From 70099cf33e8ac94649c1bb07f5e7a3181cbbab61 Mon Sep 17 00:00:00 2001 From: Aki Vehtari Date: Thu, 7 Nov 2024 13:02:36 +0200 Subject: [PATCH] minor update to slides 9 --- slides/BDA_lecture_9.pdf | Bin 1640990 -> 1643689 bytes slides/BDA_lecture_9.tex | 7 +++++-- 2 files changed, 5 insertions(+), 2 deletions(-) diff --git a/slides/BDA_lecture_9.pdf b/slides/BDA_lecture_9.pdf index aff251b350454487d8937e8b8e265d58305ac8a6..f3584677eddcf672d1b3a0e913a6bcdfb27e1b95 100644 GIT binary patch delta 73507 zcmd4&WmH^2x3-N2Xxv?bySuvwcM0z9?sRZ>Y1~}{1R8e>PH+eg!975*@R8)%-`?-p z=e)nqj~=7Pnl)y3*IM^A?^#uymug;FY5w^Z5;^@s=;YbUw<9(&T}fv6>gu$pkM8Ep zmK{FRA&F3pTSsNr++UUvo+3{?lpNraS|eb1m2moi%Qcm>qRr`?2r2u1TCB9+HWV)H zv*S5cR9E1SAn~3$N7=*oNyz8%vS!Y^Ba;f=ngSs%tIYmRbF zqUtv8Et-igoLnIo4#A@OP$-HhpCxa3p4z`To{Rh(75W9*rh&r*J5@sEvm@yWGRzM7 zUt{*gUSfh~xzVt|%-^B3p->uZFAaI`%FLf3!hgA;f>ghtVS&mwp|C-XS?KiOADd7> zD3lt4E&`G)I_w^Z^61YcAQKjJEKv9^6b=Lz2z?HY4m`XI^#ckesp&qyd?O0)P^m<1Z!DY}WW2D#ZUiDM(ca9t(_d3dIMHyl`fo2g-T(iVTW4V+OHB zza_T6ef#j7Q#g9yx|Y1toG4oNf%e2K&b8%TSGV)KQkmW`PB2bkB5#x?4N4_LUys$I zoxoI#Rv5ydg_U5(&EpTfH8^=uZ=PO?ud=Smo1?*`amGrvXj-hyNT=){k%V)3U%0-u zhFi{x4>-b)lwI+$>=x+cAS%J8U&(94b{FvL6vy8iUx*z5Z(EGQzA>huSe^{X;tdDP znxNJ0K3pEuI#GvgYgPrxm*p(7>U=UIz=mVWSb(8+YmKTiBho~@u~#38`pmpKL|8n* zqB-FqdDrB{$1es2zP`;eXPx}#=P+hXNcZTSN8 ztKo?DXo(!^IR3geAJNyH(5JbjV&d8Ff%ro|E%FKE2@X3bZ=aA<<>*;+q6N|zz zE7JuH#{7j1Pfpg1P{}OArj?njkC0KhrtHSOOg25rrmC85)DJ)XcKD26N|72D7jBp_T4m{}EU!fI0N)7xs1KUG z!Nvj;{(@S8M9l2Do{D^ccRfb6`g0i@jQs?)3<281f?)u?xTC>>NnW5#AW$;odJg8w zvdep*&dJXsK&^Ny{D~esFY6gJ10c zkWdIp`R*u~4@9Lk#Gs^EG)yqD6QB?h>1?r95J&3kCSM>mD|p-m@D&HGFUm? zD{2*-?*&+TyYg!NJ~FrmLV~ve#MT3Y2~G|8Gw=%d1=+iAQ~t+z?_U^z{X+oWNJurm zdURoS_Bgu6Z{*Sw-@YokKO8;gWU699HY-~A#RIlmC{+B2_vbc{Wg>tZ_)UQ|7Xyw8 zFB&PFAZy{kO19n-A0spf(Dyk+e(8sc`@}0r*cw^G zM>SU}bVb$^YHsN*-XVY9m$77CQEFC8B*nazhFYCn+u%LG%2JJYz*YarF!)nF7HdHw zXE{Sc#%p^&K$|7Xu#DY@oQm4@>Vo~^z^1bL?EMGZ@BqH%viqs8KwH0x$;?DgJx{A> zui;QXHf4t;r9L9LTwK1P`&+y_&bR^aXjE4!rCWk0@#{^WyNRxjT69@q^C8M5lgG`` z32)={Ze#P!M;^EPWlN{~vZ@d}yE_;0*+RnAE43w~RSNP3B#(1AsdywdaOB-9llndx zTk{gT`s`{ZquR9;f?gMkRu63v1` zTsoibwFcZQlo2|meecv1gXI?~lfp6J6DT458J2o^8h6JWKoB(CV=cv+NdZ>l;2ec; zYhhS<8M;u;*s$L#(0R6=x4-XI0@WR~x{mLRtoFKpaed+9#4#)co`2@;BF+`!Cu( zh7_lGS8WLjmKnQjs#r2nb0l5@I%ZLK8Fc#fbsl{2qiY@Q&xdCt0Ak$lW5XGfwql}m zA}4d#nBwa?rXorM8KE;OHXBa2-eHt$o@d(F#+l$dYs^CQ%sU|P(|OrQFN#Q$%#<^& zR#k>zR`J$Vzu1b;vW4erHn3P}@{S0O7{rT-Z6PFLN!EQ49N{0aIDeVJFPA)zQ&)ms zR3tHIl&6_AaM5T0QCRmY7V9r$L=yNH-fGFofLwUYei0ss+iw=z@EeVL`e^`TUT`tR1BIYp?>^zoA z6VtKe4Qf2fh>EiOnTGbUaJTqf{3laNSP7*DNlSsH_3sERWnEs~q|Fv20%J^bdqNUT z$WI|?Wp1C-fGNAavefs#&{3WzNxXf+jH#t{P~<#TU{&i&0YtP3l)B8R$|#OunWGd$ z?BwJc=ZnX`V=K>+556(1sXn98#&;FBVzrllqJ`R*RGviMf2TuLlx0CrH=Lll>QaEU z#C|cvG~4U_Lx!p?C}ZK|w3O;^YJ z>zpk|s>&=&_Diaj>muCDJQ^&+e9i%u7mjcA1>_LjPhK*=Xw1(?$Cag}_fqcz{c||8 zB3n;v7nEo_OpEyof9wkusBH5RrF?E%^ZSxc{;4d+DkZ9Y~_OQo{Xm7vZ_F6*@BO5;N zjybra6)YseaX`1sE2<#bc|<1lXA%2;w=aae`P2`493tXYS28-FeEf@Zh-Rf#vhu6= zm3`bdu0G^ZG5$%d4i;5`$P(6R`ESLha8_{Q91OtG8D!FuN&;VxxHW2b9MWP=HYFcNEJ_o-ls|`o!D4$el zqCcwdq9ODs7H{H2V*8{s$Fu0Oz$cZo)b|($E=rg!%sXh3WDWd25n`D?>5xZX=sGbH z8#&XreEG6D7}!uBuIF(|lJ{Gfe{}jpldrQ4PI}eA!|U+*=MgxjhwWX^B2OIpLA|AUrxCEybP znZs2BH?VtX^Z~HrHwwD^1Fc`R04g*{RzA>`2rMJ;Jr7#Bf`rk{z)=P$p?u^7{DV z*-gjrHKs?dFUDs6(((G3L56T`6m1feBBas}4AKba<9B6%`beTI>Q`sLv3bI+PSiQs zd*s9rbPCE!?BtE&_{u6>ZVHx@u9_MnmP8Ss!wSj>jfDzg4(2u5nEw57(PR17kq#cU z&$JNCo0PjKq2dmkw1)321c{Q&aAFlkT&Yw)$ZDAM>&0IIh{F7-g4QVMyi?s8X@+%x zQX&||qeVB>nCN@m#6DbKN_&f(s92BC8ZW>QvW*xeie>4yXB)YBgtnx>l&UB5SgkwF z<~i+tQ>6$<$Gda?DSO=@^=M5Q+SR_{k#tf*6`ETzE5#61KRX~v1GU>C;L1uFeV?GJ zyNv;3^kN!Ms1Z-_Lcvy)gVSfo=lmCtOXfgVb7Va^!DBquSj1i4zgn-j>1%-n^i_;= ziH0dt+Dq%%fD16JiLV4@U-W(enFQk}@RTY-}5AC(k2aI4wCcknJs zUylaL5o?@ByzaU90i~RXQfLk#%v<0K-t5`$)hb|@Nnx(!>OFu5=#lAHtd(8k~;Rp-Qt40)Wo?Ls;cjZ>4Tg za!OV?141%56jY#>nuQq0u5xp7YOcn7yd-BXsS;h9Mhk1(St}_-9x7q#M*T_HQr$ z7*y8}AjJf_z2`yt!w>Vt zKGzjzguWzm6m&0Y?}r-RY>uhlyxYa-Hj)IJvj|q-;GESsOrQ%`?FG!hG`OgSkDJn> zli&U@=D@zwJ=1TTH$5;Xh6P!RnPk9>n9w#BSbAgu>j}%xy|%4Qi)_g6*+eYe{|=_y zjC2+E=J=+%#~?Q+&u3C4*j2ZwTJMLb+fXQuakGiG`dyWGwfojP(NDl&ofcW4H7qQN zUNBmL(y_x-7ECe9;%@;{#UC~BJJWgORa_bYZcCJjBKd5-=4{>@ne(44t*^6g^nt(r zi!nyW>G*xWXPB;P9pg+>#KsYJaJOYD2W9wk9}_>nfU%81^Zi!J@o?Y2GOvYBoj@kQ z(&f_DQaq4_#PSu1*GJk3DbgxOy1i#&$+LimL?-f`Kpo(Zc}|q{oMUwF6Wo6dp(m&$ zNS&Q_ebK2)P^rr*k8&or20CF-?(t!lqly@qh6!|c)X$R9mg-msAL6+~^!QG$q~7I4 zbjR78ogb+}gU2|zL@UC<`>mdozv|o}XZL9PLU>?B&AF9QBl>|v z;86&$pg9IjulEwG>}czc+#b21n424!i1GQxh1U{drk_@~+`{&iK%Z>;vRi(=gPf2- zRSeWK^>ufRcY}jCPzlILn@)~un63GYJWr@EDC|~ghf;VGls3wdS&V{_giJp7vYSjF zP4wU)$xe`$*suwCJ>*jxB9N=-x5V`}^EYaA>NigptBctyY0i)cFJw~` zb`R(HIrkbEHkoOjfEXTYUoLRQ^|DlZNb+$*CvCaoP%l7=J^AE>BFM+w?O2DD3;s}y z2Qe?M9Lh%^c1Htct7^@U#AH-S>^fr~LXHI>Hrg}AzK0+!Awe*s&#Z|i@w1IPrWg3= z*oyl$(9G}lv$*gA1y&}w9bk*wwrH&tgcN0_Ew6uCRGb~xXnyJRR>L^PMP-j?sLD5g zdZHoJeIy-n=CFIL=_lb*5(!RcdC@l3pD1)a8a}naNy2Z>(D~U#OBhfJbv=0ZlkVdm zz~KD>%=?$0GMP8%t%X|*{{X|h3ZR5UDQ4_CtN;}`zrwzolXUwRar+LaLjNBT0Gy=z zzliWTAl4X+dk{((X(&%%FPO8fm40#-=UN?2EJ$!5)DmCWT@*Yk8F=`#fUJ%^7aw%(BE zNOWkg^%sbscusnUg0Ch*dj1HHJTcM6%QBdp?|DJ#prY6?lcpBbEZXs&ijOVO9tp@J z`*41tb^Kl(CyA^mK*pM}BTA&Imcu}_h~DudmTK*<_JO#V74IbE0bdCilaa(yh9i+E z@daZ}hAC794to4_quuq)kGd-urk9ei?UZFzd0s4xQhk7~KI(f@ezL?pNB7mPqvCz<^r!@8{Fd11WbObTrYK1W-jd<0&gNxe`nmlNf%Ljvf)KF z#FcZYd}2o+qr?BEp4Z~eFWF|K-MMi$(NEvNzgjR?Q8KKN5__tya=^;uoV4omfu}NKZRn!Y_4udu>vhaM>F?Jq%zL#(=whk_mES&VFNh|eg)Y#-T9oQ6YAANDa!O4 z+(3StHhModQ*vZ?=+O{c(!=-yh=6u(jr$daJ%wQ9H8mh+6QzYNL!l~z>;Zpc{Vev= z2?tsXm`GWH>wKJ*qi%!vV&Z^CLO2B0Q)gt5TQQ|`Fu7@`EeqSBS!X1Q zGkwymZ>0={#G#pfpqB2W%6@0$`FFODh~0h0ibr5C8B>);$YO=XandPyNo>m5&PAPp z^`~V%X)gwwZQEV%IMjv`mP{lr0amS`t&A%Lpf_s(2HhStvawcR_q)VmN?Z>gm|C_v zM^F+ciottC(|vBbbPF~_?=mB@+AQOIx#qn$>hqInB9WICJ+al%VjsjQq``+t< zRq#{dn$w;Y(3Xdw5QqCFg-&U-c~>evda6IPe>iF;Jg#$gqNK;S@9Y+PvGpnt!NSoz zg^L#zT>cx{2M74AdV2P~f>V410yKV~Tufl#O$8}jF)<;_io4Ong%g7b3Pv65buYbB z8rbe4DG@)8nPNt(_#4bBfn~@ns0i3p0rwcfDJBphvGnU>n#&ByRB4gW^e+~yaZ+00 zMWYdcWr0Kb@PSIVesVWfoinHY0)(PDa$$r7u*kU(11xZ$I#|>qLx7ytYAewkC5uy+ zT}5d-J{O$xan55W&hBf~zNxMQ&Lju!DnIwGTw|FcN%l~c61dJ0*JI>je9h^H5S3T{ zibdN{A(3SpgxSoYAgK;&B7!XQu!w<~H7px{I1htCuhgzjTnpPQ7^@=>J$77FmeITr zGDA3uJ=Ka^*;vb@8=z7|O>*mlliS?wG=Y};0lXdk@rArV*ZPxDoLSg9o#j$ENvV~*0Xh)413zHIR1EeAD-onQP&pe z1|n6K~}>YyV}x)q*ye%q?fUn!`SXz3dOVKCBU0dGC&AnVRm03r*L{H zC!n}lc~yP*?fGv;ZX54+{XTGB$bs9EE>GDuqr!A=B#v&GeTUirR1`G)-Rf&78FE4x z1W(RIj-@^Ws0764m{$~J^h)^8QsIG5JRY;02|zKHYK~cVe6l`eyEgsS-#r64oNWDC zzLaJ0XtrIp%hINd?3@pt8Z~!MUsNp@ZfC(&iqaLee(}~q@5?Fjyh4@7Jr3eGaqhsv zV%8gQ{1Q`IXui5+{9UXlv=|;=W*ZGboCBXU4PrEa+(wY_aS}(tj?Muo&4(!USfE0= z`JUy(cSqYPZd^F-fzkQ*ijjK=nX1BpCv#uxlQo@Ma`kuR;cH3@`WV>7O5T*7_P)+V zf%i+t1Yj~|m`anl|30*bMLd#gUshj0_f1 z75S@Xgz+Lns^ai2s8H_hPOWLdIAi{Qrf|0VA1TtOrUSYfj_Te zoj-zOwy&6Vgl&Erca=xvrt-J+v^cV@Pp!*GZW~QE`oY*}->KY_Ek@b*3`F6+XdZHg zjA6@J6zcS{;{(ZG^rXMez-l2)A}AGp1rMsh{=xtRge&N_SeN_$pXHVSGedoB*@X6H-wY{E+i9m*nY z#OlY-IJNAvc?Q9!Q3iUi&i3*lg-opNo3>C(9+!^(6&79Q+}6Yjz3@LKT9XR^midRve_}J3R-(Vw26XsoYJv} z_y0}h)+ZPxOrX5-04vhS#S7Mtbi!jko7|DK@~xIi+)&SoyP7YmwG#e;$t^YZNN?qO zNa^gC)4>5o&8IEqLd^PL?Y;}~P*M&8gW-Z&=~84)#E;aw%2KaCRM~!pb4fG>&&}-V zzd`E#L3>g0=pGAo8L!G(jffJ=GL-v5S@8m2@igH?3<_YsJpYI{60T^mu-PA6{sa(C8Vo%*2W7TbB5^5A!?MxO>F1UDnPYZ>egD+Se&R34 zlbJK`H{lsr)Gcc8q^v?GfeU24zEJ58!$1DbPgEL=I3`ffX^s`^)8-SybEth(YxiK( z4IHM#4zz=N3fg|3-FI$I5PCW3Z=sQfwOWH1&WypB>90}KXEzP_x@6%S%F9W6q8#pTn>c*WQiJ11loN~ zLi+=Q8vG&uv=|O+$HR@P&q3tz@L3^kXZ&N?nP5?VGn4k6a}lwVfB=56mQ(`lb6M4- zfdkNpSnN(2j`{h>V~VP9v^}_K{l1A+wJk=`DVHffKFLN=@%a{NF5X&aGBcH1)HY&t z!bs!m<(46A2$lZOk^TLalK#LuVL;5&j!a8KxRk?)_LedYRL}=J=(NlPBueP=tS1+2 z{Lb|&Sr=~VHYz!j4q^o(=z(fd;XsbFx-Drwbp=*t(d&qEa}8!k*)eBVS=aDQw8N+4 zi4+&z_-6Vn7okOZzD{4~Nz6X$tRZ#WSW3b1tN9qDgQF()&TPd%sMezd)xZ2Bt%l)2 zKt}LLYo3-BeRiT|tXBE=qu)-~So!AHI#D^j)w{tNK6!4yCtiyQ3Ux?#9p z^K85h)%*)Qbiyz~A~ziCU>eq2ioApAY_a|u07>=0h=VF;V1WF=U+HeUANj$j!Q;X{ zgiW^GuFi6_v1oR9^3fquk7j3R_se_s(aD1c3)snidiJ~5yFYCvmCF2qqz)&cSBlkOaBIW%)&7L_aGny1c+`HhT(sX9fosT23;+_ zVLo>U#sCe72+4*P`t*dYo;S4Lm~Eb7Hw3%7o}^SW--I#yYJ|u2W>=v5EPGhTS;r;K z5aVnL^JSt^y=9`q(Y5+`KU+yL@;c7op2ZwFY3wCNm__X3Osm~bQ9<~GI&%rpu3s=y z=Gaj>s|+J_(w;DBb_Y8i9r;Q^I^(IFR|IpXU9ZJRH+Ps{O86ac)ao-e!d} zQYe;csE_=m!86j1QI0z#dJuGrujVW8arj~6X!m2zyWw^>kckgECV1!u#vJqios~ey zF9iSV7xyu^&4M6cVX?pzaInhQ$VD2@TG8O_1yuWsDCj>^feA_`g2e$f;NZ}MzY)Pg zK_RK#mP9*;y+T$W;Z*(`aYG8L`aWPrFF8=b*ZTd)9B~#gUMx{Fj6P}Z-lkU=0Axf4 zO9e#WGfg%b15~kditu(c9rjFSxbDGB@mAp+w%D<^$kFb>l%5tLPwyE?DkzAanM~!> z^cjXIt&LckqmQ^$sAM^@ld*D%>5;dG?XD&GC6vQPIGM#;M^X&&WlbgZ=SW7ngj3;K z^Gg_Y&6%F7@1$wwakeu)f0ErVO>^`g>jKt%i+Xi<44iImk!psILk>3{rZ5REWYa>I zfKdOHU}htvbLLh*d#QE;p3<~Px8%s>egsX+Tujrmwk}=hm#oM?RoEC<`1SG3w$^IFbdeiI=JHSTYXjj+rr{vBt$h3eSFkr>%W$}OHs?^@x|s%zgtkR zk*g5npl0K;4rjA0z$F;@C^@#{BUa)5^Q;h(778At9k%@Tjl*jYm9 z?^(#sd5{I)T3^(_GqYIl8Sf!yI&abTCe(|~*|kg*(##qaIif}OpmDidi#(8!2Nz<1SJqS-oxC4w=Cdo6j; z=~o1qeZwP(hOWf{gzi57ybLf-yG(lVf_V%U?}T6=NSFea7J?sSMFC3zL^eMwmA`HL z*kAwtgQqF`?_ngJ+78?L`!B8(Qbv*=uPS=_G3P(o_~SY}3G7X;GvMjh*iB-`-u^*fK2iEquU z$^FeqHZ~&k&Ij#`tMn!%%rG*lN}oe}DwJvuxS8=pt(#S~i`8+r+WJ1>BZ<2u%@}}N z)*QE3cySm{xjj^)wK+{^ycq}mEgq0(ZNT7@0}uta{-}Xd>|{E+z_ zM6%PR2uBLVZMwgP_Ra$wq7JF!S>Af3JYvG`w`ESUc&r0!{tpOl7-Ylv>G}mnNC7{U zV%n6Ww6%P`9X4Jt~Y9vX)3={pKBkx`@~WvM1`gdht4kT zGEuQz`YI0B7wUqKI?4IrCGw9DV)11LjnUqd$zk)&bL%s;tVeU_7^5iz#~G>S3-D7i z2sj7uIA##z%oxcnt~yCI_#f|7AX0+>QMsP(zNQfERS?IEV<{K^5yH3sAq4LK7D7GL z%ckCb5IX^Br@SK+LJ1L|M`~C)hu}UL$E7QD`EfEHJu5$ zTzX6mzst1v@Qzj%IZQIwN@|x~G?%H#ohi1&dB|FK^#k;jK1eE?Dt3P89o-mw`sIhE z%G>Y5(8zGL+{d==$B=?Nc&s5})+iY5yNjMH$j{It!C~t~%yL(;(nw=oVIS&eySvvR z7fb26^#&o`J|nS`Bb`ZOEBu1M{wBbgdui@o9=CP({LUO?XZcSGj zEIMSs45*J578mlZ8m!X3%^bGtAmu8qK!f`a&&`BZLAuVIkV+ESUtziLp=@m39F->O0U?m)r^)N;S4`v0m1c@$xM zQE0nJ^2{^t;lh3+L;t@-06JPD8edIa;OFGV|04p~{}O@GRB7Bl5qxm?4g*R%%9?av zJtPsP2oS99-8K|)O|qOmt1d%MJA*V*^phjaM`JgS-N{fLkbezF3x?liCvLZie`E<3 z6KuVj6eWiVS%y=s8ZB(Wv28e${&EBe@dxT!(iOr?W(>Y5VK^hm(3;Q;oi648zwp~E zI0T^piBiTM9I{J+IAejV0yfOkKYC^dqawc4LVFjojJdXiVMaVS1btK?Rt|cRe>EATq0otL5r3S*>-G(v1STuYpw|lDww*AdEjk;dt(HkzcgnascH9+-8 z1E5PEKWviggGFp4oW&PvT0*vh_q6ZQC(q5prEPqE9lCuwE|R5p*!HuWe5#jC;**?) zqls04N&j08Q1l^sLX!zGrq{;{UHsDy*1Xr;OQ$(7oupKNQ^yTsMpKPp+w(Fy^u^lt zSnJGGmD~Jk2RgH@2r5=Fj0W%&bl=msna&!Z?CQpgYB8jbO+R7n1LS`hc-jgz`-nk_ zSI4yzQTv*}EO z_`G58(8E1($f=({Asn5(rx3(nw;^8^5`pM-@lO3`Ihh$@pAis?1-jt6^YY0&!}|Yf z11!S>TL^_%?DuxLUgQHp^5s9tzzV=h0@tMfo~xKo7H!>tz3PKL%NCqVibH$K85zgaUiwOJ-eibNHCW892_wZjWfTQ1{@ zUUR**bZIu|^6PP33QN7RzlS_{U~zJDv$G=#7>z+_Xdu;78~7{KVMHVQ@!)B}m|ruJ zs(+QGg!K;fwGWR%p-o|At_A@Zj(sIVJiQoOAeu^3387y#$iR)RbNhsu%YP+9av~Ni zE6OV8A{UFO6HU7%PA3t}a4?{!P;x&ruX_OWD`(9%850c#>Gv#bTo?=vIBfr@t$VJS zLnYnBf+?7aa?gE|T|2L){jn{?cr;e#=-2jsgp~Q6D7+l)lj}QwgK|M2h#B@Gw+K-Q z&1CQ9sHo)hh&}2yZ5FHq;xtySh2H@7x>RV$CET%LG5Rq}#$5)nzZ;}_5e6me zYkvlcO~I;_9#4mx*u|E=b7SXxcDs#3r_~vHY*bNX)KBPL=-3b4d|?e+aPqf|vDIbt zw)u?=>lSN`8xt6KTB7}u=QgE(I&Bk8jzp%@zB6! z)2FIkF?Rp%-1OLgL7DL-Yy__5_MOd6njMd8sefrs0@?*NH!2>feay$4Oc?3DUKnDs zl;ufGos{v7;rneJEala{=p|)Dbo0QpAT~gCyG6)OgC`5!KNC$CpYco&Z<+Nu&S6M; z?{G32)$_KtD7c(a1%3+}#>6@WS|Zj@8yLwuxQ#=Qbe-n5X39fgsbR5oayR$tEw`2zDyiwbL_`Ql-;dfjyCthW(;MK?J4SoX zONMg&UMN1Shz#^oj+j`SZi#!zv=HWZ|6F=8lPGTuh)Ifp!PscLMXoFY0B0Maq+$vPoDRa}`%KKZYwelR`i1z00MHy$iY?#HIL| zL%-R&ee7j`dkdiF4?b?bkl2RDXxd0ChI3dfe@6%^cS+RljtdiC+-tHLhkL-U`CW;8 zTWhU%vvtL3A7hZjQ~=_tLkj-tpia_8blDudk24x9$zLYw*O`A0X>>~m-Q*xr}txU7&E4XYkLd5vb8p=DZwpB%UQ9a)bTIf!0Ymi!@2)Z2zoJdH1>3W^_ zItA!D-}Yzxfz0zC$Z&|iLFT7Z`fixsaIU(Xq2-Tj=PjiM4e3S)2>KLWe;W@BGe10P z(+4y4JA7+(`-|uE{n||DN9hKaL-L@Lq~osFKIBXoS~B6;gveYOu#f*;pzhgm(I_I2 zacq^EH~Zc_Q0B8FsoY+ZF$mBx@*~n%Jxq;0uVg9TbFHp(4N?zP0_fSn)+y8)s1UGX z8{NWvhnxPF!PyAxi``?A90cYLQmO)6tkCTSCOp&c5--9# z&L}*WIdn$+%TqB9rN9#%CV?fMAMxzQc6dbv^dYR#rqr^(rWQG5baag74Npd=J}J+p z`^xC}Y{O!OGgV`Dtsezwtu;$Kwaky!j@Av&Wp8ai{L+5md1>xF=63EbD%U)d|}eNAP-0T-UR_rAbzUpW)0Z}o@j9Exg` zLyVlZmxJFwJu=C{b-;X+?Y9Q15Sy@>PPbjh*)az$c&I8@6j4+eJ}fcniVz-ZRNMic@hce=$Zo zg+T>T!if)S%rkHxX^4d3AZY=kcgk4AsR&FzmZqCM5kG<|=INzKQMx{oPgt--(Nc?t zmzSXzDs)?ujQRl~HMh))Kv|Nonn3yg!i-$O|A86Gw1Cg9co3^pI-=D~|#5BnJH@YU%fqsQqg@?^s}*geQkc=l7s4sN7{>HjN^$TqZ)J z?O3SjAn#e^Aq_K2k9~kgfa@dwK7iisR?VY*rTmXGOD8147;C~yWxxD^LZM37rcs}-5a|@22Y{@@aO%u+SEj7h z!P_z3<_T7tu@!&34B4BP5#VOixqrgW6}TEDi6QNyB*iP`rGgPpCr9X18B5$6Gw}|I z`U$64?D1<&C@d360tTlO@S^MYy(2Q>q(4s2;6b&Vq_>+MNi3J+i2oj>A`Qy~Ol}0t z?@j2Q%hv~0`LKSwvi+vh!sYwTK#~{lo_4_RXH9HFyM#LM|_F?%9fSY zI7b6tmm+WHmd^R=H;ZEVbyY}?ESjA9+iSI2yha~fmjpc;p-E-Dn%IJd)YzQ8@eR|cM$-=b;MXxjx z{WON)e|lnS3fYw{O`v2;WSL-@C?tG)JFTSg=rw*NUhjI5nheUc5xaAzmLH;B!zy5p z8oK7tv;x>4ieCE+~9<`c#aCh!Hf0rQAD zVR}Q+&e8zOXFEYkXAR4mqj>5bJ{?Xn${*)6+1P8D5Y4_yMQ%vd_r<5F7+qzK7QUY(0^&x6dOlUgY*>> z!>c{j`)P3f@$A5shEd90j&kZabaqC$2oM zv@{qsO?-$!Y4{12+QT5|GXN<&5J0;LOGL8)rb& zvalrd;xP}mW=@hP8NqbYIwJcyqO17qKK(j)MfCm;Uu zSk$}dN!sgB*u!j^X4=%G_@ z2|ZGptT^ZW#M?aI?pA5BiX=q`A#B=3`%DQ&3?Y|{AFs0hKI%Ij~D zhGpibPwo2XW^kA3XkdT-a=xGY=32D=x)v?P+YR7_@ITiA1fmPzJ6-=e9r$v+D3yf! zdn>hBv4p$l*gwA{N;Gw}p~MKVhUghF3DH-EP^v*#x& zz{mcNZ>eW$SZtv;NIq#Qd$?NGUT$ygV?2UMYRr^zVjUrwG?~q9tg=f;1G%MQz5<3jdkT$Y@h z>5cf_jEiFFiB7Y?61WVP;4>GJs!E#Jf4UMy-&=QN)m!|Z?ug`{Z&^7u&{}JG z^DTJf|9p!9GDt}g7M38h_Va(+7T|&8f7=$2lOpVUrqa*kN7_FtGpXs4O>qdgyiFZN zU&1Lv*WVpcntTzVRsM|EaG?J%*7et*fWV5dq`+$(GY->0>1wB=!ftE_J6&>?ftF>g z6-Ymw-7(V8@7%Y;vS}oE|8xDg^oHbrFl3I@5i033JvlZgW8o~Nq|uW*yM-Lp%c0YOksCk zpV0=X2BHxMF~aFm4#kQ)Qu6Z@9!GQ)psz{#0KOj!|F$<8qrg=7c&*>k@Vr89O(0{wWtkamT9js#IJJm}t?|&~PG|pgHxrUM1pS!Uek0V>CxJahZZrfBX6PlMM@-{fsw zEt&31mqZr?@s7N?EPT4Te8<`o5m?Vv!|xBJ@TdRdPBdew(2YI<|Jsv>)!YBFCq)xl z9&@V`$zZ=!aqI#8G8Q=>?$TH^;Swx5R@r$~xymfLrS3ru9Z>zaFBbzZbDDkD@Y+aa z=@dUmms=R3ZOmLjaTHFUZL4?^$1u>#lHHu<5=%dFtKGD~n|@Vj3=``d$TH?9y?^$W zQ*a8%N_I-SulP+p?Zq;!(V3y$%a>v7yT0e$_n`DK!|vIFg-}3!%__NR!n~v_ux?!V zeckPUxf3UBk_cwA)~U*kr;GJOn@{kAG*9SBDUW55Q^E?>ZnYkTFWdBX+4c@7Q_%s9 zzxL$vf!BOiZ{W1}*!r7da-uA>kuqVFBl_MIBB78wN~;wYCin9ii&X zgO%DgRpe!YaJ-5!(%6AW8cuJg6KcxlPL@2U#+j*436A6TGPYrNP+v^Ok15yen+!Jo z0;R2!6L1qO{e{IlO=18aMsh2)Pb1@2ir3KvN}a_}d7vXxWy)9mPNT z$?W~769T_=LgBt+#!{>GhbcTU>N%r2))QN@p%Az43Dg6jO6D?}ei!^deEn5a99`75 z3*+t%ArRc%-QC^Y-CY_9F2O?MF2UVhgS!(vxI=K;ohR@2?r;AG|3QuJs#Vq9qsP6j zao4Q5=H%})9n5jtr(4#4%~)*DQ67?1@4CNqYdsO~1ZJqhg2I~ICO4PP-WFeKZFebA zE(#rRt-p?!eYLt0F3e^Mrh-v255omTPjvq}5e<+NsS7epF(yqi#4r)Jz{tvwgpqmG zc@f@xK{Ozap$C3egLQ)xNyGyttHJUB?A-ls)(b^G^kT|{-$~MhAMDt14H)B+5S}7b z9cRQ{p9l#s3lj_`yqF%QHuI*=gO6Ytm3rs{8hAmb0YRK6 z{yUnrM+_DYxuiUE7F?7j^s~St9s)*ZpcjrLy-HtcLQW5oFC8K|-gO>(g)HaIYzlf^cPZ51MFwn#C*Hh^2 z_00V;>2m>pBpM8}v11@vaZ-_#ZM~JlncTGS;;&Ec{0cfbmqQ1%z|*oZtOOF7Zd#{T}grvP?u*l1DO&N@-ullj@ym+ub^`EgVt! zV5fxTEC5Vfw#FPJeROhq;%BKDUmm7Q&Kh!j&pwTqR5 z8T`fkL-M!s7S8NygpEga6Jz6+zJ)__)nuQJ3!EPjDh~3ql418;(?