG_eռ<[]ClJI{ZToi)*Z٘h5Z&q)A@@ 0ikki1SS}lFlΎom[ۂd[J1y:_C%FڪBGR 9}r[*2Hz{)XSҵ[iͺ5vR%!^Hc+--9rǖl_vXrV~wnxM߿g7(%fPk|lcmnl% h~a!<t;|p{!jz1;*NJа/_ɢ+/M[qM4 47Zqi)=Fv=9yLΰZbZZZ|%.kҙAZhWL|ꔤ-=Wp SěÊe͖Ҙ~k*("lf5S7wg4y ?z䁷'wsښJfƚiTRy pˊ /f'F[ۼ3F?wV]:dzd!7ߢ@O:44YVVߏ1|Ĉ`8j{7Vo\#*%6Pq&_2>akQ~+MCvOYBhvTػ^o&%ZYYIRp,IXFT+hcĉ_W=r{b̓P=qUsy ݗ?O8O8q҉h=i Ze4iZƝFI}[Aч-8楅]k<IqrY]c'Đۉ$K^@]f9PV^ *@+mP !eU 9KVԵiVwW&`#|GƤlm(ʶF:擅|[rZF_P0i]$$ħfdqտW~OTڸZՆ{jcRjI~c֖S϶WĶfZh_k, 5.[&yezn xh3iRmYR} MfV]lu*@lߵ_~CZG{y{ Jk6-']~)wgA3 BpT4E掐_O*PL8rHTHЗ =G-mi2?8~m׬fe$n^Qoo1>;S[Ck_Re_V|iْE%_|أRS4K#9_O ̥=dg„ uPx(jbRuK띞3N`ճ^uXK؁?݄naua}Hnx-y!hB]2ǫoߵ`Sݟ^y%mI{||VC[-ڻ{~fzjjn~BZ]ڭKNbB|N~Q~qZzz<>{Ͼ荿'X,u֤*Ked#FZc*،,yjFHZʜ͎%nt0 P_)ŷ{2lmi/89{[)nqں.|潅)G x珅`y|u[A]`kXRa2)RA,H3*-icS2- hm*tp_SަºVBR#cQL2mG)Rݻ)2u̘1Iq2rWg߳Ǧ>{^iG 4 ܵ`x5ˮz_ʿ..r٥W|[V\c8ժR׵t1H6wŦNd϶^isz:޵sNfj¬ocݥs,z|Rx5V-vUXc,e֔~{$$4'X22,,ZK[c4pk @#a@H5-=V<𑻛Jec޲-{V9W{?9=k$j//uTIDK"-46ӘTh'm/z#N~ܕo߼DmStm#+M-;LϼhT7b.--'-ݵCaI[b3dB,eEE8p`^k㧞zF\yզK>ᝓ)9sơS88e恾7|Ֆ~9>9`dz=~}SYMfz ދkfX+T~sI^ճOhmɩ)}z哫ՕՖڲtӻG\E}^0SbBsYu,l),VksŚbɠքX,}M8Ʒy2a]ϡmX~ZgjV:hrKYi~]5ZT_G3~{ڛON(2laVMg[7`qI:{7T UkI YӨ'A@#Mֆ;ifmhmW>6Y lkl-ohl*5׵)vmKqômnnImi/Y`:vAMn(nM]07_?O|'6y+'̘qT,fեAbzXisvISrqSK\r%ẉѾ}6yrkYr KHlK|҉G 6(उZ >{uc_Pt]0z6.ZjĕX1ٖV{|mu|+"c-I{l+MGw6&1m%;7dOU/m.~ +ri bc7M:ʨ4 ܺWk FxŦ][(e +9H@ "44 ^u)۠=[uaRT( 9IQ2>[Dʺ#uKRILke=&BF{Jo-Thݣ'ı _;i֤s+^=56-[i춑n-lU7jhZT{$'m--uk) |a#$X)6A\Mgue֭;MeIm,(U]e4ٿ=yaa= ~eUTO+q;/*]Kqb-=-Gt3<1M]:bx~N&6%5=K~VR2jww%u_6M1V&gHlY46+Rccj֕;~.ntȲĬ؍Vmz޿S2uĞww <DE*+m.'^daF{L6=7E! @G&@cy|9Uů"MDY|ʸfך{e ?'K-Ix.6Kf2I?#uKRſ7m,0+'vvtQߞE|LsSbgz8Bo̓Zۘ\lOLIHM51-=)-OIOHJьde~9bM|<$i& Q8yyj趸[]H[ɱ6ZlGʶ,\ݴ2z{EٝTWl-\v񏖱Gt' RT#K½_~1Q0Z(o9jIH8{^ɩiw9Bx{ڭ[T9ELc)d%vo*i%R/_ O9oioHv5e%j)203t*1xQ>O*#og~nW^Tґ@DL݊$N :f%567!en~/ء.}:Zv9Fkkhd$b.N$-Z..<[ 4v' 'Ձ],t`됧j_KML-[vvnNN^^ΝvҽGg7WtJh{)u4:K^-Ks])Z$XIfdd1]vww/kicR) !t2foi)7cnmkaξev/YSf˿kM7MEْ{@QXejLȲHҔ}I`zڌt|\7'+o\zAӵlN]ssi\ZZzXn`hfVgOi]_}aEɚK&pߩg$/)۲|xwkZxWS\ӖFv;d˺vQ?(#=<\'%-Gu K)χbv+[_%b$9K"LR! ۤ$i ,BíkVI;oEvĶi_ />>ľY]Ӭi>͵k䷶M-N1؞Ȕ\E2Ig;ąI섽T(dRǷI*ϯ uVz'>%&")oYt155Y=r^z /=>!{W]fxci90;Ƞ %5~QJ*bhCE6O^>I z94_;f<<^kSn)P@2TL_ .nI#(Q-Ըܬ/v3Ǥ局m:-zk+W8D9=(ƞ0al6^uرggg4l?Ī!kd[ָIJzbK8 "avj-=zO{Y/ܳi?wwޭ- W WO2U*M[xFyc?vŢMٖM i]NT?&wONOz^nk0Xdwkɰ'fT(lk;w֭{wJ҇VLK!iE kH/=tnj۷7*$'%k%Q[T6|9Xmlʯ!zb[*kimN픓zeQSǧS8۶mLUj92]%Z7O;~Iсt֝#ĤD Hʢ }['-گ".ڒ?9-9歧N:M.YtѲ*qQd"%yV]&%ŵcAu@4 Qh;}YoiWX/}UwY_AgffT_T%Z+I'[R/Ϝ{C*֊^Ъ7j˼'uo.؟rch4q_zϤc1PC|lB|\lrBs*_q <B*xtэeZTIq]v/Ziۻw/znΝ8HI &ĵI~i?"񓍖翬? IM8kZKwna7M?)KN 3SX=0)m#.u+N @a]u!ZI[JGr"ccƏ:AײFR:exolпO8PXr`龃%U욗%/fYLNMNLP~5Xisfbm=   (-7͜3TJKˆ XY[ck iKpZ~}z0 a̘ѽz~KB`Iz  4WcS=JF)Ӑ'B4y1jۖnRsQ qReA8Ϥ-kP^$WWWRZj뚺tJNHK윛NoML PP-#%SJr)Pcdf?֬Q[WmmmC}cn.ԗf+u N-FmIP褑EV| -%ɞi㕤WvU=i1l1Z*ر8,;/m+KK[H2zuMMCC=mӘ7XeE*A8mv"xmCn[cwdnд!cqrZkje^]#2$dSjhFMU7b|k0ʄbtXm4Mh#MzmEB<"\^rt==O;о?󳓬sMjN.,uSdMlk2OvD$iNeveh &#'7d)=fPEV18ܥ9zO+=O']Jv*'Hsm&yUIi{%矀*?x6g~RR]cdCNBK(O먦2J 5F|Ӥp>2@@8xUأj=i>TTD@;.tktìl鉩+;S Bڶ^{XnI}i PvVp۱:^>BJ~x(W,rd$m9*//=H[e i뒱1;֋"CڶW>ZE.+DwsX4H:jZ稀oGmBYr%w~%}H+wJ.r k*[FQ2m ~.M> W}"+!;rdQ]T&d4ǡBy^45^ &S(dҹ+y/?CJiC;|Җuдl4W@z?>iH]q7*l}\ңdvԨ ǣD ??~5 MeeJNb |];ǃ"< ۠xO΁~9-j?$ǻx)h|C}w??^ оhvw}4wuw2ƣ":Okڳ!υuƙ˂M^G @@@@BN6M@@@@C?a@@@@ sr'N ?m+_ĮAZiö|B||3$f( SF G fHМ>=7~fj3$¯!h/̐tS A2߄2X[\E v     y0; s%3-ܖy}pYmjoߙ  /osC"v7c\5w6|8鐼AEC 7| w[꒤)=l $bA8}P"mYoб[eyehm*z7ʚ`o'J\+#9rxCC$>q/l"D%TN?V5uM]]:ſmu2tLvϥbP^!^iw^rZi%O+i+m4:w:%X/~ŝ ot S/*FȌL.:|uhWnVŀ$/^_i_D)T{bpUʐTeNx a6#m+jՓd# 0W"QfkBQƨ}    H@.mI?#ƞs+k~5+A@@@: I@BmmO^qe2bybrג:j&I.n@ǽ7Lm In" Aa*E@a3vج}?Miǹ0)%#='L<    I0˅@]aY?E÷Gϕ/i9mk\iBq|st2|J %@ 5eIK1KX,sI[D&|툸KI1V7겶dQ!p!]*    aM@=jcӐrlbؒ=4{r6 [Hג8Vcʿ[FO*C[]ixJcb2U.V5Hɒ,1[΁@!!/vˈc-vdk{cGhד}Z(*Td㸬e-kհHMJ4!,&afQ5Bzz.3R:M9tm;Dy3k53k'mMPyVA\2ٷŤs,L,3vSU4.8.G\[5ҹIpF) jzu;94yW8@ZB:ψ];$PnQ3/%\_jEn2q(Iz%nܶS20ÆE]]%Ah0{ؘPQ8E2[W w DEG+]\h,#yג"WS fv0@&a45C胮ѹG`*&wH K8ۊҜUj +Ss+ ggK^v Ν˒ͦh;IIݒ-Or5z5ec|ؕÚ%I:$UiGyǰk.|B0F up$>ֶtҤ-R,mcl31|g҅f[o}_i𕏿tl[},A@@@BB}mF.͐佯A1-wxD_͛o//;ZwYA5!\0sB8u-}hcxBii!=xy_~YkmZ*4G|(i\˂eYD4֖kmUfa}FA|p(b-X[I@sbm Nʈ8kX[@\!VX[qͺׯP 7d_pG#E&my"s,7Jt$>FF;/,Tvju!nC<þV x$.G*G).xLҧ _Wrx;F@:NJN]b%9]dXo|MCXXiqs3^Ҥp Q۶sΟ;ڟ%O/AǯEUAnfĨm6?\iz!]e~"M <q=A~#yPyuڽbG<avTwI%\ڿ1+{i+~Jv3ޔBCt!CiciePמ[ D饱-R_M֥E%yU!&AmIMtg%Ǚ^W1٩_{1("לV'>Nt<1yGx 5x}٨&a]j\2 n6yF"&J8tύj(g{SrRI6Ze62[m^r^7-͜d o/룑 َ1vzD*.4V?! XT C֜/% !+9T;i;5ϸH    H\8>݋v@@@@"m<hG@@@@ J@FIC        QB6JEQҐ-@D5@@@@ m@@@@m4$    i>    % m!Q H[(!i% j@ڢD H(iHT@@@@}@@@@ J@FIC        QB6J@S*k(4s-9IɁ.j`ꑃhdk=61IIϢknضⳊ~pʽ  Kx@@@ _ߪ_M%; *,;F Lȳ榷VTطU6ޓUK1#;rD޴cA\M]u}+^^HCl۞}]8#zӹGVmW@@@ $,mwoַX'O<{rLqCCX⊤_ľsj\Ebiz?} $q;heCS}MmMiq'k?}@Cbz'L;ú8P#V4Xʆj|J%wJkhi*#IIIqqq)ɉ%>>>Z/J4KC};|.#>vXgk%6&/j675mU[\Xvaz얟+7!t5򷟖6幽sZhhTltgW+o[z8gϞ]v2>cL-ϭI )RtK.-)illjni 7deS2T6S)̖~з-@@@@ A2]z?~iĵOO$Qۻ=wяo~}0?s7lȉ{cRAҵ֦}UU (dtRrrtm59j   H6Zza瞆Zg.Yy{)S^R2(},Fdi\d~cirȐ! $A9[~5A8HꉺqW~f`"૴}mYÚ-/2MG둗OU$p+j^d=bGʘbz왛A4sI5Q8#Ǝ:lh^v'lw#   $S@ݸveoP̬n}{׵F%ihvɝm޴R.ӵ949))e@^hgmA%l) L׊:ubOQl.ӵvM +B^G8   ~'}@ پBOG$m/=>aF](śl6znbsi03omT]mY*4'v=f-Ỹm-e`K\[^l Dnԟ^>^ HxbcGu$=i@uoرצbr*{@Ҡa ybݵw߾NO<+~xLS1H   &ॴ!+|qWi.zbo"@V˭*{vamqYYV61o53vqJlWJ˾:ZZBr3b3S[s&.̸6 }:FyzazPcr~b}6#= {l}>+xY)S2i{P -*hxkn*5Y{,cā矜yYވ6mXuvnWHۏ?xk`F^=/26=gƁͭUUKb+o6/N8z⤓OKwtȐ,n}W(@@MKi&j}xM0Kr܈a}_4 _K+?+c"FqU?_ "Hvʉ+=&dPumk77&wZ\xcquځ韥6-čh4 }OVʈ׷ZP9Z]Aa]j*z%]yzX( Yk~n9e>IΝݶd>ꮭx#ƿl %գ5tmReM++'2]9Ҟoo(&E-Yj'R릟\rXFz0s-?|&,Rxh÷kξҫyKyXY[[v34a0z=L/?6n}wv#uhKb i?6U2m<l' NZjY_&dVk ZZw;۹fvuٞ2]Lo\*/*3붚JgؿTaّ@")%#Pm歸s^rp:öD mĸy#mI(r:9A6"T"Z!mwpa5)Yd6=+_gOQVڠR~%b+fܳgf-!Oq+F5Қb[= Ghz"Mf6\_ )9w|RFvv6Y{z\\\Z%%%[+S4Mch3OZmŞ? c*[eZ GGo~Yhٚ+/n߾?|-*S-m/&uJfm)Uۤo+yǍGYF^Dvq_WdDgC81鿶?30?vQL㊱ƅ)'(Mܷ_Vq5Y#G`$YMJaD(o-UFEj]/5k|aM@C݆ ┷vԵ[]F[n=s2śRJ,Aza9/0鹱ƭlin"kDM:F^?ѐp6=Uxdžk)mA367W&%%ud)=cFt:2جҪŤ+WZo"YߜOj򖊠I֨֬rr+o!]KE o߾&Ҩ!FMQ~?s>W`ihXK#.'rEAYˮ%w_)JZT#tq+lҸ|I[ [Jrŷ sʹ1ԳO;nО4JEm&̐NobENU5yۯ\ +UTy[mJ9c&KQHsq{qeMiH[RK[ ,,k ?8Р<f_UlM9i;*%E#И%ŗHJHXR(iS,*~wl^Ş z&>L;ivOaY&kk6Y#u[p|]ZKKZZTj+Hn9Hdc܀ $ Np)cJ/۪iH Ҥ$,DaJcaR9j/;adZ:KbϽp؛a>͆ײ㎜@xm4E}de)H?ʋz14DHa F{CxN-m=fl6 ! <6j8t[*34jaG(j  5؝n*&7/M/J=~NrY*H1vR/߻-@=O%6:iH[*ֽaHSQ]H145&][eo]q%Ct#>-5M5S9c>d%[6p{|UPkK@CNQڹVs,͐@S%PLBඵZumA+=N\YLfñWۃ$ &ߊmO vŊdE$hw]?p[\dOMfT+V-LS;Wzi| % \6Z@c޳гkrB%SNV|L|ŁwA#} )^ `&dQ,ߪO h * s z pbk4J_t̸_^sa)Z^7qdE)wbx+?zˌ'lZ)|BiN}c$Ei@P6Q{eMZ0II(n&4H[z3t[E=|$^EKObIWz/'HqmGm5WI]k@J˓BF`;{w1@s)Oܿ)0`ѷIR~ d6_+d ejr3үGw{9"QKs2Po^=):zvD-4W6ygH&RT*Q4}ˤcڄ)>څ?F_i5c=Ӌ-&0MQs`;'6<̞㓑Xs>4.EkoY܅B5U6GĐ@+UՔ}UWnD;Y0_kLfҘ)xʸmd=iKâݲl,xύSfHaKlYUQJO4+OTz A{F_=t^UliA}H|'t΢[^U(%1hYiĖ~dûWg锘n+6K2WZ8;"sϕTTKќ'4ޜL&`s2Pd0۪Oufo .|KCClD"wS?F)Ci|OeQXE>j\=d65ظEFҼ`)Ne LK@hm^Tٸ[)A@0sq;(ZShN)jєA^A["[_ G AiJnQv(7ҖLPc2[,&ԖRzGQFsDCst-Sxam{.듕XJZ@ev,j6}N$+3B;!7K*-"B 1k,` ז6(ͫPxK|[z#{>}6n.!io;(M(G$UjPy[66K+siuN f%9"?g&74Oz miqt)BJɟb)I1G6Ĥ[eG͘˖7)%!F>_ ϐehӸPl\M @竤\(%9"11&4i^$A*W$ۯׯ\ѵ4s[_eF^@ɶvٛ㢣5uMP\Wj;W`Ɛ2X6"[kS)ͨ@èʻ*jS^X{i^[Ɣu?t$}i9-$YٰyjРA4^)U9-HS|X'z*š[?yо8PISrx94^c';.j_IڶYKO~ͮ[_jl^`FBg*ܹi52/8lhVev'}C zJ.I{t{ <4 ~A@@M@HP;*mz$^K[:8["%aw 2b=iP?ҝBJ–TTfSbҶrOAi:|c4Imo?uumqjkcϏ?~q)_JhUN0vР4@^%^w巂^~dckU%$WRہi6 c ;f d(-n~f)'IU['+,LUUYYX `mɎ=4g->%&]/s 9 m}g  $Ǹ`MeBy)mI0i3cv*c4pkד}ޗMi0pKy~}Mm ݸ'Q& زM)L>1Q#{cKBW7%%czG jkByO+쳞\Zzŀf{=#hmsG$mKZh9PKߦVAFM<--)ٻoO6m4zuu举4`J}Y3d`t/R|@/ ?qX}>ŹT}q`ߑ @ xkLAO/]p!%ER)=M`,Kbaf:œ='Z-;.n;zMExѤ&=~l E(6֯p ^0(&SVg^FC7|^_8"Ѽ W6.#4긊/eX{n>km ]8ҵnT\"n͎    qx)m ̌NqRRLuƋů}FI/Rt3VvFsOR\])E$%cHCg=+yv酥g?.&m*z}b^eKmњcΘҐ-奇HnZ&1ؚ'ż,v`~fz8PlPt,+aG H=,doַاC*k͏̺ ɫu7[^w`hh85"e@cG"n,sChAܿy)}{>RHLlޒg\9fO+Nۏ#?l߾㗧M7Woܥ/?Pu"Ƕhz, ڎgL_ĭ&5gy9l{nܾl z- R]a4-ͺ, kWs#=>]_mW=FF~%7]m߭ݲ,3ejB^h` 2Mx !xk1kl<0`Eف_5 ָk|}l퍟Z_6=oѝRQYߕ?fO|AṛrAQqqqom;[,q;,6=-.-}~q)CF3_r2S k`@muΊx55~KKޘ1)^[ ~I6Lهޅ6NNoB|bYOMMHLNSr66!f#&d8rpfJȼWvj[|9;96'5Uh~VXªOKiuC_ս66nf=.?'󨉙ΰ[^22@iԖ*IcV{&vV*eۤ.4iu9{]ADzwêߪd?e磶 mRSLa3)I={F?xiOrݼ/5 (ܿ|Kq=6PbL#3)J,ٷy͢Ps5̚&f^յ[76ok6U_ ڲP tB QkǗ׊Ka]=vҫ+vܵu۶ۿq ]3|aM:?fo8ݴ4Iͤc'D(_9)=>_Sl6Q"j̔ιJҢRkʖZ'κo@uZ#F 6ŕG^i1{2$33~^:5KN oǶr;)({۽kw i\缁1l)sU5&ku.]Zͅ5[l j%l~)#=]Wm:2;ryyfvn_}ہx]GctQLAK;]vXuodg ?`YÔ/GxdFjM;w)T|Ciy~->*;;u97-T/c\ܳZ,A<33LCFa A@@#7i-EU4U(j8DWsLGүLDr=ĜRhٸdA-8co|Ѽuƺ &j+cmǬvԚ5>C 7=#@hkD=8Ok2و/ lc?$Kx]m't-mlpMLX)Ėar@$ \1_|5e:Y:q*H9,ItM3!iJ"&E59߰@LH =vLԌ!Lڲz\lƪ-߿Mo 6(K~V^]`7U#]WiP4[_ž̪h޿/cVE@mdUFʱ<(eֽO$`% "(*b^Qf>4ݙb?Dϟӧ?M@W^5ڠH4⳺Th,,    ;@I[gLV߽ֆ*%ʶ9Gȗ^ˢ X5EHإYIW$HvrA@@@ jIF /V֦Rҵ%+nF?\ A/]e􌼔X6- @zCL ]uo򺵔nle ۢV3d' okh2g̘EF֛@ݿ.=i߯se8K=J*X7ޣFcg4qAABH[oHןT7vwfS)'uܫg._[TSWfP-4 EO֯1]5z&    ;@MglkAQՊgql~LaCtIkN/i.hu'+ mue'^֫WOzp1jm @@@"7E㲕UUwںmۼO;ԖneB%K; 9.@uޣ;h&OSmi"Rh9м"N32 Lȳ5f@LsCZڟOuY}4#{muuՁ*_PZ\_[Ni8{Z|w>&&*sHmB||vvvzzznԴ"9`@@@FmLk*U5lee%Hm|RFr&C QAoMo{#' \zenu\ԬLИD&Kg$6%g,:mKo^[(e0j    %ʆ(iHT@@@@}@@@@ J@FIC        QB6JEQҐ-@ kwEIQ h$QhlU @@@:$H4D#HhlU @@@:$H4D#HhlU @@@:$H4D#L:nX  }Lbhm466[,p- a^l|+c&&ąUHG '@S& CI[|mTbHc~v nhb-16.1.Bچ?J8Hۀ# m#Ly:y+\amP-[w NTʏ[Ps~JE" w=W}S.8u"FmA@@  m7CFTsqO:qСTjK]uuWh^0KN8;HG`ۯy5ġx @@@ " ԵT7v{+!m@$B/,CADLp@@@ ZZ̬zOaPq% yeТ!o0rZo;8My^qӼ~tLnx ĭe$Ulf^52oެGRzl<=} m38)~^*ZF'ܙpp@ H+;KO=*Y^8ߒ&s!sƼWn -mP 1`CD`rY*=%̶zkR\l]}-}Y|3K|^Ed-U i #j/ADAYis_` ={ćeCbҝe) 3:8H $%W +]P jCR^@oX>jj[yLI嫘~JLiXڔlΰҹrWl",aax4PLt*?_0G7_n3ҥ;.iMl -m"%xAE,01ChCԻ40kZ^D)7:{BV˧O/HYz+56-5WOiq@eQ3S(2R,m$OX#i^?qi&Z7Th␳m5X8b^b֏ U.ˌ3iU^%#_0Fm-w}Λ+ۦ5C6\%LP^!@@ Dmـҋ2H--7͜3*--6|9-+,v輤<3FKZ[?wU,-H[\|NUG L:ҿ٣O1;7PuU%?zG63{6|zS/d)8"JObCKk!AH֏0#m@k--u?hkh{i@ھ$&%~qGGL}]I%Vn-YiB*(@HLE:Y7V@՚K0V<)^y%o- $ Kk1B?H[y6jFY荬5Ù*˔㡧NR'v66O#A    ^Cwer@MJ 4K"^Y-xZ"҃wnWXy,*%M#@A ̚C&%݂%"=@ LڞvU+LVgZỴ?>wQ^G 1.`%$~՛8 gH(/ >b&PW^C3$PX ߒ˴'7:Ci\r7h-O  12FYY5& $mMd  B+í5W? ! HNP @!iq5('i @!iq5('i QTtY{[wD   /" vsT43"Q@@چ|GXlwdb`|_g V,9GcKh'bYzz)ݞ]۹^F)Ͳӛ;(=/ai ne>N'w.DbA@@ @Fy{Q= }U+$٥,zOw|swv*{=2UL6fڠz9'J־{Y5v_Biо3eٽc+'ȊK`T[a3)9@~΋vA m"\\2\*@%fyX>qACƒ?f0qԿ{^ LLL"!˴# P÷^gvH_uYSzOO&,w ҷ4p[r`"Xvn}CO @zJ !`)X]Bz )H"hK.qpӼRrIe Od0 i ,HNio!byI8s/ n4u7Gf!Eӏ3U#iC1|;8 Ov*bjك_dsBH 8ϡgbS.R}8L[G e1/R3dG2ҕ[|YH    `IP.lZƉftԖ[iozQChڛngʕ ]6bvcf/vX=Fdnhԇ+Ƙ'o*"Ge!1IVn2e&S"?&ǽx-UnX9ud`"ŃF QLQܸt,Q[bQܸ@ @@@ r @Fnsv:@Ȣ''"m<@@:@D5@@@@ m@@@@bm!Q =x }C$@ @Fwv hv@ !BҶ4    QO6BҶ4    QO6؃ 1 WZd6}5 meC[la@@<"i(ORVC‚o}!ȂSA-q0`@@mihqy@{R]  H[`#pvs/+-Yn۳k8v_gyW,'I;_z,1Hqi)d^̲X/}EͿBeW*$@) fbxU-*T^%FL   `HDM[{Rs&N:/̣UwU}}˫~qԟV` 6g?/dx0Ƶ)2q2_\TxϣV,e{nᴱY^C+-9TD.Q)Lhe9Do<1_Lzz_ m GytO^K.Ot0{N̂[84lXmJQ^Okd>}\*)A@@ @چyE{$4s/zT.?Mڤ~|d1@Z┩>jyQuXA (@ 0jh°    $Ab@@@@M6Єa@@@@ H mŀ# 4a1z,p"©5 "@H !$Q( @),mHP@"@Xcda!w m@8@ Eo/ # (HY2H Gq    "i(     dA@@@@E6Pd#ri?5:6C[zЪ@@@ @F_Fߘ?-Z,z6!(@@@퀍?m/%|ܨgϿaӿ@ІGk(OVͿ2[M߲ 6ʇQTJk/g+~I{(mpc,6ыnkjlPml   #i0aiN!vmJ wk//|oWwlY+~$qԿNwINUT8ƉłHScQa=N5U^hwzQIǐ @@@ m3L6j y/4XDge{ط˟:?'yL"sj5h m;ZE\6x& N9s!M,&V}4oLJ1TC Ti@@@Kֿ<#:·ݻy9m&AZN?S. eia8;d' +A0@@BB6$CY(ELty0xH0K{o.}xLC`KOJl$/ ={4bxnJc eCl n7e2) @‡ +N>XA (@ 0jh°    $Ab@@@@M6Єa@@@@ H mŀ# 4a1z,p"©5 "@H !$Q( @),mHP&v\;     A@@@†Fmæ)D)/ҚujM2ՎJ@"I[Hnv5)"ڲ pi 7h`P>X%زuאa$F{{cٸq#gNiҥK m=dMjϙ3Y[3{:T/ȥt8TT T]E;*v 1P!Xڊ-]FyAAEڣUuWQ3bҦb|c'xbQ76zC}}L_Q'\ `@@s=7ydT/vm+ I{w뭷(]wEՌzkvժU6l`L)* yy; no<Ό[UmcҠPvWUYU}izJKVC1TTR[㓉LPUǠqm|9'*RWH YO=>_t e/"mg̘D4(9(?~|~~_r%f*g_?j()%*ӈ*a]}EVkgqkPYjXkK`>w \ qQ)U/RwH5rk$<ۨg_>8p+G/^vנ\z/m'^_* dU$?f~zdSb|^b<[#<}8\EvGK3^'`bw/;^WUTR$r4d !Sxx&u,'4 ‹붙)q؁,ZLH^èЄ\,tM5{llˎw#HDRDu"ҖE#i s9AJG.D|=}1뻅~1|ĝfdY)eD  H{$mTZV;oޛ99 KKˆ xi'5ó5'i  XC\hFi2xDĐG8 0#܋\v@@@@x m    !,H۰h8    ;02,Dcx^!2z}{A"BFA#BNnj$CrijT?;Hێp̼A\`u|``]CwN ?8|3Mzi V/-/8҉`ۗ~fEc8;l6}+BmR);DT@"mwl--fN h"`OiʨK $mՄnM3y;"sx˺M)MlfxvQe_T]2o)A ^y/BO 9SO"=H $mEr lm޽3gt,@CCCȁ/yVbgR<5b 7+tB 9S## m@T8н{"m_^srY*ϵ{|íEҟH[sa.^SVeh{%ƍ)%-K ۦCQzr[neٷv=$ ikj)V_D+;_QǠ+^o)U) zqqRTHEFe6ܓ,iY* &P!&pKIk\U#c?BrDPJU}^ēXWǝ߁DAJ H[=GzkvժU6l`|B뮻(6ɓg̘ϟ?I'D;_y~Y{dQQd#|9Ǜc4%f]}#.d.z>}#g m2( w{mDnA4WG>;P[UvuV\ve3W/s3~lV"UT'44 Ykm)խ'&řO)*z̵~n`+YSO8c@5rѠ^ezl1Hv6&,G -,,=ʈľh^i[|A잦'^=./eS2,Sߐ_T#2뻝uʂʍ~IaZnR MfѼrkaX#QnMOO==_~vxﺓyN ._z(,<ʈQLNYՇA&Ti;uTիA.z#\k{6LuEuPxS[d|,, י7Z U^r% .0aBΝz|Ml CsL;n(@OҖb W!uzx=T QaW-ظ~(δAz%/6.ߖx0Az.!N=PRz"C[n;9D&hPiRy+=hr(+pT'Uiש,` `A j$m*z3rD(p"6mGIqvOGpwڛbfQB w'?a4e9#aXS\wv޼7srLuҲayډ!w;P"Dצ&k3IPHG~֦"nuWs t8< D n`Og`rB;tH{ƙ?,!2v    x @@@@ J@FIC        QBQҐ-hI8aNoҶW^TUoitݺ 6ߘ3gKx0'66vR/An7媆EUZzKɈDĪ^dJUj;㦑'zk% T0pxҞǑCJꐔvfU\5ZoX>j DoҖ|s=7ydITTTD;H-g6zkvժU6l8ݎGN(Fno1n t%JMI3NIB Fx͇wV$FX Ď:̜LGfи3Kou܅˧O/HYBA YϘ1#))bIN Ǐ56}݈qc$*"5 eѭn6qEKSn'a>x݅Se4T=V*|<)[}a>sګ.eV>[~4R˪qF -,,*.?߰YŃސTӏ7M)^kQvRW d fD" /j\P̜*OLWa-0'7if:u*ѣ5\`.<X sN\h_K -$5(g3٥e{_ d!