From 3188245da3404339edbad7e5240ff5ce351a9df1 Mon Sep 17 00:00:00 2001 From: Erick Lavoie <erick.lavoie@epfl.ch> Date: Sun, 14 Mar 2021 10:01:47 +0100 Subject: [PATCH] Added cifar10 and mnist scaling figures --- ...it-clique-avg-effect-fcc-test-accuracy.png | Bin 0 -> 58878 bytes ...t-clique-avg-effect-ring-test-accuracy.png | Bin 0 -> 64545 bytes ...-mnist-scaling-clique-ring-cst-updates.png | Bin 0 -> 48824 bytes main.tex | 82 +++++++++++++++--- 4 files changed, 69 insertions(+), 13 deletions(-) create mode 100644 figures/d-cliques-cifar10-init-clique-avg-effect-fcc-test-accuracy.png create mode 100644 figures/d-cliques-cifar10-init-clique-avg-effect-ring-test-accuracy.png create mode 100644 figures/d-cliques-mnist-scaling-clique-ring-cst-updates.png diff --git a/figures/d-cliques-cifar10-init-clique-avg-effect-fcc-test-accuracy.png b/figures/d-cliques-cifar10-init-clique-avg-effect-fcc-test-accuracy.png new file mode 100644 index 0000000000000000000000000000000000000000..ea70d6fb5dbece43e554ccf0be0fb62b36f00e72 GIT binary patch literal 58878 zcmb?@hd<SC`1cuhMj6SDjAWCM8ClucWE?wN_I5~7LS-GwNZH$Q>~RpXD;%36AzR5_ z&+YsBJ<nh8yk7NkUg7@SpX<J^_w~Ns*LC+&Pe+Y{jFAiiflxeDSJsC>VEzyY6h}e? z{^dC5%Pa8Zp0A3juYsqdZ-9-r14P@#*UQb**Uj1XroV%?kF%$Tn4p;8UH+R-e0{xq zq=kgs|KAS?dU`tvT{RqN1dEV*shjygAXGM&f1!m61<nx2lIufdMZ>@k8?ym{hDOKO zKilaKV}zsU7+$@BDDu8S+E#ojx1=|zN;3*@ZyIV$U7u35>^Bb>o25IM+Fx0#cip~8 zl1oIQeIuBM9IEd$w4LY^!`aEnne>o*=}dMwOlfPT!H1jR@3P!VbHxwyThUjQNZ8F4 z)T)VZ{`Zmk0ZfJ+e2SG&`v3ibgKH9g`LyUKZ~0BgzA^l^WwR_fyXWnOC7VksWmiqY z>VR)vb$?I#Ef-#G8fo5B==1`~fp{P0hEWiVl^(afUFKKa^WQ$JJX857zJA=_F#8os zoD+;RP#lB^NbAKhH&sTJNejQbTuOP`rlC4g7QrbD``T@9$><%u7^st*Xlh4dAZF@3 z_+uhqzx2u*Xraq6pVKy;-}sF&wJvgb|CsI#gB^2Kg73h5PX}^%(fzlpI34K*ut|+P zH<HPQ?N;PR)RKx!q|$()8G9v*7jDsObhmL?%7sbu@zjo~;-(q8xRWgPi;qv;_%=k^ z23D#5LJ0Tv+0m5h6GQ+;<V)XQclaxqysopXovRD=1Szmc1HTE6iz9x&lfbJBt8`)t z;qN3f=5$5nI@h<H)9zCa*b=&A=4KT~vW#ZU#u2zr!{v1ylG@%naz<u?!}=u#weTex zdP$1sV5ont4jKPBF_OlMS{?g+3zNEQ_J#6?=qC^B-Z?Y0saefW<nS#h#s554#|Ub{ z38zn2npGSmpBdhiL!#mNcL$`=zP7~be^@bu7S4}4^+t6G9nT(zB~sh!dUlKN-6>W_ z@I+tb_`{zTm%&iaZs>sLXn)KJAGgi#C?+&m-GBR?AVQ~Ii%vBvzwz9HG8yKupM8t% z{aWFh0h4v^|8{(6MCkRF+=3Gsml7GrheSUs<JTgMqePk8jVa*#1e1ypWNURLcd75I zz>2%i8@gBA-L*~LJ2d<dX)2bPVneSV&Lq;EazDIPrud(qo;bql)pxG<V(%4_;jg>> z$V{`)4<C5}laqS(g3$VHB4+b=6jjt@iL$I{$~|XZxA-*?PhjAly`+zVgj*|`hQTpz z1HOJ?XOw)0E6U9&-S38IfUkOmoH<*PF7KPX@7dfw3_29XIO-{2imW9upJG(=XxFbT z<TY-WE6L^5+>|X0e9Kzd^e$O=IR>w||LEbSB2H)E?#A(r#BBn9&7H9X)P4THSMJLy znv@Q|zmw0~6}o-hU@y#q+0Vm@rp5o+!*1ZTQ)IiHqE|+yMR{;NWSbkt$~{mn>6T#+ zQH!RB+c&xw44-7`s8l`M>CUt#!mW8|l6Atbx3Wn4t{Pj&6q0plI8YexUT*rnLQY$l zJxqor+JCtc{kdt%YD&#rfT<Lh7Vk~a$0L0``M_|R1*K*1@2zqF(NscytNgQ!y+!Jx z=n2J%R{6v*?JMSRbGAz_QP#9=_<*`!Duy9&8k6^reHt@+|53UQuhqwp0>STR(t;ER zo7EZz8?DcET$;A(Lx@?(>Yj`@Q~y|j$HC->%k#qw1_x>~8Og{yM<q24Bk|EJ=8L7+ zbgPFNsw8T`Bx>e2z@L;T($Ei#%sL%Xq>J~HlwxU>J{Rj5ge|?}qK*~kBq`b4HKvc{ z${_GpB6+LM?V8%#`mFkE&+k$d5)xZ_-PxX=*{vTYqLB-RWnoMSX0C=r{P`{itH9UM zGLhSN8wSQ3c$Uvp*`7UVbkmD7EMhVI`8kUA&eN#~fBho64`_voZ$om!MVp~qI!aO< zHq1+mM)@DLK4}bQ8@-fJG<%72kz7uDWvQ`hN$CsBufwyDS!B4SUXUxLnX>tNU<ePv z@JiixzoTP9_x672ph|J?f021t*+}Av)Eiee%fg0fZ^;wNzFPS7`g==oL@XQQuiOwf zUZkJjA-w*G4lCenfWh*c5amxRb3W-W+h6(Z0Uz7^LQwly-Aib~Qo6H2am9D$vrNF0 zs((Sw*6%6BRM&!`fk_qBA&(zEcl<QWNr-Kjqc?87F5Y(npKOR126Z~#>le+SRF_`x z8#S`OpIr|r#5Y=CTxL0Yq6CWW&<1U4XtmU@som3C6%6AdOlprWl_^;-+!kM@IGuKh zRp(7J-R8;i>8&>@<Py|;bBU_C>27+GE=1H1L=5bgu%cSRm>Z_A>1N&)rul<+nrwP* z%;*^QnB9m=Ih7zZt6I6mLqEMDz}nVno=89Btp!Et&A$hFyQXYTG>5(+{AZC+!!pm3 z^PrXBIS-mjGE>XV!t<kJ<nV|s+Q_3qA*Gn5{|`~j_mx~3%^Jsy;+xxv(CihVhpbdL zn{1z7-ArH7AS5!NYhHrMZKz4w!J<{Lk|=4nrI*3Zb>nQaaB*rWV^3QJ7E{KZAnN_b zhYk(W2+{cO?bE^oRA*CeJpMbi<b0;vsv8~^^Q8ZBw{psy<UHx^w{yyZ@wK&i5-%$% zki!OwoahfX_vaNqk7|cWAUOY8*lp9DT~Ymv@?*rLtvUO@tD;e=2}>=xB3_^qW1F9T z2f1WO=oN<?{9_;NvbcXNV=xxUu8*w?ra6&gxv|0a`QgI;F<Mx03o($OVzlX{9A>rN zKzoN}kwvrdwUK5pg-_|`n2Gz=<g-n=reYR3>Ea(ln3izUk{y3(T6bKgWW~sAErIWF zS=>LQfKNx~tJL+mCh>&&?q|Kts<1lwQK65I`sOAvjM>DYSwDkk)N0uM^~@hbOlfz5 zUcHlQmgB4h8>UF*BlI#5JHZi)S?Vhr;c<8^-7t`Dn2W1D-$I5WdpDG$>YihVdyB^% zb$2P-wYDkarH>_kS+PtGA~18z34Y|p>kPTLMPsI~h8Uh3b!%>5AN*7YB5a#>DO(R! zcC|R3BQc{a_3rL3T??WMsV=i<S=`c^*5LDhCpNgv=t6T(I?|sKcezhM-etLOGVsqr zci^too<hLKJ2HmKgAk7(QJii=OE`T9vHROk<MLUo1mWFU#I8K-a)xEv!$u{d2R@~P zjGra!DfF1o$3=rI-lOH_^f(ijm^t;KA-~4Qf9}lM_5AhPX3_L*V<B8nY^U%Q=p>kC zM88y2W7)fBGQZ-i<#V(aIsGEFxm-K8Tf+rWkW7ZS-mMy<;Tnd~*MJ5<((E+g1F&+O zxzLl=M`Y|7nMF$y$l{`r1(Z@5A}UdRr}l>FE4tDE1}YiTb)}8_Wjsdhj3_LEukzXi zBBJzsB^NnNlW^eP-M_gPkhhO7o0iXNr89js38^MGt!*=}9nuJEZ)iJiNPMumX1)6n zwVFTW_W79mUGc4NbFME*-}3iTZZsO8ao=v^Z{bPG_Et2C-bX6H=wX`3$C12PuQE)j z=ha*c+G28app~MNznBuvSCk(1`0?ZYK@Vy+mQo|CsYYrU(>Tfr3E1?zYo$g`ZP{C+ ztj$Xsi`SWouGd5R^$RWb_13I4!xuh$XWGRKeY)edWzf^2Argt7drx1A5H6Rz9sNX9 zz~zoH@7`@MYDX7B1j|k#?l}D9kMBT)sibS!MQXAl89QT-oBbh$FsYcfvD`^50bf1M zK7r)DFGIy$WVly_a_H252!V{V^I(IJoz#}Z$E93%0^zAFE2x$=Pv^w_Tu1!%duvlc zjakKQF>CABOl$}rkB;k*JZid5Gr^npLpXA#(|kQ7MgN(It6aBB*@{uq77L;Y7i=E3 zZE0v|XmU-HU0Lkw@w{hKfxyLYMkTtS$k#LULge$U?oNa)eSDp>e4UMIw@X7__{BTx zF~8y{c;K$_v{1W9rzd~FuqS^gz3Bamy{}V&y`RHX!YmmC78NSZODR%|iRI0|J00QP zwafJ1Ax<-TL2UA353grRMd?apcif0m<uhIMEzHiO#K?{nr8?zFrv+@IYG=fXL-0Q{ zhd&pTpL#18ncvkiN~OGID8kIb_=2*@NWhZ*ZnR#)((M)M4@Gf)8r{^HlYS4MpHw<< z#mwEAlw>!r{P5ue%U(k{7ooosyaEER!L29jCkbOd9lMl`gLh{@<lv6$kLQ{S3kw~Z zAF@w<VsYiYSmxEJEnCQZZEz$g`ypYK_t*Z${euK&-_<u7b(BTmi|Wb%Epu_Ld5wU9 zsVk1S-_+8uuXr=BRPc_C-y`0VI1Mv&OY&d6&5JWB+J8^;M%sM1&wNCS6NVW6ZGKQ} zq+#w__o6*}?K3?rRVN@8A$ZKtvo+<)v0jr9?fv5FnrO7w(AAUS2c%6zNOU=uk5X*v z9Uh(ntBZTJpJ82Tkc%?bFO#_!CWazIn{j+wk4V`We=X?3%M<B6SrqDh&#OiPx4-af zj988Igv#@s)f}iEtRBuTI{orc-@ma~<vSwSbH-NTRWWBJ9U5SEyH1vNsDyld!Di5F ztvug)RgZvKLqPXw;gU12OOSDfPY|0)_wWkagwx)_iC>ZW<3q>b<HV5|DPxZt<#+t4 zZdp{ZE%e#^-U%;GD9utW>sqjgy5;cFKVN8!p}gzk)~&P+`Mx?ur>_wq?!EI)<*RxO zxV2ZkX93(H{J9RU*BE5-M(=CA{WgNZZBMLFOVIH}KVjUb9FfH%5FFo5?qg!7^{qGN zEZygS-oL0?$>duZ3rkDw5>%2#6=(RqO>97Qv{WVAowvOz^($#z_ub2C^h+(_6CZC? zIhT!{nszjrIEX6^;p416A0+GJu9g_s(($JDy5kt&O(aYoco)Cxrt|Zg@)evuOy){G z>~{sGyk?kpAfrjG21hlq@<X`gz<xLS>O(}pBNUSKXEy@pEdX;om)nc{`RRj##p~6= z9f+})^A93(Dv)vs4NB{RA1%B^u{2`Fp73=w&#&#RU5D@$6ME`sF%<m93#2t_z9lFk zo8n-jhxX_Bs-M_gFv&0+66Ry~La;K>Y^Rczg=H_iv`V0gWE53I+S5JNfws<M7d8Xi z53c2jdo2<_qDq1X+kX$c%8VP1cb}Z5n6|Gtv%g~n5zdUt&8=`LYk8D7OMVKiC)s6M z7eINs@CI-w)1c8$8&EerIPy7FuNvrjbMHLBuJCqxYZG~V+4ylPX6)tg?geww?AOrS z;%LuXB6&tGkG+heNXv`sPR$_%pyDFwPf;{_UkpXPe!TZi0OPQarR|NUoFj|We(C1G zZBEtX+AAasWx+-uF93PrI0@M#$EO)yxl{XFC)4Ej+%uNw{+L3)D>5aPiaFE<g-!Bo zOy2Gf6mTmU!bV*!Mf)qbKo5FjuWJIznj{+ugz{JdSIu13INIB-Q5l4<RwPgEKYy|a zzA=V=S~M{!g>b~Km^H1~_U9o#A=iZ!dpk|r_XcHuG0s>;Fy<TT??F5WxW8$XEjc$8 zr3XDmsdjawua0kQ6u&AV_JEh11wl?cXsurqwKT+Lv`<r);>!c)KRuDz;20^e%{S+Z z3_u3J<r60}-5R_j`-SKGJ)sp{8NmS|XP=PsHlheB@QzW-H`<;w0LzoIXJlu_GwB#f zlnYfpD|VY{2E?a!oJRY80JWF6Fw@}`V=q@R3MNS1cy<CQu2?ra0ZZVAaVMF6&eH5> zfAI4Y^R7hZ>Z$DkXHN%t0oj4mHnyyM@anZDk;ytElx?48VP6MfWz>&ajZysmaTB}% z$~sVUegQp44%_vanwI<GeGzvYd4GtRwm0lGA6(T!j?)F+#_xu{|NSQpcUk34L1mZ% zu5!mR#q}Zt^6xO!<qt8T{Op`yX|QaVuDIVg6znaM6rVeerN~Q_cF&1xx@IBTQRTgN z15^5>)XsTTT@5>#!g5bzlXNQh(TVEwH3<Z)*65MiuNjGSX}Xi2`^O=+Q5YKGHpD4Y zpaOo^aMJ^0(J4IH@EtpiEir8m9^;Su6C5U@dFur%0xC~&DEl{TDgji(%1ku3n8p(` zChNED92ae?EQ+u}*duHc7X30y!#CtCeLwIM98}5zl|(mFG=huW|CziGpfGU7trQ!z z+a!q7osBIgGrzLrjXu7u5)<6)#w-4;=68-eg>hxL^)2>XK+EJ&h^@eZ#?iXS3&PN> z;s_a_fF!lZP>rxGF(7nu!_7cVF^ims5yNz$+nAayzFg<ajqy39DaV$^y9P=KUPmKN zIJ8o?tg-);38eSSTfbwgu<Rh9gz*q<9{=wq?s<t*N^F>vNEf@wtC;e@oT(dYA8Va_ zb83?G_xftxbN6%H=_*yK-8tR@4^<f8j<FMIiJd2sCpnbm5*Mtocpx&_AcESM?f>Jr zvUaar2Wx~C!73of4>s`E-QR)Qt%k#2!sCX~Wc@knHP)>d*PYUR21_l0JEGqa2eOKB zjTW-OJSy6Vmt*>>_P@Ipns<sMY_AqbjHtPP%${OiE2({#*XNRMTlVqwRDs&9$=Y{Q z*@DWpz&uctb$CMespy~UJKwD?h_wB;=&=<@0o2CK#`5V>$Ixr*s9x$;qGrAAftDvm zfB@&xRciX5vPzMoL&V<2KhAtZUulsk!o)#Id`@&KGuL&ozcu<0`xJHG!|hkqf(u=n zc94v3vt8}TqmVgwF$}SL33Bj9vK43C^g3HK>2kssH?P1eho4giRi6PXJOx67koexz zXjs)nSXK<F=saOonTQI%xf~$DPZnmZF3z#fCKzg>1*2;%W`(&lyP>*}ZOOZF2;B<G zE&}f!sM`HOKM%XnA6)_Y@)fEw#^fdbQ&ge4gIITQW3PZvPu19bn{6pMn%$Nb#z2}w ze*A9owqKQ5S}>WT<(dTE3_qPJvF90JdXI%BFq~BO+D=d{kDnd~`{k=YuZ}>U-^zd8 zvj@=HuEWEl;TR%m1FKex9A^CctY^+4gwv?~gUs4HZEVcSJq0Uo*FMc8F{7iW`#}`V z(3yC;<lx7-UEU#Qox<%iHuoXBVJ9lsm7>@qf_`xl8cvp2Ug1+}<H|xaqG^(SAx9p_ zI7GpADurw7g7N#t<pv1B?=C{vcIuGByN(?mZVfXi-q|da;5D)Jd#pU%CG@1fDDxeA z-;&{7@elCNx>o5w=auwL3%l-N34AM{2M9uXPJCvpvgqDOHzNOA4|F~99;)@TLS0&s zCjfyM(q+o7e@9{P!(!YZ5w{G0FsNhMIvV>rH8rz@N(L)KThE%5a_R%{H)ZA#h7#nx zPmf&R(`W&hF~8b$xW$6fzBUf3CjruiswGCsnb*#KdpC`}tmL|XP@z?~qy~QO2tG>V zZ}*Kqx_T&!-`)7)txe$3lN<yYk@!ugb${H}e5)oTwM5c!caU>n=$AKwRTxh5ZI7ti zE~@z>s;x(<II3l-OeFB7BeB>mk@gvTt*5J!NKcTYHeIy@#_wzSgX&NkLthm&oe_#1 z{Ia>1*kk`Mz_!thf3nA5ilV8<SAKbZxE*yqj0PZ|GVs)h2PkU-(bMbMkeMs8tUE#H zLhO<lixWFh-z6;Ew7o;xN`Xdfla_Q@RoRl7K)!vb4*<!1%=kS5nr|$2*`!b*=z%Ta zQjC(QSvjrN%k+mRHf2i@hK6+1{c^8thI>AV7GTrusJ6xDsQaFj`O~U#7m@m9zlPFL z6+N(lj0OfjT#%SGoJyGDHc=M5)q`UDo|Q*M1i|t}qM;V@!0uhl=*EWS8L=I#;Sp*w z1~$-^Z3Z0BhdPEn34jA<I*Z;J>F)dacxZOPpSGjN<)o<j`Z`-!<C2J#iOu<^R|MV$ z$bT+r(UIGQeSL#dt{Q#bEH6lZC)5lZ!h{g8#%!iDdF9S@3X#i4gr009f;X7wE+zax z>Z^)?wfsT(rLt?~(DrVWxsgUDp0&sm(G0MVoPzLm+(bXASYkx3){By&7gnAxdwfcB z+t<O*+oXEQg0k6>Ge}*#qg-B?k>-mwc0k{asI}|#B;DGHyY4yAMPfODLnnzS&UQkx zd*%z@r^}ZcAeoR$C~;rcPgWI7;;wyrFB|(AwQe3j^P@ZG6!U{JZwVW88*HHIP?k*x zHiRa3*TQ0t#meSX^~B4jXlMq8v8OlhJaJ>`AWGmFW7XwEuXKlc4iwy(csx7Wo;AHb z-0f?@fIP~x<994R(#AK1ZShMgu9IS)qq4BWQ0v<0o8svJr9B5Ogc`7R*q*Wm%k=5> zZ51O456<PZ$*)3+Xy9xm<an-18V*wMlf-xrEweZClEni^(wc;Vsd9-@Joky8zQ~2M zic4SoC&%njYW$VrYVYTmb2WFXl_y#+wyvJI-P;MkhnM2}>gONut$@T1;R^9%P`_*7 zDg491p8SmxrtyVoJB9Y~@gL!?AT@ou4GL`NJguI1d{eEwVp3*Me>;KuceQ|lgW7Jb zlyWG}R$?#Ix&rdWd#}@eg%Wxmw_5)W<yY<=3pP(?5l8y!ob0q9uZ|C0LcXDEBq2yV z(&wHZ#_vWkS$}+a5{^Jhpz5@5+M+s?W&09#tA7ci)8+f>kTDR(XKFt_1Dr?=Hu-3n zKj#kL!Jd48Pdai-DrA6o+Noby2Ev9V<IY$2=Cj+T-A9;Lq}Uu!IT|)`Mz4xi7Ny#` zW|n0RjECLerZH*hSGPBR!fNcbE$vbkIr&`XRk8C-xVeFqa*qR$WX79mrGrn#7fwrs z6V$)q2x%%Kizw>yr>b!0^<3rn4tqHe&MSSwZH1w8b7-GE8z<F@FQ*qfvODIQ&L)md z^tV`oRS~H#PmxClVtnkHR_3=a69+d)j<@ooU&42YLbDE!A7nV^`Upe2E?5htR+b8s z+N5HO5gzKJVzm%98(2dkkY5{vTN6461ncZ@T+n1&X#-g#UFm$-)Q!6Fd6uNHdyIi> zhfbwz)cacv9`_T?6Fdz07#3}vj=m>skJ${dq16ggW~&XI>y-<HuKZYdKiIh2V`4a? z7b1aqj(&!>`Z84G0Jqo6=a#;1%({H|{T{ArbnJoquzG=QOwvvO%k87?qJPY#_~U4b zKJUG*nu(04qq;w`#+6+H(Vi5*>GtM+RKQ2xqfcW1`FwWN<pcYcUQD4R7OCRS#bk1+ zKYu3&$?`i^06Pnmzma+mTbz*gNQU*$$b%IN!}F6_MQPUONAY*_rczQ+;>K@FXPSu| zM78b*ka6e4)xi0nS>4GR&Osw#+5=gz4@l?yIcU<@(ao(@o?UTP<*}*ycDgCEM#TWL ze=33h{_@<>oo$RP&nzN?HNndZn`j?}NO<}9oFOm~h5OLs>VR+8dl4^?6r%$*Wl$VA zgP-P}9u1<xag(=3>RUwGEKcv+Gmewt+EC@aLo9KmN_Rve60<RB(qY<zR>yxdwJh5X zBAvjo3~>i$wi-GtdW)<}MdY}+&+IF=Il6KH1lRt$_03DcQTw~VpK~6Qr)p_4?)Gh` z8cUBp7AO^vm*2#=j&k)^_P;@xvy7d0R!bNeG=am-MVd*Sb2{GY&JXOK%V=mh=f_)U zz4%9ruK-xO@cse62{*TJItg<$DW!>?k+;1HTqfeSmT_*a8-mJZ%d7m$##V{I)tT#j zpKP`#66h-Tx{|Sw-3Q{LEQ~BQT;YQskIc7p$L@OQ4hXR-T%F9hcGlvuwr?4=`uy}7 zw+zoLT?UBH07$_jjMlF|K<zT2r);WSxd9lSUq@)0N-8J6%j)_`#(MzscdylrN66+A zCDZK$wZ2~GPVN8mAn<ET-e*g1%cF`WcZ9C2iPm6-cSwqu^H*1h6Qu5u5vv`~j?|8N z$cHR|vkydEV^nRW9h>KJZg%l^B-$^&u)}!_wx8b2h^NyEy#7hhpF6MId7*rCgOeHv zq0nhYMA(3QQLk-7H4<J(w%=$M&U<tXohn3r3O`h?_8IIsC;VkPpc+Sry#>rQ^tugT zjjqw3`2|C|;jEXu1k7$f6zibC8Q&rRQy>n!ivD(1d-;|ICj}mI5i{)x&o9Dx?l#O{ z`DmBi{pdwHWf;?8EiNl%&mli=sDr@wt?d^XVFz+n_ZUp$2NX3uJ$yQ{04_fqfRS(4 zif=0H`@j-=Wb>=To|c14Emd9kEde0K+~~SyIYG83&L99jV*OAUPb%PXDf?5+RfZ1L zXpuH4Wn8zwTQ`f&hk)qAz@aCJTm;Qt_q?VHqWjNrvSfaufu?TDC-00!r&)Tu(SV^x z&i7}fQ=w1!9K*;^H~&4t3zdC*8l*H4IT`cusYk?<4#K6+td}KId-{;j%D(ZmzA*Ih zuivzblqo2PmrTC@3^U@ou~$e^qGhacAK)bIw7T0w8?e?Mt&*XHkO%37mxUTNwtW5H z)qKHsbi-2|pb5%cin9z0>wDk2)Tq0>m{Oqsuul@@L5pUTQ>XcsNql;3Vp#q$fh<h+ z1)ZCv0kgQ6<B4>2ky%@!K%+qq;X>qDZBp5Bu>hJ<ufJ9E(E>+t6lSeQr?-)m-5h?2 zik!fqq<38LRDL?MV_}JQiBAWP)>VcsD1vkTT7-Xl5JBWYH0R;_@(K+kGm-Q+(X<mF z72kQPqI!=68s0`S{P#eATf)wLN2HH16UVY${^Pv8^sBjpmkC8`a&LgOeZ!+!22kv- zr-^S_c!LhRlgAVNt}dVVS$oWDcV{CDel}QB<o~?5tCdby7v_J(@oav?wEe~Q2W<ke z^2Z|U-*MlNSpK=Rnh;B?=Vm^8LR#!&^*DJl&|SN1h*H>Z|C44i_`JUi2yqzm!Ee%; zd*)}MlY_h!_p(TXl&qtv0%7$f-_J<3jV|Jl3WzDmNM7eZkR20H^sCOciSV1qa~mA; z8}G#Dhw?W4>UfG0rSC%F)X<Mz-&(Ur7bYf$S#w0kR=!tNAftt4y+{qMEPz!6P#<@W z4FyP3`j;-gcvW)BwCWuODDhNbd%A6T8q7*7Q$$$BW}7&xos3)PfrCGOE}B>EsiMJ_ ze$7d(RrKV-v51!ucEve>>v8ne%_RGc=t5!{%>dT?++%Hk)&)fJ^H43qEtb!?gF5~E zU7NtuSK~@*7KiBV<U^Mk6;xDNnhoyPUe$1UXN^z@CEr9%{OUoM_ht<5$G<{a27BB` zx;?<jI!paFV5c-Ybp;YiN+eLwZn4eY*cVT<tzF8V_{Kf%f0iGkn0S%0YnSkJK;Y={ zZ_e%4JB2)qMxT0V9a^Xj2pS5){3*QHcBo1b=slO$y|nV@;$GxlgvMS*xz-)!&-|`) zKM^FjWDJ_rXVOX}-_6y#bz;pY%o?wVG~M<D<?R)w!_zb2k(`3PoY)Zk3oEnFXoW+y z--qanfcc8W?CTf{77-?>M+a>;p()`^oO8-(y*B+zL<12*+9Wh~vheLUeRe>FZ*mv1 zTxo_jgLc%rI)6PddO-plIJVuxb(daiZ&!`+T^@QoaF)`7;&ULg*q%7=cBy4vh?d+| zxo+#L5WQ5s>DHBa)Xyx0|F1cCb1a=!cpT5j%(>FQ^1FEiAyb`4C1Z&6$&CT&4(b8N z*z{@!(8Ip$)+>wqr*4Vj4e_A0hOUPWYxfXX)j>05s^Zl2v(05d(=;H*Zp3quvUwnR z`R)L%t9{>|6W#;wP>NVIkK=l^wD!FB#~}3lHJ#SiV~Hk}>F3yo*aEB%G+T|a{tCM? zc{ONWzXut>uG%*n#xowU(85BVmB7m*dINvEXNK;eK)&hI`>CgN#$Jvy&#EnGgqf%) ztB3jF=LF5K=-j@Uw{bf(0HFLLX-jy8`l%)eXozFHl`cLAU;m=qlU6BqUlk_veQVMn z)CAfC9~b{j6FI%EKw^-#c@;_CC((@ZpFe%-vML($qpg!{>$R&MD80BJNDj&yye9q4 z>Uzzf{2J)bao@0lei)sonlu|06P9_C2BiWeo=QAx0T}L}p`Li@Ke)L^)lR^@4R0&l z7BmX^a~_5j+BD$ek#cM~4P0A1$t&EsW!iqQ$oOWpZ|Cs<V@tyR<VvK%U5CxOdQ(9v zFF3x7tb0sDpu=h;kc(UFh}%mCyYf=#_I0ILe^6U~7X-a59xnke0xx$EXOD(g8iZL` z%HcntnHpVj)_K--RcUwDs6M=;o1q@h;U9mAs=jkF>Evi9adY6+dboC%w;$}Bd;@F0 z`m;F6N!Nz$d3r|~<eX^c&U-L9!x4V@3Ls#pdj18TDd0zs38*gxT^i&Jsc)TbMELXF zS+$Ed$7@C?N@B?#qtJ103UrT8ZkXe({E3~omx44uo}{jm3@pEqsfx1x;&Y{meBd5- z0ZWhd1mh<CeX0Ph__&&ERhn#^Ry`oxwoxy~_5uOBw4j0o?XPlCDz!aM4G(9F>400X znEbI!I%=d#I@9d3FJmR#>L%NIvU8U4j`u~V5Vz)0NGam!gRHInV`3YP9Og)~!~-Eb z-zqtHi<exHnNR3J$|J$s;KdQaa%kTZI|)^0hwLdb)9lZ)heKC;j@2S7BHQjtl{ogL zeModZ8ta!ok@u1_u3YlduCySwb6Jv$r8~6_%LcW;iA_|4oiK}t6|sC$W*LZWU;8`8 zHO~9AYuk|`*e+0iTFPaO5F6auQo0XaLcP0nKp>jWN^uIWr{t^8X@^%^5Zk!4sPv`r zcM<rW6U~<trN=V|K*B^^iR1S7XhEjEB1Izwop?>UoCSbFz=@{<c#{nPDfd*C(U$1m z7cKP_{F#7JAe~3{LT>iUpGo5>?6qcJq;p%wm|5d0?|0E|w@}gW!!`)EI_yv1&BORJ zmcWdQ;?D}x_PVvkQP4H)OuqdGAz|1|dMbq9<*YL)1J8JH`HXih5?c@PnILVf$(Q@V z=n>VvVH+d!w#S`AU%XjJPg&~e_@q85!bQv~<`I2q_R~%Uc7183p5IzBo-MtympULG z>Ll}c<(EE7@$)X;K8H4tNlFsG`(++(0!FAl0cJ5(+!T4VN3xdCQTl0mULFJ6fq4QG z<=g!c<_-zacos+TxSU4Vtkq^eeOq`*v(^1uSVr6uV?xpDfvA`DKT2z0B2v&Dm^Hs~ zDCwmL(#1F6Nzqre)j&Wj1L<xZsfS$&YEE$dD=cFvw_kLV`$i~`RFZ8PfVRWI)=t(s zo&z;4KLd+%9Lz<NUN5Mt|I2lCa^PCgY5=dXm-a9Akl<r`t^OKXJPZCEKsY(lTXae! zRa77zB)T^DvSWJRSX%Zk%0aHwGkd|<@y_@m@Kc2SDN$Vl*e7_4Qv7moTm4dBcd}3e zt3m5$>Lh5>6}}s<59Gvo`<J@imIK+ODEJCzts=Pdzw|TQC&tU+i@^%w&Wp54B#(q1 z&dYvGUb`}rIH{6G$`2L%Za$1*GeKnrrNQrE`SC7gew_iFuOtAvWFvWRd58Ok-My5m zoyYvHeCw4zW5XW+Hxz-Sx{~Y=<a732*%Op-6SZpV2xU|2OFN}PPlHy)J&Xle{f(rT zC-F`HQpACBYlez&x*(h*JCtQgl2iu<rAQgY>hPw(2jKFZ_SzEA2S_CD*a?vCNCjJe z8o_pZ<$Opd23K9H1_25@kF9xFCZOPb#hE791{6yXd~;+M$plEL(|yjb4dhaU^+bF( z3J<P4E{BWc=~31WpT6dm+DI(9qT*9&5r*vP$N1pR9fk*m*w3_bcy`!