$cAW@A9ga}$4czMGsPW$?^s8>s(43~d^zk&CvIu=pK*D#nG7SQO z001IE1yj**CsQAY1o1%;e@PG*cF$yusU)Y`ykYTj)@FyC*vxG9C^!V`dfc5OrGT89 z4NKXw*zG_jWTg{J`Pu&XvS)=tQTF$Ugt~O)Laj{ouPz{gHi?ZYfFN7Zdr7_aVx#(R z;5COeE%Bc18KZX>i^|oKfbE^UUyJ(=7DNJMkx~|`H%;H)F)DupuWbjr)0InisIVoG57mU{I|ujLU_ULKvtVdHsKBu%O42^pOD5)qEgCW9#h)~D{ABxPQqjU| z6lu5#%+i9DK@KHC=gsI38Glo z=No}y5sYOqsc{hejJZbQ==KTzQH=~GRupJ~t)`l5WxHV5Tjx8PM{=z#*hYgR%M-wWJ`M-6O#apzRPt^Ol7g;iiwh^hV<+7U7?<+GPH zS;E5Sasj;3B|QBT<1Mn!iCN`WMyT1*ikzpDV^W5*mJKL;P!5Sozae>a=S(%R69?vQ ze>F0k_ez`(53O;;)Oxpsc^S*Yf9Kcf7+Ua?r?yf({Ax-Wu$^u6%`r~T3VbNk`eKb% zI20KG2wWd}^=YhVov4?G1do3eIT&~B2%(+grcQn+-OoDnoPjG5_)|S`k3^Jy^jh3E z^fR5VaQ>E*`4io!1PnwAo}`v-aEk40dz0T01u2$(8j}`dsv(m+Sf6mTn#-J_`yctD znr&0N9cWfC*5PyXPeZ1JtaP!aIWvK_WEzD^+4o+$G*(|RS@eb2qwRO6mSiVf6TYh_ZIY`m&{ zF$Py;Z!R-BRp=-dC{RP{nX2m+;_zlNIzP9WWVPszZ~4AS^Sh__!fuQIrGehFdsq)5 z7r%Y$VMVY1U}G|CM+vjW(%be963`pLDoha;O=SwJmdBg8X}cRw^*x50pGqsSbt244zR*%Zjfr0Qtr?`jym0 zId8;PHeO@7RCz6lTl=ws3R_&tiM@ku>d{i=w1*^s^BkLRCrXoM*V=Tt=)+VOz7*h$h8;jp8f z;_VQ)Dc2lC;?my}Oe)H;a`+HkJN@DxC=YPt9+FM4dkX}ia-YxqipY}Gu-{Mf)n-R6 zyL6sL=+^9)c2Gt1eq%lf$EP-?X-NF8{lm}Y0FdKzR_So5^PD85-*njdjHf0_p|s@4 zaz}(YmcGD~pC&`>eYjkxw^!2;v@62y<$#@Mg6hv(G&3hO4nibNiH7j%%r)E+N5|krLZ1n;J&0>Lv-2-4oPMo@x z*{E8dzRNHTEF>7KbhoJM=qO#?$>NA#sEPTc_~AMfG> zuOVhg6~|$LJz2WgZrwto{S#vY?b3QDzSdpCS*W_aiTlfO8q+xmfw@cSaFfqbBGW9 zVQWmU%DDg^@9o`YuRE4wzCW{@cw5|z?xkt7QE!cmcj)Sr&~IBU)azk!ld4LmME-Fv z;Bzst^~+^t=lyY1|1?M2}9)zJ_l5pe}S(P!NM)SFBDpL#E! z-7u7rwoK9$oPe5vuo{XAPV3A_U58pn*2G29DR(<|bsj6VpLKsXpKtRjl1@a;uh`52 zgvL}csT5`k>}JOqOGKlvo*oAil6iK1k4F;A1gqwCN+46ILN=(PGXtLjVLt&FqKNH6 zXM+!(1xODB^WN)QJ2ykSU=9APzayrbwlx;%6KRUF?S!I)d9(AMzc=2SvJw~_M8l1; zR$!%1L|Q~!L18f$vZu?BPXCswlhI)HswhyT!OL8@P(t7@vu&}?u$hSqZKYOK9u56a zcTk>G?Mp5=>$K)Pz8r0_`oawW_UUlr|Db=6VB?I@gr#jHGD2XC+@?QlyYi8pdc}br zYE2=THPTPR+uHdIUbIriajl`R#Pm z!`mIb(i?43K@WP~IpSgKo(GU~h6mJ1wfWMEE;Pb_PUNLLgb!d<_&;h42pH}`>Iu!0TT#Um=@tLod9>>iB0XHCZ(=lq_5McGCx7O zQthy;aUAH9u94U@ZmGMd#0{m&lD?DN5bjbK-rI#ue+|Rix{F2sm&c3=U?3is*j-ydFZW!Td&}1gWl6n9DDfivarwUh*9kOt%+y2+Q zHXB3d={hh;61^H_miOM~TYUG&C1MP_;ed4du%zfQIyH3QHAIS@wd(XSFiCyf{x%*5{0 zgPYDPZ?*TfAkAALu!t0CASfJ+U`SBxMq?JTXH3k1G~cbDQSW@(Da*peS@!EPWxlBL zSADgW2p7sOtx}t8&Z{z~2!|5B!cDJPoea5GM4{?7NVEO3xO5{BT0KR% zT7D@Pht7Q^*w5GBMu{KnL6KYeI`T#b&p?s8=(^QiLf-y6>>sjqeQ}y?)G|+Zq~7nR z!%Y|YT9v|M%v<&bMOLT?Q}{a}UBoy}UylT*aKG&9W7tkJPcAp~l2~G0TO21-Lv-r_ zVAm8XBC}!|>2D})PkiVj?J^W}TKQal!r4Sc{$RJxa{sss`ZQ+0bVqxDdlwQ2L>)L@yX--e@^#a^ECfA%HSn znH&WHOGja}?&Ln@dowx85=nCU>Br#3Xck#iYC#V%9&2HG9R4P@!%Wo9?P(v7|YT*lpsQ$$$*e8bgVosVGk}FBKNufBN;b z`^Af>$sc);Uln4*J@DexktOuaGj^PQoE>dDlGr@Qa~)gVWmqJ=Q;6Zvye0Jh&!1m8 z-eBk1wS~Jx`-RNyS=Q2fJ_loIE1hshQq66Vs=dT&=SO%!fC`){y^d1DItZEp|2Ege z906)DC`cN{h#@|b_PASQY4E=ex&-8)xyfTqyXgZkBzn1GggYX5Ne@XG#tY&yEHMyw z|1;3>AOk&-!?jl)IK-9^J&IIQ{MSIc^u>WJd0uJn_tYpt&toX(Q_hftNK`W~2-`=Yxv@+UzHXlTwbk%X`FfbDJ(Zj6U z?4FkkIs8>L$<2wChLM2Zf`PaAlByKeiL#`wB5le=Y~}(lSC~gV5@QtbF<43NpKka) z_`+17;pJ4mSf{kT;l|>l5ilaI1J;vQsAiv>kt#;W8RkROJFdyG_Js*xU7!?!xl@Ld zR>0+Aa{gi+5{mR184-%{$b^ss)x@W0|9D4t+;MBOPX<4uMq++68=3Wys;xV$S2KG> z?a2NVmHbwV7g6Rhp;J^rB)UFibl?Oa>1#uo8j}f|kj2wAGzaI9_4%{U0kFz)mXyY;wb_>Vn;v39L#}_HIpVr>(#HypuGsL_{zsS$? ze{y;6cIFtO*31gd>J^5DV;}wE1tJ+6tbf07Sl`~cfg|n>B$oj#edPRPERP|nrjazL zgh4>;EwHlL(=LHEFvFNFLJimizx%AY4Js(?5(XuLs;3vm$`{uazPi>6-*Fcfu|uXX z&%M6>LN%8M?c8%|zrLf%RS^uH+4(wSJTT6yUMG?u+mT?i9GvCh=tSFLY-1Tx(&1@w z(yO`5_^Wzjk5SRQ@uvtF9g3}Hd$pOh$ytbytG23YPH0}Sm-f3BiXXt~Wa`^C#Awfr z80z|`E*q4oCI#>Am}0KQrS$>Btid5Nz2)}0$6Dhg_>bE}HK&LyDdLurbOKP_VMYH< zO)e#N!FX)?&ILKWmmOkmCtWs{f#o3Y4SJmK01wh3y8;zkjV4Noe9wn{hC&)@ zl>3lJZhyjM;W`4c+(2Ujt4m;&0I$OrRdgP7cT3bQj;Qq9G`2xlodK^e@pYJkj1>w+ z26t%F%-+LW17Gt5NRQ^D`J=H&!yYkdp0PoOvbQI7}lz~`E8z^(AA=LNz=vO zhy)lNQrlA`U1oXNCuuWVgys43u4~gADeI_aj~~}+KT$PnoJot)!FM)yXenS|#c7fkm<8%@4;3 zf$M>R!OL#7hOXc9uf{`p=E>Y^oM`eRG3+DriTERMb@Px&aryIl$k@L<9yCC@;ZcR% zOeV;p@f4;-jl7C|;$BY~1^k|#z4tKF!?o>EqfIu2LzQBJI$QNAZtt$s_|b9AgMzP` z-r7!+b=g>o%=$#+<|oD7Vv)6V&TpGH)&{OjC}#pu{sIEDwS;wiZzf9lFDJo;i%Xv? zyzzpXlY&?%1TDxWlWGtytrAZ8iTh{^jYQsq9JWHGHwHk3X=5J&zlW)Vjl_nyupJgT zV5Ld#Oz}b*aE?x9ZhN-n_t1`nWuRUvRT;v)~Mcs5LZ&MDIH!m)>Sej;L zlZdH1^=c-^JWet)3m1*7xM9`Ak~v0UFOoTy1VR2tQ2F4Jvk98&!zsTpKMw^hiL#4- zZ8dm!ZS`}U!ii3o2`TjBsmrHvag-y1+G4X=JLzm}osoIa zq(`Nn>Zxd?5pI-@NFwRNk%5sm;WTPLrehE`}RZM9v4& z^4O2sI$%t9!JbCf4h)n$m3Z#}9aNYA3_V9>T@W{*6vFT6u8w|iYRC0s2vRpKdT zCPm`&JgnLn!D;5&a$zO-zL;HOR4L*LtWoKlv-Ud0$=Z^al(FJI=NXx!m-D$wj~+-% zWj|Q40(qfI0nq2`%PGp@@Xdp&usH+7l6iRK9Q1hrxgU<#$PTd6eOXvzG-7H1h*6fI zUay%q6Kww}DtXC|%G-A8TMf+T_Z($>ip;BePx0QgHnZ~baelqno)6hqLic5|Mk1NZK%G}H!;myQUNS13^8*2HdkoV~1p zR7USrMlHxHlSJh(kyvcq`g1J+!w38xvRML|P~&o0>``yffSDiq0^c`FwSKJJ6+Uk1 z&b)yJr=o6!U4+Bt`7z|?3mDcqBZN(pE&q>ww4H->6)oa{!XeE%VW^=H*0cnZDWai* zA$|DuBiJWXeHb+;>H4dw^ zM9p?J$v0Q$1n{bFv7c{UVj?h5Xelv>R+ zbdZ|{x91YC^z>8zp-lZM&a@|RF9`|0$7VRI@kY1$-d; z9J*Biz)P%26xhdIzFsc|9FoZUzT1x=$cNpBnHM9MJ?z-Q;Z%xCnR^yUI*srG9BzHd0Idl8)C2!$ z{WSGWWCpW4pr3cml~-xZ^l6{oy7o|u;)){`R!QIT`TWVvEI;%>i8p{kE)-vXK$PON zJ89L8!fUYvN`K!*Yc$20zN%ZDhAys2peL#8kuoxn$&c~;aPC5Oz1S5vGGUCO^(dIw z0zeaGHo;JJE=^AbSo4u?9)Ein=0DSPBAFn1nE#d{#wSfJ&y9L_^|n86s-y8>qfwpA z3veD?(ejKoLwKKPNLI2cuisEx^dYfASl>zHG^%cRsZ5*B%~;FyuRsyus|6Gr1dA$4 zBxoq1-k0IG5~iDch&m6=+sW6p*Lxw|_8~`+^3akYLwlf(X7&Z{%WjoYLpYa6fEhhiBBxO)(JKtDtV@y zwXW%q(?u$R0F}H}cr5A~Q`=PzpZtb%))0calh7@R9t766x~lkIA}m=o&q>xR)=obN zW%6p7k7<~ralL&f3Rcn=*r==8{Pe?wk>z%Uxktl?KP~|=sHg#5WiPq6tN|{^V)o-Q zDqoRW4sLBo$^C!B31O^OP;JY(Z-gx3(d3l4&|*s6xtbqH?bGT=Wu~&wif2MtGg& z%e$01i(H{_`C$5EN;b6Z@~$n&>A=?cimoe}4j^1b|3;8#IWktR9Zgci7}0e)rAPb& zjr#SK`*8ifR7y)zET+upfH@WGNxRdK&oQz$u-8!7uwTgAM+ewyRSk@nVQ zaS*D2;n@1tPq%pboXjpF|L&q_Ys+C#_^7I=^EgzNxN^8`OZmgmwNKfUry{!&1uB6iB1Z+3cw|PkSi)GU zdB7HQ6dK{L$GK7Ps>X_zwFk|ReiUkdgBiB*8P-Onqx>)IRFc%&G*q#6)~?hzLYqN? z6Bs35kfQ0VJ)JLfC-WPFnep~SFsDxd>hc{S&jbDL9MJ;NQ_s#^0N1ieY#7cL8!C1a zgV}C$NN2&f&Id|8dZ#J~%1Cxu5zQcyXxZ)PWObX7<}0>mA~)t;u4O}%cew!IFhv2dC6?7VMcY>Ar>JqSw6rp5b!DlG zk`BR1=E416Rd@hkhs$Ktq(Q0>xUVKUu4&2Xr0d-1a4>v2W~sSR&})BAHu5t-$<_}c z?exMarL`Bzis9AT;Fw^j%XnD>slx0$MS8ND#4&1S4rVjyB)+9_PAn$Acji2(4tgo$u$lT7YX0KABkY+DE7;UF`PT4o`!# zCxl z7{nsi5czFP-<&ZRrM+*!pg@kHhI|QxB zMOOWN8*mp-z5)Or%U1&?K7)!u*dD|7paAR2K_}*+!9fB3&r=b|2GW!9xh8Ek`xfZ7 zDn9P&Bs}LmN>5Jnp1>4~WyRfsHY7fEcbP=r%S2VYRSe1QiIwlrjY0Q8M3P?*7T_ej z$7q}t;^XZtx15sRGmG=2Td1o?T;!?^#>?m(q+9SXlNkBOL8S2k6@b_{bVc(+`@B|b z)CN#rKoGkDjw@Ot5V>26=W-hauD#S|OyX*yqp1@VkJySKX~<(#b1QtOtgyNv^Bpm* zE@&{)H!y$U-YJXnWU-okYKjh)P^c{UJbZ#?YkH+OyNdPV@alGV4mo#e^8RB#>uV3Y zyW=Bn!y%%vaFEJ4y|*OM&3$n!i#q# zCU$nTkzr(|`^ztdIi~<6`MN^jm_tmtTJ0Lti|=5S&L)>ZCegh z{vg@ykx-Sg9U^pkY~3|Q$damMVO@Mxz-2w9Fp=-2l!ICRH34nHYdX zKTv~_sbcN(&oVz$kM8XetGuD~2pTjG#ENydV8P=4lR&XOJ(aNf7d4&08+dMlJeM;8 zi9F4+oI=FxO#T(+PR0kK^#)z5CclgDyiehJ6hF;WhTkEYFVxOCOI>9f+8_5QUmjb1 z{p8VVdZUJIB)uPV2rbp=CfARy7GZ?LA4)wYdb*8w4-s-RUX0$lCFim;J3s#t5{R~C zu2L1<-S0Du?7IArwGvh*QlrX85RKtutmK5LndW2 zq?JQ}dk~Gh7b;f$`IN80&N-VPjIf+&MaR-}__8azj)y*I;4QMJ0isIyC7cLlO!nYA z_%S)=Tz_@Q)6sQJ(T8O^^9-XT!3x86mmO=0g+OD>15Mds`YYmK7T8ck)4B|mCsli- ziEc3`JvC~B#|I@nCKRs$V35Y8^|kiFl9yl$8d8+yJTCZ{ke^LIls$>Z%;Xtjt09vW zNXa*+dJf#DWGcE{wPW=0{I%4!t&^O2hHdtOW$P*;HM>gB74!P@&pK=olgazh7)4R8 z9M|&O(AjnNHUyMaFs#S~7EEWjsPBQh^g>RnGedXaIXPk~+nOpXz_H6s8IIC}ZhU}} zHCBHdIM|s3P|ac*Z7U32Y~I`tD~LVHBG#;ETwmHK^pxZ0fO;a}fk4!x6b-QIbH?U3y_lkxbn?*FwRb+LI+V*Op{BPia9c~T< z$jt{&3l!!>M@|)oqlTJ%kk$p#i^GuvLa{_z!k0^i)KgrT38#kgFvoWR>hxkFZ$Du? zSds*i;=A~=WRtJjLihJ(M zs*Ga~{v4i)t05HVk&Fsb^*(0#GQPUQZaxNI5%ATMY8K@#`yjs2nRkv7s^O$E3@L05 zl7UO%TkTKXO{w4KC&|D4V}=>^E1MmFmOhb3aTSM?l(y@huj*R2Rb@%j`2&bf>QG-r z3r&S(t;eQK24a3eZThk{vIirb13Zx8z?MALvoPw;Td!Q(YJmGe#cRd*6w`NG!YXZL z85Y=|y^?;D3co&`Mtfvc{x0XfkdW-hLoJd}HCTLIE?SqOJT z0j%3GNkmq9F_gVb{XbTy6_PdhLmZ4Jtc3-b=j}+>( zH(?-uwB8R3tArj(S|>=lTG3;DyAtT2NoQY847c4%VHhvIUByf$<-6bwC;gN*nzOqm z$bgJwV+R#cvQbMswCp9{Q~cDGDkm)j8Wi9uc`)*1E5U+nilge~{}qXIrI~BE-XAm9xnV3bVpk;IKw~v;0-g9J z3prX&w`Vb}Kt`M%@Ty!vihuKQQxi@J0=W^dyBxPt?V4C@%OdmNfPxMjG1`AMj$3+I z;Wojgb2g@{jP`%VARDZS-S6l}=elh?8?+k>+fg?Ju1Mh>qJ~98a83m!1Y*DPJ_$jV z%sonz^VlX&hR&oX&YL}l|Dk^eZ-=!|`uFj(c5reS$PK>j6q|{`LjYk#fw8~+rm$KB z0^tPFfTLn?oGnuRaM|EM#RNERBprbbjLVVUT_K5DfxpRlm@P#Ka5p4KGK`xZ=)bRU zDMgPO|6Si)59f`JM2>se4(IxaNY#DR^zXRhAY30xOM4BR8U)aE5iSbR^}0IdOGFPC z4et@q#S>KQ8Ey#<1s_TC2(@c4)H&=2z8m7JGwI_OBnzG@@i#)pg$*j5n#I}XkR zG_irggkoW3<^rOhfx7%?{co2aYH)NhRdR~EnE?oe*#hdd-j+$z{1x{CNz@t&uGRNv z6rL1w9$7QLh9ePDp5M-v-98ECzjK&xZlU?Cc^V1Vn1oHpmqJSFNJ-IC5EYt1QKEPM zzCS%pDRjF4S?c;Os)(XY9>#2p4>>jS3}wgeh~Wv^-+-@A7n5-JaJ*jg_e@0vI$22; z9Cu$!e$mFoAK@Ri+2g>MPH?jsngVh%2Lo$Mk$9-$|es*`y&bd&R6c!dSP=& zTs9$3V)urFM(lRXNNC7I)VKn3V^H)UX^{(F!M+Q4w7EY0B-vAPtH+27)dMBKg%bR7 zlEJ3PT?oJ*Z*8Ivk5W&9GsdJ9n|H)l>I|IkLdRKAlyOMU&!mKp;)b^Ra!IUb*RF#- zUj4WpVlwj_w<;Tu|>kk zO$AVsSbr#|eHO3)X$1*Jbz-1H+GML)B5vA)#$OY9z!X$!&HvRd!j0pQFNa)xnDCCs z0&Mz=*_MUkjbDBs!4V|g_w?!8dK)4Ke7Exb4HD&JJLeZuZ!7({B(vq<~W|Yj}QO z{CX6(V@X{5PZka}^y`d89^}R%q>A+86JfZ+86ky+1C?M~GQ@U0>A%*%o8Y4r78WSi zyfZU+Z9SLLZ3y}AXpASr+vLc%?ryb-B$P9nC8Dd4eRYhhg6an5vtya@AYr_3Y*+xN z-_79_*sfVg4$O{IX_g3Jxy~>|jy30UjZqC+Yyhq82!+}(9ZPyrx1EEr1zdKV&{5cw-|1<=zV+xAOt;6I}WLNt|tL z%IjVa!<2)p&tf9j8z~bFfkYc{a3_qf5Mq<6x%Skn)yZgGc0p^fbJNe;TUSqA0^Z89KSU0Y zcHaID(*Q`xVC}K{H5wCkzj!<8WG2Vd?W12e)Cg`c4`o-Ub=67QIicrId#)K~lX%~; zcwX(zSYGm{$QQ4J_Ei#z8um#*g@l>cqeyD2_F$d-^GjqPdUWW}Tc)N8^0EbP1X>A% zVPJ^sfdPdEo=Y~AR`aX~>7f&AO=HkQk3hwI(trIg!I^<|MNn9f{~-<3L-YTOG|;;C z{~KuvbqNlbo9q;pe&RXtV}DQk2aBawSEl|A%MCjhiJc&{+DR`;r~N4-2Ww7Dfz-Z%sJlvdtI~i zwb@B)tYTaW7#J=HQ^K1<_nICJG)o58-#EfW&b=&AKV#dUyEoL__&Qixbi#l#m>AH& zOOp_V{}PSk>L1aVMa%uUDF|U$(6`+ZDa>{H1gBhR9sfi}~itU)|?~csqopgM5{O+Qv7}YM+n^WU9!u`V;(pY~s*omHnYPmdDzMi$nc6t1W;JY|#**EYB*6a)qY;~5lbmiOD{nxP8&z~~$U3A%MJ6>kY0kDr}T^~Xy!mL(b zGF0w8t$N5wG}$ophvgghE^D%}k$;B2kFCKId?SBtBqTy04MR+##F*0GCqf*6!pi}$ z<|mysc2tkllJe$DC374uKJ3LuQu6k@)WjVZ^Mk;~-24avTe8ur?V{FXr=U;PKd>Fz z{sr6i=l1thH{V|wtVSFc?!%_9XZS}gb^G{R64hVKY{8e<`+U#AyQ`FIZgFzeA{0z? zi{2dTs-k}u*vcxEN7Pj;2rvysxl#gJn4fYyea_WhWol74kBx?-ZCl+tq{D=9t^%=A z*e>PE`Xf)twO1rzqq2HX1?EGf-XS?LwtN3W8n90Q7ZdUeCo6FF29g%21r3h^czzQW zm8PQ(!R&}04Bk&rnCHZhS#5+q@3A7}Q&83Y4qe5~&Xx`ANq5>+Zj{98%ALg=6=qHN zW}Gi=tyrlX`AHFP`3J+St>=s093c5C4Hj`U-9q(j+3|&bYBRN9C9(|W_=en<5+Y?U zZS~7=6I3y)>~*0w^+EWUXy37~0LqC_6!AY%hvT^|o8}Eq{WOD6iJCMiRS6W)vV+)E zk~S#}v$*~Z27;ifXD;1JP(w9I>UiO&oif}*N-|?{LtA>p%8V7Jm){*Six4i8YF2;J zy%~o1#W}?HPeaXx_aq1yF^{1Y4yye0SA!tbEJ(pG=o<3!P)d(_ENL1L2jpcXtx<)7 zawp9p_`m*ADs=3)Czd2bxTRhf-zl&Mwcp4hy5&DQzV=pxV!pLMlWl{)w^xIS%!d`O za>oBt5?M{0v--MD^4?V%eNo;FF&a|52Hh60a;TxkxQFFm)rzKJ05pLww-lHd{M4*~ zWaE!YT?};sAt{pL4*pxo2mo)1UyC0dg__M&$zA-t|4393Q(*z8bdEDabDGX1 z5uvlOy+4I&JAo9M5djl{Y~Z(ye4CQLFu-BisNmRs8OcbY7Wa~C4O_)67DyIm(p#Xw z<*ywIOl_w&O?gfwuC;}yOfi2b+eL3W?&Nd`JkQOt9EXwBg!(?w0-jCqY{T&B`osQg zJS;boX7rUjPXc>|&N%#|ZTxGB6;(@+bNuq_60Mexlc2%@;NJ^te*C9D2xiV?baHuM zkOVv&kPQx=5rTyc=sArji^1}Rg@uLv3-cFMCP~)6?>T_r@UZkypm&_W1Ts)BY)E)` z!7mUj+$}CUP!R~gMQ(T;ARRP3Juto$9RcuoM7aBZDY+3gRg6<%U7Flt9;fjm$K{M& z#-@oLwT~oy)Z6lP(%&qifTQ5(JT^xfCMnn-3{e8~5GhRbmveusq(hWu!zppddpfy% z{-dgXzGs}G0@qO^VMf2 zI8yM+|M_;Q!k*KJJ1p(X9Bo)VcD=YtRO{{_bzD8gb7W2P_)m>~>ZymQyhn*7gaPMl zF8I<%7MZrXN4e9_V-^}`UG)yh>N^HEG=3lAUBGR@Ax^0smf*%6%z{HiNqo~3?vpeo z+1`-v)E42^PS+Y6DwY7!Zkvl4bm`Kf`@TF~voC32s3i9TKh~;WUsPg5g~m8lTB$Pw zx*1E?`B8m+L2eOzg8x&8s$+=2dJ4Gd4{&8VeV8tq-8rpk`}Zd_q01iy9pzQR^~PnM zB9502K8q>iE6}-gDB>E+7I-1$I;aBI;SQJv1V)guG{K!gDrf)-1F)w_s}MsN`*71; zgF{3*MVsQ8cC>jY+^MsbpZ(_JoBI~dCa$}?y+e15gtBK@iUeg*GX-9xJwrcK2Cd#K zB%!r=CHI~>H`IqH8ygvKH%Jn62F@f>`xB9#O|*zQh;gwmK$!w7KaaF9nVstQ90nQC zYgybvmrsasA#@`OO{ z6sVXztc*P8LQTq}{yTsT#1MwZY~kdCM}a`Py)TH)ttb5{Wbjc1yw-vR-9EFhvm}Db zUi%8bdqN<`Je8hA53YScvw8Ij{hL4RoPUQYh2h;HKpAFCope|gx1UU-CLR6_bFcwt zEkW&kXGGzJAy6vS_cFRrGRNK_TY+k7|D6G92M_9nt?+jO@=is|xiAG^@Fo|9&9?la$)u>CVOS zzk3{9fA?Ac-~GQo2^3VAK_mv}ieQ;R1Z_y54Y`G72IbNRoU4UI7Bw0H9CV5sDkcQz zFJMW6r3IdP6c>t5p^JP%^P-2M##`zfmyt2M5Z8MrQ%DvrHW-=1J-50|sp8;!`uhC~+$kIfC!*e_UBQT3Ioe zEz(mlaImc@ePBcpO3YDWFa)J8n*(skzH!#YUYxgsn!YP%lu(m(lmNC%9DyX7jTX+& zQ%sKxVjIXLx@()w#SWLYV=wiOSJDjc;ugBoy+Ldw4Zm1~2iz&Ypl8HEZMN(@uUG%l zjF+i{2mgeK|K|QBhEmadq2{cjc6SyRif_MXwgLvhYm)n^Sr@wIShj=UiSR^D_)#5g zIgr^6^vr$?sLEPMKO+5ul_ds*xt+cZ}M)G#b>Gk|s8J zn}&7uU#SLW>xXF0A!{>wFQy2LV>gL7q_8*DIM!KlF^;v7j%!r{#+5L&sRv3`> zynKE761Y>p6UTDg7c+;>aFYvGWPvW$s3gEDCMehzQZ3XDaO5(C%)5@?%~xJR{rD7r zN3p^GR~>Lbbsbbj2yX7=S!gU^nhq*2IQM@NA!T9V`Tt0S=l@3{Jgh*MP)I_M7fHn81To9lR5uoO-GyvUo)nAfm0b4a`KOadlUM3}q5yY}uX>oxvw7Ai*`PkZZ znxsjb67PbgQiw2@qMjywlqed?Rp~i7ITvmj>4`i{Q)`6I6pZ%0|tD%9G65tO3#)vA#d>fc8+7 zRe9({sg=deVAwUJGDpaqaYJTUHYog(Vh$>767M1y@@4F#vL&(PezR=*6^jNolKM%PaSWTFV1F4}h+$u2kHDGWjV=?%s3OLM_A|+1P)$|)bT%Y?UkfD_ zFNTny54xuyc}yFC3xQmPl+UVLuwySulN3L&zrm+*n@SWQ?*%;l?h5Wo=;W%!U% zV#I(c_LzX=O&jn%z)m57KH$h#S{vz9VaJi|Vkw(szSN(CFRVmslC-NbO{lhD7O6nZ7yKK9F%iha1SCYs1c7ZKJke~Z+&W3i)p^%f#MjPDp}cZpa6fQf%;tS?&zTvPfwX89Y0+SFr6P z49?!LquBJbGx-b(_2akzAq}y(9ImrWMj<~v zY=IXS!K_JG_pXbz<4$V66OQz;g@z%01`dHt|2vJ0_fkO5wCu1^^Ca^Q?Clbu2=s7O^|Vk+5#Tc)zR_8n@GA=W;BktmXHVz5s^(w!J%94(3mOVA6v;m9BMG!u3l>wWfW-`K-UKb9?dkYr~7Bg zn%jAdk)er5Mt^tC(I|K<9B)Ag-gA-f=4DRke!2>~p zySoJs79jW?$T{cz?)`Ot3^2ofx;J$1>RPK-RXL&%+$qgN&ZC`E9>@wBkAXk$q`XHk zt+9_Z@l}Zub?P7TP;A}3CK((+n1sgsad6nOt<^WopB>iem`9^pNpD5)j1b#=jM^by zQQ*!`?ycP&2^U^Xg=c;1bav;zyTpVhR)!94$8lRm=~59}+)@kY5FujJGn&51l1l>V z<1C?ErANVEj(M|RoU+-C_0QJ7F-B%ep%6?7@msdzV{PGv@NcZ1QT!nXkymfgI1^C5 z=H|#VG)N$_OKspzQ7FPll){UC6#;y#v{^Y_&d4y&I>y%oUBf(H55K&*-#B7VzZezB zy0VzH^fJP-b60mNMW}PvpAnYt;s5!S^lY=4btP_N(M0=A;HJm9Vdn=)jb=rv75&8_ zc)?tA(Ftt>HdWGFljxf%P#!9U&dzjsh4+d<_?5vo>Ob`7+1$~JDMdad{pC>ZuaCQo-}!`fxKjEMK7^nxL@O5so<82)XLT%YvYndQJye$6$({36u2prs z0TpOMvINavjF!7<%iph;YzDUTsE`TPrL>-xNEiuI-DPHF9GX%1fYPzAYnAFXT;?%aRA#>UEn0Tb z82h^y+Wj_|;%m*&+aih>h!N4c!`hM5YEjqXDeI(L8knfBwZ&f1T)%h`cPlDG>VYjU zhZ0;Y++KBGUVJo!IAx^a^;&l02hTgu8L9Ev!dm3Ixf8u8>6{k9EZQQmK zLMavNkA~U#>e?(m+m3C=YVFRtdAqDDQ7iht%fmcgeH`RrU8pI%ha(xkJ^Sl)3Gn=N z(4N9D>|kscEK$(E>A)ve6y>tDjDxc|i({~GGv6R4NPIP~@fxS0EbUcM)hEkkcgByv z0-3mvTX~E^u)(8TAK$0c4b2mTsxs0sluEAQF+?g3!=(L5D4%Ia_@|ZCvT;F!g_1tGBl(CS=vIcvri;wRiCfZd(AJdO_Bz3`1PQ^ zm{pu{$-oJ1uNIpLEDOUXMJ@d7sKlR_Kb-JqE?uop`SqdY$TIJS$*TUc2s(<`q7j|TLjeU8cfpsRUJMR-?