Ҁ=n鉝9TIKO==0t-^$eM4UVzlzd:P2Yq"`Fy]؅DVtүQv=-]n{g@ $¶?3u@ ~MXe>FKnb-zb>{K.Yp :wSO=^TY& ܊7a ~V.z hp%#-T5rQc2>qiدigYĴFUT@@W4hѬQvp r7rp"O$/_km3e؁,x)i@ a6 ;_DE߈~mF5H]{32R̬2+ A (@:4@kҲy1WZZ6l3O;<;ʻ#ioԹӿ    % m!Q ձlܸqdԣXb̜92hIA*l,/{^LZy f# 'V@gh>I[V_~9R˖-[nwy'R_"EH@hM 4ڪt$|6b̋ DZ/" @۱,u,l[sa/^ٱ=KpNU@$#,CĔY>}֭[Y^g޽Z(=s^m6%Wgďmt8M)Vjt)^D)RU-]Z c-TJϔ =oŃ lj[L=Tkh6Rnl=B+] 0"CmliX5,YB7l>z۫Vًh{ڴi,… #a6ɾh f-ZIJ0SO="o>Ξ={Mh{lWYm* ɝlm+kksSczƵpTLEYT5i༘{Rkg[GČkSnlS/k|oQOk4dI;ҫ;RXDmŌzҖ#aڙ@4dM%hL" KݳgcҸfrOna4*˞'UzT%HC2d Th@QJtdk$-m+{7_ص;pJ[>@̌R@K tI0 BX!vb#3m ݻwaa7hWn)οiB7sؿΈXySڔ|vi,߽5cF^AJHtfZi@@ GN4ee5k^zQ?ѣ5\ JWn).@ixTYNq-=8^f 6ne6rKThm, @_#m}b =k婯SN,WtjGZ a*faϙ-Ls`lj[&I,*mA[opLqO I4ʷUtү*ݣVP3nLfwǤ|Zg >X &mU$mI2 ڗ\r =5a„Ν;SP>E<&_y;c ~W-{k6tP1n).piā[N8ů^J6Avh;EzZH%B"n{ݲN^eެ{{ w A8WtLAc2s\ K[kvq4UH^;ȱpHA4 _Hhx    39=5>Av>:)4ކ&3HA&/^|d:+> ŁR D ^I~wTQX l'[H}u̙7]z;W3s0>dyl=~Dٷ6q l[>ڲ˪Bɏ[o>Jwa|,Xaw}WLʥ=|@WZȁ(# 6;4 ms&+SO.Ԃf4Ҁ/(8ۿGϾT[, |4+2fR}$sis„ ;wgnF$m)?`V3\r r>1n?R#vٳm=Cr7CqVU-ReKsSZ ~hcp/Ït&`ݦKa$ 4^jKԓ&'xf nu@vfff&Mϧ .mg̘D4.}Uk&,ӈQ){`c/g)RA{F*WD nM3R%pXZ}̮^fjn-Mට!@ Yh+שҏƕȄ޽{xAƁMYXfzGW0oވ7qo`="q<D^xn>K:f H   md&ؠh ^r%bdI۸ӦM{饗h%h]=HG[UA&lmdv붩<햫zzj縱YzXU^s[SxMj;3Va嶙:cI5ˣ*EЁ "SFAovΜ9^{-EDz 8Z &,YLJ[ͥ2sNճ)FaS݆*.t+@=i+녴5\ѭr+(EP[&^n-XG=u4sZ͊6ɣ\Z@DC@i lt--$d-ZoBLך\(֖bYkmeO,oEE7RţnJsSjVyzw[F4H ѭ)Oizd[̓0OҖ|!=:h $OIpWQFfҋiO0 JQ!DbhR!yU1vouԃ;[Ĕb JjFETGC)|/(k 7=fߠb)ph(@Iښ/)@hl)* *7|sfwܱNZ~/|skME-z7XCY;wH1RJoBwҿB@eQ4jA-7?_ef}/g   Ё x0vG5N&Uכ!!n9U!!Ϛ5KK@҆^QXZN,P2oU.;M*}%no?2s<:6h2{Wzi(t疹)UFc; % m;Jy%1bG飨gTP Gr ̈?ibi;UDTd{TWҲ̴^qe50VjU/ R馛8q[S@(毝j쿞)*Ҏwk~(~@,Kk|A8X@wu@@w4MBhRl>|Ш$i͊J@| ;;A$> uK-"$'[u=J''8wz+P=Lζ{ z K|LbmͳBJ 0e^-1I&f"w*̸rϸzdѣX[Y e+o)qeT%"֭A ̐_  )zF Je!yډwxBzq@@wH A"‹'8afۼyoW]wx123i@@@@ ԵT )ý m#0 ZZ̬Q6Uh&`*у쯸:Rq3[3 Mhlh6Fk^QܸD e;dRZV Mfh>m,   q L9,U{FmYQ)w<@5J Q:ڐVSO"%={`3" ^N1 XwAmbmlyy]= jQ[1H@StCMz A_"m~좢"|];yd_âomu]LU6lqW^M fϞMWKyW^y3yEşҊ }Xa'b0e$܈J/r <8&LU>8:Zo=Wqê  _е~ & ܵ7##J)Mڌdkw6D $~$%JJ{ FšP +Y/O,1;UMK/$SO=u뭷j}+B,NWkfisbAqi˪P)0o^I"U2Fn]@pޢR@<%}O2K7񹤠a*qliׯ_饗]hQ[_MX8餓 XQs*b3(U Vt;6HmqGmzvmuTK!-Mچ$& :@*$xhHHꋐ)Umf@PÄnE.ž};>䜵]~kOϟu>d*ۘl鼹.6t@vz @o\Y_K[DĥKԡhS#IGVv,bň]1P'^{ &m5駽[&}s˾Fl~Fn?69ZueOېٴȔǿS'|y ȴk+t̙Æ kkk=zܹs/_Xt z{]),T׺S?sE~ݎoOG 8pРA_v]Lr|E2M~o&ydpnw[fOynT;!@ d)Da)qlWnm=%?~ƣkEɉqoeW:Gzf\$k/\%AdϞѵ*wmo׻x Ԙtk=րн3Q0RT-!"L) P+25$9o޼Oҙl2_ dOW'à6k<8܊MpH@!vvJCeSk1~ڛnnG_^wvk2t+6qi4To37QgH%t#U?7nx2_7q#n2:ƌ&L<Է|M-]̂ z'yv?cl:d-]T:̡ 8qB^vuuMccm^^^ZٳGlݺUmnæi&X~FԬ$g/uPu|&kҢ?iӮ?>'^v1bՈQ{Pt/_DlI[s>ۇ<"?+pD"~Y;s%ZSd[8\$X0vbbVq&69deoyP`uRփgty{q7kIwitjy D"pL[eb. @&i+ׇƏ^"W_i/r޽{ê5k1?M-næfuvDuHD(63C^2?{OyTl"Ci ">㻊o)Uol>) O$?Zf,V½U4%^U{^=ӛ;Dr @%Ik+]555)k7iy[7\^),Wt7q 3L7éEO|?^7&n|b䨣(fD?hI皸$<׍ 7oJJƳ}Г^ zSĊ@edv'zƀZEi}%Qhyc@H2׶z> ?yc|S鯕>ٕl ώHHx^UU}k[nY[̅'3oH! c"KHT`#kF'%-o.b1m涷{y-a13@uHZ_7]Z7jrF4\D>B-p\bp<["DӹO|Ug@ \d4P`՞N9d(@j&ڝJ+;D ,m䉍 b@{}.Y 0?0̎/Lr8 `׶` J9}D),T PWu @L".A "f׶Q, @@`׶VVt;yN'$ Ix17b)tS+i0N?-*c 5"nȊu6 NUTRFF4<ō6ћsqSӀ݌>NUjT7^ިn~(]Q+t/y5to XˊxLwNE,]B/(Z ]i!L%tno8=t'L=Z.B+L*ޗfHe~HQvogH~J}3to+=tUɻ3~F[P$VOU" ߔBUe#46"JFD 6sED@n)t> _7ct5w ߜkᓂ5GDž˿|ˍ5F]kt5FjWfY,y)E S(+`c:ُM<S?>1F"% \CyQ~>n졩3GӍUAtc;6*qjޘvVM|ծUڍkn7băƲ SЦ3r1xrtϺtfo\ṿtS :ѝ=nmӐž2T ܿUfʕWxkzc:Tb h[(|YTp(tU/Qqj{xgtٶ*O2k%aǮWPQ8KRwn? YlÓXR{੭׋O9:ZO}+ K_{'A>c3pw==w ktjExYTT>ރ;SGkLɔ&m1v<4]XO9{ [AM"N;sIw̠Bgn#C|W0!-|h'1tiZ+H<3"tw,aUUP̠nh4lTnG^j[e|n=P1E m7"T®-_Hrݴx;!>Iwӵ9vw*$ѦoHǔL~<( ǝNW1}X`;"ZQb#1w<}[v]:2x涣U_?'鶅{zmu)I)=&{< IW&ڙ :G<cGq]nڰ f3('*\yeB2pwa3Q_3}Dg֋i@X)?ϡ vYsF3 5FݿN^lYk:Կ!'UuyN9]kt5F]ktmܲ jZhb[ɼ @! ܙ<'x{ #"rGY9Wut PzT`:tAT)?(vi"J}gEiynW7X^nlȤkce u6/5l/̌m&3lH0ߖnmwDF]kt|`"gX^ln{Kdt5F]kt5y36#DCSݕt,$Qj w _^k* Ot^`e奒n׳.K;tpJIAbk t,/]Oꗡ+s\eYhIMty^z^EyI -ތ{@;垙ѽf^{.k{. oFhH+5ޥgG=M?]-kn>n'Il3ptoxjodM҆=C ]E ݠٍЍt vg6nffԽ5f#r?m8A]}F]ޗn,=i6:xۗ\OUk;~ׄu+WuZCZJi{K!]u.d :RtK7#x޽X,.(.[[HetAǻ%tpg-܌5c4ձɷ FFDR|"E.2ts&5="9\.Rb&cCll0Zf3r)~lƅofPҳ3'^t5ztP@wm6nmQEt?1QwٮWUMޮ\6(Jugwuш(27 ;!]nܛ̳!f3tiĆsٌPǻ/H(nC(HUL3]kt5F]k m/}o:dK9ly9yNF]kt5F]kt]yeE^t3 t5}rqӕ^y',wR}(^HLCQzQQ6э+!} o@w6+.ۮc:꒚+Xx)7!.+zz.O+\nB #pƉ~<Ѕ .}T5vtxI=DIC8P]@SAIh-ڹۋp&%̄|]2teۛAXFetc.ؓ0GG.U.]e7k)da[2B@Wʩm Av7+]SnUmf'az]s5 fNK #pH 6qXlW.Q@v']ٞU肝pKv7Ett ӍW0^UCmigLKjs'].$teJ = =VfƻaV͎BUx#,L ,SE^JWIp} gv;̞t]o ה0l >hfl2`jS(}r{y633$g6:oN׾#2F]ktе?y/ FZ0ݟGֱHft4}X辑.Lo=A _{t#[ӵvL!ri0)K1x?pfkx';#.OYʹiKx|G#Kj>>@"(P0̇p8)9/%#x,rMj19G#@Wp)_ `lS!T^ʡp8G ȫj-q0>RiNCp8GӸD| 㦄z).seN)s|"+G#hpz:rP<[~:=rSmYfKbw88G#sePBw=u:NWiZմ&Gp8dmZ#zU. dX_\2G#p8 ǂ#`ԅ8%NSQezSG#p8 7jK#vSlۜ#E{u{8G zK5BSS8E!y lޚ#p8}Hz- ޴=q>_G#8=/ШP(~?^ G#$@/DSSsՆ&4m &~FjxнKsR K2܌Z!%+VF4qxr:p h/㏋FJ{Yz-^ɓϘqN+Ӛ6R^vʨu<ɼepEF?TZp 1WC'2f-{Hg!SO SpS+|\^\YZmzP$*Kzb:0eeRvHlFr9瓮:n௃8C1B<-u%@\FyR2$1O3@s3{My4櫅 s!7QT;VI1/Æ=?b~ ylzˎ\lΝx=vD<];ZR$dmܸaQגr2r#ZćaH͈U25>h`DGI8~0|/?\ae~atj&?57%qTXjq5M͌Yh\q+0πFȇwPm%NJD,VQaRR3:w>)r.BC"1jhVVV|٧zĈx݄)Jpu,ޣ2OG9.ZW#=\]ݰ|ê[~CMb;BJjmwf]z>`/`ȇ> ̧uxd(/lPXz>Yf}@+u_B2ԇY {%gL湺 ,(WoHy#]B.^gs, ٪>*ˉ<()f]-xv~X3rMѣ`7sm߁5kJ } }6 (`_5*15ٗ"JHU؎lOc5X6vP1 "NOpɱ{~3tIHx ~ 0忟 ~оhKCR&MV>҈ȝ̰A4?@M N#]փᐊR:)DMI*F05?ity#еk7L+0dgg#*^ϒ?&N^m 0;c 8S ar$龜+|܄zܢ> pSҷ)>&1f[&mҥwԭwNKDNu;\$>$M̘ M$D4|P)5itD+ӻ>}Yt} /L pP@@Iǻo~&4ОJs@v!|jhLE)ctK!> vwPsuU{ǭXxϋ5y( #& !0-eҺx<+:tiSuǎU;3b8*qQP0$5\o84xx7"B:O_~Q޹(C@^ihwa_}К[k|<5~,8)0ڐ5Uvm>%G?h j" ~Vhi^yp@ TB*``x>M@#Lg3B6A;cqȓ$(P]"q>ݻu1eh:qI? $ CŧmZҨ]kXBN=06Ԇا.ס4$z \Nؚ7P1 ~^^饗至܏>ѽ n 6l;O$^|"% i9 "RJDLz3Z%`ƟEGC p0‰S|GI,dw5Y=,`ӑ/eѸf JJNHqO%t' >\??sOBv/߾[;7'KArDydJIW?Ak!{dk5sHa,Tܶg=漸N Uf#Xi0rzzji|L>~Z`jha9=we2{W]uUoF֫ dbVkձsșGOvOXEFjmj^+5hJu GE@aRNu(=5ZLNӿRL9=XDUGt %קOq' 7k/APnt%Mݏ=|a,ycT]_"e $/JsX̛!u!!EK>yZfa:ӫf]rq2͐C,*(n5>j{:aG)U0]4$D-B2Jhц;L}$VTz{Д/NO3C"ڽ!,,`}Pqe;S{O Fw+`p鷟FD4(ovM^=ui.)7e3B 7-zg)$l>e?DKC8MNOC~^ E"C8F?DX}Z5t@Oj*%^G:@O18=:-5wA02nJ5jhSop )n6`McV}6l[\O7G6=MJSqJ=ZNZg\36[BF)5d4u/ذSfxMS)G#pơ$b_[vC>ܔ)M|)xsCp9 56CBnOp9(haw?R)0b 1Coa"F@3ܿPOjSU)r9G# =+ G<Դ @\ ) 4 D6 \rPB&BO5}f:UR!8S0^}gTO.;ts|aR^NiX?;wxz   C-ucM8G#-*9Õ#+p ů)|K/D}"Nh\_8v˧ƀô``F`$,ۆ.Ix~q8f@N``vc W_E ? OJrLq6NBlv)'?^9rV[52n_,ȹ;Irbze'XD3SCrNsE:4znPgOJLLiGq=z܏?uv]/=ŸSHS -sۏux$3!ãzG/?3AH#Ր4`_4jA'Ip )wwc S,<ьSg1`F0opBOW5p;]*dry>k7G#p81D@A5Fp ^Ă* )Yǧ\kH g>"uG2 &Kpۂ %Kذޑ%XOˆf?/ Al$(8`Ղ_UYeH\/G67AOn '3np1*7oMN\O&7)>`G#ss_w*VMꔆFBxTh^LBᷢy~(Fi"HyhN>l'@|Pqw)r?R>}0(u[I.^g%T"@ q\Kp8G#z ,( )nJ;Jc c}pKDhvzA'&4䁫k!gA8CUz@!n!T@0YtӃ5 ݻun5c6//﫯5Tٳ[ʊ)vp8xF )q !>;ȏ[p:`HH>)vA59ZI$)b~ /nV\JHa飾7b_(pȿUw%j,nX\.)@?w4ʌ>ؼ9*0LO#] e-I>ɿ_v^>OΥE@+4Gg쭷Yz-ҢEv +VLG#\% GNL,._݅xE%rHtb͗5'w7yĆRL{ ㎞JYjԕ;\n&" }}ƛoHG&V (h1ppDR15 +>/@@ (d,rERԟL? %H:66ӏ?eٵ+4ܩ@ʄc_;^vqyU-jwъ6Aۏ~Ho_A ZL ^X As G"Э#P)^?i9u]_x٥ HO&ѶIS !> +[? if]a9`]c!% LPvruDӘQ۱y(d"B(b7dqf,n-5҈ aOwo&_ߟz{;ioaP_6\z'k~?!A3g #{o4O޾svƈ^Fs [^[wCZ_xЎm0YRV9|6nO϶׽Qu &!M 7]>g/?.V>5)Si wgdQCT:&}Ç/ZB1z)]q zS\o Yw?|=AdQd%:0Ν;cSQX<}!>~$;hLǟ7 Z8a!(/a#|M)I FOO)vw%Ч(N@z4/o׮ ),Yͥ)eO%re驔e^#hz꣟=E; +7 Z.<ȕ5zб_VK=tޛO㕕;2qsGWljݠ:&[XV i:~}87 FGoq&RH70;n!$n0jGj^׭ɴ@v2O`u?+%~>Xح#Gs)S NKε^ޗ3ʢP`;4=@^Os:u}Tޣ`pB |E;SWl_cTʘê,E p8EVۜx=!&-|e`~}:4Z꘩=+x->l@DN,p~^ȃ ]<<&/]{=M"0'ubDM=Y^ϽuR )"@鰜_*IA{xi(T.Mf fQkȤK nC 3uqUɫ3p#YC*5\2Q.n~V})fՂ,p*ީQQS8oa/]"xP"'QPFpdaIauLS!e5"!'J+b" In9SuғO=ῃlOBp(waR9:lS"yeӐkWp " ᑫgBs!z_J_핓S(m{urAݵL;0WfL;2I)LH(r.Mqqz) @B- l0רӞd8 8 ak3^Ć~5s iPˤ05sQA1²ߒ[Tz_\kOq8a!@izk0?so4z d?@顠REO3{רm OvvFÍ%nWa=!ciq4r@c!~N{*{_|/~z B!E1[Q"!;=EHO1!q8^ۖW|"%ǗDа=mْ2醕reBi6 qCpA 9h_EOy(KHT: %u&6VN҇k )ܶ1p8=Wi{ÝiqFO1cfJgOGbxJC>F9wxG#p8fp8G#hpzڴ=G#p8fp8G#hpzڴ=G#p8fp8G#hpzڴ=G#p8fp8G#hpzڴ=G#p8fp8G#hpzڴ=G#p8fp8G#hpzڴ=G#p8fjk% }I*䔃< qEE]}xA w:]6` )>[>fG#h2Ē{t(P[~C X(3 |&!+?ժ42G!RB)C, M@0P5%@L1TRyMqj|G#h*ĒZmbZ(>.&`v$ B6jTP7zrF73NPAB)OT+i~q8G#Pr$>@XQrZs+(&A MJ)d%š MJyC!"0JBp SX*SOa{ 'W)*B RG#p8@,C}J/[Aڽ!gY9+ X3X3 Ɠ=D!%TšBņ.dz*WR?p8@= KzE. }&? ^GP@۲K D Y+G"Bġv7zH>$7<3TO**ep8G^<(ID3@3>o &V4H+>G"8!1DR@* RU?o &e_ID_1 81z* EyE QHŁV)c>JR1@G#p8@,I ~kxoY`҄M|@2+A!0!q(B+bB*X9)[ȥs8G3y.P C'2XBGV< #.'`?9jƛH0 {a5ieWBT9`腜B CR8PR6.$.#p8@`h}s!b#e܂:wKr@B= #p8PH+i# MֻPO/|J|KLEŒb"z=!q8G#_;JPէJyiul)BF^Gum+e q Q|p8G#M>RZ1&{! =kLPDޖp8GL)c XgجNHKV&Za/1=f}}D6ZE|>)>*G#pE %(+\!農M}!=P4'p8@@%hh4=xļ!G#p8G!K(+G#p8G J8=@ޜ#p8G pzK4,G#p8(ߙޜ#p8G#+n;VG#p8@(9G#pbDp8G#NO7p8G#%M.#p8G J8=@ޜ#p8G pzK4,G#p8(4JysG#p8X"i,8G#pD(9G#pbVRՀ)㒳E:y56[Ws:tlfhaLȌwM ÃO#8~iќ@F׿zvi0^pqu|\JIOOAk۝NR} x79>$~8en"Fr1!0bА z޶?+e287y ǁXkSM7ez /4Q{<8DŽrtCܴsS25lT1㋗ς#EG5 f{ڥxϴC4]ny9b{z)b,Zv%gFܜ7|叞FXHp("CnV?/Y/sx(|<-vMz?W7~oTk'I8=jSyMwR|p辱’.,ޅظmiiKo7g0aAz~[rbEOa"wkJ#}kC|zvGmͅK6¬J@a0Z}RQ-J>w΃m =|p Rut\7~-,z0jr,!?UJeh Kg/ݰW@(Hv8Khia ]xMt8#/}T>"+V IB6!IC<8@ab 6$%Kxj{ t@CzQ?bS̉ZrR>vp~}wʽ{2PUkZX+ңжȠE+<͠a[Q i+p04\R&> 9xGe[]Z5Rӧ vYl0"XӑR3&u|bo2kqc2B` R>'9|x[O n:ԙE]Cong爙#Y^\M >:2xW|t7t{?.|yTayA6g߈:%nSO9Vr01#v; ;{2ǐLdPW-v&!kA_3 )X"&H}5(`G+EBlH"- L^Hd~ǁ.C#8)D-M)zpE¡qo٩\/:{;z%Rס 3ub՘(;GЄe b2 COd [EasnTh}V+QRa9D (v"]ɴ~}L&=&<%LTw/zehM&LOM^] #dBNF^SG>$aZܲ 6QP}ֳRs?*Q \DQhFYZBmnҶMZW%0!yLJ BX ~0>D8IǸ3"8q8qlOC5MhLٟ#Z|S|>|ɃRʸ&(CBRn>2TiV"5{nYׇZ)<` J%=•(l5j:{lt)P2-d4Mr0,/l~M"Pn0)` ]*aMe#l.E4Ҷy$.c)Ӭ:_$'\wgğ]IX؞.8!2JA3H۲O !A}>V;}8+#T)T)v-j tvJٿ_nD嬉m1 \o 3PrIShw†0Q2V DX5iMPM\N@2.4%VO_BQ <RBl<er]b(~q^|8'8=㣶O$'(lOQ̙l.|thⳏߖ*S|VNTD*. h>ory->plכ_/]}]Y_ޜ2`yϺ լIDPQ׹[DzAw*M`b8_:a%4~kD E<~5A>`&# BaHɧÐӑX9j‰`B$-V(e"O'JRUB*eZGG%uˎI̙B V"#nMhܑ[mEӞctT-Xɉv7\{sk=D\HX1/[j5K}sL=-DUt9;K}Pq٤<2t<eǚӽ~>sdMQo,%,qOOѼ&C=H|,b 1i87W按'6|룣K95*$7ݰao!jsN4" eBǢk tcnYiF^3NziTM_BXa9!Cd%)'NA\ n Vܔ57b~QB^+\Qږc`~Q6in*s[(bvB,7&\=hPG]&豢*!L&x{f+Z029S]c~V}8C-GX'yuE|g4!5^%ywƫRd:ͯ~e"`׈Ww0#sB~ jLd Foסh9 <mES>uBvp^T&TȼD⃡!X /{=v+ҷ4=cyayp달`-up=0䳋zyF<9QX~tǟNn2,L   rP(8@NVg8 ep\-ԏ܇]8v&PW',ɳY=wo0]/ܣp)%z>]:ɣ{}yS B9tQ[>!)l?  06$.n/ڀ=}p8T{*$ Y#V}w !N&JNޑj:R//\E֒N1,ݪ:E[}%ٞrhzP6m( M}|$/̇k(RG٭ `2 kK ᮴sư3~<])͟7y ^wпOy@VLH `ڧ l}J_yE\=mi/}~|PG! \k 9,7}Bʏ.'Ϲi:Gj|nh>Lkb}-g}Ä;g•0opӋSggo"MC}֯ok#X _|=4~4+6|sYEIq81D@>cu8]l5{3Vᎍ:w^M>"Dt! G# ZjT &k1[<llW7oˮcx5 }uδ|Mh\iT{GVg.p8GIih8ɏ;ꔓOZ8Oxy 7ts^B~ɉu<\ȩQQ$q+1҆¶ħ<ԔXn_ ]{p 05 4XΝߊ.f+}{/?uX`r"}moubX?0dJ^()>8RVds8y_lOA]OٳäV+;y }{^NdEtR0*;63ևBQOt'/ VRLGy `0k>y_B==a7ѕ>A_g=y1{;42$>9)^4^ix'8'OKp!D9+ 닗S>@|+D?hp8MMby_=G{g,kPS dX"ܑX\~)aEeܔVK>s/2,VeYG λ?R\5dMkt\##|m'Ŗ#"ڼ!'_ z7X܃yp}(UHമUm9wڌ)v/GH"كQpPj T?*̣/p*EqS7zz*#.( "1>*]^>|z:b'ӥT*ݿz[ӆ|cc/9f_B.oG5b)/?x؂6cH=tJJO/@-Oy( vS#2)-5CrPsѿ˔bclĄFVC .^#!RSV{V͉TS.5t`TG5TMjNw"?"g )ʡ7IBăG5U/S|mz綧,h+*#hPnb_gxbe~Q)=o1p"RNb9(Bl6n{ >Ihg^p0V7A㞂qO»6@4kp8@ٚQH!!aOm2mv銉Xk51|8o "O5&֖.D5LqO[ҢhB&ZNn@(Y땳6p8f@rg,g zκ)Jh[LVq.k5.]uJ{/_gc? ԸAbЌz_|WwZ2G#Ct#yRd8PBIY\ZuyϿzw޷L'/Tƃ`NIa8&xG]法4]F ;%|1[695vƽMb@T65a:d&WL4xRlm 著>{C*gaᬕeUx몬qL}7>̾=rZ'tf gN՗`\0 SmxQN.*(}wWh2%_~4D֦F}jc-?⹏K.'SMv]J,: r'\ѮC"U*F2Z\TW\:^4ZW&*y.\ERWZam,tY-&$ Հd! Uf[MVk5VcUX,e1\\G PcPn7s/r_uw{rWegP3 7=W_~F f :zq™5Oo CyG7mn );o(JG̲]x-hU`&ڳpE5>0Am5J!ת6ў~[i7Z+jUJ-m SOY%^6y` ;c?<1&RTWx D=0N ;qYR@@U& pRPeZV*&v'ylW RO I27tK&SÖUP(7م!@K&BFg-uaLW4~xuD}ϻvo.IG6N([wft(eCM)Rzy!>¿mV5cytC?'mWAxoiPo>yߊ;ʫfQȠU:;Uf|I_R7F)R*[޸/TuB.:hx XGX1?L"^ RKv)eneotu5 QshXr jt8.Dґ8xNIri4D- E\>~NwrM)Jm15VKtSZpGEYקxRl[=ArvŁG&%Q+BgATGtd-`d>+Q!${hT Sz¤F?&$pӐ>>#z9O#ݼͱzϚ}JgLj(}ܴԙ^+|Q ^][իWXJjSaju@zHPZ TL##' ࣝv]#'jPOP+nN80r"1x P oA ؼf|+2}оj ^ s>[LD` ^u-J|&E;yBz)G!/2j#q'E)av75?|x3.mwzeP<)!/E֍=6'iΝ9!L{0Pv8o<`>_B+r>r;µG\;_!6¼ =CSaFKMNhۆ )-`6 !1Y^S|j{Jh7.W|Fb6}ϓQ6=! =]:O[&z|ǐy*_֖g!|.,J *Ѝdܣ &}$J+=1fBk6B ԙ SVS(%iғғ2tmIlXnu c6'tlOI[V2v_ A׿KR&%]昱O>o+|ƌi'O*.)[].wehɫsY/Q *ƃ1%Ž-GoE3 F96YU )V8`Ȏ 럒p9흖:W!닕O] ХC5R`:mI)$ц7 wM[!\tDJZN˪vtY?9,wYCZZetlZ}C-EK*/LuI/J'Bu:`gJ8~ŬSR:m:O.~E|^輹kLӖɡwC{ *-yOūp ˣlM<%+?nnY=j:/)"M!w OAF7,ą|BGp@ѥe9v8X!R}]JeIѦ]+M+둙Է}bv,I%I)*w274jLEkTXPÂ@.T6ˎTE!Sz&ln$Vf2I WUJ 10pz,k8ò]pSPIE9g֤w+UR]fӟًJq@퐕F 'I>F:No:G^=$>ޢE+mFiCB!Tx;zxWaX)둅jk6myx.^&Z^ZN_; bZIՠ^% }YWZ\جҴMv;]PBSU81gXp,{qG%jf :*VrqC.G3zwR#T^%ch`Aa+G {臇W%u1eQ\w:ܤp*DfjKtO?d_]{!dRf-18"S hqgi^d_i#.EIgsGJRqQN/ޥk:>d2wxh! ʥp9{5d::{PTI~ą'P8<,06B)Leڜ63ఏ.Fvؠ#:dJR铒t nlxt2.kу\ݫR8\΢b;(!=~*%޿R/2W޷ $<v6eI'>he˖#h55wK}x-KTNH_1İ[X.<{Ģ$ZH׮H?Ay\J)c㮣O;Cᐺẃ$Ng~aA&IB(Ґr=`x'!,|A@P[Os]|]ߩ}6 , ,QT V ?j{*C6t'$Zt[Պi+䝨C$gTJ)fXp/X8q( EMcm hZoyiGh{.xi`$7ԿJFqQ5oF*17}K?k-؝22 5iDĆlK+P:=}$!4`(9jVn8W<8W^u>͆0AdVO-7;| ) ivnۻymq5[oҿؘn~TF)msݮx!cc\ jЭ/<6f ۀ+`RMC]ކln2Ғ[%$m|;+SPKek]v1w5'B!,X)/E+m߷wKgI'<짟?vMQn5t5GlH_y4X8킛._SU."V]F6@qerhw%#,< g!AiA(짎̕޷{1*هq)'\rFT*5vzn0>.F.O*sZwkߦ}̌D> Jnu٪2I#wf$(ڧ;JIiUOlg|Q[[|>lŊ!A#$zG9&)Q{<˗/YݻwH*xh{IӯM 4흼5P(&֍PXbaoddiVGeR'DqQO,B1ûb$Re-:BڳsWzEIO}N.?Q/mG<\)o:"1l]?}2[^}'G^g_x%ĜbidQ'c^G[pJ_QϹuË  & zM#>5MTuԹ}m[zKQ3=!LZ^}80/<`8Tv_x(Dn\Oi?[vcFe*:\&̣KJ:PE+VAcozj[5ڥW(#,NPۏݗg2mф`To+JHP~T_h1_;U <,)|_۵AyI5Ҫ;];8n'=~y0~ؕM6G!N=>*ޙ6CqP}/>J}ܴgiSٯB Wn~XxW?rrڴI߸)wJk|b ~!!" )ˉmƹ= Aw'ۺN> 6L^N7rEow\rjyi㉡pӅfN=`s9Vm(]-uοalLa[,/wS cT.[ըJlm?Sk׬;*#g ﮴W֚jkM՘l @zNǶiJ0;ݼpî ^8mٽtիp\'*}O7Ph Y(۰C,ZoߞOI&gȐ!ZAwŅ#„ tTF$oxDy^^vuؕxI>Q+61B[faD^}͕Pye U;;åvRZmiiZ=~;Nn>a`;viġS r8*_gi B,459+l;lܸKO<»vԩ[s^xC~xKWp=Y4sGm!M @i 4 W?s.