#RKqknF30=Q z-?2;_A$!f&AGiit*z{@27GqlH<<k;oy&t-s)j2YiKB)rXtv--ZD^@J@3$!CxA_GLq zN+38}QGX%AP*yZ<Fqu6FhI(nHYtkm}m0H4+Pt)18pKgiz%avIB^)FZLE1AYqZy6Sk z=Gvc<{cRM9Uy0<QRv>#*Y<~cD$nAQ#&)8&uq)OKJgv8i{@5tw2!g1lDR~=o}JHOJ@ z;2boHgpdzW`3onYV?63SZ}JlNdu^P4KR|lafajNA)9>=6eS^1c>v`|}@98tIE%jB( zGf#}M4<7v<Ga!;Z?|<5&iA+#YQK`>*?^W&n*@Aj4H9+%^(7Yvy@8`lT#^$1a1&zVu zo$h|Rz!bT>l1%3cBXa4r1k0=fNysWKU7qA-lLrdZuD>_R=gA^j_HQZV`uZo9h({|e zvh~(!b<1boqp!Y-|MgS`{Gb*zfP*m^TK?UF`q+OqcnU4?bG1mm8l2GWJZ|VbBn*RF zFP7W>-#&1&&Z9?<`ae+9#8<lq5Y7c$x671DmM?$Jm?-yemCWkcL(W;JORSB#>pToy z!pc9bh)WB&HngU?8ohoqFZ`*g2HvN-^^|5PcL`#+|JCVW;rhq9Me4m&YE@V5_QuT6 z`X^U1$3utAJ|5h@_eHb9hL}6#37{B1-y|h{TJy227W1b>B;by(pX>%{6ukxV|CO=w zILZOT*FJtvyA+haQ=e_VA7jaWU$y+)My}dpa}jiY&Z;^uL{EMqoR@AvCK-6?H|Hf! zHow|sW+`l3Rr@pbzBBW99&I<}v{%eC{%6pKxS%vUq=L-k10?6sV_(%FmL^%<7Ur$d zwyx73m7i+fX<Da8U^6!J3QVH^{SF_>%|1`@?#bC2%H-2Xs9(?eYeQT+!E1Y&Xx?sM zJ>)8d*DToc2VhvD6FZ@ksaRH&pZ}iz{J*>>EI^)+-r?}-IT>d;cOSLuu~{32&PW{8 z+GP`Cy&Vv1qYiMMdle@irJSsV>>H$QCAMZDpKbcmWXr!r=+DtjKko3nvcLQ$6wj>H zeG-Cyo;@<$|Mbq8+TA)I*PV4rR3jHK-BhhTvHv`z^V1Lo+;}R&Dw1?7p?$+%nK$Ky zSz>^XSp1`!oBk&iZSY}G`+4TFGCfcK5nwCYdH_K*P+|!}5^V@C(8Kg1P4>f`$wDt{ zZk${NiOUofd+^=VKXS=O*j0N4egX3U8E3F#1LA*Gx9&2_mYG+>o79jD8byzV2XRy# zqa{tu_g%|U^b=uqxARhAnj%e%0q_b=hc6t?8ylmaurYwow-ojSL&LRHw>0s8k;9*= zELQ9!R<+8?ww)<bU1jq_dzDWHytUdF0+P&HfnZ&Lc*V_@c+}-c%8fcPz_7F?3Cs9w z_mG8~_Lp6b)7m_w*r>tH^XBPv+TZZ#vHx8@V%}!4SxqebJT5!8`2L?N{mydBMhX(p zr(9bXdKz+OhB7vR3%6ga`aiB*6ps9M?}XpZwjo&0s8t!*edZZ&q`vvM!TYGQEJ_$9 zVYglN8wD5}{9ybx)~(@3q>P9r?GTpC!*lBo$UjdQ-pvIm#U6vUnF$mQBy`EOW_VJA zG|dDNGxJVR>Qsx>HdLoVOc)KCdE%%o?zav;LU2ht!g21?_|XoKlL@(j%KY{|DQJ!| zq6}Jods8fj$&<)N(w(+BGL(X`-0OUk231NMNr0&`-H4M@VO#Rh(ldd6a3uDF3%jlj zO{wVx@H@Il4$JS#?J$+%B{A|m&<)<DNYItL?*XZ#LofSES9%Tqb8!a~)A=LaB=|In zHD^8maf9z(XFmCUsf?kJ9xkBw@;Z2f1JAZ!FapG-E2iblcy0VU^T*H9vnr{eZI#1r z-KDdqJjTMbyZ7Qls3;M%+_CRpo9SQ0+Ap@cc#RYHr^Jw|TSKgztIGPp+1!=sop^a2 zj4QFlPS$%lzRuYq!84qUG;QVx>Ju#;h&+=vX#GWn)dq;nj(>_DQZCo@2{~gx`8|!X z#r5Xd_?L%MToyUCU4C{zfDLz@Klr));m&nHzobEFRih4SA*uYB^-K9bWYn$!HCLV) zIgTufd|gB)7Jqcdc;}2!Qfx^x-&W$Ma$j0#G_N(arJ6`qm4A0K%RO4O4+eHfN%M7( z5;Pv;!zlR2Zx5I^M!<(PQZEO;`9a>l4tVfEm;Kz(l|$L}Pps=NCK=>z(9Ezf>;!34 zSscLoE2D;S_31@62Lz5}v;#xy>yZ~<n3#cx5^h+Q$OLoiDNQ_KJS^%?80!{&p5lqI zUQsQ@H-^bR01uD>HT#oC03YbJ-Y)O~i&q!+{D{;QR-7Umpq$V)EiZ|jGi`tDIy10w zBNJ+maABK+%g(&{%e8-8Z=rQHfaDv6>6Osuq`y)@{gHp9X5T>BnG6lK@NWi=Sx9AO z$74?3<Uiey)fS18em;3ygn<OcGpRVsi<QE^W0XW&SVq=?W`h%!(6n8A@5Td0N8+uI z*me}-t2i(q1==T0^C}5U{oa1i(EAKtjK+HAKf#oFAwB7aavVtg1|lOB2jIy;B7zMp zXq|Fubh<5jsw<2;N2a8^rg+KQ7N#tj@AHMhv_03{N|I^B;in#g{Azcy+!0xzG=BH4 zwWc8Y`i>i36c2g?1CAl?08!kd2>dx#H&%z7kZHgoD<Z54RFxaL5iC1F^4;DPU0P*X zk#zit!LJCJV|f3DnD6BbdB|NiW0NGGcxhI0z@`;a{_0B$nyAtOF2ZFR4$*o2C+qSe zLfAWTe~zLJUR;c@N>Fy(pF?((pPw`K8Nj0h)AB8p2Th1>g?Tw>zA$1dX7VbUsXn|Q z{S^#ns$B1ZYG$~FS%jr;{KR0tqXw_VB}ubhf?tOHhH~{Rxm!6`Arsjt8+Ty{(+&^^ zg$-)k;;)TTVA$Y+GnU7F)2P2Ug&+~+fYrOI6#+_a5VhooPY&Bh19r*252UWQcReaD z^mBN;9=z`HhA4caL%~0Iju)Ts?A$c2%;~1#HzC%#x&mt@jSiV3kR_G{z#{L~ckms- zE!D#En^+4_Z}q>imtc5Jl#cHmK$UE=4`de1v-D$g>BkCq5`?%g`x_BIcz!$%$mnt6 z9*z<$&E%)lVq?-nV262F9AN(TNv&^RR9mRoO{K|2)BWQKk-AJQ*Fgw7f{qLoTo5w! z^4cgbz5<ow!INLw8_e%PAhAU^$}nyl)u@4Y3s~igfy@Htm!0u9>~8GR+KY653fp|k z_nvj2&WQB~cS63G0<3`|=?$tmag?L)Bjbb})P_h8Wfg21hM+HCZFB1`{eC2lyM$P6 zFo&%n;_zrl>-6^`qWa|ubOiahGHRYHNcnPC!oUa70LmXA72r<52Q7i0T&W*E|0f9! zG>m_oR?EH4XWs?t*br>jX!sdYK`s<_E}+#mAqKit4kIl|!POSeB4b3B40XPcaTg@N z`oA0G-#C6c45J6R!d-+l8#&oRwqpv)3Tl9Ct4YDq#+8majtxJA6)lAj=XNOtmL{rG z{U~Gm>GxZiqtBK!pyi#(rVZEl>PxqHF0Y}yTu|SKC{F|XS)xQaO+cr#Whxj{?~?iZ z7DSFb8x;Pa?$Ro2G+qCG{@Pin)~-%RVR4}kodwx?>7jz#;2)R5haqUZiV6I{YiA^F zyrR<vf~k|OsA~Yo<Sn?gNyT|dtU6u||LuOaVLY#;w}7$NcPr4bU4aTsW@r8s40GVv z0Uhe2kdfxNVBsa>^Jw1TzcQd!`5dnTK&Xk!penZ))K9bn8Fg)=)T4QbSGx%WI5-cX zXnv|~qsEMxrk*6DSl$({I#4n&-xTOooc)8{jy$P~V&imYzB~;uji8)V*`F#)(F}l5 zzIf?RPo!PsEVdT_v1?=-v;sj0jy6BFL@Xb!!oAZT`y&Eiv7fgGO-p>ESvf0;cOf3z zYuer-5q)X2!H2+847UiEfw{(AgHEOK8u#G_z_Bd&J>X<jQJ!0Vm?dunZj}NGYb&Wg zrE2O8yecJt-;K`rNio`&EZlI_KxR0O?zGj++8Qia_}ne)Dk(SvPe>oY6a$Rx`IX|a zECA`-h=zQqWo1<2sQ2{a$Ry;C=L=B!=4;ZY!&ojL;Y)pAtVmi_JE45@jMs)k@$!z$ z^#`K<93O!fA7O8TOe-sYJ&;fj<vgxdY0(4efw#R1GU)e%A)tm&Rw{J)4=jmiK>jl3 z4m<>7wMAHMtRmL4DvB>-6Z0G_7W~e#io<5cs*PAo?w$bdUm+;(i3ecE5H?#0&DW4n zl(`>Q$m}TXQRcJWH)ms(#~P%<psH@3vG=s!7SV!iLC>MhjV2%MfzfiGzj>XhPEt3n zKw8f{V#HyrH-0UUie^-RV2ILQYm-nG_Q6t9FO9JIIq8~XykJ-@<oB$bV&+mG(H4<3 zLfYERJ$3vNkA8w12Twp<sX$f_AGyHrcQ5MTjSvx93s$-}?TTSp#DZO99+T_&j?X$q zuu$wWUw=hNATf(hUhV3XGTMR%J`NACBUAvZftr?`@$x8d`;W)AK~`{8Zx`4%;;FDg zFb0EhxTmduvS7v1JrgKBWFb+>&hymzFh?^IoU^XfN6(uXtAT%<5L|dLKybN``E8KS zegYvT1X2N|AFF-azPV>jA!`#6?0?g4?LAf@QnD&)yQ{fsDT5>w`uX~5LR}(n$TA83 z6cpGJ-?u+bxk@87kzyj5x58bj$Em@R8L`PS*Pa3pnMBoEjpMG3W<q2gBZ4(SxWmz; z3)9k3jaeu+D;M>Wy6)7o&HMNOZRXJ>*tRVhTlVe$oB^kiZ>#bQBzs@H0~S=!S6mt# z@8(;g;ONw$n59N)J=6BKZm=bd_8OY?PvXysQ{^l_Ke_;p=kp%#j$G1!Hv`?^PAR^a zJBa1-4ATLtxf|PZ?I#;{1f*Y8f$@JG8^}$PP)dtyUs1u-!q*P%SnAr?q{wf#*8I$` ztNYG-bth;}<JaLqrA1QY1uPDU<}3tPj=o<9D~-ONo!=9|w*g3O!&oE{o)Z72;)f2A z0M&@C9wr6nyAiVcY)P899*U3e<Bd4tl&w|pdeku=z2pr&fa>72N)eAbtN~MrR;LCL z{$K{m4`$Vbx`MxL?x`I&u#&iSC5x}V=Di<EWb9R;e;Z<2{uVnAHI8YzI15NIN$B~9 z)ZQ3k?e}B!qS)an#nY3v)Pbve-(f&XUhA5h&A7f3#9FpkeS#c`^v2iR?;hpAQy>^Y zV`#t$MLsosKSnh3@6xp;DhlXjlE@=vYF=8qB1_KSoh<xtrsXn%t}DZ2s&qm2WF8=T z#<yO-tdBp~FGvHz(oj2r+qfN}Nl)lIUXj1D!dkAzY*zc~L0r6&0Nk}N*ODeQpxNdw zMGVBV0(Ve;%pRFpc*(M_Cq0*`s4aQ~<YU@=O#*BtfUyc&jgPXg=}xN>rsv5&6pJsV z8P44Gl(WnR79j+St^Nrn^&&H_<ghuojH1gvyK)(T2@vnXWgT~18@Q=PhQ$d33G2b| z%n{Uh=hJ1&H=+HX%~IDlk?k->))Q@@@mfv`vZnS^%v|{(_@9UEgZq=$z@CP?Xldlp zwR;|*b1#D@wgC52cqi789HsbO%-oDO#g~5xe*B~dXNUWJakY>{PPZKZwvJ-mT&C@a zjx9j-m1?{IooxX)AC67Jj)JbEm@sI9GGH&D&%l7mAT<v(2=#-z%B-AR>qW)7U}ozM z{ZfDtqS1uYk+>AxkFkQBBk9OFe`Q^oiVv77c1Z`n27*fj_sn0eDFT*++(cD#cSaUr z@0qqYM%C~jpW2kwX6lCz?^BBo0a;~<lmP=S$|3&+mEt#|XAFQ}Jy8K;Tvh)7|BhP= zJk`NlfO%M?sh!KrSWDKRw<VE9uK0p0U%A;I^p?*<?8;;Y_USx1Kalb=u_2e@U)c)+ z|6HPwS&Opv)ams$Nd4gXzgNJIo};vBR%{64TwAJ^q)C#>7J-cwjyh>tPDogpy1g?A z$sy%B6LOaxWXxUEVw<9$s;{BO!c;6*zTt}F&C^KM&*sZh<@Ooa#46|1vQ`=(S2lFR zF8#m`hqjETv#?%g5ikkBYu|LY3B+=gcu$FeC|it<pYYcHq6NQjWE;U=8tQ%OD0T=y zt>xy|iv5Xgk+TOC?KMSHkkHS`eI8qiwYQQ)WGq}k@puBgAkvSN%+?6|=Z}!~k~FTY z#5I8dDo_ZVcS-x4JztWHsG14*JA$#A*GqL3_M*>kQW<#1fBBG*@6`FWd>9;4uI`;Y zS}zu_MBK6a$;@5EEpD0Jx@Bg28BuB)w{37+s0q=R;R|&<$oU;blZj>{p2L!bHzc0S zQZUo~DE`&)_dUG_$4W+Y{HXU51h60*!T`>V*8dKCj9S$HWYVCFFIm5WH;-s~g&5j` zq`F1#Qr3?Y5^fSvi2^Wq_a>NeQhKy9N3;(&hPI(HpYH8pMN9FneskZvGZQAiVK-Cg z&ty%gWIoj@^-x?AsS#{j4_Ud!*Z(;S!AXWDGb|yN8gOAg;Z7^H@%~os#$Vm42*d-c z&){-`!L6Q2LGrbXd*OCZkD|VgyQ(>JIqU5C2C1_V(I#$;{n-fU7nFWzVoy$DCAxml zm{8%mzwWfL61_?m$amLa?_F!bh0C0f+N$!YW#NyTf=<Va(qb!1c&>RtmGf}m4>eEk z-MhD!k$!oB2XpR;(Y=zaFBS<zR&3qd{@kp5+Yi(9tMYnO1@T+G;d0fGbI8u|0n=?N z=MQA8GGam@8hss}d@F1N<%?|a81z2JmnE4;4vMsuQek&9bpt<Nh{2oA-xNO0zxYSZ zl@zWvIiV?}KKkFwU)LF1$+dUdaQSAwt*=3c$Ui$DmY=;+*t%Fv9OCq6ziaI9J0>hK zqT%n6Cii~RG9q9lQ%&K|?CRqHqf?q3yWl>Gp20>$zK`aDCAjx-%*Q<RZffhJ#<Th? z76r@ad^)oq(f;NRE3<o}*zySN(HoY-tbs4?2+2zY_Lk0bt^F6+kH6=_WbzE9^SQ=M zuw(;*6L!d;{Y7W2&BS``T1o3_|Na1wFc##T|49Ria4nX=F7fp1q-W(z`bac7p+4Nl z*iy23MiN@^0z-CI_48+dRm(viF|~wxzc_;wgH)4`XWa(!5+HLqn-XTTQ}kniGx6qe zBV025VEL|P;ybs!;`G<<=8fLQ2O%W$Z<ec<Dq_ii_D>f`tWJEs`*cb>z@{(5;sxD| z#R?1m_%-YqME6DbpT(wyha=Py(*5GJBY%|oGA?-}M%}-=oGriGOcEjHXgS+%zMitb zNCip98r-LJM0Zu0uTRM^#|CP5j8@28`%THeC*^1*HCnY5guh;jua?esZ#V{;7c*N- zcj<-N5^0Rlyyf(5(Er;Z_fpK96}T)b{RJoA^9;@QEHYMZJh)rdi*lQ0gVHWUD5UQn zKENteMxob2^OrP;=OB$jR0mT>b$v-x?^k33oRn0JjBvlWOYs^1i-e!dl~`oHi;@!< z!wevEI%pz@4<Iz7i(veU#((wotB7bF)P8rEq@ecKSpKw*(!CQV<DHZL{pC)^4^?PM zDQ1HDNd5uZHQBPgS6?W#@6v;*379{^g_Kfe><?y6w`?++F4Q|)x7LClX5vC26rB)s zxD~=0CKLIfiS7`}cjy7z=Do}nW_y$y;DQj+HPRsRE<#2x%2_O>JlQ<KjCjw)3_iZ5 zg)Q}zCBXBq(08#It+w{RG%c^1XmXmT&^`TG++_Wi+f6xjT{cI?c&9vi_CKIsTob1& zNe(7P+xZE2F~2FpY!zd+3NS+*qnS-iQe>vN$<p~nMEn_F>=8u5T$$e0V_RjW?SG}S zZ5kSF&ExYfuCiA9H*AF&cBtAlP!j6E%XR+;zx{Js8Jegf(KR@chzZxSG<bjHs=rL7 zJSk)L6IMH92-2xrD)rhZi{oezC>mfwaJb~}5ATp$LEroWF2o+mAP(Rj#5$d1+{^z3 zfXt%`td48THpbX!To7{oiyX&g%^E?*?em`Sb=GfF^<uJ?=EMRs>{AD6u2Z|fue}9x zd-Hyz46l1(=M++Gd?=J9<`OYweiV9xX?T1mgh%*+s~iveC+b0GT0LZXg3;pGPfKDM zGKJzjQ0<aA8o<G%pQi$7&dWdidRwbEnI6eh8Rbgjt$RrcGha5%ywqQF!P96V0tj}% z$HbS6s3#IhBF|qI*z2k0-<h^>bt3M^WaFAigcUZzBmP>7Z9V)-qGguU2GzA8j8Oj{ zaP=>oi_Fw7wjM2VMZPs(M`LgWmpyPUFSpzvEdocFLAOk5rAm`ycXOY&A7sw>l}<_L ztZ{-jfsQ8r#ulWtlkAu#@V_n1I;(eY(d3PKrs(&bhw^!S(7$8Jn?k`HU*ybVo+fyo zS2+Bg9n|6TR!i%U{b&}UDxsh8!vMMuHN%$ZJ<y;hw%9992Uq`<Vx`47D`l>JC3NJ? z>xQJkB@r%@?!-e->hXV;ckh9qCpJwivP%;+KeL#!B)p(s{4oz{D;=e@e7XDiwM-qS z3;GK!-X5PHJ)?U`CRWy3f|Oia;Po23;tYYThc~2X(N8;yFmrRXa9V8_>iy%!gbi+^ z=Mvh7Bc&N!s{G?0&3B#h5PX>)>p?4hx-@_LQeCASX<j6YUjs)-{ki=;4^WmNi;*{l zsZbn>mL-@1;XjcHU2fkjU2qj>i?EtyiahnnT$z@61NSyb_6nDVMyM{F-j*<c>p!9t z{X|c*iWV=5AlSK;pR?(Toln-MhmE_GN#5<csglHyz{@Z9G}n&(v0s77zN~G-kByx2 z70S$pYB1y=VXP;4OeX-Ya+mh{nYMq?TD@dEuqUS7TV`4n6P8#N>@D+kF7x$UNGfEy zMo~!y;&m=5Ab9)($6ue`?<S!uoKVDtj0qm0^|kJd^X6q5_KJ}9mYN9?FQ5DtDaGr? zw`O1dPZ};y)DZ!9yk6j@;wGW%FJ*Hu;s1xFs}75LYr;#HfYObGq#z-kl8SV9Hws91 z7<5Xvpi6f*tHer!wA3QfsdRs5z2E)I`#kK)nRniaGe3el$lcicIMt`nKQM0?3Aq@G zpsDwnl#0TL+YK&p&nmNrAb9Ha*7Qi#98-4)p9+lf-u??9V_6|qDVh#2jdV9wfBOm{ zhl(N=H`js}dj@7gUp2l{EiO)iW4q}#l)zKZ&p8u4Sh#hTF&%bOLF21=tH$~}2szN~ zOIg%5rw}8a3GZO}s0U46Sg7uyvY<A!*6_?{N;0@sb}I&V@0vm9gR|OqPJ>FO5aN*K z|Nl0kgkeopQd8*!wbh{ldjAdQzZb!x)%0Ty#fH?E4+9XvkZ+lvX>m1mHizFQGt?Nj zfN0b-^TOs82yNak&;`H;sh_6W;vOfvhen2`)k^e*Xrpgt|HcG+aP8iz@Xu!y%Jhi7 z8so*#qL32(uZ#ab#BJ@W5`F089YD?PHztjm+qTfjsaX0<dl~=f8QNVo=1>0em)&tM zG*)(%_GU4L940ySE0uwcf`S|9y*Q*>bZ<MW#vjecgk9&}HP(@AFl`~+o}jRCkpUJ7 z^M@S}NoglaCxy(16oI2q|Af_Ln<q7Jdrqla&9~pCmm=Vc&MDlbfy`Jl$aPF{R!<n- znXsQQy0R3q?%GIieD8+ID08*FG2H1@;ZaT04-9$r=?b(P2yj|^bg)GDzFxGi<S9GH zwFc8cF!>>d?qRn=yf)H`o=hhU6R*KIPeU~aFsxCH8m38A_{9_LfhR&;s6CuaN1`Ef zSqPqa*^0^(%kB>TGBdMl;l|Vik#QFD=6{kAg84ePSk;NP=Qx_QV({zi&JNhZVcq^w zMPN{Y*48oZ-onRH8NAijx;0T;t@ca3NXk;AWKtC{c<##0SKF=jFvDenun8~H0&m$M ztSj-qwsD+V6wIe}O&M)ekVx`70akg_54SeNI@X*&4qriA#wZ>eu|lCy5()^+S=+`D z#{pr|RA$%m|5nsoWGTM`9@S5T+~;Y@`>C8jkOcxv+@OI9YfRk}r`bzUt!ZmfSMW&2 z%2M$$a)z*k7?UeE2oIru;NlP0E`!sHZW>(07O%=4+{)6kMI_v!1^40hHE|=s=swN_ z0;JJT+BF@OwC*W9ZK3)QX%`;eWsxUE^)O}Zj>@OYKUA&yEj_Di401&gTH=&#uMo1( zNloY^mr_Y*BweyS9~Ro6G~t0lf`MO;KV<EvuXu<ietKAgaT<z6Ibu1>`pdt~RAXX! z8Se0hbi#;X2GY{(CuYz|00@(EgzC&;^E-OdtmZLBug#P8+aDp0NGw|Xpe18G72`0w zlh%wiQB2``%?(=$|Lrl#DK=-?uWb7AiQx_}2v+eS<jr$5w;w<!gCc3ZJdX&4;hGP~ z!DYyHZkOja;?awHMCdu2ZSuTpj6a7^hYo%zk3@=c?Ni62_nM_buH}L6L(W1IVKUIk zlUVxP=bxx{c5K5GJ8?dN_9tnjGW5Gg1gT}@hZL@%|ADSyu8*MF7Y^u%x>5&Ld5<z& z67_i6P;J7H9xt14A$K-EN+A>d8r?6LyiNbp;$5#>32rv)Z2Sx`HEuQ<I@8u##PK@F z^M4aj6u0Q7EPc-5nlODCPB9Yzc@-b5Ux0HD^AcajY07Z%wLd7HitinJO1e!uUHT*c zSg%2HB3a-93(<{BCO8uUyaDWSo<HbbAXa5x@zSYH+Q|g{UX;H!GX59L`iUZ)ufHZl zM&e;@=RR8qk7H{0&(5+qqXoiiLQegzVWc9ye;(yCJ$r-oJxa19dAlHad-9wil7$E5 zoGjff!HU-`{Ad{y+rjgxbQEr|{tiFaOo}wS?%{<k1t=v0;?Ix^+ZRAAP;87g(i3xy zGMiU2ig%(t0&kZHtBvD$;;eSzR#gB{;TD1>-~C=70gN<)wK_|B*Uv6*K0Y$l?r}nD zkuH>brXxBO!Xv8l!I+`K3$5<VFKlf9D=3=XsUXX}`k(lziHDkq*37I!Q8Qwx<DP>6 z-~oCz>`P?ahsXEYHqZm;Viy&Zzmn^JjiOSkHSP%Qf=pDuZK#AIV{>wYL~7<|w64A} zM|!C4)Iv1l=nAMuq3o-)(HAV@+q5CLd*WoUe2;R;DsPk-OAH~QWuAYBtN&*=>W1mC zM$<94blR2{gC>Gq`>|naKkOB2{_+>Cub8a?@7I*v5$Tpvru@})#<-i|q{d?lX#X&7 zwP%9!l-iuJnySv?m$mZCnsLJ!4ZPR%$(q6HN)FJ;&r>7p&}3+`VNo)NhEiZ<G8N^4 zQ@vJFhzXO<L-(5fE^0P(7GWLX4o$H}i(20){NC$8q=hX=iDb13H%UHkm&2D~_k3vU zcUDv!9z?hRF~)xU^=Z!Cb9Mn^CzI^r8JE>o)GIZ&$L2vkW1#d#(JJH8Q}r8t@8+2w z$<?+D7z+fbN@_YR`BOA=O6lJ$d}cc2bEQ<*-fKs#MB5)X?5b$UB~<R79LxHd{-%i> zAgWL`N;=<kO)}+5;sI*%Rx&XpIf@cS8#lM|Pd{~8a!qRtluB5WHM2r;(#^{+$JNzP zgDTDpd!(>8F?QK=%Nn@RI$_FBq5`wfhm@he?qgX*eZNH?oZ?Lx6TbSB8JgojyZ#Ng z@92yTxjg1*JC4(52yDa*3=cLXZHB;w%_mT^Lq~ci^~HGlx;u8`sXvdnpkoUD_Kb>( z`e~yW6Qd1ZncEtnMDybE8lHJKkass#yp~URNwe|TbfcWv=Jg+!wAcARXIR?iBgRL} zKe_sg-S{DmE0>O{>PXzBF}a$#H=k?h^rbs=QYxgXetIxjlaqI6-?Va6C0X-^x8X-z zMcKjQ`zADcy~0gTzG9j#v&0-MM@GIAHPiZgv4iffsyyH2QuKOFR_&qt(lSo0c-<2X zv$VepS~#AAXcL6`Nd4yuFCCQ!%4-rrdYb1wn}-&FFTNOZ6@%snaUXUQg^~QoDM)U` zq;SsL!6>gfZKvDK>76InL#uK*S-P~4?JJi)Y%$<`mtRC9m3J9F%({3(?V~>Iza?g_ zza6E<jk#2Mn>|EH*lFyxN&lpR#>f7Jo5DYrun%aU5kYfk3b42RNptDSOQ)C%8^jN# zwil#A<zY9cJFg&dDC;O}&>tb)Az9RXh|9t!^B>!!(rcs+UyH7Fea)ZM%)NXzVz#ga z<AK2Uhi|FO$Ols}6FhrPsOvuRA*)Vgp6ZH+E=q;o@Mcl$qg^YNIPLi_sxN2Ft|>WA zs%t6jp*H>$Gp}*_xmb{Fi2E4B8N~~&s)u*~)Rw5)F~-VZ)OUp;B|VOz2vyq={x(@G zT2S6Z3MGB2UG|?sGYSX;{vf5fH=4%|bqoCi8#UaaCl(P#peWzX6@}0!Bi@uxR+pu{ z3sD1>oJTC%2!x>rzIhjard3KR04mUY%Z7MoOZOQGV?@Qz)>M-<OO#4RlQp{;H|nR$ zc17J|3AXE}!<{Os%1&FR4UG(UmJE09Rh(EPzRE2IWsZ93A?FAU4w(1K!Wjw&&&f`N zGm~u$-1-FU9eZ3!fDNoq5Axamyi$9-Jq+b#En9}>Gu*W=L7{7IMP*T)7An~1wS7~m zWlZW}q~*$e=19Ovr1;~J>x0tFJdXANM*v4(e5A$$k$qUr!$ZtJg<CwQ|8=uuS2ncy z>iQoL*hJVJ$x*qMXl_%O6I7R7zBAnMbNO^%#g^!B0@y%FoLF{{)D`30cclZSOnB0i z7ChAtoXGP1XVITm`=GXIz|Kzd!sR7cwCcHJ%^qeK>HbZS+zHm_hQ1K#3wo>@JgXtM zrw$4l802<{M=NKUGA$o6@*+zDJ{1$U5zNbDGGv>fe*U3tvr(-JC4hES`~kX*KO04w z{K*)Ix&7KNWSYM*Qu?bf{Nu{<2X~atucl^2V`k<Ug9VjRsOROr;r}$fa10RxEII#n zy4#c?{ao>b$i7VUS6Q3--`nydUjptkT`Q&;r>2*}M(R#=%BEaIh!nGWw?E}IR}9-n z+6c&yD3?J<Ucl$jweCr(b*D2${Yq`txb9uJC5D%CIU<T;;~%IG^wjn3U+Qn9Xp)W9 z)Swal0VN$JA^S>))wI_6Zvt>YYld%>3>A%HDYy9`wLJqd_aqAAK!OoV!gm3$Cn)5s zhd~7^1Q1-fSnBUl+>Ou@6>pLdtu4ToR*HAx8NJB<5v&SzMzpp_X$RB;Rw`$r>Q!^N z41CvhA6ZaYDOZ$ZFGW@sw3rAh8Ws}&r!Y`JEZS)UaW`YP1pM?EF(3UBe4sC+UtyQA ze}t3D$%!wp6jW|&JL1L;;ufx2?u4317*S!$9VY%-JlYMjM0i!4gvZi<j0gwf8B#`W zg!MXK%Q|q8K^3YcV_4zI(eZej-52(4oxTJq_L)lJS*+ZSQK1nE)R1z@1AVulrj-W} zGlyYPrBJP{cuSIpl2is}NI$rq9pBWdC|OjUU4WtQ0!L{t<CJ*Vg{b-h>}dn+Nx|F~ z$ARvuMjvH?1Tkn!4HA)Hd}A<vF8U>0czGsBnHg^V@N?JCA*IEgIuHQQRvtLog%`}s zKp`3WUw^IBefjqjRdJ_X1;{d7SZWmclY~%5+3;9VEM=B`Y^b_L1um_(vl+eTp0K%d zT|9VJ0JhJO8)HH_#@~0bByF=A#`FsWk;PEk`br*Q4cE`i=s3c8Ap}sX6p_SBPoxl2 zlK>|0z%@^EfK&w3vff*8l48kRMmJwXhZh_hthDdJzTs+a8=86Z9KLqP2URv8+sl+& zGE2>?708*Qd9>?}1)&Z-B7Vv}&XWY0dimOlcCiyAtoHDZCo-!w12k5Z22*g}*Sxjq zrzrmamey3KIiLz?8z@(3k3b$!4>%||ba};jZ>~zF=A1mdi>DRtrN1Lxp!3{gHdo+} zQ~5V5b8ZZ+;f@K6ABQeF;vMqUS;;EROTxyPnLvX=Ef-}yQZ~}M*jWvj(Xi<Ae*zTk zvpswBjNS81%n>;!)LC_?S`IA+U66KDKUsh?yU9P<P*Sa%_tdHeIDC-nG2?e2562*P z6lr(VLkcUP*dT}K2|5ci5+sqV)H?5)^XGI0J-L~_;nS8+t1gV$WY-&<qGapC4g1Ke z{%^htpF&H2lyT2-h@h2HZp6BP!xzIjyAS&qwt<V|5Zul_+*Ab<e+s$Rg~)@D%X*;J z=PXb-_^iGk*4l@!*pq*y5C4e9w6o*2Q%{VN93_I!d9s7lGr`AzSBfAspp)`SC84Kp zcn`4;Us;B;ZX-Kapgsb}U{crZyG93Za@WFEsiBW+cw<RX{pCX8ACRn*jB4+qNs}Yk z9}Y|E;VuxK6FueDkOI51ByVG5^q)?0h>u0D{bq<kt2FcK3RGZ#BAU0N?EiVDNzp}d zIhfA6N{bl3Ew*R5rVP{Ap_&PemctHzL4S=qP4L2uvqD6P-IeXeAO@dE5j9Wn?*2bu zG5(big(2<Kq2+V~d=yC@IrfwL)q-ziiBA%QmTIi;zF)SQSZ7=2rJei}MKKa@(1UBc zIJs4uU4Zx;XQE2G&@w9$<kBECpJ}DMZ@9CmC6_N&&N7nYo9HVkVFuh7$Gx~p2&5IS zx4_Sh(ov#CHO9?GDTgRP!W}BQUL4NKE%u3EA8bmq_gV)A>un!>4o$As-Jw-doS~#a zef;tp#lMxtZ0FQyDczW|H(>kVYt`-FuQ;)nMw3^0Dyh--0!xJKME?sGB!KkCwml^L z2R(fDA;Uy9@(RVq5=v(Mc_kFE94mrB`k^MWk9phfn@@wVi`tDSpK9YM92Y@=CFxT5 z21%$GUr-UvE)ry8l&dQ(RwYwS$ypIyfx;|O1l1Py@il1L#F>3?I~n@%!D;vS&JK;V zT{)t09r;WJpod-unpnk2hvAL|>>|C<a+w1fgiew$A-76ggRhcbE1rX^^j-fjd{R$Q zjD(}yAd1wO*mKW*Xq^lxoAqz-mq^PRZe^S#@F&Pm9n858KWI9JX>NxBpR?zwLxEMk zQ>PbNfKH)S9GYu!