#FKqh>{OAaLIP(&xna*8)&X z*f0s2$=C)VA*B`j3#OyousESiHP^F8j}3L9Ioba~(@^)Bll@;b&B@LS zQFg~N@q=Fb50Zv%7O2br1RKEf)d(*^J?fp&it$=?#QL^=C zkW(;y1ZJ8_Rro_1gJP~NE!avhcW~^Ne&PfpNrlEZbL}m`XKVQSPf0N?T=SL_p!xXd zBs4k20yVzMMAaavF}cs+u7jg0nd8*q%N5yfX6pKcVgX7eTD;E+$~Gmcbuw6g@>Umf z7`-Z-ssoRHuC%zi&HOqN$=C@{JDhA{9pzk z1WDT-!|jVnR{^_PpMHcv1FG1?B`8xZgpe+T7+#MCdr;!lmA3)tH{0-`g?6FRD8p7 zr>~t%-DZec^s*$2>Xrxm)joV`k@rQ)p8qX}ubx#%>l?|tU2GE3Sxq|I43G+AYn?r2 znGUATFF+pUzYkWusSMr{kG zd4Fw{SFv7l*mF<)_(tl_I<%MMU2Ya_xHZmppmNYOdm*s;5A`sUlp3ejrkyM5>_(NZ z=d7(S9K8r5`Tvrw7kB|^FdSeL05Tr93KhVE=!)sY${-Kcq69F4%)RO7TM~upMDc%! z#LCptYKSxZ(5!?nj>HH#($4ZlyK&HdQCpoY&U-lD^udLRd6I=i|28|=@|=xOLB^_` z#g>nuMkV(Cfd$9IUE^iaFQ< z@1e=kuOG(kl}LJ+L9?H@D@uxbFCXSe>UiEl+c?KA-T2@!^@Ak+mUv+rSEM3{egxhb z(eH8d+&^gjZn`@`(yGLB(=y3nXEmU3$p|S9j>w&bQ2P7h2D5xi%#>ZH%zgcVeb$$a z3hOS(!*ls(ehOM4cTbI(tOQsMgo|CSJFk{IYsV9`YJq*LVxqc z+VJih{yARphpENN5`8SU9JC-2UYs0b30Y$-<&PRsw1tn^k1IYY7W7NMNI~u+QTmnP zOD<&%K!DpU?n?U#8< zut+2*44JR-U5!(8U}-Dwc0aO8NsGb4kV0%u4rN8iv0B)*WDYD(mgX=QFn;~z zRH%*LbCw0~0Szl$7<_69O+@y<17JNH83PP}04yiRlX<}fmtg<|VL3VfVdywHxxnlw zP|4*>On@>HEayLm5F7{eiYG`8u0RC{K{P1=@UR$XhZ}2#b((+J0D{6<;Bj66E-dF? zN)S2$GI*34zy-qv?sUV#dzyq7%q|Fk$K>Mr%S}94H7@SwS)qe-L1JhCp>VKVeE%JK z-0aVG3@S!=Zbz;4Z^ptOX=>ms#px^xREr!G1h3`L;*DJLmby`{L}P7-D>{RFud(IO zWPQWw{aG*9u@Y%OUB)^7Iz%;;wj#j^7-0rMIZ!whHOrBvxWUjU%RZwVVrt(Pea4{i1 zALW+Xg7!K^J&s!oov#xiLfB7+)+1=g?(OuV$KL(^CRe$^hkfSn$ze;LWQij*HX9(= z-*+L{;f$Rjg!^xI;BQrX(RoGXXK%@Jm}mHeX-;P763NluR^SE+&gJq8>fpr{-cupa z%O4nczPkOULvlEN!Gd3D$xdDN6Mzz#JX}N0w00?F&455XQ0*_x1(@Dqp8BF>+%ybt z*}rj~=p61-%#V=btJ9KuA%BVYP^u65>=W_1OUqs#d=Pz8P5cvVJ>*X#O^aVjvO)FK zXbHulchNaiT1VBBD?+YTEy=`Fg<3Y6X&A^OFrzLqeuJqS?9`y*IxhSx{CN3Cvu|(C z`3G8zRP_G!cYiYLf19e>N~V|Ovc!-Rd-;$=@Hd*&*_W63Y+uYFz zrzqX!*vnCLf?}0SSWRP58%I8$!aG`abzFOQl<|6N-+M$_=_-)6I)A~HPfVF3uTp>QZZU-5o%*YP!gBPmTVRv1EDVVV!`^d23-UPu6tlnMXS5`N zRn_zOt;j@iM$a5H6+ej?*76%>{t$^%2DMaE=)J05Cr)fB!N%4wb_L`j8Ld3jULD!+ zc5uL|MZ2)V>)XZl25fys2}z8#YLJHXhrYL?n22P`;JOFcV^@<*=H6Rd&^3vb~T~$r+jQBWhM{PbioE6-ac{ zf$?vi=fiILJBoqiPDI(g5nq|&@Czju_?2d*0;KPnFA;Ju8yTZVw50N_L9+f~6M_Wo zgCZyMh~BQk5y1yUkv~cWBw=aZyOhhIe)UmXkn{h{X}gw9^x4K4Z@<4#!JeyAulA2; zLAoggv$9xW)^w#+Tf9&3n^Js`sWEk~V`AFOcC+TOw!|Z6lz?OR=WcN~B_YYD@_{)+ zp8CJWs;Nn?>*{!lEK7|^ur2ZwB?7acjd(OtX>6R!3qA#8lCfj4+GX)uUp2jKcegvb z@qTe=K;t}SH%E&7J!5hLO}YkHa~xhP^wDbT!Hs2OE~LM?rt&gQrQ0t}?f9xja?ZpxC5bJfA3$ zImMd>C(-!R+e*E$ZGt@d5`@1Nk%t3(`V$E^u?+~#kNKN(^}NA0yD6He=TK>Bi$5-I z1JogsvH5R{zKvQQ&Q(m<;qz0zBDbU;J^wj87kP+6Q-;t|>xVxkk{cRl;9Tk=1}**a zl~zW=Jt9U$^l?}nK+6(<=DhUf!|V;dybU&fh0IuY-2*{n3eDD+;G-MrODWeA6UZ4z ze2jB8-@Yg#7MFCd1_<=L{j<2Dlh$)qi3{(nZ$^#)!TE{ z;ja^NW-^NxOx5Pd6uq{??n_uBt1-9C+bq|a0kSvrLAT?<5dyg~v{)=`Avt@Odqu-7 ztFl}=^W{Sc5xK6zn$5_?VQAxnuiuG+{Kn%G*Y-z=+^EbCf=^(D*j4>kx%(J1-)IW5 z+c&5ao>gnP)i#zi*Zls@Aw^|l78vA){)snFc%ISJBF_(I{&!!t@wY=|Lt*aILGscC zMP%%?`fhQq7y8Y;f+F+3!MBQALV7;QIT~cry-e;55IeaKaarDsHs0*-^!55nkh>&|qGn+Ab@OlN8_8)*U-XMfB(lMU zX(XT6IoR${vz=tEeGp7H1inydx|5n*u^sWq_>j8EXklMi?@aLEBo-m=Own=pY3)qZ zv+vCAC7##v=G&8LiDVO5GUCFR?Tx+& zL_nKZn!4C0JliE0{%6Yl--8qZ{8a$J0ww&n1pq1-JUst9LwUerf&exc=s7J2aDxNu z$^$SU_uT*=ROnd@7Au0og@nigYGKf8f9tTm3ZEw-WjVMmV!Gti_~#^o%ijxl`M^$!fB;xN=ppWltc1zQ_YVqrI=lJ6s!9MdNPE>0#@=U1Hqz;PhI1qnO(*QS2rLKz;bYcO*)~i zQVom&)2J{45XW`+Iu1$e>!+t9@P!#g-G@L>>u4#MOH5Q4!__@bPD-uQYyD=Tuf z`FRd7(MJFV*lq?%3>@1DKmsqi16W`M1pdZV09^ohsE8%gn}DI(&96a#co+=p2^7~ASI7;6ZR#o)Sgjs_3q}ry4*ls2APfE$0$>3< z5&{*$&qH#6{cn+;hU9?Qg#yxGVL7<}4a{&oJMK7O=%C!7E1f^d^4x>q$=~6B0HgrL zHV({!L20^1`{nLq25bF+MrwC4gFAzk#;kjNM1^;bBsDZ!m`&d+BG_Z~RcU~d%!~xY z#Ap$_d-=PovCcsw*`iiSj-;v4TGntG9Q3$kl7*noWH0ff>X8i0KJw_1#d?T1)o{MQ zvs*D#Y54_&DgHZn^QbQm?8V*G5BQotKq=n-LL!a{z-Sdtd?q0DrLV9wjUQM-bs@M` zXk|*ZYw&!QIL^&e}uI2dqEnPE2MB3o7ytjT2%32IRv2=PHBE>H+xRjC`n9?Gg`0cLR_mB?6GBsaamEy9XgLlA?x^ z5QwSjJLe&rGdIOT*W`SBQf<70iU3Se03ZPU4q7nDcuf>7Olnwf?O-7;q=7iF-Hx4# zrULai2{P?Lf*(_2dijX_RfRYtV@Eq3yWnZ%GUG!&A&wr_lFoxT!3{qoYsQ#JyvJCS1cOIV(tc?_!pnbLeg6*&27P)f2pPchmssdS{?`RohYm-rDe29+r%YhW;1l zcNW9U!1)kqO4ltB305;t$^77Io(ejv^tX9EIfFhh^%kB{#Pt$M)H$AgKV%s@t9h_@ zKgZirMn!oQGWJt>6&AlZ=l+4+aHhxsOMD6DrELf)`0dYYZvDbF`4&BU)YBX}@XGu< z03<);8In%Um6`a?+^C7?U2R%@!#jZ2<%~av*Y=Ett2sH4U-{59Jn1y4%_L4=fIK9Z zur@Ru7KbLr4OcZB6@uPikR)F%@M1x#`tu==%E#U_1EIb7Z)R->2WN_HdG*!dwy`dZ zVxENwXuOO@1q=!A2YNI~UZk{Q%5%#2nbXKS zjyNq*=M1?7iWm%$Q>zl#NsA4rDGP^_dj?0!q#SycpccT#z>BgXWTyA9Dpl;xg&-Zf z2r-(qjh4}7{z(VPHvP(@63S=6oZup7<=IM*QAZJEC*O8?XF&|4)EzRTY2g1UI|V|C zwo_FGda!J&MTY_iW8l?lA7cYZEzE@mPK)`!$BN^}aiKHy(bO`el#ZK|Y&BaM5|WWc zbuV@}V1FiXn~yBJv7yZ*nEZWB@Y%TRMo+k+{j*Bx;NVnYv!ce=Y+LMEE#WkA*NrN@ z$pX3N!_O7ck!kkvg_H6I4LwD);m)8LIyG%OftL34{I}y;U!1UKrRI4X{*2L276!LU-IxxpVpCj-I9r0r_8ORl<|OT(djvvmaBLy zqmuO#FY_D1H1jJ{2hrBsBae+UD(nVEYb>U+>`W#4M+Ks8Coby+mqtW>3TJJQtD((@ zvGXi8`xfwy;W(XYlNqgYT616?4WNj$Hr5+Oxz+oAJw|gxs;V-~gB!z#P546^w64;Y zvy;0s>V{qO(VFkXIbkNAjFcxggoymDQ<_tHr8K=k;2;9;)xF{fOC}%0u~UBc zx5--gPoAo?`_Jr)xtTxb(*wVP(j>+Fi%ytJanYSE@4qTZ>F`{ju$}k!#~3&!#%sF> z#3PxP5wRtigaJX$I-HEy)rN~!V(hQ zeSIha200fIhZ%=|NV@jYx15d0n%L6VFRdk9w!HtOb7Ld-@?D705Je^*=*ubg8rtdp zpX9#Crq_Mz_abWSy)d{2YS$c0R>`k?g;ALsM8#GFXA85ne;$0Y0H20gTRc{lwsJg% zYxJZU8%$HbrQI)4o}u3tay6vw;Z07~T5W-C%kvJ2+D>97v8UlaR=)%i(O>bJLy6d9tblhk&F z8b^n@LG+)OqxkIL*gt(Z-Fe`HFWz|B`qHB#~!FW#^pbNS7jp>LV| z;j7VSW{GGz5gSLhISwx*ab9ydZ8`swR@+a&Za++5pR*%M=;+N-WNEhtuD+|Y)zKx_ zI<}_SZ=)HBU8HJ*13@G{T{r(aQgw|`40|7Oo6|rDJ__}yCG!Fg5OfGDiiLUiC0HS` zTS#ron9Dz;$#gd)2YBds8gm7+?Lhi*KO}L{4Y~(2p?arqf*w{G3Qrydwcihv4#e~) z-02Y1k!yVXwc|*0D2GJ}t0RMSS$tsP60RP7wLQ_+JUJvukN8Ui4>Mb30{1996NunjZ zBDDlVjTMopn)EW$RTkf6c8V`pIDHu2sd58xcWZCvFe^)X;MgDQN6=dxn$l*yjRgx8 zi_&i!m8SEC&fzdWlWVdc8gN}f6qjF~a;b&Cd;qGv<`I(Sf&DFSe66n)ePw^}9y#Ik z>vpz?WMi6^>!C{-2VW*e*V>`LZhPd%EGw&m0+tEmkRP1852XAJp>;FT$zV~fFKhG* z?GDLuqz!Lw69cnpGtRumCK-i4HEAkH2x7jtrqz0dbN(*<$Dy(CH;FSeD@(?}X9p05 z8;sNjP=-^_WdZB9L4EM*Ob%U`N}@2~L;bIBKY^}xCt2b}LC9!_zt-971uqAXc4Gi% zd3xp-ZwS*Qi{TEIrx`C91>I)%%ozyn{4U;$pu{A|?uemd#emN#8v^`) zV#0pp)89v!at8sWmCpZ3UApAg8=$IU`FMq1P!VLyJ?(R7x{A@O-N7PGK zQDiiAM8`uq4Exl=YdRz+Zjku}P1UR%qrkk;%I!U-KuEeGSxw#h+n-;cVRWeN0DqOe()oQ`^sS->EFW(FO zNU@)OoysRGsC$B-x0!2X;f0^#Q9}%s)qAXXYqspOYVAOk6t$3*#@XJR3$xpLiUq<{ z)%yy34{|A6n+*$p?5Ln$z8mg3&^F%w+p|$ICl+OfK6h1wHk!h&Jf>JAF9oXr8htZB z=dna7&iJ$>UG1#{)09Xyo7v;tzOjajHzaS66#oV^z&iB+Ot6zI^x2Lb1qedkcL1P* zq=qAc8=u{Y8wYE5Y~jC-`$;#{aX<1ye8zFyusl$V{3MNg##_&L`4ub|4;TuVaUi-~ zfMi%GdOqz2Kw%s&7r0sz85exC3J`z{j6#RUoU+&5y~_D;0D4jU68q!d@fD|`<3H5@ z#fd23`*FZaSl)m1cTbbRLXq>6;Ppumd)k162WguC#K1zuZJoBjFeq5$d(N+e9IOH^ zVKCJeeREbrUsXK9l>Em2^ml@<+kcUV0{HC)fElWWwHW&;WKHJ~7PyfIsX6%Z;!;)V99o8MZK7;fR{uFqIv`|AR zzyWbR2Nc6Xp|g_{au_Nc7Zf=^QCAIZKnYm%__Pl3HMx6OVtG+vun8Lw7Yc@{;DCyl z(o}S6NggbXmsm+ z2K|V5#PD1}ZA7BOGb=zk^Sa|*q`xZs0cc02CMH*73A3!RTz=D}fowHM16Q^vf)MsO zq-3P{o{tWW$U>NlCA0ITG+Jr{^IYc!%CFi3W`?2WR}3SiyjlBQmY~~4`z>(YcP;0` zRP!_gvr8J5Q%1`xE8E%W7Pp7$ulEY4pbZgxb~R~eyjC-SrZH#gz7SPlyNtI(eWf{yTC)~s z5I;Dni#weOyaa(XMX^)cXvP*vP!KN3A9rD zo6T|71SmUi3b$IYX9^cbnen3iCpC&}v zRa`ksG}9P%@LQ~v{~2+&MlMMPud9j+B@>wit@_WQsK9d64BN%uYC~65fi1X#0I z=aNVN=Rt)AZr1$}mB4L^&|`Q~2>22f8n}Mqk+8VgpGhM&X(&a+4NWmsQv#4sakKOP zA0~;LUEsfWPfQXw2m3z)L2eGnPeh;&JPedVdfKM2+)$PTO1*%W@PMzOos-U@dlpPv zSWoO0sg$&4{cs?SuixEX~`jhhQ-9h1R+dOuDz#IZlz`Gf1@Vp*BJgf zDjT(@pmxmrtFh1Z%e`eGF!C3%;IUap;)V3VT1@&)19`!4+m(PCIbvTg=9ulv?v@jUN>b6_0I9+zrWizF;)} z-Da|!dHbld7XRfO9~oI31_6`fZu~JP-CWGO4Gr_vAl}V6()~m4i|aSTj}f;ueqpt1 zs8JXR7X2A&u`l}=dhK-hBtmR$-NUpf1W(+YzmK_wV(C?)_17cUgJx#+$t6(t-^fy| zyDy8>-^|_k$z?f!=$8s(s6Cs*?7oOEeov-Ukwx9gb>uSFv|8j_T%7q5lpuN+oX3DH z5Cx}{LM~55Z{iS|U7R_!96coopco%H5{3l*8C)$03bhvX_1wK1ED07c&;ngXm``@c zeI?clA@kOEiqP&k5Z}gSOUj7!zbNui>*|Z1Ilce|5Yc3z?kH?~QN+F78=y?%jejYF z)-U%h|1+IfKI@zy{~#(C>&!u^#%2c$M=*xNvu%NrU{BPe4p@Q^$O;41h7tl*Fgc$! zqkne|G#dG|Ybd!npTmj&D37^0p9#wU_(yI|u)iT385{>UCxnRzhyxGH`Hzza{Rrv~ zLfKI$@yPK9?j=a0(|!tCrRZ2^XgrSiIFjr&rVP9krGK}LLxM!Jn+~vrBvrEF23iv> zG`6<5P18VVWbPbVz6zy_93WDDB1aqDeHzV$yuiFy52M8_Hz2;V?hdV9mHUWKM&Gdd)Z2B5*d8`|!KA@RUT2V~EMy+kHTz}*+#z0Z zZ@+;SC?m3g{tT${8a&BK_;WUDHX z=o%bgAOK3~CSCBEYTLW+ z1ZyVnuoh^1CHBsTn0g>yXD?q`*ncVXz-@MF7HL%a%;!gc+!Sd&w-jC#(DdxQ8LQV? zF%j-dCh^HOD#k|ePf-vrHUFLOt#|PpU|2I*T}(lXu)HO)zPI$$b0rGtoH9D>qAyRv zbM|bg?d~dz{p`1+NQV$cPF#`!-qJXN+_onwT~62nYXsHXa5rS_1S#SaaN9^12&U^1 zS@!Sg#QE3ya4-YepAP%KhKK9_7#`>;{MYbs{l5$k*Z;@xK*P{a%4B#BZm6MwQrLJ9 z_Lo2@co-;4``7$HW7vW~yr%+aydXFpiT%N|=`?P{vW65)f5A(wzjI^EUMR{K;FdLuRD+f4B7|ASiU0D*q@BDyNCJeJKPmCs ze`hl5$~Qf-7o3PNW7XQg?)4%j37xU5x*n7M%JGX&n!U5syn<2jgyn5IQ&~~RL}fc& z#er8#i|nl)S@a^WW!kjTnK195-IrCR$_MqEtYoZhg&>qfo>zdMsBLPhj4@=Z)9y7( z+q@sZ=aSiB2?YIz?t@1^C5%A3@mxy&Gk?_2+3Dmi#Qr4Pvz6qpOe#tVgV z7Nzl85S=j#+f4Yx?>PD_uoTs4vFi8xFwSw=a1d9NOz_alGcL}*`cYI8VH@mPb$a!- zR+0cEAu1HRES{f(P3`?;cIhWD2kN7j^OR~ip8jQaR~=VqV{;SDSMYaG+1Sm-LSNa3 z;xYM9VEI~6y{;_*em>2&Spyb-l(SRPd~gQM_;Zet;+Hz(Mwh16N1}A`i6H_p@p&%yJIo6(S6{+mCFq*2b5$ZJ^6{2 zS8M>Y7u-Awv&+<%)PhQ*>zW}Jpb|1tBs&T07dELsCyP*EY6geLT)>6uylrmk3_478KVj^> z1c*r)DRF-vbKlW{o|M?caOFo8g>G`cn}gyMw=u;CRZQp<&!)t(c0}t0V`^rI4fTF> z;k%Te3HY@3MeRzUZ}|$@4iL(ImYcn$LN4amjwZho`mACc3v{UG`+Xo9FmZhOhHnrp zPnZyEK$WQRz?z2jEsro8*sWA05E~{V_~+jw|0M8l&K4-+nwy3G*aEE(JYOnHwOKq$>r zN8B7o*HrU#8pvp5n-Opu?!|7d_%8FRE7p{R+|rqz126bA)$R{`c#K2Nisa~wP(Up1 z;t6qrnNf9DmsVjwb;xo973v^Jl+L6i9pl%=r*Z*)lR(oCj&M4*G=!>QUZ2yH{NK@l z=*615nW?438q-;cROx`@G(b8W4&*aBJa)Nsc+>kFejQUzD7(9&j3FN zq_#qdZpfaJSWA`Emeedgq*L9t)g{$3CHDeifQ52CQG>A=AvRD`EBUaloV}*&YxKGin>mCZ0corCr$VZ zjH%e$x($8g{CHEJ47$24V%Y)>R+34dxn7zuf`_JPu6^8kYT4sQ%dCI$i2H&Wvd+h* zre)i$4(yle!RONX-EU{S=#44JPR}^%XzE5g*j-yJE6mV75@w`F1MGg4b>DUswhIa>!Ri;!zilHek; z^wOI4nH|9L=_R%;*%yQalJc>0*cF~-AB8xz#|qmH3dW@M=Qo@ArZ<4K-n67@)`_`; z4bwo0Zap`JS*3zmt08B)={d(qG-%fkMOncpNLKuREU~yn$4BVDfEsjvSr9Y7!|g-?L72);Ijl9(jN3mO|t%{-A01LW{AkYgJB- z=favC;Oymmhn*N(h2-=wYbsFkipvJ&2Kb!`>$9l~?dnf!z5@X>i$>fP68O50D~1tV z2#A6YVq2$p=vil<;4^%tl_U6y#8>#$s7~QtazHHH2sqV0bbIuGdR|i)gWj|g4#eOX zLzF))yKlZU-gkbR>rmwho1Yf(1467Y;YWgOmpjjbF|wo*sDYIkQiTCumV^~Vy_o2~ zw$bIkHnD;MUo`t-Dm>!RTQvAgGL9E60dfVieW48_Wi5~$ZmaWRds18!p~1uN>^+8P z#aB?105`@%2WNlVlkLaHj&_|i}QJymx6@@r8keK^&ZuU240PhXEJW#vo+$jnP(VHRW0 z*N^1cI(sJ|`c6Jvai4rxJG$VZhBj1bAeq;`NxklC?_~pxcJNOG{vHSxJl;pN^rD{< zyGzw&!<(5l_+x=X-{zr|+>uir`JhGchVrJOH~7^4`+L=PX1hy5Wx*u}#09$sqPZ$= zxE6)sZ$Y6Bh!L(L@448$ue3tm*jBEfYa86@4!?sLxIV}!99Fd_i2T$t9d}%B7=G4d ztD~wM!+vJ1GDwqk>9DovCfz>$I^^uk8=-EUr3j%ey-{#5BWIhDuU>-DBZhr&ImxnV zu|rS!V95FGag^j%*LR_Q{l^uWbUVl|PUU>E=HktZ#I8T*fBgffzp4xjdg7Fxg%{ks z|0HxiAz^6JB@Z$_I2#d&NX5{)sDx7i8=Be4&Hq2~CO1F#KmIfS zvl``J2*&?ELCEtx@Iyr;&zXJP{1786pea1KBLIj28MX!bLRA{iL>L@5A19cq4uKh@ zspNpe@mxZ9{G~~svDs@6a!**eh&XIAuSWYp-zQ-lgMrQd(67Phj>UFZS$MN<9vv2CHICA#Y-4hAb#(y%H4` zXOyyxyEJxX(U2f2Z$7e~E6OSRlmSwl zu@w!nM-$7g&sIZ=!EDC(WHx&nLetW6v{|^mfaK11`CWHuee7;mgrzC~#v-^zxkyG^ z+4BPm!z_eOYW{^h>VY|<=!$@7P63;>V8OkGAc)#SWW7rcHEM>AkzAEuJpn{Q(*>-w zOE7ohd(WjL%+VidkD0h#)FgJvrJZZMYo^@veXeg$3#0eqPPN#|yyuqRcH>C%&aQ-s zV$(%&Ls8g8{l!tKYa{uFhxJl(OsLn#3@-j*R;x9A6iuF^4;^9P-#;!7qhvCcxb%GYCrNNu#=^*aWXfaFHz{a>m_(Bf9Ktg)kF-YHD38~8+_9FcIYZ*>66>SI;pPF zabPe6uHsVQYRfUlrS|KJ5wfqsMTWdHSI>yGh_k0oEu~@~NOqtS|4G!@z4JVy2^kzF=tkG5Og^Zxo^+~df`M}sR?{3tnR zIY0uRm{y_QHhcLSWaCm*+d$|r)K^1$qItuFxRqX5kB8A}O z%(~;IGt}xz4a?;@kORShs{}}B*a3_#_alMpSM%+?8%J)NC#CX*#BIIu1VW16+~}Li zsZG?1y41~k2m4k*HWT!62dwDz``xRfi;jmg>BO8euFG0KBMN7?F?nn8y*or|6lGfs zFdos{@<5K@X)iUS&|f8wu+`Ma`(Tc6D71wpnQMXZ0)gysJnX#SM=zif^oM7Ln*ah` zxFkeqhQSk;0@e=){tt3+#Qm5u^R^A836P3_s;>Cfs%@5e)fW%xx4WwPDEgBQ@oNaW zd$@>3{|u+`h5L~qdv*X+SP&FCMS?!Ru%H#}p{$UMNBoHO&l60|5s9P_;)|prQ3hS< zPEUSt#QV7Ej$PgE5bU|#%2(gp(K9C8gbG0K%M$}HoGOFF!j&wk3cC(Qjbqxa@dwjV z{c&yj(1-C!YsV<{axLJ75!>-0eYG1K4`Vko4B#k1yPYP zQ-~EaFbvaG&ZyQ%w5lZQoUuHJgay?CO1KXFFV;pJ!O#kHcx;iX;{j46Q} z%i<;1J$yL7k0H{BjW1i9U+)<>*Idzzv#oEEy0o-kd@tkJo!#jZN2M8D>9gO&lDLF4 z(Sv@Ea=`73x!~cxGu#=O$#|qs(1SdBRa8eM~rcp z=jS)AH;z;Lw7$HONA4C&tGCBOs~?fFQNHSE+S{+qW~y!#7KC$Xsg7WKWL0#~q;YlY z%uM34lBtXqWL9D{oKvRl^ui7q43A_@8c*)pcM3BKAuoP}ef=Kj^mpN(`P*y*IAm~r zB#;A^gXekiVWE;%sOIqbp~Zw4L;(X4!A;3PTyTdb77Lgn0f-Jtu&k!8D6d*!1ia@L zqvspwq?O<33=6aq8K{z}#XTE$70gKTm#81;E%RCN*k;#-353wN<2S`D^;L;{7iG+s zmKBXk$P1Y1bpE}rJpLvkK|wY`66FYWL}OAxYd};#GE9mgWp9=8J&cuAQsZRcJksR# ziHmMc>=Y{8`S2bH+8PQ*5YyDy^ZL)={K34HP!0Ci?BF=;_X_NqwXmwx)9RhJFckd_ zgZwl;Sx#~WY1_pZ^9@>?ka*YmqWKmi?&VO|eFa(*T#Fo76vz}VvH)?aC_NG91T8E$ zhxQGeMiUBU%Yq?Y(m4@LcT6;#$ft~u%JkE*8P37bM&H+CPDI)V7w@fO>K|?{ z)JJ2>K*|FikwB7TV~c<|u#x@B>Mw&c3&V;T8T_F%-l&GdvLj~tO~=JjsJ!sknZmUw z=?SgY(wt~$lE#P~VDCtR1SWC7xssbGH2d=_^6C9yB-`I46lmV?PrC>gO5Z+}mjGY$ z0$xFal7RTI=$60aFYJYHF@4B6DX@O{CwR=D;y z)Y`w7fpehzTTLoZ8V(aIDbw$5qqY2qpwpp`M3MnfEJcacC)1X5hvay`1_*mluVNje3T8m0=mZQ-DC7R({dXo z6_(}A%S<{gkb`6jqL7X(A8@yo`5 zKVNn0Hsi+z-zFe4O2xv+C<)kkVx*jP?E$2gXA0bi zaf{QC6&3=Y;CqFR;+2$5NYr#J!-d|z37bYZ+`3qoRdf_q~hFD zeCN4DrYfc&t*sU2b_9z&5(xh3;djK7QBzPA_$_y}EM z;>j7nm4I^z4iyFGOWkP@-}H`;@Zg{!mwAX!Sg2h{fSY6l_TeiDiKH}_G6703yxvLI z05T4fi7Y$ath6DvS!W{IJTjGyNgu#1CvT5+ouU-^V=@YKl~w4Rkf%9L&sf&3+dSg& z9|^r0o^e0Yp@s{=c`y`I(ru{xcTJM zs9wDRnEFb{zO{sZ>^mX-$iJhBg{e19j`mgI=#6n_)xa&4bVX6Ik1Vcybl~B8F=1=9 zkXz%%^?mM}0MqNAYhyHf$y<+pGj9rHfbpP$^osfW77{5gus>o&2V9P`N45J zI1CWVEgT0ZsN#S?-_=4R{7L06tYmsrdm+C;JPlo+jdfPV^T~J-vg%Js$p0=(NxmHpHeMr;-3#T;*wIMhN>U zUOg-v57ejr-;F>+_pv)TbRIz-`GVoh!WHtj;Lkb9Z7P{xlx6Sl1va^K=eM1l}e&5~37 zgB$0krnnm(c!yncs4*hi^_HscrMyV!?Iwd^hbDS&7iPyF=MOc~KE+U!RhFs1SEKA4 zOMC?N6@4m~`lPNwq?Bm^6LX$ti(wL`@08B-7W3l9y{6Q7gHVBJB0Vy@4VO()TYgp&@ zJ@Kh=$J%kJ!L6?_i40N!YfRC&cxAB?v9uipZg$=ke1drjn$+D-DNYP}71Zxl-EQD7 zgdH$I^?%M_SOK2r#{lIBhXq*e!(MKd7Tqb4DT0lLYgi7s~&&h}J8nj}OS|HV1 zlr7cO*V#XCWFlCItSfr!ak>N}LW7(PD zVKU_$0FLQQ)+hkQ6n^Ryd2X0gYh@a3juwlq(b%P&f*e zH4!jw2`30L@iHJbFLNMbPJ1fx{i5EP;l$<)0}B;+-~I1(#3F5%>qKEoUw8}UK- z`zinXa^f;0X2xXM!k}M9Wj^?(VL^-Ccvb zLzv(WK?iqtcL^5U-4h&wyK^V+`+eu!fA{{H-PN^w_A|4d>RnY`tER{s4igCY$D(P4 z_`x&_bz{Cb?I6UMk?ch>i^(fE`l2c{7g~)9xXHAwh)i@9sePWvd~}j#KJSm za}?U8A4&W>`yiSWT|w=LqMGEF1e&6Ps%BgdaobzWpwEP{^nP9!_a?O{HksP{0c$Y# zwQnDvnG-1WjPs~Yvxx;OV6>-*4jlqHlvjfJiEPmG4>As?%A{U*fq=QPvW<9LKqMh5BRmolM%G&3bjz6^*c10s+M$oZ4aJ zkIProoRE@?g}on-by4Q=GcBN6W;0ZNDX5aNjSZ3f!CJ}cqG5~$KR(=EE zOYhSxMeh*t3a@_rHHh(WHp4x?WFk6yZpgVgk$J&j)2hST!=q!corTh{jOy)RF0|t| zcHUBbZ#s#2VZx4LW*RsRi%~-Aj?g6*Uy$Jd_l@=ijHbK!xK20{*vppQt7gm!$W52R3h(Se0QgIGyf@f zwhd#EBz^!)C;?j$kXG)SwyfCcm9vEOk`sRH_votZZt$jcu+k3Iu+-FLc$%NH4~bds zr-)Bu<1NCen;k!@#>;lba43|L_b};VonP2sJBxw1Gb;5|)MX@2Q)lSBupWO+znaAO1BI9uYoAL_E{j+U%a|T(%eqNDQ zS&hDN%DsbLEe8_I1zD2ekF)#r)|7mod(vZ8{AGyXOBlvjQ-B9n4KiO#yqmatjB(6_ z4-?