ۭԓ_nrN=kΚ8_]v`ܴH~Brٲ=sg\4;Mp%rך =uؔZnf2M W*hu"v9~XS'HP)EeZNQd婑kf G/D,8FU7oza 9so9lb:W)?WzEEq75FM:MRRBr r 2!HEuJЯ˅猅 `P1epBL;u@NTCe4!^G@*LeF%G(oV08~H6;eX q9qz3#Ƀn*>#gL >7DQw0'S'`?pyL+ez.Y۬Sƴ)%&%Z񷘐Zhlvh܅啐 Ef>}ڽݷooPQ{sل@#@ƍ؝DZ`Н*d xzغK.K,:묔{vVǜ/AA)E~*d+B6|B@)8)ү< 9 !S#{Ԧo>=sܧ 2xBBTCC)[!Y-@=0~&XB*O=xV@z=xI5AqPɟ}@&P%p'(wiw.l-=ixnv6z[OJ&$m8_ >YF$Qդt(mbY;.BkSͷ8|PFm4D aw+Wi f={ &fDTG,^87xY_3+3~.I~(52nhZ5Ft<d +jG!p PqiS :FB3j90kώm:jN4:^j_OE#ٺ xx?qe]|REeQ|L^1 NOOϨժx1a.;fX%'uͯi'Znӎ&hab@V$wy&m]n0UF>OgN| z)VP#>Xp4PUFV(Xc^}Rr>}8i{dWWPڵFջXUI?*I@] XXi.;O9ff+Vp6eS\KS S8DB>qLv8J+@^urUۻ.}YYYSN= Mlj Ol/GS P&'d5R8RKgcܴd|8t @K xRlsT[lV7bqO%$)\׉oSzSq&~#t2>JKC=Wz`76MC2|d @wx詎+rn@4} w"|GdҲZ=8R%'b(!,y[v;zn@fyzTh(~/F*d$聇*Ŕ=˶lϿLtz=ϟg}X~ܹ Vm `BX-Of4ZB (UF ,W1y^\H@@ =D6%UVmBwd>rq~#4''IU8f5eµڌ^8!*,?՞ٛꉙz,?OОSR.2TzZ1qISҵ[KqCI7ֽ6"(n'ln=U;Ng5bd8*/E%Ն*j4Z8#&&JCqiRm9Ͼxcvl&ÇhXm6DRBΪ`+`%˶ǢM<7|O 裹sٶmϰY8X}VW\ֺUj U 2 CV PixOnHrF.92pYK1<);ZPtV+M)7)DRס,C U/={C;Bl{,ZEl('WCJAe%:&_TCOԙL:Q NHb4+,gϿ PU^ٰqpUvgٽb/j#*W0U/f=xOpWώ9fؗǦ?OyFOTZG٬Bْ<_͂ˌAse ƪO?x_}ˈ#+h׮]^=6_Xj9fO Gzm 2NkO[7$SԺRëD):~ԗ)XRBZM0V]RSY׭Q\fQV#֡L6PVO>s+BqU[ p?hUj_jT zRqFOতN"?xbB9+i߾]_}'ݺuݫ@0='}^c~/G k85k@!7SH*ԹJXNd\< m|]ouq{Sq a6Q19S\`z2%*e %R+L/]t!* IV]/SڔZb05&XQ9X1V߷L/W\yj=UһLw{JI~U׃z|}a1ZA4n=(Sp+2>eG͸9F9q?GqV~0gE/ ҷwF5(22~%n1`JAU:c$5519o=InwzF%ȑؽw]{ݸekowֹ<0qC-'VU8M\&NB,J$=_ePKBK\+ ;ӧrᄈbҪ*zhRR*x3~4xB=S@gQؔ7֖w1smYyaR'O;猢6;mquE%&&7*[yE)JϚb"1&:l|?6l6b+)PB}a>,[lZ<]CcdC3+uUl{͟~XnĦmPۏzLags i}FPG%_}tb<(_FȯЪt_,/޴ih4 8Ad2j*Mb^vl݊(jg힙0VVWMZjb~`s8d=:ݳײeKV[ITUwfQ/KsrrP:TPUfS ZE] ƪrVm*cνȲk;u6kf;vk~}.Ynᆼb~>qԣ4: *>2߽3$m}p_GFd#vMa 6ZsWmϡ) b{ڶM{|g${5-hJ3"{0<)h }'W6oH5|jO1wRU+A~W}oU{ SxJQ)7-X{ mCq뉞֑QHE5=%VIpH1!:Le0>x^{3$:wko9r΄_';}C;t%#DZ̮J,/St+rfzjG}Tk5iϯҪu0>~$1S/袗_~ c3ͨȤ؀zЉWD,|0Q.+:Y~}4RBL,JyY8mH3{cMa3Q<)&QPH/;؂6cH)UP D(JOvػ/}29N'Y_ 4:ׁmE3`Uyīܿ!bI7)#{t:xªF ۥ)vݽw=xm4|D^}e )wrN&MO''nFW +-( K.ݧCj(U4*M8EFpƂFɂ ^yʛ9^~Q/qlVPfsTktV6-CK.=s&~O;oa*iw=)¼@0ju +:lf=G[R09_9lϚb})e V94WX] +2 ?+C-^hʟp&:>=DŽk5Mce t:]:^PF ׁ֖{T=q>UX_*e!V|lTtr%A- Xz<# #JO=S+ g&J0FOJ'ܧ|;ft}ٕWp@Biqv<@IU&)*pQ< sLo`f.EblӓRPp[;R_'~|@B p`"!UYUb&%BHЪlv[KKoη~]rB-Lջ]AD5+wLFpT uz{iPL0eP:;LTVa7Laj{5zQQ5`(6I5DZZ%ք5T'*^=߼뽧MPiaLwR$.7eƩB|<ؼMy,BT. ;ޒcaڏ4z!JT,\* \M-Wjnզ{;q) D+U^^weO>y>CfrSeW_~Y(i6\.Q;t* XۡJKϟ2ܔW )NTFG5FFm',{'!f TTWb+' B^`n-*[R|PqhzU$Ͷ-L^lͮS;fs!永2QCjQBjwY\r5յ0vLn q_ݾl9'+撩/2l]SMj C| -BR3 X":JTׯ ̏DAly8{ pSV /r86 CemY^8O&S(?<7rU!lMڥK$ÍI%tKn`.!Sۡ-N gMtz y/vmZc?AP[k_2ԓJFgzܻHUO%9I) `NJ BTY. jTTa0!u$7S)Vݺ^ꀏ݆ :"=hb  <7J'p@y$?a5܇%^SDlXdKrX$ja!#ӿ4JT)q:V7Mbp8j'-*H +JLaHEr| \w'_pn+ߏRdp תtۣRq ϹnnXzkٌ7Kz PVM;()K ":*\LGdYҁZ,4Sٻ\Y':HldR(#t SqѾ(/ p2ˊVn!UH@㔁 dts9D|۵cFm'QBv}L626U*]O6m8{$u,;[eeFg^y>u3SZXUrY!Z:LNNmI27\ gzOLJ1*--%ML=ǨvCʪCRuڲm2FKޑbU.sbZe9Ԙ mi# Aɉ*xqG.P҇%;KnV&Cʗ.J8)F6x]wRl LbK"CMZj5p)6ͺm+ %53%hf!Υ;2O7F+~7yԌU ^ĖUUpxB]Kscݞ{ ^1kϿ ne+6_Ye,Tv\]r npGiaGUxU2 :ԍ!wM8w?rA֪&`׃}.ҽ;ox}>qmFjRRbNuKQ잓[UPD)VBbZ^Q,uen]kstWm[抶RV*!WiU-sFO8oNZG7GۄdDQiR祫cғu:-!JlɼxQQk$ܔ'wKݳufl nrD<iL&/9bLbqD7]<PbvJP?B!POCGѦMRi7VNMLߖa2 js 3lڤ 'u:5E気%z6 duR6Ij%j ֭NvarRH*<Pz?أ]a50Ԣ.Gat9#O1Gխ瀔VhpjAV8`aw^;4lrJªeٍf'QTMTb lBC7J*OD^|x0uъofCoݹuU"2 "[F?œbdYo.h@pSl!7`g^v-;bX~F+ߎd7F7mZ^Yk;HHx/9Mas0i Jr?bXY2X}^NWL}!F`h.#[*Ji@ ,Yr! cM{ɧN݂`R:MvX6EVQݦTZJe;MMZlW&hSZ+0NUhu IDVTZg}w"X!1*\_BIŋ׮]+#QqH*l-/)9TYqnn6#mHckשC# l`5:[m$ʻ+#>*` #dFSXiQH)q"ٛB>87쁴ٞV,,lcc.̗nu<"ӦS:G ljXZ5jH<2>a*OϚ]@?Nzbӌ)kb:‡Rd[qE-\Z8X95U7!_Bmek]uDŢsZ@^`2RhNNtJktTDZSAIWS\!:xFO/G# tB "R 9.\Hбm Tc\>tPM$CF|+zG;a\6nVAjRq'IINΦQո.Yž;K:vzͷ7ءzv=4l7~M@v,fHOKPVJ<ڵk6 I*xcbPzIv X8j3#\O[Ti~g}PC] RԻ~YmFH>Te=zCE-msE8ݿWl12kԖ2%Υ(tPW39Ї{Udìg{B]b:8QOϯʯpHݳ}6X)R}5tXwVQ+0%ߴ[n|K޺T~0;wo-qju>Y(urkZQ풿s wG*N sM0"1\FB]w5XՑ*>uY36ux @seVyLN279ivڨSODVMq˻$"Y"j#ѡ9dWhܩQj Zx.,#111=Q0-ՎwbuNKOࠅ=n b .6T˗/7ʲܪI8]b4*&PR\ݯ]*CQ45xTELV9\,ȉj S &;\Zo_G!ʬy{ژrzP)JUpArQD$7`3GZMqwъo6`ҷƍ+f\˩" 4*-Ydtӱ3o8 <(R_XqdyƐs=tץI jZŗF˸D3=Ndﵮ/@o|VȐ)@r'a`2#Z>؞M(ok _7#Ll1YC ,SCdadGBEp)I'[ЯqpONR;n.1Qk<^J{%Dr"wBө଄}tذʵ`|W3S4)ZXSY\{߮Z))5lԚվC{F]ABUL_qkdGU`VKLX=;k{$3lF!s:Nu+DTJuzj55{7nƒ`>T9u¥qOOqtq!lG *pKs=ȵc{ 2Sûtӽ=~20>tĻoy*gqjG9R<)t[PԥH]zeQxP/_|ឯz,\%䗟3Ǐ6%Mz^ &ZVͷ#u39T +1Mw!.h,F0,۞>לXTy$EċlTUN{v}' bߕ(vJ &Jg̘q3A'xQV':DAS2xCRa #:QG'DJ'm,}`(4^k{ ]fl5zHωXtNJ{1`wTLjEa-$h;RضM.݇fW:9Ԍ4jP j3lflˮ0-*ZEnnsRO_/6cv!.7LSH`;1L8XC 9㯆l?#* ͨzD3ū~ԫOݶw9[QHu:?zSw^}K4H'ҝ`p1o` ņG:n |ܓ2x*46ݹ :K~\6w=;阕spSʭD]jU}Z 00E\532Zlb[ZnAW&Z} _BRmO1\b\}(?Y4~u 6`rJ{"ЃB|*-lMnٲb wb듡:m/P!5*$"2:AҁBJuRTr/#+VZ}hn k༟)X6yЁiI(.AH|:s@4DFa?vmڗ:\ѱsn >ƭIRx,2CVTڼ7/k;669Pz`~x̐vG6gUvWrKI}{`pP%?*H$. GTSx)i<<>Jj֔D)kMi6RovIйSMGz #{UUU+ݸ Ԇyd O`+^ڨVnh\lӆG>T(s]m8_Whˑ<՚nu@y WDB0j•q+:xhx ESβj#tpz߆F4ST_9uZ-[^A|~:ӉҽSPP~0nKV.t~Y?rPP,kbѝ^F/~6'/g}hU)I|}?^⧿#GuWdaD?*GmOkءܻ )v) I<$Pj>k0lp|I_'#0-Ipd||AB Qѣ8hfa) F/}cT I@rhT?O1A\2?=^JpwOR9TD7é@Qǥh?IPPݻVK&e;>'ڶj.WxNl%OQ[lVZ@xmBd;k0UJuEn%& 7lѫנ^ڒ?套~g?~Sz]9|mq"u+Ɖ;\?U[ݵfρ\Ӫ5yn5NHrҊme1a d0cE-$l|`324bRGVBs9cW1o59BVmvQTWQu(Ծ5ts $q pS:My΄եL$ Shdqas6'eH YŽ-[Ov?8`  ={N]"HJ lVI\qܓՠغwaԨ][;fSɫAx=6!:FCmVJ)%ಥB-80nV½2.MHn]^c9VR:pؠ}w?ovo޵wokrb/;ڕL3%UNꕳiЖ[?++f\1/53bSs.`¹.bxmOI):`f26i\z+6XM3n*$. xj@"9ӯcK.rBF)Wn`]ڵ{|.y/MM<28?Ͼ&}Zπ`-O,D_)RwE(n[E}7#6$߂zukUE3TmaP^ke&ǐa6V"n"ՄkտZZ1W6g?5HAVc @ tO?BuO %6"xқr9Yh:bM5qFʙFk 9(P. T`+`C-OzUGQa1j^X][ jCnb(AT2eմzˊ7}~}qbj4: 9d0@V%%PL§ Zr5W\vWggݼ_&))ʔs /=1w;sJɕ.uߞs%uiڣsVVlт߿Юջw޹-wwk=c&?kn{}^}ѨqCI›,Ec4&kX/#IBe>C|CȚt0Cv*R!d`d5p>_"[x͏㦀kC&9Xmg:Qa:MȨ=}Mꔨ2d6(PII|>uU5F&&L_Mn?Qm-&]s2Ŏ[lxV{2jC G~VY/=2؆?.RRlCsOԥGLH5^lRSr&Q_`KE8壓~]IۗA'_}Ew1D4xmOim z~+K~'7o ĭxmVRXٌ>Xp;+TjZ',;Lw؆tPgRu~(b{B3UN. N*L}ʭkpN։myLejUN ]6-- d Izl|T֛/3zsB,//Cva'q~ソ`oPYEq! X2gr߽p~M P,(ҬlR3Ғ2Z%''%$&@k?~ƀ}j'g@N*{"Dm6*|G NdUV%)nM/[nW/9Zy 3~s֚b)L` Mv@O7WuB")r]SqںFpSJLe)y?,s*-d[? |Q>;ס_P&WDfsVvVzM=Gg1^I>P b 3ЙzTV$zVo߹_i!Z>P1+Ukɑ<e6Q[f7;ebWu@e-S8cRcw@=:2j..9ON mZeE%rm~!~!]r94gl3Wh&{o-Z3Ӗ}*ڥM/qJ>K/HV'`9-鋕 [њ&[)^ݭ`?`sr|ow\rȺyiOe3VQ{z3|JX 桷HX'$<1/K;ÙP-!X.Ve'jS>7\sܭת,찱(3=z^jeTCRTWʫ\n J^R]̖`ҳZwmƙ*"phUm.ԩҺm_Oŕձ];=.mժڄJZMt*-*^lh/);TWHoLK-).*);3I\,ygQ('@Nߦ0* 6 Ě_fv7ne@M8~VJ% p0AuIyӜ>xas-+i-V^}ȏ]ctzkiB]dwCdG5Xѡ eMC;W kv?pU$,]Е"lJp9L*ǜ?#-Q d:F>:6(ұ}y;OȾ6wM[o N?>=Ѩa+I5@W[Fr}w*UH&3sgty˯MHIN*Hꇫ_uc"QO/7#\u^@LpS[}l|M#TT:#2NS.K+g̕Sc> LKO אֹ4Ajr!ZQ/r^^}RuY?AlNr|nM&mEQvp8=`_Ib#GUʬ KTW[)R˴*YS\ƊێzNŠShshou*lUMGn۾cYy$mMyukM&kn^ָTEMX/׬\tҪtzx9Ϻnm۵E|@GqwB?,!ͪR*% g),V3 _Dh 638f %v%!x!nh^}Y4z[?˯(m4ʔ= i j&..P~yifk?y{ *slL?pۥOߥSpS,PSm6XOmNyu Yƿ>pSgZ,fc VZ!LV3z,|*,gd2FT. B"6'ppQ1G @{EH#oT5#_Dp#4PÃs h3NG![/Jt#ORߣSMA 3*xS{:1z0ZWwDyB.\[Ckc੫WB/x2Sԙe/?3q8n{t7|_/{X_TG^g 6!wߗ]fKJGc.LbJi9.6c'1\F yy*# P)Ie:Tښn2V|Rl{QЮDm^d(;7-ڷk߆uGv/'F̧D [ zYf4k*kʠe+br@a.ݿoSEyF`jj`A'4rIىIڊ{O[o #ݡ} WY]RW]u`؝תqZǃKKYKPQY0#@Ď( !\r "YVacKCu$b)3VO L@@hR= {pmr61\ AEhPfmcTw ԉ';3qӅ&J@'P>! Zul,Sa@~#k2X9x=i\_` %K_U=W;O0@L9ÊFiRpLx\"A͌Km-/q/,|m%-B>r| LN:G66JY 'BE8xpNJ=a TiN„]v$j9㲃(~"y{RTR$NR N,e/.j>c Kթ؀+S'?gԠa]2 G7[JcpdT48ѩ&-Q{p^ٕ6+E?7LnD [y\&=q1\ =e/{ѣL{5rǨܻm)?>w-wiЎxN 8 R9Vn\6In%І" 8a@LN Wr"9@M,~ACg` h8}b#'XkP"J=\n ޲Be|O;iKR!=y%I:mJz! %dZU΍*=y%C{SξV*0\|9ѹ]Nv[5|$ yy&0tL{?QY=/_ԛzE 9c̏MrA$1n9/Q*x# 9c$S3*Ew?Rc2rttt'vxﱢE.7y޵nM=p@i!%)aVV>d0 r i6):f)dmݹ5IvGߡ,VfX8S~Q5?J# N!5DclB.V*E|Q#vi78UmRuzwwrߡۤ*j0=V۬5t)0l5 ]JFtOræ-1h;v+JJ(. NYvڼu{ʊ UCuݯKNҫ qNJJAߣKN;rsAѡ#Fž璳^=Gjaj$zWjy@%An0Q-w$VLqG},!.#tܴ?Gq8;$"!z"PTJ)=56i40?zcm^8C] nȣ\oڈܔv%+Jx'&:.w(VfAzT(iKJY-G*ˌڄmY2.{mE:Nن,N])+6ڪ=>; (1]fk)jmZe3O*奦ce;ޱcסCjj+5*w̴1iXNid%yeEGJMU84tHVKeUͱb߃' h41鎿wOs5k.V2 ?bL4@3Ds{bB j{c*7i"?i*lDSy8k5 Nmjm"]'OiP|\Gف{v;s:R%*ڟ}޵{[Eq(ާ$%JMׯG;uT]Vڴ׫rN//j39Q!-}-{lھ砡ϽAN!Q+W'8COi)l<$ܔSAb{ԫ SPE`Tk S*M)pzG?o\BO}lO֍+ 6/.zh7OuD?xziKyMt/)=Yߠ}()vyez6*> 5SL&jC?XU[:I Urӱ s.uk6˚G/]ZjA΅NfroyES%qVT[*:Th cRxwm1K\^WQ&fgejg>CiEZc*ץ.מzY{2jtUr2S=V02Q.7 (lOIBxS!=`egi}'DtzZZ^ۦU2 8:1-R [%B+ (µ\!=mE}XB v8LITmGssI!RdGWzbxR *OSBKˁhJTF6Q(fխVjJ"0-vj7.3έw[fHq ]ݣ;USZ\Sa;QTp 4fǦmK/+>fZFWfAz>u=N9_쌤_KյԹW`*ʌU2qURM#!#٥K,>tعye v nQ+v Hخο ,T[pW |ݞȑ'7ea`+%R埢Ϥ1!q w`֏F޶>ܔYy_)z=dI9:Ge[>4 f9BcE8N6W:6Xp@r:.D4Zj|6yꘓtw hT]RQHwqWz/͒;.4ۘjzICO@BK{l˲ztܭtec]ynvo_awSgG@ڴuwƟzuQƍ?s;5#3E"SӛZZ[[ /JIO)](3gThۚZ;;wJA=n7}nAH~+) v|R{SH q=lK (vDj8U}~B bxek[Hma;[xp1GvԜQp-v *2e'e׀1p5xoƜɴ0v$>de{ܽMÑBlU1;J`#K*+™Rd␄gorQʂ>C .j埾'l߇^dtϚŋ iRWX[+vz5Wl].Ŋn=;K.9}fN<)Hׯ^W^Q!U(JSeYvϩ4j33ݛ̭mnhVoP9=k@Z!-'VĚ?sN^/Ji(*Wb?syMaʾ bq!TIW.(UdqEI)$ڴʏ_#K!K_R>&V ¨q4k&ߗF3 /7IV΋?mV?|'XGġdlOMTz2>RkiִsJ^T'=HL7z !wxڌ%,TDD$nIUU&ܣ` TbBf t$H XlM/pgZCz38[ʫ?]V{lKQSUxjwg9n6՛vHH̄ĉOfzFM? Kkv+URҥ2En9|JEPCt@t8\.'v=>?RJkhc! 韾{\#bq6s ˏt_x}h~.OyPtdS SNr)JSKStF},R(DK{G<ӎ=a.'EHfYa߬+-n._~$̒= khcq3zE!y LZ׮4<-S']Nc'M_OW{2ąD~'oWtVAB!.n3N<t9"s71)ő(.iL*G0+66zs[h9Aƴ6]u8c[SZÚM{5U:!E$0K`ȁOQ̇q$*_Cw6 D\B*oSF[,HD)Z7 JB-KyW(+;ϘmHd(Zfի̍t}j|Z"+;] $mjtH~FFؑ4_mwdffnۻ=/kʔ#RQgwǶf/=\(x7b0ejVv1-'o7j,L3ݦ{w]tAfV%yIʡ4 է6N `Sk?0lZokNGXB91?#sh""T\w)Yr2@$TrW>\.RRF+;y =ǘv /Oߟ+jDw3iO;bԼQ2 dy:c'(+$^_WUmذn׮9PϞ5/PoH{voJ;nAr).SPҪ)z TJrr՝U啻,a]F9",r 8H E!FeB,\ͱ~H)J;'O 9kD_#hCC5DΊCHquQtBΑ?#< 'aKi!$p{aH")\ ƚv*84ZV'Sjct.)zW^zN <S [oŵ tRUxsO;Ԩ|!EWZc1;^)R V4WԖU ѣGCi F\%kjjڱc,ƎT*[jkJmh{m2fjsF͵;20k9㦌%^\ b6,̾-E!@O0f((vjӠ.? 84=UbJZl4ox=WPQ˟Q 8AоFiMj“4;p1Cyrj3x $Z86kkbf$3#ѩ|"DQ2F-I1rپc禥+Y컯>b5.`F*@~k84m*W/ru/8gz͞5=V'%7ېU͏61)jBY5j*EDv qVTW5TTwC Ƕwuz&S"A.(=ZXJ}^ztYa0 +I^D&OD*g^2 F`S!"EcaQy&:}$T- 8Sm!*#sQ'U$3^j]eQƤ0/^߁HŠÐ`_@vxA+͇A&1R8H/)6? />曯UTٳ[{;7&y`T6ڻvsS7O/N#YyCEZ%M".Z3jؑw*=#ɋrss{la#'w3gχKcG9m2[D>B$QIde36Z05w=TDWua2>s8$'?RfZ رĹFH ^6c87 @B#p@ `{a;W ({m=Ȧb[iXt"+e/a:R..ƛۑ^?& sCDxGŃ\dPK%W#- /t[xϴs撋XtcGN>jd6Uъ޲ ?~̳/ܷݵ-&/wؤ9).:oS~{ 0ǦjXzZR OT MFzL0~֌ٳ3V>;`wm_vZM'T2\ l6jn DR)6 qƧؔ_A( !{1峝FzJEY&^'ۋk_z7v>J %p@1B-NEW}bI>/ 4l)D|˽[tc﮽̘>VG}_h p@*qO!d}1<~)mh٢ۙlxΤ mkJ~+Wctx4]j{GwJ!-+CGTG|~Sh)%z! Kj Qdg>zx.R/))9rd^o\tik~x1n|#K<0s1S,JpAV{WO*ujv{U?ON/Iހj3q&#sOeмu{Z|ތh+-fDnHI+jVӗʥ#e[\K,y0=j ~gd:qL#^nR4Q#¸&;%0 :ᲖmͥgϜ1Y_.ݪVZ[^{R]R9`q̴U vG]Ie~QΖ};tXR:}J,RWy<^CJ1# vS}c/FVSuhvx!X4:”)0%IXYR9FqXL+МSNM >aK1u?ueJi50xdb״Tn"ۜ8=D"ݩR<{ƹ5o(b&C_h$?Ճ'=k. S_s T޲moپzǞހLcw[ys3O]Pqnw[wٺwxm˩ \-C'***ѣDRUU.NѨe.ǥ֯;e"&D( P3:ѤDiZV搂Q&dhX{~*<%aæaFRvlʒrŦ!;V EHX I8W@1˖;P l6+$VDz*N(~%+s5 G*q#o-#:FwwI i1&o1-j @h&p@r"x4d{Tv7WȬQWhϮ`aPV>SF !gh>ARIK͖I-mO?;RZL7eڮO]-[o㩧^5){miأ3rw;?ƪCRZwG&]SX).Cv6Y.ړŕj^4fB(v8B?jdRX7p1cǏ J֞n%J>vK%$S@$fNǠ G( l2U٧ү2֫J3j1FU]x# :Zq()@g;Ĭ`%+ }+<&ً 9G+#0kDB$'<;>.48 p@!:06Myװ7e; } `>e0n!d$P&]jLjW+3lMc'8 qL;aƏۯG M4bwZu;voLW6uȻpwHr&D))RjnhYh3rRYI9o3G^{wKvq!mc{c͚}1L r;nG.* nDu "OCâSfƦR28em~S1 ť/xz9engքC2&*d6n؈C +LFza_Lxp_jv#w~c%61CH ӗ,yB .OX\ dubT 9*qǁL&Nk4ҤH$@/ DzsV~ӎӥr.=W5b{P4w7U5ʼ Xq{R*4YJ}~ hܶfɒM&DɵC1cԙmf+PQ]WTpY.WNj=2B_@"V4F:EHoݝ5&sK'.{}t:G (.ALl)Le.MIRza7) Ǚ%|Lk ;v?m|)ީEff+#}+#;@1ŜI@h%CO2) m8@^7IG-SeJD˽b;(qEN` 8~! 9SOǯ tDV%ٕ?0˳/xJai JTtJS$Lڭ[Snވt;K6+<䣭g]Vnڜ<>kw1aԴQI]$)~YSںZכ\cJI?l84:q 444o۹fu )JyL!ge2D~Ot{lm5eH^*@4Xt*@SDpBn*5ߥA]m+T-Tzݩ*s>Cv~yFDy|>_)I8 O}1&d ~E|͢x'$9j|Yoln1~#=T"JDnRErkgF]թC :cZנRk*-ޟ Fl_syPc241cdi vrSN/6=VZӪһp(K֐JiKL4VDS\RnNW&N)`ѣVϛ=IpMUsNTjee# r%J:as{fٱzþ^ggeh=>>-30M4kgΫh9gjΐ Vhtx `MLr[Z-( H<`T+gJJ*` +((&J>uy" ЧTI̸lz~Q4QY! , ax>]~X%1X}P Is .=HP&i6A۝#W`;1sT!- fa/"a^A$_'?q\0+C~*FV|D|~av,BLGLJP ~hh"%FNBQ1(adyF!˜%'c06݃d{PVi6xkOL2zlvYG_xMw$m"S~OЛ9lB9d5gHamsRe5t`n'6CrcSk cad3wg,]KZ[mRN/Y)A/yvs}}iɾ] ]͸7q"8 ;=x vnWdFm$2 ix)˜U@찝`c+$旣+$8TO:(D+YqM0h>x( ٚHslBcM3,"D8qo" SQ5ҲHT)AL\HAcZ65"Nk@meDR/ 7[v'Rf4kqM䦨P>"x2 O2<ȇT,b'R ~fgfCٍjur MM$آ3zZ+e/{o+'|Jq)RQWaiȒ:H1fʌ+Q 6ZE>^=vqj@"U&WPip0u=@EEEJ*-+ b{|vيZlw: B\pOÈlx$lߐSL*ƕ3~mPuZKA1M0nL筁yt{B?v:]LI`($>Gb,\LIi DEBfp0R * ȕB\(@:^3e*7>_,"!gljYldLHV\$P}D!mlZm0R9{g<.^.h}ncTBN KQC,pN԰di-{!K|A2mPSkX V$Rǝ~XB{>\7>KX= 75QVRdX IOD-a]h_~xO ӏ>+>砷VtK %7Twڍ͛mG6cZQA*5+qǍ:4tjED!z79Jw׏85#3 vX&۷c v|*#_V&$T;a/T.Suz(!tĒt-A]vXζ˷:qϾ+(,zϻ3pٚ | *\1d6[ܡҠm]?QJcGho-(?f֌쌵k7vtӨ^TXK (ei9瞷xHM?SLs:i"]NJiJT\ύ3@aA|MdiQ5)WH:ivf 5A͌', e0A %pW.°P88Ut.SBJ8#s z&} :k6ON\좈LIR9};(==C*>owgg޽{TUTwwu;ȒB Pix ^|֬uZ[k[Z)^"xQ9MMً]s$d=%jaw!02G 93f]e;( VW¾e3 &{;r;3A !'B{d}IN /mJA;WI{<]Yͫ6`e4wcg)4p^6:;HEY;˵]Y?Q+-CT)%=73=ը:pHYSƌdضHb zgJ*5M0a?xSFfatz)/>Qg]6:KZ!aa$WD7 O4d4An|AS_t}ڑr3ZJwIa]QNYSF4+!8k|Y )~r9`_3SawCv rZZZwعs[QsCsG{nD y*߶3tXDv+wvu+/y;*ڽ0DpAFkoԑ7"AxGzf"6K?._g-o0%aS|d(&1nh@gs3#1\K57_ML>aȥAZCh9Rz߻G׮t\6uXT;= $x%H(%3Ǎ% ̡CFBbki,4fesW8>c;3'7 R*qNHZmiY)_qшCBlݾ}M_tV"=nly8V[ 湹80%"tLr{5.M-tGl4ReB>~;@* (Eq2τ[{_$y Ɂ'xjsOl7{r?ـJKD^4] Cu%{KwlD`vhdIBH ISe^Y8/"  ܼu[iyj%jJb!q>/lh L_U2ibgU{ϯ,VMA̙sPw\3%o?Y]o]Dfxl~=_F>w֬~`wŢX #(DSLCp']s{_ՕmB,Ҭ[QZڙ@VVnKCJJQā#Pj(zEp1RRE9qa:$}PSW8[Q[Rj5Zzl>:h pc`H(bdqB o:DS'Ж]!H.#1Oj*Wz,IDATBbrKϫe,#X/8J&rgy/vonm~O4q _+6h!9'70Y)vֆVzf%7Mt=loGJ F,)zF,2/e! ajbԁ0AKuƌ:3OkO_0u$MTutȃ-!U(6 ǾX!