`XY;UAQH63Ri75dnbb^QRvCgf<`m|F2$k9IawaVFzxAK`*!nQT z(n!B#+vmlT&eEa=EWTp;r$Ik@XlHeb8o0*{&9IJDdTx3oTf)nxI=ToC;3w=ZkGG1I zu<T=5{N4dq0Zp^!ZCeuWfBIVW9^LDK;ZBs?lG-k)ncw)LmAm~=nbKh}IP33$_*MRa z)vE+y?DVOj|2WS_=BL%f!@m$O;xG)P!onc|4Ms)&kmS;aSpD)XgMYhzMl{<XnZzoL zdo_A59`@|~<rsW+!wSP|HS{3!%`0%K@1HZ`>>B3rUX?UR1W(Fd$PRFp)oT0dRj{)n z*SC$GY=yy@#HaL6zuSP@u2hnsS*jRwWRjwp-*fL}570m@e)d6}6<6(q+FPQHt1A?? z-WUpMW&(^($6L@f4&1uIum0H*!;vDiHT>2@O+9vKkfzdJbv*F+i9!A{8Kg2DL7W$8 zM~kMTHI0=sr-GUniS;nv0oLJ^D&LMH6U%=v0G_vYl7nlvy3;^Q<A8eU`p@DhqmT(4 zp3Im#E_2mM<zcpePNw?YU<$dWYes3luaCNb3lf)9l?~j^2&V>&Bvui!Qy<o+kxw}~ zm5P1^T?LdwoJn}PDB&zfm|-sSHpen{3D$<CNS`>&xIHw_s}ia>Y11gW1xkr4tk2#6 zij12Too)m}G##m`AEe`6S1?pfDJWBwPoJb$VOc<xm$NH5>b_;>5Rf)J`{w3})@X_0 z=@y2}QAAi51O0BGL;sX~c~98H$t3xEC>t~z1VFINS$MD~l1{rFt=P1b0#TF;P(n>W zL3@#0oPdF`;~9eJM-D@_{D$oaohk;K-L{_m4EJzB@pe`BR6acNJ%=sk{P!y)CHvX- z|F&rilwu$#sHlCnK=A!<Xv!aSf2EQD<%ek~yXdMDhEKGWRBE5hQJf^l!eE%4%GLR+ zjt+vmY^%wYP8nKHW7uWg-Mn<-TI-I&D3fXah7(8l1(UvuEA+V5fyA@gAT|H}^ZK8s z!johFLPl)rpBir4XeR@4l+nF7p{hR&gO^}N+?WIqQ8YWq1jw1`_>23AY9O7XO5hy* zy59bfr+WALV&?3QGe9n$t4wHNJk+46;JJ#?bud<1Y)f<XWrG8rS+LWY##wG+dCfmD z5}~4*wJ3aPR(lt~hro0T#RIvLe*Bh<>DKJhVPf}WO)S(d3`S}+Ka`y^2`DlJxvjl? zZ1b|wQ?FOwdpnF9?*tN%zaa=Me6QJHYc<f9XS?zHw>Cy=suSeCJ>G!<*w%e~Vzri} zN>CL)%8CktC~1&jxN^T>>bGQ71B<Q^UVl1u4t(Kz>4_mT4m!rWG)?cyNn)+e*hgG2 zQQ3Nncm<z7&macF6y!v)R?lO{R2Nyq7nPDbkO_DX>?dh%n?fh^mDrm!In3BS30;K` zYo`s-{*|7qYAMBnTBZM-9$jR^MDa<Dv7<IuZdi<)=1!@ZH}j!G-G2mxOF>+#<__Hy zt{m@(V7j_Sr!s|CvK}&yQP-g$SP?!Ip1*VdpEcyc6K<rPt`>9sX!WcpI4rJ+b>7xS z%Pl(ac9lvG*bfgluCwFmgMa6{^=ppQi5<F*cEdYSZF4Hi0GomNo7Bd`1<dCZ{RLaP zeop$9><`M81TSu>8#)Y+ZjT@aig*5oeA5>~BDCB*xmq7V#Yq-KsU*g6qmb26y`XUa zm6RKGj^;BRn!WTLOm(H75&y#0g_u>q;E1GXHnBseQN=)C!@VPKcIfsHEHVtx?>Jc+ zjCZyljv%(2b(Ie+v0Sxy*6e@|VUH8^*7^R5PhYC&g4Yv8vq893VCixyzQnY6b#`Hj zJaQE|6EF7SNbGLQ`*c8~&&?3hWIk5p;`qPk<t~c_``vE!(<yrXQSLQ`7*{sj0@Rst z+z9?QSw|cx&{FmDV~5PyubN3#B}n}`mZzPo`=qB;Xv?q^l9Cq$_UGkFp*EvTKvrs) z35&vjztpKsN>Vw3@&!qh49x`n1rw4mImG*G%(1^;iXwm0vZgkwmu}cPgK88iMXt<g zZ!eI*0wM}c5Mh#tr9@vco~m&sA^~ML?%BKfLu``E@OuMHfqqsPuEe3?S#OZfOysiC zq$H#;go&H6&k34a%?-bXwdSRW|4Vt^!RjwtiG4KKr^u6_VkYbYH2m`Znn^LWIiOfZ zf=<<B)35pOWAK7JXt!7i?x+IQ4A5DX8B9U3FE=;X75jG?41bF@ywSN)R8em6vrTy_ z%=O$98(i@FXI0SJ4R^d#G&dkk=C~wxIOlZ2Eru2ri4;kGn#nB+-W%~HPf~!~H|c-P z8J`&^m@h|;7nv$0(IsTt>iM|PWcv-q1TIICSm~wHbMqp`;4#BsNI=5*O2l?p$rNkV z)Zz~mknO~;Q=4h*++Q9R<Ut-;Y~;`Te}oU=ZyhkkZ)T0!!zyc>JYA{<#J<;TMu0$* zFgAJXtiV^vn>R5p;gBYw)iETz>OScUiwMUpB(2{jP{qgJO=W{_-`lUBHlgCBvj8%+ z75u_vVQ(p_MA>V|ETLrJsNObBbExu7J}4do4?pvN#~`x@_9lk&VG&{Wpk+DM{a3&j z>WJAJIjxWNSmEA~8bnF{^|IXDchWN)#q8<bA#&PjXoGWveMA_hSCvDBkU;-)IsDbh zUlV$prVfycIMVLDiH3?Q|JFH7q=~8LQ)yr*;1Q~#cQsrp_y(u;uaa{B#brA?nd2yN zHbq1C;<X*L(OZdzn$+O9yJ2Y2|CfNWF>Pu_T=ydqS4!8+z&kRgN|Txb2T+%LV!d6v z<gIP|T_f&*99oiK<kZO4tA=b!))5k`{|u)U$?r0QWaTWJm+m7TDA%riX_x=N<rwRa zq*D!_*|8W)zi99_^NUS1B7TAVcnU=654$c8jptV4b824XbzFu;M2F5X`yj{2B|gUo zuXs(s;@2Wuy%~EaG?ky$u*c<%m=<1rLH#YFyH^&JlPm(#k>k!f^Y{PY4TVKa5Op9o z?SfwTdLs+=<S!X%<7@^W;2obHaJY`d9I`25DG8o@vM&y7wKcbEAsHj&Y;K&xLXvl8 zK&c<VSz3{En{v4FyFy$Yz}y0n?ZH|gfr3G`r7z;+*ZU?Lk=-#{;z3wpP(m`!zRUot zwT?kL-Op3kx9@ADX9;2YK+dsT)n1PL0R5s&@RAM!KOaq$JaTv@>Q-x2h^ZbGk0e*P z|J>UGTKf@#2OnB|DbsCKZ$gid3ohkz0bGiw%QeV--%{cs#>3GXj?<^*Z-iYv-D6*Z z`njy@t&1xZO4u)?)b=jQbB;|?GZv7pudAT$qtXo;Y5Tm?>QL4C2&?=+`AIP6PQ~X- z9iG@*iOEyR(=9b8W9ydx=&mjOCm<*07ZXRcFr0KMt1RBRoE7kYTD&<)>u4CKHKhWA zzAl8BR<d%QV2QM$ZJ`9P4Bu$n=*;bgOwcHtYv_K1^Q6_vgz)0U37<I)56E}$Zr6_A z*O@>zTCV}?%n8Bc4TXin9s%WSR4_?Gi$VR1Ldf$l*iRDX2zp(;1$(GC4fk`>do9}| zoM|sBSO0CH{d1^M$Q3w?pvmN_DH`T#r)QO&YmJlcIi!?g{lE0#-l|s~uWeM3#JON` z5Fq8fW=x8E*GZy=@^dKjdZ!P3JHM4f2e4RB^nR<29^BKmY`v62?feENvr#!y{n_M5 z%_xc%KQ2ejSjssxyc07=qk)?Jv8mYAPOH<@JrP_t<(_^}pUj>YB*wLz%04fS6h`~@ zIGj|bUhC9jrv|nr{oqjUYyDf_KMR8dbh>llT|b?^pmg(~EYC?h-yUCkd`i!pXbJsy zL#y%<PdCCM?7<lpK|l+|4K9xBRuR*>mgnX(Z<}X*Bc%ddm82S4zC?43jAtewJ$XhD z)BFNb<*ateAT&n<E~PFMkLN~23Zs%OUAMZ0-E?s274Nd7X@y{zs<z4o9ooHmwBd%y z?2*OR8I^evv4la)R#f7U=#T^ZU-%EEfN*%iNvKTme88!uK85cHvI3<@kaXN>7Fn^# zKDcIs{ATZcRgQ=&9wb1u6}a03WLgA(HDRwd3I%~UVYWI?#V1BeD|RqDTDk>&;ve=; zge<dS_nU=-{es9JqCbYNdpKudGw+`5enWRy+&)iN)v5B0?e}rUAVaky0oEvWYxLWK zI7T*_G44V(IBIA2c4t0t1e*GlB;Q9LGraqpeZ(021YnrcNwnC9`vu%y2-l~s7%UV% zwZIT%|BmAj^cVH62)uscw!}SEL(hT`!*6~Bre~=p)|b|SHHl|Tw0QN^@Oxr8n1t3l zs!hNM%<)*%qXVvME;oPxDrK#yOy&bjBs^qWcM7xw>Mdw;sesx>_G@Ac1^#3bE$0(u zzV2xq5)lc|_h0wrgXa8oHG{_4gxM$op&5nImG{OtX0wEG_f}87`}!;SGP5AA@OjvR z{W^*D)rPkgFv<HG4wAY%-_>tR-3e6F636HePNGgpF8}=LhyvOmMTgdfP#=+zazFo@ zkof_qkQ}>1S`aZ^il}i#<&f^93`4B~5`LtPibB@(zkX4E28^;6k_=$;FNzZRpa|DA zU=W??fZL!rpOy@fpd2twH$Q+Nu7R>GhVm2!TBB6QcD$?S4*C3ZuR9(8(Nvwi(XPLo z<Z^0x$?m!)04VGv=oM;RDtGe20|9y<1`*t)K0nS@Zkm5w>{G!iNX#rSJ~vI%D>b~n z1j%EhdflI;ulpYKfuy}cN-SLjwV8;mSGj2^c|qe*_)TEllB8rzb`!s=EH8?gp7Qvb zOetz(0g(JX7W=t0aOGHq*TXe1PXHYACTgBwLe#+&-9kmXw8TEp084AH4r#V(C>2@W z7xxj!ouU=aDiWGMvNaih14Dpa&4;>#RPjzY{FN0_0-E(0p_k6bXol9s1w>J@<+EeP z?m=GfDZ{pUdRAKW+@DK=LT;0`$FfWSd#gnk_Qrhuio0J#h&PlL1&ZpL3*jb_f)oLo zzs3a{@|~D1If4lB5>cq{^l5h=6TF{1+#kuyHH+MOb0NUf_UJK-8ktzzh0~Ds>dO$t zsN1MMj-la~pbbg+vo1y#jg@U?LiQ2>P$<)zbZJ4P18VbTH|6{~zERU8?7f5n+_m5# z8DqJ5+cmyi#Jc%`CCxjW-z+E@>1KtU=%yTC2Z3g1)os-0d+)$bDbwkN!yz;CA6)Qw zLYIVIcLb*7tYxDbf7n_-WJaX0J0)TR48byQRcyyz$ZIODUJN#SVLpTUrR=Y4@DJH$ z-nElh=_k<hdz=&!f$r#s21H@3a#=cDo0)G*9&AC@LBq1HM+JSUIr;MweFLWa0=UGR zDh>ProM5&YpdY#drvgT(ZRK!ngz*qdC^cRoX}QXNv78YwYiR@vVGfVHgMiNHwz#*l zKQ~W%mC9)qPM4$g3^!aD_q3sN|En!c#{Ji-;F1Vna>@^d$h4%r1Z_7K^0KT9$4vQ8 zJ_m|B*wrtjOCL;w-QMuxt#&oWf2b(2Ns+iM3;6@%g!S+FUK%i)0tWFFCIL$VBIBZR z>SIWSv-`2!Sd2B0e8kgMz0b9Q1^$ncVOe0L32n^2x8K{f-48bhO%Gwt<}8QYheba# zdxcp2mE1lAwqqv%l1R-%*?gZO5&VlJ>EseOeg4Nl$n4iG>!C}LkRtmqmi>Z2_MzcH z)cwA4PYF(Nv5m}xCGsC(-2JILl3kag;v9kPRyZXbzsE8Klxphx<WtL}s#!#sND5An zY#&XF%pSM!X3|S}dPm;;nNxoNsWRv6+qt<jg5Cb7bnmxRwi}AvgJJDWlwMh73c%)2 zN6am@;c1<{axjq+-z(X5=hdoo56J>YUcd8Ur@(<^eVsNm!!Ph5Sj*k1XP`ezsL4m2 zU&3ykbUm*}$fHAOpy%kE6gNiu8a=tWqy;8*MK_F4MND(YfWSzDPhIsD)-iyg?tUw; zxw&`x>hCN)agV9BP@!2A&T(g{%hvrizB>v8IqWNp1JRW}tpSI0aRW<eY1WBGyvud< zCgJDpnH6n#Vz+&=AO5+#(N-vjVJc8&azyvztaEuF2EV`w^=cV5Mc$nmvJOtI9F5)X zaF;i?Ou!w4NC`d52Qj%}xSbT9i+Heu>bJGR+Vw`K9?SPjQCo7;l~2jj&24Rn!qc=* zXKdM6#>CJ!@n7{29EUtgeAvVz^aNj+hIk0S_Z68hR=SCv=dH-qMvEjxnJU+aX4)~w zj~w`Q`HTl4QEgk>LC?tH9DN!}mQ8qpeGFJ3p(~TC9a!I!j}p1lGN^6VwZ`xzy+4EA zrg*f8yiac2Xx4+jcj|xjoT}7-1=qZVvpOWpFn=(Sbw+225F?rR5<tnqbfyE0JAOa4 z$slluy2x3+i}f_Tj2HLl9FeqsCR{O3;ANBY$5|=;4$!UUFLY-w;3P!1q_&r5C7Tah z!TPC*nHA!0LiR%nI5x}Z&R>80q&8UyEDvYl*dYrd4iMwEB=Il0@`aX3_DTBz+j=Y4 z$M0zIn4Xzf#C{t2jzK1Hg?MjoJ5@-|B=B1l0!Y-t6wpxXd=IqtATt}xF)S^D0((Uk z7YUD6cc&Fd3TR&`Bys1jtl*;S;gAN@t0R<?CyUV(OO-QS_x=%9xrBt^sH7tsxZ{Za z`hB~ueR*l5J?6<W2r9HKba{s!xR=!N6!940h9Crb*Y)ymg5e{eclK@jt{(YxpSWFv zn(>Zg%NzMvYrOh#$4lov_<^;tnBPiWq7Z+VuoF@uKe4`3r@_j8d*N64O}QpF2|yIO zvIk~6iht*=6|X@@*)BfS2bl2?X4E}ohmgK<ogr|1Nu__e$F255a4y3v2gZyc$F<8Z zadf_#GS4@ezU^!*0mmi;47UGa&p&@+!`ta2vJJ-x7Q#bWw-h}cWud&m)Oe2yV<9vW z;T~cDn=;(N7?%2lUTa)=;^z_9_thGXS`;V<z#qdWAJ`eWB&0!w9Ga7@7g;)f55y7Y zh(4em;r`)=&XP`z8W4}OULJVTU;nZ&z==Mw<X|OzvB?`y82$10vRFuk<VLVw6@TS^ z%}bHAC5Byh)EG~DoMOorI9235BVgyE?oZ>8zRw&fN}{fZpxXJvqaHK2KqT^3BTtdu zhU<}ZV^`cnh#9KT8W+c7zyl0BzEmP(;)Fi<;K{Z1654Mxruyl&T_<PE+lZ2ldh}+} zw&c+1){|QWmloAat=_8JlOTJU=_bmV0s#x?W)$gy=^hp9A$|ELR?se`;K6P!4RJ^k z&)gRQP#g#Um>3=3@$y7YIb`9%InB8mPz|W3L=_hj?|RS!r)G{%zIqU_qorz*9;Vzk zOGr^#d`2eS5_l&^1O0<u2rQ23L+VZK(e4lZeMBd>Pi-Zv%cZLurE9+Mq7;~zZfGcL zZX|-6c~QkVN5(8*Rn$;f!ywJ>`M|d3w=m+Rn34DYUtMH6q%WFkg?0(-gb)|Y713Vl z2uoSjb~DqZSULltr-;75H;&Nl=Ee=6VL9B4>#yy?U-)Ub{k`ESSi?J>HvRY>bd&?M znRPCXg^!b=k0K=++F}1hdJuwX@wNjk#A6p0S^CgX><YUc@Lb)ef99WK`?DT-T}2oH zhZ3!hnN1XX7v1BlhhiiFQQdCC$8j$W?><*7TgpBh*vZLU57TxPw4%m+j-Dy{%l}_- z*jIoW3^Q{wy&2AGP7aRk<nPZ|z7b5VZ9-e~Rx^{m2ST6bWS*>@7QgXQ9hBtFp0inx zBNGl{V2m1!Zt<NSzQTw?gQtZl5x(&Jl4=dL4&-Z`pKaTx3AQ^SlAw)_`svYi^}fWo z$@KNz;z8g0=_)A=J?)rB5`ih7-8atao^<Vg93oa*m^dwebi17Ts>5~!qVGhX2lvey zDkvxzl8Y@7sP1w$FZ7J&HS5B}JD7de?|)#U^H@Kf_Gj%Qql1OH7ip=sJ5hgMad5P4 zsoV49tFxx0HZ~3}-$@EU)m*ri;U`H+Nm^Ahzqwed>+0MI(afAGHs*``=jcE0G`$A( zEr`>v3ItE`wYR*cZ3)6P)3a;Y@bSge{7w~=J8~sBE>+EEBGp&`icVIFYmdYm1zY#^ zQI;>Xd|b&1cV9Wg6Zy1*@<n6<q8e>n*1*#4$(iypO{3-&d&*#t!og!q5;k|?R?qIa zGQFwsHuAVi6Ae|n3M+dj4_}cr_YKX<H9c@DOg9O#&-2{aN_>6U!qJADH5m+_Di*1F zq>DCmrb#U(TRFVb4&-*^4W&Iq=b@^T<up8|x$PuNS8(6E`nW!^1zlCWbcO#>Bh=Ut z^_-X=Q(wofq=6)zJsnU*eyw7A;7Km)qnosTnzH*3yhmE<;MrX6af>D`SN0X2wypd( z)ZUF(!Gy{_<}bVq1tCzgz?9atgF6bcrFw^CZub6}loVMMECRSfO0MMc_?%8c(D!^i z(M5;73!5^_IX?KvM(&Qm?adk5@kkDuhk-$`iNRc+dNH}}Fo`gYk&e=U<BuP@BBCDp zYrBj7p3`%76~n^EW4gR1x>>ZrL2O0G6Ke7J2MfM5hTiIwlxBql^rt~-thx4oWAS7n z8cXESLAnIa+tylWUr}}@7fbSR4@27}apGM^olirl%VllLdoSnAV_zSSX_D|c>_S8q zfmY?xWd5Z*{h|l+q0LL`HhZaElaE%sPHQZd(_NRLF9CTVLAs6M^k>VxZ_@VoPBvOm zNz>ghq%4D|&00q>#<A$0$D<K05Il}MsqS#9%;J7R|9yWEO?JL%BW$`-qB3A4J18Av zA2%t*j54sk=Nl4AWO?qEX(J7yk0o7^9HQa{ZTkHJmFHe9#2Dgn8I2;wPP8{h+qlZE z-uJv#UP860Tq#`L`3VH_1;>3YrO%WuKCiCbM|?TG^t^LkN{l?^2JW9C!hVQ*`WCi8 z0KM!|lce<HEXxj1HXAo1TS`kqef1UH^(bUZr6FN?$+Kxra=oXuZ=Y3UOft;!_U2x_ zx7u3+;VxWkb^gQoB@(MRsw}iR^=p!=Rb1s4AB%vemO6c641#sV;Q3K*&#v<ghI)B& zRCx)WW5vt*X+z|fdZINQ*=?^bxzZiis+g@{u^_F>jTgVYE6x8^gCgSz$k@fAIJ@*E zMtX68ps=~J?tbxzSi?~QhTqnk<#4^Tg*ddjGFRrp$+39YAgmy@(Tc}K!y>_OJO69$ zUkWsy&^&6bw>IV=EM<4~5m%W#b(^va^5#^m!P}PZ1J3#acs582l9%NTEbr}uL1!ov zo8W8l?Q411(P<t%Y?8z;suZ;s-uR2kD?IqVBo9c&KV#MTHJ15FbEx9YhyP-d4T8VP z7)_DEpNYW}hIc|d4a;PKV+~FoHv5hy)6n!!T6LsJkM16v8-ZIB9FL#kj;~4oS>&%3 z8l-J=qgpNH)ifw#KQ!}*=urM`m#0??4hSK(TA=<W4t<Q!LWBbQASE<)MI;kp-(P9f zG)hbNQ(L`p_w&?5CX*!L!SaPQya~eAy8+6K1fC;9o>vIDEba8H83$iAg1Pk1BdQhF ze@!0!OfeXlj&WP}!227~js6A?c|Utcwy%?OLX9ox{cDP}{4Hu-(0H@jN4h;^TrE?z z(RrQj2XpPLy}#f8aW}@KO-l|w?&J|a*&l}*YjA8be<?bL$xYQmAh`g$r8<2wV*MlT zG3G1xGS!{7>K5kMc(G)+zH=Lr`eZMeiVqTjts|1QyQ^*>+y{J;%%rt#BMQ1X_8d3x zKxDF^(^<GdnGy%ZKeH(Q+pfYQJq3kkvA`nsFl}iq`8{pQLI0AuHomDq7}D7?oXivk zF;5jx(7*2aUP?TFLLaWlr;U+L#Qi~_viiTEYJc(MI}=={@X`hi=c`qSGA9F%O07`= zkL{kW553}vlX3d(r?!xbLI2uyC=;#I2BCI`ItRx2y+dU9Uno!(gk-frG>g(<I597* z&*M&K0G_Co*Mp6S>v`NtwwqzP`%DK$CUR*pEr3Fz(eNn{rI35JG}Tz?8^Lp?@XvJN zs5G2@wO8xWS_<X^iOS!U@jJ1^HFzqd9qB-;LNO5E<o_w(hrst3PT!62P%iTfT%;Wq zDqT;Jk}$J~8Yo2DT5Q@O2q%A!b-WnWHo=YQ#Wr!nKe(AjRZxa$H~Zmd%E(B;tA@a& zXj-SXl3!~bll#(YL8Z?%9HhentAf%mZMIHt1SXF1S4@;L;q<?5i_%a7!r61)_yc;L zni&f!@)FUBW(CLx1?)RV1_x|~K2QDqKBrbtsUa-|9*}Jo2^9e@{F!&B@dv1eK0UD` zR+fKJHWt@u)W6%IVt4wOapy0sXx%&kpJ?(n2^0q<|Ce&Z=VGS$=~KI%J{tJ?)Z&zP zS!>;+-`Y@V%EIPX257g&1|a&fhT)FPmk=kxDlcgM1n2kX5O_WADR~OhEJth?J7J=| zsPF}+aL1=y6feZPM!kKnVB~`Dx42*Keu{~VRCpz?&d>2q8}`C#kCTEb&QQj=jJcqp z95Es4O_eWaWgy%i!BZWy(EJ9cWRx@1<VfUtb!@g%uc)2)qP@{!R(~VQ82H&wL7ZJ` z%pG`*@Ao{-!6y(KxoUYChJ&`bK?h$*;qB4@P&~0L_v-?iOfm0DwC3I|57SS{QOBO3 zPFO?Use*HTB<Bj%^`QC9Dpf-d2!*Yiw`iBB?lpZFp*^eV1Wk#y*QwKyelzQ#8X{xn zpe!3jT*JrAH27-ewYJUtx)s@WmGfxtEBSW|A2T!kbgE1{2E;rztBu$n85n~85(-Wg zUVA@N8Z5fQ$~ZVUAp6ckHy~a@cLnNWJ-nkR*7c*O?V;!8eWa;_C?0*d&Q2qtAdf{) zC_d(p*16vTmkCFC0%-!AFJ|tQNyH`ChBIr?gzq!tME=K{3^^1aaX<z>(8-3<T4~g@ z|F*?_;}*(0Q47Q(o@wcx$`;6xK_JldaMGCDXK92aPd7e+z~&vU@aoqM4tk2_jPQ_| z5Mt<ymgfnk;AH>-t>~`msWccAT4yIv%d?aCsM=|T;Oe0V0%oLX8W)f|dE$u#%8;w8 zS5ppzQp7*^c?8Bs`i-<_%jaaq*F_+YCaOShM3>XMl*FHfZ<1&oRfgS4+;V<&M8uh} zijd2V^np?pluqaE6=ZaJ``%WQiy!CY$+(@2EbXBW09Yr`sDM#2UgA_Ae2Zuo?bI_z z({UmCN$0GHM%C34pm&_mzSncLy>kg~A}+-?KfMbx3;5G}v(w6wVRp9phm@RLEKY2{ znSoZ!i$?3lpDBatGVsYVJQnEd1hqynR&w(c=4EMxy$Z%SN;Y`F{-gSBTc+DXu&X0D zH(v1hu9=Jkfnh-xL>%b}x(v*a6jZdG|B7znGOV{Btt_T?Zq8S8cHWP$j+cG9)OOI> zwwoVLXGnd~?y}r@5qvq3=f~`>JS880P*Rk;eYxnp?0LOgH;SuQX?$Uo#%&_gPeTtI zNZ||?KN{kHchb=bz4mt;w&rNuqP<YsELKe_o1PhtcmShCA95aemK``#{L=YW@YPzy z^xYuG#u->tbmrfa_x4Xjy>^Smyms~3SMB}%PIohoVa43zt5+8rc@yFHC^h{Mp; zsx`H>L{Jh{JIjxOXqflx$IiY4&<o{S?`AILAA}Q7@i{EN?#Tqzic&$mj3<BG6$5<6 z74zrADkh5JuSyR2aJJtUFLGA3{~8z>k$gzPC&h0!l%80UOy%86s&^c1%<s898OoX$ z@b_V{i0ARFRlH~5??gqvC#LPfTI>R<>;n5WaJn5T-=+28EUh?^^>l`ej0`JG0vh4% zwKOxYDS_0FABjBIQuI!DrpjhE>+9=l(69(-PQEk6dqjJ_E@v+{a&Cd@%~YD49gO97 zr`L^2`Xj1>Z+1GT>ga0<sp2IsHyP}*--L<%^>uJ4Y5hCEd3CZmZslQXyPiJ&S#hKD zY{`GlGj_hVJhwXxpE@xkL!?lz%Jg&aNtqcwHs(8mkP4$FQGPzYzRrvFtejFQyUXLP z9DaU&xLoDc=I40P-|Opf&(+lE#T+M#+sVxWYU+SI#!&L}?fC7r(s(btku6loYTURn zMM`0c=IZ)TMiPp;hQ_mS0@}XzlWC)zf-XrcT92_q&z))L;u|>a4O4K_)WOZPk&7pl zxX<DD^73-ta5}%uAWpqX<%-udHMf<F2T%U`GHaduPEzyQns0Im^71-GVa@UQfdGDw zgjCaK_!*F?(`<e_RYmAz^E(1jdtn$j;+&!!ugo^BB2_GFTidt{KAV9c3=E8|aVy`G zDLoU}uzQpliHW?<TR)%<fmf%)cQ*&Y%UAUis_u3+HnCe1MQXP%pL9(6F1C8IE7E#S zCLouFJhngJvTUbL1ga!S+kF1~0`IV!!C!ml@>qPU9vT|r?G7iT|MLe<?;UZ{FgMf1 z`T(@zSLt^X;b`b?NE+%)qQPUb1G#pUk2P05noBqmO*;Z{JY@@66ai!H-wudwsATE| z;I!TgBa3a`Vn_+YIP7Q5v-Sqx6L;&2q4a;7LCJ4xP4Bmv?@zkYiPT0DuQ?lPaKwhK zZfgVdNab4XB{yrgyV*tq@VPO>Kl=D`zwLmG&i8lX*TE-U0f&9D)J`g~*}m%;@0NTw za<Z}Le9Wf^rLKAIfQTB+)mXv(Y!Y+*_gk{1?k+|HZ_nXUl{vgtecwzw{B+t6zv1EM zDu`e0)-BfAjqaa+!+Y{LkKb<Oo0ghH!)6TsNbv(2Id@^2OC%UbxGc3}i~<FZa_PKa zx!NwP+Q$Nfa%OBLoWAo0nr2%12kml7&uq`_cwEuNyTy2=pnwr>V3*Ti=Ird;52TB1 zDd=j?$)#<tF{s9@;<ivZLsQ&+eMllW9?Us}{LK0qoIW@k{}622gN>6@OOZbC*fhB5 zpz~_KHdn%5cfn&qWrs1iDG{#p@+B>y#IgG5MqY4GZ#aEWvk$mmhZ$4<*Pr2Seka?< zch?(IB6nxOcTLB!LQDFBPSfRaP0K<42l_K$xVFI&iL(VREE-o>WeTU>?KwDBZZzSu z1@}d%n`5o;8MENPxuU$F*5^*cFIaQx%?u3YaxGV&P-q+$eL(e@+1=#~3@mu#42TR7 zBEv3sOT^*Fmz+A=VM8AP7MNA-e+QmzfRq1pG$Q6Q4`yz2MZiLB$W1)PKe;wrd?49x zKN{%-^W5|q)Y)>;i2Jy1)jLdJ&Y#RX&i<1&<zB&x8}gl7Bk)BL4#hn=Coc~9VFdEQ z@<7d7|6n~hGLYuYlT?&SsJkjfvnqTrY_t)aUF?rHPGM0oXQG>tY{pjiL+cws!$BXp zNt+k`+WPwb?fGha9XPtNMYEs_n^RIf<C;I<2KTkJwSTj5b9<E=xA5JhTgA<l(S%CG zl6Z;ch)$DCifm-ptwnKG&SD;>bzR%+9dAwe2LSb>9RUJCJ3ey@{MoI8uDhU-E}(yp zigNuNd0`O`m<D#Pf&h^A=i23XPNxDhV}S>=ikE2I2gYwxTUS^2pz7`|2HuZl|AP+h z!L%oL{d-<|kn1hA;GgF}_1bPvo4P#xe?_uR_xUaDH7$3t|J_(vSoq6j)L7p3r;i#7 zQU)nh&1u~$Evux`Ha6b<J~Be!GT%7-2bc`+T*<)8QOKy|)hj({au5JyR09J8KfuAD zKpN&;S7U_;$`59(0D@aZA;t1`XQoQ+#ful?gQ;AD%`0Kl(}5RjX>+Dk-bcV3e3Wqe z{e6);&8g}+)NVAFp=hF{uC7jYJh&+(C1rcgF3&^&`~hFcAa~oVi98^GlChMW(!w<B z4Kt=jiAhPsn8K?u{Ef&VdF!AO{-^hBY;D7|w6x9w4oFEzz64)x73D}>A9l;bY21gn zLxh%mtS&x1d#BKK{dX|u2|$Q~@8`(FOd)1feOwYW+D#}We%`ix<BSLEI9qDl2Y9wG z>9sp+lDOg9v4jt_$74TJz)6#eZ_RJ7Va8b;i1#~)_j2G_>z`G4e700@P+vN)m7_Al z!On70gbHd~p=VEYzLlt4s|s5$IWKCnY)BQ+A4}lom%ti~#QqM#gH|4M(tIL7Cb}da zoRKj;@JiDWRWP8Bd(r1K+7y>F!^_lQTJqsV5({ZC5RbVPSD)2v5qHrgFsl=ocrhCo zw_+<$p{NARALr*_>?!!|)j`(=mR*r*&NsmNuwTzsGpr{s?#|WKWvjBXX1mH5?_C7l zUTnm?<ZiKcKXC_3Up^TYTAmb%HC!w=sH?4?j-lYS)IK>{TU$eZG<BN39zcfkDVT1? zX|C2Lqs?p2Elh?%M_0EH9M8(;WQo=}Ff|0G?!y8|$nrD^x>%D3Cv2$-L~;|zG9l_? zVC}8W4_6)mk?~hrQ_dA{8P6K*i>EjH<<`O>b&hx!S5i{qhx`j*sud1fKtKrR5DaFc zmie^g>q$2sAK$mcPXwRT@+3*;8(%vekIr-kUZpC&6%ASH@K1ADY;BlkU$RHSP1wZN zq$16mp4=)Ez=CC*o7!HjeEUF|=#HG>+k2cx<D=leWvzF$W?exkkk5+oOYSDioq?Q? z=_<3lp9wIh-Ps!deKB)b2yO^IwcvB{j}QNTcx9NhjITm-tG#W;m<I>nOTlQLoFxb8 zPBG)|iUZm&QKq6lc-1&PUw^Gfb+~#YM-wOfE8-V`&<Z46WtAjbf>EJJS-ZVH8m((` zS<dCN`1ZazD!j0;a9?Mls?h<M(sGt3B>S$y_0t03+6D$KtQC~FA6!LqhQO^`99v$h z=7{!Y6PeapzxatX1<SxlHC<G;?HkT?