*zO0Lp#fM*=@U$4AsZh}rZR;p+HsCNq#t?qN?3_hYP%eipSr(8=cmJub|Mxxvo z?v8@zA;v}lN6B-}I%ey!iXOL}Uv^`*{*IH@|%l&DY$@S}*b((I5#*GqqWn zsgW%ft&{toIW-a22bJqySjZ#` zEaM{Z&bL>F!d17#+!Mim-%&D|e9qJ@r1PjAU^yOKJ61G{6Qx8E%(=#N0wIz z)Zd?85#oQty~8U1q9Yt|x)cx$KD>nO`Zmu$X%xzR;vQu}bK>q^Vw`%onE_A zM5FnpGosml8QwjW!iPF5SOsN-H`tw5a@Dh3`cdZ3?VBMe&PiyD-Fo)L(~g4g8Ipqiv-$tZOCF!Ly?b5%3clw#Kn*Gw6b zi!!I8)f}XdIx04N4Zs*GbkgPex*e$>4EWiMK3RNBApfj~!I3CjSzP;aG?Tbwlf2D8 zeZ;}dZ(4kvtw+yLcP+s)w@wctEZn^MCWT(wW z2;Xi3*`+zs<3d(D)QgG==(aLulOBm2IxjZEA;!z{Cr%Y?kzvtKtr{qFri?!&M6qkHb7g#N2^pG0}XD*s?k#8-#&dEgTi ze~*mj`a=77^|$pBC+GWnV{=1WEQTFp-qRKOM~i07%X@Bp=)%39)%}$_FoUH8B~t@zYdloByb598>Kbt5TgVFM4r?Q{HUxAXndDwHuSrQSB5=9@>PqiabpPWmP$3g5>XxF>NrqfU-Qp!Lu3Do=Y zpgXcy2cB+Ac@IPlg|+Gz^*P@SsAWK15?-x3 zM#lO!)1kKEUbJ?mqbdiF?x32}p~(7Eb9(SFr)?{N#@d|9C0-T@3({5j!Bu{rfXcb#`rYM_wg^ZFo9zIxLB>H zu-Lwk$YmCFd4wkkS0Zb0$nO8lLVyas{|QiLA!7SOB2xv!TN=m4e1PT4;}`s+0Akbm zhlA%G9hnOX{yTe1f{ocafrtGE0%?exe@b@b z*{gaidGp`N336;qU@bN_e=8NyzxNML^TB_80v})~K>SywlnNUQ2v3SF2mn#nw#{#y zTvZ>7!QgT9&5&=ze0-&%H2bk4TYA-mqearW)_PHmCWc3TG#?YgNQ*f3uE78Wogc3& znn3b|`--**;qb+H8bsecB%1K1l3Tzpv0J>Tp)vCPjnyg$hM`iQlp0?pa{@)1ra`$# zqO-d9J!ps5gmx7*1&+;n1|S{5?EL(Ayy*33)gMnC3fzcQZq_#%x5OgQ|715J%sRWk zX=)8xobdhVdGOO#%^KqJ4aLD}XtE&2+*{B4wYVlw)X)O%#r=~V5qV3UYA_X+kTC=} z6x1*!46+cZj*}0#$(UL2TcD`L6|!4e$GU_BQB@dY)PfeleS7=-B0x^vT1&GWk1GnH z^yKHl>i&LV`disu>gSuH(aJd(Eqyy4wS^iSv_qh9suKd)#pIGS29-v0p5xbC-*b2t8Zmf@BsFTgyC*w7LHTmn`i_8EDj{F^TD$8W ztzu0z->_J6<@OR^4M57oLwFEFwzamiaXNb=RO&Gv{B&mV47jp-Vp+0(P^tdqyz(VC z;r^Gito3(6+lvzu>hf#t)6McE{B_eiu^g+V_7;&qdaNM_TKMgdMARopcnH&sye2MO z-;*rhz8)>DDSh4W1o4DtZ>Q1F9=JBX)Nr3WL8 zW>oCuYLEA+s>@%m%x?=wxhaLt!qaL+M5 z*ZB5)V5KXWQjmYk$Lth=f^yZX937Sf!cE7g#a|NVyQQCKLYr7nCJv-Mg=M zH=R!0(fj-*a1dQ)$pw=rYzm_YPYc7JkY}l-aHV$MQ~Ji1{f&3~uGwE7&c`9Hh5UClCVnBpdAZyXqX3$l(a*?C6G%c&!<5juxbC@i5u^zW zqp2WtjEsPCsGQ>2V4YZl+Y0=yYEAl-CtbwD7Ml3A4%^s7dcUDxDIMkYhMKL{ zMY_9dC;=%^W?`w@qB6Y2=D5Gi_GPxRb6Fa?G7M?QGS&984pd zV2&wQ@?y&ZDKJzkexv|ibNT#QV(&q?oNjzeo{}`kEl~j1se#0WHT!1%hLria0#cxo zEdv)aq#G0gVX>8(1hq>25%DxD6#o%Z{c93B&`VYTDY$h5K*rq z!@t7Iu&p^>Tz5bz2$-nT@Mp|LJbb53WuH)_RaEnzHg#?v*ndF@(>VS@u_`l{F9ZUm z*k4edhW!O4V5S5ud-wKkzVkw>@rnH}C{2jpHnRGGB3zyE+-3kGXDb%x76>5#Pm{>}S)#Z(o<1~d|EAJBiwUqo?1Psgn zTFUUA)LKL`r^#78N`DrRr3~_`K<6LF9!v(h>`?2Vh8t>I<~K={y5CO=-Gl&>@&+SH zw&?@E*xZt8QQ*9(B5y6zr^v}oTNv-rEic41e1CE@27wZ=MzvD=FDNOGfqy}HSPlZ^ zYwr$~h|TK8{Vy?nZNI{zF(Wq5LPuMBoJBvMg(?>Z*lsx~)9)31lWSMqFP+IDhqTAg zT?*sjuYpj3tV1jgAle1~LrV_)(LMC&;3u{D_Enrz1-tKYL3euL_`K|&iV+M(;kUMe zY5@V?D)~BBAlZJ@2ly&dE{0YwqAA9J_fJ{Ob9l4=904H(00;ynovf09g}Z{{bZ`gcd1qffkz^a4iwl zK8+Sj3xi*vS8%p7pFS&+gp1n%S%|cVm*KcMr5j4P8t7*JKc-Khaen9z}s&;1MM(V21hV(k@d?IGYiSY ziF|duMFx!n$ne#z>9yNfocRj7^c>p_m3*IU=35()bdOyC;HJ1KTZ+r92B$T$OZW2% z^qC%N>Xt2<>L5MG)0{-oei0jmSL{uOn4UWltI}icpoMj^!;)L%%!ve$qd$>zZ3`;9`hWW<4Ton0oWa2}$JcFo@DBx?Ag`0jbY_*|>RRaCjp%sv|Yu428 znsl*Dv0DcmY0^h;D@%BPLcX{b*m;?w>}+a7rt)AO^PCGBjn^T#OF9A7gy~#YiSxU7 zs?ksUutC?QA5Qs-ya)-ro8Fi--Z>ro4ZYupk=kOIb5@c}ef_+mIQHbaKd|x%mhjKT zlDAsQvR&-#ATBAPhP2dE1^R*@7`1TB3d!cpEw{Zuk+pHc8`&tiEPpjk;()zS59P~e zJQOj2u)gF!CQncUK*u9m_~VW=CaV}b-{?K2^x@BtSDrPy|35E;5TG0tnG+NyaEAk) z9nxhz${4L)4~9fBO%;vK7kGMTu3v=`Z&`N~a9|l} zp!#zx+YhxLk>~ZF4OtVkAxr+VA)lIGQY^rMHsmhnXS@Gw$Qgu+txIl3pCs-F(p>P* zsy?913c&CBPF=r}zeoc3Z-<}%gk#cxOB|aTM8XBbI3Td`P8o~zzSuVE)SyR^{va#F zbnuKYl@s4nCmH4x&qVs_%FT?nbLqEC6L)!kC)Soj!f{AiwAcRq{BSay#KHr4K{KpQ zc|dZR%qss5-+}I89|4Y(l$Q+N`Ut%5c?1zmJr(!V3(73oiEse0w`q)T^QGCsr7F(1 z_2DdbN-IP1rekWN0tCyux{|4$vh&#c;#nDThPjq9hCezNRU2}%ZAPM5PS1KhOrc#| zGWrSEN(iy4&<`3^?x{i%d@Q?zigg^I{aCwrE-sjTMIb5H=FO z{ZWd`d$UZ#mJT44^i|iwKwV%|96P*buY%eA^JN#hrXzf1Lv#@dDnmXI@qt{P_%#TX zI|Y`A>%lS(hF;R6$=znB(whrw%(nbKb5$}YD zq#WPaWt8+a3{xhLBptN*3V(z0VN`RX<^bEBxg(9rF2+vK0#Ns_PwogbZ!&}Z&pRRB zBrXyJsG3wP2nVB;gBkm)G^moa-W~fD4aoK#2dlL|6x#*%?@_0J6h6md=g0zyl|f$H z%M$iaD_~{?E=KEu5RRQBQ1mx0a;riR&OY*Aw+;iu;D=L4^*1a~e~(H7)P2T6hU5U{ zz!I`x=>ht7ZtE@RZ|BB+@n`P#Xe_Fry z=mrQjIB2g{tZJo144Y6>Y|zQ8Qp*U3hnFsD;Z|ftX`TG;W?+>VVG!k0L7 zLU|K4J|mxu$=c3YSeq`Fl}z`uj+k%UlG(9mLE*8s?VK z!+(1y2#^98x!^q`a+@H5A!@p&%XeAGW&@<-sH8Y*+eK>8o!Ug=Yr|e3x4ZV=X9A~n zf{D9%&!=Ao3)y~N!tkA=iiah?K(+_%y$4Chy+EFdsRCqYj*z%GscVk=6z$QGI7l*3 zxv8%D_DyvANZl_HZrwwa=s^tbDOn!L(3$y?Qo3O2>yR48ENn7nB@3u|-MtfUht-{iT8SwkC&+zKI)6{PJRGd(o$ zMOAD#=#iJ4Hac6$h*K83wuC1uB^@J5eUhdx8+v(bM6$3Vy(4?Q0emkGdMH){K{4w6 z5~mKArILafihq!=DhQWKZ;q%QDF9d(m^WgYIg5?-C=(>adpAMC()DdezcGb?^Q!KY z8n?Ugz&(x@nmmmY4D^$DS?ijl8KV>x;}ljqDnSLth#6)4*Mg#~Lof3YIU*6dSsujq zM8}bE3s!}(^>4m)7{lBM`jF#gInZuQWoG$OkXJ}$CchT*M7XCi$d3kNWkczB+2ag|#VbnokfkGZo|DmaCEg!5Sh@IDZ$qBP}MVVCMLRgx-ZLO8e zSwv1^pC^KU#g4E{MLwnY2mg`Ba-QOwLR^X{`HSt%-g$cr5e6S4T)Y#tg-b(Gj3`1x zQjsh4#}7kTh>@hi_-*yk?P`GO!_+U!A~5uH%tG=NY;wLjUV1H8q8wp{A9eOjlF2$x zP#9~fLP4>ZDclvq5sKG3=(H}nDx5a4cd$1XY3@l2$FL3#R{TrQtYKo17^|h~Iqrce z!D5mH+=Em1nNHUeQzgXB#e!d*dS~Z04$8BhO-s}P-IA8oQccRKH;I5#hpp-~F9vfG zjMUow7&e(x?t;};?oKk#v81E|`jTL?970>FgD+2cXhTmXS;~W*LsiUS!{%&;3USf4 zMsX!(yae$#a#>i5d1*`JxuiVPr2{(c^fIN*yyLUGZM-(F^=QNhxra_etKMul!K)UD z(etQZN{5p98NNucksJbU)UUKvCkO5IBA%zy%akh%&}bT^sFcPYLeqeUW=35ynLz^C zsb#!rv0v0NmB-QuaBkXZx0tT$aW$plOvwz`YUTaM?Ocon(bmmm1To_W&95X+qjCqQ zcgi271Tm(E5U(m%FkW_w9~EDjjUtzKM7ur>YYKboF9?>JTNDDy6m0~0#dJ}|Z0ph@ zhTP#aU>YkT>YO_b2%`gW5hi3}2Fq!ONOr1mqa)Lz(s?m1B&iMxuo16}Ug@TWV6SlE zRX7W^uBv(T4C4xwoiMqx-uSSpu={O`-E}#J-5@Z59X~AJt=#D`BzPFMB2EM44S9b}F_R zWslF7T>)Lj1E&~UF;p%BNgJKvXDHmTD=aE>9T>H_Bp=}Vzmz*M_`Oz4I%`=fR!w@# zk|bj4Zs0P@ce<3A`) zH1F55sVdDf#&genNl`vzoD3kxCmRWz^JI{J=@bcynTq83`B0M5>*=4;6IGjNjAHBp z;LkQK8t|^5)_qdhv>=ydfge?@;|V*)#){7-HZ}C2Zn+AA9QzcBh>K#_fmN41m|zv{ zsmEIlu*c)Cw&^aW!anlcWzI>RZ{2zC_7nWpMzVR=^XT9NobxL6_{#kekM?CT=8_3J z*oAK+Lz80GBHoRR=}kEQw_8tmT`r9ieoK`q&b4@e!<#mPle2!4o%WWKkFZ%76UD%X zr~x-;@lxFwf!4d379FuHe@ggyD4^t7FloUR5Gos{&n~;IQ^4);b1Qu>TQ*>W(xW3x zcB}4s*&*?Fg{kw>G0_)Nz-06UD~-P<*nB8hpJ zW9wZNzVP0U2N&Kf2yUsjqWmv%VJc!fWuFmZW<#=IOKKveZ7?1(hKMi74VI#uO|jLi zzt39R38G9%s-ea0Si}~z(ef)Yu!dSu&^<=!~%SRs%ttu$7f}WdbxC!keud4 z`mUGeaLdE8b4RZMTq8<^1vLSf`anQa*xxl zRC+yhqZ;awre4jF=kiVS z$?26G)7=#=@9=k4MniDtz#ubOC4{=eBVBh;wcT7oSPMl{_wBdgc_E~f0`zJojc-CI z+pKNLM{1B%XM1Yw?9{Qvq3DK{tTr11mqsv&^c|)@>L>TQXK+G}pB*91fS$ynk+}KC zj!^dsw*)+Z!a`g;b8BU(O5m;_6+?ZLY^e`?kz_0X5j||X*jB;JTB(1lB^wF{&>thD zEmiv1pcA7I%mgRci>3Nre$>$akkm}vR!Yqs8oXn6jnk8ok5(5$oIW+F*6A7I0(h^~ z-7H-~_bE)k8c6NH+=Ap@Jz&IZ8e81yFt%=j3$z8`L|gUc-L-iwFNouhWn_u2F3#@_IMRB~qe4Oz2ImGAJ9Ok!Z@3tFQj zWF`hJmf^AL+UU`X zw4pG7_hu8@QhxM&R{_SFmzlocp7U>9`mBcnmmxNp6O;_FFH!fg31e);Pn2P7ZlX73 z(MrM&koocma9htrM9xSYQZQ~IZb%Wr`b0XLlFDv6cb&{~sebw2c5s;$1Lr+3loSIO zqXS}GF&qpu8ZRhv;^n}|vQN!Wh6;i40HGDY$8X)M!|~KQ7m6EXGH4S$= z=1}$f)zG=iIc@x2PdSNb%VGz)^@_>Lo{|E5y*#`{m|EOnx%ksrPyf@w2(3-1mY>5C z0VAjAoE0B`21@fDpB5{5ls)xmH)!g9M3n*ie)N@~!t{EYgp8|{31bok&)*_2151hk z%jt8O-MIlBAE)8Kp+CbU6+7^49NYe^1gP56v04?1iomWT$MnI-@=}}qR8GZOA;oaJ z3H6LyGtVW)N#=0ypR6ygbb~!X$STfn;qn}!L_Pm0za|Blf^e*4k zmR8@d+u`x~cKv*pXB{{}WBZJck{&1F4om`&bpQHpaPa*VH~jg%4-h0Zn6hjSP*h#T zv2|RKY1R43uz<MA^+#bS3Z+&UTVZ#Rgng;o^A`>{UN6_>e{^e3*tU&%l1 zM!%2Zra%HeiNa&G@=xNH{N>XAJ&jxO&mDi$m$~z}hJOctGoGzz%eeLs5Fjp=zxh$% z%@8hAYtQQ6#W-6DHgTz;K67RN#6FI)AFC??ljw9`I1RGK?EI zzMl;h1<_7JW0Uby38VBV*sRtedn}P*v^>ceU^SvEyP@k~|MVM7s!86JZ`*+P#>L<` zrTRopuaPv&w+=Qe~ZmP*m)6YA!mDar2G^N6D zBMG5JO>Pw7UK3DKbG0j{`>3#(a*e`0*Pu4bo0dRoG{9;PI>Z=>N*!6waE1i;4V>hR zxF!ZB1RPD>?#I5rWl^A0Y!%Xbp(tLVX>5(TWeoVDfgzq9(!_w-7kkhl;w#d%ox{FI zA=o1Y&V1LcADk;cg6$a`41GxGE32x4Zc`SuH2eDT%{>5Eb}Rk;`nR9%8(I>%ko29v z(~~P2`r3u)Oa%yp@X?ywJVfnywfXR7JWT{kXOj89`Kt#{BI!)8;u{v2Ovpx0m4j!C zcLp;vmlX+3NF%cgTA$io(g+@p4ZJ^E&_9y?N`ej*rHIrUh~hk8a8lI6p}$B3s=6$w z`_2e19EkwpD;PrARlI`Peu<6$a@YG(fu^7bo3BQ&vC0pJpSkpeU=ZW#P*&g;ff|Dm z3@aq4w7>=P-K$QbItZK&rNo3JB-j+~~h zJs`1I#=Q-PJ3B9C{w}@xI)2gbdNzd3W0$caw>?#c2o=mvjKp+;P{Q9hF`VV&T_98= zdl2YoDdi+EbYpjf%z{J*CkqBK3_H7X0b3X{+cg<-g1L%7<;wf2M_;}_}D|C#q^kMYa9&|j(v}1(`D%he}h^QJkBaZu{owA@_7Uw)wNai+% zva~i!=G7B)cL8RW09cIQ&Y~+PUanw9j&erD7Do8^!F41H{e&{26Ml=gxIZ3t=^YF$BiUYVzgR|o**liS1Iop-4 zl+kDzkg+?pgCLxfO`dACl@(P9&zKdjG)z->XXekB^CK>L)Y_#!xB06uOw9KOB+9`D zzus4fU%CDP_rF&M3J>O^oo)``B)OxNVJ|Xo>>ls6eiCivFRx)wodx!PoBgg&nz_;p z=)Q88|Mm3M(&f=Mdg!-_gWgl5H$?zeZ=}fJXa7$$I~ttiXS7p;tGMqkYY~mBcLrI} z(N5YplNvEYk_J)bX>p~oX_0uZexcaXeHJ$02bj?Z3{^%kPJ?QUEC-4dsUUvd=0|$R zL9eUs^lAR3`|4&V^QnPCFBW0{qYMr^Ko^zgZxbR)30uL}=Gx^Y_xvr+l19h*RA+w# zeR09or4YjAIAcSdd#;tcYHw6*A{sx#KqAM%*0{MqhBtd(b^#*gY4HBXQzUXv-#Nw# zk>*by2GgmN$G}l#K+J)&fp0L8$sU+Ux}i~=Ua4iTsE>S@vXX?8MK9$CwQ^xApkdn; zDK9=>I#RY#C&C}|ctq^(lXBih#1|C|RrRun9WRxKx+pCJW#!DL9Sd%!JbXvVCA_c% z+`_w|ZSvy;dk)AyuSo?~bTwo$GFL2X2uWodke(x+0ck`zb^Vm{V*ocT)!I>sx^P?$maPLSB6{|g6QD%b#8TU0;{!5HRlZ&# zKa7%An?$a`G#ho|T-KswcG!yQN_Wz|nT;ZVJ6O)ZB8B|jjf8et?V;QO|4l=4nn zl$w8fywba4YMBC-$4iFd?d}TJ$I!^WDxwe5P}QR_VYT-onV$hbw?vyTMB~l7$=Vs_ zAl~RT!2j{m;pSqt)Y$mULyc6!tqeAeeemYWzkbji64PC|3vV{sy>4^(>iF6$ut<b3z$IBph`{Pg~ zeyhdu7uDeE&aW$b*EQG~4{+(;NM$U~Mjscysq42e2`#Vi*MrNqtHW)%5j*@JDzH{s z+IgOK3&hNPt>V=eanA#lIJvp*NZl1JhBFoCLEMg+<-c=W1!fM;0eJvXbllUG(6cko zl^#R_ry;_YZh=!0)geb|=ay)FV1i**R}L<`P}}AQWGj4TTk%>`YkPM08w$e+AT$+{4c_yw0Aoh za38z!W1e+XeWa)5xlWGo@Y!7m;bc@J45WOL&0n!a9S^Z=4GIXuPQrt)Gh`HOR5 zaf6A>@2DE2u+aEUTw^xwJY@Vd-{cM@A$oPwv~F_{KUt)7+7uv?rE*hkTPus3d$x_j zH?ucv8AgnvgbIAYwi=;X*_ZFdMDu>wGW<*(oice_(qKWI>7x+pFn()yb}r7CK8kMk z$E`^h!7>w%%m5(!dM=(df!{Vkz;L>GV2s~NNl7zG6siIzF!uv`jnhi8%wEfAi>YIx z1Wh@PMo(+jegBx%7Xi$E@SJ&YzJyEww=?~T#}1p_BV@a-^ZWNn73gb46_+Zn~M|i(O?@6UQ*nraHcos;ae8IJ^}>bX1nLoXWX| zB~LYJ_DFqNOAx?LS4&QWGPHdE2G}EomrHWMBGR9E5Z0rUQ7C50Rcq!iTe*(s7H;ZN z);ZFG-9!iAIcOn;s~mBgHTCL8xfPdb!4he2L{j2btjryG4z~G4uvddC56sy3qFs=U(a(*w&d6QWM>&QRaec;}??^IY!2GTPYe)<2f? z#8J3oazn)Mb|p{`MSohfAE#C}oc3;z6V0G$?0+E~2B_uDNKq->ZpR(=sR$ z+}8>~&6!d{K>-#%x%QG%hUR*P=%WA;cJ!SMNw%dyJPe^@_8lP_hBUf z9oFum`X^EF>C|nB_(XZWaY@qF3()j5GvH$nBcc)&zhIig{Iiu|7G;Se1noI}MIZKP zVu@#jh-Z$#H+R7oe%?HCSj##rd}nv;eHs1EE?q*@&JJUk$JE*+hI5n?V}<6v9z{<* z1KmNBimazLoR9hK5%hyp1T(V=;Z5cN5M%aw*p46ypK###oh|Jv>cX5XW)n*sRPGse zA3Af9=*(xKsV|S}jvz4ne&i$CPkuF5C1CJtaxZthax?#$fy>X+k~H@#Nz7vgx}_9- zC5_q}iM)lF_!nqMli#Tk;uo}9JZBOt%-bRKPhPnO6g90UvWDXR7u;SQP zd_EsBYiG;dTDCNN!G%a~H_Rqh0*7}%0-3Z7w9=oZ9EM%X3Ze}gV#8mAsGPYKu>=U5 z%lTXZZCl>%fq%-Ow@M<3okyVqWs;Sd;RFl(UB&i{f3&GdG|zi|o~$z$y=f_IWJ7A% z(?IlzV`roz9nZ&BVTA?qd#jPZS` zY=lQFdMMCZt@v$`v=qwj56+aN#0>@m50S{gH|}gUl{k#H7^txo_?Ku^K)-d^a0@k0?$6 zOgDU&k(duQWhwyLK=yfq^iZN;rwy_$=K*ukJ#fF!+Gffl!FuMyK^+NFkOlUnmcb{7 zq{wGPQE-}Ar~mk)fIh5mF6RY$H1se9yFB!86+AN33zCSzSPM)9FhU}zv*y;HbY3_y zm;ZBbQps6VUM3X=LN8-}73@-6$T{e%ENMS!Ae_nZkEbtnyb}ueKjs3rErW(lYjAYP zE(Ni{jBz{6!V^V9#2^wJffJ+k(s&c#pBRa}mnrB8tsW`#GID=KP~Sk(6X3`0Te;UW z8wTECN7z9+Hj{EyA^uUR?WlupE=Sy0$oCx5IcLi>V{8Rl0z}4;<>flDtQ;kA0*Z;< z;W=7!$35C_465XjgT(P{37pud#*A4uAQJH>it{$~nNQ^%_Q{#c3K^s8H!zu(_XFxq z!Xx395L^2uvUmHX+ij|%oC^b7!0C*)q7ydGn1T}Vy8{qE_x9F1BYw7p$002zFc`$< z3X;EShc#G<1$4B9I+XV3{CIi{n^?t{NMkccT8oS@Hwr!5}ROC7=8!#NLR?!aX+AUzR$g4Z2 zYAh|U>|W}KEGiU>4&ZnXJlKxlvP{eUsS6HFLx<9KfKR{$bEZ>y!#Q%KGBNz;e;$L0 zRh^+3P10}yME9qHc&K*KWB}~U4V^5%Y9IRj$NjiPYj}ao!^6e1j89K)?CWg*-U2$4 z>OqOs@2iFB4K?qL4naqu?e;4h#F&K}#wz)x zFkeXj?>#`(I5-RlUiQ|L3tUJDdLB>%F?LoS23B?&R#qB11Qtan3rSOVOHx`%es)%N zPBu2y|EK_Qu5oigK@d=Ig8+{M6y1=vadmSi4M|oSXK-o2|4l zG54hQjHH(*o7*QJW(EkPl%JaW(nN)$Dpp|Ts+nTjmq_Qqz>*Hm37brXxH3l1){10h z15c-qLdtYtf2DTqlf_spYTV9LtY=vufe=JD1C3yNY`b5KMm3pliIwQ@;pXP?wsU#x zt!E_iKbYFF=1|c#|ecd1AT5fAajaS=t%S z*NE!t=i%3h1x#Y%p&rR24w*H_bH-O+keE-i&9OnM2zR5MXs9Xl3`tOQ+6}S~-8o|8 zf3vP3E-aL}%9KelBl=ic=(wn_!UD!cSz^^4@3vqStDDHFPH@Pv$d&Hd#LUrICL3}3 z@Ldc_r&$`xoB`m}`F*K}p;MI7TZ(A2`wP7nx!7u?zwifYsxJ@LGX^|6XfRgNXCur9 z$(1U}bW}v?QR9KGzSPlY%gys=bg_r^GydVXl}Vc`XU|ElaJMC}EJOIbTa&*dhU_@9M#`nbpH zT2hCRioD^d<9G4}At;6<4v8{-N9UZoc1B1ZkGO|~PIAaD&K1W%NgaPCg0FzIl4&4gW6^agXz{|}8lvE3 zvi2@v$ivGy-ryM+D4etME(!nK7&RU144|m0=22bmjLg`vna|-IGFR^FE9BIZb&0w| zYW+R`yno&u2POQwuxx%nFXcUDAGZP>>nznA79)jNQsf8bcgyhp@b6@MnJ%a!dDR zx+yxL_vXCt498aFh`F(n;0UI@58ybmyQ~w9-e%(5_bZ6SsqsDf!fat!@5j04`t-m! zL=Bz+$H)UWj~a3ff9VB1{-KCKj=RdoWcmEY%W$u8-1yyec=*8Z3##^Vt^3kwhS~BF zG9L5865soux0l_!+|u3gT2zt?VG`xdr`OBntKH*+gXf`T~xk05hY@MB9j#ybH4$Nas_G`A;cY&`mZVX%lD}`SHIOL`*-6 z&#c*)V?io5`c{kWqGK*~tuccxGb5sxY}zuAU@mp{zm$|t`|x4QVd+rr4OSPfXqdCC}g?+X0YRD<+Ubq`yOaR6Vy`*F5V7x0E-+=%!CykV^d@4tHrFyaB10>I8~h`^$5 z<7-LE#>>u)z@km6&qm5Y$_A3EIXSuimHvlNTGr9Z>F@AAjMB1_r22xA9Nf~{JHtNz<73B+RkEfW-ar&{yVF}O?r zapjZF;buh&|AiC@4IPe>l9G%P99^6=5KPttofPMD8xrIzrI!AmiuIq~ ze!feZeo791uG(sr&m28&%gP-*sx>Qxxfk`clk_^z3+?_?cl2J2i{u`5-MnOvPNZMN z{J@PKs+vYH8{P0+0S~U%0We;rlfiQrks`A-@@ZivJ+4!+#X+H?M`Qib0sYSthWpWZ zm{tP@kyQL<==y?kM`V4z^=2wjJ8s8*^IlGAMWJ4& zA>Bo3>_ZgMdym0yF17+veF93*nI<`A)|`9iU+WMPGaB;I@eR zFcc-#yGuFW?(V}KcZHie`bVCejH~;XtIv&uv*r4k9sued=GA63xI=dPPwdp`By4m)C zghm_)XV~B|xws)svUSPUC0mzlU9xpI ziZv#B8YQ}$#X5YIjy=%J71yglj_ww*PP;`{w*sBIr0foe^||MCAqO<>?u0?HPX9Yy z7y<%zM_`v&XO`>2ZXjxR3`WH|d$BI;1uAxl(4{(eT�n*HwRFb@%i5^o1f(SJRso z>->M$EeF9gDb+F1CXa~qbyr7$0!jRISjPmUz!K}q7QHPAHq3&wSVt>#p%99|f!Sgm z>(GTcP|TxBb2Jw+V%_kJu9kp)NLO-H0cB$S^VzzZg>sk=m15mms0;I;3Kqfwv3~G? zE>uH}Sa*J=<5GWUfE7?H*6q`}und+%9V~*yP!CJQy7!x=rbqA7&CSpP>!4Ar{2X0q zg|)B}nqU>I2Git|w(eUG?a&ErV*TbCUDyB}Jbm+yI&p#CwgpUtFSqL03w^K&x}Y02 zLyuUmoo62D|McnRU9eTGKg~S-Vb}@VpdSVx2isu>48nhqB>I|TlGr7B?iB2n#L$B} zPQrfJ10ygBdto1p!8lAv;)k2{G;M8K694w3jtAhNB<}keqo*|;mc+do9WBu6j&P*6 z(WF-($vc+o7?;GO=J_U`{*{i!U`ygDeZJmo(2sE1@MzbgI*&R%>hxww;^n`YJ2-h* z&mcI@k;H!+-`0`fJc9EwK%HJGkgZoHiFXIhxu4#pn`@y`68ae{UJa0=N1dKN0wQyxi9EQq8?3pl;}~SM~U7NSSrcd_szLYow}J4y%mydyjaII zK%!nFP@+eP9wmCKCAn_YoZEAuZl*u4Rg&GW>PUZoUI$RIN8Vl=P^{N3$=pNc+`X^s zX2SF~N^*3Yj)dv;ak2GTQm03q9(8)u>GeqRz*OW(xC$C3*3Xj-=<2o=4su-Fv%%I=vA|{^ObE-0QE^%?Dvj zlGlI!MaOBNM2}d#2_SEeyuB$&-kjEbhryIsu%v*aLz4V4_gAn)5wROL>X8KrNJ1Lo zlDs?8RU1-J1hZf^I8Z3b`@f<4=74@qF5svHN?|UPLq?MS(W{%wAPZGcA<2j0x=;!8 zB>Bjcj*DTwBp)8uu?`l2{u|X$0}G*6lE;5fnydEfOLX%}sF&n3=jylu8es`6g$7s# z%O&|@u{rk-Ki19bph=RieNV?$SPQFQHLQVVXp!Wpc607~&+6tbXp`i-kLkD(HgR3_ z;jV{v*Z>{SDalW6h>4wArDya*x7hYV9k;?Z*bF_;3w^LfZ09cBmxDnV5WA{fZ`*$k zJ75KAJQ$8upcJi0BCE|VmDlCo<@m58_-(N z0+bk#Pe5D&Sp@B3@9EMr=r8C7;tD!p6A(>6NI{R-V{>)$7ND?znt}nKp`d?X?5XQ? z3k?M{6i`?|IRViGrlun^_d;C3ZrCaI8IR~~v=NMm{e`1CQb{n$^VMrbVF85&q!*0A zxY*}tT){z@68mf0beslLSiDNdLtv*Wiv7XNqdEkK zVLwd4G-#Ly#s2iUn52J7_(>t|6P#~G=Sw;goNr6&g$f-7sMDuTpKSevq_XdrGZvlF zEu`nCB~^QYj-=;1K(RiF`XuVpu0Kao4Pwq+t9knr=9fsS`6?YL(I-8hM12zVY1hv} zxun|HnREFJFe8EZRg&s`L`UlMsokFsWb2cyPpAGuN#*oC(~Tz>XWTcwmv=kjj&Qu(=VGxb;c{YnF#$gk~;k~9qG?s56wW& zek+iuzfMx;UTDs}Xh1hpqQ5~>7uq_~pT8Lh-R}ev^-0w4lGJ5ynsbldYq;fNJ!2>I zO6oi3>No_n=97QCzXj;jr&GUQQrG>T?ju$|2lVXIvp*=Q+m@JnzUMLBG7h^Wb=TcG z?gKjYcLRy~BzgJQZTQ;!