`hX4Ab2J$|UFCD@ӣ*p#ipoJ̓ED^&$OYtU"V+_pG*$ RxIUE_\}lmO%CŒzEReJА*?iZϮ&u&;Zot84u3#ڏ![v@StoY7? y*#tc)!Zr 8`wM8٫.8 p97/"yQ tbDIƈްp `mO7^3FPAV$8*zcϔ *2lw#b%]BB$R,B,,SQng/!6 A rsQ ) Āb؞k8C+h?#`DJ|H@H; u@\'=)y(]wrZV5 5 =&6Q5w-[S: M(Qx@ko'aC d6nA~8|yVlAM a%m."<Ia,T.)Id(܉*Un FӤl|mL( % +Q&C:{wvڒ\K}‰Ϟ5nfUW=EmI< ,\HShtcvڝPRJ-1M4<_'9 I5 LJ9@g"2)ktbv˖]<еT^pc\PvZaѽyN'~9]Lh`V+n|2ktp H.oqAddp(f6Ax3Jť!CT$OeDV%.CaFcRS$WI:ZcOa"/+}JIdb\2`ܩ&p "#,H"g-).-++n,R4$ULU"$1JeC)y=q>6(o@O)YhԃŰ=ӨSG̴ȧ횩nPG&|B KIUi4Rp'ht M %̆-)BQ 8"&L hcæPНryBi6JUvt🿧sEYy6mh 'ʬYLq Ձ3ibIB؅z 8 9@Hz^ѥt:`0ʕ:ƨr/X;._}?Xu'"<l_#6@fYlx \ )*2൏ddW*HAoL(Sib!nJ8XONKr* LCLdh_;AFrlOkl/ݱL/BĘ 5DL_G/LL|:|(%s9!k@X!8 ppXv0IIdhD3EB8" =޺:;;j*poIB#>Ww0?MMMeSFLSTa;ɃYS" BrbHC6LIJ!g`TAm.DGft'jƟ*_Zc򒯏EG;Vx%\8. ,7k9]{6co:%F!6̭U_;== gLTZBG =>͓J>ՇM&Rk%EPaNN`)Tjو!9i^+T|ow_ucG &)tqj`է@B ;zvZo[o!'+ ^uz:Z;::0?#20%+1tkNjQ%4BgbRx@KVJCֹh`0|DxGq7 a5"2A)܍i^ mLB36쫖3!nˆy7+O{|Kϰ \7Y#`)F5O_H!)@?;"SwwI^ID+ %pD`5kFVfBZCD$ aJ W48V(*dxHN5G/Z4mܸQ,U5F$[|1]$P]$R9 yEa2Ғ8w^2('I""eh7)qX RRQQMY0jŃu;y ;&t}%U=xĩ,:c1>S]ZUc2ؘA Q:/ 큃[kK nO?{OQQDSv{}rvfgu)9Y6:֨ ]onSwjEnvY[bGYn:-]o0J䰓@TJҔ AxDHb'~ >[,?^fI)ԇWҗ(}$PSܗ(wh@G,}DSύB!I vlIwPͦnIyWvv6p$y<OH~]xRVVο?6!474؆F<|yG$jl4.b9b!XҖyǍo3cNkq|v ]c7Z)61† >zh$yV uN{\^DPC\h"  Sֈd=ѰCrSD ~˾?E=W MÚp֎㶶dHѥ^`s0nr.M:";`s;*ۆL^8vv!7Df.`90%)A$п2V{@FXÒ `vGn9ԄNH^j 4VxZ?rd""y*G&Je`0feemŝABh FM-u͊BT}ȘG鬒)Ŷ=M [ZQ!J 軃P4x|#O>Z86 ,Ab'tp@GzHydꤱw?DœTo4zJe;ۡߵew*dJq@:`tjF.-k2U*CZF=~W*Qz\A<NS=ܓKQZ&d@`(t5WenQR"دk@~w ۋ3r"ī! 4l@s0@'~ +gYx wxMd# &BT#PYSqOy[1l@ߠ4Wj$l=!P8XH)fQ2CwvR6X 'y)~ĜsuGB"1]5-#H2UCcX$w'bJnLȨ? χ!Ԑ(S3'3THrjҶ$r82L&>$Vj2aH>K⫪sa Lay;C($@/E.cMŃLR5OAL|@)F͖͒ZՉ8:cƴn Ekjn}ws`) +atAVj?m'ĴOs|Da ߾+̋[[:ۻ32 ,jxbd LLI4 ɂy ҲR]^ 2i)S]V#/DT&ntK#"#<5`[BR+bDLj8 p=fC䞷?K@d 8'TNj}T)N[ElX>9#AûR2#4~l.Zz1]xET)S'=G >(H4b@|UVV~\pcAM=>DȫTb"Ԡ$R#)_ koo}Zj )&MQ2UpZ\ \[QUҿ^u;\jK*b#VEYF,GN4{м‚‚ G>|C+'%+ː7"rRU q/5- "yf+eoy=G? d#B 0C %p@!ЌVV!b

/ZDHPnef}e=+7oY5^*UMV =4clERR% O&AaYYW4lxj֬޼t隢{*****vzLVSgii9Mrﲉ}nد4jV#ѨrO"a nWXoi!2.GKPV[wyyqcM]!$h`iQ+2RUJDГ|XddJ䠒|J5v\nއ1$3rqvN||> PFO^dF<4a˾XbE XD ,G48!TҏHρdK]}e(R ΐh MbF!EFXHDq @E5ڬVF!{sD{FDrERDlLNx6dx;ڵ נ"”:?]d_#Td[ m08P#F &B+ f݂-bbZ#K1j>xw+%¼@W@R4 (=(ٝNMŇ i*/l'.8A PXvAn   &*q@&>9ɐ!gM1m SʦNϙ{B\fzd3j[c[f֧D RX‘I솱[#3+k9g`YkSIɶ}lMt]Ν%͛v6۾w?mV}>?7?k;|kquv\g]Ӻ{::-m&1 ?0Ed?y $,ɳހADT%a) +IH{< HS11f9U4k)K}@,ՎixږZۿk}@gJ-PG=zkM)a8BcX; ^,>< wH-G9Ml7@Eqsf3g9s`ZRRZS(._Y|@R)dFeAXb7(GQ#G %L2KFA$KJSjSSs҇ .C!Ô`Ν$P'وW(ΈXs._U1Sy'':ap.Ac]z8ꍊ۰ eךhI-qdPi˘(67a.A$i29>'Hir5UGw&alJlOY4^}͞g߽QڰF'I,d xq= ߞ={M[-2 Osi 87)7?4c@  %χ`pNnPUΟ?AoߎD \򣏾!8KƬ| 1KHU+VzX!ŏ&p@G#諉&Pt 4Ha!N"/ (2SRAaV"3b,x#7M<<ӣ>'W}ߟ؞^y%5K)CK_! `&:qLKISh)`4TqO#41u0#ٙCguv Mo򦆲j#zV 3O؟B @V"Ԕ D<ÆzwYvjTG ,@(<%#X-hST"=:SRNQ#+r%a\#4Sv vW[V=! Ϟ>xlʳ@ F>6~ֳ+ٞ(`dW+5jM.Gljg!p9 d=b2 El>SSRDGi8T' OI'(dR? 5@CC"!C3^^^^]U (`S(\]ᏀZ 6u嚀  F*VaoxK`nP;ӡzͭVOcbJOqxؔ0h24AAsGG7xzt_Cvn$LDC"$%$hj<ہO;,<~U* x1%"\;bVwŵ%{ )C O)EDkWbx*1,"W|cnh}{93bۙݻ AuNE=æǎzdY_V]yƫO0|'8pr >oe~1Q\^G?zwjzl#o!AwujEYC&p$nO\BӠTITbiiRbq \ȕqz:+Ua~(mlO8Ywn?g>~FЩ~F +smv|{'*Y='g[tȓ!s9Ur~d:w҂aaُt_Ձ9#t*UTgW{;eW :E@ddgՕ?˯-+P~ R8~eJyɱǟ PhZKM-N>?1].YILc!Y!~m;o-nݎd-] F:|Ĉrz%9U|d>[x4Mb$!4 ɼi%B누NR'%6"<[҆[q"^.%챿_b!#nM4+hZUOOۮ$ː4Xo |*=%hЅe`SWN2'|Es9EBȣu1F(yK/>ET+Vc_N{ʖXq F:7Ц2ԀC׭̣7:  :o۾soIǟ|ko_5U2`U55tl L&ڪo?{$ oSOB5 MT:wbptuvh)e_Xh 4V$FUc\>쏱h6dYK @1ϩ^s8CXB"Y!f(k8\\?˗Z MϚpRFv3]ֶr}#Dg]X1O\F9j8 >Z~7-N1 8o؂>O8mۋPp\Q8l䳯?f3-/7R2:FOd|RFdFN8' {nVEOQ3Gy @F3Q1)Mf 341/ddTOpdy5'JgV)8 `q8#s[NBEu .]ҳ}w{vxjk婹_wgw*{/5#A2NJ~~resףeXC2,ժ[B/!E-'pCd*Y ܏CH .e?X 37,DD@iCsW?8Bsy<‘ŁdeIO̖ٙꚺ3UxJKMj d3QO̅~-_}-9$!N~%Gua&cܘ0Y~Oi۾}R{-bך"j"I*CGTQ(_&1x*„4Ij0I)d^`=RO7Û&iv TɑzjҳbSFAX -0uw^IOYoSU"=7, G%2""uPjSW!a9i1]AꕞƂ B07wP^Dǣ)>xZяQh*p ́a9<ÑŁdlXM&X0/',*DeKKL?a9aCM0GQ &l{w]N7#qf~lfě[ۮU-<(`,T}Ǯ+ץA #k/GO5@LVw+ΌS.H%&$vN?AUB?&4C#4ъpZl|H_ˑn4@4!!d_ }SHO񕅤\=BzAl{9xʲF!*)TI+!?Dž%DT> cJ8rZ5ӊ,0 h6 y{ Lrӕ[J}cҥwCh{s0orTOYɘ>ćp'@37u p488S1TJӄKO.WWk3gc%rRMub1 AD!ZVOF) O2j@IO&dZE*Z7l{ ᩔD/?:lOS0ho)Z)r^ԘpgL\~ =iC[V-0'(%sok@p@AvvSk!Vti'xzx{4txz41G$H" ԁSH@ < [N0 OPc [A@,v ]89wus=Yo<1FGb2XFb}% 0h" ӰlJd4u &NbIO9'FæBaß}-DǙE3Zetc>/S`,Ek.>ubεgNG<{0 )e *Jgcq;oc380GO#~r&\uh(l-< a(2E*٨|=İiBi׈8Q2Ѥj`X ne(9xgG0` tu>|{ejAR ;hSu%ʢm;̵Je˖A}>L.q--[wuor}?:+s?Vrt"D'S 1hĬN6t.3@̙'Hh87JD!&O7cWƏWeVv-]>m_QYCeoP)ϐbeæ@0ߕ:>KסeSMf!xVQ(۹^ʬ;M!b1$'#̉pOd&Y*(cq˰ ~r<(MHgm@ UQޒ3q%8T MvROdm"Z*qF {IL\IΎI>ZB?Z~H{a'd(~/.]UeQU &h_M Z ,cK=2R]1d9yiу&PGzЕW )B{"􉥦M:;c>+<̂ų 7aTJeBbO?eFi^կ<'dZ#,{23\9cG>)цWـU[Fڏx4z%7I]4N~8`^tSG{q=#pju3/qC5zI=79\)#<ЊVcj]V$ăd *OP`OrE@M=I( é(png>iF#仰*c{qN(dm 29,> Fe1%gQkJh8|Np }β{}7{y[My[K?Suo;Ə0ℜƝkxKGW,UQ0D160ԩ'*?iH0N%@f?_pgtJx|dw٢֝9A@`)L~OS3YRd5CZҙ)c3-A(ٛR(HOQ(rY^ kd: \(mLlE+>/рPΰ\ TT ؔqCjo)@ع/ۨ>T #R~sfM_Y O^VQ]ܔ%O+!账n_yٮ_|k.=zH}GG?pl&.\M yItsuĢO6ƤΈ$3xpV]Ym--FaJ=4ys5jA]?9wYN:g˫}͢mJYڪ뺃Z It&I ͘pC%fG SHl|_I#֜Ia`dqFV?iD _:4?r2Dѯ#rI?c81 b[TOq)Q{ F] F-,Х(Xˮ}؟'v YcPX); CO~Al M6)M``0+3_/%UXX}L `i:֎kw8:s]=p߽lg[tGd5cţ̶_3 NiKMO鴷坖v/-(ulQም+M.UZUT[]>5$C| Wop^  kQnl23>4%Rկ:XG(a0E@JxdGiS?S) 39-#*bxtGFDLz) ,E"h6AP<$e5&o2hp[ʀ{g(/;Kzlk E*n+4KƳD==PQp֨vSd'Lj?}D,ǻ@T؇|K.U,AL?θ@Bg?o{)k|nJH+2[>=G| ?d6J57,UYCҔZ^0fKTs?Jx2'+{Q_j4 ӧ̓Yp湆aRjiח[i[ -?'2:lŷ;d`d >&kT97d̛߀x\ܣw$2-n;"6stw9 AKB*$1=Y"_5Ljʲ;j.kD$G`~ P} 'viKP-΂QEPRz ٭R*Hz{zR %FIx")1gG.ɲF2b{ʕp/8Per dL?NTRkzFb6GK,=ŭ-MZUD)JunnQiHqkreSE濴zP{OM+YsdFA>ǁs 7ţI)|U+W#JYÒ/QJ[o+*.QWtyfQ/}镏|zي"CMH6t `ՙlVKWdk6}QhY}UǏtiʺJ{'MzoJS*y5Mk$JOhfE8@Y?jKYV!1}!,)Vz=!7pA 9áa!eLHfEFQはUHH(W_rR~>6!31g5 ٣1;5q+KZn,-*77]P$⷏WfdmPNo4Ɍkhs@9GWJ$ew9%rI@wzm*^*0agP3Jj9'럻?_|S{env$}7cO=34 |`龙Wqҥ7Oq9^_~=('9dpkӯ 1>ؗW(X===XnZӽyk)o/.Rekw65 2<^{0h"i}6V{JpT8tr`nmAs.OѱbΎJK^Ջ{f䚍q<ʹSZZ]lnݩPK2&}ou;zb#50+|.GtIz%rpOD9Y;K~X1cҊcGUla]\.7kq!ИB&:%z7cQnzel,Uln /Q%\Ö (RB4A(}0K>O& n _EmH3j7״ELH\BQ8ju{\q!)ѿGB?T巏WF3,[N`"ky>XQ&ڶrY=LHls o{Jc=fkjpS>q%Յ xת҇.7{٣=^,] (bB+{<ӻ+3) qE`NpdU㦍576yƏms ukUR֑ȝ7d55 PDT?&?o>s?6׉NMCW8m[;={S$VtԔ尅Gh߅ Nذi+Fv"P6; #:]; ,QР-qc&^BRrz6 c@VM'O?G4wgQ1iRRB3^gAAwG:͇r2VS*Rb@ >K' 0tOQaHkJYjnh ʐbq0o ٞI .EipHIH9BsSbP5Gٗ_6]%.- :2= "Rڰl86⼒@nFOt-\"GT~Tj[:j*JxoVVҳ\'EMMތ>| 3="H{'&c賱 ʟ@D_;|dzO?vAаtn\FfEyϥ,-ʑH5ZO9R4ɣteڎ>}—XԺQ捹[*lRn|lIDyxSP'/8?/W>XbƶEŀ3kz`͛&BJ#y Xh e64KJ+tĻ{;~Bh^kL95_Q\J[t]IC?bbIy:M>"p?.&/lb* :), 9٬`hC " W"ɥHLnC9(؞!l/iZ )/կz<3&'ξG'wLJ~$0x}M(Û 4C3|H~1hRġ~)JK7 6eW8%ʍ{})3gD%?vU[k-YaRPAG}x}5 prרiw]h:꫷8ߗ_GGbڠ6#r 5N4܎Z(HT摙Ciڜ{K[A?l> ۫{:}ouЗŕN%wT+nPZ3:3>۹#gu׭=biG2kx&1o  Ĕ07&hNrE$4"._9sj̙g//7Y .Eu2cl9v(8=5kLq2i7rD utO6!T'u;N{iIgJ̨$ H̖eBܱcxw/³"9a{|Ͼq觕kV}C 0iMpRq' /5?\°H+)D/4X|),@Lh,S GBSP?7mMP( QysdPWEcąfS!$lԨu2\\U][TTmo>+~y7^{oxuwxmrݵ׽]h玺ښƒe6oo[dٲ?|fSb^~v`( z/z`ѐ6dbj3V F|"٪rjImu$ar݁Y?Y=*Y0sGNթ&-ris:wn޶KGSW@=0dȈ]f[_yǟ{$ҥiSӲat xTaI:r1-zv > (/kQz Z)DerѕO)⼒'=zbIp pQ+UMj5&KiXvw@i8swq~nL>u[IyK9~wo,>bP1VT;~/)U8xt41$&w|-|D9AF(c^/H2iL^h: .)P),0+HOLiw1P %YT(NMD:Jf!1!Nm6O+**vtt J>HІdd"+J˗/AsVV}w766եhO;4`_t㍼o߾QF9T! m5t{;s7$%T'&a2G;HfϞ_PRJd|> ;oUR`rB&W3#ۺ$aŗBC~ p?\ӏZv3 Fw]5'Z/r7u|sY7BlZۛj+H앫|x:j|>_ڭ7K/iRFJ{ܬQ'2mf{t<"G~}oCugQOVM+x a" $((6;,$` GmXjPBTBnn…  pPq @~NeXӍ?~Ȑ!V}]9c!:lnϞ=h 싾vdѫ"蘖(~'ϙ;`LUkaAvWW?l1p:zL*#T8[ ܭD r'SRJS 6 cܾ]*i5*%1:{ߜ>=Yny/|7^z_øOӃ.<M O.x+P. j%qĀZ<xy7_O?J@V NMMJII$-|rl4Ur^PDV2qF @L 55564{lLQPIv4D:333&Q$en`)0Ƃ& s[ti@LjU\\\^VZrؔy8%BIڐB̳vҽ{rJ%_"ǃ=x4 +m}DzoɆ-7GKHRvp@. ʓ5N q xzc~0PрO# HrsRӈ4PXC ^xE!XY2/ѹTSg'D7nܲe sGx4!(b Մr!qaJTJo1҇L_@UA&:l0Be;lވQdC`v^!pebVPu?x ;@KsSc}ZP!Z:`N@9y1]=vӥUp ->5O:j9/xpx:p[Ƀp=+ALbAPz(=%FqvN.|'ƄH@H e:2O Bw"rPCc6C B/=|pQGP@"F{zG{X'd@hb\4E=~5!I+*sxN 48pr@j)\n믿7&Ο?p'qZɓPfQ`2đm%_G7b D!7hF/"*h"ս{VUU(D cc1$ ( ~2h2->E>?yM<gz‚E,2? 2? 򢨲%%dnڭYEbRSw <GV=?୕6 Oe U 0AŦw`Ӄh 8 pOƥ9xgebLOs7ohsK'p\V@ *CXySt BD,#\ jzeg"lLa-%bBlA `ʐ.~zDSXg S&eM"[S@fLd"UhpqYe4Ν;qDٿ!5ϫFS2~фXYa SNfB~-}b,/MB804P/Uzs@SaOI8xx8Kl9%>Gʃ Od2 ?|}]ӭ0x,V@ĖF`Adؠ2'bu4|(xAt@;O'M~I't4!"fŠ˖-[fMuu5*|eNP%G)l<E BSSQ. 7^8D#22 䊨Xw~ !HLTyXHD6bIV(ÇLLO k$l.Vx&T(U!D'`E{gu]}gy&ܠR;7r$ 2j¼̌48 RI,YWW1<"D0EEΝ;1UV=o&pTfzeƦ|l Jl H}q @UNE,@-53'e@^ WN D_ں`LO%,8YHNײCź_N؞1I@̩FG|_ܹiډ8mqK /A 88p nEPqv'ȑÒObIgDim۾ -ssTjÆ#Y1cn5u-<1ʃզӴ~v>{ݰE=DzZsg Љ)v%?\w<׀r 9sƌY#,5X0hġ~-x`T!_4 (‹,nL(0Xyg "?T6mcyFQ ;GNM?Q)eJ|tFe`SS+F9R˯O%-S3JeR$+T!R2O1TaHpR<E$( `ʈDәpN}"'=AAԢKjhnba8P?4q+V]pcd$WϘ1eO>d_6Ɍ^N>w㎝B ӁGQCMa\kh9m|=DB^ J/T4`3{S2jeH^!%7eyK4CW\\W^W_۷ø }!́ME .ldϠ T2_س21M%hu0u^-BIdOb=3#C?S)? 0EC[lOC5iNO`bJYj^ +P%cm6Ϙ꣯Qa a󌃷!c,,f8`cO>o/͎8B/_ti|`͐9h4(!$y9',R7laJ4[R C--m5| E'$U-=wބŽZ|*kݒQfSny#N nqh'b&9 9'Ea]iiUյJoMr1S̝1} #ΗQ+2zm\zTi'x).//Tr̙FPi!Ï*+ 3Ԃ1IRO8"(,SQ%p*' $0?vذa>10Q(f+2|@Og0%”GKjיwH1-m@bxUhD8 #Ԟ[ff:@^3aRascy<^`S ,BaQ`VLLAYEpu;-$lȇ߀)M1OaM_2谣eT;2,k#D?>j^sN`#b O!%%x*,#53<ӯzm|x폠t~\O7\(WnۺhcfL)!u-׃~ '*SB9gMlQe,:kà-")j^{]_ru5C%~YgYm߱7wG /Ql遑gwSfƟ'YB%/l W_0ܰgL3!<-->a1h+}x ҂)¡_JbOP }d@onf< ),孷bp'CcPpYGע͈#<{ӓO>}w !:]n,Z2*d.P,~*0$Th( ExN7sgTP% O4h-/Dɓq<A`* ɂa.$6Sw'$2RuKh !/KM <%b]j8T4%W:8&:I`N`Ӣ%)Oq$ bFd4ۃDcGp-kƿBY,Ǵ,,?|,&j[-"O/yo7k~o9S_x}[woXهo流y֢Q={B';.kC;n+?v_zΛ} κd촩=;/|Hw疛^x{n Ntp[<[x^YSM5 Lk]s~R/;#&Ir0-5%1x3;TQ `"'0jn4},P[[q ;8˄|!P)+Hq5[hzjt{W+FJ$ *I*EV/ `ouwLhZM?SP/ha$W[=حrsCǘx5'Ͱp7 [X(L.j_~%(5̛jYkjxaPiO:\n\oְJ^rd 8QǭTnWo[[=pWP0/*E[Tczս~Ɣi?˵֚mվuq jN\}l9WY<)hۦG'ϥ\tI~>\C3&6]8IW(FkJpd.&LM!xA |a:1@mkk{D嬙 K^|)G<0`vܐK4Ԛmɣ~LG4fL9j+.~gJSF %))PX8 B>cJ(s̻=]?θs\0o4Ba%Zh nQ-RB];I*exVP,슳CX0E^(NU(&s*ab|.Bpa0e:7 SAvZm=&2Hj1yVrP@VTtÅNX&a~yզOGOۉg67!y)/G Xy{@p6fF:/>`Ū^x?jPH=hZwVxI/!ڶzp\%ًOΛ׭߂bʱ3} ْw#ohlBM lJ΂Ew~Fqc`虔zO.\' >4 r#E|7n)!~ 1EJ@+S {㠀N@@u<#<.\xEB%6:6ybt1;Kd/t!=T  'vt_x1."bAn &tdbWv1 1e~NDS<֑+PKb0jr@)D@4+O4"dS̘1c0ɵ͝MASS65WYK+4 /6Q{{K]SCUc]EK} ؑ?!.g9t#ѳeMF!.}gf/pG O<='M 3&(a7@5(ٵ?9+|߼*ϐdߦ ?_OTv-UlUe e ͵a|ld10:^KAOe{=\b1A4HS:x ?)kQH[,ݼao|Ӈ5òl^ɲjw٦hK CMfΆzȚMZ`ы*zDXlɌZKW;_^ѹ{0jdH @vo}X]vbP?ːnB -98 mŜ;'P1LM10CN>^!\q+j~ZZrLF.8>kjj!},ػM:pE>G}V]/rXm#겼4pSlZJ;cF{ "ވG9V(fAɇ`%$,H2Dd؛`i%s-Y ?s f5>=>q1مGcSmٝ\`rV[q`o(s]Ʋv;$,m:{郗9*[,WE\Y⭫+¿+*blwP 8`ueWd\.sGN 9=KQ7k`t{@I<c{W@()m[mZ~5uk~W|+Wm9zT=2S)F׵}^-۱bOݶU;k7wo9窉 M5!`Š3I3~b#H0(d۰JHT'AjXa#qj=o`DHvV&4q⍷>>fɓ'?_%⢢"8<-Y 1诡e@[ kAk8 QBKHIi`{yxBʺ`cy&. }X"5%@3l*pLV6,>Hazs9RN9ؘ Ð^u$©!' k30l:uTp,*b/_\VsϻSt2!*䃽Q>82%8yarON9 iӎR²+|ջ|!Vxԗ\߈~us4&@G| 1$ FL3̌s0ydFVgmN`،8 ۯjStzuNޒ܊k+"tf1/:Os'OMkP%=K;JlsOYP}/>:@~g2X%bc^+Xa !b_9K!sZ㈣ar/SKp L)`~3F3ɎX8䇋R~@ ;8 X@z a_lZ:BW! .)PtA%2P8I1 [T@If:B%Ë ~tǎ0+)@{MغB_@$ #, /XW(lc~W Cd=`)Wfa82,XlقqșwizJJ!b۞.{_|S/<`Ԫ_‡ṃc{{Le' ᄃRo[7mڴ%=WeC/ 䦀qC~#<>5(!Ԇ\=!q)vш78 o lX%fG `R!M61,d@'t"A2 2o~h j\r0DE=Fǩ NiС8S WXX0s &07hBwQY)C0 (X g,% 3/֩O9+`+ LRb Z.9*gu_9һk+ #bKqŜIc<j Ϗנna?_i [weWƜ| 5k77lܼ'e!lwrl[b3k~s[[nn?ԯ3څGY ;E:jTԾe)bIan8ebNh} uj7whVCec *jwRY{f6]va9'Qr"" g~ETL̊g$ HFri؜_-Nvvvk_zu̷^*ۻ5-,]C{ ,FK:r* ޸mת*Kez*Kx j[%tp"3Ԕ$  m֭`foAObX9ATڮ z¥@U  <Qs8(* ^0@I& H3l۵k"̊xS^J)*x=26 鱐 PKw.N -hVˤ"-`t{E&-W#JoK.,>ӧrAqcK˙+1&vLjMqru&ױ^ѾIa}r%6Q:v߻nkV5h44Вq),5н/Lxf_c\)[~;0y򞎺w<Unْf_1e3D<~73kI3'>f4{Ii1:'l=}0% Wo.[\Ym~VJ騑WkN їW* /5Yr LN%w&[ ܢA% 18SA:p`yΟ`rvhE QXQiΝ=:NXz~A%i',҂$>X>}:4Ph,.(͹K /)GK] UXgVf#+ N ?x3'!R`b.?ґR~j#F<1I/EJB1Be)-8\r5vwbOFƅ%;w8)e}[DGX4 ['{J[rEXBY;̂Y甼އ ZwnE^S=LUA4Q}?~-' mȢȂۓŴmyn|K!ǎ)*N:lسS2h,\ZKsYepQٗ+X;[5COoWm}9o z g'[H v~ ^CT)dSl֠`J)kƪ=ZOp!7)")9?1H ќ0a$ 2)'RH{RQKJ`POx[,Y+VSթS|Ot (-"'!)^RVch;vRy [lA4*X,0!7-9iT vkDhnd"BFfgE%z*iފ=]1XTh9r~SlGm񥲄_'''dEqń'Gew# Kn]^ٹmwy/J-gay7?B]#ßC;2-:Xos %d׾"ˎlqpݡ 7iѸiĈ~yG5ny.'dͿ/ѯ0n{<)`[3tuC5/{DC= |ALzvnNSZ݊Ǡ؂q;XV"4ςJY3MV;n ?K?ksb.Kxï874ww?u$xJ;9b &?M֯?hkv۷_-0,n&Q_Xw+W䫞U]!-P7׫CӞ 6,K9}Ka`@&m,e 2Vz2A&\?Ư9w<|&~Kd3;C ;j]%N=)Rt<`ijI a?aLn{#믽R`E{O 0ͭQaHE1ac؛^b?官x6,d쬬􌴌kON2H9(HbΤrH2𗇆o  ?˼℄˓= 6iqQ޽;IJ_6|e0E+HSKEWah^E#-F8(1:0 ,DJP%$s ՙ)u$Uy .BK@=s-z}}4oe"K\OhO3tO>x?)eU*zT؀yI?+2Oi3RԳ%K,U T|P -` *vC1m<#V+tN6efd䗆Y,YO|nM6JGd:xYQ)&xF}aBf$#Mbeg.:չ]b"saeVnҪOXxx\lqR:)6m_j4go䅥Yz}]n@d{x*4]͇!?\9tctISx <5&)h({K;:r+< ,b0쥄>PvJJZ+8h;Ca* AEұ@yYSΧffÙ`L,,.V-ǎ:aFu<_~N̙31}?u9s|w<<F4VXP\X͙]Ә1c N ?eʔϞ3ɓ{{wWlM:vlΝH,)y޽^f WƖN} K kX@Pj%upt O8d0>sQ Ib+ VL?Kold_2*M)}z#?m6Tysny훆{ж4mڼQ-;s/[uYf;t&;(,eւ]YNgfhӬeW%(wڜnzn~>:GOmo\!٦iҤNqV@, =rܟ8ax[mroˆhѬ^T˲CwYҾn ^ʣW7ҽudܕ}կnӘīoٛzj{BNO̷2̃M dy Y/{y[~~t$SXb )in^>ys~ &D4NZD+pсHS8;A@hٴٙYy.rg [aA[=~R{Ēu؃4FxMy;/ OFۖ-O;u}ȤYoۼeg[+hKc6'>/*.d0[ZAwA}m@̔F$45GewsE7|ʳYo68(cggAme?|,՛z Z}Y~EOM8P#f㑃 =A.ϞD ~IZ7٣own7[q:Qn:qꀞmyUPM_M*4ci՛P>WM?Tu,5ikN?\t;?vS6o*+9{2Xj%D֘g m̠貢}g3&?We&N| KVnZLC餂&Wڬ4OTpE ʼ b Z6 b Y) edtS:@K /ɢ |"` +m@Ql*S ` -g*ZX %͘feT{h];v`R{AرC)8A144(L&1}o>b :"+V MWi;ARiR*VT`Y`X2dܹ0I;~ȕZ X&=Mp"o#QJvB*`_J,qChMFSpˆPZF垗_O_@/g-끌mkmTKݸWy[^&BKd: mA_G& ;AIA1tS=CE=y˫w򞎻UDvBzyQa#N[˯m[n8sΏ|:i2sSBCcb# e)9!ї?=K/{c׮dܯa5f8rÇ9}o}q~4U;?w6/cnٸɛ}q-.]fѦɨ6o^)Etטc5ԔۇvZ~/XyT*u fV9护ⴟ &j6ؼ*UPYa G";+j]7cR:&b,(F4˭xR!ȴ)I!7dKNaGE&I B_?ڜ 5`c]c{J)̑j}HtP`%4dv`$e+q)E4zDZm,*EvMvPR~"/&Q[ZnEP(5GދFDc%ph [,bAiV{:w<fb,fDOHTJm*%QQ;DEH[J/!KZKK_G9Sp]G+\n˯4.