_@51^N!`@1p3ImXa6fsX2ce{-yzC)XdyEv; zR#W7a0F>=&%?2Vruc@UnRM4OxZ=**ox~MmJwf5;9!OshzbT&m$=vIFcD|tM<R3|eH z0l)w0?vU@%y65$<OHf@+{+Y^)7bSn>wUr*+c*fEx)`ORQ9Y6Z<J6xVtcn*<x9?u9# zNJ!8)DNl8oF~#dik+&#XOE?Bjxe;zL<vau~2kBr6(GQNg?8$sAQ8LAmK0`Ah+=+Jr z+(0P;A!fd~y?SPAk8!=U^H9`)kDgFaUC`UFq=ti3hP3jT%7cbPPp^NL3Wu15M2v=j z0BCp)q2#%Fl{rtk8^EOL%Wf$yF0Sl|ht>d@9<8{h-`$>d(K2b(;PYC4Px#@|b<@}_ zFk@U-G&l?_j+k~=q0>xd3bl~)LJ~@8dAW7}$442+Tf$5S%w=Dlt>^M&M=M_H_T0~g z07*M^3=I1DN5$(ziSBhC|9ELqP<1s`71Xc?DAK&kNVW(i()N4In0Qx2i>GE~8C@O( z-?hDb@gj0yXlN3$9CY<MeAB<jY9N`t7m%rg)XdCMBv^V9gueqYa&UYRATc;FKm(qF z$bTs;+?GRsDB*WpJlo)u#{cmvdb*H{X-?MtUp05PS84BM7*4>Qc}6JrI?q;rZ2>gr z_yLnbPltP>$fNCLEk^mbPO-X%PSEjzd>V^zxB7^@HgE?yH7`B7@U12_?NT{podnrQ zNnr++l`yYz^LJfNdk!<psEPrpRk=Qw%p0*V6A+8(eExm&gFPw%wD`coo=<*yt^-(M zlY`csN*xHGWX6Bw$xWU%*VbzG8k&)>c(o1Alp7>TTJ^;YJ$r|#<FUUWLV}}8WeJpf z4UmA#>9We!0TW~6_DdLuk9NG8t33u<_Qlw53wpIMce`VD=eG)Oh~NJD{7+k)_}}k2 zNcPdjZPfU<4rr`D-vwYO=W+8cT^)B$RUPY8k^w$*?+7Jl>zbQ=)Eu3UH^*&?vfTz6 zkq9@2#B!w8w}Bf@{|juh*X7;mh?sbk<IU<aKfh7!+;HJXg@-6IL^2`wv2ou%T&#Si zt}Pvu7E;WnuU;kdo)Z_Ft-!cPX0yOpz8d96!87a#isz{LA5x{CFD7&Gy9WiovZ!Nc zPPjjCAwDY34=C7B+s4p-z*(T$7J$YzV7E(S)uuZG{gaqqSWlN5a1jv^MFIV<R8dtu zbszRV=s2Sa2ngr_X1-KKT|J>B`0h5&b*1a}r0OjoGZ<1AzmqDK{dOwalUUU_fFxQ4 zLv+MdEG#U>4*=_F(fF)DI@4slx3}w)Tl5YSpAVv2b2cJ&@Lo<{UdPAZf95g(6ALRV z2(;GQ1FDTT<tTuE?_PVUml-f4-Ytd|sYv%2kp>vdFF-o>Zvlh|`MHdyr&DO%-QGm! z1)k20sYzZi!@Ij>Getce2g$e$^%df13>Ie3%J7uf<v4I5<{wouiL@d=YAPuWO`DD> zI8Kskld*ACZ%V_~^nPEVJPfr6b+#ML(Yb5gnMpt-m>cZmLpf5SlqvY1(ch<dsOIlt z*fPxjf{ji38C$vKpqJT|SITN*pyipP=#TA|gQ&c|gI9Pe(U|`JS*X*Tja$vE22?|5 zzi9V%8W~D@PT(E%A$#~8uC~_NQjjjlcmDv6F7rP(*CY_DjAAPus(3)rDVblqHR-vy zxOnk;zEQx>*LP~J6Dck7ftSbZlzi6D<<!;HH=r-mbdPkW($)skHWt7M$v^43b}IwO z>lv`$vSFB(mNv8F?GM039$bgy9XRNEa0_B$*^+^V7r@w=d5rJ_^7{7u`}c1FO1;OY z;CaaS^y%bpDqGVg=f#qh?r`#U;7Bs?^77J#<5N#_b8!tzJbql>7e@nVOu4d>lIRg& zYgj$Kz4BEiZPRu?>mBS&j^5COBboW(_e3UV92^`SKT$t_|H0*eBb8GyqyTU;6~h62 z#!|}>6(BFBDv<QtPHt^(o@J0LQqCYEp`oGC(rfY9nXdRTF`*R`5m8(p-F$m<Ma}%; zTguOw;dI{B>$y5RokZaMJ$v>nXJ^2O{Py<t$Hzx6Rh{P>RhEGhyb1hMUoig3b;{@~ zVZi!CNQsHHBwx)|djT?}#tbFN5_~<NTcSPl+vH<$kAZbGDkP>>!^r;eai{*98hK{} z=R<?;x#=P$)dmUE0C7}El*1c)g=Y#2Em7_o5OsU@dlF8<^ZUkgEsf-yPr^__o(ZC_ zr)+$niX0EWFT<^C{K~WDm*w-kt1F*n&ruWW^LO1wJ@t_|`VD?M=J_=|h=6_HCcF#s zh3ME`E+yqhL5~WFmNm6XT>eMgTL*RdZvWmlrG#_}h|(b-BHbXZbT=X>DJ3lm2&kkI zBHdEb-H1V#G)Rd^hoppf*1dmc&hMEs^PD;J{PXOY@18wd{BVD+`?}V(*8BZh>swGi z(qSp&osihm)ZJ@izVy~@0RK)%OS|@hmR-SqKE-tp#i4w`Fh#Fe+i&k!E0c}*8;w}P zr<ja%v$(kwjC55ia$Z}jye{bN(f!4lYwDCmgm65<eRu^aI&pkN_ed>fe@=<E)xKW) z*xXcjivx+ct=+ZE>qCY0E<7iO{Gi?%_9b7yB(mG1r|kP6jE_o&I{<Grdw5cQJ%TRm z@9B{ee$dVxZ*T8J#q4^{cBxu1o%eU~AcakrsH~{qFG)H5YW4fam)Tf0HGCc}F0qVJ zdxs~ktSl_S+M16>$BX(+Si<FUvVyc#McP$rG!uJC)qmkx*!)w(%M_&cbWY+hp;mc| zecB>ljH#3rGjFJ)k`ZSffBz+O%4c%(pCal^*C-IyYa>D$T&!hcohe7DHJp~II-|#? zBmn^vwFOR%CqCCa4N^CG6KZedX?1Ljja72irzDUSJ*`~Iyp}OG?QZPExxMvNZF?as z4Bx}kvqqod3!|&6tC4}<6{;{N{Fr^!#Gpk+uZ_D=(>f0J7S#GzwGu90&c)s#3y?x) zY0g7kF16($L|8O^Q^PlDB1|F`!l{mfU%W^*uC}*PzjMc3!<U`Ydd2@XA=Sqpi5724 zNo=(4kzd7Ec}u}WN$GdEsl|PI@3J~Y`i}izA1=p5b++J6`UPuDrs*#kPSZ*1FZD>; z8F9^UtVaDs`ing8sB&IYk)Tvyh+)xG`BA_kTEo~S5zmSd^I6B}7o!R$Jp*&mJJ-pY zmWz($T{@Z$bbJAwHG?^V`?yg-VtKCog}zyiT)5bXvx(!9?&u8#+z(5)t>r{skuaI` zl&gv=t1mH;Haf;Qri#-Od~opd9%*nHtG;VlNmsHw@r`~N(Hp3Kp|QSGV}`d@QG$n& zG0wF?OTe~~6#D0W)l#B2@15LhfDz*Ds&{p9iN@?RB84IBrd<&cYsB+vhy|v%<sUk^ zI|v=pd*^EExdZt`za<}yTGU+|t2aFOT2wgG4c%^QKREmRD(7^}yIZlPpGjYO>dnX2 zEZVjBWYQ;ks^ob6>AD7!l8Dwk_8ayla6)Xj-1*~u@VmQoe?d3YrNmD*D)QEy5**%m z2iprO9Bp0jUESmKXA&@?FeO;$tp|Hn6Po4JBF$0+2`P{z#3evCFYUEcPvncf9wprB zFspT`l*3nhQjBiZ?zovL#%4}+?|ud0HNMZB<F_mODe%<nc^+v`M1(z_!-ODl8?%;C zV(!hZn_d{+7u){q53P34&N*IqKBT#U`GrBf!sqG6Lhdi2QvAK;0cq)H=VxqoJvb9` zzUp#)j1&3!Wg&kkn5umzthvSugwqoDFTp<%_tQz32;|Fl=$%PLK3dJ`yWqo@4R6Dv z!pSScO}REET*cKx#%{!oZ&bmN&%tG_LIMAs&obF$!%wX8i?K(-I+3}emo#xI;eu|- z%tifAq?pRsuSI1%jqjKq2qfw@<GPwo+0DIGl*#XN;BXD@ln_Z|mUr`}lXYZJn5LC4 zakE>quB@yL*H+3QOGtLB|5dtVS~M`gaKI83@Lr8?QeNAMsmDmUKBucXXPkYrd(<oT zW3buqpnvm-$x*Xgl7A~3h8J;wff>2ez40!@7t33c>-ruE0yB*wUQ}0p`2-Q9)cz6= zER%~h7kRj~);sIiZYHC+2a_Kvl&RtsYB+c*6j-~oi?P0v$yq126}dVQA4~>km@3eW zz3w=sxfnGi_ab4SI^^HRbR;7$XYT9#&*DC#^zD7TBl1SN6H}I>emkZn$C_z7RB4L} z215_X?TE_1x<82|y2{n_nd%!wzO}w~xg4`tdt!`CZsEe+>8Xb8Z|V^lR0n!Tc^SdW zEG{YXBIeiwD#6RF@IOV>F$X4duf_Yw*+gk3l62DN_hMA^g>&d6CNNqYa%d;U-gByQ z*1*E>ZVx}?U&M1hx*LYc{<5Zm-04TnR}#L(u@`uaU)fYj-&0f&#m{8d4Ihp;@%rEf zP$_d2d=mtf*8W<+IK~sA`M~@ScWGnkv$1zb156R-VWqsece9Qc7TH3y@xvXp-m%1X zb0=O2>f@b-FKWI@d+2$)q#51$PA@~=hliTsIh>aFWPRhpyg_i+KnqWfmFu_XK$1MG zf>|?$Lpz%oHzvE`hQl<I7=cjQPK?<TT}oRr;z|z9uAKK)A^LAw%wt$ED#9&eZHi<X z$C!S6Xul+JgEWfV$pKH|#*_kWx$|C=Jod+=4&Mkoj<19`<erfOsqD7%<>K|9h%o~0 zs)!w_ySCg(Q%0f~ZX~|ZVk`?a8^G`u;krJIAaG1D%4&*FoljQwua<-#T>8orDk)(b zbC)Z*wr|ZNmPb{KOpnT5OKi$`6q7L+KgCkp1-~*#=N&~;d(O|e2dt$6oIbfm*Me-* zDFcGYl3#>$mK7KDisriWTU(L)M>W+PS_B8V9cEH)EKh&qz4~d%Vd^M#T#o>e53T-v zTph=(B=Tz6J3RKG8pX@oWkwV!?Q3StO+QI&vuqFE8nFb1#UNcPin(q)EJm-biwrCA z1OmHv1t*tDtP*e%&7QoP_kOjLayx=FjhYcR=63$gdtd89EZa+duh!}|42;BzUqa?_ zXS8ppog+^nLTF>W!^~h0D1ZnN#fWPabH4%0`)b=BZ2nux=qvs8SxWc05&!kR7$cjv zeX6hqTdq20LyPh<l=Aneygzb%7YR}6y56VS&-EQ1RXaUFy8MtVhkk)ps6(6CiaNmq z_l}>h;BO9{qWP*&MIS9j_X-)jC7S?cekBE!j2I5nt$L$^%ouK&x87VTK`dQC%5--! zMB9^?c>Q|h+xM7AvDa&^y$q(7$Gw|!lg9I1nZuKYl7y3&<neSHr-Id`ji(b|sfv&@ z?D<>BwvvsFm~rM;IKr4aBmuz?>At8r-gxf%iMgA}BH5*~lS<G3>j;_1$BhkF9e8aq z21&Y2-MSVFV{w|Q3p8J4p=)wd%=9@o`NTz~>Mi%f1^Rr)tN86=Ran(&4p*7lU5Orw z_v<7p4cLghvbT%r)k&6VoSKc$!=b%FHp^MHN@62ansn`D)D9cD?WM1R5OMCu<ak}Q z#Aix4ss6FcsH05(k$0I}NxYU=&(G(mB94H4fx;6f;N4Fej5br~X#WI<NqD;T>4imK zrY^FFZ=Krv#`^oX6ZIfhf_USR%MgcHt}_~aS$scF$wryS&*>eqWPBmhgTcLbjK;#{ z^0T`E;UZZT9(PN6<ch)qejs^G<0Ad~I@*2izi8JU;|j>K1nHdKVjHB1cn}EZeW_&F zE&P+0+vR9X1gDl-MZpHKBxr2uE#mtuUh(91(G_+Jcd46fqF<@U4j*5Krz>sTdV7l| zQvR;nC5(BYlBGJT<|n?K*SRTaE4x0twSH9_X*@8kR95Sut=X;H^23>Q;CGh0xNx3k z0lH5PNFT*%w@n@PaDDxd`K8CIZ-~$0mlNRuPKQi+b=i;8?cY-=qMd4L#e1_!?`S^! z-MK9>(fTjGw<)67{Wjqz+0N;IXR&l*_HklIrLC&X5|XP17SDL@rV8GPeYT>RDS3mD z9%orZql8}qyF;`DM=sxK&R04OPXKut9UZ+gQGWjm)M7sGYa|G$dH0WxTK`?K;-fil ziFz+68vMEr>XNIdxEYQC3OLpp*bl)EY;5e>+uI}hB>lR;YI;m8u_JSOc6Qe4@9)39 zgsq~ijLXBxxd7FN?^$=fvpH-~(-VItN$a}sI~S21`B_W^Ld<QX>4K%}pHI}*a%COI zIq!bH>qn@NcPUb0f9E}F5<ljXnnXL^KxS(^%%)3D3)QHF8K;<OyYX2?dg7DKT!Ulb zY_aSF8Fg{qsC8eAXJgG15GVGMwMo>}qPP|&A!tHTVf{E(!61;0K=;v4hPdF)nzYwM z(W5&Zq2af;8l&;0q?m9s|D_4uIbHnK_voUIwwtWT<rM$Byj7&tQ+wTG#e_tGz*>Dt z8us+}H4amXT0yF)<>b`!pZMqIr9DfN*x4U$;urZ-$oBrB?!(2eksWcWxr@ZNU0hsx z|NLIOaW`3L)5>gF5NF&(=GV`k^!s~z?zr!3XML|LXAgC*uCBh2kdR1{OcDU)uL2sl zpU=+D9@H#>p(ws65ozxqeA<T#ar#c)fp%$lDZT|35~k5`r9U#_gtkouAy%}pdCREM ziqZDskQ{<kD3&+v*x-8ZgR(?d^4FIyD<B*gBGKfE4ihC6=eL4(lJCE2QC5<;uDe6w z<9&x-f|V#OuFZsP2YX%tuc^SFZU-|^7>Qh5Ggz*E11QBjwict|i<)`78&kdpVG;`p ztk~gXO*t7Uy()2<DrA;1-VRv)m0_xigz>DhaV#I1R3xk?xu#0o(o{P-7DT!V@^YM% z!wV%jUuov@yu+3y!84e-o{u@dT6F_o?lm?CwzTy4?9S`>ZdLQV>y1>?4!4U&wTtz8 z<jt6WY;VtPV7{-n9WB(0f5^$st|SQVOU&WsbaLrol4ACo{LwYVMEBdp`Z@-5rNPnB z15R4$cP9j?RD2}^DwN$Gy{t723r`d)pMQPGiIghX*gTlr%`aXjyAS7+*pltTjR7S% zv?fViZi-mtueb#f;prbuX6b*8_cYgQLdm9G@rA9_blw!vh#y2TQ+UzaCDn)9#_Jta z)3eB)3ol{CXUTo(3bP**ujXtt7PPw3oh7x|N<Xb1sQ*IKtl78vDJV(zzI^%eY)>M3 zWJI?Xv;Ys)yLX$)K<%qU_`qivyYM`48YmByhZ^1OAq4(Z+=e8$hPRE7ogt;GsYwEM z+8D^s<z)hJo*hp?VfU-D9ct%?3iuWXBi1TTHQ>I)fVgt;*}uO>vmqfNa+a1E$6(`i zCrkLaRZ9m7`aGU}vey^DdgtvQx=6(>aLumo9~@BDI!(W?eKBOeYj}x<FQeGJGyz2D zXZU3;5f-3_&7=0~EIb=AF>z^%pu<=_{O;DVz;CfJF=yaWZ-Ux%IUfGfg-bM=XW)mX zjIJNJ$;x6}rKkVyv(z2m0nV(xy)?V1=%hP{VE24{d@dgNHaFSyP#sa5duJZNGmkDT zEX0E$+;>ILUUwSwCFX1}WDErThvz>&pT2;N{SE-w0i+EA)9sd%wIV7zJG&Q+9_tUP z47qpq_an?&o*e%MwL^P(_Z0*%k!R;kZs3qJg1kwLfvB!NJ*^%uwb=d*9%ty!r6tbA zA3wVFOH6$VK~11SUbEoA?<O=Yw+gY)(t0!aUX5<?+4)|2<>7#Zj^WVZcaP5QZq<SQ ze*I=Jbu-(RmhE?ccGU~^F=^}6xq_z72o~?RjhV(HT+8Akz*BVdN9`LP^wC;`$jK^2 z(#CH;kzCgN@HY+o=dmY$7G4A%`fblNjyrwJQDKC)RjUu1{PqhX9#p9HQ!E|t>92Xb zJ==T+o|<i@CdW#R({z-)qT*L>vxfc8KfZ*U&`Uj;Xa)l?zQ~|dN=sMwvowew#TqFh znNi{4*H2H@OEoUw;Eev+n>T)Nxcm$(6L$Nei^~;g7*@M;XZU??u3am-j>v1Ux)?}F zT}Rsw6w!Mw+l%)=YG*JcuA`rRFYtXlC)PD$(IZbB7xsV|$obNc7NqQ^|KpR2Uwnu9 zpSrShD|w7x$r${)u&v74WQ|$e`|(O$6NwBVKB3Zrq9cJ)<`0gMV7V_nnywV8>NUJg zmvA&P=aYB*?kCWVJ1}%P1nL^;QKx<;-OU&)_{8}^hfqZ^AtIP8iuxnz^t<~h#mhNP znuh&bqDA~aL%x?CT2N?m*}T3kesY1B!Bk&M>to*g_x8R=TV}sOi(QqFl>7pRD^*g% z-oEhBkI%2DO$UImaa_o}{o;EK$esVdag0I&-1BWgCYME}%Sjvps+3faw8KAt{wxIW z$)7x-fx)tSpW4q))^8k%y8lYq8Y?zY06Ad|R{p^ET<YJMdnxGs*H-=>%}LL+K6~~F zfQyAaFzZfg9Vfr(rtfWDx+*2H4~ADE+?46KczESc{vM2{fn>IDdblZ04~o@dwMbO< z-mgA!at4M+Vj!=tfk*Cm@ZEi&+7wiDyQ^2P767XA1!#+XS1M09=D!*EEM>~!poNEp z)paoVaib^?Ymt7jnCsae*Cmjl#|jxe$K}(d{4aHNb+sJ+1x#TbT@sMZ)*9fjfZ34O z*k#QG-!lJ~-VDT=^8QqDB`~apk8d>X$Wc0f7_$8dfW~qwDB`j79rr+)yodft52)P> zEC^`e|Ln@GyU6~5AF~91nEeCX;nHn#4T&LMCZ?=0{>Km60x)cDJ?Iqy0w5&=B`z?L zM(+k=2r1jK@7{SY9L+r&Kp(^tHh(5qM!bIDuB)2up||12T<bIW)~A0}XF+O~Xg0q= zcj>|wxQWEkk&!&$<92oS_37PB5xMyo4qfraGthjGwq_W_Qq@tJDoX5y?8Ck!N&x^e zZh<uY3t)**so$T;ovMtB1)yFZ-rCyQ1?_Sg4I#4V%5B<fIGGkOq#T2J*q<WeDtG1b zWg}5AoZJ!3<d;p8P!PPy=hl>X{3P0<mRGie<Xav|ij2XZVu|Gw->rX%vy0aP{$Y4a z!hx85z;_VZ#`gI;hV25&*A0hT!~^((Pk1Dru=LaNvjkj3h}A>iCS)$y)Zvkh;Nz*{ z1O|Cswtkxz(9+%@KuLzti{Hj=NFDCtGyUNj-(J9%)w;=px^>Z@17E5@k-S76OzsC5 zRIhHc2FS^2-3_pk)9UQv_{9<Cb6KG&!YUVsm5cPtl&Ud>;maT5m9{GTc5B@9_GI@< z>^!a%86+*ec`;4qyge$nKDNXqEWF;+W7zGwH|_bDQxVhQWxedMmf$<#eue;5uP+Ii z5I`wl8OlA@_01p(T?aZamrnZWS;+C;@<mEYN>{iHDnoJ$eLgrYXeKTn(|(d?R*a|< zfGbW8`2#dkKPx+Xt+I-Ws~44sC-}TqN5K~Sc>s{v6@Q3+gvcPAM_)g3spFsI|6nI? ze2e4M;l*f!TW?_dd;RbyYyMI32>(Aj_eLR=Y=W@%Tf^2i9|w8R`_A<q$j2w>6~=2^ zwPLEaELtlY9uXm6(eQZn3<#R<_-%Fwji{UT0_03|5BO+AQq|e1si@olLfg5kt}aD{ z+)3a)U<@7{Eiy>|W-B1T%iHgLxG~uT32(iJzf<X}K&*?jDA@A)`*%}W5^Ud%iJJ%T zfc@K3)pw2{v@ZWUoOW(lSy>57l8<d|ZT-9_F}nIV#$hHbOZhFYnXj0b*c3JbxnJX- zj~B0EPewo6?PA9mkUTOqx3aP#MZk#u^Br|LZa(a%|3`UU-&Cs(E{wwQb=C~um;3g1 zU<5BU`Ruu2Tw`PVS_KILl}U}`&?w6W=#Z?t5*pRU#g482;3uA_v5_Bvah|fjv-28* z=KA&P8qxHk6*Gx&_(Fq&Un29rezBDrRkC$31Oe;tk_<8TUI-z8IFyU<x&HV}0M5H} zC4isV;Ms6p3_uaNZvYrPq1{a^(IxKx^XHE;en?P5eSKG?-g{wuNT|p{lx8HCJs94U zGuf(B_pd!F5PCXuWPHSU)o*nXkw}yhlRRpm^C7fWRK#;3GtZZez!>Zb82b<q9rB{K z_hT%kFXjqv$lKV3{vJ&N{t?WK4?W{qafr?F=%hVafGVqH6%QMZB^53=rZoYv(N9Jb zY-K8jEPtNeGDB=8WACDuWIpfuFz-@*Y!KqKtib(jtJ`L)n^mFxN;R7-{sGQS%rb;; zyu4(6B7RpDs&i+|e`X$s+jHBDE-9ZmDVXwfjgx6LM+K`R8_gj=55JCy$%?f(ZU-a3 z3QVxs`bauqUjR21OmuZw;OoCEFE9Uk-J*aiRou%nm_$-S!rIHri}S{fQbpNDuWfU} zfjt_r$18f(UE)vA>Q4ThZ~rUweha}?{~XAt6?^fHcra9KIdWHE&r{xfB$WIrA;F;d z#wYkaYru&%2i)(7s*g`d*o$EyjqQ>L3`!IdEgzIZ7?A!aVOIGdQtIZ-a@#Lql;*UN zioSqi-9hFdh^@VR`BF7fanbwG?_kX%z7;oN74E5A^HS<(e-8|b<uWr!NlD}3RkNl) zJFk~Ua&mH30KlA_udf@muXdy+M@T3rtU0;4DUgh^ve!KW0|xtBGmWZ}UpqPyu0VdV zX)HZF`VCGh*TM$4ZSVH>_SXL{bKSb7g9gca<Q~X}GzFu#t}BC#9?Htfmys&CkFwr- zdO%*{akfNs=@JEo!{3SFv%i0NAR8q-sWdQ<{I34p^J-lI?z!Od&067y>EFnh@9Og9 zzg$_F0j2Cyeb27Aq`)KdYdHp>D_sbYOCn3QB)}rUxYpjD{roc{ZGdp*AgTR9#P5Us z_b$i?)w=doYf~!A_$a}^t{P{mYe|%Ri8#8(-n#E_v>%aL@)2-U<8s{O)YL7Im(2~M zh-+A|dP78gT`z}51}{K+x`7`eH_t)z#(RZT-o?nui%FZa2RY#Ih5`q70--DYQ83Bl z&8boE<y0?PKut2Q^YT*p!p%3IAdPTPgxTK^F)Eqlj#M1}xhLmNuax@fe!%GZy}7q6 zcoGBm;c~hxVNreC)k%^$nnAMg$wqlcI|}@q!3j+}+S?;XbMI70&+{i8*#btfJYWw} z6@%f%4)1(ry|nf4DFCwgl=$ldmvSje?j25b7X+qL|Ni~k26)SH&Un?SB7+;Zp{nMx zG5QJ=$_y~88L3b!RFj;>lVE46GEU_sxHs3{>Q4uT=+yL6)FM^*QlT%mE4{(yte{!X zfe}lvKz;;gZcfd6lK$0d$&UV`+GVe;!0(!V0VkuMHW4T{<yY3Febs+NS79QgXGD71 zftOJI<JWcsWvmfY;o(jWyoX3pG;|?qZ(xpJX+5W+z``{Mr}cxusY&Lgp?0f{!xB zqk!;@JC&uUmSUlIXM}27{<Rn*nOq~85Tii1O60jwpmr?gmv~ie-AuWAiFCVnW;A6) zt*9+a9I(i(YiWXS`?qKIMK-6-K;SzAuKeD-2od0+JjuYD%K+Q}tVFP}#kp#(_M=Or zWYp9KoIU(N89gkPq?jg|0$vB07wH)|49A#$Q{Xzzr0$^yoSN6v<;;#;fmA7)!J`pe zRJfji$H7;Ld7YeGL<5#=v&0L)c4)OIego-{S|0up_(I>tUw&%^dH7cW+}weuD1cYJ ze$)NeU8PTdJ3EyZ!L(gAGcr;EwC#gr)4#LfnFCsb=gq09a4v!WIP{5H9E7y20<xjG zIct7bQ0OYNH97KGR0zpTq2{khPfxd5?oTy-xb0wUoFpV9R6~!zNm4*W{7<Udr9O8; z#1iNq*W!xTeY<phc6xk#JSIL~?+dv%T$_<aEA{#imNbtc-#wXVE<?&7BJp&%zKn`` zR3_Xgs>wl7!7}4}#U`=LLBjXo2QfL~!v6j$TsWfdc>-9G2iy%Vt6C!x%@cy;AYdaT zD+YI`Kc{55o`0#zHn=?H^OkX<G2-N;aK7YbphL33-Z2|S=fMTHX1snsEFbgF)`J-n z+-;V+G1}RfUnsdK;_EX9KU`DD=WQ!2c4jGMK|Pht4I#&gc@$O{M)<sUEI$F#GOS3U zpsjN%CZ3s@`3oqPLTw$L8IYB@)6&vn%u)n`U%tfM%Z`>Z-hqTIl=f2SEy!_8MLaj& zaoxC~@n^jCT<>x29=m#q_X3<<Vn`KCjsXkRIRuRBm|onox37Lr9<J9rd1}d26`q^M z{_^s{b^xlLUwHm;A!&W2Aa)h*Z0@txf2XZwKt80d0-pUPgn&A@FIm{{@!Cj%+vk_0 zqrUr4P0X^WkR=K_=!Zk$`D1gs)&XkNzovUL5Y;b0`u-cpdV6w+v1@a!t;{1Qz=IcA z0(<chE!Wpk$!Gg#S8O+MJrh^+*9h?m2*RI2l<AM86)dc4S+aM2*s&*ZMZoqoMp;<1 z*Q^ga3l~>m`}B09z8(WTz2gZ~AJyy{Y23O+qazG*O=NIgJeh^e`Z>DS!=j^04J)i) zIqU1con9L)(m-S$Kd$1ucCGCUl9!9k!0s#q&o&ZH#k1?xq6j#f8f13gp;Uhi!6n|f zSbuD_@Sh4TpJl*3z>zS}pQ}eH+m^H4JLwx6jvl(YBYFocC6Q1zwS#GYkq}Cr$AFbD z@9pkV04%H82{farrL%=s_Hd!z^*!KXbI}~+8xS0ihO$CB_s;Yr4TQ=1xHfPZ{gEd8 zYeX{F0+cv%=ftnDBk!@4gFOa^C6To3IEI$<v9U<%OMmaH)c7COf+!eR_O#~VH>JFE z*_d-R#E7u@(OtKQivgCW?Og&nORQDSKCfz=v?54awb%9@+!T-vp=e<p)3jCVM0i&N z3DQ2B&IiU|68|(CiA}lH!m@6S@Ux_);JEbH#La%#Y@mtwngzl}Xhg)N$p2<F%$vNm zv<yxgU_Vg%gTj&qocb$1noCW4F6@Lh$Gc0Ss4)(VTY?F6cMt>y2L9sIc|TI*zXf$x zSkzVN5?^?`#^<MV|9%1CuDy?P8sA&|8)wrVLMeoEk(goR?mIrlh-Du!$fOBM?)?IB zBGnfPM=T&L`d)`q-{3;4xrvF1T>$a(zuq&3``jooF7ENK#b{}wcd!**;3nvXoZ0gb z-Tv<V9j^2YP`S0E`Eo0uVtP`swY9ZpkTP0J|2x|&-mY7WB7&`3ngUGCRxloUd&+G; z;5N0Xp+O~h1+w0tmh%&bbob@{+;M$gAhL`0_xCBD2L<(dl8&RLFA&ZyxrZKT#U~9J z<rvCtJg7_*A@<UyMzOaWZ{NP%b#6Y;SH5>IbFjwAWD)Yqs7b%ig}PixDJf5Wz=Jwp zf#Wg*)!MGz@cY!OP_WaT3PSgVp%lnsXP_=ual);;MzfW(4@GjXnyRY39e-jcP))p& zCo9=F(5yi_-ZUPho);_ZG!-Wa=*w%k3%y(zwsLN6563kDSL~Cm7>U3BE%#0pl(-w8 zQtPA)gz0ib7YBl0XCl5Be+b%qb*VjdFwW@OXb>fgCY%i709@5oy=qrGt~7sl<3p<@ zrOodAhKz^r=KSJb(;x%yqt#30V`i_mnX<%3R4hlUL@gjyZ8k$=-+WB&=P=5K;1Y4< zY{A}>4Uy5rP>|7@*&OGhd>!_fgVR&Vydd-^&G*-O^RnksBS{;gQ!y!buckg7jvo3{ zCprNOn{y4f70`nOJAtHRCIR=NTQ=Qs89=UeRo3S{Z=j{RVZMQW&q3(4z%nkb`ATgd zCnv{&h!EF)wEWJktE-z2D06id2hpqWaECJHPW4LP4USxCtUs4!szWP;oM-MJv$=8S z18;?B+i(!(dxWmDB*87`*}v2l3{99By}RayW$+d-dXYgMxD#xyK5IQy73n{+bn6wa z<DLx?NyO&~D-Pl*>uez6%E9GAn$}kSv66REa{Z*E>?HNE#v>#0j=v|Z;rh8R=&Yn5 zv3L5bCEp`^NF;xviibVGvZ6dZYO!%~BfF3X^AxI$V6?&ITrdp`zFsTI<p`5Ny81{n zng9ez-o%U3CTFx}4@k2OKwJEGZJ+G%F3y~sj@K}yKFK5sO(c1SR5}sJa1zNxW<1HT z$aExkma)tnJ!Kmi`fB_`Q%2;RqvN;IOKqPBTY<?ZmX<Y;%cW%e*{ZI-H%LioR(?$Q zeCTJsE|-@|jEE{{=C}wBP4>_=#O2nAlDT=>E>s2tP+-Qi1GVc0ho73qux$Q`Sxq`5 z_k1qyPoyq<qO?zqe4$gIyCt|v1?7SL{Yzu=m7!LtjAJSlS27Ldlr@lN2=4nhF%9?K z%K>9?-##8Rdjd8c`?RwlS^8s3MK!LA_e?+r=CwLpT<#1P;W1agc(NxwBpk-I7v>5n zgU5>7UQ`7Qa$%>G%zjc6<oc0V`P$7L!w8cDC*C@sJHTmkBB4Mq`mXHK$<H^Ar-I9w z>OPD;0o*2yh2q}|m&<3zIg48~@m)So-HBa9<YYwplfJq}J(hDkrN<CyS(7R+!Rs)X zEagchAtK8xlL<~VrY4}g_nzuqKF$Nf+Ralo`%smd5}wyGuROGG%5lDQG|?INH%W3d zdybjnsCKb<Gezv%mGR8^lqkLWx2B&2IWl(kpZ|-!k&)Xf9Vg*8z@Ky(vr{6lcakbC zz%Aj3Q^PX#=T@QO<$DP7p_Md+<#}vzD`AQgBR>wiQSDGb`dTt(JmyrJ1Fbk6Vktli zyginMg#|}^w|z%*Q`6dk%WNluxOho4Qoy*Wx>B05wC3YG+OTad#x;A}{#Z66g9L}S z^m}9v&+avxW&gUE*g#VseOywF)4+tfy|lPA9n69;Mmr5e1S65zl#?;%9s3hfjXzd_ zxC;2@S|5Imeh~{P5ozPesPnSi{^1w2Z5QY1j`NR}`ktuoJ|&42BiE=bLJ_QtSd%aX zk|a*lZg$|7U#ZL^pM1+kE@$m>D3RjP=Ss#H9JB}kg5cEwlUgSSCR~1Rb+#b6pthc1 zYU}(sGA$14{uwnkuH3udtI3Ayx>6DnKKrcL^iSXUWm5H8H2OsR;nFv4W$GJlZudyp z6W+R1eTay?qv~TX;5K6Y!