{*Zq*ckoW1jt-l8!y3TPk55RKNnLhB}xp>BP@;-$JN` z8cENdc~mQ4k)#WMrQjR*U{H#l{icq4VIK^^Fzkd~up9Qk z2#iYc@XU+1AI7D4;*gFLFe$~;`~l1g13ew`lwVaSd!`b4@>DQ4&L;V$HnK-4E z-bPYkMjYq6Iuc<>gdt&ugc(w7SSC)@+2&C-oUQxFEUXl#{v#c0fc`={4GB1$55yW) zi?e@nmhPjquuhydeGi6&TJpDp2_qY4=y3hk{;_Te1V>b|7xE_c#B-W6M!%m>n zkWRxcamJG7x|}xiLJ?uuE6(9-bR@lS0Q!G`Fhjx&w~2Gka&y{+7wbL>3%85&)tPcg zFC@K?#=}7%%y3woOG?aXSD&W)2rk?s&Xxb7BTqvwl5r*^}P63IA2gJGMujaIS_{A=%~I1PUZG@{)g! zad94))T2VM#d+jS9aE5oIZ!0dV+(X)7MNn67}qfi#o`=q(s3@7fdd&Rfl_gvw9O-Z zF|YfopNzYu^ zPS^;ouol)q8?1+R*Z>`p$&AJ%!!O)s%t4oAs(!CyKMX)OY=$1_g+AB_v1PeSCr-jSjmyzMwn3n#DR9B1SF;Gug$u} zmdwFHbEjV#(2?|_BFTJFQ;tY4BE5)2quD^aQ8AEXM2-M-8sIDEBODQ2lw(0(WFm}Ar^k=#Y5LXlVafcWLB~P%iDaJM zqa*1>rp_l%=tyDF0T|&l(u+thBJ@Z{-Ubn2M*F1nWUrn!#^y;WeXCB#aVh=tf9lbM zl)ig1#wwjghotm>&(eR9uPJkU2u6oFvN<}!Q4(|uAFnx)Y(b}v1ycUgKgJ}RsM0Ym z+0?yy#24l{{&1cvl5ElE^)|j+%<`z>AqU1gBn=KC0@-@J@6xEZn1x4E8fw~4X_OOB`LQQ z`29S$LbCI3)h+yKD95L0jvRBVBwO>4F6f=EfpyR#*}9o$)C&CPJ+}ecBwPQXF06-k z;Lnh`4#_tBS{FKDBac+?j~_2{U6NgKhpu+RX4ne7l5M(N7xO*A|`1wbMr*1Snv)1t3D~1=oXLx_P&+xnZ4ZmmM_2={s^dqAM zcop*cLl!Sjz72Q*^1J|fUYWdpU&gi1>$TUv4R--oJkJ%+>reXnRjqzO!Ntz=D&)5T z*Ez4(S>N&e-zRzA;(2{zbJ_D;_Pkzp{j|{kn}92x*DJ0UTmR1iu5+I2oY%jNOo0BC zPQQnpf@ym=0QzTK{Uwt(Y~H+AZSzxA#m6_rI1(s;I9QN?B-oIGG!#M+%!1i42a3Ug z43t1A%!M+@LOE1GCCq~=m=6n}S}Hy;Kc-a5d$Ioq2Tv5p3T19&b98cLVQmU!Ze(v_ dY6^37VRCeMa%E-;F*Y+eI5{~AB_%~qMha*yYt~lP5$iIx4vY zRvyfNRf&*Q35eGpNbsrzR3N=b zvEL-|ht(($W3;bykpyiw8=B&zB9@jKimfiT#b}CgNaJhwl~=dbKRg8xg!J1p5b#<{ z+S{-DHM#_ok!y^OwbE2gjLGM-l)(UpN=^%Z)sHdSCio8VpY|mwn@pfuu~fi3$+}jg zCXpb$8;h9X87Q6xhjkCK1$}LEPaNn^dH4acB-U&9C)hVqMBlJKh4lr8Q;%c}faJCF z42LGQZdEF3UXlxpvLx0_4*_jliROP*eaE4u!Vd%tcn+7YKhaAra^UFFY0)>llg`9vS__A`_JU z<^?&q^MnB;I*N`Ba=L-S0!>{)F#=xJ1W9;nS5ADGz!%-@m6Chf#QfM!x9H2x;jI2BJl zc~LkTGgY6d(#bI9uJJI<46M-{T^8qJ~^SUsNV z7<2FmR)WVrJvi2^2?$}JghQiUbBs2_^kqlyXk5N8Wn7-3c0HK{uCm|dr}caCucYGY zCd6)pVqVjfPEL?=(QYEPj}0~jo`;D}O-tmcO2hRw#u??h9ux-)2@&tb{PRIM&3@iS zU`sfHnz}KwTXyR*Wh3k3XF`HfzwL-B9dZy1bL_lL1td&o{Ou!EvfGc;?*0{M4EYDK zal2nJuJ^{Fm(yp*1FcH|lScg8QVr8FY7?bO0p{0EP$P82IrjD(*PRkl95vp0E(8P0 zRU!{MzaLO6F!4Rq0wm(5vFH2lUjP?sRCDm_;S&hZh!+|gnCuD46ax9%_}S0egWZF( z6T{O0(3f^REO6d46aqdn!?m}NLzCwN|0(KeAm{=cfCV1K1svl3*U8)vAaYg!1G2{c z-RH%RSJxh=9j8Hm3&WljaE1EcJ)F6o2LB;67$^$JM)`LSp{oDx;hg$3P+IT|~TM1lJyL z4vCno#1|6w3nhP##N}^mY9~N8B%<|^7D+_zwi8by4TyCS4->rg0RV$|8@v5*D900y`=d7`k@ixfwjn=I@aXLhd`!_uYb}n z0N{m$^lqSC4`y?ly%pw43Pc_bzycA(0#=`L4xlT@i&?8D6n&7lxKhoP!qD*Sono%cIp?M7Id&XeXKrpalaTv zL0PB{z4UZRMI{ba+;tl+WYqaWd6TffCkU*Dwy%z8BdLwMi-+7vw8=*IwOcp%x-e4aTc+AeT#e_&F7) zDI532`H+ChGy0moHurIPH*;$e8|c@>V1}dYj7Ni-o+nAr!(=rU(GjAMRP`kuUq&aF z#m#Ih3x@OR*xBOmbK%QZaZA@Eg>_HC^zndD05U-#|M75W;|uJ}KywqgEg2C1`xyJ{ zvH2HRxOe^gV8b*(GyoZS3g6vIV(kUWpl%iie4ho#1faxseGG18i9dUR2-#mx1m))g z7(nQn==7kwd;mJ|GpQH-IF=z6bn0$0Ajphg7ot9K@zU|}j328wgxGS+!9C6l72U?g zif7EJAMW-C;PIydQIrVf_&shp91XGyEvI+{(fIe1@Rh8m=fHyzDU{TL7^#tZ)Zlp;6lRUaMC?UFN(H`#-&>v==%v4P1qY)V>3eLGo4 zg#%8NtF0!hu8XZ$1{N1%y?9Z=VUNEc0W4_Ch^QSfvV=-iki_6YX-Y@HeEwR_@%|f( zq9piX4!2ogH6%~Twx97K7i>m(y{G7`Fb(N=5#v%xaUNy~2UF>anb-ttZ-!)}{z!>) zxM!w!fU4*^LM)a?|!6uCtxd4JI-xI8gx9V>#Dt~c~tVWC$gxlEzT9M zO#Kr&Xk*q)X24V$t^?ZksA#Gu7#XX_qLn9?cLW!hm;X(Qbs|rGcT3@%s955M9ZDe7 ziy$V(nPfCY9!024R^I3{3Ir3kXHHGu4K8Y>m#U>ow60RNJ-?M%F1`=7gx3B&ogZbk z&Ok@JI#FEXsM{RapV8*bkWS`gzAxIPi^Fql(thNbEbxHncze6SD4r8Sc=Jnp5Y!km z+Hp6Ku1~a>>5=TfjZ##45GpJh5j#GB-<0-JCd5A!E~&Y$N!Z-Bd0Ps`l0Tf3q9?}# z3nX@j6>E{5zF*u}Ktxt5q2`(-AAVsT?~X^;Q^(QTKv>I?$*U&oXiA14!drx=bEw9b zQeIU#NOQ1P6quPn7=k%5{0VJ9=Gf+tw+9;-GA1{woMhhptCZEinF%!yK9 z`t2>(a2gMAzS6z9M9IO-So>~e*S)5YC4YX!<6@a8khZ?7nsMu$O5%;UUOPisw)+u}U>FBy!Wp6!gPa@z>w* zI^q4tM-i$&b|qw)Z^}{&;L$%|aKWwvVbz@{T+L$BAYiXudHk3+-}oZHItJn#y+2Kd z_Rsd=VKNERz}kmT#KwI<)H;8W9lU2bvJtFf5Chs0iEV&wu9qOID8?pxE`pAz$>XO_ zZ{~)^ysY1)HkBXx)U5fm?ge@Ic+e*_c|5({|Gx4r>o#qg*?q>jROyLwe2o@XKFG6G z2ib|qKh9l$<%D0@=ivmy5lJNbM$x>xcxx(=v~}vm+fNU+f$4{uYW?IC!9j4k3yucK z>DvWQJOwKgA=oT@dcGIPT-=jRutG5)0e~{aQi3SFX14tqa-+T<1AI~r;6a06{fivs zHUJ#(Nc&vln8baU98@WeVncw7jDY7JXt0^B@=jNc!G>5cb$899VcV887lYqgCA;5p zfI5V|D~6pkBz*+`eS7qMwxn&`Vhl&;*J;Qy4Fx<1I*z5$`KSE{iwWQ?Bm<7H99?}z z&BnN*ZBqR^-!kL~FG}vUF7s33lBk|jMMQTXBH!%P^IJJ+B|UfWX;vW2wNglcHBRA7 zku;DbhKVV|j4r2EuIfUtCi~MsAcjez)fT;Xn&8?A%2A8Tf_O#sQ}yEUr5IkC;;MFt z&;F^66)WP?W7qTdk+}C4?OyF^4p(BA$CU=>_81&3gzXOq7<*ik(pNk8aEaf^&0qTlL|c{JT0FxbC7lYY=BProf{e5Mg{Mi(@s!mzK8p3chpDflE`$I7iOQ2tO0e!11n>0)mXtD4x6AtHMjNEd##L$s#N5yi8R(%A9k*&ta z4=dD~`L(Ykje;H9t~w*mA@#PoB=tbwl%*gKP!V(bS;@W$pr2eOA~tc&B~%M|_R}jy zrME-)=vjMvhi}JbsfY%2$5O2@UEuVPhdg+)DTl#n-7A-c{`N@Y#H&o)4r${6%sXt+ zzpQdRfH*F440Cd`bLN7tjU@9$PfnCW%AYE^gIF>&gsc~3G;rAq{ZVe8r}(Xw$@x>F zTHK^w{26JR04C_V5W9LslZhNwid3l&j+=48G9LYmv}m>M{mR&*~sko%>? zh~PYL52v*cTm_BV zZH`;vJ|)z16Yz%>^L9pu=C$=E!VutGWo zqx3Ce^p(DLBaDyEDr{0#7+rZAT^=7YjBl_d+s|ZGNnPFO)*%b)Gpy32*#PU5c6s;6 zKA?5`JSK88V!vUn5*;%a>!#D3yBqpx*1kM! zZrx+8r#-b`yAuLSCzDT?#0DWgvGDl=OlY6TjT@unmIS0S?4&Uoph!aGy+C7eKYX+9 z@_m{CdUS-KDFKWx!pKa>fK|PXEou+6w5UUw)Mt~K3|yzrS~#G_jRlRXbe2}3Fl-~W zZRsUtq$KHMQe;8uiM8Tz5{dgW{reYd&tq@jloBE4gNh>woC&l=G~Me-%;eQMKY>dQ z!A*o|n&$JUQ4W;Der7Nh@5`HGhsmGd+)e;HCNN=%3#si<`+PbMr4u9np6@!ga6ySZ zV__kR7Gz(zRn}UszO;Bh!SN!LEu)J%<*DeND$YbBDfZ?b;vVj64e!=*3_59~4CUl~ zv=&c-o?lWpJms4pt0nwqQp2p4>-H$W@E%fXtfkQf=L4FX^lHT8dE~SyrY-&2V<_LY_?1D91KkZ>+eN zc7wJT+8fswsH{H;`aa`RjS}a_?ABbM(*aFIlT&pOe)GlS4`0qa3U9O!om!nQ_FnnY z`iC#Hzxk5#-+Wp8AADJR3Og8>;f5UXEp-06vm0@c5xzG`&;`a z{-*v4K{w5pWb|(4&Um%3FCX=8giM>AKz=_LvOih(sg>8u_)!+mA?W z+o6z#vIa-iVxD5@`gWcd?_|-w9gK_n?$7D2htO50(d1n1(!VH|SZ9}LO9>C%yl)f| zYh)my?L?>qwkn}z?P;WszSM^8oZa8HNkyn6hySDrjTXf{FP%$Qv^i@$TWT;nvm0>x z=wJBu)}QI-A(KSIIZr_qD$w$!o@h22Fqa%nn~Fuv@s?ZyDsnSrng|o1gtWHw} zSzE)Ia35K^_VX>Xr@I^WzB9gl{bAO8-p}W<#o!P|Ag5EpNUa|2QMzj^kIZJ9Pf1!b zf?vvf_Fh%yM%OMA*O$iumztOH6EbzJFr&a;iFo(GZv&lq{R{Entm_p&^ujnYwD?gK zm853^II~F<0`-nB>R<_c@8#?gNT$ROD+ep7ZVw~wtvqiry(edX{LJJSoQ@VM|13_@ zba~=Z4IESDRD5)-YAM3MdED?6oiDSRIzRW-y?bQs+?dL?&6WQWt#-rx!=-JWnfofm zmvw7)=3~9y&m9Og4EltE&m7;{FxR8f;Jb-sfFo$@7!Vm3Sj7}I$5!a6phk*(TyHVK zcfT-#OTh^v_ER5O!V#nWd*`R_ughqajUN`7m^59xYG`?Le0}0SwB$d8)wcsXb8=AC zuDNS+#~6O8Ze3Ga|C|Iu2lpJm1vw5YS)qT;LH;Va7STDW%|{kvubkx%ZJS_tFZ!MU zc4favdN4f(yu3~erdR}UL!wa1;}YMfVV%Cbd4nS11b)8^Xhr|mK`3zvXE56-Aj<@b zgO~TuIxqM|33?L(xqnhpx)m$vQ5fcv#0LHN)`Id6gip6_LTSS@h_N~7S*iZ z3&voK8fXv%qTa7VSpFQ3z=o|Ke~$LmLM!7zuz{*JU>Jb$e-@AX&K|LZ3PZd;=oK9# z6^R&d-30S!l%+AuYH|dO#XQdEnZxmrp@b#0TlPKk5@=;_xaTUr3!|>8%(V_J6UAjs z=_bQRRD>8BI94BT*QE+JHSZcPTh~a5jD72Cg>}D0foSN!|s_LuV=jjavI@rqU9>P(%{5TgW^2^TBk%VAjVnuB#eyL6j~& zo(r<*?HswpISqMX2GV@6#gEl;n=-Dq)V!uO=CIrdC^~*l^KEDF7(V7(+G0V;oACbFYBvR!UjbymYIy-QZk$1a^{Je(G<8&71h%0Eq0JF4!XA5zFX~ z)r36A>DT8Y&ZQ{hu3oM0?2Pjg+LWgB-F)X`7gb{X(0rbsSrpoM7j(B{#Yt7d9Z`)u zGS{jy6JaJO^1QHj)MQpm)heUT4^UOGP9G+gbzMViB%@0EW@A@YeO>BdVM6-xdEXqt zGJ%~39Xvh?4S@@M#Qv`l=tHx{Sezzw#?$B0G<$2u?<*{;uf@d$0ozUOetdt!i=jof zVMP{0#Vf1im?0^akDVGSN{t|EL&x|IHi236g(eQKDF9o%(cgUPS|gEboVd4E6gK(5 z_~Sbtam6a7jN9+t`_m0i#b&)6Y%Ip4j$)KQ3xP|Lp8=Ulz(ub(A^PW9Ab5hC!JOA*-5rQZPDKKf|EETaS=g-R!h0 zICn~3b7UVQjvr};te2-%C0$KSRur$e^^(t3L1Jc(w_2eIsU5V%x$xM@WI4aL91sWm zHs45u7go$`|AjJ97HMITm0;;>$QE4O_YD{AGda}W;GPP1362Qq0T+SGn9~foRlJCw zy0uIcm3lwzeM*{8WDxc1>q(lMTk7j@ezuHqm!5XC1v$bCKcBQkP4l|<|B^Rrn%p8EZ%4)Zb}_{5h&S) zx8x9$W5$G2;B!s;ttKP2d{-v%O7 z`>KkU-UpV8&OxXDGQ+h>qZlI2+|ia9nq4UBtUgI^`TC>P?pQkxG*q!%5fT^xFGtCa zY9C!9?%~|nCFOftbeo6HP=U$+)gn*<-^k+Iw{FFLH#8UQM|Qi!%KJ(q7H=QunX3yg z1WQMY1Wq1Q@b_nEPaNP>>DUCJf>U$|0yKVcQvJivkvxC0NH6CWiz%O-_V)5XYMBO- z0jSb+%~8j6X)!a7#Xynw1W8=uTHo;$+pwO}Bqdph^5GY$iJA)gN+N?czH{N6coqV4 zbi712sy6smI#xxs$&ZyYFm}U&bX(iu0|q0aBkt)0R-YU0%J6_ul`fD;CbnVOI)0Mz z^wyIpabL_(JdRs-x>GAKoebo)DzvYvjXB2*_J^yXwc|M*e(h_!VLKVlRFp)o;eywO zz2#1YYKF`r#Pt=_pn9_>ilwXZ$#>%ILxD}f<0xj%kxsT5U6Na$6zf@8Yq6R$AtDt; zWQQ#)1X9SuFcRPE5_C-aw!x|7(%`yz;xE2)^$`!=Cu+)kYc>->M_TGaa#2<~S%W0< zRy91tjeX019#febbHt8x%8IsMx=i?S#a~D)&;E3WI$niPTpcz6cg}i8XHa-I#&AA9u6P|3d5p89aNxlI`g3DCx*ar$W#X{Ei`6s`u zR;O?6Z4^13N?bPF5>$F)dRD>~+HHNZ)-B^N-b;rlK3(NlKitl4+eCQtUNe4P_5 zZVPzO@P4VTp!L0(Z8)Av8H3!*dXnVEQ|oba+>1A8h)E{PYaD#C5QxF7U}O8Pgx&*m z3-B!WAjCMtdA-$GU?C=$1`LpqCJYz&ohS_3>o&nnDN08fcYJ>D>YuUj5rdJzLSiTd z&XA|vAS8tLu7M}CU;;7!oCA72=M3a!2P6K^d5QMD>!2@5Fqq(FJD7INKMj=d4dyzU zFLIJ^;}5buS;ACY>7WxjsVQLXV=v3t4^+J{BAz5)hO?d!%9-*sN2PT!Z?mt))8Sih zGQMB3X>#G_rIdX?)F$@VbxKm{-T2%6kspi_CQ$MBmUHmg6ZUR0(IKyF29355G+42f ztX8~kOpb7dultPFW@xY%%~{0YcskmcKSusLqA zcZJ@p@aK^{vwdW{U@PdNoPkD$qipU`H%aNZ0b>P)583s)z;vYVu=^#7(xvQDPDHP} zRDEgRzip1MP^==34Q0g`;SB80veN~8H4ip}NBPP&UdH+!v4<$LTa!|E`qAfsfiuiS zePjq!;+tGNnxP{nnd{gT<5m~yF=TCZWUJ-a^ofpcr}oqR?ul`f@9_S;I#W zN_}U@e|SM9bM$V4U&lie({{vZiUsS(+0)z4V)YUROJT%&aG2to{#;G6p)ThHVC0d$ zP<6By!Lh2Pa>EFYlua}D}1x~Uxi2TT1W%&-xax>6I{V>5@vK~AR6Y4udb?@7sgAmJ^w0{8C( zH;|U9^^i2@g3ALw5W?;LdRA{$*;x6aQBgBL^#$H5&B&z}{r$L9htGSX5rCY86g4oS zaW8U@))ny1Tm?JB5}^-cSqPKy0~ook0vR3Y>4PCA=hkvPd06+| zc#)HU*djWQv^zj%s+K3P;l0oFh;f{p$ebriwco->R?Hy3v<9~$s^q5IG`GVZ`cs)h zV|57T&8MY>0lYc}FM)M#O@~w4$4emGv@m(YdC?p%D3Ia^VbpzXtW#o#iL2GE{xhFc zAt&d>9I66;t|jMt8(XM+_t4>Al8X2w%SR^P1BZArPDqx+?C^esn0zoM8sM7!{_W%* z;n#r$**RQZcJXE0m;7}NSK$h=jwRwOtoP>e`V`dlM;+IiEG-C|TijEp2$}2>1Ar|^ zD&QwMsh!Pa3nW?))%$zoFKv~h0{BHcI;HvHM^&?lU8S&d0_c%e44F+PR2vL^>daVL zzjX0eM`+q18mM9v{~+LPDGWCPvdf30x-nUiUryBTOBMdspnn}qE)+6TMfEK&eCP|Z zf^mZvn6(k61`5f*VCTja!{w5Dm9Gc%1sNU_4Alz52#L(Psf%e;X(jvy`mWyMPbVOi zb{H`rKO!V6THxcaaQd_GAxrK7Bl{lMMf!v8L2c^IrQ&q25w*63Y#iK5)=29hfc@eF)jL<~sTJP8j`wp+^H*w!@Tx*e77# zq2MyqfB5;~fx`;7JI;0LZ<{X@Fid~iF#bQj+(kaW3HqD1dp_`B$BdvSo~9uFr%#Mn zFrnT$(y0OB59V9wU>$7xq40eALliZ*q$8de9v`9^=pJ#`X;9VWE8B}VVT{m#sGTfG zfp^d0giAR#$5f6@6eRxTnq1w0M0oOt7uZR)z)whI_zGVOq40Iw6nLO~%8Pcd|2KO>e>;S~IB z07(w3N(eupAMdN+Wlh*OMUqN_7fDo5vX8Zj5F4&9($9zW_3`uiA+Gi%1@bo~2A!3J((Wbf&r+zKc}=#J zx3w;mlExA`m*3huF{k|;KjRiY5nt||Vk0rl*6m_QBkjW=_*rITC`{q$lL$Q$WjEPR z>FM4Z%^z&t)eaNq;s#<$y#^mMVL0OF*(9qmenMXmU&Yv}}3|k!R@*)f#qu@$( zf$UmyrMhj?>9+KJYDd_1l4+&+$hGi_aiH?jH;Qe;HFYeLlXY>rmck6qdxZ>&N#km` zQ2BJUJi+bXl*;$GnD9ibqqMY3*>Kkzd;M&X#C+n$4Z&4Qj_b@kIPZ?R+*HH0In2gC z$qS@PJzBW}j^!o{?NEDY=Hik!LQ| zJW@Xe?$pUWDNoILN7pfyC|cXI0N6?3iIEh)N8%x*bPE$lTx>^;wQ6;cZGlHM%Zql| zlj;uB#$?XM>{uG+Dh;fDsy`NURtyrI_tX{vHsQ&|dg+w#W?HU|;mA{1NNB~`->L{x zyw(AsISj@G9+h5bRV0xuAya?@I2V}~uiG4$QV?j%ff=t7WtCzAKGUdQFLO6@KognnL-5W^sL zT39L|j^jx|^Py&Apz&PvvBuiH-O6^<;VM*J5gCyujzl1J%md}GAcFCot4^#5@#p16 z|Bj9(NaM{=h!qit?`2N3Qyjg?A$LNs-%AX&8C^s6p*I522eXUjQ9Dz- zq?rVbMLUth_84rfiHv7H<2o&cUr@~XQu^BhXCrrRY?GNei}VJoroDRfCU)s;pn@dS zw=Iv@L=u><>=`3#KlWH_El5L;E^8DFVCWs1`C;t<`p%{2if@*Cp^@RrCk|~jcOeDl z@K~ZmzoB9@ZE?9TApe5y^AB3dWsoBgueci{lH<1 z(TuVmMqiXh>{k9W7tH>i3-TG!4f`%O`tm}iTA$|rnG43^y3-{>KLndIjeiUl^6uOD zztsTq6qrA`j=t2*+Mexq4P^XN1MTS%VSj5tn#M6;NY7*BJ%im0YF3<3=G?k-C28aE z<=(BPomi6YdZ~>v{5GaoaHMKFONr;f8k!i3sen?jqgM8Fgb5m|<7f8R&|b0$u}I5p z6@5f}`(|_pz78@{VAnfpjl8e1uZ7SBU>`?R#CS(xb0I*<;eLIR4M_(DkFj*Je%}xI zapBE$@7u|@ng%$xra5i+ez=FZC06=8A5zw6;2MZwGiX?&t?wU2Uhbqkvm;^PoD$*! zClSn=Ya%U(JlMQE^`(Xe`@0?Xl<*}plkad8h{UOJmHj;h1Ut&mR%!4cr~%XGXdOiE z{;En$6|39`2&i|-h}v3{)G`6yNvM`ja>!%hoKINA&$bnVA6fOlTyWt5I|HCThSw5s z1zj+}(g1O8Z-U;!Xg2y4*}cvMcAa&Omr`y;;fo*2iFghElmPYb5&)eyHio1AbUi|V zK|J!sq>9EHN5*pr}m0w~Ejy6&SCi(AV&;aQR zPt8k}*$fijx-S_8U(_GS8E^ABN~i!wQmY1yM=pbQHRO4d^(uAVF2197Sm&F>@?2;_ z7~hT%(1)jFTuI_8J+6YXb1a$EfM;}L6$y9oH@`P@w-v1O6onGAt8LOtY6K{A!YG)d z9R>wDHbxPOjZ@t_BUtgaKq+6A?~*t0oLY7 zr6l8z|Ar`Bepm_MG8fwGChh*ToQT8~xtfMk*aY4Il+uZ$%Qx?A>eGtFq;0)LoaZ}Y zq5LF^lfp0RSP-AT_Y+^SvafNo6A{@%5*cJ}EXbHpu{^_L5V45HSqNm)O9qCoi^3k& z7-!l)tVv0HS{F{gTsOrWmYkDs4n+DTEeE!tXnbbo=#?S|dVkF_B2D*k=Bs+)GEQ|) zWX0c}!Gix1s=5d<;bb7>tNUQ(=KjpJ1z}1TmkwL%Muy%eE5a*DkK0iK=Zh>XMHEuG zW+=g`XnC(K;XL2;^D)hX`$AdOzpJ!#AN*QE-%nC()n7ih6DSm6R7vPON-{(~bpcs= z;nXv&wrq@m&|Tr5sAAsRNvV(xCJevH9PEC}g|2(^h?&86Awzm3>Mtw8GUzN7iKrV) zw=PC6?k~UB^|}^$mQ!3e`f{se%GH(l1;E_sTiUYL92%m3vRhvAt4tl0Y|R=^5@4mo5d+h zj2N7`$t`_O)L@)UdWNyP;I}0aaIhQb)2&jJ)5a_(tb+HufIO$zm?Isl`uYOO$w+vgnu#h`oq-F`r!#%sbGPc4}BEQsw4^EVWC9z?Q9F zshx4#@S6)SE|pSqtb~)o){3 zV3NZn+NOR~V}(?{Q#P{?FcnK~2U})+srT|Yb7G#e>iVfa&|4S*AmOT>dzJ=U*qR{R zhWSb!%QU^+j6j{z)3P(PCdILIz)TjsThTTsTg)ImbXKO1}#`i!KHh$GTx*ReraCIULtz6?A}CsjY00y zAY{@TBNMb>E?t)H29KMNP;ny19CUhPUa;YzVZos;kg-|AV>gQJewIw)i)L>ZUAV4X z=UsiK=-}XE?yZ!hJM8C=`X%I+*o(~LFpNW(bxWns!e>3#;`(OZ&nInk*_pHrz6D2c$P)jK}_Swao3X1TfwDkn&n6E z8Xo~Oc55M>m{eA+Z>7-}%akE_n3T83DnAn<29?oUjU}UBvgR+v2aM<4{ z?IG^(M7<3#aao#{X6dFY*jzLDWNu)x&>cxUETq50^aCzN3W9OtP2LLg8(M^uT#1OE zH|lw`n_M?KqhNBgJy+cwSZ3lFh=Ho zXH4iTW4yFau zL`lh(VIvt&q!5#It_)a8$RbsI=+pZTV|aZ zH9+aOeFQ{9WT^n-$!RG@W|r9E$!N(BtNo;h9y=`O^pVr|O4i_9|i*hww3vQu2=s=<Y<3Z-%;@ z>hA8P^SV-%hSX&_Oi}^QXB#&Rb8kEvv!CYbxA@k1U=QEB%UJ~;AIb%uk8wY4WNueq z)`JzG6v%}pVnQ=yz>=SDef3Uk%MnjvBz2bn@2@f$P~el{BxE1n%~N-rR`F8IE96Fo z(;nOut<=9gtN$_E6$@N(L~=r{AXPW6Cs>*7eeT4tb2yqT_%1}7N{Z^UQ+mT`_4=)W z#1RRvDBfoil!!x(a>tLx#1TK4W>&kX?@WltOaA1&g41V|D0|LOV_z=|0!|E^-f9BJY!@1vSUnOU^t;fY zHSq&gv1$?n&+G*Q5|i#EPwK*tk?!~FHN*!QYDu$^^|feio7Er7>g}Rd?Tf|Fy%|vY zKRhDfb94SWX(4ja7hdAJwM*`?o*++t&ImCOqtuBcqc9+&521A4S@r0aL6673;I29F zf3FDrxO&2Oc7p`GiR=u|H=Zc6O0}TFt{MNUaoxCJ zv%k^WLp=UX8MIf*!1Da2Or`TDOS12_W;7^5yLk?{)`9YQe$rbac^S-pvzdQ*uPjZaCdx zS+ODE>zrd;+wFWfqadlMBLtUR<|zsK`4k|FX0R7Gor8>}U>Si5Q$}hD>~@XJtuQ6K z9Ws5TvO7O#_hsGCH%ylEkj^G**xFLr+~G)7VB+90Qh=tGNbp6AyLQ}7ZU;SKn;i?` zYUPK8bziBS?&yMK!c+R6E9H3Apee6Wibb3Q)jbmtN(v|Im`RfkFWq!2t$Ml(!W5@I zJ@PnAm$=%PZzTXDO8I)HC9uRF-=I3wpHDWiCy-zH6|IXQm4|-WEGE1A7LK`pLQ~>3 zt5Ersm@9;%i>@<;q~NRUdS?!6n!N!lin-=)MY(_h&h@RD&Hao0$B=%^o zI?DyUIQ%W#$DbNfHC_nOUG_V_JqjFG0$tuFUF&np%Ez52n0YUv>ZS6HlZhzvLqz?& zrN#O7x^BItl8^LdV_~~}=Ej6}J^{Lu$P||BajPcLYiV7%e43^DD|2IJZSr+j&I5uv zA;Zv8Y+ryZ28h(s@1C>~h7I7fZ}oUEq)D|}B1+rq<*dJo%84-3!F44WzDAmm2gB|S zqKXYQjW*}+8Apn*k%p098(bKH|D6*_RV7IjPm)z$_I`GjT}Ic_c-pAAf7CC;QJyou zOzaW0)^zAl!lB+4G*e$bk;do-=d0WU!Rx3^z6C4{ZZ8LkJ087X>h&F|#$)8`o?OF; zleY#$pi2ZIQtdbcDwY}J@aSJ7O`As=)2CUD?`Kc-S4LwhV{~OQ57<7og|fkFtcXzr z0<7HGe*%r)??6MENUIY$?^^MB%LuobX-ntD zLb6F@5&K>S#u+Ig@x@0E74OHeeZ7@oF_jP=hXa)xaINSR2Sw{oY&lk3S6qMM*Kz&< zkc_|ZE5t%)@P{Q{&iHk0F)4g26$tw}KcJFmbu52u7Gi8}_#vDgQ@}5?|Hm!y@{GvVoEB!o%*v_O(MVRHq6BFKWdZWEhVUBQlHmy3 zWrD(h_o%&irh`-V0>i*klY0u1g{=i{N(QtYSt~eY%T406l(NUC@X?G<+cA={CKzau zZ0YDwYnDoyu2!De+{Pys%aCY~%D&GnC-LyQAy!zRrz&uilHY0X0bWJGU^GMUro5EPXza z0yDMps0#4ttCnc4)N<8qpO6%w{Z^w0wM<2N%0N_l$v?