}DO@ObXyu:F+;y饗A+A@@MQ'd t^A(=EpdU\R%:l>6A̩9YiHJu6+#=/?Of/R+;ÇO}ԃcDDFȓ|=\rmd $iJl>G}4S/'Ip24J&w$S ,=TUuӬx*"<`3i 1 hע ]x ..A-lJ!2{J Q ,3l naft O0LtG_@@ xBO{U>VotV@< >裠J^o^l,~Cp  4A$+8+C)1BrLR*-K ^1^RTָа [ֶb[>v*5#; 4wțn A>(:De?XZ~ZND!DaТ.JnE8=i9cm(S[~zx`Acƌ>Y'8) YBzK4V-*ivkaѸACΤì:$c v|UG$((4oeҖMd= &$p{A(fg 7*%'|&z\bCXF9ɋI %cJ<0Q+9zcx3qS+wr.!gH^CD/(Pt@ONW_} L 8W^ p0..v8G1ٯyHF+(&>/s=>tN|U^9ٸPώ z?նYC7 k:uh?Y"kݳdǏE:?/^ vʘ JZb_^E$Rlȴf͚ ؀QJJ??~֭(Xܴk߾}8jԨӧNYJ jpuf-Ȏ  {qݶsШ{|saXDT{CAhė4%d.#0i&K&ʐWrCrJ:Ԃ\yJ؃]P|؂僌".<D4*Xʕ+ad=5)4hZE[`" =@X,sB(&{8i:"yF9c&)?*!A 5s6Ǟ \]pԽ?J :ne]jY{,'ʐ?qԠAZ믿9f@T4Gnjc1SO=IFCUzϦgWn0P7.J,'Bh)_׍74[oS],GjpHa6 vWw4 $TREUΊJfg!L@OYPN_VW@ uΨ;%Tƛ)w) zŗ1EB~>FF2n_'< J)}fz1=`Q mp b:p>}3@./5C\4) w%NKK-ǵV'^]}]$99%Ey(*'BPh^~ 3<-a^{-5FO'3ax'QN]//$ZBZ#(8`;zbPॆDpn(9;tr֭ #Gp(}2W̙lplJ>e7:l`Щ;6 zjqK06]S׸ A~8兊LIThu~vBr#i5/ sie׏f̂Sq`Z7F~OSbZ]`0V̧MD!EBFF8PA@˗".H ܐLM>~\HPphDTz h_7(8$*EXJ#BAOJ 1_A#f*aOF5’г rRyl Yb8`6M˝S1p@L1nR yhΒ Ԯ _,Р|UF   7,8=l MNNE`*-0Zbh< @Ԁ`)<|R @`]a  g%ԮdM֭ú(-ۊ>D[+g"BjmC0艽 |D[TWX`dUlݾ}x&w6l F)> v~NA&ѵ4@e)H$f+$QG1@ K ϫl# %@$4b`?9 Nz|lܸPSG/_栧Q)?8C3&R.Dj(_՟W\y*dư1iٰwYj~`?1TyYMOQ&wvSpIyҠKPhl=:q=Ǿ)#&I'^i bD3ѶDOޞ{nT 5l4Y2H&i m %Kw)µ^VTllÖ,ILx!]q`<&ǏlJXg a7 [+]`o'մiphĉ4=yI! +T ZE_>O˿@eW>p[\ :ܣ9dP@ B2 pZ A| ܨh~()ՃUu@2-7edϞR'I#qS^[Q\B^ )T='痜Y*g{2. F'*:2c{=V߻),D8w 4Y(O0w+* vE،mDyQ}SD%\TFgϞIHXbOII;vݹs癤ci9)eQ&FG֫_vb";pW_7JMM7WرC6ͱRhhVaFa#-X)F/R }D@@RP.LtѢEXz-,B m۶*m`)JU Jz3ÇC z7lj2͎}MnYuZ^2WC (xJ PM0{4󲫁}~T"x rI=n?. %3nw~t0ի74iRs˰MxqH{oF) 2 '"`Q'#G^֥ x*̕T9 i)>p%fd"N88-kEGנA92s}WM,fB? :tbU+#"iK?=L~r"ڿ|I#IrJQW%m_Z G/AJ-i kamvM7O7|}\;N++()"GsXB=n߻,|J}=67TJFTﭟ@ET~<+C=u(&=lМvWp1Sfސ$U_{ǘow@OcbtaJbކ-7oɶ>jȣc斗FRL*hDh[T]ᠨRڀ (Ʌ0, .ʜY6lLwCE2=\ 䲥9qd<;fgΜQ{/"8/dQp-Sbja0"ei V ixXג:uXTAnUrmJjԭ@pccǵh|; XÏư`|Dl+ϋSRRjǓX|GL/MkQ7%s.B^ Snz}=(WR)4"gghG0SJNypbc V+*.!:CFN@@{VM-*=ϣSTY =DEDDՊbbbcbCBܫ Tvn/vժ@#;XGBJ>3Y6W}ǔ@Q&)P8G!Y?E& b4O[bX߅lÇ_D2u&3=z4og+xVclvPoѼ&Qf(ǪFǟSRd=M~6p~5EzN'nB)3F BmM9*Ny*Q=Rr3e.4;]YU zƣ/wǫ:|d9V;E%&J(M7h+B&hx+*+BjJP J9=7KKR*08EFƄGDZ!~ԫo eV D(Rb~G>%V{bkV %hٲ%\7l؂L DOAJ}(P(lRRHIOiFd11.N;i?3ւJ᱅1@NJ5m 녯xK.Ō?9@>[lC-VhѼk?W={.E8\{=m7{e/Zc7o{\p֟ˀ*(JL:OլW|Z^GӏK!FZy%1 I@E@Sn}SD\Κ5g% dDFA2lYXTH;Taj>;7| hO{W|xXX^~>G䖺#B ,7?KΏV4Si ;_a𰘨hSvI9|xװA}F'NIEB,QoDA~Ŋw+x3;0u~ʔ)% }^A9xs#I)@ԫ5Ҵ [-ʰʱ*=Ţ4t}ZnS{OT! ư^v =Ջ==-eK==?{tGׯW^ 35+zU>n,ף'4rYͶrIo=5 I@E@Sn}S9_yܔ;K5HSiO=zT:/ap=Bx""VJ=`p ~T T4y i'*H l"mx c[R'  #`om[꫑QGu}m۶ Vefaa1? KEp'XIw_/K0=PE]<Z+Bi)%P-[cK9xhX^Լm  N\1U7mΝ:: `EY,:€K6zGgs=ȣqN/r%&y|`tyB}!>Toե/@@ ٣^wn"sSO>m F,r<HZĜC գ@%Q$;^)p[%A,<(< tDY8֒⢐ r׭Yn:dB'Yĉ3 8ۻwoT &YNVATŠDQiRr~pCOE4t[5Q^aQ[n'<Ճ6m/M3s+OV n`Lt5ȝK*>}{[22CenHD5 4EUC=-[6{ = ?(j3]QCS,]B*(Cu]7}'ծV sCP_X>`xvA_ 7߄a 3C A@[Y+JN]N[!y)},@`a~ݺ5\QQ7j٢Tp@@~l5E%zM 'm]zU6\!3G]x_k9zz^of'Oh+.=lL͗-[Ҿ4;;.KpV7BZrZ)+* 10EJT~ShTIVۿ{ҤI ]2:w\4-Xy)&7l+6_);!o(REPz aaݺQHY?d+m 7gR>R}G8VFsQ{&3 ۯi(gOؽ)kAL3`;v@vH"+x* %>Jr=+oNTjG ͇;ɫO:k֬e˖;b(0cNI/+~r:+ռY9+׬P6މsR%677=~( @@ EjNxϝKČ?E֮] (#%&)"@+)tѤvy~B$,T0$V*-ϥ}A42):3ʕ,cTR%E:`  Ţ(xsuĉ=B@yYZ})CH\#`ZnjۧiƬ@:zȱcl'S'ĩHKe Ðr|zI{=u* ㋋Yz9ʷxZ\L ySRRR,<2 +$"pҞUfRjQ8GONFƨxLc;(d¶ .O b?mڴ={ 8~Xp/ϕ7nR%7B)@hݪUn]VBgOqN'UGnWlԽOh%=U^ݑ1` +XHzzfVR@Sg[4!G߱c=Me^^ADDdjj HKo PER(65g*RS)Vq 4sp g'b-?RsPR?JIq`%>&"Sİ _=A@[Q ڊ^xTxӦ͛7~XY z:u# L=wޭ6kTUr`߅<_Ͽb j¥J>ZxRG+ =7oq J{yYuԖ8=#K>}62* $\= '=ϏW IzZw33+;9%3砡01zo`-|.+8xŞLԢE6mZwؾCS͛hٲ9bx[Zv,eAU'v,D *69Tق&ڽ|}%c%]1}{oӺU ԢyZZK~TO cp؉f͚(,@>꠮Lqh K,j8RbQh9ODEST*S/-Vn;P#RcѝDE*(^b6;xT2=`s}`%EQaBT,G9$ɣTؕ YNQ/bRr{=`T@p?ٳIH!)fջv:jݺUzuiRCJ_Ys~_vW/_("&g<qJ DSN=sMn03x4*V!YgA dS&uI*!/qIU%#~ؙ l؋ìYR\ :z|:^SSӱID9 bG*TڌT҂4R,ÔDO٪e@dj{YXRQ+V 7ЦM8]_{5#,1:3f fWZ"d2k{29}D[^M6iڴ)ȴI%/$&7,_\fSǜ~^Adxku~4o5{PszezMMoabj7j$1^ #Tknjz/;PfG2<>=3(a _bLbT_&Lۓz9krտ26[Y)D 5 =G!ӈ:]z5ɊݻÊtT|):I^O)M1JZ>գ;'N\d90﷞N2L]oyzسM}Hwck6wk"U6zzYfyj.I- Vo?Krb]8v6uZiۦkc ,ê];oAh;w[S8Jև^MAO=y|9rlL=Z(oGA][)i\ӯ؛Oy}@Ք#qv3^غ'O%v-o?~s'6U[c_=FpzV]}j usJSWPMrMɷ:|h =1Sk]J `>l!)`[l T}D"<_V{۷kׂ=GfUKO=fzSksd%'*RoX ~, ~r=Asz \ޥ׿[}ZݯKz6_RmM+ڵp [SO&!P䩠yVRL1G0SQ:y_28%BNm{7gt( 9@@ P`#Gn߱cʕ׮Eo323A((^p8"!AE&)]P^+ )R'9%^TRxI ?BL7m/^R <HyåQA[ShPg8M5vͰ{Gv ܴ2GYe;tl7v}71Alr_|>^R/(ozPa^ypfe-(Pm?C^Rk^ޯ()Gm5{벎UUg.kU6ߛ&`q.n3ϿK0b:IlmVf/KT|?''s"K:ܣO6q6{Ҍ伝+c&{sCtE>6ڧK}׹aoW"1Jx(=} M[%K5\Dt4wޮgbz{0dH&篴s:S'e\?cDO) US"=-S6:&9oM`򤖲dQK`'DvRń>B5h Yg2B)߭9Td;9OHOyq[2((:=Vgq*:'«JzJSWmm}AXz37nioޚg$f\'5۰m N-t[6qnI{4LxzWm^ ͌2UzTQmvU!c@oK\t͘&TM;w@[;љ׼/2U@q M~a^bX>@@zRZɅyHEOU:K_ slzk} b1BB_HXhhxXXDDxTdDTdT4;cbcjתKNLS^"r(5lP1R7nԼi͛lѼmm۴n߮M:wإs+\֭=wݳG^==Hg: ?!3_~w@>߷t*էoCnĵ^w5ïv+fu7yGmvlHv:AL%U_;oPVIr*Wd̫)穐\]25 ?L eqn۳&mT* {!Trf3oQ[U/ ?WʟU#iR,QO=ªd /u{ iÌ<8CAO%nvQ7Ūm,iU+vB|턄:u&֭_n6iܸY&-[4kղ%iNwԱe^ѥ{׮ztӫG޽@1A<`  :dTFXe<VOeU⩜u[vԩc]fMkXmE+F0b#@Lk '|+'yYA`;HkK4Neje5c*y~l=(mכ{_R 5:$Ce_3Qo)akrP75h :k4O jpe2)e9NP{C CK|yPoP+(pcV+I^Sj,UկF=^C~x2W/~acTo_M[I2tR[}ꂰu|кc".p2T`n\W zSfn{=L93qCLɒs)Kr{|hzԗC#x%MyJEnϺ)nܼvC'oR%d|hg1|+Tɷ%xS).wt0TM>ף4`y ⫚tV::ӎ~^\h?jӦNBqbyO+pT*+i}NzBF^֓'czk<lI}~p\LqGurO7S8җf`hEFפ/كz4 oغ~iv^ES<{Ap#ҩQ_Ҕ׫pnG9b~F}t&U2 UصK両U8ߖ,iZ6~jkvݪm 6ؤVn֣Gvmi#x/zR-TK#O ש&5DO7wִغkiS崯sSqO /ܺy빳g Q:e^Yɛ5-?9^xK 7~WK0oN6JSe'8tK^1~|N]XL+_${M\j~P.8,/sף=V(E4nfVquHMCI;_E_B`DtL~2Uzr@I_2=~5rx|/CwǗ=R_CmQ /SUbæSL/;w&%Ձrؤ{ =ib}{7m1SLhhpmQo* (\B{j?#dFїG1v5nJ98##NUHS?uM\@7Q/vλB]8 b9EҊ~zӦ^P ȊoMZǓ:0^-!W+.nݺb!6@h9=~{S IwJp0IOGrհ&\tݠ*5i1zz䜯 @v332Ν=93Iy 霰aJNX!Պ rV6{Z] $=5vxU#Ua_C͠*XRM{z~8!nެ 5-5^KG?:u &鴒"Ub:uAIII7ES zz"%a cr5]f65ԍeD=< UG=u陵 *'嚄ե)~NX/PL=j:Uoʓܫ,?$n@FAOiEU%eqhl.TS7).{ @<ۻ4xVgddgddzPMpMI|PTi挔֫ ɱ{Fw2C=SMUfAO=Ti?mFn${2JV KJJ@UsrSS MNT['e^JN*]11uԉ{UyPWLe PODrFr^5qX/y竻:^, 4/ލ"=].((+8kjJ9*gN1Hc0k;"맷y~N.az*-͋t 9Rr@ O&Or/{ۨfgg޽ dz?rC׊oٺU/٧wA9gq֭_tu6mڵiظQBxK+^x!88^1љY;ǹkᄃz~rö$zziTP00kѭ=K~aݻOOGn_DOP٤IRe^_+d4*5Jѓxz 4S.$KK{o~!Tv{zӨ['N|O\sFObkJɓ:vW>ydLL vD _ *HOyL_n}>:#2mxjox 37n5>JQ'O̞={ξ?]QJ.UI [ְaEbg֥h+st-:EY7D'{XSu+jGÁNf+F!Kj@Py3f޽}O<3~qy`Q঳ணG=#{ό@!w)8o@=tw6^_h^wnb ,GxMnn58rG泼s㟤+ؓYteW:fϞw>̚)_|h:})55kN}'Lx߽co|0 /ӧQ /a¶ c! jW ~P^}RߠؘcaO 侽fϚJ'x[o B!h6㲹T vWӾOL|fJ18o}O=;>D@r)a7;4tN/}۝8Zӿ*>Ⱦ}Q vL6nظq߁>9חPe~ @Ym%fG%]NfZCdK)k|٧/#47^|gB%Ύ:L:cBh HQy㭤(52V(|$`J:ol9}DaŊ%\b MK6o^O7KUq",Y3g|mt_)8߄ǟ=V?+fۥΆGJ6+qs a <̓?ϝ5 &x&ovյr;h(ЃoZGϜ9C]@! Ӧ}.[9?=㯾tΙ=fO>5A!vKAѷP U8[> W x0Uݡ=R]Y< |[%!m~>+xE;Oz u/2P9"QMo/nWh%PEKL㵂To_X137?vڃbNP;aȖ1}F:w4( {~}VK_{ SD G#Ճs? {1O^BT"`O>t_;peu>]QI)Dkz c.aNlԸ!Fq—-_ f %ܷ OOLA}mXNV{m݂v% CZwԓIJ^q4jeG/(X[J#\}0jձC={PqO2glz|rΟ9TT3]ג: ڠfn&H0TTm ?J/VGRoJ h{L+j% rѡQ]FQy@IWQٯ_:s اbԩSw޾f:8mX #zμF|nxDlXn=n8te ڸIcqq>8;eW _J0 os1B;2U3-z;0E>;k31cn{Wug&>SE%K$ Xpax^qÊʾ|TH Z~,dI oҌQ %1|6\@]W[j~֞vRtQv:^ .Gy"02xبo!Z[Ƚi"5R+U^` J *Y Q CIpAW^y5<8cɸ##ͳieXE2`Ĺ)j>t&{{"_%2)<74̚9g>B>zZ |MO}f` ?n)QK_V},f*C:&\gN:@aCzմSCt!Tw$z`}n [bG4;wAsN."~}YR033k׮ݴv$a8nA/U6PmhfZgժ5w82WΝ;4U&j}uhx=%MJJLe^ hCEM802|s"v@r~~;߲t ;l)f5ٴdM #qn熹\(#/S[˓2E·zԤz<{"兤@@  #Dk=pIDATTI NZ8~YMyd!b1Cmr#"UM ~֠Aom{F\w#wyq p\ԋR 4˘*$&A >*;o2@y zrBɓWjk6`|SNSTV^;5AI? Ez` }KRN/ŞSc;4?yƢc3x -hqL>b8g5BO=ͽqMon&#h%8d{q0 nXntQMjz"9|,2oN=jDP:kw_/ӿJwT.RBO+~xI7 /n_ܴń]VzTѬ'5uI'6TLd*44 )685Rn~i r+}\ ,,_(6T~(ZFqrYt^jzr*&[TIUh$)Oj]bG zLQ.T+x %@@ x#)]R⦚2sq_' j9Wdf3 B@@ P6@Ox z4C$*CNFO~.gK>zwZ1c^I3.5/i9= piz c7~qT ?S!^n-/iqiӠ_$f7ua*~fCvvަM[)lA>; OQjE58tM?SzlUޣr(_GolL15W##/L!! ,޻4}I G S}dw)XN~<_i1˿ؿ/@tmmoFThVHůgδmh@!**Z0 mڴQڿ?wζBb)*t'{NO EVO@C@SnVM}n:u_|9ʯ 矸t]wnʯnڴG?zMG6 &|4߭[7دoI|Y:P旞~(|w+_M>ׯ7~⇹ݛ`!+K2XƩ&\eUԨB Kno_J]XˎZ4hdEw|fq^y /i7G>^y@@ .I>cM,{")׃"/)D"Zxw![! tR+0"NC1nz${k[4L 5=^7~kԇ5Wu魇C@RCQ"̦rb)oo$B|*ܨhX؄GSPF-C5DPG:򞂫E"E+t^`I!`sI>VɇWh Ny7{Ҡ/ 4mӳ77yƢc389Mw}xK _Lt7,ot~?竓dIOq…-DR+ҝVms=uf #^ajr=08%Tv*:qj[TZ'~QqQOeu罻ש|t r͚xص;Ws[KmL44c!)xy_f40zj& <1T,UvєOUw~AQV]Oy=5c c-uQN=1z40U޺ו)t,}*lVi?ϋKUU4jzո*<8R-;=u_H3zMN7K '*ޒ z|$cKAFT\hVVB@@ 3l֠jpmp Ç.j ;l!~rz8ъ=0ڇo{@@7Fns>.C V1K8ER=5a~!(B_sh^6̸ϾKR9m"@\%4N]h^Rl5N)$Ֆ*P1(ţwqU?&+S?}1Ի}z3Oq뼋nnf0ջXU6GzO!oye.'o=i]g>Y]od%p ߳ Ot'-zP}N<,wCo7ԄNoRSR]IP ra9gUwm'' fHLȤrGUfn*6y_k3+GiRޣ&OI0 U@J#ʠ`Ⱥ3\loز':ً- 6zu!z:22Q zwڗ_'ҩK='(r t\ݙoTR.mT7@if6d칀Kʅy@ @e `S 6ZwI_lEITEI=r"c.Z4gMOE}^A2z'|ďȗ) \wujNjva^[rZ-zмGZyqas@ij0'uKAy/J T!65ϝ9:~ Ӹ} מ¥w<ՀtTpMɹ)q\u\F-3.o\+ 6+4)($KVK̛^+JzbK8 m5<yܖt:(5@Pƞ._s 4uUw *^Q:j`a>p5yX"=53\Sf[y%>l0֥$|oȋלQ{Y'}yVaSU 'Kw m ². 1cF둳8"P0!{GԎoxeVFr^QC-_pFK\ ~m^V!nj>Gu[Lzܥ4jJ:4N6:0р%!1ibNmPC-gjK+T@k7Ksx 9N )XoջP #`]tS>v3F C)cE$ߐxLRGvV MOIoE˾#d8N%@?Ј=U-?fq(Y%ϓX%A^K@@ R])/_bR&2[xt/AagK1d@@ ?6pĜȰ0g(W#j $ 𺍂 {RbV@@ T!6pӨ E݋I>7k@@ #SCu%ʴ_PIP+@j`a|(sTsE򳒺3*V4[%FnNqp* ǟ_IσP+ `=|F7XOТ^=U$zT:ӤķhrF *T/**|gzf$Ž&z%"/} <f:yToz?sm3zxy3BF P-%Gp9v? vշퟣV WyO2Q}et] J69/d\;]y$GTlƀp*~Xn0tԄ74@3#٩Ɠ\Gni &y;5SC=$<`UoNY'6hp֭F?{ܥ?*YR%RKD_@$=e r #C52/>v(;@>/kR[^k>7}Iʰ 6Vq&yPTm6gv S=^['0]fGƖs 1.lNsi,H| K?_={1:Qn6lhrJ*+toh&M򺘫  UdUMh=1uڝ T^-Pizjv8.*]l5(vo+n.HCY'lu[v`t˚}jlrU˻UJSW؜Lʹy[55p?zQk֘˛li18uwwpS=ttI&恵f1-$FGG.#{ݭG^1rm~Q ȯ|[)_7B[y+Ϗy䒮<ŏ{VV=͏ l8[[~M,;Kc׼8ƵN\9f7}궤s >*UO+T{\5>rf+|Y7'Tp 5]P77#R\aNM#*]쉰{ЙH7ȉ䤤$7T 75.|y+n*MIz.ׂ'w\W-R U{W6egX//H1;x|m$0ӝ?Fwʽ"򧎄oZOu*._r%j5**9z >9j5WLPMilbK˟N\P^V4#z4$<';ApXhU'k+(䯾gJ'9+7Tz>(Әr# xf/.[GUN a?k1]!z͝_X{}ܼ 7͚5k޼t~tNb*f~ʙvnW<#?GJojj(=r^H1^s~߄T7k`{cQSLM=)W) S&_yxhEFz}똀uI)^=o?<⏵li 0Q^IT(Ij=jc4[֏E r^kЯ=f̦;h,iZ14TIA\T*5z(8Ngl&`":y»ô)_ww~kk4r/)zj#N}T=|KF{za:?$>J|w!GBFO591=MwOODZj*w *A@*]t*zh5ۏeV, (ǻIe,{\ "{O8s~LʯF<ӵc\|G$X ~0 @@ xK,eWJKz_z{oAy4y J&͸t$ͣg^%xH\}P]GO؍+ %@!)$s~xҵsv7 .U2`'"-H#훔~͐߻?->N S$shP&j^ތN!9 @@ 0-B7eW L`ߋu#zWJNsj͎{515ef C˓b*WT_n`n*tgFSI@ME{'q2(W DllRY4_NM5M'֠w3YM6wf319(9)!]L<Ϥ~$lbv0CyNɏMlex,Ę^kvռM'6|fnKAy2d32NGfKπy{LBX 8 ~S~:1Gߞc30ڬ9*©w1LKfFf+I @@ pi"bO,dX?- Ԙi+du<+y.uSj(`TTCk.roK*oD^y@yEF-{j^+cRVpSpVm2W`~}{\ٝ)Ev*^[klL$F*lJp.@B4\ꗑOj԰{Hq5s2aX|ٓ24%nW &Mw\/ZO%st8߽kGNcqeSϞ[#@붃IJG^S+ʌ^|'qS-y==^瘴j?yƢc3p^~g@]3Sh8@50[ P1W'U-|;8(Q|}UX+=}i_LU#:([)9¥u{2^ًP}r͒|AeԠ2@3,t(T/*H+T'ơuҊٚɣwwpHFEdFyz#-d_5ʼ$@T6z~H݀Oƨ0C=UnszRֽs˼>zջSt%78u.?^eeYj_*=0O|Dh^lp_qG^ӳnʔ !oITl#$O eB eMjTv cebvŎ.ahu#(oH=wfD$U$mr%7:W?z]z7, -D]U'ouDZ4 =5Ğ2>j!*ӱhWg920usSm:6y)כb@"ۏ~%zi,~M!SzL?UpS=l8ͼLӆnqSߩN\{^熱߹9 Sϩ8w6$-f̜W($#Pj/sz:ؒ$(o=s-f`ݺTJFN{%jmz4  &W%t yyY$Ɍ] 2~5 <}E&K%CF8&&a3HRBɗYiiN?y)ayknBݥ&. c V!/{pnA/.YiI NŜ 5%7wt/\2egjvs9畃V(5Ni]_x(a;<2kEuDyh wO\5 _&:eirny0/CΜ+s>)5d<.C<*W7O1kԻ4k݋:00[QN#.urzGy_i`I - %QzMz8v6{W|II_?ƘS-c&Nou<0ܓjj&zb&hc(|+h4@#`363߬sPKSa(" ɇDW ܔQqz8:!@^xMlX 5~h$KV+B|fáyQѵ&%fkrOksOK\v_:֯!Dy H''J +%NY^|nhW9wJjTP oMy>sc^Ҍa!SIw:JipkdS*'V.u*7F\])[sH-ٿlΚ)l͝%gޖ3ӆ36%ޞ붳v$/ޑ̥;rl_)wYoWp:ʤ:Uu껿fL>c֒R(\smuK-y[͹ܖ3c㜵%g\?oC'.58ݚm9?l.nK[ `Oݖ?e{[?ߒ͙mdcS?ِɆs8?ߘ?nHxݹIMސ“r契aVr>0 W55{ēYɒNbO{=՜!}SqMD䁛4}\):N T@*.˘KN3x(SQܝYn\ztJm+{ c1?RuIX=Lz>S85. =ԭc0 šaMpT{j)YJ,tZx-,/../)[eAV[TpxtPh5$$ f +* H/(947pnƁ)yKBAQ!q!2[BY0]Ro/// +(.),-[:8qYv ;eV[Z\n/)/+㒵`Xbl/+Y^Z\^ZRV r@;-*K6u|e_'Y--s>p0%ɹL_~%Sn2ŀ'|?kJ'QF*^0y`רWϢ{!ri^ۗ}U}ٯq_m֞OAl?m1H{yQiY~qIAqQ^9e偶@4f ..* ) L))ho./// dGF"((M6FRA`^ {Jl6Jv s5 *1iiJ#beݖ:שU7NbO g}qb*7 nJ$V;Y4*z3^ġ̗}UB@"Tn [mAaAaAtbѼҢ܂삼=Zl W+Q|\zaa!!u#kGGG!6,$40$!!NLF qɠ-B5ȵJBdX8 0Og݂Eex-.++*-+*-*/*].Ky@ܼA8VJRBKJm%lk+"xԭ28 nzdݾ8R!&\^O?gj* *YɌO3, D aIdyt!$J5ƇH.9phA; o_f!0|0i[C'rNI}˩L6{v5HX5rWv{}U/:yAYl}yy͊VŘ߇NVZEy7AMpJ"I3+Һ+J('l~.WT+8]3ڒlJUM^m)?o[S!A׎u86$;]:4K‹W7r0.|u;_?]^wtŝIENDB`nKL::M?yiPNG  IHDR :sRGB9PLTE+KKKyyyfffA] ٓΕCZqo P8l+ayTG(< *s U{(0V{aT+z#ͳ DvV<[xէmeYmYw~HKu[k x jP-mEa֐  $f=~{$X}Qx-ҊDO|Zq*Ur'YJ㢶W֣RZgg wGjPPPPPBdzcn, *lTS#N ØW¢}24f&ã(Ƌy{6f2_a܀2{PPPPPИ1EjdfK:SP2s 놂x.+V>dUJ3ObOձ("DA(u3"k\+s,(((BIJ/=)jLڈeQ̋S*:S E` E)I{_~[PU0EqmcQ* jw$1UTzƊ|]AlO/@Fi@@@@@HW.纩m >^c] 4r&ȲR2(?Id(1+@t QEACuAi(b4ryMq @@@@Ǡz-v;ȏb¡ [T 9>JL髢 })}au\]'Ϊ 0Z"n%NyzEZ!;Fɭ ki ɠ,i QPEAq$ ﴘB HLtq#D)V  +{c ((((( ⼃L(u(M4" e}YQy25bJ1((9Ep]W,$3 ((((P*T+H"hsz(8vH TG@ ޼ܒ"UJdC&zi1(}Qh@@@@qO>kP!dJF:(HM`UPŊYDqnv_\-Yh.07lXM(8FU| pC1rgQxɳT gV-y%m(V rno36qղn7NW@@@@EaόU"zKkE+o-!04לc^"ClvWc.Y !v=U}/+ ˋhXc4PktS³qRj`'te a(*ԡ@zBì*C2ͣPPPP%סABW9he-b^[YfsԻ5\X>mS݄2Vg -yS}zE"v9!ö;~=lfﯝ>Tߕ? GGefBkvtDo .iTx@ ztWaxd ~F S =dٿL`:vztXb\ieOygv=5s5s*;{aK 2[- :4ӑ/wҠlowFhعyLqf[ߕ?9lc6{l쳽T7n0 ׌ 3. ށ?_b٫lj ְyavavaWdo(<t$o[h(3{s<1>)`o8:'=C&{BCqu O&^kel70d\@Cqnc6h{8m-b?7P{S1a8HT9 4ف쬥9I/@C٫n&c]boU VvRvG&{ efRxr 5o^0G߻˿+I_]?uh;U q [C%Cm5垧WܞeP!>Y4=+'>emeqv`!}~6{paǮU@n']ݚ{&rݯ2i: ;ݚg4)L;f ؃/n:ɮ;{t7wݎ}ǁe_y25 ]ɀ7M|M]؅]؅Evavava7v9䰪,%)NrAB”:;9:e ٵ2I4̐|t A.;㽀=``/ͻ޲3$lQ5 E}ù.ƞT䈳/e2k{3fs}&..jˈ {gK-˔2c?.^,3R; K{f|ƎN"ʾ9_${(8K+9zfuZ7 >zf 9#b*>/d/:JAbߦCRZi@%Ͷ2Hfi3/#..^. Wu[=\\XkTf u.Uc(A [{񆭌*!CNf͗ы).[,7lE$U3O] u*ԇi0 '#:N^gU; )%&̠fߨMc㋘rf⍊Ex u]wUq9u1C>OZcjB:eK#lfr1#M29*poĔbS6eЂh7' u<!R~Y>byavava5ve]؅]؅]ߍaeF+j,_F`a.{e^[ -e7eb쐫kʶ;Hk]D ClXF K=V75 ;no;]dAw=훲7ʗw]apvavavasEjGrc!ž@m_v@)cLiTt7Fy;ҁ+p[3_f)NnC B\ğа%p/Yzn!;֘ T6`rrI}a5JA3pq ?