&1mybU$V-M>D@szFV^UrHY9Pw=wyf#}AZ^Uv<*rRj3DV zsN1aZKDW1iWpC3-8zm>pfvZ%^+O9<+hat-rBNwE_n61r8maWaimWvyk973bVbhF;b zF+A~|f8Xa1f*(H!x<05@w$|*P{F&eU-Nt05^V(}Co9!nN`lT0{p1UNhzg)C2X%-p# zT+b^K6|`J@@Ntiy0{_)c&?VW|ujCkSXTE-=t@28dnY7xNjaE3(-7Dc0h%wmMRq?uo z&NC)8Lbd|5V|S8<nmWPd*2>7@kcq+O3X`B@#mM3SBnlX)c$=2)^$?Q8ogiiG=_j8K zon*_@z1VS?ywAtzZeSrCtTh!siryxF*6FI@QIRm6?HaTDN5Qn<vrZAnCCgH?8)P|C z^H=Jo>9yc|d99J9<z;CydioUqrCavD6sbH9KZ;@^B1iA+F&xAjeRV93mPWs&QBYFJ z5wz>vitn65q9zhD#KXkw&(xGCD#OPFekMWPBf+s>c6i|sbKc416chL2yhq(i*|_ua zvpv<R^q<_DcnF@%&48@yJRm=)fv0%|X~J7~yyy&`llcMGD9wb}+a2|A%}*_4NHqRV zen5c4PG`PgD_vp#+XXR)P@({YD1e%y@Z3figAd`TEZ&^PLDWZGdXbC>4{eNo&@$K& ze#T(3!`uC~kG#!m@Co&rH8Lw4DTRgZ-3C_RL1mD>euHRm6t}^uqzZ0%|NY)QCP%r~ zJ3+V~xv)2_%Fg%bEyQ(WM5dSL3-m^&6q4pi?0D0$f;FvD6O5|*2e@C#liZarrgF;C z54!epe9!&++5}TVMVB>KE7gn}GeKi)Sy*ErLWCfU@_6%)5S`?q5_<}Up{RpL7Kd*w z*l%+lrT-|rP0F%*6{oB$a~v)<UJQ;Z9zrHI(a?+YuX?fuTY`}l>p5a+C6nTo+S^s% zqdM1p-6z?xltlyTm7_RA_2|dg3Pl83Zp}QE#9UwDju~b$Uwq2?;YSfo+vSmKBar)z zyO&(L@Z7agMkI<X_Z#MEocBRS5=|USpmDFNecbna7S3y`67g5kc&8&x<>RisRA(qD zOp|?aQSArgD|~x$2Nx<wUZ+b==6?#u4Y<_gnd8Ju23+~c?P@RdNk*ko$%yCW@X0At zBO!6$hJ#-dV>GGYc3pT)SY%Lu*|xUs<X|RmV?%3sFsR3>;(UO?8ZTg&Vn!gOWoT(q z_~!CuN<0UnUzpyEz)G#?)ZB+%gZUxTfk6)^=DxW9W3jy!$Q%_3O^azB6ZuS0;Rw>s z&}a409%3(e;{}Z}+fqMEk<(JaUZ^1XS!YsANtcZwP}@;L7qF>*y63cRZP-zgjO9SH zsbk8J;XN2B6l!+mGm`I-(YqcQn-Pm~#ty$W-+^J8!rVac9oO@ZmVC5C3nKVY<gesh zb$Tb->dNi5TsJ&3qIi{SCJSO6d-{~02@DBX5i;K5=fc#Nh5UyuKHg}iu@jKKOBWX3 zzlf9_ton{KfAp)t2QX53_=i7080igzHi1v_SDp{mahui+D&-A()N4!0DSr>6ye^SE zo8|BjdJJSCCA_k63QANa+S@ywA~a(^vg~8q@8(s#jp75S2T`b7SkgbB=w5C&%yxy5 zWeXCugS3-%PoJn{aSFfnm>dH{lc^vlN|Yrjw6`<=uuT2S1!NnJRK=T#%Mom7V@nA9 zhA1DMWWOn1c!J%fo@mtA_!8;S2mN9jy^;LCR*U7}U*aSyEiH|QMA3_8MZkZKA$8_Q z^XSR%H5huESONdL7w`Wv0R!to+!AWmA0C#}^1wC$R9?O#>dJK}hI*18Je@vi17wbr z*mC=zDN}8*8Lx=llZyQDCB@<FQTqb@qUPLb#p6GJ1Wv=x^t1Jf^o93tE!tbCt4G-b zKEVp<ck5baN`xY_R?%qWF0pK}{&48qh0R_1N=?UM*O{qt8%4#Chl+~+IP*M6Wp)L> z(oL-nOH<JGOUKq9H}J+-`(K1UjRsP=AJEM-_bu(=&(1f+SH0&0`7-P|JfZPOihzn6 zR|1MJI!2Z#60%yC1-YxIK0u+j!}?Eyy!)l*(M-c)p<YqprL=Qc5&QdAR#|bXHU`qt zt?JN<a;e6U*Q?|b5m8j)&HIW3%kE6f%;I+w`B^)k(j$tIw4-lH$R5s>z5+e@`c~_| zb0Od6mT>4iafDUM2KVxpxsLfbiN2j3=MnTw2iprI8KR#I_UsY34be1^^1qbSP|H+I zRUiLSFQJ|$QBVgRUsFIMKmNVHzwxd0*}od4DEb1apDl!16gQvz*%|xz@#9VV>IMf} zTiXth)5N;(|2;Wi;EFFSa`1lC`|c(qNCVMj+XKnM1H#v?WyHecY@lD4jg|FyoIS;y zu7dkhPfyWag-s8Ax-dU~#q-))uZO4Spc%~I$gUV`Yqw+Q^{_*gd;x*})6qZ@GHR$( z7M}ctD&_d}_}F6?o@^J&xLW?iyVW&nrJUbEiI^Z+b^r-g3EE@XtikW*Iq>zTwy>D% zKYZ93Rp}4(447gLQfE7#WaN}nB*9?uo7sXg>=3?7QC{9dm>J}qRsDBQbb9wIoijF= z{8>6so{KYxy2-2HzB&aJtNF)|A50_m9^+A0#1;R7s#OT;v^{j%)8r1>TKOGqU3q$b zc5IxgQIctRdgOvGi_=uqs~QVt;3l+mCRu>l{$CF8;kLcmz-%8jxu=>^tlvfo_KX1H z?ij>d$+_KSX-dE!ul0a;G3ovryT6L7m!YTCNI?N79Xf_E0-%vdZFzN-6Pm}we*L+l zrZ##20&?%ccc|p3qUeOT<e*J2LR3`rqPv?L5j^YI&F@3dMHYkt0dY_lx`HPX$HK-| zQ}42XNo=UlkJ_${k5{!@!2FK@w<+Bm<nL|hV0mu3twRT%f8u|^5Zzr}qPBBhxj8w( z>!5?mLyB$%wQ0w<Z{PUMfmx6+DzUh%mLgKV1P>&sUu^7g25Nk-Iy8cUvTdkiA&${z z$%igXxQmxp0&IR?Ygl6=)E|7!c)LAP@qT2xLJSM!3XVq2z6ZZyOP>zHa|{e5310sL zD}IC-fY#u;dBZB#^*`)Xq%(&x2{}#ul(hQ%5)+wd@~J#U4Oy|9H-EQ7qci`>(YD12 zbpBir`s`^S5_KCQ$Rxlk9?0wT^nt6=PfdBkm?m4FwbGVJDGdz`QNsB#X55}AXC_Bl z;CE-Es|ejg-n~y92ht=P;G7i+InO?M3_w0R$cZNDD5_p(o}Kx@qII@oX2uMahi(C) z(GTVSi$G}9G>g<Z`UyeIal9ne6<SBA-QcCDr%Oo=z)FA&`K%7CWo>P3{<k+Qo=UK? zez}i&tSJLC&3?5?pdy_>-;@~osp1z}(?Mz&Om=QbOioHlV#LMthko9vro$-*p5=k` zXTH#EYm}#vuHOtc>%r4Qj5b>VH?X?*ENUDlyFf>~DhhnYZV0uxt&z?w8l3OK#EI^! z&(40|f!zo%!ueI;k`YG@r}DQ(EI#If9F+^reL!hnbm-Izs3yEZ?jDgGgntLeYdJ~$ ze)8gMWBP=@OwowBRy}H1!F5AvQv2vXo6!n-Qqk5}i+9i(3*!z*AA%uhVpup;cBiK7 zL+{>`$a`7Pu4YOr{qzYV@&wG4<(Sx56Yxsvi0OnrJceV$gNcdR3x0Z@Xw+>-#}B_j zVGDzBQ<Ea@wdIr6>PGiFBjXw=($v(H)6lMqdW*bVT-qDcwKs<6<}5G+(0%VPRSN?o zAjEpKpz42@5`#|;1p->2JHLQHm5zUZ?H&jl-lTFXQ`HXcBK>Rk4ME63T_#?*!(z7p z04f&RZBfn5f<W%ldxZfEn0Ign|ALm+3_V)UDDi><U{XMa3;c>%=m~1UMxZP4xe^3i zX>co;5W_l`%x6FbsG=4s1|kNHIjw$2k2WDTm)Na!L0dHqd~tt_dFWpsRgjn0MccK2 zX2=Q;55M&uwT=$f^cFSEFfcHfkUz)AuSyPnEi5pC(VI?%je(kE;A6%)&b7=e0teCZ znCB1#(iXSbCZBqQgq-}oG4zXuLyz~$hR51naNgz9mf>QI-#movFfa}RI4W_efb(@Z z0A_*g?xQY!D!><x%E~Ws5g0eH3$l^h2BTr4!3J!cy4SB?YvLntGd1ynSSCa#<R~I$ zJDA~yc!Sq^qu8kOy)33ag+j&S)o;Uap4bo?I6Ys0+Q?9JU0GaY=A^)118;P0<=*em zb_q|l+p+th=oSMD<A60_6_K)J5WA3Vw=!9o$H>a6z}~|Tr#0`2kfWh1+(}Dsc}%K6 zK&yO#US4!`4vs4xupKsRX|`ce8XFt$0OW*^h`^02#>-pso!1SSN9Pd~<>$|<r-%&Y zGiE_VF(Id<)VoLRLCDC=eA}knP#J{jD_1^&%AY$pIC!D&V$-vKPmjRL&963g`k<Ko zYSdPs9J~RuyKLkMsi|h`O%@=Y|6T_uDh^D=hmnfp5O9s>K&%tpjRqCj5-yhpAe%T5 zOW?53j%}}3&CG3Z9!8-pMo+BTV|(^*l6XBKy~v;oxZJg1c;AB?dkSq-1AOW}c=$s` z+*I@;E;0~i=PpElq-9_*=fq9$=Yzhix3JmGDs|oixuhp%htg;%>FK5UJgwJ3kX!5Q z?8Hyb$FkfUyw<}HOjJ%yUiE()gvDjf7cX20L%;+PexZhb7^wWd(^!aowQ)_j7=nwB zUqL}dHS0<AVR{S8g8c-`aMX|*ZPg$sdZCU}^kU29zFG3ex-?q~TAw5GMq+{S=Jn*- z{|o2NRquJu_5T=met%-M@y9t+HzfZ!x+@2fV2;lgWN`?2GjIqC*A}HozHe#1Uus>% z-Gh3!$Eb+jkmm4gsBsr0OFy+_As!Y^&eglH#y$JK%@RQ91hk%?^b84=!BbE&GBUom z>3QqZ3bS6Qg`H<Ns%?juIwaS)mK`!7I>q}oo1a0GV>Ot_W6f}mmp`?)_o8VU#1|CO z`GM-6JWrmnV$0@R(KBLKaE}`=(|72dN>GL88b2L>IOI9wJFURUTCFDgE2U&;<gD4f zrB$+3yWm627>Qp%QqP*_MqeM=%E56<eFA%i4jHiwigG1rBPBY(dm$uz=;?{Z<n5vC z7lDf+`;dh?f)9eh%E}5!3pwwIXNh(}9Nmc=W&rAEfu<~BV-z~$Q0p+xTMRp#o{H)L z2IB1OeCN@ll23jHhK8Mxgp`B{Ymi{uZ~xJvgJ#7-(?-wYZ7@&%g!*n~WoN4eT^ocS zYIp%HRTvJ*6|gl6U}%Q=i}{1yU9y36>Fu4moV>iE2*vDAS0=%M4TDwoxrl>f)YRO( zu4l=~$vFk;cLl^K$+<L7Fk|dzn_(zI)ehW6zaLFj<R+5H0dcfN6ZIZU=&#VzX0Xcg zqv4t0#PlRgA^3PpTzuMTFhll&hK7a_g~BdCLnjJohbr`8{t?yVqQv>&gj+gF1Ul0l zxbl+Sr_i>>lB{LpRoDVcwR2C`b&QR>C!0Od3&xH91wbGd{3?^NLgW}NRvX=Jwab-9 zs>RIG$=r-lEjd|=zkGRA=obH)J8}zoLK7c<OhN8(>FdF#+5Sf`uLgqd{!OF}2uDI_ zluw$P8lS`?Bos`CxhU~TNo&x#eI1a_v2`0s(0;=qqI9EDxR}d)fG-^9G_c2rP=XXJ zmhna}=TFci-u&!%iP{PLLSHbc?)7JyAh<+Cp!GJ4F2Z~dxu;K`MiTD9gc$=g1fua^ z6OxFHv^Q@uO=}zzmm%{l<#0haGvwC*3932N-}`jI3_kA!nn8&@s!=EtdQ*9weggyQ zfO0`9ckeoGa`TdrlM{d__Zet`np3y{s$j+fdZBBb!ibw-dg-T4UrAsyY~DpdNi;=S z1gTdGr72~Bc^(yWLdQ(upsN7t?*){LP@s+c>N*EwC(I_`KuB?Nc1cT0nhAPsna;r$ z@)hw*M0q|uFwLZVcCDYw1)_`T_`Pl@58T*zh?4vrt}C<6jgWIa-6<&czk*<2yl66F zU)=;1COV!57e)>pFgzZQhw6@o=&IBQqbl1s8os^_DBCGJIXSs@J$;f7{bG7t@#umK zR#gccz~XuQAIvR&VPS)^@TRh|vK1iz{Dew942Z!$*O1mt{Z}&!OiZ;a>0=F`v>EJm z*FgbjUKuS)kd0xPP=L^xJ_7bgHbnB&&2`0S2D1^!p<)<shstB);CPrfJTCC^-vW~9 z!7<$WmBjQS^RwVn6Txl&=m3T+m?la3)nr$;^(NkOUtC=50j#Rr6CF$N2l~<t>B-2n zbDgGPxJExDH{Rgdyw`!~ZJ)v@1LY=~lN}r!RHKDK2ekY?+xd7gP-0*lsv|feX_3*< zH~h|icT5vr5fjLQJz#^TsQo@tFnXpEHM*e3ULgW5oIWr#_h5||iA%wY@q(#xl#oF` zMYBUs2ri2dSmYuVnU|NA^s?z-Qi6HcRj4R_!^o1U?;hi3TJTER^R=>f&Gx>0{`?LK z8bjCp6|GvdD}C^I0w$+)FT>obO7GuR{~*&NN)~n=V`pPC*DTN_n(prDIYt9Y--F8A zn_r*+L%+<J9xqBZ#k1h`GnII4&t6c8(KI*}3y}+i&41JjBEes|+qcDuuZUHdnH?3N zPVP5=Id2Mcau(P?qMd!|0@e`_Z9*q!b3hr+R@v!zy1JGRLewS#rtR@`<5ok@4s7_e zM;m^El+I1R6&VKhs^EwWp$*K@SH$0A2cS;{X;i7Psj%=*&j@K@PL&f4j9zHZ{e6-a z16t7q2Rbpr4~zzEzi5OdPmi{vDX<q3c6N67BNg3sf*;Tr4D?Ba{e!Z6R!m&nr1{yu zbK^YI{}khp#~s5N5o}Pl;zKgBvgA@zQ;R7TT$N2tzw1RS^h`|%N;x4Z`5KDsvdct8 z8I8X@eLyw)n4gT+u;|x@3Z@IPr@>M<ln((9s`gDn5fV=*i(uA~DBBv1umoUVY$_*j zk$%R49ChJ*P&hDT2-sFoWvHRTc~0sGiVqyHoOU3=6KDpP_#rw8YQ4?{%?n|V3iW(% zy`*^iUVDjafjezE=r@{%IH?yu1Z}0STT_EPCBO+qYq4O2PxkL&4e8PAh3%H#Blzx( z*L}ybEOcN3DFvR{lCR_<JP8o}m~B^8SbYw2;Dg4>@WnI?ab`X~sEC4}pt<zb2?bV^ zumhN71Z9t&>gxZR>w8Fr{%x9wX&kl<+UWC8_rm87nX{>|b};|fC*OikCaXW)Cs$Rs zt-$Dw=<arWThDj-Kfm|;EIf)buDzYDwc^<1ubTgS*rl(V1j*VT-t3$n(xXA$sS{=P zAB&kKTwh`i{#<NW-d?%N)8Gj!K?XGC>bodzNC_ST9qW`l{N5z;M1r{1s@{33N<|6x z71X>j_q$6Vh4!woA1!1a*mDIejL=T~G+=GunLh;a|L88^?<)!z`R;YVcNs@fcmn9l zrXNPk`|f1kw8O_hho__(L6j}{+VpEv9i*<0fcC{BZEu*B;y`ym+YWw}E&1Yi{yzjQ z&)$n?-|pO~Myt$laH-D+0I%scBNkt?f(+0Hs7c$wx(KxNhCt(a$!#X(*-t}`x9Hoz zDAvCNDB{F-PXSgbDXDMq?l)=WAh&<C`tZHbh`pf4`37VYrr`VXJzg37HaMu+Gip9= zD?nClY_|MC<3IsGcc^n^mm$8*@EvqXc*1foe1=5pKrFQ+oW-d6E@0dsSv`W@37$<K z822!F5_pjT7ppMT3b37(O3RNyZOlqhb)bCVGP<IzO6BPZ>FGBv(TkK7qw*5~AmSy) z)rH;Diy#1ueEs}co-@9?1TMl<HuV%5$8yuB<D(Q?uOcEg_~4SgcIt}IKnH>eC^OLb zikkLyurAXp2PeExgOmeH9szVkvY(odnWPxZ4*Sj=EkRZYqRZd2GcmPvsTpZlh<4Ek z{n!pU5JO#gqhZy!AoXt%Vqjn}1N**le|xTV6MZAqliXoUp~P2b#Y99z6pQt}2nh){ zMNovu2fZP0=W2U+5ba^KL3EUB@Y-g$H<vE#oaQVeBf}2)=>$-!HQ<ErmTHJJ3t1b5 z!o9H!38$!(v$eJLMQ7*j{=>gO7&Q<C4OW9rf>rod1ODI=vJdNv#mK^oKIriYT=ILs zp{@U1U7cKlSpUd|Kk?;X!>3QB{-HvhFX(Ts?(X56pwxN8-PrxKiH&#{q%Gr#^hm%P zu%S2P-yTXCNo)>mpnYG0{{7b_pB)YeK0ALhH<jkTtofh+8~B}aWM}?4agA5Y5h!jF z)71{t#kySZuMxf2aTgYDZuBh-D&paTLjobm<1!Gu4yRtOeMy2RPz*((s}I119h!dm z!&M}Os(<K`!bN$7DXe<EY$}OqM31=NX885?J)O4TE6+dHJ<>D^)z$wh*db?AZ!Sc{ zAW`=rD=SC?ges&BAguR$fHJ_et}8bh;b@?!bI<>57XV^|x5{C>AG%K5`PkW)=h4Hq z*#Vaixd2R>$btco5io);j|C{bKFDvq+qm37)S{Y&<Y*TxVe8&>>3{nuNDC|l?N8tI zDdjtNdawh~Igq-j1by0a9X%RQ@G<WKE`x4U(8J#ThLgC|b-<ndik!XXI|wfwAjwAk zg8^@okoz{E!r__&I|6~X1ZoUYkgL8y&KB)BUBlA@nhyiOYIQ@lEP|=bDr9&>L^U7G zn@|4CJ^SZx3%T+#%Eq6ewF^euZDL8?!r|2%G~!GSkSdVE(2QM%n^y7|h~sS2<X;$Y z=8y`s{yn$@FGCuA<L}NVVk|nV#_RMQj8al9j?l&+*2YzXo)9X9H^A*%5E`auLpqG# zY;IBf+G}It4ITo&`R@?g#0H~{BpyiDJRD${f#OpS?ro_C7|<9C3S#j<mO?oF4|Fyh z@n4wz_kFzB#0$QVlTn=Zcli4Y{aM+(?={lX&>1yUsK7XK-b)01N>i0HBx}C?sh6QE zV)Enji^Ldhu&<(~w^IS>Jx2MhnrMk#<ptp6i2gG#1XUhW{!t)p(8lpMJ3IS2<O8Xq zFe1nl;iHZG4v%5{!MJ+u4@#|Uz)M`&0@uF=Mzw{XLk`&q6R*0up#ABOKa4>$FF73f z62JB_@#HCSGCoz94Mb$Z`m7-FsbW7z_wS8=TdJ^{^!*f;en6tFps1+tIMbj9S^9Pu z)FrE+(m%Tg(vmFH9w{F!=Rt|ng|04vx-<uZo^FYO;Uqby{}-bEDku=EXUBUc*#FfN zrQuHhVq(H@5z=M~NNOELq4!}=!eX=8kkC)0v!~}y;q{SPP*k^JbmJFT3jV);|FR;` z;F-M|CLEwg0rPnKk76~XM33RP$6>a?o>dPG4fQM>IQE43bObl#aN&uah&qh?FQK~> z2C|K!6O_K8;7xAHG9VKT5QX;+fqLw0hhqex;OROjQh$q-Nw6h$+OR_4ukF>;dZFs4 z1mMlbC_wce*8lJ6{;Cc?yZ{1Zus|p84D@;j;9<wgCXxxzY@UUk{S>pUwDr6&97e@J zz9ZxeU^b9R5AT950g8Ol)GaLJ|5A~POG_(3L-#VYw^X9FH4%bJPOl(USBE=m7vMn0 zq4<rl^@9qSMg&~F-G?0)vw?bdscK`j&4CXf^eiT#74AP60IDSh%WR6k*tu9vX68>$ zV6k8T{l!(5{tSju(QF*xBCvypp&tOm&C35NK#4uJ9YV3t*n|WxO}P3%g82$L<VczS zsVCZtQ(`FPxmI{_yy@UCgAir!ee{~={clG7G90;KA`m4-BqW;LKw_PO5^C}j>NG?~ z3JUEvpbuB&?C0&>32{LiByr6Dm|SQ>SZz2xQisxeFyFZjM6(gvv?ki~^HXOv$l5~8 zMg)U_b&LOE#fb8>wRy*<r*{CrJRl48MA7-D(BN0CUlfVTPqdM2V}KxrgFsPHS*cf@ zDhxdgt*8$H^{K}g`~-|LJCO9+N@4y7nLPgC)=ZH&h>e&CwA-!1{64P)P!ClQ7id}X zFf}!;-xGvWVIJjR4OUnv%EH4)OMJ*W1`pRpdj|6~uHIHv4ePfmM;nc&U;~eFY^*WC z3TTt?o?4=4IaD!Z$UIt3?n!8z9;`2yNng7rgAawYjkR@t>A@{C9uLXog9QlTYcO#+ zJ8XOhrqyxvbaiQozR*Mkv*KAOSsbZ7kooQH8>sG?Dwzuz0xEBfPBUa|`PL29F-AiF zb1hqnB6ICr!WcJ}w>z!c-yabO6x|OEQI!K8U{w)U7WC#wU^Vkl8Li>R535X|iV2^} zVg<-$=8x4)Go0td1-&jDx}{n?iN`on<C!x_s!(puDEtsW;Waa=lDgSep_2bibE2c6 zG0aX_L|um@Atz&HZS8M~;2I^Y9{BozhKvEce?qpCCG<^k0Rwgyw#FVh8k6@CL~@6r zEQKh)5xxF#ITR9yzRN#AmD@w;EA~6xtQ~j}5|T&_jiz<(%j#aSU7tY;Ec?i)E=y8K zql6pC-Shc@SER@G*=5nF?2_~Wt8#%qiRE*RQUexd13vy4aWN+&ZyFo@s>8>0&8y?? zHE$MdHXOowS++wqZYqr1ktww>`0Fd^9iRlC!xT9_7y1|Q7T@-ziVJ7t<jA8F?n0*e zp~QB(Z9$8WT)u4gy~-{&kGrSLZxa<5JfIK(X^b10-`sTS>g)6H-Ud<@!d<`K?_YR9 zGMiVV?X#i6ibwZdGx$hznx$rdx~h<1H^6r~+SzfrW$B~?ViD(Ps@Lo)Nt3y``48}x zu9&~s-+vrGWc#>|8Qle_^SljGemJ;*&G_6P`qI(SnH-}1KGVZ6dP}db5v>HNp6>Mt z&!UA6x!lUm!lyeM9iZ7i{0_)oygF0KDGGVdKrSEw_}$C}LRxERPmNR1VgYoozydvO zkf%ka>*Q){wM~VVF&=Gz-j@qQ+2C|<9cnt7n=_=x#%8Y#W<Dn^3-!8T){x`!v;<NY z!(7Q6?Sh;GQqBXPbK2)n9d@JfGIbbgaAGIuj_R6p@MP9Whves@TsfLZ2mRNBJVAwA zBmizmI<PVYssS`7r=_)*f-zrQf`X$wpjhO?&__tc!K<eRcsC9rvYp3#8^!_5|CWSm z|4JNW0v~5v&;mO2V13;0-)_&1DO3#s0uzAIT7(3u{8?Z_J7D-%2sHiE(*1(|mXbjT zPEDwd>jXPd5=8EL$4UMHNJ`DM=2u|zLX%4Z<cwo(Aci%dp9du_!<xMkBps-<JoN)? zsqqcyx`M{RiK)r;H}BpVt}HFFf|^`410&J0`ntQd(ebxa57T_uenNk}U}zWmHUNEp z{Q$K+fpLvS8!IoVYG{;>*)76YUrxBF2GKG8J1BMt4Pa5H>PZ5t?LZ+Mz@*r7(4z`r zd!2w@G5l%rb`?ZtHA6$gedtoAqbOO2iR1U6wMz<xW`PHI3$75L|AeU9qT#f;j$9KF znaI*FT0)ge$T$=^I5_Iuo~t4-Y3)5U9Z*Zdg^($vkvR=}XZk-K+`zb6wb3$xYea^2 zodrOaR|JnH*$M$&-%ewq!NWlZrMTe@>ebiR%Q;=Sv9@<6c%iiUa4G~$h~Y(m+X>Gg zchUvLtz5&+tzwSgM$_x@6=4S^`x6G}&>q!%S9Tu?VA}t`<tBO#qyK~4be-+^|C8MG z>3;6;>QBg1Y;YiYr+fc+RRe3cB?1j0nlM!XZl=+dHE#%sy8v06N`M6><Tc}AperjI z$OrS%pNv02-ws@2`t*{%Bb&hOb3K+40y}9J9H^hrt~UW?UCSrP91dQ+dPS|v75}Mb zch~J43}O4q$qf<_K;}tNzQrTH2Sh4WR+XU2m+Lc)wV>>cjJBv}YR*INqh#fiW4Bf) zX8OS}aWWY9Pl5h|zJhn}-t9t}Ufl?@rI|Q$CqQDVnIV8-n+A&@vOYV3p2q$4|54eM z#x-$m@jD4iSONnGL=a&_kQ5P=MayEt)QzZ!v8|Ctj3BZGkVQoaPGKajH1ZIN7H|vL z5-}`BL9r23@L9E@EEZ5)SR^1SqKFIcPPFes-<Q{X%lyvVIp@y3=bZaL%RqH6fg9va zM6p=8hXZ>7G|LnUw=lR-d?;}6er5PxWy$uIzPB-k&tOl?JydVuG0NGnf$q`=xSF)7 zSZrURPhe;N-B*6{r!~>~OTwyMD8ytnwDGoVM!hSn!4J3EUvkNY$(l=*7@5H1u6zvc z^;;fiU6?)4LyxE6rTb9TovLC&IJI#Z?88@LYPs()EJ^-b$F;)4_WT>v@Qdtci~jVO zfXHy(K(co#-0IL~w!Qnk$Pa!Y_$`Dn|Bf}yrf?-?C_EcIgH;FmCt=JCmOn;qgTBKp zm~tZfbL)o9p<!YBp=G^suE=W+YqfzHg&bTuw-I_99Y+H09R3&7woex%b*O|M=JFA( z&wz~!?Gqj3>MUbfJM8dQg6nW%tZj-ZbSS^#!*@LX4xiIjj)RcvRR<Qc&ro4CYYqi= zu)c-S*tQ_93rIZO;~hK22ll(#0FONrE<5oTu^bL@udA!BetsXDdX_wh8<3h>;|NPq zqAK_n5K;Zm7hK-B?aCbZ$PIZ{LN7u4v)Bap0DL|*_^&uyW)YBc5xA*?U9VCw$nk6U zU@`zKh~SSHL&*{r>PW3&MU%QZiTSVu-Aqb%gOHu0R}xsNrMb<yy=V4NEW&BK`Y3DS z%`(Phr2A_yOxvX`rFBQ(OUiny_kJc=^f>EHy9xdpjP2!(%U1<E62oj+yhm}k2I+ER z&9#_Y-I$FY(?WHHRo9Q+0NX-#?1dv!V#NvKUWHU#1Y3cnpxG5LPTtan!AyUch!PZL z4YRu`vQ2gHETsdoU@pYn$<cMUcNW^T8T&^sDPtDij`Zzldaa>?zCrvez*YY{;kd#1 zrC|CuZ*HF9q_~ENSV9;0wF8RReTNI2jdmwiB^R}?U>El1<{?75+V_(bnVSl%yTWwA z2qL#52k8oH&NSjX@UcVw9kq7g?VZBT=k?jVaZl{BuF8Y2>oi}hJA@k*I1>C9n_-(8 zB%z<+JvY|q<E*KTpWs8C%#}Mdx{?~_+(L~XqnTNYAN1fm*Kqc|7K9NIylDa66oBtK zfL0cx&F5=GwS{)%1%F0>J;`EVmU`F&GkluhC5kUG#h&<LCvworOw_bX;PoK8ePFjK zK0lcoHrl)l#WVCUXFW`tl<MP64@l{}(#P_+a(5E_0exxP@ebaXn1RmOkJf+Lvwk$u z#*Tc2k+IbW-5p5Z!Nm7_Mmda?Cir|uQZS9oHN(^G$m-bWjsnH`MGVXyq%peJf(pO` z@0T&6T7KT#wXu`gZ3eag7DMee|F9nREHE{M?xw980k!ldx&nUF`TR}g{X7(}ZSdCV z`D&JgU*|z5QCFC|t^h3kBXlAkndB25mXh?LKwn6chfmdxvALk%tzGIX4=Fc(28`;1 zZ+fmQ-ZqA+?7>vs1WVvTEGN;6yJM9&JN&xmOz;};2XpfDy6bwCLz~xvu}j|h3AP>c z5vhUj*Hu%^<*pSkZit3YU2ISPJ)6b?LS4dmO`XT~!VAWBvTQgvhe|`dkg<9Pkso0$ z4>@!u#EFm;zCO)2Rs@De>$ugkSD^AcCye5_+Y1_>S=o_J$YrE`Ffr1dC~A8!EsOcC zQ?*l>!jg|LeFk>(qG<{<c~QA;F&I0*t8H;8Y*{+;!j6D>TJf<rER9h7>X$YVDR+F| z8y)!yJK+aV+`D1m>Dz0Ye{Q+H-(Ng{84>jkw^I2t)<ibf);^3VI(O-Xwu*kPJ0~4! z<wgi17?@UTRDXJD?$k<$4)w8;ZPDVo*z-0R>1%YvS$<T1HJo8v5%4uoZwa>`wgLk^ z%#r&vQBfN;Yh%NBqsLx!+NJUIw{vC5`-kS0<y&Wt-~Ac@cUkqxEZ^n78pA$HQv{{M zcAh6@mmBW|$r+>T%AKJ=_M{XAwg_th+q3n+!ItZz61w6?-gt><f;jc?O%=%V>47g% z3^fHC*dtSP{?JxQNa;v!^M=wic}SdLdCAm67s~lgum3!!6?38UTk%;=io>nQPzGk( zU==#BnC+)dcDkk9IGQZpoq1;88#8<XzKapFI6pus+J3KUTg}HOw5EiB>srF$S642& z-)Ink;Z@u=9`_Dg<_u<n=UM-iW-5@KI?fZN9)kO-9O3>lS(VP;9_sCmat21v_P@T| zI+SKYEJixNX8S$O>6tEHSNTI=pVNBt$?~E@*$=>F)j*2E^&OB`ii$y5e(xh=U@|Le z2zk=3ytkz!^$#Fj+dN&6z8dm0`{WA0LCKl6nxrBQu(^FX<qBTWb~6n)Gq87HFe_z= z<dYid3Q42I^gqIY4!-Ndx^MJk)j7OqTc4rj_!2K77R1v|0!8hYh8Jy)<XQ<uPJ;x> zGdiNW|M5V}(y9u;`2u^g9H@n&u>8pHRZ#Y;i@<~<`E!