&ykvg@PTuvymituF9ihq5hkhV97%a^lUCbO4BN++osh3ryE zV|;?jZ;=1VHvzoQ)_?Pjn{g2Ecfc9_SHN*@O#B;gT+0m>hIal09Hxrr%eOffF!T_u z*>1|sOMyi1DTd`^BJ2kI~m{y#x51Ec9BcbzkVC4 z>n+q5O-%L=ETj(2B9ygBkWAm9qTJiwWYQTpQtJ&@W_c|!nix{BmtuY4iQL38&Ag2d zHKUk3pKg($>wkX&<$1Zdq8BkWHc`|3D5I84Q@;v{Juv<7( zpeqLROj(e|QDq<$()TBfto##3e*PcB2={9kar!@p5uk7gDP?rm+}UVuN+H`XN(vr( z!gcg;-*!4-%PXV%r=&4di=RmMG z0y};a(z{Ra4|SIf9_XlZi#Ph3KaGk=ezZ*nXODi>FuYe zZ-hgT{!f6+VMFz(Pn@cf&^o_(tFE#$IE9>(?*LiDSqi1;o#HbYZqhUdJInW156bCW zT^ANyVf7fiUkRf1n;^CkRf1}m1HTDk-|)W?WSx)J`>fqV{4YSHyOj>pD1;ta%17&F zgKk4g%N(lfcy+KJEtCPdR8Q@L&pNVa2Xv*>6FTNFu8GNYMdQlnU%S z7!*>K-rVmB_xNz5Yz;r>5sNX7h|nnp^GA_LDNum4Zpf&$mr1`Ji9vJBcDJ#Kle^@9 zDw4xWV1Dvl&sEevilp}TA4RIsY;FNNyeg8czh!x-?|BJ7;3~Qt9x`vCpdvPsR+}+)s;%>!VgS%Vs;#ypSQ=quJ zySo;bmtNQXJoo#(KfWK6WU?p8$`4c|r4&ASx~N{)6YmOUhGPIQ^ayGQ`t~=8mdn51 z>{v5p(~O!}odF}*?ohh^-lHIs9$5P+(u+SOMKrdK7Xr?TRzkHI5!qpkk)Yo7W2y`z z=C+ooFqllnK}N+|cTjbdgdy6IKEz3&or>*>DC677i~T~fIg<;w)L`NX=kjw0f_M#$ zZr9w06!Jv0djjZzEOjQ+JLsHgYNL%7bAYM-S8i?GAz^^@S0-S6`vZP?Hg>I6ct<1< ziW$MYcRP}xB0WvczEsa~S7ecEeU8MFLzQjD+naPQLM!Cqk61m0fHxu0zuqf3m`mHA z7+x*+mk;!s{wg8*1eo^+9i${V4SLKB`@$>lK@!Du&J2*AS?m%rg9o3pC8Da$@I%4rds%B zv$5_K?lQzK9Q;8S&UH>gdq-GY!T=ssFn>h5v{(79L27b{>Qwg5S4LLnMQ#V^4>|xW zHGR^+KyR;W5dUpg2IutteOLhBF7hnfprf4~LSchefJ3j}AxpL6POwe07@ErP$LU5m z!SM+a9^ovUlAE4 z4wdsZ$$#H`Lc0lRrdeJd>;idcEdg3xjv6K=_D4hwMozXfE}QX{4p?WaBS?tHQfEFG zLVjxD*{4&calt{FKP_yWxv1Uf_sDZpbD->}U(laE znTXL+aPRlP?1)kucG+)cXm&cq@-sH2R9U3l>u#huFKzl_h(fQX<8Cr-!vT=iSB??N zm``Lc@d=mFE~%GQP|BDYUl2kfN+_l6-MxPByH}DmTlGF{4#A? z2HEZ&(BDiI27P^f#cBI39YN3%4j+;7nPVuW?Op|fjza!ev0w&nA_IQDW5refBz-{@ znswSw!T?+=Yg=qw&ZPf`7_Mf?n~=$HHR&PS{?84WI3MQ79MwJE1>Kjjll+|E$QY47 z%Ny5Qzc8=XQwsQ3SBVfdn-ODYg!bMk`~#PE>qY0Ouj^}`PM~I|@@>biMokv6SIBh2 z_2+>n z^UdGE;($v3$RZ$26Bs=xBsP01JAi-g$)twc}aSAsN|F3sPi3 zE>nT`j1+Gpg8);zDSbHAWN7GPCJowRDxv2!^H@WezE;EK;u@$8Twy;riILoo3`!>8 znutA13TaeIoCJzWC`n%0yr9A&w~H!Wi2@NGb7^#_?AQyo2njBTnaHKEoFuYPIT`wm3ecw64o|Q(1dSTu-sX?zB&wC@3;#Rf$8NJqjxBI^Q*a z{WmDdo>9qxA+X+sMM-);F*SoCH&!j2$N-)pe3KrqlkVUsGro!r)z_RXFp1AFy}40~ zq^ROv>Smag!PZxVe8)eDHb~=q|7Wu7@cW7#C&P8({L1_VYJ;#q0?MwX{Ec`z3^Kxi z^BP+N#6e2-er2Vm-<2KA#jiAUTF=?#xm8a&Y6}&MU}Gx1&1{3XroKvqxNZGeclo2d z^-x|w*OBoX-;$=Tu~vS-C&@PwM>CL)FqQ>@TE?G}zQj}a$xp@nx1FQNh&gG8FGcHp z10i1nXGT_8@o9&kq4_|#5}MXI$xd^N^8&Z%TL|M53;6gl)i_lCh9rGTSq(UZ{1``c z&5PO|0f_#=j?O(2of%J~k!sA6mV%7|+2JGEd} zkw>gyXT6Ax5()MEwZQ;2TIOY<`9iw=_Tze8m1_!7<+Z87Q8PcoYRmB6 zfIQ3cyXwa!kDDxvSP3pb&)64Gex={ZvpADMN&AO)UBgRs5D>7o(CLY6fp_W?1A-J_ zb?LgO1qBbaW^#A`pwb_E7~Rb~B8@7WEb}&ntt9^nZGYs9{tng!rnV>qbgYNO0R6Io zSwz80+_Nc`FUh`(M+8y94B$@A8U~W4zdTn70BgNJ<`zY(K{^?NvuV$nvNU@^KUpNg ziErl$CCnugR8%SEHIOFgm`+J-cbf2g zW%#@{D*(qyq@ZSMRi&XM{9}evs+GN;q+OkyfkT?=KGVWs;dQUp(~Q*wkqVwny~tf$27q>H!L7tsujtv1i?YwC0k9U zK0KHdoL4LMFKvRBkTXPHn&#fnaZQ(R)0^8nqZ(63o_J|7DW>EQ0Xm4iz;7f)`Yvv^ z!~m}dSSXzRk(8LC1q2Ksruc2O|Kj)j5*+Un-p+n_j1x0*I#!Eu?4+MHxq7BJb!Zz^ z|96vGH8ULcGYS=}Hal(2yU>xJv41%12V8IHpGmNi@HnD|@FwOYC(+$=JH9GRks)C~ zof5z`u<4CjE%A@3mM5B7QUL)rTRi!+nN+SJj+j8mA^4m9W@^kd7(O=|LxnkFw?1C9 z`;B3pN{4*B-KW=?emy*!;t*C}!Cw*m8g4cnWd_US?ZywTvHX{1eQnRy7fJK(D@mq_CS(m}`}9&CJPZw+_GET0XqBVmVF z3NX`0!;K;>ATeuntyt0%e+;3tNvpHC)9I9aKzjCE@dMJoYvqae$cvwgNOQozIk0l6VCK*0(rDC>${djZ2XSK1vI}s6b=g z;rK&FhHKo7Ekdxu^|HJEW;V}QosOk@SV_o|y0-il|J(AvW&-SYP~2a!qaD=|LQ z0`|tJVF^UpIOmzB2F|9&%;jC#>40}W?l=DaLvJpgKC%5B8G<60YX z977-$N`8w~h2iJ(%eNJQgNY=<9hP1eBuK7pnDmmh9prMZo!o2VW_qBhdm!@d?P|IQ z7~yJ7!8Xxe0n<~KrPPk!)^OV5H1sX`imn*VW?b2w3*s;Jih0*_JEfmO!!`Q$x`hXy z;6HT>Mc(&rQ|cQdP5^#E#WUN*Ue;AuZH5hE-Nd87p?9xVffv~whet*w)7j#)kI@I7 zExYNZoZ|qsv9#O17puPpi~dEl0Cy5=P6erhJ(O&F0CE)?WQ<=I3d9j_wP=0OzaCy`PT=3cwV;%gn0*vwg z`~hfpU*4XO{*u#s=n+2~`zgA91K^{Z$TX5QEpP3l}AD&b@FOW1hNY8fQ_Br zrqe+we=4ak2EOA#-gV#m1fEFj@O(ycFDg7K=xZW2Ot`)XZ1k%vjDD9b}!ul95*DoWE4uMYW;tzo`O^vqhn69zyr6s@~Ey zAN=Hsy#SFJAoEdQ0xZe>{ndy84vUP!OH!L?hnJt+e>a=f0#P;lpk{ZhQ<95}E5-4H z$U_d=>_D#Rn$1hDMlii!H{m=!N#K7^O^LuwMLsCDt>xrs%uXNYIH}=U%k(y(hQnq% zI`!HjlSo6)gAdM2WN;*2C^$1bVbPi*$*|IansEpP+-y8$2`VB-kFX74N@juk@i{lF zRQpGw51Z-Vmh8b3x^3nV87yO<{OZ6!R^!X}!492(3u7Y!HbqBN$_WY9jY%Yfzr~lA zn0%`G25PED=`e;;34JuTA?Np2au|ojIeo41AQ!uL?EFM?fS31#s9K)`gw&H-o8uZiXpAIJn}sm@Jp5N1D~a;jB1DwybDpv?>sSO|anT#*3hszqLByDA7DX z86v9#-)ZUIz46vX6Ug{9?F~4NEq{g^kNT|ZIqDAZyAND>Ew351S@QT+eOLhPbH<|lq6(J&uLw7NW1P^PBD zyBtfN6agl6T}GnG+!+m>trS5toCHk9imceEp3qwjSI634JI4nzPLX0QQlzr|u#`!; z=3G(IrqGhLAM^S#(7h)jXr$Wa$z%m^%yL)J{@|%}@)9Q3tdGi7Dk*Yj`QKIGTckff z(?R9T#$-310k{rBg>_RtIJ*zY6-O;e?XvLayh208t>5h#672YYC|mb`C>y2vKa}14 zLD_Z@|57#~j%W16W%Q>+_wsCJ1^JwvM9ycTt?`IRxAQ`81g zJ~WiymeM2IdJ>3qVa_W6*I9gE3?a~Fg`sD=cYgIB&K_E3C}uDg;ZABL!K6Dvzjx$c zVYkbMq9YP}o}BAu%i4Nz|Df!G|BJE<*4&`fvmBK?r+#QS*R2S9dwJO@^7-E>EGj$3 zT`S`XeEB@>k+Vcg#lZ;ilwiw|k9j$u#!m?00Qi$%Z}U7$r$J(t#;D0LT@M5GHnQ>*tpIN(qescRPY~$Yi*#IMv^$Q6FN_^&0^2 zZrM4gbI2b{c?HLQWFgMNF4UM>_Ad!aLgzkO5AWXG9bp(_BnuY?9OvOx>Dc3cc0PUi z`~&eLgMKRN2+>6B8ox^Qv985$SsEy0A5kN6Yv&ALJb1onf3ae0zBjuJnR>AJeJ6Xr zfz$p$*qtUrmk|T0P%HLC#Q!8980Q&`d9L|=L+5*0zd`$)mvSzD{(_ep$ov374^UJ7 zD8obbyQsc2A^W<%6px?WO0MeT%o|%n2?WP3jjW2$6kK#mzqTabHggjMAEZ+^n1U{Zw9Zm_VivR6x;ng z8hgdCngnm&a4$Y{sK}W6^@)m6kZtj@4q06ewNQn_blH`};^*4QFg?kb%cRRfl?&lw z`Euw=itlP)MED&S>_ns|JDvJMt-aA{prDhMib|@tu~;47~ZdWw5kfbUZ&!XH70fIM4TsfPF#6 zm(Rol$6wpkWL4X?h;65HI$;6&jWNViGMulnfFhuRz?py&swDJ}te7k_0|)d2lW@O zewF_eMS$oMVNSphFgqi*Wmz9#cI9Y*S8T8tAhu)}0th5kChq|L`TQ?}pGNwmfXY@M z0S6$=GbB>}Ow}C*yVM)w9ppF@$Ri5|845}KAp1(vI{rnFZ*)Z;l#~a91ch|iAp0(d z)cT0SwsXevoP6(;MWD-d~Hu5Ye%dxtTg$5vm)kP z-7}F|#=$-{kj0TT!!o?NUHH>9(uKq--6$9+8dCwP zQ8UPd6l`c+SSsnk)wxYdH`qtw{>jiPMQVL$1424ZrM*+P>$&#MRP2l`{-W z<<>M7aEzw3D!h*F(N0L#s8ndi3mUH6D-@n@afJaS06tD8$-k=ewlgD}jx&N}$^IDQ z9{aYL#v)aQWFxwbvBG?^d5`cgG+S6kn>C7c@aU5IgHFgkp9oF*$vO92D6*yb5Zz|9 zu#2D|JWGm^Yyr*Y-teGjD2tH>7m`~3wZiURk?}z6QIDF5&{#e5_*jRvc5FOeFWLT= zMncrX7!!j~q12HxW_2{VT>xb%8fQvukm|?8AWj6-TviK&K|bwg5)3#^!biupCz!^7 zMj()yh3^-W%5x(-mrUAy3!Jq(;tBn(| zE&Ypy5HJsW?4@htDVMN}wX1$MASvyx@RCuE)b0K8GAV$oLz!1%v+&p-MPxKK6~=u$ z3O$n+f}?)_O(YS#&xRi9&`aYWUmiVb@5ih3v_SzSz8tn4sfJLu;mTQDL_RH$KS+n< zbzT*a#_qprYI{@lrR@vh>c$u#NmjfvTuKFzJdcJg*O!E+&+%rbqq>+AR9#6%QW~91 zHp3lJYMkiMSEigHr+Q80ks|L8<;n-w5)rsmCr6bBzb?;(P*-kcN7bbW5ZGE^)+)&# zj(Eo-&U(XYv^Ri&0FVA=o(INw87Gy9N-4Hl02ukz@DSS6abT$+y+#c%Q6(KB{rIaV zZ#CBf78q55fO+i{oTc(RUx1ce|{Y~s-{YkeN^i8f#-I1B!b8v85O zx8+o^As5m7hUtpbixX1EelY3O_mpbvu$HB^mmYW66SE9}#nF=Xj5od=X~C=m zlsowyH4F^i#A9BK|+)*pi5N581dg~el}x34wi5pise@Wgqd z6y=eho#A_A!CVn@OmPb{3JUrkX_#$EaY2^S0(k}S|& z;_pmkn&jTYj8!`T_oSRKrmdHy@D$8K#}Lz$KV|n@Hn7-LVv@$LA_+GL$`heK8Ozz< zKZjc=?h^J}+WXmcA+?G1v(Jj`(qtd}LF~+;bkV>XuyQRiV3Sx+=zJZSdLu63bq|nI z9V?K)T?Jox_Mb`)`t8d+o!^y8nAu0}^yPhPe{QL1mT9IEKs=re=qRn=)3;lt+RWeM z5%dE4;`1Er+OX$Bg!6bkqCM#_!HBSHLywZvJbJrwbI>mWGnVc0B%^`0=Ye#S^8HC> zeV)jFSlpmuv!`Z>~xlEh%9z%ks7?l3jv)KAu zH*P^Rom_V|z+5H%EZm_)a25ZiMyCTx(0fr)PzCvnq>KimXQB5Vs2F9Yz5d0lHn!rl zo6^LfMVUa=!6GNyhetK#BBy*DfqP*VIj&*JDSN%-(dTV;cHLCR6>&M>mF^7QpBu|i zgP(t~#2nSyH1rjr8%wd8RLR%uf(t7M57~wo(oDjDv+7Rp3til6IiQB@Poay!64o4Q z3yP))cuq9M7G^6-k%+v=BvrF*Ffv;-K!%Tund%)ZZPOGVs9E?R{^U|(gkv>tp z&K+}$B*sv~8nwuf8u8RxYeFE0@|AN$Nwn1}&&VC2Brmg!-h_1RXNz%|QjCjcA>UeRv{bS70<@8yJ#jG*3?=$_3Zop(< z%JMH`s2_DGEtA@SA1B`jl`Z~M9l3jw%4D*y@kluBYOkrgzL{OUi3G*Xxku=OUD1-u z?vR^JRL7H(Sj6()>PdaBfrk&2vcy?=7_F82Ls(5nnhV%#U=c{y)k#$%A>TAPcjavA z((T)Sc5SfjD(9T)sOEHKXY;+M6_C_zB4QY#;fGv6$z=28g*&d(AxwF6s|5zu$f?AL zNJ)%&@SjR@9YiDOwTgnQjRXt0!g0Ph=Y(E2tI!v4m6B5rC2gj$lKrxbw+d9wH7>H) zV}Xg4E&%A}3pwu4C@J*KmfPQmSge>qvKzB|bjA6dnLU~45C;%q%BZ@XP2Zre^Mg^N zFBHC8K-}(CUW3r_5?+JEnl~m#ouzhdW+<(E?4h5UJNv@I@|M_oCp=R+n{P?o<_f7_ zpoQ2GVrPRr(#yF7PgRk>2}=sekysYlzuWakbBK}2;dL-E<*1M{b=kqya`F>ODZX=Z zsUmGvuj;dkwV6ZP=IYU+W7?kGV)V@H)647U($u$bQn7N;{1~7|dq?r z2G-8w(gF>7QIP=kWXB`Zu8TY_C0{RX*ScL#M}>?*5fDG0{}j*{>9fF$nJsqb%SFt3 z$0c)p_wOx%>Z*~#9ui0j3t|h@E)(7j%wwvl&eQh!Fv9K94*k5H8xr~o&7fD<y5d zJRh3NI&o}3vQISWp_NrdRr_ViQTMJuDTCW8Z#i4Dhv^pZaiyyeaC3CfaS_#bJ#Hm5 zlsxx268c{l?JWz{hT0DS)eZ{<3wiKVW~DpqpM5hTR;g?kAQdC|%09e>yKsJNka!?% z=@to;#8Rly!n9&K`5b2MOv$@`RmZ@5geJ zgS(l+Lm3^&;kAb}n@m&Vc+%PN+3%^r+VTacHdb`vFP|?GqiAl%tq1rB8cY6Wh!b^^QiZWd$alU8?8;w=OjH0AfY% zIuE-$ugjxEYxBw2ki^JuNz0i;#zg7~RAZC7L(}+4xLFrPbg7o_&_{UEjQ^^5z~W{Y zWKdEcOab!0jaLk3Khl&roN4x%;-s8!D1Yy>Km%!@VRnXYH{69$1B37lc(`*@-2P}h zugf?rf`wHh_?airC;F11z*s@ns|1BZi5lf9km|g6Ks+&hFpHpNUfz0liw%1i3-(j@ zHv8;xgB}HB%+$Qm72>{}+$J?9rOw-zS*MEtH z0%C+slcd40mLvZAmc=DMCQoT>9&!e%Yy7;YdRRiZZ9FjjK6o&wVYP5e^!ki25P0le z-2wiB^UM$@DHzi*Or3UfSk+nL_}jjUpKiJ zPI&VIoD6BEgPyH3vHiT{qFiQn)gOndI~c+=7>3~1x$9M@>;)DIiT(0y~?cX$)A)=F5aps^7=XDGgl&y+4n6wd?X5ecf=}e!S8by z{IdszB1@kG=?QM=-yT zfyd^MbO3ev4_z3s<3RJ!5~7|=CY4?Cw`?hXy?Nug452}LiFxLQrjsT45n*7BOL5W@MS_TT(n5luM}H&CBLwibm}sEx@4a0Qv)fC5_A(^Gjv<` zO|)f_YAnx^#`$gl0cqSqYerkn0^$7O$a;XqO1_j?SouiMjRG}1a)Z6t4=#Pb)#sWt zISUDNRJJ*l#J)&NT5Xx;UACl1di|leL(;gG=vcd2`E>i8U<;n*-&x`V_dL+pjkVDn zxHdkeG2OP}7CLqdR}+08MX8OR7wr-5D?s|i>LsJOqQx)&PX(cP4x^CJE;8uJF|vT2 zvJR#}@XniMeQf$Ks(Xo7supH36=Q9inrY_U~Zqn;vI|N>tuA2^~p*scIHina2 z!;b4a-#DF{{I5~%*F@fWpAmjhPkXB|%~GFxev%I$N0Cs4x(_!jRVst~%w(1YT_){& zd?CN?H7I(qMxBLP0er0cIeh1Vevt%F;3O9%{qCq-ReIciuBZw^K6dF(m=KC$g;6Cr zM%Gw#4izZqDfJUQ`KJ6_w<4j=m7IoIKoP&`*+IH%xGHa@?WYCFR{(MtWd{TN>) zQPj|_Z$mS+rN-`Hy!Uyv6{76L+Ny801-?GteE6usH8;g}*vR>O6x}e&3%B(|Tpm7b zYMy7fiw!oIu4?;B_TMzSsuO~plj4G&OC(jGT2*BVJz6dUwoSLx5M zah7^kzl*czuSQ_#ow2+4QKku}2%Z#{C1R7<$(rCPL3&U(Q?CZn?_=-{lV3Ho7r$;+ z+OQ<=fxF1U(j1MlKH`K^LRb^e+kWX->^NKu^;GYVEQJ`IKj7SgWI1#Jpq2dIy6#=i zJhJq`|C)fZKV}3YbRY2N@74Ri8)m!1{)$Q9-PdiVNf7}xm;^ki7UZ_-7A))avPVv6y4`R94!%B#s^v+mc-9pW;xFRGN-fWVKFR-l&nxk>13 z;j~$O6-P+{ipq)ge3oF<_W0Y-;jni7aLe3;AtKGS*%Qx?5Ug?W8VSo2PYDBw9^8^; zhb|k4S2$n3<7)LnF%zJ$!4x zXVRxng9@hPH{jV5sQuq{_Z^zq8MRcdIO8OYEB;~w6SRg7dy0zGvsK~M&4cw0CW>N~ z_Ah9T$YEblk=PXCj_{}JA7ENI&E)^ zFer4PxKAzFk%@l1FBfBE8=yunD*S2`)QUSqBt5WBs8J;Su-bin)qo*kNX^5sjmnkn zx9p`ny1$U~$vKY@4U^6xun<~YMvFyhwfAB-Uk;0s(WorvxK5hYOz%3LHog7(3Z_|| zB8{ivhN{b%Dx%I(b9JWcQ^~^>7~t^U`mJ;ie%r$2px+=i$Dlw=h^GA(H-7Kb;WNu# z@SK21TasnilY+D4H!eaej6iMId67_&qkz=RV#!65uNUOkZhxemI>k+JI5bw8Wb66F zZu{qM%rP2md5Pxc+HJ~roewX2@Ug)1CQEVS(KD`{7ca>;13)>5U*$Q} z93^7kc^TSu&ri&_4a?lDB!-+{IhEAx%FVUK2eK(zU{L{Yt;U33=vruFof8t6`XQ_m zl91|aGvO*@j@Jt2dHc1Gk!~_2&$rD+Oq{)M^Wxm~{djPOM5~-P{K=tRG^7S_Y=Rwe zWkSQMKGap8vxnpBUOJlVN=&niyxJi?*rYV8ruC%JZ9#Tge$corJfVNL^vkLpm5dO;f+nb!#^=3ke{ zYbIo#SkN$;qV(18P5j9|r69nOX<7&ra6f4sYepCy0_Mfm8#&HMf99ChGrloT55FW`_DK(*z zsJN$<&QJ1<%0_jse-}!{wx#Atd6_4c)HKD(@{2Bi{?%#6ajNO}9B~xK2AFq(y8`x& zXTL+=U4MoGhd&RIbSmx%oQaniU_C2n^bS}mwfAz1rX;Xvpma)Wr3VCIw#=H)3ubh0 zZ8myDkFOj@ZTUnQO5%^`t<P=XNg-7y8;l9Svy^_a&Di|*aE!-k@fW|F;%bQDOC3(#Rpe8!D zT_b+a#WsJs2|co`NycQWg?jG&&A2;>ncrq4(u8EaHpm4rXUPj0{jrM+Aj>* zdo%ljC~DyH{WrG*&uhb7Rod7^HgvL_c4b~^H_I3n>{qQSBuu)8oYj=F$)S3|^4_NJ z({j5UOND`7CiF7N6l2R2I81rPW|+k@WQND)#TcF_64nFScAIjWm(wmfY=L>0s5Qb=5+imIYglXE)6>M_Jr=5w9gePtSvR2 zt$OPC)RInpXc*cutjwb!Y|~uEFHUBnY0Si!;y{MD_q^2mDBi~R&axFR9<_N<-h+Z! zvQf@eI$g3jh?dU%U+IyaVRv5gNIWci5v9Z{gigc&(7FRx%4z17*QVzo(ujXqK2hrh zqD90^_FwR9*ucu7BeBkW@Av`{_5MjPg1;Y_7Y~aGlJ$cXK>gdGiyk;`3<(eFiiMp6 zLrnimIRSkDu@nAL(8qR=WQY;@7p<^P4+xaLhc%$uI@oA5M6oG%JxJ~sD5}T9+JC=I z?>B5WGEfO0h7J_n4NDCUbew~YK*01}5RdOQpmsg1`*&~f=3$ZW5Y3N78JQ{lAeP9y z-v9l$#09K28lpry&F;Y7HY1$fBFsPUfB0nu&_iQDGBdGp07;b~X#kqC&MW`av299? zr=hMxeh?k&$7DF7Z*g{xRHCx+V;N*v5#>olPb+P|0uyOi8~3ECV9=p_+=j_G!ZrrMe zQeDG_#Q;r~T~*9dSk`vXM|$1DzC!o#RQBOPPp|Q>2(-2rXlB5nH?BQ@z|#h?j;!rF z-m5`!=jxpaNPEAFo-wF@Y>7t*>_R7Z*A2WqCA7$LkRSv&^LbDO7-7)_7Zo`jF0=2L z)!F-S^nedonFTV**=i>Ss^+271HK2H_-QjfJzabXmAv5eL%_(c1aDiZs&L!-;@bY( zPcj?L609T=p+-olXis+3T`gnt5I)vLqr`=lo1Ow~RAmG!y?QGPmup0oV5(ZkXsNE# zT!l)-f#Mucp+mr_it3LkV%U!=77@mC-26MG1jHuq%~yWB(0LZ57#xSRKdw|k`1!Oz zJ&Fh|EaWL`#BhidOqg-}9Zcu8=CFzDeC3(L{9JT+zxGLr=MWdnM`ILT3cn9AHuMJ} zn}s4%4g9n=8MNh9N&DndXTSK*E|wLS+B;(`yOVCfL8~6=o-)0WbL7+~U8zr|4bR2G z$E`X~&=I{7;q61MU7vDVWl^ih#!rS8yR)~F#oOX|g!XfHK8il}iG!bnQ)x?-8jf0@ zCkOIv)d7*oub?GWx{j-sy9BzCWpnr`X?}%RAIG?0g^(e!t=?2Y~tI+?1 zM|U2qw5@aF)GuS~TBQ7Ymu%-$xphshbKD4~9b7fMMRcS#4c96!Lu@SYurD(SLRLEVhsS=n6T6?>)z;cCh_H4> z0GkOZG%?QFXZY_~h0HB%ynHeWAwiqTzsk?;JuY9b)$_^1iSl@RdoM?wYk}O^`d>Sj z=mi;0=8j)_QM0lI!$nDQvWSrco=@K=ASOrgO3jly1QsW(;=M#ff2LtvJb>;QN<(#e zeJm~@Q)cAv)0sIGg{0^adxk2h|oYmwddPFML7kYWY3C1^wy?RE1 z|6vSatd9nY>D+Mif6tcx)1UN^VB72T0gWQKA&`u#wnBmZ)1h5y{05(3z_W_@pcazF z!sMj@h@n;%j(Tg(Okf)gO+R2$RU_PnO23&frIVrv+|QJ*RK12xg}?9(bEq^>XZm(B zlnn5pc=_<@GewN@;kT(AL3%gQ@QZCg?@ERJgN6w(p0 z8GrH>rR*H~DC~$rE;>f{jVV0EF9<*;N=rqOS`m}g^f4To#%D->eI~h6jQ-rGJJ)5d zmS1GT*8bxMr+V!bdF6GK%mXxpg=KHLZe zfC#b7)G)X$F_vgNK{`*4M{!xMDuY5rB`WWLW`LcW5E|7Pge}aIcMt^__CwFQ<4^T&oiZrxIEc{ zkzvi%rU0a1c|k~CuP*#wB?(v_4~y_|3afpCk_Vp8BESMqk>D7>nOJ}fa|kkM%p}ar zOsphKBr1#&EPr1E14JOPfs@~1aUqzQ*g>Vpa4IBVOrR@l*l>7oW@aEM+Xt|1nX$hD zqq<=c0Mx`kl@kA4`Wp$=nk_2W80Ch!!YnwVL)6#v428ZuE2k2yXa`n#8}cp|(j-0& z#w7;)go_8UawQN@Nf}N^8`g5C^`co9ZT9s)!`G$t%cn9^^Mr zZkbi0WN6vFL4Vl&wvGjQv9ftv@?4~@=}<%#0j3l4b6E25+;jQSd^aC&4=Od6zIRGt zZ6#7_&?Hudo57=#B^yduC4L=}^lH=-s3JpV+mJ**jG|5ro#C-31G{C845_`9Js}u2 zQ$NkFvn|k?(z~Vcei!QiZVL1@k-RbIG;CoM93UWPIT+Fuu3}L-c2iO8|HZWW8W<-4 zY=aGS0bBe5>h8awPWu4$U2o}f)yuPTl#k$lLA~-9)T{pws15!D>foa4*rk^nQlIsJ zK)pE)>K2e1FC*ywx!ro$>@aWy3p&62WEw?y?q^sIS8o#>Lrg`$?_W%e#>sL3$}*V8 zF|!_hukX;*&Q&)dDJ2cyP2&S>>*5Z)cePwg(ihj$ZI`CoiTSe2ZLsvU&OBCy<|-rW z5wF+<63oCqK)e*oBV43|8#h%f{Eg|>QFj0&U;*X$;IKfKLU4%SNX{j~BHyAsp78NEO9)g*f9k?a*;kleK zjj#)bOvcQx`s}5%4ftf_hwt$3j<5ssW)Y&m*nwZ?5EMV2l#f4DVnbC_Xl7;(roTS~ z&nT(-cbIc9|L+<*=ihaf|E~Yt6%JP579tuUI5S7s(Hz3Zg7~o@fsW>oFFe6GK;2ES z5g%;80sQAQN0fm^4=nhGf(AwpZ2X484Nwm}QVSe}63sKLQ5q8o7g|d(&G29q4WPMf z#Vj1l7B8#w2ElJc$z3!&wFzWvwbGVx-AOONrxGQooIcOWv?(_z#|>?nHV#Q4QlIea znL`(_lCm<)Ov6EHXhK@>1KD)ycSQ74iZ7N1-&3Gr$qT2~oX}Pk-j@xHicNMsD^2nr zqP}pj21LIbe~c44?H=ah+f9moSwI(6Ojok{1n6ZJ^t?l}NB^E93VhQ+F;K7Kqck*O zRwcTVx3SQw8naV%)NzZk{UQ1b&RW#|EQ+R?dPMSDc=S6?-K%6Vz>42;2(xj<2pbxY zCxl#ioC12$#VwFFjv-4q!E0IF9=qNkacxoJUw|f9e#mbtx+ra6NEu;cPkK%|54-}e zc%=VEyKP_;{w04T0~7{uPOhXWC`_QT0SXTo=YK&$%FOlu0SVXt0}?Kl|A2xEbZCI0 zjtuPAML`CQLZJG7V1esjEU@~cFaZ854-o%6G#b8kJ>+Qk<A`p7PSi1m|Go;#EjRW`fA1WH$$;L(ns@d`3E#30QAtzjAW-{?yrns#d%EK93w5 zKi9v%k=fQYd-uh<L|lOLOPS?s+PMTHrs7+BCE~zcW-B7 zt1m8k-FfKFFArV7KyUxvYr=Vq*R%=msompkrUz3;H8#AW3Xgf9p|+&?z(i42m&;(r z^`SCKrEm6)^8usbyf>)Ug!gMwNk>op26Du%rN$a+@WbNiK^PsG?icYhwtc@)eRD{g zNZNO3G$uRY6 zr_Y;vtBvG=UajREk&=ePh)^dYq~PlWzn3p!l%5Ovd7GRCx@ zbuFAMNvB=<4#qFgxSEXm{}K$>|CL8%1){J(Fmto~hsn7AlSTZckB=+n|7H=~>>#}$ z6eE8iza0uEI1@8ac^;Mq@J&_`U;3|2=B*?5U;7g!3UE*9Oh{pkOr&k5XqdDZ{@(Fu z^1He&-!5wt@I_R7L{iy8E%voJ^*QxF>I-t@A7n$ghT^yxEf+h1>{P|>v2^1q0al!c~&7fQ>ML1?8=qzeOrrYUBF`kE=onXI5H zFXK(W#z570U`6zNud(_{R3OE3iHj5?