@G3"#`l N$vr'u,^ #hK8Ty~lݰS' )2[m..쟰 hb(IENDB`GU( / 0DArialSanTomanttT, 0DGaramondTomanttT, 0 DTimes New RomanttT, 00DWingdingsRomanttT, 0@DVerdanasRomanttT, 0"PDNimbusSanTomanttT, 0 B0.  @n?" dd@  @@``    E  ()   >>**..    ()   >>HG..21   l m ndMc>w_O8  % $$9["&'3(*,02456s7z8"9>?N@1ABJKLMNOQUWXYZ[\]`cdefgh>klmnopqrtuvwxyz{}~y%S_b$mh?%d$J1o1ab$uT5{D7b$1mx@jo>Y=b$KL::M?yi7b$6 /*d)c.V& eF 0AA $@1N&@8]^B)V ʚ;n.ʚ;g4&d&dq 0ppp@ <4dddd@w 0t0, <4BdBd@x 0t<4!d!d@x 0t80___PPT10 ?&, VLDB 2007O  =>?]A Relational Approach to Incrementally Extracting and Querying Structure in Unstructured Data^^(bEric Chu, Akanksha Baid, Ting Chen, AnHai Doan, Jeffrey Naughton University of Wisconsin-Madison$cB b"7Querying Unstructured Data: Keyword Search + Browsing88& J)Perhaps with predefined search options...**& t Structure in Text: Relationships  Madison is also home to companies such as Broadcast Interactive Media, as well as the North American division of Spectrum Brands (formerly Rayovac), Alliant Energy, American Family Insurance, the Credit Union National Association, CUNA Mutual Group. Technology companies in the area include Netconcepts, TomoTherapy, Sonic Foundry, Raven Software, Human Head Studios, Renaissance Learning, Flame Front Software, Epic Systems Corporation, and Berbee Information Networks. ...... " Z%+    ,- !+    0,F 0s 0 0 0 0 0 0%0 02= 0?L 0N\ 0^p 0r 0 0 07&Structure in Text: Sections and Tables 6Goal: Exploit the Structure! Improve keyword search and browsing Structured queries  What companies have their headquarters in Wisconsin?  Which universities are in places that are very cold in winter? Queries that keyword search and browsing are not good at answeringt8xD8u$$$@1$B  v(Challenges beyond Information Extraction))&Continual discovery and extraction of structure Manage this evolving structure incrementally Little consensus on what system to use How to enable users to query using as much structure as is currently known?0-(L0  '#'w Our ProposalA relational workbench that provides: A way to store an expanding set of documents and attributes Tools to incrementally process the data A way to exploit structure in queriesx&<(&&<(&K AdvantagesData always available for querying Supports incremental data processing Can pose increasingly sophisticated queries over time Exploit strengths of a RDBMS#%6#  6LRelational Workbench5Data Storage Data Processing Case Study: Swikipedia06$ + ;Extracting Structure from TextxSet of extracted attributes: Keeps evolving Heterogeneous Some may refer to same real-world concept No good schema!99+Storage: Wide TableaA single table One document per row Discovery of new attribute: create new column in the table t;; 8Example&Seattle and Madison pages in Wikipedia'' MThe Wide Table GrowsLonger when we insert new documents Wider when we create new columns for the new attributes we extract Also increasingly sparse No overhead for storing nulls if we use interpreted storage (Chu et al., SIGMOD  07) or a column-oriented database (Abadi, CIDR  07)$C$C      ,4 ,Problem with 1NFA document can have set-valued attributes E.g.,  Lake Mendota and  Lake Monona from Madison, and  Lake Washington and  Lake Union from Seattle Structure can be complex E.g., the weather wiki table `*j*j9Proposal: Complex Attributes+Allow attributes to have internal structure-Summary of Wide TableEach document corresponds to a row Each attribute corresponds to a column Table can get very wide and sparse Attributes can have internal structure#'#'#'#':2Implementing Results of Integration: Mapping Table33&VStore mappings for different attributes that correspond to the same real-world conceptNRelational Workbench5Data Storage Data Processing Case Study: Swikipedia&6+ /"Processing Data with the WorkbenchWorkbench does not decide how to process data Provides three basic operators: Extract Integrate Cluster DBAs decide what operators to use and set the parameters~.ZZ ZZ9Z  9j5O#Operators VS User Defined FunctionsqAdvantages of defining operators: Ease of use Performance optimization Synergistic interaction among operators" (" (B*Whole is greater than the sum of parts (1)++& An operator often improves the performance of its following operators Example: finding new input for extraction Extract:  address =>  city,  state, and  zip code Integrate:  address =  sent-to Extract:  sent-to =>  city,  state, and  zip code dG+F*P*Whole is greater than the sum of parts (2)++& Example: improving clustering via iteration Extract section names from wikipedia pages Cluster pages based on section names Problem: short pages have no sections Extract and cluster pages based on other attributesr-Q&5,!Q&5I 1Case Study: Swikipedia Simulated a workbench for Wikipedia Core dump of ~4 million pages (XML) Toy data set (882 files) 3 domains: cities (254), universities (255), tennis players (373)t$$B$$B  UStage 1: Initial LoadingParsed and loaded XML files to wide table 5 columns: PageId, PageText, RevisionId, ContributorName, LastModificationDate Can do keyword search over PageText immediately t6 >Stage 2: Extracting Sections WWhy extract sections? For doing future extraction more efficiently For  focused keyword search Example:  world no. 1 player Over PageText column: return 83 pages, 23 correct Over Introduction column: return 67 pages, 21 correct--l&o^ TExplosion of New ColumnsWide table now had 1,253 new columns! Each row had only 13 non-null attributes Integrate found many aliases 350 of all attributes belonged to 1 of 14 attribute groups E.g., campus, famous people, tournament titles, etc.X&*p&* pX'Handling Aliases with the Mapping Table((& Y Handling Aliases: An Alternative!!3Collapse aliases into one column in the wide table.43 QStage 3: Attribute ClusteringGrouped together attributes (i.e., section names) that were either both null or both non-null in a row Found three clusters Used a column to store cluster IDs Views on clusters ~25 ms for each cluster Wide table: 44 sec L|#-|#-?Stage 4: Extracting Wiki TablesZ @Examples Find average temperature of Madison during winter. SELECT AVG(Low_F) FROM temperature_wiki as T WHERE T.city =  Madison, Wisconsin AND T.Month = 1 OR T.Month = 2 OR T.Month = 12;  Which universities are in places that can be very cold? SELECT T1.ID FROM WideTable T1, temperature_wiki T2 WHERE T1.location = T2.city AND T2.month = 1 AND Low_F < 32 5;v57&v""=  V 9ASummary of Case StudyOnly done basic data processing Incremental approach promising Pay (and get rewarded) as you go Flexible Set of attributes could evolve in size and complexity very quickly Multiple ways to process the data6?*e?*e VCurrent and Future WorkjPrototype for Swikipedia Query construction, evaluation, and optimization Changes to data and operators  S5 ConclusionRelational workbench to incrementally extract and query structure from unstructured data Wide table Mapping table Operators Swikipedia Many problems ahead!`Y$ Y$ } /H0 !"%'()*+,-023456789: ; < =>?   0` 3333ff3` 3333f33ff3` "3333̙ff3` Kf3̙` &e̙3g3f` f333̙po7` ___f3̙;/f9` ff3Lm` ff3LmNLm>?" dd@*?nAd@q<nAqFLK#M n?" dd@   @@``PR    M`2p>> &(    HȞ? ?" `}  X Click to edit Master title style!!  @  H? ?" `  RClick to edit Master text styles Second level Third level Fourth level Fifth level!    S    6 #" `] `}  ^*     6| #" ``   d*       6 #" `] `}  d*       C @ABCDE FjJ@3"0`B  s *DjJ"0 `0H  0޽h ? ff3LmNLm___PPT10i.  +D=' (= @B + Edge ] 0  (    Hh)? ?"@ ) X Click to edit Master title style!!    Hk)? ?"  ) [#Click to edit Master subtitle style$$    6X( #" `] `} ) ^*     6Xr) #" `]}  ) d*       6w) #" `] `} ) d*       C @ABCDE F8c@3"@B  s *DjJ"  ,$ 0H  0޽h ? ff3LmNLm___PPT10i.  +ityD=' (= @B +] 0 zr0  (     0) P   ) P*    0ܵ)    ) R*  d  c $ ?  )  0)  0 ) RClick to edit Master text styles Second level Third level Fourth level Fifth level!     S  6 ) _P  ) P*    6) _  ) R*  H  0޽h ? 3380___PPT10./^2 0L0  0(  x  c $)``  ) x  c $()  ) H  0޽h ? 33___PPT10i.=+D=' (= @B +W ] 0 nf(  r  S )` ``  ) L  C $A yahooH  0޽h ? ff3LmNLm___PPT10i.K+D=' (= @B +_ ] 0 vn((  (r ( S $G `  G T ( C ,AadvsearchH ( 0޽h ? ff3LmNLm___PPT10i.>+D=' (= @B +} ] 0  p$(  pr p S G `  G r p S  Gp0 G H p 0޽h ? ff3LmNLm___PPT10i.`p+D=' (= @B +! ] 0 80P(  r  S G }  G T  C ,Atemptable pX  C 0AsectionnameZ  C 2Ademographics < H  0޽h ? ff3LmNLm___PPT10i.+D=' (= @B +U ]! 0  P(  r  S G `  G   S G `<$D 0 G H  0޽h ? ff3LmNLm=5___PPT10.nj+YD' (= @B D' = @BA?%,( < +O%,( < +D' =%(D' =%(D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*%(D' =-g6B fade*<3<*+8  ]" 0  tP(  tr t S $G   G  t S %G `<$D 0 G H t 0޽h ? ff3LmNLm ___PPT10.j+YD' (= @B D' = @BA?%,( < +O%,( < +D' =%(D' =%(D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*t^%(D' =-g6B fade*<3<*t^D' =%(D' =%(D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*t%(D' =-g6B fade*<3<*t+} ]  0  |$(  |r | S [G `  G r | S \G ` G H | 0޽h ? ff3LmNLm___PPT10i.Ȳ+D=' (= @B + ]% 0 DP(  Dr D S HcG `p  G  D S HdG` `0<$D 0 G H D 0޽h ? ff3LmNLm  ___PPT10 .v~Q+YD ' (= @B DM ' = @BA?%,( < +O%,( < +D' =%(D' =%(D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*D#%(D' =-g6B fade*<3<*D#D' =%(D' =%(D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*D$I%(D' =-g6B fade*<3<*D$ID' =%(D' =%(D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*DJ%(D' =-g6B fade*<3<*DJD' =%(D' =%(D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*D%(D' =-g6B fade*<3<*D+} ]5 0 0$(  r  S yG `}  G r  S dzG ` G H  0޽h ? ff3LmNLm___PPT10i.2[+D=' (= @B +U ]' 0 P(  r  S G `}  G   S ԐG `<$D 0 G H  0޽h ? ff3LmNLm=5___PPT10.@[+YD' (= @B D' = @BA?%,( < +O%,( < +D' =%(D' =%(D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*hy%(D' =-g6B fade*<3<*hy+} ]( 0 `$(  r  S G `}  G r  S ܛG ` G H  0޽h ? ff3LmNLm___PPT10i.p0z+D=' (= @B + ]) 0 `r(  r  S TG `}  G r  S ,G ` G  l Pa  ^ #"Go J   <G? a  t Seattle is the largest city in the Pacific Northwest ... ;; ;  @@``L   <hG?  v Madison is the capital of the U.S. state of Wisconsin ... << <  @@``  <G?P n DocContent     @@``  <LG?P lDocTitle     @@``  <4G? a  tSeattle, Washingon   @@``  <G?  tMadison, Wisconsin   @@``ZB  s *1 ?  `B  0o ?Pa ZB  s *1 ?Pa `B  0o ?Pa ZB  s *1 ?`B  0o ?PP`B  0o ?a a  Pa  r #"Go ,$D 0 f <G?P sOfficial flower   @@`` g < G? a  hDahlia   @@`` h <tG?  ~null   @@``ZB i s *1 ?  `B j 0o ?Pa `B l 0o ?Pa ZB m s *1 ?`B n 0o ?PP`B o 0o ?a a H  0޽h ? ff3LmNLm=5___PPT10. Ѫ+Ա D' (= @B D' = @BA?%,( < +O%,( < +D' =%(D' =%(D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*r%(D' =-g6B fade*<3<*r+8  ]3 0 @P(  r  S P `}     S  `<$D 0  H  0޽h ? ff3LmNLm ___PPT10.@{8+YD' (= @B D' = @BA?%,( < +O%,( < +D' =%(D' =%(D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*i%(D' =-g6B fade*<3<*iD' =%(D' =%(D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*%(D' =-g6B fade*<3<*+" ]* 0 p2_(  r  S  `     S 0 `<$@ 0     2 #"&zBp  ,$D 0  <ԴG?P   i20 (-7)    @@``  <? P  i15 (-9)    @@``   <&?   Mean Temp F ( C)J  "   "     @@``   <( ?"`Pr   j12 (-11)      @@``   <@ ?"`r P  i6 (-14)    @@``-  <M ?"` r   Avg Low Temp F ( C)J  "   "     @@``  <E?P  l 1.14 (2.9)      @@``  <_? P l 1.14 (2.9)      @@``  <xi?  {Avg Precipitation in (cm)    @@``  <(Z?P< r  i29 (-2)    @@``  <H{?< Pr  j23 (-5)       @@``   <u? < r  Avg High Temp F ( C)J "   "     @@``  <~?P <  eFeb    @@``  <? P<  eJan    @@``  <С? <  iMadison    @@```B  0o ?  ZB  s *1 ? < < ZB   s *1 ? r r `B ! 0o ?  ZB " s *1 ? ZB # s *1 ?P PZB & s *1 ?  ZB ' s *1 ?  `B ( 0o ? `B ) 0o ?  H  0޽h ? ff3LmNLm  ___PPT10 .搙+"M|De ' = @B D ' = @BA?%,( < +O%,( < +D' =%(D' =%(D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<**%(D' =-g6B fade*<3<**D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<**%(D' =-g6B fade*<3<**DA' =%(D' =%(D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*%(D' =-g6B fade*<3<*D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*%(D' =-g6B fade*<3<*D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*2%(D' =-g6B fade*<3<*2+ ]+ 0 php#y(  r  S 8 `   r  S (P  ml   @ < #"56p    <Tİ ?"` @ hdahlia   @@``  <а ?"`   Z   @@``  <ٰ ?"`   sofficial flower   @@``J   <۰? @ t Seattle is the largest city in the Pacific Northwest ... ;; ;  @@``L   <0?  