=%Bx?h;)M_0KZj~7%>OyP| z3|LP}X90b-tn~CZ#<|U=c#|dQHNo|TL%+X4h-6T1bImHh_t~N}=b6BfHcwlnRmL5@ z)9KX}XdoXlj}E>%uLlD;LZ<)Z^+R=cD{4f)by>_~ZmA!T-BUkG=dYWyh~J=iEXb~^ zt@)U8EHh=WY6>_Avgu>Sz@aQ(9bzetNj*KYEZz?U(Z^UEM1CyZo{*L(3)|zUcAgq7 zcx}B1T11WVi!=Ful;b}oe(defI7&(-hdYd*1yR>)z*`qPa%PpDb6Zb-uW~=syH*BA zYnYT_P&c`PqD=wro)Qc)b$gQAj}+Eh=(dtOBFLMjGI12=p)cJjg`1dzzWizA8YyMr zO<o-@Xn0cuiJn?oR6$A`NYo6Qo{v^GUC~*GH*KM`?-DQUiGOKQ9Rn+4U~iS%H<;mq zola2a-__SR4x0)JKr6l9Q0PE-l2RvNM@9-q$IOv_qwd*&4(5^8*poE?DiTAEA)$** zNvdf~25OK@du~R2OQP|m@3sK9Nt{VU1R{tYG`<Ec>RN`Zx<*7v<tRZb4OOeazFCru ztGE%SxDzqK;})lQ_rbcMmE0Mo_*LX5rX9%(j`K-(CH8|1Cz&M!>jP;E+2S$_Ye*i% zeV`nI33K3FK5yIrd!h^Son&FwFOIvz&=;fiDztE&fw7VngWhFF@4Sx74?B+}SBMrP z^CB%%ygm}1FHP2)iTpwO`3&Yn`&=g({30Knuuz`30$R=RT3Wkd_jYd7fO$CuOc`m` z!CAAOTwdEB{Rb5i&s}#mFHikKo$9xg*_Q}7><<NKvz1D$$V%N|Pp08)v248~#fZ6v z5w}@Mi<$4%D2EKe+SrGyeCj|G$mVgGAQ0)_;i4179bwC^JIPicTlF}P&Io>ltcQGl z(Lp9SP0+l6`%7JBeHbYfgLK{J)1l&=i11PBt9(F?9u@%JgET{-w(M1g%L-Fs!W5rH z8=FiRaa_4i8%JknqjTu0bRa=af=*+*s-w0!aQKUwz*^jlEYOq^;6t-(R{Ghf9)tPX zQr+$VZj=rP;zBi%iKJ=SF*(|DzsS;d*9Gk5j^s&Xna*=W?ic)<h!AfC!w6%iXZ7LG zDhXV)1KMiy>u|afUh%~wZ(N+zQ4jyEHi*%ndvN(~+N%jwz>BbfCd~kPh?<SoIZY$% p=gWU{TmPca1OoqOjDJF0KS4K&oxH)|#3%;fFJNKdf^uA#@gHDhzIXrt literal 0 HcmV?d00001 diff --git a/figures/d-cliques-cifar10-init-clique-avg-effect-ring-test-accuracy.png b/figures/d-cliques-cifar10-init-clique-avg-effect-ring-test-accuracy.png new file mode 100644 index 0000000000000000000000000000000000000000..3828514a34647ab3974d2c21f69cce7ac94558de GIT binary patch literal 64545 zcmeFZWmJ^k7dAY@(A}Lww}garNk|A1(k&80cMdAjT_W`Z2^A^n9ux^F0SOsOQlvpj z>N)s-*8BPW^nQBR!o{pvxA%RYeXhOtwXeMou@80CiSX(1ArJ_WriQ8k1cKoYfk3Bl zvB5Wg|LchZzodQD9{WD>c;Xvi>+J~9vGw(I^YC?Zwqx~o^!9P~a2FF26A~9-ed_D$ z>2pt581esHAmrigBur{J)Cz8b=c!@p1A&m(-u{EWRVa6cKrWIrRh0|_^S1K?LK%+F z`xdPS_#b)oGkd!6t8RBlLX~DnF}}Nf6<`p-@1uU`ABlnWTXa@Af)d|uPi~NuRZJO^ zEd^7#c-!_OJVLfy!(W!eeDLHbyknPhGo-vtoq1e+R6J?rKc2W^@Z%dH`$a-gpHdC{ z3=r{c|NEdHjQjt8`hRZ&H7ft!SIr{5&W>&K^BxHzjUwyZ_Ct2|LlwQRj^mu`ZtcvY z_0GU8dHxBizaAkOaHW5GBD*B8WOzD5ha%{G1;uK7^luMJS4EOmDA6yeXzksxPq3%_ zv%@jm{TVmR0wOr?P)IF$<+a7xmHh99u?EI&urykGJ|sJmfvL|cLBtipj@(G^lS-=l zPJ2XOb2p{7CRfa91Z9D)__x~zJnt(iHXOYz25@C;6l_TMB~K4<PyL_7uROu1a17d2 zbxJh&2LN8EHWyB2T8#{KV6RtRq1lI~1gc!)se7NMoh$x_kXAfSw(SIw3TPV!PKn^C zr-wR3p}dmB-ci`9&Ea>a;lHakM=0C)BnHM%0<39`5>#XX16n^Em=}mqXsia^|E-td zp>J}&NbhspwtIbE^l4k}&@aQNsNPo|NDm}Iq#Ek;ml~u0U75k#TBD*|Q-N{X@Nw_n ze<Yqb4~g1wws)mQE<fdz|6AX<9M3y>|9`mV(c0k6WR$suwLWEO{M(vG|9d00|8GBK zP@y6J-eI;EU+q0oA4%dlSNZM>LVh<O&`p-n_wal+b6X_oO&7)ORlL~7JmVy^6JI6L z3=I*ycbHz`ys96b_<A)p)#}~#<|_XS>vBzHSbbgB8+$^yd@i!rc(=(9{lmWO%ja%& zbVzNKs@%Wjr`dma*u%=)Sn`k|-#>zucdU{0Oau`!(2-9@g2RCC=AYbsbsmyhSjW8+ zZr)@m{lqHL%J}}<zJHtY5k*B*@vXHSky)>@F>X=M*<`)^)8-LW$2geme_`Rv7kst$ z81>4#V_5|&C;ag7vI&d&tFj;`EfIa&+pYM6|KVW?<ACJ@8rK0*XY11%E*q}Oz*%q` z&8WEy!kRE_o`9w}Vt1LgJ@xG#ORNwbrvIdG-&`yC6TTWBvJyEDQ8<JWeuG@9YJCVJ zl*Q9dj(#2=XXCP`*fVKU@-d(!qz(T^ERXOq?{K5dXJ}R%`XjJKI|2dB)|J0PVLF>( z^4<RSU3^{V@|qeV=Ogn;MfQpJWl0mGpFfCyYBj2ciRKfhaT`FBm0;dQxh*-VKE6qK z@llM%#J^bNM)<AMf1hscvFZP~NaJpe7<}Cr)(I_uS;a>`KZ<uYZ|XY<>esH}^dXwS zGC%ak_E*O8BYXI7`5CgtJO<cqNw_V;Dc@!upa>2;?^vl$w35JQUVdw|;SWgG#&68B z+u>HN5#;~yQ%mB1pwuGgr!-|E^Ok{KMV_YY|Bjwr5hNmWQ*k!0;XK;ReQI7aY}h>| z4={p5n{=sdzHrUYOx$U#dSv|H7m8csY1%}=VJVC)^Qn0)d!%ducCw6l=Bg8E=MGk{ zCCi5YgjXdoXlT_CmABYjM6E0Dh#5RX1dT*6%VF|UzAHi0O0<8uirmR_;rqWU?`W1= zk+}b2&KPC4M78w9Mr-P7Ni{T4O}QZ#y3+3^YsAIjR3cG^&_T?NPIsE3xMOT`OP^Kx z&AtC+TQ5A5*7W?N?3IBH_Bc8B)yWRys{#sf%G*dpNytx07hlizgX;X@74E^;4h9mO zItso<4_aQbCg?-FOGxOFyR{v+xC0vI=_8PCSIOQjAvHK5?BrN9HMP@j;GtOgZ*K+| zc2h2PBIQyFyeCN6P7T0%^ABR(3Q1-#$-Ht|r31QB$h`{fxU*Kj2Xa<7Go#sjw~ZJg z4L6@me6AuRv(Le8lr9yT`lu9@4`OPX81Nd{hh*FqL`oT|n$50C{td}P^fb;4F1Q<< z<u_hW+bMKkVOurX)p_}3Wh*+c%*<VdOk_(5Q}?j3@`7n+bbTf?uYv^rTh{b4CavW~ zPT*AdR^?Hk(F`xxAWH!5`>a9UZEP%4g>dEFO5$7?y3?B#iQ7D!a$psoV)2m#Nm5JE zwLW+fy0RWZRODAXH9J)<l|`NC;F_r|>)O@(xx0~p3N0^8p0o!uEJX;iG&N35ZsbMh zH<u17Br^VABp3tCQq?fQ*D?BW_6ShY2cDi!a`iGA8Mo5D#+y?Nc>HA~^OD%7@Go|d zBd${a_<AU6_CH;VCn9i%Cv42`O?M?&4$P#Tn{;tpTUr-4ef~J&L60mK{bUu0Y3;)| z6^4eGYVeQv`d(X8CrfmR8@}qrH>Q5z%KAlk_)Ero)soi9PkwA8wRV3o!+$H^S$>Jz z$M$n_C-vbh0}9sPUzHj4%J8jOiL6)nX^=HLe3#lrt5(fI=I3Zp<p<8`4pXbL)OC!? zc|m4kq3!YbuQ-Pn+s|WWyLXM}mw~0_KNcR$8qp&;cN?X4!d;Waq|4s)by2N5`X#)y zqf*n)$gELLWz%@-7f=!~OQR8Zd>km%99YUd(@6#%xy5c@zFZQ=U>B8lx{2S|fSerA zJM$slA*lCdlPq^Q?BKAFjv4AP9c=h2WEI8+N3OF<r^gRiDLVRV3s=1~zIF2PcrS)} zvlxgO6Pe0NO3{umoV~3~G9+!M;=U{ZOW3c!@S@KoWMrqNBI_?&shVYAA+5QYUnbIj zj{e_$T-I?W-7~em$2}5i*&fW!>vdu-b822SJT^cb^$(C*B)!9U3~E}<l|L7VmAwDU z!dPT~#9Y?eWL>#`=SOF_c=f|d?DaHqFBW@lYRYY_(x1U=E*f|(JDNmqaUNrbs_|J@ z{`p)8pM9UYIPrQH;mx3_RpNKI&`mxE?_-uLK^&93$*lS<^tB}WKzcGYZBA4&(-dd3 zFH8F*$h#2k$}TxVvW>)TA=8NZ-4~N`K`NvF-2%=}xvA$<J?A1w919z5M)Mzd*6<Y9 zS-M%%)$s9lH$I8K$O)dznvnLAFex|wWAP6G8B*?4zg<dH&AlHOFAqC9{*>sLpCa9i z$$lELL=uCu<-7#j?irO1A<O5e^t8u-uQu8{R?oSX^vs!Xj=34r^EFYr4O~==c|q?R zBt+n7dwG<zvmKT^G=IAwR?7J=EyZb@HH%v|S1P%Pj~nz*WKtp?MFv)=5&mG^QRl+o zhFi6m*H9pu_<2c<c|;*ISY+N5q<hBq7E{T+tEo8?_|$OipU$sjUAMW$mzKORZw*Xe ztj>R&!SXq?APFBZi42UTmk-SGo5o5$l`4!`H0zXBdODlbhEbt@?w$yEO8VPbjZ~+z zRhhWU8T_0?I2WiiQU+#byt*i3wUS0lBB$isU0I{(nATc`i(70Sblr&g7mM>bW->?p zyE`MeyWndA$#}zNU*h2?bO1_^F8YB_ByJ`JvI7|%i4(8ifqxs|op&=C(90>j;-_EN z7M^o559-%5i89T0(`B(0e4pw;f48H`<iYAaIquf=9S$i_saL86JIr0HoH~hIK?)*+ z!23Un%#Pe^V-y<30zudFp21|WWK9TL$k%TC>bbzzA#39b&$Ck2GeN3bTwVQSFxhsG zKV)vocbb1TT$FXC$}AY2mK?#?KdL`Fn3rS-iFlddc0u^6O4=Vw)mz_0{e6$5YWonC zhToav7qJi0ziR>e8o=PE<b^#`6dV^_u14i@rq(Qyqnofjsh2Zbi2@r^lu^fDceK9p zOO}0MTO6O`pPtN95<awTV}dg_**fakJfJ64S}<tWQEGQrBha_Mc!}YJ!N8h+Z$agL zGh)g8P3oO%O4aQ!{Lt9^#|D%kA>@tK<h-*#NXfiin?pKP)@dU!LiGib148~K+W`p3 zwNz5nWCUbOdmuXcdsVu?&`nU!q>EqJ+dbS-%^$Wh2~rNfB2)m>LHbkemjhX<YiAq_ zVNErj<!G)tgwWZlR1SZ0EZek)WO?AO6{&q7h4Yx9885I>M@h)eU&mp#4?BkTovLjA z=0ZnWLASY~+ajwfinEDL<JHxJlDEGoR96Gy^ZJVkWbB8YE}5<B{6`|HzW=z-OWymG zVab3)xP<<^*E?=S%9^szPE9|Uz?f%Q?Qkqf`ESb=72P|dV3rheu34zFsVGx3naqJ@ zr?6`jT;Ac&3}yhs{BlaQX3&}$i+UC>dD`6T40U%gW8zXF$O86)Z<AgPh0ndPVP(6E zUdRSp!LWiY_rmU{7VNRPHc9-0-LMBfdsYKMd514AlM^^Om!{Nx`z#Esn)PZa>f&sz zs(9Yli1iw>yPQ!i>6Scus>2FsIOXZ9qsaIa$*Jnd_|)(RTlbR0x^SQH$Blmm&=ZLX zaF<a{`3{Jxb-b$)g9a4U*`K|bj5I$w?_LdFlVDxTM895_`$5fq9yMUmG7|p)Et!=O zgQgxBbCuQ(=i0}HFE1$e=458!RI$4iV&##1z_3WpKV#LKK7g~Ym<6A%rycHw;Sc>f zS&&1UB&~9||8jR_r}{NP3OyCs57Kkvf8=IMgWc%G=+q{0!cc;R8ctfV*s3yu-}G<D zB>9+hCm2zds;>lZaIsp$voTKLLDr?`P;O~Obx1TD{I~nIs#WK<Sy4Z04}bPhCc_V4 z->18ogYtb3Fy9wuq@a^BFQy|yyY=FlB_ny~jbF@kHXunwPmf!bqlV0D-_VnVXm(4I z=iprs@pjYjo9-1DhEyk;fB&|6=RKLn1e~w@a{I&Kajwov`P{fCD&hQ3g{rKt(Jn&b zl<1u>m2UinHAwyh`1@L7#WSCFA1q1t?6kwk<(ofy<%P^$xw4*<GRPzydCeXbK-TXi zJ<1*MTOZ01yEEMgwm?j3tM+f|UPPgkx3kKGgwa|-w!ekz{%4cz4u9w14dnZ#8}a`R zCtBZVe_poC{~DPrFnc_!o>g6IuG^<FY(9=UxH${G+VsiZZ7eDBYU<^ZC~q-w*U#x| zpKAJaQ5>P#MRV=_D|pc<B=NAi@WZd8-C>5;QFV=?L=PIvoX@H6k0Xqi6xn+(co*UV z^1epy39!_ywZ(JI9X>FzwyveyufCc-xISDnU3%5acAdMf7hK#qBhk=v;o4EYH%L>t zsd-6yXON~!edUnelkZMJOHz~QZ$skCVz1TSvBH2>=c#Nl>I|L2wvz4XsKG(<c!sak zLau*=tfn3}))&2VbGCo<<M4hT`rC}*)VI})yW;oO5|h%~7t4zV-nqDWzo%y^fB!C4 zUMK0%rqmzjPw%`L-!n$bCxx)&y%!nz0A&d2WNt3Vx#!6whESv${F?P}Y`;Ow|C(mx z_mRAdnbU&rOF{nxQ#YGfkteYt0tYBi{F5iA-mSK+?X%AcPBh&<e#Pl%Raf%KHOnw7 zi29WGRA|$B(^9k~;>+^g=s%VpH)kRrOfyea|2p@ZoSdYiI;1q8;q026$Cbr*Bc3D7 z`z1B9m?&Zn^MJl#>O1G%2?~H!NGH{)b4}-nIq9BWN|f_xSv__04s`l$am|n)HEloR zab@e)_?jfynQo1rY3P&n+soDPui@v<N+SmZtnDT56y)WFn5s}LUVe-bej>p7cOrBl z|6aB=jl^_ZMfG?zVv4p$!qu?u;8mnyhGWo9=@HMxc|^w5pGY?``7h!U0T5}&u&1=O zWJGTy-`IYCBAzgV%lFsscrBA~!P?F+{145(agD=7`qTGTZ{}BM1YK9Nu?Ei^yG5T2 zTlYRIB@!1`Qh7v?s6(8nbJ#TZZS~tPsomEXQei%iYrz(M`@R~^;lDiEVZ9RCD^&RP z{a}~<_Tjs;*Xv8PBwZQFw!v$!hu)e!x8^hX9LT>PoY1CZdf1tY7OgINKcwPlp4(@; zwCsGg9;VhMeQY?K`z)I)FZ}aUdWnLUMJrDk4PaDPG6%W83Jgt5oc=KI`?JW9>=&&_ z(X=KjNc4Wd$-}&q+iA}FG*tg_iaCea(3r9m$7f;1nkXXV_Z)k+ggC;)XgA2Q?QR82 zYjB~T)-3G%%?+`6hg)x7`S^FKc4yQtnGL<*Wx?|IM;^|Fx`i7ZyI<aIU1vOQJy>4T zVG#6in{6JjmF1^l6A(ChHT~Bp(3)1V_$EGp@!oE<Th)ZH_jt_5LixE_f!r?6#KFc- z&h#FuauHa>>n5^}ds1s*3toSd1D(cBvO}k8emBnZD+s}`WyNh(_VV_wAzWj3T+(w3 z@h^k^z7ZaxJveGlRv)q+zvE(RKM}K*IMUzC<z$%tnRRYd(*E(U<5z`)a_bv$qN54k z)tZ5crn@3#-77`i_Sz~red2*~-sbBfL~B+Pk9Uv70eb1*f0ZK&<8LQ=&Ob<BaglYG zkmccznqIyz`j;dh+~^-qW+vYZ=gJ*kU#3d#|IKs_UhiPO<3p2F?sa~zD!?OYr8423 zQKvBdeRp!iAlmGFVDYbE_~kdLx?kDHI-k=ZIz;x};y-yWrg--*Oec`~V_(pDH^<}5 zXHBUjaXYma%z@orc`M^nx)?(Kj848)%C$gnu$q(p&<5>eHHtii3WFq59Bn-N<phD5 zmpBs&^Ix8D)BD+ZayRw&*lHtL+QekqV#@sr7S_aPiwV)sbJh$s8-BKmk0zUUWU`m1 zyf+SmowcIZ`x>6*mP=E<Q)KdMK8-?<9CeBwa64s|ZP9aG{izhYcYb7neVMSDa`U2u zjdO2Q@JIWITWy%iQ>z>q!h!h<{8x#qU(QpW<?_6nf=>jGFRB&sHumibt`4*2`ym}V zdkt-{56dn^kRoLm1AQ`GiV}Qr<3u1=lA*>lp3h|?6?#5*(|u`p4^w5`!OX+H#Jwbw z5xJXQ-a7f-p6sB}c^2Wi+i|XewG&;^V<Bs=#6}g(kWTJ}X6@)2cUDf@O^5FaZujW< zs>~Jcuv&D#toNnMY~*z6m4Ma}A9Nb{7oWaMq<%!#Rc$*e#_T$~E4GyVEGd~EYrCgf zV>;f%z_n9!)hB{#smgsKu8cwdR=(8eDtZv9PI|K|hr&x*kzHl>k@tiiVqXz?vemH9 z?yBl%P&YHbw<O)m!#Nn~_(s(3V`ZbT6u1<&B(bg9#%2fV{`+4EvMIekn@RiPEn{io zH<LtGfBc)HG5IsAMAq9JKKV?r`iS|R%Va>@y#_WFpd$%a5;Tq}20vS5G_Y#$6-Fn3 zQtms|S{uX(Qpg^L+2*GpUK(P6PZW2GU8NK}q>bgSZTzM6BAqBsuO#UC@@TwGRWT1| z3{@PV`fSE_QXtMQptYrYOleu1T`*#`GSj(<*`>gy`TnvJ%(*A^@_ZFgJm=Do<<6Ms z=Rb^wzpg$<Of(WXTTu~^w}y!!E^uXP1uC{y$pD?jx&N*8sX6D)w=d!(QB}<>BseC2 zEkC@#ZIz3Blv;QpI1@XbrvcQkIH6l%{oeDfd^DajhXwW=iR_}_C(A|;*8LFG7<tGg zJ8v9VDN7no_HLqiTV|b<qTH~YSD}CK$LBldG*XOGFESrFC>l77GeD<l?0eE=Dgva2 zRf^c>(Y7TnattYk1tkw3(0FwDNhj<4-PKWzyIN3f|KQW+tE)Buy{(Qmfg;fVut%l| zXaAn32hd5Z4Bv>V$=XIJk`LT?qYN(2Z=|;{pYFyosK@`-&)x%{F05r4x6SUw&4}TV z`R11Gc#)1;2Zztq3t3jc<~}{Q1=^YBm_*+9(GsY$K_N4>4mJGpb%3q#vt31p@xFKz z)42;_B~SjpQkFA0x4o0ylW{z2#iO6}eEf6-3g{6%laKDRYuCB4I|pw<7)}{imwr%^ z1+G=fu5iB&S(XQ`*@CyH**SL|^9r4rVdJ7o->ZNrn_f|JLY-NxIcnz3aQ}TwH5r-P z=4A0e<yjO?+MfuXv^^#zt}p?C_d0Ro__s^vHU03=0rz42>Ya|*z>UM-(qFOMUj<gO zw+l12SD)^%hx=d?cE0<Gf*y~!2oex0&dPIO&Edqv3?jn+GpyZ>jA;pTwmRDv+GpL@ zP{(4}Y_9gg<&RcTXKO(W<h64x(HNgpU11Kz0Z`57YKQx)H>2%Q9W$}p>SerIk++JV zmgdjkjYjo$pD^S-hgYEk_@MZpgSkQ7o_I>kPf^StYU~kQmC2|yH+cz%`@ZBN(P^a9 zr18#aq8q^0{Jj`wxL^@1lU7Y8a(c(#PAh)eE@k=Il=sa2@%Dzk>JQtN7j&<3{JQVI zV~Y}0hvC3(Fn?>klTy{6Rlcq5IU}j!K0Gsw!A_OXhydEBsg4Yf_^pQ6j3u?8LO~(B z=kxZ|NZx;Hd5@?~_&hO^WkObXcdNb0sy6Iy%&T0&lF<*ZV{tQZQt_vrcwB?pnO2Gp zFX#sKb)lh<w0o-VOXAMf^U!xQBss`Gcl?V(;tfkpihw+qQT#JFx>4<K)3Lg|Mj@Z$ zo(0f1--$>iC)};WkO`FcJ2~oXSV}Lu`zGM-_R+q;`^920#Ql5mI}DodaqZIU<p@&u ze?CVI&ctShR~hrzL7gzDJ#h?7=Pu-F-K-T#41)BQtT@Ey<-Db+IEko$d`!tWJ>e%i zF0^dfBSRznUO$JGDs_cDF}Lu?i;b9T0ilZ@rjB0Lb$?o~+C40d9*!naDlsBsS}dPh zVIBw=U>+<sl3!LnbYNc+D3R;eIq=+n(~h=?)7Z*+gv^g@L-xgu^{VN6|0~z=Uv3r2 zkm8-s6J1(sZrJ_k#P5MMGS#R(U)enJouGch;xYH+iX?Z+mifvWN({tn1)BZ>2eKZr z7#>~WXMs3mJ_u^1W`&!1Qnn+Qr@buW&{GG~<j*HYuyU9=tO=&~JJg_*`&Ng|cm|4o z=n|hp@DLGDTK@16a56S=8noAvjgRiIFC~U$SxHO&{%{ar)7};??WqR+TgDmBnxq)V zI$q9IZ;F|kBop<MwB*wn(Na=ggWjflzs+B<)Wy9@ln>vpjDi=p;=^HFZbk&1Xu|cU zK&dnPR2?nb3v71ja5Q^jBn?~9&*{kI^dcjE%5x@9?r$`_%2KjGcg}D^UzWtN8tb9O zD9&(}^UdGk!kK_HluU`S4U@(H?iVbo7SMM>gfjwlLFOV&48QTpk=^dnDptUs2|NwI zpKHLv!^>uvGo2zDkNsp+1%|N~lwVkUaCFa<VZ9#JKocOd$@C@J^-dBoiB&M?d!0k5 zS=C5M#_p4;-UB$qkRrlkzo9zQ8)LYnCO}KlOOZULYKF?_Uv{ae4Y1$({(!VG&qsDo zk$vH%&f*w+Jlm?oz?DX|UW2Qc7w|>MGE-n%FEkml#a3j((9E|{t(JCrs;*oqGZE?w zx*a{mNxF_v@GUqNnM%r?m938YPm}ROWCetTm{onc?Isp)C`<3$$_boKAiBDsCQ$-Q z9|NVNnrvvYNsf-m*qZL%fea|6cOU!PJt-^ysGMq6a;$FckaD>S?5stMsDyB_7PQ1F z8qF>QXy`mUyQ>n?ggv52&$>tpw1)ni%6TlZ!(28ycgAJQD{g<dm3AFv>9^Y_mJT+v z4IUwhQe|6(kHYnH2y5ubjprG2V)nuBFdUiG{*#Q`W)fZp^O{fxE+gpsh*3xF%(#+v z=LkHb&1*d6H&7#8bbMNYGmtMscE;Gu$xN)f_c4E-$hlvZ?)*nM@{;h)m%Cc}anZL3 zxtEBRUtwM1aKQK+aYX$$y%S;1uI#SDVR#N*P7Ud*IFbR5BggUQ9x+|EAFroQwo0`D zrWYn${zJW-*zMA+%VIA<S7fcggM6RSGXMbItjFJ#!^E3>ymifd$yRm9^+vjM`pqrk zb!~ys*=?trQunRh(b+SdMJ4!5E?@`HK!dD*gYnD_sJm}czPYkEBuv=?6gB7;emhBo z8)4S!&)$03a}A>>z17`7(@Y(}ZEGHlXzois)l%nsMWU=cT}P&WS)6oXkg@)6>-gt# zs<L5M$art+>$<QCwsS8u)IJ4zG@u+^eK_{|69UIuM)VE!5*An-|5mytSq~JzKB0|! z3m!u)Q5E;c(wyLoU|)M-V>k=Hv050uO010k_&QOXeB`&&Tb>TQTg*GWKzFXH+E}BK zqMv&NY`#ciXn?_2vDwo}t#B4ly4qW>8<^~);47&M?sqkQ9VaVFxsEwpNGKf=m{TjY zCk9S257*-sM};x4QdO;?hQX4r+(yR)Q#a|`;6+p2sEEj$&$^e!hHaFkx&ML&G2oH; z$oQ1r=7=qWg`7}N>*)HTK=OBwht1A>sU?N?X_q88{`{pN4-S*7p!m^wH${^^ecX79 zY}BGxjkI#6QOxtb>-235M7xbn?4;1Oo3jPQxWWr2B5b*}%5xfueJQ@iA&|v9rSVj8 zk5P9u7JevMx?96roFcGxzvy0Co9qlyOa2MwCKtlum6sA_CT_fE-eAOWx@T8nQ^JTx zCZC`!*53>kW$CEVd_Y?=KY(ZY<GW>T7!)XLF9W4KKI?v`ndVX3T)6E^W@LJzvtJ+~ z<DDE+Yw5F{Ovnew^jZpQzw=Pj<&pPcl#gkis`mWwql>n3OxmVHoogh^A~zzBYAFhR z$IHS|wHkpJ3aBff^w~O%Od@K+s0|)}6x+vw$0>X}u!>7#xK*h?Vn|X3;-)<apx8Ie zMrUi>G}c8DA=7Ip2wGj7B$}%?A9MUM!_vm#a+F;jI>}^X{~`pt-&(=K{%ki&cUGK` z?z}<TQ+WR|0JmwT$AIm{ODGOZspsN?q=c_IAW8aBhHUX|-wFZ<i3*3)HW5dYt8=y< zUuJOtn{A^4%`88_04zmod|-E647CT^rG3(2a1CyF(bKLrdUe^bn_t?a;y}1$;Ekb8 z!W}jV+3pwKlxb!$;BBYeBs=ppxgY{Hg#2sJ`0QW=9OGHN@Ft8A(9(#n1F?w3;Qsb; z1v~CmV<j}+oP0<!#ujVQbUboP48LQxvoZxE88M%^h~!7g)KZudSn*T-z;HJGNJ}<c z=opgZ9;pq>fiT7;*oQDmy%&3=2skAp5Oy=H;&N*u$ZI6WJ6H4b^5;&NUIq>%4L-T= zD&(nB-N#=1k^GDducLGFXF6iBH743UBES*PQ_NG)-_AYDKM>iGQufK3P4L0tLT~9( zf5O5}>f$MF5C30Wf4lqoI|ktP!P}IjG<H$&HV6%C>{iJ7ho6;%O<l|f+B=1Vo1{4) zI}UvF_=q(yp@@hsGC@mX(6RZ;E~)*Uy&`HBM`tmBs1vK5_e$GkYJ1LYME_9ZRWSSN zU3W<P%b3N2#n)>3T8zgtyjsGbIcKacYoLH(vg+IWc4)61r<p+JAaG<Pm(4wCi5)cy z922wv{M9N}BlDkA2K@0cDa25oi533Xe$86)%Ry50jzUJd>=%PiCzXkY_3p`(DYAs2 z#Z;AX2KPXu$*@AAjoC3j;8>87;P{~3drmkRXbTha&+e6P>_UL2z{y1`G0WJBrW=p` zmS`U0X<TI5?*6_&wE!wfPZdv;4X3J#fWqZmR<m~)VpoTBAf4(xa}4>s%=(m^H&1zt z^@HzJ{mOaqg4P35Xuz4O?8WK`tQUG=$BjSxe3+<XArY5^)B~-5t9DoDk%o|9RNa44 zjS(6jczRu(J{)xl<y-k_a|gYVCD7<WYB1c&a);!M<_?)m?S~j+-ng{eI-)chYy<<; z1b(g;vMwv|^ddCoZ7|cjPyt{5^u&~JTV{%|<<$0Cou7O}Y1JySu8_Kv1>aK}?yP|E zmz^3D%VGD9E{oZf12_z%+p9v_Bo2=*6>PkVE{Fka?*bRpBKeH3_7Ywx&4*lB{<$<N z-4&DYtd*`ASLVQdWOR|ZistZi_n05af>Z(Ty5&F9d7wz^oJ3GVdPd<1^S2A98E%2R z^SAu|<!F^=fYTy3BhZ{?pKaw^ICkfKz5r`j=cCcQVqa@<5K@A10Wyg566$A~IRKx@ z&L;TL$)2(aly+|Xd!yg+)j~BQd%JhX)4{$sWfEuEB@H6qKu8Q8dP#Z)37L6;lz$JE z2_j@lRRKSD|BHl4=iM-dm0e3@Oj8N+f(v~j2&NB6Zl@6B0O9{Zgr_F2D1^=~VXxG7 zSM{zs5&k2^1HPxl>!^x-fj_F!?l|0)uN6LXt`SrJ)iR8*`HqR0i)Hmszumj|(JyqP z$L5Y2xt3epFw5Ydb{?%d9j8-E^JwkevV31K@ZmsI5;ky(x(54eWhLZr(F-s52s~MD zb&Vde6!-QKl7SR@Bu5^M*iFrNhr`Xz-i6&(;eoMX%k4cKYAQt=sK89z>l13#eR6ES z_HC0jU{Bkips6X6H$UfP5s%iW>g{uG3vz|DMWg5S!UNXvWaw<SCzlt>lK=UsRG(tt zv_8;-sP}#DmUcb~N?C9*!N_W(SCM_Cx8C~pbG||docwTCR<yReIOvzJfDKZuM7eyF z-N%2UJ{%6(Ym~S6V)z+c%?0bjhydjj&DxF~{MCrMtU5(41(qNwNcuXd5)7`8!APG- z^V}#a#G*T@p`Q{HS(t)H9x=G`oq(a4>kXehUOq7!=fafQ`#}EGZ=0tv8#@FX7ME{c z>Qbp~-j;-=xgcn)q_~V^N8*9ejEKzmv~vHZkV<=kA76W@s>|U;)84GajN~LZ3L14D z?5f{()~klp`K&!g${`KPsgOGY053Cc(V*_ZUGm*S^X)EJYeea?KsvwZ3Jhc?0zJz8 z7R<3L#OVrDGkDI{hmWj;pI%5n+?9J>Itr&<8&FJxe!}C7G)oF75&kEYv+@LZEzG;S z*2HsAi`e|95zKDW2(g$z+0GxtXi5At$#K3_epSL7ESa(3bO&Ipe~Cnk7R2}{+-#ai znD@QA#dqBn_fkR|RSpF+%z&Hbf>1I^*6mO1X$~fhYQid5*#~u%@OdEDPzw-tsua1d zi34kMYO)?~RiX}ljAR)BzKnBg9#uddV94};0+jGku*f@}4zgD;#)tjJTvgoLzDvP? z3Q@fazJh?+h}?<PWun51jO<jc>16z;_IEuoYn<XO)uDS8Zvjm;ysdvZU&`G4xz8cV z|7zOe9t7RQm!