-iNsaBg4eL^yyTYXZqWBQM@E`%F_7$8pV=9 zwt&VQ`VCEU+t%QF1Ao3xB z7hL<9Z-Y0?LScdJhL&=o`V?`p!Q)f|GL`8?#FyeqL*_Bm6;js?CBI4Khxx3S%^~_A zMzVn6Ee-MLY}$Lja8w~_kP0XTzK`_nN^=b$$mm2gTn5&Ok=gT8@)dIJe-ZfbQOw@$ zHqwV#hT%B0y{^X@Emx-VoM$NKx{Ccb|> z&>#6H2vY(q4THdFBy0!~IK+udVLu)OyD4>0OE+g2j67f=nef;lFbBO%y$f%l&9sBB z*Pp!N>^a2eQ(PNUT%n%LPSVjKk(=R&l*}s!Hs*qC4g^xyP+56TU6Zm2fSw})(QQeN zVP$8o*6|uLA%DctF3woch8}+fEPz|8(x@)%{ZVzFJ(@ z;Bue`E1xR2{!zV%)IxYTe<(#!f3;XrED-jKxE4sOC!3uB7~3dm`r+yW3fH!2LSl7Pzqtz+uj8uIl74QA_z+$$$6FOXZpGgjz5L3^M>E{jO zZ_m}3P#dNfZy8L9-qhCG5jscx#BRa$h z*V~SF+`QbYB2$8ct!_mF^c`}e+~~@pKUNcPds(Cq1Tn2FO_R9_usXVqjxajVWhtw< zzY_X#Mw~04iaU)8B@6Ja;^lu@nA=GZaHl6o7EgcwA)M~pm|M+vkB-?QcGFCKvvaIH z9_ZSaedV{xEuRsx+Cp+;;tV**I#s(*&bIzPbiH*{Tiw<@T!MRoyL)khYjJleR@{qQ zp+InV3tp_ayS0?!P^=Vpr%0htyoE2&=RWtozcIc)0?El4d+(gR&f06vHTOE1N7~|6 zUI&5;!^U}U6Q8#uMz3z?9qks{sC0QwWmns!7(y9!IHrGd^Nu}SXQkiAZpZVo zeJQu=5vM~r#-wUWKntB(nI@IWf#3osoB;RmVG!TSzssNCUmOh2#mxy#6oX+3Q!F4m z1h$Lg!`1U$7`wBmdNj{iEW?U}gIuxfB^dgR4HRXZ{0a8lP=U(|#a8^yz_u^*Jb6E} zuflskL|toj=o3@!zt*@u=c@-FNCuZ7>`3<5Zq(iUs@U)L8KI}64GaB=0xei+W_eFd zTx~JM(r`x@ssF6WFFn4KXTj#{O){2lDkM2eQcAcgO+6KPQX>-j`S7?_?&M(Xa#emE zk*zsZol-(;SP`f>smM}xbt)lt`{B6JNIOfprS*8(hp={h@x#jCd5){Bp9p`Z>9)-P z{ZC`XJ0eL7xmfwLp=h@}VQ;?_{~Gb%L1~6kE0!5(`dRrF??<(p(abI`^LVgwG$6eg z*hPe~;o9sNyz(R5ceGnNpIh%~&sxAb1w>03g#C2vxsv_}$z^pHfpM#sV_;9V_?o0( z4Ag7>c zV;p%-Hl5mbZIz>yu0O6L)6&CScy03Mv}W};61@)-$-nH%qfQ5kbq9|G&&|mXO%g-J zg$AG#utUWefS9<7Ik-INtnfT!``ay})WuH2iStks1|U5I3^jT`WJxVJl!KXdtotqi z9VViIZ>Y61jA1wAojEY+;!Y@?<`x7m+k#nl!EW$Nf+F^ZOqPn4!)5K}#7u;EnOk*PC7OGb z{`cFLWvtR{MtHC-3~(3-95SdizqDPDK`Z(p?U!%iWY$}|dJp*+$Ba4OGbfNsk#ywT z(k7V>SLES*_;KL+nv}&j34sgsbo#s2m22=+!8BGNq>TIzGV)SCktp#}tLI*Um`Bj$ zpclm}`<$xEVRwU$Z8Jvm{V&nf$!gnU_XyX$+!O9?-i~(;pkPhc11T$s>E@40&yE8 zQ)s)r+1-+o$_ruHGaC(5%Hq4tjHY^S?F#S#Rp$;Dk+EZ~@+yTr0I>Q+v!HNy@VGE* z07K!LkyW6dn1IMoBU~WYBX_1T0YhCtW*{FD40CgHaYK_H;Mw50xp<&SUtzeO1`nu) z4B+Bz?SThIqdnoNRv-gV0+x?8BI|NUM|(iT_7u&2>H)yb^*0pnW&#QWxVisrTL_c; zpFsSv5AOd4;;@riBbb2^@NnG!dNCeo0XZ@*R9y)8$W!;k|Mg^kv@lh3y~UsyHFbSj zVxsBH(hmyBgY-y8tpmJkzk&J`h7~VDtWW)0U$*0HRd-PAS=x_s;NmljAbP2rJ$l7a=T==_iJ`^rzU9g4L7@S`B`nb2}HPot>U zX=hv`e6Zq{VNz2r5ig*nO|SyQ1`QBd84*}_Rkv7rAcpZbX3&vZ5r<#V1>@jRF`Bwn zr1_Ryur)+)*}wZ<_;xwnq%+C$Pprk>oIDAbIC-n*TGVc*|CzmIPI*H`JOzo5KY5Hm zi&>+6)zZz-b3ex01M&cNO>RKm>>08JH;$~!3&eHCd{^_y_|#!pUrU?CuBz4U(X&qP zABmMGf~34F*vZ9cP2Zh@$(RN!pFMc6Ml)Dt1+gTz^RsBU{M2o;PP#D38qJ>m$53HZ z5{$KaG%|L`|Bs2~A2@nrQ(ydF6N5uVAWY!d+9U4f_aa&V$`bH+S;MjA{|SceyxG)7 zS9sII>>`7eF7ic81nv)y(u-sPdG=v5sd3{`C8qZZWKCH4Q8qVECdRIx!>(rePCf#{ zek7NtWFN{f<5dw_xE_Ng`Rmi@lF8-AS7W>Uk1E7D&Ey&Q|C(6!u;W>c{?h+3vGztU z$2qgrM-%()vl8R_r#{MDnL<*QZU_d8i=+mSpnR#Ut`fo8E916F1O z)AmZ?_zOeta;pVJwf-z7GLc%5ko=}g{nygM^Vql(*c{&p+FiA?iF-R9-@XkzGNN^x zbet!{-O8OFK}Y&FH1BPtLoNz-d*CK;ecfxh^0M_jiLi}99cF5;n2F)k9B$%tNun6r z@&Tt=wnr>Y5akaKc2E=l_J|L@x(y&U|4M}liR>Su!$EF->Zg$5!Ya)Y;xd}dw?#OJ zglp*z1fDl=FkuheKPCo#jK=Vw!8stde@$#xmIgGp)fewBQ-?1vuYU2g1V`m7w5kS8 z*c{DQe|01jpkk-6VVF4I9h)a>`DDhmMMyAAvmkfoGL&X21f^2!QD+h$n*Smu2KTr# zL-J*DqRaf}_YOXo@4=xmham7z)(1q3A1F7LW}PB2{siRy^VNlr#HtZqaHkz3o|K&L zYiWd6;`bd_GxmJlm2{@#Xl(RVeEFH%h$zf2nenS;UEXz_%3WVg^gI zD=%;F6O(~)^)Eg%Ac^fspXR=Y0DTE)?m#lD!!90+q{5F_o~$>t_N|35q0fs4 z1e2wyqmgHCMs_%|F0DN~4ka6NWSQN0-Ya=;P})>6rJnvgA4eX?4)y-B_Cp)B_N_1a z{crtv8%yeQL01MpQaY`&=MY}BVk%KA44+Ar3b2$8gS(A(;pqWyyH)wAiCK+P;y=qY zkHEjnGzPRm9LNge^4G+HYM5Z&zr6h8A_|6@rGSW_>Ty5<0PMq5Ga_zlfCSJS9uC~P zAq88iVN5$L0f5&Us0wU=!-)N@1Kaj>i9~93vhvgobWI9~1y#W(KyI~G2X4Y)=8Pzv zH5`1q=GetTbpFSLdH*iwKnxHDv{w_z0)SEQuy{cc2S(R(^MU_68a`gA>nI!v4eTi2 zzoh-+IZv5{CxZWx(&y$A_{-LE^Fd+x1UzV-6NssGQws>2Q2xIe1;Aqj0^^P0U||3^ z3Tx{(bD%mLCg(TG`-bmM7i#GKGw4r)gX4z62xJv#iY1T}#uuwkASxj~j_QdzW`ltt z0ccMzEG4671)M zQg}F_uBW)Tt&Pz@F*vvi=vfSqg_mWc!pl7G!Q?`8)5$~R%a0lQnkmbBS(X>fse4i@e`wg*>(@bqI)pp`kW{$b(XWB-rW_~$;5 z9RLgR;96jce1}|MJm8-o50+8o;rh#)XH)=%T92cF2ykYKzeW{$qDxp_tvSBj6MDcI zRnd!27+K^PM{OZ?9YM(Cdl+-n3h8q+^=nneH=0o$JBL(#lv|FAk68H7)yJFlg;Ifj z=)LQ$8y?;)4Q_v#7T;xl=74I!c}eGtIGjTB+T*jm@E&`9$_YPRGL}Xl>thu8G-Pg` zzeDB*x6U^L!vL^=@hRa04XFU)Lz^rS*dSWN@lTrxp1(;AGN7i{N>5 zk1mYKOhOv7h)TjRrMiRNZC%+$d@=}5EGAJKt_fqgfFzXJEiobU$WwM65i^!m5cI=> zSMR(&+o2U((0T>UO`FJ>q&40w1qW4)i}0i>on~>t_sZ@a<#$C)9B8e1`6p*BS32Py zTg)(4Rd}WVE2yb;`J!6J~xg(K%E;2tD^ zzi5M`xpmQZx5dW2iT*s?%ZQ!D4pMPT{o|mfUFPthWdS4TeOGccXAVABZojcBlFm%) z%t|Xm`gzGRztXGL&w~V8eG0vK)>-J5;U&pdPaO7&1MC9DH zkXOhV4k}D~ec3r*c51kAE9SadBdRvsF z6>EI*yJhgsK+FrG+z7CwqXin z&Ej`yMfp|aH#GZp!?7mpyo(J{@SnsKhIi~KVzuJ$58#NCDQyawAWw`3Ku`cG;e^ct z;N^jWbU@D`D$b<*zz>Idr$i=SPHI1+B+k2LNs;zqO*YA5W#b>eetyzXsk456_i;l= zm8_PeJlP7agQ$^g9AnRwLLnuYTZkbeRfF?A8EP^!2Q|V(lXMJDFma{4`j=aYU~5&o z1F}r__I@sG`0`>)jRO$EOBC9&C|?#SoO^kTa`9L&Bus;b+wN9Cok-3R$AEEIwa0{225Nj^>sZlq^}FO@7@_xAt`g^fSi zslwgAgvKVGCj#Q|m@}B%4MQ!5Vj}kT-Lg$}t&KRDb*+rnS1`UL%ZGNz1mlaaN^?xZCA$qV z+j*Y3t;f%vWbxFtgrMJW9aN~|S=SQU!Im%cgF|F2d(^|Gq!Fd$3+-Rl;lb6=pZO~G-+M3Q~6Xwl=dQMGWY6$q-Z!CdD-4D!imChF7-|-#GC1Tq*|B8U|DM7tY=D>`l<}zc0c>FY31HKj!06sdW0O; z{Pp?BSucv%QeociR1Q~wa3lbC?E)PF7Q8{?UIY*fcu$Qx^g=0>OsTh`U2c(GzQ#9k z=O{)yZ-~6sn$l76m(~{*zD3Puxm12}=cH|pU7z*SXr&Xa$znov;jpFcUOP?e(reau zqT@r(`5WDm^d@Uc_@&Oc8TIMaKijDNAn|PfqccX{5zs?(8%^$sUQ{gjK~M!ER$9Xn zGqpnV^<=A+Irp4DBI29B@)&Uqws6zwWV;Qjc^f0cfOn<3SY+mmE$x=nqI|c;;!ECl zeEO}R#WKoi*>-0w18n^6+b%ho9q;&PwpZ&LjJJPBy8w=Ci$a(*ZSp^_!fuv5}`HNqT0v*Gd-f;m8FLmOROVb8n{> z8G=94SjQ3xAgoP0jxO%@-_EsAzw^cqGI#`c>m9Wv#JJ{m$M;)u}f-uH8q?D&JvS>^ZNg+;m+ zijZdicg#JnUBsJo2Yv1~s+|mfXcm!JDt;3lOf`j?js)jYCNbx|G6{JV$LzX3L%kTs z-Jf-%Jlw%%hW6nb7N-p4iho|XKeg>krId%-INq)C3!~$L7cr-S%m!_kc^{j=ZmZu9 zbz9k#i38qEcV3B=-s!FMXEfOE4O%MRJC4}5f_&E%R7X`-WnVJxoiKlJGR!DEqSCt6 zYtA(v;hwND5W7*c^}9Eov45Cy;QfTxj8tM<{jnQm#vX3y92{M_mYCh ze9gjlu@DyC)V;3XeKy8sgkS2YP%?j_v{|^4mR9}#&8n!=%+6+WmmNFgVQPAfY0Pt2 z8N=X`nyVmklTBN<>Ot)`rB6GRmL;Th%`krlQ&zk##bF*txzdgD{9umc7l1uPktqpHALK{; zwYdCjpA&5Yu3zPJ745qaL|C{-7*FMf4nOunPyxSap)a}9f28G4d%)1D@6sz$!r6r5 z=>S^`TgeM=gJon(ukt7;q8pfXU^)0A~Dc zSO8^5(>=~mHUJo=8G^;BFx>MWkV6Q2|AcW|hkzLXsNo<8dXJpb^#z4Cdgr@_Yxr13=05VaNPA{=NEV!yV|2R z=5gfz0G#|AU^)OAb^V{ALyazh_^mTYAQ=FL`OjM58_n)##9&--a;$?i-$25b0UIS zj1`h`;}|84*`7K9!VreM{%+IQJoRU!0fch(358nomzCrCX#+j>!XHp8hf?ARxsYC| zLKfZ{!?-MZc;Yl+>$1Ea<^eLWgHB!80qT$BLm_(QTQPdo1NJeGjbw=bT+`X;@CJ*J zmt&J-1=r06)Fn0LE!by`zti(pedYfBwYcj$G$Q7ruQ`TlnTk7Zn3-Pord@V(W7Ipv z&bmoDd(X?}rpT~VI`0y#OY-~jOL@Dwz$#Ii-B7V&!)8O1g8;3&oU@s16E5dzM3DUg zs#T2Ss4=BhUXrx#%Qgs?mAdT$@93Zk8;)Y&sT`vm5qCS*_~@HNAhH=H_A3pZvd*LT zks7~iuZAM^Ku|a2Fc$RUNJFN~S)=b?F^PL+{3=upVqV~zv86`m)|$hwz5gx=pG1}W?BgyCYHZ@2Qle@e2yHOO2R;)r8Wx`@n-*W1IIawg z(6$ZB5epLOMo15$o&xOfqLfPW3pwrw?aFHkjmQ^&$>hr07**D95jvuH_&nfh5Mps} z^&I-A9{=+Rgm#c@Au#&`AR%Ogru?}-GXvxMT;+=7@#y}S-|-q`xUU8n(!-%#=Hn|$`4g~hlgk{>|ecQNoLg{{d;4{5$veV+;vK2D^Xig%%^CHdoaWRzS^TCN>VJlNfvEGHnwrXuRS zBvRAYT_!+tv+^-tzEBai9xCx7)W`e?KPSx}?+Ce0-04VFMpuJ4_*d_673bf7_yy-Q zcj8}}kb9o-tNn*fpJN17a8dRoA9ItaGUzO{Sb|+qSPChuMXK||F`0rqYM;qV-{8b) zfx5CyDQ0P$ORrzi2gN_U3K_btBdwiI+G+btey}r$6vMUuEb!(i-Q9E1d05~`R>76q zG#DB=nV*g(1+y4Qa+JE%A6cSQi64)miCs1Y)IQ*TA@X6#;Yi!_mv$?@TdGS5LV)S|S~W~T zFg6F)L?Q_PsWJtmU#rLIANb$&7yf&bwP2Cf!J)eudb?=xa;EoHIyUXEB{UrQ{NQea zniFc2^p##w*oBHx`Mumok;hTk%(Vo@&WsQv8QaP%N*-=_U0l=_J`mt@#iBcedts|- zWxMOl_OuBQ#t>wVIdBe0*uHta>}1_&Gi@gT!TRg?ezYBh>fp%_$|{HLZA{p#Iq4ma zCI`iikn_BD{@3vxWBMtH>6L0*oMl*dxC~1vW?Uc0{XWyPja|D~>3?IecHMTjFsnk^ zI%cP=<2a(=`3tU4Eee-|U*P-KlO?r@>oX30CFdd%?JRfFZ|dbnHPq7()i`skv5!AO zWlT7rVVd{B6 zJCdxok@|usXgT6g$53w$nL~EOe`qL)8z*+ND|QaW_1Ad^`T#N6^S9KZyz8U*+?!!Z z5)eKbf!_glZ_E0CwA!JXN~%^wRh?-KuPlVBMS$b^#~JbblPIs7 zC3^l?`34Ij1*=AJBH%%;YYLyfGkdvS>;wc;R$GAgyD8}xRC26ea`dtn%0&4ks1>6U zNSt~~Gp6@9%-j3~+Ez~5!B?mcjYw+s_U`X>=08{`VS2=9AY~!ubTI4{R)sjZvLj)N zq(FKyL<*kG`m17@Q%di-9OETllleT;r%ahF3J%?R9u!6L$wSgkM>|?!K3S%mY5xOUWLvaIe`j*A&qLzOON3ReoReqU7R z>o)4J84UXm&2!mvk*K^Ha8Sn6Xlcxas%a4}pnZR}McHZ@$xg$xhlR$9zB$w-kvT@D z^SvYX#WlxtQMh^aWF7p@yWEA=nKAO74`i?IAhU#XVn)VNQL;j@rik6e{gRz^ROE0U zcg$f+rrI7=?r*Swk^3#VB|G-Kls#)Mv80fw#F1tazS{xH*)PP{SmYQ2x<*Q;C?~(g zWXVQGX7XZs%@Re2iBq4@*_ZgL*d`n6oY_5G_bmj)qt(FsYs&hGB+s@5QWx=bSvt@6 z)EqKfh_gwj7&%JbLZ?MZ^T0I-$r(br+a z)=Dt=zrGIoVjq#{N%Bqw2LB&t2mXJY9r&-a1GmDQojn2o{2xaLqt_oD-LfW#4LV_t zfC6EHZV!*U>FLoV+JER`)90SUPBP@NGgUkVN9T zsfR~tJh^dVJS0CZS(m5GNI?_nmV|!T*YhZ9iYlU8q;ca;CH(%OF4=1BzmnEiDY&@eFJG3u{ zGlIE4F86pOnX0b6{(qvg#Hf3PzgitAlFJo5OH-cuXC@%NC` z)NhSWPK5U^N=a2_Z&@WWW2zZn>JZ)(hs#SxANt2=z<*s^rXvinIvavm0KEU>-+2GW zzdhlUzuP6Kz`Xy*zw!P*{*CXif8*n7)iMJ8hKKElfW=v`yaEpo&m&#RgvE!(p={-3 z<6#T4PCl481EzR}3hRK-As^qo%F#1JkUtU_D^LL<+ZxbDjM*RkL!17-3m{vt11Oav zEL5NwTe1sEVNp_+>+2g_RD=!MljPcr9nHyz@>X_j%Bw2aIfnv9SS9! zI`u-MDF*{UG7VK3Rg;T8CGxgKFZo}XM*37`V4S~+qSZY)g>1lcA+7|8S1IL7nn#Cf zjP!)M=aVhDkZ7CVt)f`~&i#M`3@sZ)oZ~M`k~u#LgwYR>&K?!e3$^Tumi6&P6QplqC_d5fD{B5TP%@z;R~Nn#A!mMKhq0nV-bcW)iVg zkfBU(v&<+hJYD?xDow(5AyM)V5j&6_ZUPyANP*Rx3L#u|mjU8koASPrWunn{jXwh??k< zECNI0TtTCs+Km}EJ(LIy+aQ_60Kink3wT|~t|4V##QqV^2qc3_Dxh9mNUTGaYvI6D zyie-@2LYI$`f1`pVvV*!%_EbN6kbJTfX@@VGTPiw@JUlR4y)vaZl|WE8i2I&}5~BMot90BSbyPIgowL#}fG53|^9yE&}Qefc3R*|lZhw_)#EvENCD?U4N){K26@h9AYXuxGW5h6qH2rD##F z?PkAN&XxN3$1iu`mlef^{Bh!v*~m)i5#=zy&*IpvklG%3`DwuTR*CQIN~Aj?()wE> zkUcKO+nWG{T>lx>QM>WbE>YvNe=wkA<(zE> z7$*H$SX(2`ccI;tg*n%_k$)|cH`8vzOulJ~+}a{!P40InA_t+Hu%-+@8&Vcc?$*|0 zMW?-~%Gyn)zR}9_8?sT1g70nHScQzJ+awH`9++-}!>z{OUd$iiroW&sB zI82KVLsJT9JpT zKdWLgQNzw~Ba1a=nX{v#b7lNo{1>r9-TMlMZOM4jj0`?4pLwrd0h1w$7OS{zRfZV| z;qIXRTm6g1N(Ek0OYeo|8#R5sD(4aUdp245TDUTN!iTFsmNkvnix}$TtH`O-hKP9Y zcLG@&jNww1(BXDwR^di6d7m|JZjwL4gN%9F^GNt~U^6+lpqAzT(v%pp>I9VK698ED zKftH9Iy|%Q?-zbn=Jqg?4ad@U7l`HssSNz;B$yxlTJIVDg`|W`qjw-$6H>meQ5Sq5 zOYIxJE~$RRz-Vl^GNKb>t1ThB$hT?XP3tV#-$F{wd`xJ$UG+^m(;VN|W$ z5o2ffeu%MgCh4TfIQp#pwVt{YrP=lpTY_JwH|@JGB(#v3{v|2Fhg22cUVSIRFK(SP z`adw(mo+;}?2SzGTPZu&p|ZVg#++3rN7U32u_7VhpM##^WX z!#|+Vt~vW`-~A!IaSCI;=U3bL`sQgJdEBuF%NXOep4fwgVa!@M&l8?UzK)a9`}c&W z6fkU|5diQ%3G$whJedE#dOR@yqaKfxh6~L9q%Zgn5aa)ECjSY=^YcIE?kOH=sHXt> zofAj}0U*Hn4;F)wQ;&q1Oh1tAv1|q^EJR76Q7o)F5_nB6WJAbr>6>i9Pfo8oW4{31Uu#v8 z!ETAvMBb<1Z$=eoa3df|cA*&XL!kvZsiJAWqiU}hCi%3dNE~f*1KjMLJ3XZ9^SlSa z=F2xXH=|Sh$L2oGG!m6YRKZ^8FOs}Whsv@2VSj z$D>JLeM=dk;w@|i$#ys!ye3N#be~AZr)nL^t&aH7*%Gkg9pU4f%S|`IMwEzzZ>Dg! z=-i>?OZWD2ph(q;rKrCajrl^la2ZqZi`=GCaLkIxRfI9lj`3Yx9D}r48eG(l5~)wO zx@Q^r`#U+O4xwWgG}hXyo}Q(kxr-f0{1$10#3=5iD@6YlMkQ0TXBmdYskow6UP`HA zVQoJ*35Q6!=v!hTtp`j3eZqx*3`*cHH0L^ z{JA-t@?Np`pXN-Ibj&PR3YH-tfz=OKfK_jD?msT5YI`$}?WCpK(9+)vj@5D-w74m{ zYx-D^29YoNDjP0G64E?N!8qH>9M*)0Qx;c;TE>S&^uA0h3&ReQIsR_QSXICkhe<#C znU22f7JhZAWap=5`l!#xCAPahr^+-%cNW$+JKAnPr>zRT@3-*W2JKwVv&lUEd@oP@ zJ(PUqv)uM4=eJ{p0_C)l^2EZGkq_ca{_@5Ek2U8o?mz4Cr8mdP)To(m1ICc( zaBxK5XUmuq!KV2SL0-gxlFq>AH!riJt&?v5PV;Mz!}GccsnR#(s^!Gbt;{?#o|`2? zB&QW3%TLeFp+zUz{bwcSRAGzUQjKsitYG={mkmMIm}?E4Qmzr4FI4tcNBR(GA zZhH;>mOFR#vA|E1eIJLBppB$dEvi~otA%EVPNz<4hO2Ie!KtWG0w(@?&z(CrG{%@C zfSOvR63D_@^fQ`3u^@N-AV+$)#UI=Yne=5yn)>5vd2^HM-r`O>Rr@&4ogY1WXNWv1 zr?seWlITygTD|V5Z?d&h#BQM(d5tISr)YIGnl_c={)8h{2Hql=CnXpPL)v4$5AEG2 zOC~8Soq?Yh*29hWU=IX3KKd!}^KjR0rWg|kP(Q~|v$O?JGPIAsg0%fS=*k!2s_PPd z2~R219pn7KrtFMI>)|?(mp<(v*McU*qQX?Yrb^dihZBAttenXf!j)Oz8nqh!qx=C$ zr~u^nH0!V#encGF(6waPEz1c7rNC}k&Q@4!)6Q6Eq!>>;ay{SdyS= zNdSIdB3=_gdJ(pF^u4|%6E%A>UDI;`H5CpWW=z*9A-r765=cnK+x!CkWmRlzO69=~ zn{G|^Oc2R#_B2F+DV#zG!`$S}&GqQQ;exFQ7mj+JkrHYny)ApH^_g?(&`fGs_FgzpzA0W(G z^Kr(?@J~ZbU`Kpo>qx z{AZ4sV@M!wVtwFFuY7%2iIM-%*_-dSp+@(R7JXNRbkN{(#tT2$tj$p;pvKYr=Di;k z)|+JJZv)dwFT!oR$2h~uhikN& zzs+#}Rot!QgXG|`2&ap-MVl*rJRm9NmeW0+z|?9`3{rr{%%GqqZE1FO8PSf5%7mk2HobizUf|Gpo<$^16-=LZ1?ob?XGw;`6$RBl zyvM3I)Q*QR-$uq@$_@KA&_j=+il{C9 z?LwrFJwwHC9_piu2Z=RST8-_a{(K{6Y&DV*x$_j3iGh6Ssz~X?UDAG6&a1{U`@_fD zZXO!+Dtc_mYiUnlv2>HyQ^^YUIO4PNF)ha{omM9-FXh=kFwD9}^p!Vf|ADBsUJm8O zA9bqA4k`Gn@8^($5RTXsBwE%Eg^-3~x$swBzX;FRN0{g)CJ9~>2U`);cATlSU!#7X zd|UA}@c>x7`n0Dhu^J=^sc5Sslgv(+cl_)HKRRJ!E=>A$tihNXA;R~_b?|(QKLKSv zBybMhl_7~Pxr;jPnHBxjNT3I-(xXd-Y3rMZPy6o_;*q|Z7Y9vKjO$biK0l;pTa_z{ zvcBL4#!#rcq_7|$-UvIZ6IA6f6THl~ph4=r+1qR8fXv41=$JjjpIaq* zdGg7f7A#NO&O>&Sp<#p>Ox z^E;F)t|m2lL&@Lm8I3>XXGfpop)kFnMmw_5^w{9t{_0*DL-eg#0(z>l79Tq4F1xgv z(GuP^k))K1a+9dvGXl{v4iM9B>{^~Nww{N+nYUtksno>O^Me~~*)H0e1@ESih{#bD z%bA1|j-ch{_>G>6z-S>a4p>Ogf~`R)l(mX;UlW_(nVFyE9HEUfs7{W{F#*V1d&_9| zGa(7O)aN9TeTJ*(o?L&Mu@mkuI`z){=j_;h0r`s7S%ssDT{L7T_gDEBEvE#l#&RSf zfae1|^)7!XSV#60;xSPW;jVhIo|rbK{>jn);RY?B`6H$IH{a;R2`ElX{bLvZ-Q9!)6{!QUz!cD{;~-*aU>(RB$om9%s5oSK!Bkwl zFd0C`1W2%zqaI{|2Yp)&qv4bQ1Z1r$2e{7g06tEr1b~34bq$3e3h*cyfN6&Dppo*Z zY^_vZK)3)b;-u9-=T3~g_W;61)9k12;rO0}!$squ$MO}hesjqGVywq5d0}1t1y_%s zU@1{v{s`y<2=>Bhg-+ns5W>{Y;sAmb06eb%*JIy||BOTcM&13-NCY0?9zHY#wx!@P zFhhpG%4YKvIgg5Bt%PIF7rbyf#Hy*bMA{VaOvb#sDq`hR{px`UtFIjirq@h3nc93k zEN}zoF6WUaD^_r{wZTc^3f>5(2BDj)it_%OFBdo@T}9Ti}osZZ;X2`)O>OZh(dnX^Db*kazV zhm5Eu6O7|#vCw6`mRxImtY^pI4t@P+M6a{NaB!l6u2hL$Eg-!Aiim4iRL>V0@DAeh zeg!(2r%CX_Em3yqnI_(PlO?f1&>0q!&6%z&XZFYMxBHjn67m-x&z8CYQ9077;w6Z10_A+5u(+I2rdi32PraRSgLuv#Y!!>(m*= zV&v`slRAr{2)Ic_6o(r*6k3}WIL`9&#Z|8rXO74e7aV1uneA|lECKBf+3~2-XIJMw z#^2XkL$kK!e!uiG_NNI{V1f{S6^01ySg>v5W{VW7Urp|o-UDt(LIEM71#n`_d~@nltT{5c8cL~FX_-E1K;~d1~Pd7 zO}|-xV|}Y2-cRpBh!xn!BKLhR^5GWoL3d~I>Tp3oh)LO1Bo3+S6Q3(l8UY0r`A0@7 zf#DqV?YZ4yFj4l)7qxw!&>|wpGhiHSk>=WiS<4dvz<-X*3(qUa1zj5lWt0Cci}4@J z6nujH|FKNL2*zKyuoqq{<1c&+c&PI!E>9Z=H=QNrvjog zgi%RwzbAu>wqr(}{BoM{tT(m+q3=sy!C->`H#q`X4B`dRU=CIz%`O==Da1%j^PAPr z1QaC$>9nk}my-2;LH#B1QGzi!{Xx%3>Y{1kV!9Rr_YiP3OyM;UfkzaP99vP#Vk*I20lxA^sC~~=;*-^m3BZ_PwYy%o?D2;J&s2x^)Jn4Zgr`LX4oH31M)Vx zt9k~P1gF=A_mlp{r{Zz!hthadzclUSv3@-#Oxbd%oHS#m0GIRNY`bQ4#h@#R0JDu) zXrx{m$@Ep%BOpl;Lq6;DXl}19%WI0*B@TukZ6<=fx93TWlhONVIZMjc;riMo_36xp zSOGh)4HbHAnh!st_i`8OF@N1rfyEL_|DpoA{0|@zVIcdp!`cMgbjjo8Mk^3|YM*Wnn zA@s{O#eqG2gGQSaYZ1H4;4gm^4xW?f7+bz}R;(ydys0uE9}%A>X?qp4zqwA)2ybD z(o;*wyX*bwm_X&5&DX92shR0>f)1zL&nXBzFI}&xNHIhVpgG%kt(rtu{l(VfpOzFB zu9vZgexTjbXI0kl5a|vJV=D;Ri4^Onsmg{dn@FVW_+uB*RgVCC)8xoz!R3v6o}evQ*+ zNWG?;+6yY>Z&+_6a5QmR{51D5vSty3iImf~b?j5c%-E;s&Up+PzhSfZpv}d!F;kz{ zy<-wy7g*UnNI?#Bh(E+dQ>&I~Qu(Am_Nd3$Al`2_po%V{kJ)a&RuDq%%-cc)81 zQD|JR6-@Dt%f1n5**c+GEUjjw-NK`f>=<*PGgv>IR7z9>0G zN&`75+o$(uXYri^1jp-GHnqrtJfi9Pon(OyUAb$4tq#9Lid4OY4{{J^We=8tHx62RBqyn@+qrI}C#h@2-W9y7%+ABY zGkmM%9~Dlte^v;keRTD#VOF6_r{r@3a6wEs2=Ey1XB5lbP_J%=H!6RCSel`Dh%@wz zd-`LiYi;76zCT!Z-&M%kzpQqVq2!NE7muvD3G&wY*00z5PC86Rh81Lnxl&Mo2ABnEd#HB5Rps&Ch6q40EPn%-I=j_A5E^Rw|NYd8?gP+3O5kL zB(t5(?