v Madison is the capital of the U.S. state of Wisconsin ... << <  @@``   <?  n DocContent     @@``  <D?  lDocTitle     @@``  < ?  @ tSeattle, Washingon   @@``  <?   tMadison, Wisconsin   @@``ZB  s *1 ?  `B  0o ?  @ZB  s *1 ?@`B  0o ?  @ZB  s *1 ?  `B  01 ?  @`B  0o ?  `B  0o ?  `B  01 ?  `B  01 ? `B  0o ? @ @`B  0o ? @ @_  @ y #"56p  ,$D 0 d < ?"`  ~headquarter(city, company)   @@`` e <T" ?"` @ 3[(Seattle, Starbucks), (Seattle, Amazon.com), ...]44 4  @@``$ f <, ?"`   @[(Madison, Raven Software), (Madison, Human Head Studios), ...]AA A  @@``ZB g s *1 ?  `B h 0o ?  @`B j 0o ?@ZB k s *1 ? `B n 0o ? `B r 0o ? @@H  0޽h ? ff3LmNLm=5___PPT10.@n+C(D' = @B D' = @BA?%,( < +O%,( < +D' =%(D' =%(D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*y%(D' =-g6B fade*<3<*y+} ] 0 $(  r  S h$ `}   r  S  `  H  0޽h ? ff3LmNLm___PPT10i.Ǫ+D=' = @B + ], 0 !=(  r  S lG `}   r  S DH 0P   l Pp    #"   Pp    <+B#style.visibility<*!%(D' =-g6B fade*<3<*!D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*!(%(D' =-g6B fade*<3<*!(D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*!(U%(D' =-g6B fade*<3<*!(U+ ] 0 P0(  x  c $n `}   x  c $\ `  H  0޽h ? ff3LmNLm___PPT10i.2[+D=' = @B + ]- 0 P(  r  S O) `  )   S 4)<$@ 0 ) H  0޽h ? ff3LmNLm  ___PPT10 .?+EDe ' = @B D ' = @BA?%,( < +O%,( < +Dt ' =%(D ' =%(D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*/O%(D' =-g6B fade*<3<*/OD+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*OW%(D' =-g6B fade*<3<*OWD+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*Wa%(D' =-g6B fade*<3<*WaD+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*ai%(D' =-g6B fade*<3<*aiD' =%(D' =%(D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*j%(D' =-g6B fade*<3<*j+} ]4 0 `$(  r  S Ȳ `   r  S  `  H  0޽h ? ff3LmNLm___PPT10i._'+D=' = @B +N ]0 0  P(  r  S X `p     S X0 `<$@ 0  H  0޽h ? ff3LmNLm6 . ___PPT10 .)w+ED ' = @B D ' = @BA?%,( < +O%,( < +D' =%(D' =%(D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*Hs%(D' =-g6B fade*<3<*HsD+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*s%(D' =-g6B fade*<3<*sD' =%(D' =%(D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*%(D' =-g6B fade*<3<*D' =%(D' =%(D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*%(D' =-g6B fade*<3<*+8  ]= 0 pP(  r  S Dz `     S Ȳ `<$D 0  H  0޽h ? ff3LmNLm ___PPT10. =+YD' = @B D' = @BA?%,( < +O%,( < +D' =%(D' =%(D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*%(D' =-g6B fade*<3<*D' =%(D' =%(D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*%(D' =-g6B fade*<3<*+} ]6 0 $(  r  S |ݲ `}   r  S T޲` `  H  0޽h ? ff3LmNLm___PPT10i.p +D=' = @B +} ] 0 $(  r  S  `}   r  S @ `  H  0޽h ? ff3LmNLm___PPT10i.fcJ+D=' = @B +# ]; 0 :2((  r  S  `}    5 f #"5 $ 9 < ?"` 5 ( As of the census&  "   @@`` 7 < ?"` [  ( As of the census&     @@`` 5 <  ?"`  [ q Demo-graphics   @@`` 2 < ?"` 5  &  "   @@`` 0 <! ?"` [  x &     @@`` . <* ?"` [ lReligion     @@`` + <p4 ?"` P5 null &&   @@`` ) <- ?"`[P  x &     @@`` ' <hG ?"`P[ m Cityscape     @@``< ! <P ?"` 5 @ What is now Seattle has been&  !!"   @@``$  <[ ?"`[  2 Madison was created in&     @@``  <xc ?"` [ kHistory   @@``  <m ?"`P 5  &  "   @@``  <v ?"`P[  ~null   @@``  < ?"`P[ vPoints of Interest   @@``J  <? 5 t Seattle is the largest city in the Pacific Northwest ... ;; ;  @@``L   <?[  v Madison is the capital of the U.S. state of Wisconsin ... << <  @@``   <?[ o Doc Content     @@``   <(?[ m Doc Title     @@``   <T? 5 tSeattle, Washingon   @@``   <?[  tMadison, Wisconsin   @@``ZB  s *1 ?  `B  0o ?5ZB  s *1 ?5`B  0o ?5ZB  s *1 ?[[`B  01 ?5`B  0o ?`B  0o ?`B  01 ?[[`B  01 ?  `B  0o ?55`B  0o ?55ZB  s *1 ?  5ZB ( s *1 ?PP5ZB / s *1 ?5ZB 6 s *1 ?  5H  0޽h ? ff3LmNLm___PPT10i..`T{+D=' = @B +7 ]> 0 P(  r  S  `}     S  `<$D 0  H  0޽h ? ff3LmNLm___PPT10.Zճ+YD' = @B D' = @BA?%,( < +O%,( < +D' =%(D' =%(D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*-%(D' =-g6B fade*<3<*-D ' =%(D ' =%(D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*.K%(D' =-g6B fade*<3<*.KD+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*Kj%(D' =-g6B fade*<3<*KjD+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*j%(D' =-g6B fade*<3<*jD+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*%(D' =-g6B fade*<3<*D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*%(D' =-g6B fade*<3<*D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*%(D' =-g6B fade*<3<*+  ]9 0 P(  r  S ѳ `}     S ѳ  0<$@ 0  H  0޽h ? ff3LmNLm___PPT10{.cP7+EDO' = @B D ' = @BA?%,( < +O%,( < +DA' =%(D' =%(D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*Pm%(D' =-g6B fade*<3<*PmD+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*m%(D' =-g6B fade*<3<*mD+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*%(D' =-g6B fade*<3<*+1$ ]? 0 H#@#4x"(  r  S   `}     B ?" `p  Y Mapping table  m l  g  v #"   g   <t?{  Za8 M  <? {  vPoints of interest   M  <?   Za9 M   <t?{   Za9 M   <? {  k Cityscape   M   <?    Za8 M   <`&?{ g   dmappings   M   < ?g {  e host name   M  <x8? g   chost id M`B  0o ? g g ZB  s *1 ?   ZB  s *1 ?   `B  0o ? `B  0o ? g ZB  s *1 ?g ZB  s *1 ?{ g { `B  0o ?g l    x #"   k <D  ?"`   znull   @@`` i <>  ?"`   Madison &  "      @@`` g <W  ?"`  q Cityscape     @@`` J <ha  ?"`  x Seattle &       @@`` K <tj  ?"` pnull   @@`` L <ls  ?"` zPoints of Interest   @@`` M <|  ?"`   r ......      @@`` N <  ?"`   v .....        @@`` O <  ?"`   kHistory   @@`` P < ?  t .......      @@`` Q < ?  r ......      @@`` R <ԩ ?  n DocContent     @@`` S < ?  lDocTitle     @@`` T <| ?   tSeattle, Washingon   @@`` U <ŵ ?  tMadison, Wisconsin   @@```B V 01 ?  fB W 6o ?   `B X 01 ? fB Y 6o ? `B Z 01 ?  fB [ 61 ?  fB \ 6o ? fB ] 6o ?  fB ^ 61 ? fB _ 61 ? fB ` 6o ?  fB a 6o ?  `B b 01 ?  ZB h s *1 ?  r B ˵ ?"pP V Wide table   H  0޽h ? ff3LmNLm___PPT10i.>=]+D=' = @B +t ] 0 $(  r  S 8׵ `   r  S ٵ` `0  l P  $ #"KP   <  ?"` 3 P  x Seattle &       @@``b  <(  ?"` 3 F>6___PPT9  Madison &  " " d     @@``  <|  ?"`  Cityscape, Points of Interest   @@``  <t  ?"` 3 P  r ......      @@``   <  ?"`  3  v .....        @@``   <   ?"`   kHistory   @@``   < ?p3 P  t .......      @@``   <! ?p 3  r ......      @@``   <* ?p  n DocContent     @@``  <3 ?p lDocTitle     @@``  << ?3 pP  tSeattle, Washingon   @@``  <h7 ?p3  tMadison, Wisconsin   @@```B  01 ?3 3 fB  6o ?P `B  01 ?ppP fB  6o ?P `B  01 ? fB  61 ?  P fB  6o ? fB  6o ? fB  61 ? fB  61 ? 3 3 fB  6o ? P P fB  6o ?P P `B  01 ?  P H  0޽h ? ff3LmNLm___PPT10i.@\2+D=' = @B + ]< 0 =P(  r  S X- `     S  0 `<$@ 0  H  0޽h ? ff3LmNLm  ___PPT10 .`KQ+EDe ' = @B D ' = @BA?%,( < +O%,( < +D' =%(D' =%(D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*g|%(D' =-g6B fade*<3<*g|D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*|%(D' =-g6B fade*<3<*|DA' =%(D' =%(D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*%(D' =-g6B fade*<3<*D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*%(D' =-g6B fade*<3<*D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*%(D' =-g6B fade*<3<*+R% ] 0 i$a$0M#(  r  S ` `     04bpP  Vtemperature_wiki 2 !t  `  M #"&' `  D < ?"``  e...   @@`` B <c ?"`C  d29   @@`` @ < ?"` C  e-11   @@`` > < ?"`O   d13   @@`` < <D ?"`O  d12   @@`` : < ?"`   tMadison, Wisconsin   @@``  <ؓ ?"`` e...   @@``  < ?"`C d23   @@``  < ?"` C e-14   @@``   < ?"`O   c6   @@``   <Ƕ ?"`O  c1   @@``   <Ѷ ?"`  tMadison, Wisconsin   @@``   <@ʶ ?"`` e...   @@``   < ?"`C d29   @@``  <  ?"` C e-11   @@``  <L ?"`O   d12   @@``  <D ?"`O  c2   @@``  <l  ?"`  tMadison, Wisconsin   @@``  < ?"` `  e...   @@``  < ?"`C   d46   @@``  <`# ?"` C  c2   @@``  <, ?"`O  d36   @@``  <5 ?"` O  c1   @@``  <? ?"`    uSeattle, Washington   @@``  <HH ?"`` g...   @@``  <hP ?"`C jHigh_F   @@``   <Y ?"` C iLow_C   @@`` ! <b ?"`O   iLow_F   @@`` " <k ?"`O  iMonth   @@`` # <t ?"`  hCity   @@```B $ 0o ? `ZB % s *1 ? ``B ' 0o ?  ` `B ( 0o ?   ZB ) s *1 ? ZB * s *1 ?O O ZB + s *1 ?  ZB , s *1 ?CC ZB - s *1 ? `B . 0o ?`` ZB / s *1 ? `ZB 0 s *1 ? `ZB ; s *1 ?  `  9 N(y ?"P `  H  0޽h ? ff3LmNLm___PPT10i./++D=' = @B +} ]: 0 0$(  r  S  `p   r  S     H  0޽h ? ff3LmNLm___PPT10i./ q+D=' = @B +} ]7 0 $(  r  S ̙ `}   r  S Đ `  H  0޽h ? ff3LmNLm___PPT10i.Y$H+D=' = @B + ] 0 0(  x  c $( `}   x  c $Ф `  H  0޽h ? ff3LmNLm___PPT10i.+D=' = @B + ]8 0 P(  r  S L `}     S L `<$@ 0  H  0޽h ? ff3LmNLm___PPT10t.W V+EDH' = @B D' = @BA?%,( < +O%,( < +Dt ' =%(D ' =%(D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*Y%(D' =-g6B fade*<3<*YD+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*Yd%(D' =-g6B fade*<3<*YdD+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*dr%(D' =-g6B fade*<3<*drD+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*r|%(D' =-g6B fade*<3<*r|D' =%(D' =%(D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*}%(D' =-g6B fade*<3<*}D' =%(D' =%(D+' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<*%(D' =-g6B fade*<3<*+B 0  `R(  `X ` C      ` S ȵ  0   TCurrently, to find information from online text data, we usually go to a search engine, such as yahoo, where we would either browse a directory to find the documents we want, or we would submit a keyword query and browse over the relevant pages that are returned by the search engine. H ` 0޽h ? 3380___PPT10.¡F 0 @V(  X  C       S t¸  0   Xbut researchers have long noted that there s still much room for improving the way we find information from text data. and one way to do so is to exploit the structure embedded in text. For example, here we have an excerpt from a page about the city madison in Wikipedia, and this excerpt describes a relationship of madison being the headquarter of a number of companies Pw} /1H  0޽h ? 3380___PPT10.z(J 0 7/,(  ,X , C     / , S и  0   Occasionally, we might even use some predefined search options in addition to keyword search, such as requiring that the returned pages to be written in a specific language or in a specific file format. I think most of us would agree that these approaches are mostly effective, in the sense that most of the time eventually we will find the documents we want by using a combination of these approaches.H , 0޽h ? 3380___PPT10.O37 0 0!(  0X 0 C      0 S ݸ  0   #on that same page, we can see other instances of structure. The text on the page is organized into sections, and there are explicit structured data in the form of tables, like these two that describe the demographic composition and the monthly temperatures of the city. H 0 0޽h ? 3380___PPT10.eP 0 4`(  4X 4 C      4 S   0   b<At the university of wisconsin-madison, we recently started a project that explores using a relational system as the basis of a workbench for extracting and querying structure from unstructured data. This approach is perhaps surprising because relational database systems are often regarded as one of the most rigidly structured alternatives, and their design goals seem diametrically opposed to the kind of flexibility required for incremental discovery and exploitation of structure. However, we show that this is not the case with our workbench model, which provides: =H 4 0޽h ? 3380___PPT10.X6 0 tl8(  8X 8 C     l 8 S   0   so naturally, we want to extract and exploit this structure not only to improve keyword search and browsing, but also to enable the more powerful structured queries, such as .... Also, note that these queries are the type of queries that keyword search and browsing are not very good at answering, b/c the answers to these queries don t come from a single page*<H 8 0޽h ? 3380___PPT10.( QL 0 <\(  <X < C      < S $  0   ^8however, supporting structured queries over text documents requires a lot more work than simply extracting the structure. One reason is that we may continue to discover and extract useful structure from text over time. Unfortunately, w/ current technology, it s unclear how we can effectively manage this evolving structure, and how we should enable users to query using as much structure as is currently known. H < 0޽h ? 3380___PPT10.