@~>wB7S4sKc1RqT826G@a5RVbbg1{lHPJG<|cPVfy@Nie1tMzFa3E z-pwr7BBK;GK^tP|iBJvjDIUaa7S+N9zJpDN^90~+`Y2op-6Ugx2)2W&yoLbJT-W$D ziID|$%GW>HlNsR&aTDgqMzn|gB0;f4M&r*@{%G(K`wx(k&IUVu<(ej_6Xj<vVAjTe zuZxr+-X<?e{sCO+PU<v)7JoVcnf_f62&Jm0AAkU53>{I%bd=s_^3-T|`A8FpHPbEU zOYC`fSyMoZ>K#>FAeqNJnV^3@r2Tb;CN+5Bmg2XcMriHX<;ur%Hl;>z1G>CU3n7NE zJ!rX9(wlPut>o@}>0k!W2wBEU`vriM_o=+(qc9UHz7Nh(a1~Oe0Qzr>mf?T84=bt` zrY^ojm8^FOso|4X@kW-lb3<-oqo2RaX>RoJvthBZt4#nye9rL(`!iwC?bjz#av!{y z50yMA$8mn!En(RYwI;0$3BQVpOT(Efj-)`cj`up4EeN|@NT?p3j`Zn<e(N5S2Gsc_ z)QO#{@@j5PPeR0c{%|jDP~z@Ol9W?8&Y6rSp8s;R^2`)-)%-=OysffqeiKHyE4wYo zrKtv_{zTvjPg{NkZ;e2zycst{0xGF<(xvE{D^l+BX$g6$ecnOIpu&N1Z{Xc0Ojz3l zj21D>uAri0#A_<R{NtB>gJW@GxwiU~`7@$KHei%B>_~pF$<ox5$WvdIQTyg&5Z}IU z(GeLK^bjqjd@(=U`>HTye=r0Um9!EX{pTZn<coNSC!^Clk@dSauD}!LDFId(&d0rt z0X6GNsSPti4fkgkKR?Xh_K1SBlX+akDzXHe!<IgZeZ9W=L+6-m8M}H44UMT63gRr3 za0C?BjX(f!cb2Nh^<l2CHpm6dpb)@I5>I1I2#NFG^SgH#@ftc238o}ueyl9_H-|8d z2iM^~>qB%iYBE%%gO^uVn_+u__OqFw_r^)H+t_P+f%#H!_;m5fO`mIDR?t^>=iids zBSC%bR~X-trO!3ZW&XA7wDUu_((dWwE!_>3@>NtjvsU*w`?O@bmvwyOu?nSkbb0Y; zVefU2x@-ty0#!@Q`A6Zed#Jl<PM?L>{(W|r^e&dY>f-`v!ACTM@%(NA*2Ti2g0+Im zE!N*wRTX3pc=dYW&lA5#B#2xgc~O3-Hk3Jvr_U=~S7x2r=EI5<g{a(Kp0tnFh8kZ- zns9i*Xl3;kYRo+8$phDiN>!#OSFVOvd({H7=Ps{9?T`HP>5j4vn@-D)X3E7(7kF-5 z7!sIKvFHTH2ZPZf*ja)lHxuO#udgbkdOsKES3mi2rWsWCj$d~FT95Fzd9VCRbmilU z%U|w!S}cRTEM}^MfMyPZCQYt(5`SY~6<yMbfOxNJs_krY+aNo#aDtej_p4QV(!O74 zOz~=gUis)z!J)?XhqXkVt?j1k{iDWu?6vvHl^n@o!cfmoLE?84tm;3PZrnZZT`x82 zcTNtMUVqNAp5IVkw5c&CVr@m@kxcuLuJf4n#uZkvx>LI6<3#lC?02ks;zV;TEIvQ{ zvuk!@;U5cmx8HnDa>fdWiM&4UVVm{CX;iI*XVc+Z!A@abUdv}B$pU2v;Q2WZ4S?rA z!aIwUOsQ2CL(U_U=dY+Vk}Hntq&>=ZAE*s*0)+zGfc4;x=YU_dds@V3?G8giy=V}< zjF-NGf#cg2z)J-<)OUGGNSII+D91-t#GSLB3L213k#{41U_V>W`+NG{$L9BnD zE@Z?CvHCD*v?k0^gQd+LJF)&x7*OTY%4fp1uQ6p~eY03zuFeo){${)#7?y<5(A#%H zJC)?Mso7XE;tbN75!y)@#2C6D{T@8Cm^ncZUgAkfviKNU76p@~(d35i1>!ZgPx8_= zdOTWkw&5YgIYH@$=DW6eM^VLXV-Eq%ys%ub5Jxs9|CJR-9Z<bL7SAxZiJ%maZ2cBP z0g-~BeYr3n!DL_*fb$OfOPec+OsSz)Io~DS8Re^)Vx#-lHDP`5t9{~6x|dmlkIaku zXZy3?vqP)fE@k1r7F>=s8$I-v^m}a2L~3aK?MfT(mp-G4GsIvs5OeK5sU&ej*2~>a zZBl0#9=s^_bppI7fJ0}gJy7bEPqJx+27kJFBugZ}&kylwe6=YxS>I?FbHKT&>bH)G zBpr2VgqrFS0V;APHtkyUNfew0Y7NqhI<zK?N)b~ELnalWTMdS3#&{Y5fozq#l~L); z_Mj&q0LSBd+tMNYXgt~dmw#B~PvNUwYMAwK7(5ethTD3IuI+=+KulWrNiYDv%v$@} z7z#K@1uU1%$2r{sbM8$ssBw4iPkkB@^qgU&V_u-aD+=G18u>o=x{RkZ8N?slImjHS z914YIqBy??VS8fu!wcdcfq8^rkkV9;4yIQTWJ=SWIO8WlWTQU^cE9?eu;v}Mr~G2F zjXu#ddQjNtY^x4RPXSPJ>h%Ip*4-6t4^b#-=(eyCxkLL_yf+kQj_6X&XDOo~3FNTU z^YUCs`fH-tQEvEuLQ3?(d-3_dy!k0W`N=}&i&H9igVPLWCJxVw)CogIr^FHxdt&=9 zPgTtt;R2h(AA+j0^eqrH;mUdpQ@nBGf&&^eboK>`%2Xt<5D3e?q&gnN4L!;qWs5TH zeYGf^bfnC@ZIn?AO5h4OmfVe!s--Qt5n}NnkSQF5+BK`14#;08_y3iI{}N^J<JvL0 zCUAoZsCbVv@4QDuq43rI!mUPaW<L_mz05yrpp^gvm%f?Wa{i+*9GRpEm#PFA^s&r; zBTP6FeCj8>TADy(N>BA?DF;Ip9t8fj=qBN15d|EX15J}#%`cbrnR{{DDkK?V()jdv zELEoh{)IA}H8POYdMgfrwGLnE1#Ku=KxR1akb^2w<aTm?6Q2%Grq9cL^v?^Bh@hck z&heC`n1D>VEKxhG&MyG@wuqIcG3+^#A<|TlRHnAR?p72WCRJ)`YWt3PNzu#)44PAF zxdj_#wO%fRQPfc6#D9XX7++Q~k>Chpr2Sm2c*>k)3?Ak0`;KplR*X3Z^C#8<I3e&k z?{O&)=L_J3FINAv1oGjc;7k-^u}b5nIlh*{Bj5yR{vSEvzfOF!U#HZ^@vr<`GRd!T zRbRp@$vMl8d7C?BdV!yaR{VQ!=}-L{e<T<PI+Q=u0i|W3uNl}lT_t$|E0tb+OWTB& z5wE<8*@!Yw+{~3Vn6TEp<OW8>!fL76*@~{$6G6$(#75;yCj!tCS>SK)3f+YZYE*%U zvgkYBs1n)5j%Db<`g3}h>m@OC0dyqBapzAEID{x&*++)A#|yj_C5&qA8T-yf5SxZJ zav&G^oq9xZ=vUM{x^+2G=4QMzA6drGVjEyfb9Ot?g#2HI&@}M4XxvuIxl(M^1WRD9 za^LPov6MnQ)D2q{xn<Q?K@RYLNu?r7P7PH5IEo9i-iC=rhn3op0a_m%&kFVxz9+B{ zTKnt7(2zx{P3Ll+d1`*j16DPBG)x^V@KZu}ngl~On~xDmkM7X$3FWP{4FBctn@x|r zh;#*N&BlfHtUQUQpl4E>x6D4ywyJG!=^8ZyS@VE$%^lCX{&0QS^xO5ROMG${TOGcV zvmc7>Z(6{a8;05`B1QxaGcW)u-;j+R%6dM8qF=dTT98~yqvNzCt=*hB1noisf`Gn6 zYDMP0-HxD&k;>byvVd3sxAd>WoevKKCGpY&$V{gtgv5XOOEG;J7-?1!rS=DG45lmE z>jt|d3MAXK+`wuF-wa1b#u)%lU1ePz{JIH{*~v=N5a!swbbgHdTth(@(r&5L!~p-* z=#`z#CT8{-T(R|q@U~+~OFoWJ?0tUKF}NX!QN=Am$cV#XjaDl$>%5)($NeZ&;K{fl zXg^feFL|0AS;yEHyE-ST#tU&DnbbiMmLzK0uD_n`q%R5kx)@m@dW>v&=1#(~+FIJy zPMP!98v%Ng1?(61G4x;z7@z~R?;|Z8;C05d9}2kfKv<}pjXgL1BhoiKaR#g(c?)=8 zNjSaGLbw|F4d$+BFC$jox|FW%VJamj4yXbeQERADP@yM2voJiI)K#CwWQxx}t9|bD z0mKV`m054MT_Hi}HHJkY*JE$nl~#=vTY}BPCK~_ZE7Mxe1kf_ZPJ(bj2Bh2KYbdH| zCT=NTXi8$=F0&0m$>H%+o3K7FT^xV#T%7imMwu2d5`R9e5m2Xk_pIE-p8*9mHJ8`I zi75(!dW3?S25uUwy{2UOB_w$N{_88=jW0}%9{kgt-KZuM^GxiXcW~k-A5QoJLrvHu zs-@($I6tr_PXcB06VLxde2|q)eX(@*e<6i3Np(+VuWfJV*R<V_IN}T(=3-$@7^eWE z>iFLJXeXq7Y8HLDJ-4WfG^hiqP^KC_tDPDwtqSZ$`E`dj8>&47i#TVH9N)1@{`q-l zhFkY_aGwuD$<4$D#JRiz8Lpte*ItrfW}a3IOS7yXzjMMX&$NVZgR->5(`O<)`Nc}o zfT@s~x<=J30&w{rZSxnv+(H^ryREz93@Bc}?O$`t=s|WdWi{OA+42zy7JQG3VrUMg zn4la{Tf%(5f$t4Cuy5<CwN5SKUMBc@m}I1ZA>^0r@J$_#KeL7@1n5ppln5$kCN^Q6 zyG_u<o#XiCF2N?tsg2cab&TZL{r9fWU6^i<F69$y_i$;lKv0xlKie_K8bEv}{ZPy! z_u6eXzuhK*4oc|7SZ*Hel(7(*`#_TJU?wk9(!=C|+ahVn@-YKPUQ7F%^5({Zq?ixa z{j$^O$Ok}pnv?xu`jXO`ajVJ#YB9?c^1Y#l>gWO^q~$>qq-a-yR|UjH^N%h8%er|F z^~*EFcN3<~mL4vVl_U;~KeL!S*&)iq%gc7=d?zEa>|e6X$l(^^4e-ms!i6!QZ+3(6 zEG9;lPR7e*p~@t%3MvFT-H9`u&m-T>#FE4#GJyR%|CcSXgaQ~hc8HT0AbErWz^zUg zXUci#K#B}Y&62%frO@XBGa|$tj?zl>3kwhqQen&J0yZED#Qu3CGiUjiN{Zy|plkEY z2@zI->ifBD2+*>la-(x^Sy70MEqEhbv?QUkER(=TQ@{(b*d8U%zd^D0zB<=vODBme zOd*MK>6xezBtHqncjo?&2df()8cHr&ea38)94Pg;S-PyzgS*80*kD^V`f49YLxfUT zn?;hObOWa}OUt0gWiGGt<)o5W7Uu)eCHD67{HLb`<^i9GoUJh!SJz1v@bjMM^JuR) z1GfUnxW<QZ!^(aLhEmc9+zPaL=q<U=d1zZ33&vm9x^>k|@tO{{H~TSPq9eEPB^Ier zC&yS-*nBB*)5PVp%{r-j5RBdN3ylWX>(4J5J?u-C{iOC`<8P|&tW4ndZN~KZ2uVc4 z3hlY&1snCjVu1oA@6RtcM$0n3=hC<$6@?eTi_cHKGO8^5r3pir+VC3~Q2-ql{%J>1 zm%)Z}GmcY|9&>8tzng1aTGJ;x#Fs1vuMT)cb>IOLd|J01{pW%5r?DnF%&|lD3l-6Z zXMCXVqdHY*moAl*u6P(rS;`80<T1yP0(G+pGjV~nC%c<9mS}^WxF@N<oo+~UTgUhC z<QT=mwosC^nHyJm9m~ia8H{F@^N0w#oZvBvn}BMVG7w2vJ7A-R`e3ZU<IMyRLhu3e z{t!z^MX22SH0&XzireB}jmRGB8VVXe-)4{$V_#TGdS_op8@6?3E3i+bFxL5y>9GMq z{-%~9>K&;NE68IqcjN%`NE#kPh2)$NgVTGPnn1GF0{M?F8uy-Xnu5tId0)ZQaE}cP z1`Kr@?k9}_;MRm{vj~oh&%;<kn7cxc^`m!=FeIVnE&P(Kf{*bh@>-D1I|yZzs@vk@ zl9oCNI2fWc0m==pG(aB^)dW@7i^DC&?cEmdY51TcAU{uDpSIdguaN4S><HZuNht`| zS)xCk7_seG5qq1A^y<z%uGyj~@QIXJHcF>~Pk3FYZ2pn}&?$I{FH`COqHZO!E;2`v z2du;z+_n(MS@R=5;K_Doz_y>)_aG8}+45@dEf>F5<O|jU7RHU-iF8yH^j|K-YA8a2 z&H0Vu(jZ=mMe)zXE{Bml1hXTernj@%i^vPcz96~Nb)F6)eo7HkQh)tR599=ppuH;Y zA{JdV4zKD^*E><dpb1K)YM2M1wP7Bg*i8aHGSd@=mc*_NlABJt0y%{8`%8@F>m3V{ zJeum)?f1yT^B-H>a-O&cPO|<m<VK>%M2gn!S;(@DDS^`Rm2jRtygd9+LPjur9xqd+ z8%LC+>|L)5WSWVoA}|dOO}dXyVeFO7f;j@1l-Qx$=GU3dV^V!d>@&KVI+{NoxwxTp z)vsl-ob$qi^@iBM)(*VXJ+2k&{qT&?SOK4wq#bvTK(<J3C*#BuYb;!2W}9efG>E~w zkf_lEbGh__^z2cHv>AYi$T(@xgMdwflGz3+D>rl#6Wk3OdW^!{Rz3JMgLTWl+3d%j z0eJSo25Tt-sDB86ttp;(#|Rkl6L!3{CR%$5j3lMB1{zv>X3Skr#&R8x=<y5BzNbua zfh`44Vh{wGbX|CGMLDi9mjt#|b2FQOKu=^5nIL=wAxJ6kZ=!PJLV&of6jNS99>_pP zmbF;xP};4AA_7mfkF-n?CIEijQ6NO6M{9o{qpi)HU9{?{+|mR4p`fIdx$k}ynY$pT z8$!U?mkJllHsFZal+%1PXi3^;x-(|n#=Cmok42edSAB?p1cjGp`8`w-9l$3V^cj*2 z1I@<x_$PXi0A}<y!-12l3h=sjdT!Nbrr><3WU3#}6z!v=)keld+}2TK7Y2!RlGvi$ z6LQb;6{$%?fyU+-IFZFtl8nAasi2+%GUbb1i|&+*^g$BTQ0z7Ny#hX*Y}n?$A~XrR zElIKuJscP`gq9{X_9Rk7%*sz*QnR?buT!9$!CIpsb+r_yRR1iTRwTyUR+xI{y8?0; zl-4Dg_5~`hKk{|l9<f6ve4B+elgzwXnk?D@BOQ<k<>1ww`K;(c(A+>dYIsG{JYJRW zY<Y_@d6LO~{z1K!p9W@f3QwLaLdk&VT%|DfJ-;Vq1y*P>MrRwqwf}ZS3h{D+u`dVq zVZpf~!#x@V0p&7AxA?#mcb<OF3%8mu8CGepY<q4i#182+yEq+L1pC}t1k4G{Wcr8v zSYsk9z2VCI>nZEMd|f<is0cy<tLLS|UVI39(Z-vQ)c<Zp=$Mfgc45eAue?RG4<y+1 z;Bnb17a8PzOoe`2qV8M9OD({$%vc&5t4TaLzp+T+$cS_`d<M6YE1C7f3D{&<st38p zLTTHL1T9G#2%TX(U}k=iA6V9Wp9+Mu7Q8@FtGhw`OCj4m&%ZQkg5`bxmC(0asF52f zWA=gN+3Ld1q|uv<all9JvrD_ULL@P0GXMMUh;^aTCz7F-B6W(`=W|~+Mug%uH#NKR zKIm3A*DFpnf<dVG%TWaJ5cY|Suy76cZLbWX0-}`@49d~>5Y!vaN=`54sZpktAG+dv zmrR21+|D&^z*I<o9=Ur7x?pW;1`yVW?UQ?Yx(X`J)oiiF++kW1QXtNwBf(k0s%^N< z806ve%sE`OIR49Tmg$Wi&%IyW4-`9A<>=bSCF%w_r(W0Tg{33IC_m0$-(kj5Lr{PE zktvyAS<rxf25*&`AnD#*Rm^`rDeriGHgb_Q3yNJQ{85CR5z{$My*H`mnduZ=vUO1I zvn%0zP)+V9qz)aGHwqf_x@CtsYK`i^Tn?KFH5U-)^<cC3<3(7<fl9ghO5=qT3ms2{ zr7U9t)sK?(n1J1<s{eIh=EdfpwN!qdkHv~mZ68@f87$E+&8BTu<7gHIlX$Wo)-96A z96a$#<dfYMSokboA$tOMaG2rz-?n6c=d|Glj?vaZ50&r_i(2W@Moa$Ow$FVyBoPw( zePEj{!MM`coD9ym@!ISOIBI7*4FlswwY%P!2jiI|uFo9`Tg^%JjM(qs$sC00Blwt2 zl59>gVZ+N6k(ys5?%!_yfY}U?AF@QA@UN=ekaDR0q4RVz>5ZYY7g8iI_V8ldAPg90 z)!gBROrk<iyr8rn`?1AyJFk(=N<lpW;+6t6x`0ajbfiNYXQ2g@nI9!Yar{XFHba(t zmj=@K&q%9O|877Tqw>%6L=t(aceCR^22|*xDVm974qR&yKsw;{yC=hcLb0@OL1&xr zgOJRluwllJnOsx`|BT+b_wO^2C-bWr1e{IH1(iF<`3K5>z<C;)9vP>UxfcHpAI-UG z@7gw_rI+cqb?8!Y`;R#)H*4JHZ(+XP9*9j)R9Y>4y)m@#hAr2I7SH_CMsQm1@i&sB zmDfLWy8!k5Uv~ELBz1XY`WChntof@~Uf*1UnGM&t;z?E2OjZ3rAgh_LzSG4^_JtP9 zNE2k8=)nl5m)iVrj1#c~{a0rY(I%|c+U+lNl@6~UBcFBWOtpRDhW4WGoOUq;b;_{} zh~55808v&~Tc?E0_&_;gsIl`JsYh0MJ5!8Q(owO<`f~m8Wa`Kbzjr)ipQ%ei5YY@h zmH)Y&wF9-&PqMwak(hvy_`r>-QGe|B{J*QXIe+V7?DDlfMv$OQ;te-3K-;Xj^VK>f z5UA*gw~xZtc&*`GH`4zDQrkDW<oRQiE@}X^82Jb}hKenDndbCD<Oz9=h(X|3+NxA} zRwdExUqSH6m-bmF99lnH(9Y>|yO|!?nz!mNG+lJMxl<qddoY?o?}u)NQAbPY<j!_f zw~SMB+l2`C(dco|1NvW&c3T_{4$JDGp+=5Q?SG?(S+KE(29{-`dQPW@x#^onA-bl8 zT^vbar@`ekH^at(!$i|3VZSsd3~M*@9(4uBTV2)x(xGW!X_>FDS}*p=on<K?X{FsI zp@k$69P{x=6j@{s3LtUxCbu7YTyp4fda^zOmm7F3*O1weq~Q=0TJ11(>8MRB`GV*^ ziN(7dj}foeJh>+lnbxuxy6gm}?U^r)nsAZ>)W?+%e;j_pQK$`UDOt?#+WM_M>##bk zq0z{}8{ZXYDvJXXU<$yE_b0kxUO5k|-QlBVxlUR7hEhDSx^uDL5)y%%W_^2-JLY;b zWdyga8)bNUEqf}0%2kw*R?3BZMkaIQ6Q}H>PkLWHiu9XrAX5x>pS)vyvh4RlcyJ|z zGkWfHV2sM~iNyY5sO6hmk)8KuH;NscJ}L>=jTGOr$euYVI~}oX{%~N2gk~-fa3MrL zuFbTi+1bn|nTM?RvWR`_J21R-+PvS#`24{4G3EH9AW8YA?eFUL$zf9)J<a8Xdm?-| z?PhMd0Cuem`DFf!P-<}W@Bzp4Zdgycq-6Y2`-`Da?TzsNn470MMhI;rm+T?-+E}9h zU0u2nj(iXMfz}joo`Jrttg0G8e5qX>*#QF;ne1H~70sT(_E-i$=>+mgs6j#J(VJ|Y zW+9yNVU}A}oXo-OL65j#uDIt;Wfs+s_r>1h4IYI)t*5mCfA5Yk^qWpxn_Id)zkRL$ z!_!v=L>X;e4-6q9CEd~@-3=m*goJbof^?Ti8FV*NiiApc!ze8!pfE7R(9%6a^BwNJ z@Ap%GFi)JbpS9OodmSclS!gINq>_pJ4T;T=!)~)lHWT8JYisi8#8j*Re%Lf9HoLMN z)J?ysjtKS%#&KSd2->L)FaahD!Vj8kzk(4Ifx;7qR+bPxAmkUXZ(s5nJoIEI_GPr7 zBf@=Z{wGf5yEpCwp>(2Ntz$<W`wz@E-?KWmvR>X)K-eh|3;?6;s@v0$Eu{M1klSbw zRB`h6c;sk%Ine0_A#j`C>Azc=tB)|ZfYX!Enk%$<Nn!Re&o_5sh}oJ>f8+!|MdSYE zVjq|u{h!NLqzE}Ln85H=?{;0l6t}yVz~||{8QOXE>?n3|6dr~B-*VfUoCbymQ(1OY zw7luoogjeUg9P_~0Kq5Q@TF=fe7ATdBdU;Q*)G9<-7#r{urh^X&kXoI4+D_~=tU9O z%d<9%jOrkpFv_I1vC&YOYSQ-Wr_q4;)Y%HEc+-?61&ZqH>YZD5Z^V{u8x#}QSZZz5 z^Ka^Spk%*<?E@(wmpCP>Sc+-B`EIwApG`-b*9JiU)rHYM*H~uyOF^6AECsG2tmRgI z+ltqv2~UBS>YK@jZlw_Jz)yIm=KuZUyWZ@5yL<h(0R}Q#smXS<h2JH>{Xb*%<K4)W zVwBRU%BlhQ6@PYFwhddnvRlbqWNE_!_rP^8I=8=}rnSU#UXH86`Js>|rK73|_zZ1% zE5n~d`lxMup|V&M#e3d#9Ltz@i)=IR{HYIo@4xP=s2IeCeLPYG?jj`#li}TpMV|3e zfh%PHUX|>4vAyB8qLwaYixl|$tg-G523EW*?u^g%Z-k?6c{waemhE2Xjn`h~#0$%f zVA!MbrTB%rkTC<Isvre`2(XX@5A;?4^PoNN>_eD0cjfIm({~qgfXN}&9)WpEK;ly* zRoVdBq)6%?+u1ips8E}G8UI;AA4$LBQ>{FG^E{@!zTO%A95NW{mPBDMfGmCGQYYL8 z^%0WPBX8A{y{8i$&Ujjr_4xkYEFsLJU(SZ!UGH=Ie;)p|YBnv=QuRfUG#&SxT}MMD zoj=)tyct9T$V>CrDX+;(=AL^@d=0kSz=KDj*he2mV`6P$K8KmCD8G977RrsCUI#ZZ zHGQkNXV+L=x#~qj?9oVZNL|O}?)Zt9zrP)o5Q%&m-Qh4c^J=4GA%iOS0M02B6J#7P z-dzr(Lt<`s*Zs`?177qr?kS~U)(Qsl^ggAJn$)}gZ1_B&Wul$*H-KUzrG@J7hn=sr z+E<e@l7s!j`4ZD7><3Iu_0doS?1c%XR%b)a{Ku~*2F%P3ockYI%V8&E@i>meV~s>r z-&<w#Q<0^(9r2UOB4Ul$%97Ex2Us>1pK}vSm&K+0{yr>n2kUSG)&V>`5|D<<yZ-m2 zstt7rya0xi3F}L8^Si-{2NIjo5uI=3@j)x?fRb7K@wdQ+Cgn6j@ZL8cQ%qh}9xCeD zeMJ3vi>Ks}``Fw{1gT*~PzZ(9-rjm~9$6^(zXyV@!kp)m^3sWMFtU#^9hR@RMoU2> zp=~0~iz}+=xi_N?GgQ9|KBX8#7EGJ(AMEQVX*h<1O-6W$OX72bO9xio$b;eJ1niHY z1CKU!Z@U|0C7(f_RMC*IOaV}{4A`Gh!Xa5p`Z%+6<#FE|7uZZ_b8$hi2iKiH*uTPn zGo_KuU6`Ny86|{T^CRzRv9i+_0&L+{<n6W^nw*Ri5dGa*io=Qhk`XyT;S_<%LHQ%y z4m_R_)kXQDz(C-#<UR@M9SoIgLMQytx@^ttO}+1$G?LqizD8GD+wD%mqt;_wQVLS< zx@LOVBZaLb-2>`GC5xI2d>9Mr$5vreyA90s{a4MvTW(2kC}hF%jPjvEZ%VL|`hF03 zc^oP-{GfTLI*^z;$y<wX^xH}XUcVUa4-^58G(5^O#*PFm2L#L8+PjgEh=%<~=?o2f zX2^uyFB4Uyo9(V6jK7SpmA+o)U$Bs>lNC)Z-;I5jh+gyyTmDi%W*P1DeDnuF&xm*9 z)HoV@6Ei63nJYn+n7bBOtB|OMZin5~i*Mysu4TP@7|Lf`HbBoDqiH7dHD!v*QWv{z zwlU^`(VWla>_K62?JMw9CSengEp2^w<iXN$5OCQfM))xcPEjGBY<K6!IB0!ad~GRq z{k;YygS@FC6^aJWg)HT<`6ou^HI&M@CSl~HGG)UJH(Q3H)0ddUKQ-FpQ&1lazN$ye zr<1sZ7|N~loeQDoOnB?93vzRHzg{m$(FR(R9cKA(u{{BzCDoD9Ae$9y6{ourZ>;X! zpRWD<=icnhA>B&ANzwqx!#-zPZbX4Gh@z{P!15vQSZ7Qn<)JAs%qapgS1@_~n=XHm z%7i15=(LnJ(!j=62-71`=?{W2$jB^|wvv>`iDK%_?PRUIF6))E(~={^Mj4w8z_bm; zYHu1!8yEXN7n4v;zh;3i0ib7I(6h|Wsucu?!;fMUL78_P;;aEl1LNNAE_gu&s%JJc zLkkA1RJF*}fny5Mag~TihtovgRF%1wN&_TaN(a`UpOf=^m6!m>rasBWR^ogZ)&l#e zD&PGIDGJ*yC(oY47VB;iNRH{i-uF6rl81$wKK}y0G*7gA`1lhqk~2B0d^~F@>Wh@D zI_FDpgZQyP{o0V(WM?4=jj<jL@8^EbC|K*8587C=uq=TFH!<Dzlg-eHYSMG%on-EG z$WPFHFNZQ#kro{n8R#5>Wl=@#jx(N!E`H^5oKiqjSogH7cYzXwSa_8(={4kG@uH{t zX14pEF$ZB7{?2-~Z5P_-k%KlVbHfmpj6brjh}ApnHGoNRF{ow7=c=tnkpq4J?}7D{ zBWr+vC1_ti{r0u}u!Bg~cWb|a#_MVSQP079LsR+jlJ~H;$uDUKjG-XcUT8jU!PfwE z^`vqqU&V8E({9JhFNx?98Dh=j`|fd_vZD20!+pX)_wJ^G1q<YvRDrIu@IEc7%To2) zn+=DRd|;pkqWW@TNWt^O4n<NRnK@)+BRb-e)aN=>Ws!?;yx}A@V6gJV7JY1YFCuI! zhJ48|^~oYiHyi7cP>thT+@x{{*LR&?>fo1g&W5rh#U<>R+f5TtQ+;doM}J%uKzl9T zEi;{*Fc+l0QOm^qGlecJ7WRk=6i42DL4LBcz!?@`MITz==5bySXSJ0k_NNyIu_iO* zt=J%<%RuG20TpMcNeHp2A|3VK7X}Jp6OUj#F6v3kU5!5ihDAzcy_O#oi%|0H0dL+a z-mh@x>z*+OZK~<rd$=7=)w1^oSe~g<89oalC&Fc8)L8q76RM5>s>>wuD=pz0oNWdo z+;y_e^IYH&4$~*8d^_YctJ3~#*dvB*7biZ(P}2g_44+O9P=ai7U>C52P9$Mnv?kr1 zV&J&n!c|RkbEoib2<G^|>z7FF>vN+7x64^-Yc!^NoPeEWpT~VjZ>Bu#Z`rJ@0;dd$ ztz1Z~igaK7^Zgt1gponjy?nk<b086JKQU{afOm|k_KQ0l0s1b%eR}<FqtOyCauc-E zGNPThdEHu<X0{V#Y$f0twlM9X?~>+UQaXHaI`B{^+hVb3E)TOzs>@owI;n0}5-vvq z;F25n{&R;|@0;xkm&opK2}4Qd>eq0RCW)N`TU#=NdGP)E8)_I@ttz%>e*4z_j2nX# zl9mYZPbuI8;ORf96VHLZAtS=I{DF#tpcDcpIb|Zjcgo4u7Kw@M1&cn0Is4BR_<1Sj z7p^?4n8&Qd;GMsA!KxP8(JH330YysXejz0k4ZQ)(VqKr?i6>wQsQ5WReh~ClDF_F8 zwna5i_HBr@=Nw^Tun|xw?K&zEY#@_^wWI>)lmz}<=Gm<Szm@5%exPdW1a|g;w^t|C zY#GIYpgon@mvA=#-;eetgA>;mBG=Z1Ps)N4pQL4jr{EUtV8}W4E$IcYCn<W~P2KI8 zS3S{A4tm9qJ`6HD1n-jgI6Y|2k^)|maSGLjN;yGxI|VC>s;5j??tWmsPeMkNXw;?P z9WtTR@Tj+|&X3e9@cv*wN-C)7O62p4P;&ZGWIp>>0o?y`(rBqmm_+|Nd=LEa_{cEt z{oD;3KMa1L&|LuX3VP3nZhgj#x@09sCTX*r6}Qnp#|u0P@#Opl(R~@_O?5jX&r*2D zqeAUD1DF{=xZP7d!r#a|)(I8}=tzlhDO(wkM@eE<z+wR2{<~1pq@)-kj32LD^tl%B zHNfh}+YW8ZD2wrbnvYchs*bQA90P!<+{l%e^(*+ud{wp_-4{*dF~Aw^&I@U9yYo9T zw;v(K0I)=~|E6Q81568$1$FHf0ODmmtOnL?&eUgndib+1qFTdlZ3#rXhdr=3I3B%S zg*O)fR|5U-BWaL)u#+ND%}*tyr3XYxCcWEu$G8>>=WD^Ml?e_W>J(rJ#z9Q*zg)eo zlh#pBF;8R;WsQI&tZcmiJ3l(G-2<i_SyE9a74UQ`qmwC)D}$Lw(?oR1;QdjkANb8u zAe$e+HsN@=8KvH|;71So`$vOe!(%i5r0AuU21r~Zedw0b5QJF@H^T1GowCK)j^>|0 zgHBUL@cU5VHSG%2j8l^x)38`(o>u$;BPFnPI2N7^pTq8T>!Dp_E7F8)%Vy{!#ab{N zWG~eL-K7cM36T{&QXB$=iY(=nsj7~G6->XCDU>Qvi)E;Lo#^*(6al^Do?8!0tepy_ zp4`K$p8r>wz{6D#AQKIG?oLcGTAN=<{Iro`|0I#&X4J(igut!<DXqBkZl*&dYy%#} z7SNPV<WC5{6EHC=!9bXf$}Wy<*#e$Vc3TajLVy|BUA;DHRVkj{>BAhg;;1uu#%YWR zzWU?g>;6a<Wa=vyZ)Kgh%^#rH28C*pkTgo@{x}!er*QuU9>5-DK!MQDUCBa$W%_<% z?@-%}GxzvyUC%)Z;ryLI@notTJ#dQ;1m%2$tVEeNUo>}UF`TlD=aV4)w-x7~{F$S^ z9Tr?+qz5$o>eH|tT0*+_E4>fZ2S~o+A7eNsy{P60dk3)6c%IrEfd_|-bDaOmrK;p0 zE(`(7zd8{ZZs#EeD}NobPHR)~I5;3C%<VtC5vM|5bQ&{hSO`>Y?+;3tXwa7$t#IRD z^|X*KXbKd#0N%<ZO6P^FLK@-xu-vA~_O3uKho1WxU~f7&v{qpA{?7AJ=Oq4$p9(Ey z8Frj{^61eN&NZP1KuGlkg1F#WSg^|RQX9}m7tXa2%;NvK*s?KsqsuD!w-59*IoOdj zeN;jtR9@WUXnX&7XFbop-p7L9g7lCI+lnLC8?