=dsqFk*PWjaDVFHot58Oyx;=EmYmWWrv1bQqNgiUgto9hK`>`5R?AWRE_nF zvG0N`Yo7!QvpZU<`EvoNlI(yuqVx-sPq_H6ump{DYO;=Tt0z0^%Ce$py=FmH`~)-jvHtk>Czhe=xp;pFAnhaJ zdzi6y69tPO!xmLNUX#_VeG+*0Eit`F1F%Oqu=g>)zo7x!Gw<8pX=|s-GP)YiLCc|^iY)**UtkR~=Dr-1kkgn*E>4f?KN@pax`6?Fbv*;HEC zJ?S%cC(0keql>iY8F>ER6b*Fmw*-;tCPVOU1J6DI$EicQ*D<#_g8_;}y@qA^;YbXp zSgXB=eu3Tah~n=JnyV4*H?%`tdrOfHp(p4l*3`y(9%$U3m|vV?mo>tD+=Fm`)m}jXes#31l;l}D)U_K@z{m5iML-gfy|Rl%Djs7GkB!~pi6>_%J4x|Eb{e{~ zj1TsG$FU688mR}babeox!Wo+Tsf}XldpJOSAb9T29~6KIP1Pp|Vaj_dY;;>$4Yfel zCjr_ZObp*Rc<4d=TwHEmyzwv59pGGI{KEQ(SdsCwx@^^E3x$V8go@jflSR|>IX}M@(r47jd4~LUMN9f$Fh3HkWWE0n2_>!no5jLUm5UB zpPE(_cDc5Hqsf-j>cH5xEXs1iNdUmHn@V`>1jF5*z7~nZ!L|{HSYSjY?=L_~AF>=4 zZTd3(u$BlH!=@#)s2ob7;C1?0IG1^nG?p?@6U!ulHmq4kt#)2XkP@oJWsV`Z4GkEcL@?Hb!@meE7_?;jV=Gfk#Ai z_vEcDTZR) zBbN$Y`nqrVBf&(DETqSGx~(+0=aNC+3djH3d^V(8L;TcQ`~rnRv(fmsv5E=w_5N)} z05`!{g@JY6|45a4p0)m_OPihFa1+dffkph%>;Vn4KS-5USWwVI`O0;Aglh)75|HFp(+pG#9oG+xPkqd-v22S={LF$h#$lAiTX9%3 z2Noet@=8Xzu%0mhix9&-K{)g!um5Qf7$9sKrvNsD3kc}5TqqgBL3rVA#RP9@w^py69I0u&*kz7yQF`}19v571`~}iioT-i{-5B2r zNXp-Z(ECdFF$sMZY?saDs{Q}EW!QI;k}O@l*Z*_NmKz@40J}iH?8lGNjuoI=c6CSb z|G8ybv;VneN?XP@$<8oSLL9Y5T!fYGe40nu;AvFMrS|LfixIYHv$_1}0p{e5Nn_*y zSLq*PEmW^irJ0>I@i@gNZkZMO;+2}dJ)N7cRpiR(4R+XYC`mQXDZm`fBEe#+7c3zF zr-4>Zgc;g|Q1C;n;)^ys&uA%IwxSrB(tT0$HxAf4*7Hf4QoCDz2_%onQ(dkcXJa>+1R+%pb zydKgDV6aHjVi=&H+wKstyulHraTsXAyv*K_*ToPW|3M1lAB&3dFb;ZK5h|7sIKrTj z=(-m9p%6%ZC|=qv8VUv&CtDkk;xrB%5zU<{+4mdUCpZ)j_0<370`nOEn+t`DQn0zwO$8e66hnSf@Y^7X$H89$1Ypq&vN^s{gL1{Wo=JmIv1N1$5A&5c+>p`-rhH(vYdJ z1OTM9AC6@`%ZETACImJM6R{{q_Rr^(`0#-dMc$aQp8D6dZ7P!QXIqq%-~k7&89D=#~y9=Fs~VgnOXscPhR&hJ;9Az~Lm(0o4* z)x zO8)GG6#9U0_@&~sG81w!8+2RyR8qzyzMieW{D2n}UI-qwa3I*sgZCuk+|S?8{U#1S5bkl_ zRZ8O~#~s`udF=l$1y&mD8#qGR4jB-R1N2x7Y3Q_As6b5maxd;=-qxInK;g0v%#n5B ze!a;`5BbX+aQYf(%XC$JJZ&0?E62igW+Ws)Fp5k%yawlohonnkggAwhnw2M5vA?V$~u-pw=i%is&Sdt80GR)OHtuqO|o!dTUl+ z)w>ha9WWg8r5Cy^j-U&VGBr6;HbNps(s3YtGixV+QeG!+4i-ImbH-RWImtZ zS;41XmF4t9LA~kf(5#lLsIB?IsOF@+V6-#P!x><204Ue$#8dbN zD=!(&q|7N}e*IF1b(JZ{_m`|Tti>}ok4&^CQ)>bbX-zjLz-C@?J&Yr zQL{+F2yA@5Kl{gsGdzdkU(ousEc^j}C?U+Vj~`Fq5TRTI|G_d1>J1z@?Tr!(6YLu> zw$6%0pLRo!h5Y})a{M1G8ww=a{|8Gb(@|eD-k$nIcdfUpwyyAe0#sKnQgB$^z|`GG zSP@is);JotLlm(wWybj*cgI6#c`^tX9mt5Zl`b6ooy7Mh1RcmHD-|BjUqD6q|8V&R zz7G8#F1d^T;j-=HA1(pS|8VK|@%OB2*o;>Rh|5_ZE*nG%)Y!!ShfA~5s~U>2%&i#Jh=q>o#mjyV+>SWklvALKPtqoyw*&=%JVzuE?wzNpWv=(s6mU z-Eii7+$VU_O{ge43okmPkT`Nc#h)fbeU(Gq*yPBTs2eryVgPZ81jMC#8)_#Lpjqxu zJDT}541H5l@%Q8s4y0LA$~n?uz_6UtLSx9qKu<%hyL*zg_w-s!Z-tYA`puH@Nwf{u zsRk7nRt3>kH{otqpByZo)VNCjWU~(qku-*k-uuF_F>NKh3TIG)JafZZ7PCN3)%Hlj z8A78-ebGt*R;;Xf1-RCa;I_6szy){za<+kONsD80O_Yy7F?&i|*!TiS={?MA0QcSy ze-CHk_25cn9Mu3wHT&7OQ;jRDb`W{8Q`X(ClVhQV;vdr5kL zXSgQK5;rIshGXfjhJC;YyATMLw;Fl+=w2F`ufDt=*oPd)#6Mi7LB4^b0RLk57jZDa zfWtx-yrl3(&B`C~{+W#uz-t{3hzkxpjN zGcog4Cr?TwRCvlaQ;H68X2ddKpW1PL(oO`9$(N%UMmQW+N#O&IpRX_5To=R6m}(H9 zNIWH0JrV?JXk>Y>+=U1=Y7gr=UBcnyMEZH$3!56=XI_3oIXwVdyoB+Qp6>u3(#jKI zfk~7nYn%&yasFn_B1ZEbeNf<{JW2tDC_ti3>_>0?oB3oMJFG_riKuG^TACIMjzr zmb?9ao0ykkYj5)>zolx1LA9g~r%RQqr8V-rmZ!Gb*$#l;BWr&9W^Dw_rDp0Q7a>t- zl#AL_Ry`@SrDjZj4{uQss<7X3522i;D@M1ZE)hk{rb;Mr)?Z&$7I4)0n%aJ+oKYk& zR2Jkjw%$Bmx0kghtBcz%&SusEjV5&JZ}_y2q1N#1S;0|=23^Z%qnpr5$^Q+?0&6t% zd74|+X3S46@fLZBEQ2MpU@ee9U~zFvxh^Hk3jXn8n^5NnHZ*o9|53695+k|_j>RL# znEq?8jKAkQb1!&a5!-)RiWq4%^gx^UkKBe8>l?t#!ifPL-{ne*_o^mit5bk`k75eV ziuFwK)7Q?HGa&w|byIN@zL9a<%PWyZL{EIK3l>+J1ugphhayZQ_b{1B_y`90ak-`y z`^(S$hgAxw(DyKv&~rvSBF53~cHvL*V3+e8hA#*c6VR4{cV|zsH*wzPA8#ctp-IyD zuDgIbh*2YvE>YLm!_~OFUR?!?s9@6YKl&`8n)nnfor^DFsRcKj4BP?)+qB z@&^rCv=-w>$kymhl z{0ve;)(N{5EWaErawnWIlJVvqs8*xz9HnDK*Tg0^bC@jo2nN;ioN-!?g zw!;Z*F)X0QL>tXM_MgDCvn}97Ml&2My|f`QZ1lGBKAbr)U|B_ zvefJaKr;Z;HpkHXPPC>D?MsX}JfVmWYLPYMUbwNr= z$3}h{TMtb$=L13xoE`t{qbQ$3F@i;K@K4YvUIpt~8Iq`?4oTP|v{LLj(}WmoN$6ag zkcQOL{RAlFL3Rd<;ITv1#Jn>JWAxNt+zOzA&GhwAm{@&Q^RfTxVkkDCbqDIgh~LPFPXCj;Lorg?7*Ms=n*}DxkN&D^k6amycf*oQZ6Xg(t&J7G3Iu*ft!cEMSM-gcV z43Mdhlt-5&2qga|E+L>Kz-XjkHZdRB97;2&$XEp*nq7)OX)higVJQsGT5J{qTS{5a z>WuJC5gZ4mzC^jS-k%7gP!vTRlC?C-QFL8Y_n;90O3?-;4?z)>&IcrcfW!GQG0~9U-LWWE0YEAxp!1ml|CH) zp?@FF+#YS~CMpRsi{R;}bZ$H%`Z`Q9?8lgRW*NE}1~PVlZN&g!m#=qX zYecKUA*{}a4F}=2xQI6dr7l}EQ_-%NEB%O;-r1L%cUw2oN!Xnju=GN$wd_V6C^%h9c=pTEySRph?#^>|ws-;y71 zUFGDRkg8#9Xt0Cd@&z`v&98YthHWP?TLnRhRFT_X+$lf8J{f%%O{Kq(Un3>EjD4)t zD%>K026D7ufxhCOU*KJrRsC44`z!s%sI(S2|E|5gH_&H? zUuTK9j-}5KmikaLf5irQe(`P#=#=S=@NOep=lF%Xb$T}{wne*j{*9AV{rp|9t<{@) z&mO(Jo7C`X9=*H?00nd!hhDup7|9f}WMO+7H zv2J45Mf08e;_mw-`PfvF*9^N;S*b$$x>36mHNsqi5V)P2~6MkPf%0BxGB9~{#53PUC%2Ua2M zuz0nksCo>cIj#J&P_KJB?7a&J=sWPv?5WvS0kJJ^QF9U?nhzp5c+Yyig-S7=`OGWRJdva?S^?Lh)wRvc3&OZ`ae=u@ zNrBCucIev?-iJI|j-jyG#@v<*PKI(lL?_c-Bhx=n*BLl*V=@oyv>(KDGB%FjzT}Y$ z9~2aB4I9MWpm6cIS9lZsEA&+QChQx9@OtK{2moYY-qI*%B-TdODySr@i|!O&XUSwI z-cOc)xhq34Bm{f%;mRw(!F=n7sAYxe$kUb4UdFr!txm90B$`p_7mz9-f@s?2AeXow z;EpVsc3jv+6uwoROL~J=STC5UuCnM)`m4pzjL2I>8snY%<1ZaM$`+l*O~5I%`t#U|TV$pU ztms)c3~|%nvex}7L&kkK_NBfpR+n0@;<%bxWs$$3np0$>i+1)ZHuM%icI8#(@ODU2 z!r~&JTd5^ABqa`%Z0SOCNN-=MGX?GIcLEf!6bAEswxHg_wtDsL9STW79v)Fa2s~Dz znpHQZCU?r)t3!*tjvwf{`g5=y3~vao`8RMMLW7*wW-Bl225YZ>TWWnoLp?P$sjhjA zcr}IVYXsP$H}tn3V!jk#&g-J4#!yGy4=K-S3 zB(61Hh8^NfB#1a%s^LkTa$~GQo|3lWm5$|JWIyRVj&rBXG@l|1>0YTj-bsYa$k&s4 z_J<{?l+2hifQlD}=DwbEN>NH3{KKl+x#LYLu^NZcxs&&^X(unjSa-es=|>Y>6cd_e%Nt zSgVbR%P%yu=8q@JhT~NOGJ_O=+BnaDQ4ykqU;L8v{W$@B>>$kkXm}^5%nx|J{&=#0m-q{Y)!gHO zhrnRlY4qm|C;BHk+;)hG?SPCkd>TGkhPk*`-`nn&py#8NkkHR3&t!*R?i0(8#$RTw zw#gNmo_P%gz9ZVKZX7kgl1l++%|&P2qXH=kR0}+Olm<}H!D$1-Yej1bp?~sFefH3& zKJF36x7iZ=);0xvzPxnrx&{|27f}P}ep`yk$(RFWYo`8+|Kz=b$(unH%#6LeV1 zt*{y2IT_k{OZpLrnNR~DsOMUq$SvgdE5Ju zO))V`{kqU?=e!olIME;RZ5Mqg-ym^wTINf`9tJV~9m_4=eN@yPAysr)d>Y`YqmLnt z;^yBGkV}X^GBff9D09ebRWT-xo0<%Aa@K*^>Y|;JQOXsKI{3OS@F>gKlD9PIzqpUM zD*jR1cX}3>kvL~loP!`!vWiHNR6G})%!xb|OaHJ}@t3Wv`y*IbfL?y}YqFud=K8A7 z^XchIf%^t-35(S$C7`&aPF8e5C%jl~e5b1-lk@i8Mt8FT@SQ#6(nayQOSsvnn4&{x+uESG4^SN8mpC61mK}oZtVAdUSXCd6wUnaeaGV^eP zJ=Ld_7`L4`YE;d&gZ-{!_@3@j-IUVj&ePyQ>E7*wq}pANm#rGLxy-S(?x6mO3!cl!+RBAeX$y_*LPgV20o)kP-BZWuhO8 zTpKv4=A=D-_1x`!>~D&IChe!QGo5}yTV<4`foekoxyFEXmj4tC+F}NA7Jxjp|6|-j z8OM=o>m0@r1yAEh1-gpJ<2aGvX$KR)X7vOE+TA~C zgye7uE#+?qnaGwjRhLKCSiZV!wm83NjO4dHUDK;OM(5YKsAz3&3o`*xC9gVz`|eJM zQ&z1R-@~?+Y%*kVxnPt${rB1luIJ~gQ@eEd+0dSMbH0^XBog1B@3Cv}sA*9E?$tvf zf+7ZYy;mn*`inv>Bo6n{{O;ia(m*&oJ(7_m;YCwFzi^&@q-_HsExbHs@k4E2!=CJJEzFxk**rDzcagQ@a7ksSS%T#n@l8?jQ5s&0{A z`E-9R7%Q(-RdWSnq++@~GOAAi$;d=nNbxDq`aAxkxTwld`MH7xXjBVy>uFrgjZYCf z{2P2$Uhs6}vAj0vn!qGIR6R z<}@Y?3H+#_09Vdt{=K*XcP~myUV~D~I~xY@IRq#IM3QwX>!^jfpb@k4D4dj2PboaL zOWiV=9_iaX>qqI*MqyR}p|u1)yH1yFjJz}rgj3sEBaR)sp1i+GWR)s`c(mGKzA&|o z=~jYhgu86%UIb3f$b~$;QTM?$ow3N%eXn+^{-GF2JWgo2?mYLrqI|%f*+!J^Nm5-e zFOT=)5mbxMN*Sx-`7Q_k7^MQ&zpruOBs>d)8b^B1CbBF`{wpjX!iTZJ4
3HA#1sm0PnXqaW?|HeXskolOI7J$HU8MyZSyqxxip-{CSveb()5- z&-ZQwN!#z0ZYstB$RwMaVtx;oXBS+3(ql@`K)TiXE`kEZ937GTP{qNZQINVwRh|PThrQe)9Rh>W6JSC)eO;JY)BxyDBu8k{y>qgLN>enzszOvk>Uonz?qTpA zVm{LWp^)c%|879vK9eZPs>B*JXG0KL8&}MaN&!Vc_~P=@433|s@ywmaw#U!PEk$(d zUYA(c8{S+q;W zu8$S7D6!aRYw`i8VcJEEj=+2hEBd+HpQJ{WP|AlQ0nhJ8PyM3(J0dV)EcHdMBi?^bx--2W> zv()K{Q@A_Ph||Zz_+a+cIB!ek`^U)PjfqPTM&ZY8WA*PdCR(smGro-lybbJ%zz~yX zAdgHz7tX&@*_it|wcY!o&`P|uB5cAjUuQQ0Tz?cgUrd}K6(SHbjMN|3-z{C0w6w1r z3>t{Pq%MMQB2M0<9_z^+U{yU5im(4hvDxs-)`~thu(7RzvSk#A#l*}EE)6>Nr`ia* zi1Ttpdvn76&NEr4Pj98qUUB%BlkpfA+X4HGM1oRt@%fO{p+k5{*t++w;rY_T$Sibx=%!%~Dyh#BTIe#y6C!c3F$j2=}NfK!5oR zQ4WB=&k$5M=DMD_i;xKmI-kF_EZ~p-Rko@)U$!c2;%lrlVfU!GR3TE@s#kS?O{u)w zc(ci=1g6IW6cf_?9K8Z>nVtMxwlFH@073{4I%i_ z5tu17lyr$HOAv$g#t31h*k4UGfW>+IzNiCNRa8Dv03|k#1)ex`&5&8dB?)%=8vYcP zoMbwUsnRNYX(tBqQ2@oA|8h@(9Rnfw$2j;3QYsm;_NsSAb1=&yWp*vql&e$c*xB^i z7^u4=1CO)tp^rGUNYmWK!5C=F94euibk>15{$N`sn?~7BlIKwOBT&VCKw}X99u$$| z5$MS)(gM{}Sm>(xyE-nnfl>zT;W(syJv4tuKcZ?7H8%IDS{(J9{T`SSlcV*VNUH0) z!V;-Z6|I`v7^Gi4EPqEnt4?8%{+@wQkZ_sdq%zwj2?w~&!Y_tZl+NYk47LFMJt>?q zNWte`*rULF=soEy7VbH4KyvI37ins+1=V@*azdzD>3MOZ2>=P&S;X;!Rd@}`4dj%q z_dAR%8c{a2vTBeLyZOSI*MvMS33l_Kt}6z1@h1w1Gbn;6y0ijI4_AObNKiJMnT(@X zAyV}OUV7TM_{m5C?%=rzyLovgkli<`%tXFd;iy(u1dC)_@Fw9PfQAnG$qUtM?s-GtKvzd$F==b-5-Y@U zDctCk_4}An05>9Ziu$=r_f-pKh8fBS4(eNtxQJH@ZNwEcw;z7RiDvPe6(qMGh6T<; zzr+JHSlQ|%Xx86)LyJU*o?B2-NPFvO#X9=jYpl*h*vjB20BbVub>~3N8Ikp#gpf&# z4bxue$W){Pc#KLuQDRMXx8NO4b(dgn9ziY4(eAzcXrkBih{~9FzT#t(O>;ZCZ~1kn z6?6W%4*6{0TStMtbZo!BL6!Uwi7Wv#jW??3_TK?j*B4e2QnqH54p!Ihp8~CFG%?gr z-UwY1p?hBH1*9Ist{O82oWu3nAa5SXD-Ok;$#K6+ z(f8Nx+3%~(Sxnn64gc}TUXt5B)ct2i5z3Y#gI@a;NhVwkp@bS~S&|i9cXPHj&Dl&n z^m>>RKo5l8lM!K{y9LuOr15v(bW5u&ZA!~N=3E<(Ju-JKv;kt3q2o$gocTBd(F;*gj|Umq@#r^ zq%@Tam#xelGB}qo+ZDYq+adk1R-;yX;+gLL-NX`J!+3h}H`DasJr+lJixL;esllVj zm_dqKka3P`Y`c_z6c_pzIDC@(Gm||i=~C;E?eu~ayOivdc)A`s+wrMN0xg;4nD+mk zkIw@CL3a?7p+#DrSgXRFXsyQ6##TC*DxYdUWX^36y*a3@qtT$0u8dh~#-tHjWm_H& zMkP9YO-pbpc>oI?pJhpzR3eIWU#zNFA{}Crag^*5wcJ?Gt(Jv<9V+G(JpC|6QSOLx zpND2qA~=j?dZ#MP++Bh*oO~QgyAOybI<)XIb5{GC;Hj|hP|9)KE-O3XloFSGNQc>x zKy*kdFrtvgZcTfs`B%1qGF$}R9EvqWPD`uMiKomt8lT#%TP8A#ry()HWOz`F=|i1X znzi#3#oYUFO1W~M9o*3TNRA7oZ1{vHy`-A4bKMGA(mK!;>~YF<=s^n$9x?su!~Gb~QXncj#Ng^teFo{H**3R85+8*BtW zYIsB4f^058=!>&xX6SZXIkZYPQibUaT3vO`Cx)s;6Jw^`q}3SZK7esprQWn#Ob8%r zK-=P99B?pb4xk7(H;|ub`xS@a|DL42;p725S74POJ{}veMo`k)*~OKFjg{s9^-ft? zfyu8x@011*lBy85DTxqz^NGo8fm{>D{)-fr0gEP6Z&6_`POTA|ixms%3BE-w|Eu?C zZAlh0g#c~thL610r5!23UZgoz$rfy#(zb-)}9D1+V z@4y5T0YsHk_iVxB%Sp9pgOXdr4%|2A+To<~EM*3e(rS9j_fY7(Ln@~Dl=Nr`^-+Oo zMQOc=eGGghtk;F7E0%NDwqF=ems|!{HE3NKPRp<2 zihh(4?;0_va%|t^>+zF6+d^Sf!y_vz%bY2&DnK>MkfjQYy`((RQdXm6PF+OfTz>v{ zuoDa5g11%|wlqnVei5FIsF0QjO|4YH4K|sUNRxkvO~cm2w|7wA^|6y~W;k+`sCgVR zigr0PijX<8u_bAQyO#0wy-Z8i_^_oMmktysX`4* z9~L*Ks8VdDdkaS9t^(u$L5NqBG-y$HrQp9Y_BB(Tm_D&}aV84w^tRwT;i z=jM^VBf$8Y7sdVJ&WCIZ75L`;<7w#{u;r%mMRyd7gb>OkUSg|^+|!zLU|GJKno~=(Bk5%S8l5G zEWpy36s@UT35l#c5Vfmp4UtVX#*I-hEJaC5W9|QxOZ6UZl5vRvl3kAGD&$Z;**-No zE08PGJVlFztg+*L8_gxHV0?;(XL>e238VxzTG!Z_q#G>tH)Mql7c^gS(=<)%gox3+ zM?zSDSDh|#u?;N%v@;<#z}5(G?3T%Fd;L(ZQv!zfh=en+Q)k>n-;6TK2{lsSkW9{E zxkGrOVLdKdyusRxu%r2mVmagDf;0`c==bkah^9^Ga7Yuk-w>Of zb;w=Ic5ybJncvFt1UK8B9Y2j4nB%@cR&6A7{*Tf6S0s&|1`CFZ0$}AdfMZs(_A)17 zv68TpumXEk9UNT$_5MdC0LLt2Z{hIo^#5?U%7~Nb@rwc3tT{NiM7V&3 z{1V(;tUzWZQ3**74oM!MJhLQ=m>|jjpCPEgF~CRtAEHhUAaBqA>>=fb=TCxT-~QVV zYfDRaN}bG<>J)~_M9R%X#_>eE@kDc-RLVMLomAlQSgv;=xrqXC7+F~rj0#d$HxVUP zMt1@so-HCQ_*c#}DC_|LK8(zUC~U|bceWjk4B~$1!^h|Q?8*9W?@d>tMPJvLE?PwJ z<7i=U4sqyXyb=W(ph5`G){z7eS2}$&c{7D}nx)D5UzJZFyieg=P)c zcm6L?(W3}cFI(CrS(CrCgq!(!_ zI?@)cKBsmi9`NL8kgwY+6pup_FeEla{4;p_V^~++JeE;N>Ulm>i&^tzomnxM2-VB% zBB4gA)ev2|TB>1(tU;5BGmg!*gQ$qbAwoOo`Api2=*+XG|Kiu-^t8Bl=*U3nu;%LFl_is4t4XL>Y&F~$o1lE1sWg!H5`PixARU}WgkL^c<)wuk-%?M zL)h#SirPe~XMc8fqMk01n>$2l=Lx*^M1#b5AJ!{WyC9zr;-J)X!SW4tl2pN?3oq?( zT%uhRdKsjH(LIIF74bU6Y3Bh{v?7)_X93S;N^B8cnLE+iqrGK%NCDQWKlv+Gsp2Bt zh81|>Fl5f5vs~px@E96uzgIr5?+MeI4Rtn%Vn-H0=%-VzXmz<2AWXc}x@IHlG}!y; zkHVFkX~ZoHr)ckTOKG_%Bf7CjRRd(tMH#0;URac>`EHg&ysS_zhP-)O`%SEZBmoWA z84Dqlb8rgvAXtNBR#+FGeH`BeoJG0n{FzPz+#84*-3stE2USn~6}6#C$Endf9WWmT z@J=x=GA`VVzdhU^X356GA2YAsMju==Bs*K@weXr#UFmX zdgHYZb6WckiT#>5A$BZO6+U_ZQPo4@({*qb(uxLXw=L*5V`}+9ru4vV7DR8Oy5j5W zMbnLq=;GctH9}+{?gajz6xDqrOj!EBC1jjCk9C&2DU#`vzI5O^O;27T$If)PI~#Rn zfR<8KI$OM&4P;}YHh5{iu=MBkJqKnGKECt)1~uF*qK29ApnN>XcB24r=k2{SoEE8r zt-op{@+NUv3iar5aSam4_`WyCA_~U}y1g!)CDjNapAR!}_JOW-=()0=y(pN>es;uC zoG%tDMF>*9CZBSNMXkj+WHu2RbY`G^a5ii*&pYwNm+vAapQ-^V?myWYyd|gCjbkRu zg!=R@-Dc0F0e(Wt4L}}rKW63XUFxT?kKdO|b#Cm&uiz#(3oAZ@5BK`EJ)%ozYGq0} zz?b-CLX0pCp8X{!zzT&wEU2`L>$7k#Gh3#Z_wUmx7I*2Mh9O;^CemElLtZwAKdT;j z6LXck1U=teZ@KvB7_$Ce*~TCp05p)1A3aH(=fZfh`4|=f@WUoTKO?T`!F}_x zr)%KKAqcBT>D`S}>}vxFrb6%<0DpU#rUG;u0Q?1qqUGps``xiXg#8u~;OO_U!gx!5 z5t#p69`5u6&@!OCrR6O*AZ`@k>Kd^!1ZXyVkz3Dv{>Ja@faV<%^bLyLu1DiF#$^b@ zoTGfgzxsW-S>}3A@(}6!`|=UrzeOMWqd-f9xH{BNoBU~Xm2yai>pWt*UXh?obreW? z7;1zAtYG2{KinyJlQhD&MYXig+G)d-G=`3jV85XUbk-A&7*k({!aDuVn_o6yflR80 zM(S_oh9}={M1J~Z$PEL;A9ob<5@Xmt48g(Z$r%!))pU1tcCF1CHdO%3FEXcI*Qy;U zH`0NSR_>mx2f;yvr~m>nGK2`0;`(~^Y(Kr{1Vd>rQiagtc*qYV8U~8IdfDuOlLrXY zP&Z*fnK9xLm{W*4HkyJqv*IV8S0KwT31Kf|auf?`RnnS}Vzk!qreit*kyvAB6#X^0 zE8zDgE@33l9Ap$0+qZB+B3NbQz*qn%OB<6O2aBU;X2$0FVjRFx8|i1?_fvqMo==yWW#>lgu3V@Xq+tGVo}P{yOlvCFqgR z-&c{bY^Bz2>F=&Hcq@;Uh!5r{9(u|0a2;j1&wzDuEsYIy++0PwxSt;`fJSN$f0cO$va}vu>Ga%Ln{)=eZ?%EAbGXAHFV?pn zPg4~6VUW)0fNwhL?~>DYTG+P(z-Js0yiz#yW>=YS(8n(q7#wWNQzVId*?tu+MQQ*Z}33rKP6zlD9T6XO&PxFt9 zgcNJ(7m!mz6=MUh6@p$t@sy{!=Dl#)di~n$%s3D1NHhfG#V+A;h!Dox0mTk;pzbLJ z3U8q)@EDRGj$jD^G8|UFO;%;RX3KZl5U}LD&Ls%>{1w3)5yv?5Px1*!Gdorjio2gY0<1_Elph{aZUo@E@X~^7Ag*|TIqQ0z1+JdTxA1Q`pk7F) zJZn^EU6s@1yU+gi>)?D8zIAnn_W6rOVE=CCFCIiIlh?hP?fY0hyXXG1JmZSH(1tpW4=|w#P)(;iYkPCswH=dvO&WEr_Lm(SASh3iKM1bX6pJy- z{#t5){Xv;jx!@$oF{oc2Z+nrGH_pGYC?$)r%>%^A(PFH)D$&}^Td&F6 ztzz3J9abB#Xjm7Rd6c%UNexJv%0;$%0lvIwT1zzcvy;57Aj=X*gp43)F<2r^?cjB% zf(uc)!`nUyv3B`=!jbJo*yp~!bEMZ}$+124k&NBag^DCA;o9VMv7P>kd^z0MWQR z;q-Y)CuVksurQ>^k=V4f-X6#_&xbQds z-p-<;t+c&!P8s*#?e;Pv3GG6_XqkKh%UF5TNpuGg23X`-#d*0UFZiL9B%xae##rl5&Qv|I0Sj=@7L#&Z4@4L@gNf^FFX}%1Imk9{g%-))tgp9tF;HhrS8ub*FcZ0 zfKJJJp01K!OnPw-bV>Fft95~5V^WTZEAEx-9beZ4s*9;EUJLz_z01`F(u)TqdyhVY zG3CUAlKs}GjwBV6RJ@Ll?SJ-ii`L>HMxNxD{$i8p!$BXcM6MC#8FN2sc<1wi`ozt`1**qbYFaJTuajAU$ z2EDaID&OSS6gy9+@w8O_kG@gFeCU|hTf7$HBcMMKVaBu@(`me4s(=1Z-yP!vQuX%B zdTU0i-n(3H9h90ASLnm*Cz(Z(OC8oR349QqcYuKNw&a{=bd`_E^CiGXp?N+E&GR4s zJRi;EXGyN)8r_$L3g9o5dHyk zbiy)N2`ePm^n@;SK{xb4kK`8Jr3<~FzXs?R8i3W3Tl^(m<L3kCfpOW!T@ zZzwzg1)hKc&wor|1#s;PT>An~N}&h1>;=8-JRgPCpdXcSu?sv41^u%y*SWxTF7N~t z^cR2qlvY2R;IbFE>;*1+fh%6%iWj)z1+I93i(TM47r4#^u5&^Er-2=y|0BUpn1o%R zZwk9%8uZU1dqMv|rys!{fEnOvEa+cw_1~AoP%tlcCp2L$*qQqi+!82)Bv_CF8yrYO z28y8sN?{h1K{>dPg$k&I*-#}lzkA($$@i{F{68I>3Er1~6d4~2HZn3f3MC~)Peuy; C%~Koz diff --git a/slides/BDA_lecture_9.tex b/slides/BDA_lecture_9.tex index dd03d390..045c63df 100644 --- a/slides/BDA_lecture_9.tex +++ b/slides/BDA_lecture_9.tex @@ -1180,7 +1180,7 @@ \begin{itemize} \item Leave-one-person-out works, but is less efficient than looking at the posterior (see - \url{https://users.aalto.fi/~ave/modelselection/betablockers.html}) + \url{https://users.aalto.fi/ave/modelselection/betablockers.html}) \end{itemize} \begin{minted}[fontsize=\footnotesize,escapeinside=\%\%]{r} @@ -1189,7 +1189,10 @@ fitb2 0.0 0.0 fitb1 -1.6 2.3 \end{minted} - + \pause + \begin{itemize} + \item For another similar, but more elaborate example, see \url{https://users.aalto.fi/ave/casestudies/Nabiximols/nabiximols.html} + \end{itemize} \end{frame} % \begin{frame}{Simulation experiment}