+ǐmLK 0 PT\(  TX T C      T S   0   ^(This relational workbench that we envision offers a number of advantages. First, the data is always available for querying. Users can just load a set of docs w/out any pre-processing and begin querying the documents using keyword search. The tools provided by the workbench allow specialists such as the DBAs to incrementally process the data set, so that average users can pose increasingly sophisticated queries over time. Lastly, the workbench can exploit the strengths of a traditional RDBMS, such as concurrency control and query optimization.3H T 0޽h ? 3380___PPT10.q?\; 0 F>p\(  \X \ C     > \ S   0   As mentioned earlier, we may continue to extract useful structure from text over time, so the set of extracted attributes keeps getting larger, more heterogeneous, and some of the attributes may refer to the same real-world concepts. Consequently, it s almost impossible to find a good, reasonable schema to accommodate this growth of structure ZH \ 0޽h ? 3380___PPT10.@+ 0 80`(  `X ` C     0 ` S )  0   Our proposal for overcoming this challenge is to use a wide table The idea is very simple. We have a single table. Each time we have a document, we just store it in a new row. As we extract a new attribute from a document that we haven t seen before in the wide table, we create a new column in the wide table to store this attribute. SH ` 0޽h ? 3380___PPT10. 8 0 d((  dX d C      d S |8  0   *Let s take a look at an example. Suppose we have two wikipedia pages about the cities Madison and Seattle. Each page would correspond to a row in the table. Suppose we then apply an extractor to find the official flower of the city, and find that the seattle page has this information, but the madison page doesn t. Therefore, we create a column for the attribute official flower. For seattle, we store the value of this attribute, which is dahlia, in the column. As for madison, we have a null value instead. H d 0޽h ? 3380___PPT10.)D, 0 h.(  hX h C      h S E  0   0However, there is a problem with 1NF, which requires that all the values in a relation be atomic. One reason is that a page can have set-valued attributes. For example, when we apply an extractor to find the names of the lakes in a city, we ll get multiple instances from both the madison page and the seattle page. Another reason that 1NF doesn t work well with our workbench model is that the extracted structure can be complex. An example is the weather table in wikipedia, in which each temperature value is associated with three attributes: the month, the semantics (minimum or maximum), and the unit (Fahrenheit or Celsius). ~ H h 0޽h ? 3380___PPT10.9 0 4,l(  lX l C     , l S Q  0   jHow we should deal with this problem remains an open problem. One possible solution is to allow complex attributes that can have internal structure, such as those found in an object-relational system. For example, the table will look like this after extracting the headquarter relationship. Note that we do not require that the RDBMS-provided query language know how to operate on all of these structures  instead, we envision users and/or administrators writing user defined functions (UDFs) that  know about these structures and are invoked in users queries.@U     H l 0޽h ? 3380___PPT10.@pC: 0 p&(  pX p C      p S b  0   (For attributes that correspond to the same real-world concept, we use a mapping table to store the mappings among these attributes. The mapping table basically looks like this. For each attribute involved in some mapping, we store that attribute and the mapping that maps other attributes to this host attribute. During query evaluation, the system needs to check if any attribute in the query has an entry in the mapping table. If so, the system may need to rewrite the query to include its matching attributes. H p 0޽h ? 3380___PPT10./ 0 <4t(  tX t C     4 t S n  0   The workbench does not decide how to process the data. Instead, it provides three basic operators  Extract, for extracting attributes; Integrate, for identifying attributes that correspond to the same real-world concept; and Cluster, for clustering attributes or documents based on some similarity function. These operators are the basic building blocks that the DBAs can combine and apply repeatedly to keep evolving the system s understanding of the data.  H t 0޽h ? 3380___PPT10.徕B 0 (  X  C       S  {  0   vby synergistic interaction, i mean that an operator ... for example, from the attribute  address we may extract the attributes  city ,  state , and  zip code , then at some point we might discover that  address and another attribute  sent-to actually mean the same thing. Consequently, we may want to try extracting city, state, and zip code from the attribute sent-to, which we might not do if we haven t done the two previous operations. H  0޽h ? 3380___PPT10.e 0 u(  X  C     )  S )  0  ) wQThanks for the introduction and thank you for coming. This is joint work w/ .... RH  0޽h ? 3380___PPT10.`?M 0 jb(  X  C     b  S (  0   In other words, the table grows longer when we insert more docs, wider when we store extracted attributes, and also more sparse b/c not all docs will have a value for all the attributes. Fortunately, this won t cause a storage problem if we use interpreted storage or a Col-oriented database, as we and some other researchers have addressed in previous works.  lH  0޽h ? 3380___PPT10.i`,O 0 <(  X  C       S   0   >Of course we can do the same thing w/ just user defined functions, but defining operators has the advantages that they are easy to use, allow more opportunities to optimize performance, and allow synergistic interaction among operators, which I ll explain next eH  0޽h ? 3380___PPT10.u0[krlL 0 |(  X  C       S   0   ~6For the rest of this talk, I m going to give a big picture of how our relational workbench stores an expanding set of documents and attributes, and how it supports incremental data processing. Then I ll describe an initial case study on applying this workbench concept on wikipedia., H  0޽h ? 3380___PPT10.A1 0 Q(  X  C       S d  0   S-as a proof of concept, we conducted a preliminary case study in which we simulated a workbench for wikipedia. We obtained a core dump of about 4 million pages in xml, and picked a small set of files as a toy data set, which consists of documents in 3 domains: cities, universities, and tennis players. .H  0޽h ? 3380___PPT10.eXNA 0  ^(  X  C       S   0   `:so to summarize this case study, we ve done very basic data processing, but we believe that the incremental approach is promising, in that we pay and get rewarded as we go, and it s very flexible. However, we also see that the set of attributes could evolve in size and complexity very quickly. and this underscores how important it is to have a robust system to handle our evolving understanding of the data.  H  0޽h ? 3380___PPT10.N(5 0 @8(  X  C       S   0   :obviously there s a lot of work to be done and the paper highlights some of the problems that we re pursuing currently or in the future.  H  0޽h ? 3380___PPT10.p&T 0 P6(  X  C       S   0   8but this one operation of extracting sections inserted more than 1000 columns into the wide table. and the table became really sparse  each row on average had only 13 non-null attributes so we applied the integrate operator to see how many of these attributes are unique. it turned out that many of the attributes were actually aliases of each other. specifically, 350 of all attributes  H  0޽h ? 3380___PPT10.DLV!@ 0 `1(  X  C       S   0   3 and now we have enough attributes to answer the queries i posed earlier in the talk. note that the first one requires an aggregation, while the second one requires a join on the location attribute of the city pages and the city attribute of the temperature wiki tables H  0޽h ? 3380___PPT10.#$> 0 yqp (  X  C     q  S   0   next we extracted sections from each page. specifically, for each distinct section name, we created a new column in which the section name is the name of the column, and then we store the text under that section in the column.  H  0޽h ? 3380___PPT10.fQ 0 v(  X  C       S   0   xRone use of the clusters is that we can build views over these clusters so that scanning each cluster is much faster than scanning the entire table to find the clusters. the 44 secs refers to the time of scanning the whole core dump to find a cluster. however, if we create a view on a cluster, it takes about 25 ms to scan that cluster. SH  0޽h ? 3380___PPT10.4 P 0 `X(  X  C     X  S    0   As another example, we might want to extract& The idea being that pages in the same domain often have some section names in common But this approach won t work for pages that are so short that they are not divided into any sections. However, if we know that these pages share some other attributes in common, such as that many of them have an info box, then what we can do is to extract this info box structure and cluster the pages again based on this additional constraint. H  0޽h ? 3380___PPT10.p9DuW 0 (  X  C       S `  0   Sthere are two reasons to extract sections. the first one is such that we can do future extraction more efficiently. the second is that we can do focused keyword search, meaning that the keyword search is limited to a region of a document, as opposed to the whole document. This has the potential benefit of getting a higher precision. S H  0޽h ? 3380___PPT10.@X 0 UM(  X  C     M  S   0   there are two alternatives to handle these aliases. one is to keep them in separate columns and use a mapping table to store the mappings. another one is to collapse aliases into one column.  H  0޽h ? 3380___PPT10.C}(rlP6iOU2a8oq0tvv 0_"L9U|`,y?JPQD#4`@t L$e'+0w 6pa:/?CJ5QW\a`}d2?CkOiginrpwz?mpjG1Oh+'0 hp  , 8 DPXLThe Case for a Wide-Table Approach to Manage Sparse Relational Data Sets Eric ChuEdge Eric Chu191Microsoft Office PowerPoint@k@o@G Gh g  @  y--$xx--'-- % % --'--%"EE--'@Garamond-. 3-2 #A Relational Approach to ."System8-@Garamond-. 3@2 .&Incrementally Extracting and Querying .-@Garamond-. 342 8Structure in Unstructured Data.-@Arial-. 2 OEric o.-@Arial-.  2 O(Chu.-@Arial-.  2 O3, .-@Arial-. 2 O7Akanksha.-@Arial-.  2 OTBaid.-@Arial-. 2 O` , Ting Chen, .-@Arial-. 2 WAnHais.-@Arial-. 2 W.Doan, Jeffrey .-@Arial-. 2 WUNaughton.-@Arial-. *2 eUniversity of Wisconsin.-@Arial-.  2 e[-.-@Arial-. 2 e^Madisonn.-՜.+,0    ;On-screen Show j$ +Arial GaramondTimes New Roman WingdingsVerdana NimbusSanTEdge^A Relational Approach to Incrementally Extracting and Querying Structure in Unstructured Data8Querying Unstructured Data: Keyword Search + Browsing*Perhaps with predefined search options...!Structure in Text: Relationships'Structure in Text: Sections and TablesGoal: Exploit the Structure! )Challenges beyond Information Extraction Our Proposal AdvantagesRelational WorkbenchExtracting Structure from TextStorage: Wide TableExampleThe Wide Table GrowsProblem with 1NFProposal: Complex AttributesSummary of Wide Table3Implementing Results of Integration: Mapping TableRelational Workbench#Processing Data with the Workbench$Operators VS User Defined Functions+Whole is greater than the sum of parts (1)+Whole is greater than the sum of parts (2)Case Study: SwikipediaStage 1: Initial LoadingStage 2: Extracting SectionsWhy extract sections?Explosion of New Columns(Handling Aliases with the Mapping Table!Handling Aliases: An AlternativeStage 3: Attribute Clustering Stage 4: Extracting Wiki Tables ExamplesSummary of Case StudyCurrent and Future Work Conclusion  Fonts UsedDesign Template Slide Titles$!_㻟 0 Eric Chu Eric Chu  !"#$%&'()*+,-./0123456789:;<=>?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\]^_`abcdefghijklmnopqrstuvwxyz{|}~      !"#$%&'()*+,-./0123456789:;<=>?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\]^_`abcdefghijklmnopqrstuvwxyz{|}~      !"#$%&'()*+,-./0123456789:;<=>?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\]^_`abcdefghijklmnopqrstuvwxyz{|}~    Root EntrydO)PicturesRCurrent User SummaryInformation(PowerPoint Document(ߟDocumentSummaryInformation8