(`flEjchtSVs2zGO9AAEj;B6Gtke z#~7<g8_6be?sH(ZflmhrMR{@IiyaK6x+-58aJI(-tcFSA=9F^Zy%dwdikeuZxSRE; zaY^#9)CpV?G|_!iw0~VqVjORo2k9IVR944v=R{DF2V`_!g{i3q58J_7Up;JC0rEwC z7^lP8GZhGWW&biLk-bj}auhlT_JB&WWXOC~P>QO^G)O!79yytMYZ;;(H#>h%9s{WM z!<W`Cl7@6&^Si!7iV%;bleycdMm6pcAD|@m8IgUUK(zNtFdHmerlpFxY8IYM1gh%H z)?c4zqEKAck`tf&O$%vu9~TPx(p9}%7I#~Pi?WGnuu7Q!M5SSfz@u{BtCl}2yc?i5 zhn<z*WDop3a+K>MTn%oFNDSBm37d5rj$_&&t|rTSTDYjE7oMO+b^W2m{V@Kex*x|g z%CAqlO<UGo?j43SlaaVBK=L1aW0iAsYn}xKBZFmGzESyO%|+rar5i>gM6WKv49#o< zm`DktEbM8<Q{1ZZW$}C(n{*b5=jskMr2F>h>k8q$ms1Wv)4m^2I|ntw+6HfBVWg+| zD0&Bh?N4@w2q6|%QZnBH*c*b>`sAxrjTO3c1l_XYxHjTOr0#~9HdV0?%eZ|ZK4`$o zeCt1d9U+W!qt;^@9QF6KG|B9r3$Z*dbKU~Z^=@UtFb}wm3gEf$6G?t}3tTr3cX7a9 zCbp6XhUb=Hj+9^ZTfYKQCaB-49t;5^*?wF_p4c9|qa28s>VPmGYaSBWR%_z%+{M@i z{D$MxL`MQI-6Rb?^;ocS_?YL%W!whrPSg%i1pBi4{LJ&mgZdcmfqmsskxed%^B!KI zeu=MQc0e)xVMD}1Ywd^UPUc=Hu*L|3#xJJ^|Fzj;k0cXejhG?&spajURZ1S6%H%e3 z!MvCp1*-Wm?b%ERL706a;St}h$KX7CQj`+25@<eRre%!SZSQk48xHkS^VC1_{!U1J z_4IC&?dMr$FkRx8C>%lkX#Q@3l#LImVz*0t+d@!`|8m9tRNwJU10@Ks1)cy$q@&Fc zp{gp%+-8WZyT~G!<07@9nv!$$S4U*V_lc&0U5rAvX+hS#M;xE$+Fo2ZhOQ^gCN+j$ zRg-?aM1V}y`-&aYVtfxlHb+<&*xfSs{g}HPRsSxxMEcXN?OMFQ^WH5~ENLuI=y@A? zhEZGyRWfa(NEJgBokPbZg?kAob`n+Xi6h6=fdu};R9=t9|Dj%?4=!Mx^nK0MbELo) z!Q=c72(%$y8H7*TcyeX(DVrF-y|*Bw13tX`o$t8;eJEp9i^XTG2^?P)HW2`5PGV@i zTz!F;_#KV^cVhYqeC(xF7k{!xCLTd83ZM7iBw}o%F+0Eda}mtWdx#W%gb*ndU$n&? zZ(QgG_Hq8Mm-RhLivHP2WrL}TNFn~#VWsXdP3@1Ts)cLxHdobqP0``ZKm`&9`wW)K zH@fL8T4zi0`^?|f5R*!>Rp-ny<?P-l``@(g91*j4bXn;cobZm^Q0!a#iFNjPfEh_6 zAv03cV~>{g&AD7Rz9l2*;H~(Wt7$^y3K<t1cU=yHMUW4c2|MN6JeWd)H2OYsmXAAF zXT&dy>mcvh3^g~4=O>e*l%mZaw>jTz52=~y_;D;{xnL23?2Vg&s1MW3Q5RjWcxRK* zJS$z_MP9%v;CL<t(>M-GR|(*fOYEdvEZN)zszOLK^lBbFqfAU!2HBt#%y&AJ6=!8& zVlzkORiN%MthARFxzonPu6ZZAqtP&;T~uD6lp!MS;dCOYbw;-b9sQIpuuzNx<NxJ| z`Nz;Z?are%p@_uZI?YIq^|2i4847?yzO6WJ1eIdo)E^CDJ<D$hTAdI6ve-q~Oy&PA zE?tBPNx0qJhKVSwdnYC9MEA{obF)9A@-^$|<|vHJg)un<putCqh4o~v19Uy?Rur6z zD7nH%J}sgb&pkD@KIG~O_QUysQ<RsuPm6nS4Xfg7E1o#@nP`AMxF{8^^17gR4s#a` z?8$o*G=#~xso<#~xOdbtfY-5xh#w58SaghQon7ETxc2n!hD$|ROM^%8NEdd@#=PYE zSjB!7yYXeemF`;}^QIFIBGb3RCs!CiKx%I6{NAX^Dg0>rHTwng)y(6&W(>d92EeZq zp1y1KHUky*lU{m%9e&IjNPAofZ#WwIP{uvm@ubZyM(Slu&3(XLzKcX(8O&sD8vA{` zyY_QY^u#=0U)+am+~i@j|Lck;#r*&FSaF+DD3xn#+-bvN`JtJbzYr+4eQy3?OGZ<D z_jlw)P<{A`hA8&+zhHhh0=Tj4jXIJJeZ2=hI6?HXT_^%pw)t_T*%?(rHPg%fU!Nyl zTeU<-T>|M;7D<TQPm5-I&k{COO}aoiSu_6*!RV@>%j`-uetaR+O^Q~m6Ft|<=6EK_ zYOstRGpk~A!)=NXez2#YwumYSl$x+)oG?=?LX2e@SI5Crfe)eH$PznqRb0!INx0~C zOo-+&h%ykht|i}h6`ddlctuQif>R4PDg4Ue4j0m@3~EmEjXFCyzIe%PbGmIo<+aK& z@3JG#43W1<2}kO<@Q&xi)+I7qo{E6EAtvz{aNo3IwY~<mOy+)h+z5AikW3V)C|Kk3 z4u)3j--sRP{OM1Bfa}W9DN-2+T!m>`M4IY|${L5@8f#%##VT(Qh8YOc6WR@innknj z8L~Wo0%nAclu&kP8g|SZpFKu-M=j^#9Mb{8hT}J9s^&dDwbjk3YnT<<Qlq)@TZ<Eb zH8>w`tZTyZ=LPdkh~8^{cLCog_yv;kpLm}UIKPi<ic2iW4}kTlil6KOfV*8l4TpMM zv}r;B==#u!F;zOHx#42V4WL6ws~<q9HX1D@J^0QEZxZdh5>$KU8h4jXka#vj$`$@n zMB?~oYbPSQ&1fJ|nl~oo)d;piLOi&hPW{yC77Qu?{v+|pq1l~p(J}j3N)eEVI#0Og z3i_|$n{#q70i028cnHkq+xYjuGxse8k8>xi2p)w#^a%3%`D09#Hjgb={DZt~6YbMi zTnf>&qL}AUFA@wile;!(#TrQ~^#($X;ufA1Gr15*<L0bYCVX4h+o%VoUa5(85!ham zSS{-yF(rDhwz+9pT)V-jrT=8f#Ub|W{{KWyNUT78q-l_#JEb~E|Fz|>5(f?A4?8#3 zA7Zp4vSSxyvbA@*TZv!3B%0NCp&t*benKMW&RkCZ^l^>-ToDZ8tSK09Gc@k__X!cT zwO4;;i(BWJomU?}=h})>U4|pR)azW0XW4@aako%)+g(v{0oUw1`Pb;=xia`)j97t6 z2(Ea%5JyHhl}#J$NB{37zr;KZmPG1&HQIC<8w-Vwte4!||H<*oXh?tb?joHLiEI<L zAIS-O*G8_wYiZLMLuq$9bF;q(|My%~L$d!u5)votG~V{bBB(S?;X;t3r1N#r<JrSa zG_;+;YrSHt!qd!uN%A=uP5R~-F!U+<dR_8m&~={pH8g_mdf~F|pS{<mQy-(A-7oes zG5_`>H^f@QUTCnF<XPkKdH0m5sn+Y!=%@{zJ+U4u)B#7?#QsiW=a-?@ybZ+OhU^cd z15{g%M?%x?vHeXRS&`JUTP@S#mAzfhZt69h+!h0QF%l``M>j3i--yJ9T?2v3A$EF3 zrm*N~5WDW*RD$*wv48AJ&%{Hf{#tKbc5+*~;8N`R1Uh~GV_@v!&M10zjs1PdlP25^ zcB#M^BAMUt=tI$fN2aK~0Gd%Y5B3#fq0Tqf-Zf{{rqSAZpYOq$nuPWF&y88snG2n{ zm+*z@#j-%&oR^Pl(fTsC@z3N83%i4-d^!!NnS0U~+`lHxDQ$*EVENH5`2}Q&4UTjl z$Fjb|v%`S%1>I7x>tn@bl_X&2*5_d{e3)v<l=k9XC^SqG;1h=n)0Rn1E+_iM!NXJ6 zKCfy^E{k(V)Vsx~ExM)Fz?cE6kNxhkaGuIwx%~x3jjO}*U+cIKe~L@97=eWK35%jC zXTOO+N`usZ;M0j~5u%2M1#UI|{jj;~G5*&v#Jwwp?E|R+deSBBJ~L5IY0{lL7ZV8- za4Uj8HE8Mxu1&FoG|G3?Idp!h_7Iuqya_pH4CoFy*UT#mS|%%k0s$tFKk?EXj{EIZ zIYw}V@W?ECb_z%kjMYErj_A!C21yYE5+y95$G-QvjHY9zc(YpgT7^E}bhP8{Kk@N7 zk*2t5;BZ&;@$pe^mJJEq+aZlV?hv)AG7eql|6A)m*#%+?KdMYAfCd8^8f<A%y-x4K zU~8HZHZ_<Kr&#LcJ`8XuP7?`rb{+aEaIUghTRoylW}Tfy;*%vr3{c#b6n{b3gB@t( z%iq@3LpD54z$3S$wb{kia=UP#wn?1i)SKJd4zIfdqte6JhUDbG+d39TVY~iB#bK@i zv-5o)@WERAd=R_bc0WKQoVH%PU>#8O%b_+7rAC;^U*_U5P}`d)vrNbKP*Vs8kQ*ji zUTYQEFUN1s;G9X7<1pZ`Z{B+jVhw;QD-`Adh6<DN<T+Zmf(8UVrm4I{_U{SWxIxCR ztyHYuE{n(0qT2tb%8L7u941sYHL<`ZZ>JoryhIa+HKr6e{AH=yKiX5oce(YthvW_E z-@SE|W4c1wL9dBAA2TN~8~>Z<1E^(xTf2=eSeWFYx<dl^T0FeJkp*ePHv^4<CQrrl z=<%yt9}J^E7G8oR41f2W!git0ReT@9f1lI+^d5=NfR{ytaCiIv#M(J^=h)*ROgMd$ zND7DX=STtZ^_*uYGDxqxl<y1cU=97dQMcng6vUtX#o@l2Z+8$l?p3!FA|_!ik0r(v zJf+?B>qJ`)S@D%HUWfz}2@)(lTsd0bgYke~P8pAkO~t$T(WGeaoA}uD*MB^63R~Mq zHVpEIo8xz^I^PXR)YsP6W>oX-V>P(R*lHLS=Vh3SiJfe@{W~M<vyKul*8cWPJ!3HJ z2DsdaW~70^6OzFcP@BsP<f1!gn7(}OMXxtfCnNu!_C3)2<_EFB966Zk^Tw$tSP2{P z-v%b=1weCtud8n{qb{-?rs&5#CNI2eD!4c+>}F2y`@#UXk82LtaV3cVff1ye$seEX zG0-nKYFzcmzT)d+hA2jt5GG72pSY<wC<8W&5GyIGD<<*P=ySlQ_STk?D-Gn0)JYvM zH@kM?h67>|*nfZnl>G55h*|Y=DI6EQwQNlQQy0CJ7qZ}9e&Y|5wZ1vugW%X@Bvlu| zS)Cr|z1ty`gV^nb-LM8X0;{LGf7hvjMCu&BvN{K(42xMjp)>|SrFBxc(+P5*IgwZZ zLa#49QV+Yep)uPQZw0_)9JX|9w=?gy{;VO|w=Dd=4W_q>KUdXi?<+(2!~3d9%SFqd zw-A9PAGczt<=ANS6GdHEy)|uo*$%jiV|nQ=g)jx5$o6CajVhn?{-zK27CPl}4~sw5 zP5n6mNMk7^7ARtZy_ak*S3-sPxw=NaO7j|S%w4?O;PUOnJLwzp(Zeg_Cjm8@oW!ox z-R-bu(CU4u`o{!Qfk$y><;j6JhBJU@<usuU`hJxD=oab7LFkBp*PD@l8ep6yQ6)}h zu$jK7iI8day}Q?MaQ8i8<b`pYqbEz1BZWny9Nlx2nehh)EPs%+q1EB6f44Uc76Keh zDmx4>FK{q860JvDZdI!LzB}*g__GjfTxqV_Wxe^%nm!NqMfMFtg0^dyOo|?=Cj&-| zFLWm~eL0M<*M+r=ELJ8-HZ%~Edf2!A35lf~MZSL%x@aZ&^;Qdrgz~)e40Q91{mA`N z2rbCB_yUFcgyn|CggF6WkWy08Vxzf9^L^vvk9UYvddYY90PV*6-8#CUO!0Pb&WllS zb4w730WzDrpZbLY+{3Ea>Ss}=Kl8$kwer9~F#p_RmUWK{it|xPoY0cGE9Fc`dq51J zd0AZ_|Hl!yhz_1G&+Ts79eRqd`1cf}AJK#b0iZxoexeJ2!jJw1L*mmrO(Wn5zA;nc zw5~aT|HWkL^T-qKrHj_@l~kP{z6lK)r@`k60G;HcP<bF04TggF^E9Bs22c~&)9In^ zf$a|UePT-Feaph}gTR$nxG8KfVDsE@Cv@4X0^B;LE|m`uM9&?0xAj{nT}c<|lQuVH zRq=~Hb;?c_4X}bdwQ%S6xoY!Z2S^~BXS2W9{vd=o!Q^3`LT^Ss%a69&C}&TL6AHyK zrTos-eOsuRE)MAS>*ODLBarL(+|%;<Tu@O&bl;>vP*Ic0KA37m90tpKL}hqoAIRj& zKD;+>2eTs|Kvfwzf1c{9+#um=(qbX0f#s^=xx((_?e6&o9`%yTBnM3N86{hirb&B> z?7sp%lVyYo2uy%ez$@$LK=o8qJT(Urv+wJ=Ox@R@DU?;LDsoduLLYumWtwe-(W*ih zjb{oJby~!x@3vOP3G7@?NW}{^;iDc>gYN^*SK!&Vz`9Idd^2U<c<`p<hxjO3oG>PK zaYQ=%+X@~RSr%3*U@{^krHx)s&OvezHTLEJ>|-^NoZ`W`OlY5fULf!|LXLkx%=A0E z;2yx(dk{}y<}hb+x9D-N0Ry;sbeqn@o|jN0X<^7*7q#qq4rv=#Z^RtJKvj#=1-u^U z3Od*-Tw8+pluYWt=lsPdUUy<anYFjTJ+Tu|qdw-rr5jOGv+fca*zZ=@jS%_||9N#| zkZPgc@N+jme)*q9|57cexXg7@bl5;)+e#2Rm}^8Ud(eH1T`X=h{kn3S1{5t^APbUC zM7>Y35bIDaOq4n=ke<7e-o{jhS%Hc#%-8$Kcrm(>q>Ow1yg6bBvqQcc5faLIeGYG9 z&iwvRJt`%xN^dG?qw4Q^TAwt=oA}&+r%;9wS=lsG^h4hljuz#5p5Yf^mL3=97YWpo zFJ`Z@M`O)jZ<Zuv!I#(XVWvX|L&HU%I2l3=K_m>$CMHhiJutCFTOJpzn`!uo)uU8X zWx}kf98bR`;!@++5sFW-&4DDQ;GwZK9fwf6U91BpIHabc2{dj-AZYFHie(r`qngPT z2CvaZ`C#kM6xZlOE+I`ww(l`rkwi63C*@bi>Jx{TJcz4R+x-s?QH?p;5oPt$GhQKY zy!OY>YUkF|pyUqd?8S0tI{o=dk9xMw=WkjHbH49I2y~1J-nR)}HBG2p`iS%Darfe3 z9b(noXmITm=M$%kS4-e-#zmuG`r49<k7AnyECIZkMws8siXo7UlB@ehJm|D#33LSQ z@*kzkes~Wb8AYB>Bya|@b8cF2zW?gguE9{~^2B(?#hA+}Yu<NNg1nBWZH9SzzE7U! zgxA5wboSRwn=h&yF1UdYUMWjxL})G;I4JwF45pD^!i4bSrfr`(ZOf|ewakI4#Wzmm z6{2nNF{azQI&;9}&>k`EMdfz{$pba{ONP-~R!bF@eJG$N?h@aMHY?>1)#d*UsR|S| zZC`t?PWxe0)|YuY17vWIuKy<~M}Vao?@M7>ZiD3;mMY_^p~A5_nilu$0fDDN;;x+K zF{MS|b2%XTN{iH|1dJe^bLYLDX?>nHN+;)eY8fUL)()8av?r(vKkhRxgUTc@(M0t4 zgSi-(Wyisc`!eK)%N#T$xpdmq&PTBAmW~vE<9ct@_xL>kKO9ztKuE4GMLo*B^<Oj7 z-)Mv21<RM`Z2=iXCOe<yp$Q!}iF+!@SfC1S5#|>H$zZ90ZDxG#dzj_y&Q#q+C#16h zg{`#_^tEcsLW4?UiS0oo$UA9=0)Dye?Mr()b9R#vs_Q>V5u-bbH!6jj2AqKF5WMRT z5$9wewBsHE`j5yYqwMyu5`!0GuNi3M)62wkK?WJ1>DpkgVFnHeNn_~{!r>l^)@*|w zw1z(1hYuA{xD-7VRw5{lN(^duOQ5z}TN2k03lFi~&*67Z10<rtLJXMCja62h1Dq-U z7wfIvh#%irXldfbFB&BhT;KfQqg?;13g$zffbv3h(9NbayH<EkT6{z<xaK0skG0{H z*+HP}DP20p!y-WS6@RG2XV20U@e`B@kP&-=1FnJ;@YQrwHR<amb4k55JM>P{!ns~= z{gh%-z}XjrGl5zFbO<2<p0fCrHmnX#HtMHB?!oW?<A%`40}!PQe^$Dx`XI}`_)2&* z+gLsh42AVxVT#7D%{Td&N_b=JGcd2rgQ?v~WrU0PPF^6n31v{Zi$db)4aRPRayXxj z+9%$`D2T@0p5{kb_z8Dgce{Mk&(0J+;YbOzzO(V09y=NccM2?C79SD|Z$(JK34U0_ zhFisiBYKMo#brST;l{sH@WsC;jt{31KPYD`&c`z=KMEl)5(c)R?+&|hh_{pN9+n{I zcn@L;%qnryW`i=p>8&qcWMkkYWkEFNwSCE`wp_D*0~l1dN^nUXiDBu>YL>SB%z7#) z)8F*W1rIrPFJ5N-y}rUyYZWPdT-XG$GYL?rpNDl~^xe)WcyVC-M*{3l3V~dxlw4Pl zJd4YH=2luj7WUX2*7a+?>7xOmIiyY7%gs#1@{d>imQwbzEB)F*%aba`tN>_=X^5gt zta~GBL=Jjdvr17Ocb$Ayst4W=6qrFETXA9sFC*_b?ZHo`#Pm?`andf2SN!3oGg1}` zRXuE)f9L_1jL5xnAAkeMb?DGtSxFPxD?G$Hb_GWKP-A&?!5#3`d(aI9VZlfBp8v#z z(Y--=<zf|N?jMkteuJ+(bpX?&gqZLA4Er9s(5@NXnQNM}Y-mFA26m6&pdk*tl^>@B zL#calKdd+;H^qEWcrSHLt?v=pa0EMVJtp`;K?$b(37Qzi*+C?f=`PW&6#Z<37feT0 zHiuvs7PWuN#gu-V`#Xvsq{x`LnGp=Pdn|)QXA-W!<=5qX01%pEYIrq@dURGzK9HL@ znMHW?cc(MKP`l|PIpFPz{17w8&IgzAvm+yIVGlwCgaEKJjQ<Yhw3V!1t&HbOitp9K z(rDiDfTOftV4#!OH)pZ_5!@zf3dSv(KfpBW&`o#*2CLvuc*$csF7*T;0qs}Uh`B!F ziqQJpEXMmiXr+b&IL?Uv=QulO>S0?padu)(>qIn}N**DI-^d*oqqHAww_xDdXP*rF zt-_q>>0ZxN&zB6g^<wx_NRhZ~Jr=`?>6Arz?s7jD1WqOc+}$2-xz~?}8A~yJKBt7y zCw6Zpgk^-9&bhVic*wZ(`W8&JS#yGnn|6<_ni{c@I&p6jX6f;Ek4?5cEWn;Ku3Wj& z3DyV%IjPTw6rL@AgZaTiC^MF?f~mUf4YGAQPwZFT%Gw<ls4MgE*ej+)U=TWoS>xln z$2#{~Zw#zgpl$vN2LJ2KWW?cf52iXQJ-U*d$kLftwQ-tqvoA02lRMwC5jwht4nfF$ z*#NT^J2QV|{H||b!na^}_I4&nJTriUe#!jv)eIdY1<=wTKdF*5FMySKT{WAg8D`9x zN*wp_#rh4Ht1cZrg+&2=a5h%k_5y{`(WUh!i}5LW(K--l?<v0SanbxmYdH7o^TOCH zEjsJ<vSfr*N()XV(p3tQmMdeKzxqsw-m#d2rGi??f{R3Z;bU&QD^AYSKAoDkpMF*x zPp@y+sL<QC=?BvJy+`+81Puw&MI^*6ruoLVQ#Abq^l_q;P}-!sDZ@6__L8sxmUPgh z$)KLV1<kVg;U1{{>sq;gP$#$}5Y$L+5kOk*G9IOnFQIX&0n5F$U?m9bGwq9Vx|yl@ zTijY_I*B;nt423JH>DFKI5QS|z{yeEGwE3_)aMUb4mCE>$}d_yHZ@RQSbceHzFVaI zE<+aQUi<}C-`q-v-eiBxAx?Vw;7-k<a(aeH&1{{^U>n^Hl@!=Y_e*lZ@s@|sS7D<w zk^qnYDm8k&w)ZO!7e-a#=Jdu0R9yVuE0qcL9G9tDU`rokHz*yhOyaI#R`TYyU)}Iz z*OxF3t%25R_-*>V>M$pvhlM(+3?ED#vdTWuP5*K^ymp_teiJhRp0Wc#Y0{P9X!qN` zJee_v%+nM)U#F0cSqU9&F&(mG<Z?`Ump$QJ?Mb*G{)umC)oH`n`SGJ%)3yDeT=`9n zAJ41}e}bYP8YHtvz$F%^?aRM@f`qoa#ZtdmTNJ;v(%5R>oh9B@dUZ$C9=JbNVRn&; z2uvfwwy5LG)(0lEF2L7NAJ!Vm0_gi=Ui055mpk{mw4@in;SlOkiId!7=9%?A2ordn zOfdGQ8mT8(KCwAe^MgS0jKFMVdg4lCWfY^(!Opf~aWvIOK|c8t<$)N{@Mz>n*{W#t zdu~Gc2AW906O4q_O^5(+dTU2CB=0>(=~x@iYzMzF?pBccTLnr&n{ZyBnd2LH96YMQ zQ(hPgp)?zEegH0(;_Ks|;(QoWfZiEaZd^6`6ObeuuHv&H9jyzQ<&)`hK$NDp(aZZv z7!D?W!xoxF9A9iS3jHO`kOHlj;L4zrZoiBAQ5EXRO3=PBQUWOHU3ObVk)|@VevKt5 zTf3BrV`bc^NrjHg)FDb7u*rrVQ_xj~p9NrmNGxAMM1bL_3T?%1mRd@eS;FG{B;h!* z^E$u{laJreYW2(QulLi!=fGq6*^md!_*<BM5EX!*@;$A7DZx6cNZF2X3XXYai5fAy z>F&};9X}Whm#E|YZ4xb(D`)ZmT%zsMBD_eyikGBo+Te7bd0>K?0WDgt$IV)>cOy9o zDLUkZcyg)n{jXJAIsgomO<qi%cGzv?Bcw)<IbH>bM7T{8RH`~zOiQ6^`gSL)+z;`? z=zUOx;=?R?DR~Vrmt!b`L}#j*Im+94!2(9L-Mwlqn^91>DEhO)w^4rA#VG(B#T8U5 z9t7o2iEnoj^3450R(g<ttA%s^!1~7us=QOyK#=igk>agc$XNv(>D1A~<VCD=#J%6v zDVrX{S2jmuxS#eX!-d?pXizl5-;xJ<JvWH~gj)EYHzL+HqmAN(gRzSZqJ*Flm?;2p zzTq((gTzy$|G`d1*dRc=zOBWLz>RzwCI^iGWLm{d7otNXN#}(mlcF)+l+Ew_wV!3} z7d(uHK1(%614FH%t-s@}ZA7klLh&6gV#<IgKwCj^-cXn_XaU$a=3G|{4FTaa#r*uZ zigfrxE3^$<HQL(k;>=q`AD;HGG>bYSp5Lq3nq#fb3qH+}Ufy4R5$MF!0`RKgr!h;$ zK#>V2+)c~~=5h=QKWkIn?~C^vYh1Y$`(0vJ!rQ`Ee*X3AaRt>EcNRwjpjmUbEUSz2 z7GHWW{+{)n3ygJ<zkb)Rky*5$Evr@ec>5k<;sX(?V2Yi<DfP{#1qdz|N+hQ4kup8< zCNUm!s|nGfD(>;z4^iLqExpI_Qty@d@$e&GHhW%o6}4Se^`ZLh9np8GiGkqC1|O<_ zP9=P_txgOEmqYeD>b*pc_?*`>$DBTHr1%{Lr<%2VUKMb?)6ni#!3EZXbA*35uly6L z4b!wh)41aZ$L7xI>I#m}BFS#?n%+9n4gPIyB06iquUuo>4%}9GJE77TW*<vG&jNab z!5!Zn*s`}@8@>i16jEVMlKr*%>Y)@&!x|rq53gZ#nN>Nd{Mp&7R{?V#E6E5u8|FjV z#;n%a(BrGNNlV63H;*=X&zs55&2Up(BYe&!RRfs@TMOWH{fN9MPVEzHsSJ?jWXj+^ zS5Gcm(T;9@rA=JbP7PL3R0z=??sJA^>A4Ys68iO^mf7|j%WcIVu0C7xw*-H%m6>J6 zQC{ol)ii)UVpEN_U(t5|!mM32U;rS|_nROxMD<74@Yz2xTR<3xWs~S+l>S&K!L+pE zu=q80mP&UE#pKtHcO(3x&exH3_ycCK^>5mm^xIdO*$tNYaM>}K3I$14V&-LF`Ijfv z2Ay}B->y>n1(x<mw8M-5MlNMq3e@v+au^-0+g;5ziGBOlD6W&{K$*Q~_A5n1cbGjm zzEYhNUym&ithWcI0UhEkM1!(!T*sjGgN6&N7ed?ISThW07}H(uOuA^g^SP@tDbj~Z z71)Qh`k0nIV};Br@+#%-ASe!a8S+w&I3<{#QC1N%H8LjK?mBoxzKbkxwq@@f-{UZ8 z7}WU)Hh>`paOW}&zm%7}zM*dFv1Ht;E14apk7+fnl}+09nJV-d6HC?i7$D@)LQsMI zQUv}jW0)sknCkjOz28OtsB^dn#s%|=%)C%;_mrUorLaFQ4~?dOai62XtKUN<y`8^m zTo@_d<}{?fAdQ>+@(u+_1RB)k@__49QJ@o?B=MgX0vXjwOUv;>86yMZ!smCU$$*fn zq&$Sg^MYmWWa5m<pU%NuGR>7{oZDv>UAF+WXDVlV+~z8V=?9Qb)EkQh02DCaEV}Zz zl;TVl`;1Ld;vH0AZ~tBT76YoK+bgAGpe^jI8gNuf0ZN?2vz3MA&-hugzW)gUTI6B- zElg6@{8vqq@Ek<Tgc@I(I9=SfiHtF$(&HDHzt>KyoE54fFm8*^%~tfz?fm~Vg!)_> zbc$>2Kj4794#C#?q4mnY@J^FNmTAi2P<c{AD;{;+vG~3}VAq1ehPR#rQc58)dS5Te z`(7wxB3}VI?WZu*@O}H9E0?<$LV3(=pG|3jCh{KwHuvga*3w~au<<Tu<!m@lo+yz& z#=$R{DFbnnjWbZw1qcs2f@hc?E%a#Bos{1o-?dl9(c4mtukiQS_%jFD1GGU~B^^V& z{TgQ5P5apv9DCw?$4mt*jeQPeo~S2#n)IT9`rg}1Mh(TEPHO27J~!V$w1L00`C#ag z%aUlX46S&W{zY76s8eVJFqkIiKU@r#ECGw6cORr6Z<cX`sgYvZdmfGDQcXiDg>9aD zJ`wpb$su6bQklN)kS>hvH8}bX+MLue_mS#(d&oZ3_4`~Sow1E@E-+5pBE<@TI#am> zq1VwII0^VkQe4uQMGByN-6W){ccktcg@Pg3k&$n8ppoRigO{*F1gxG<5i*o`m9m7= zQ}gdh*!;lbbb_u!JE6%v){IPVcMtN$6^6;J)cDMVW_?+C6k64^7j(fXZO+8AC!2vq zeLDKU>eUPphdA7ArShk}Jx057JYE1+)GyZPSZKTiMtaLqw|>t_EIvW_sZaBD5b)ld zUWpP;J7|wy(8iryK1s0&KA|e9=(%<Z8wC5CQ11Qg?B~|77_cfT(572#z=K4C{0;OJ zYX*&8ct>2~=W$$L@2}$lppVp1mCC<LRG&OX!x({q7q%s7U*`^PftJ})orpQ@_=d(^ zWdDhq`mvwhD_LJLrGbwx0=Io1_woiIXFSRG+XU=#mc`XPJQ<St1IZ3|*8VTV^Y|-W zA&*RTZHa`!f*I%H&mLq>;Lqp->k$`t6uFJZ_>-#gwYB=60sRqEQs#m!lwb-t`vIeH z1khcYZ=W@7ESVKu&TiOqPX!=h^8$A((KiZ>^{0ycSGcEN8|&~n$-xeCA(79pFxn@( zwfCcZJ<4=bcQtiB<bqttaYkC3cxA~vH_W!({~z^<&NQ(_A#Dp;LK3Xag<K9*MkG^A z5CG{cHy*x`U_wSstW<T|G_f>Sk}|=~6LE4>)_?BKhk{j#W2UyNluPL#<VEQFM5=8a zj48q19n&C)NW4XO2m>PY54zMp^Rsm}DPadbNV`BZ4{E|#9>XmeFY1gMIMua3ftbPc z(^-V={P<@7?+tR95C0n@R(mw83LnlA;-EC2JNk8L=tghkN`uP~FsW(TXy^7}>b=%+ zWaCJxp$z|e>iJ97gwnFM0V(f)Ckl)~-H0(Kf_6%p9g+DMZS%c9YPc01$WRF{PfE@0 zZ*<;!ec7o2LmyO}MK}M+Z8w?d@!sU&q@i2;IZNO0di=cUD5Aa0O@G9AeP}&>l5f#D z=k_!hpGM>N4>h;`mbRhP_L;^qH`|oY+0sGN#Tn(QGXDto2xLC2E(C97dG%(Ig7EQz zZ=BSbMp{Ze3glbmeuGFU*BioPKM;YdV{R_Pm$Iy`3~!!qrVSGV*$=bk42$y(Lm1gn z-k77QZ7A_y*!aH;7c>5%ZFUTtb45a^oerQ<ujP7vbhUNmOEHKuSZxIEjrlD^-IG2V zvXN}*t?7L!EG)7Q(<0(8zR9d0D%rzU4EZ>^kC8STq6p@2Uru-i>>hHC*8T~B#Q3#f z+InXuW5>`?99);71D4mt{Ou>DxQ+5QcPIJ~5j+uY11Oe8`xtA}R5afns7thh^opDh zMh;iGgHaL`vZoI;YkN3dzJLE$dlP(|?QPWT2mk#gQJ+>xXQrfFAb0p7wRMCyp(SIM z%~W!F0AF!hJqiSUs(Lt_Bj*$HcS6PoOrK_crM{RulDkkJ)w9P$9>~rMzp6J0J@cCt za9`}Y@qYyy;Gn<j4Ikw^)!5gDa^Z9cgFCbLbP3U33GEDSo34|1IwI#7Gp0iHm3z=Z z*8WC?$f6b;<2J>6Z$5xZuvBLt)Je9(F0IkNqkaA7Dn8oPoyJ$$E)dg-zcV%P7t6ax zxH3M6O(~X$fa4L#p3jloZ;r=g@psR*_HwZCuS1t(eKXcGJA(GU&-i4t;^YOt-hK3o zT*+8o?GBI?T~znJ?toV(;9@vlDvWt5;Sxl}6?ibis)v3#Ru#k|>tfQmmr|=D7h>w; zBlN=&fC1&ht!h#(wgk8^Pbd4?Ydh(E<Oz(iFUM0oV!jce8;Z=6!_Ry-Ttt<h`oNYq zWeKVyZ1Z0r@H8#7xj1LJ+6<lwNl_54tbl^r^jA#;e?EQfOLFmp4@3!4;(Ni~D=NUv zYzub2Jd9H{_?Xx)0Hl+88xG&dZt5txMe90}wa!J!pMM2~85~OZhay5lX`a}(i|0zT zSO3A^x^>Fmf7%W;C;m-XILz#Kfs*)<@(}*zR~{|cbslsUVi|1nxBzSW;ijK%*;M*@ zUjr#hVZ}bjn2P{Gi8J4)C7pf{^G_ahsiH6?)z69*O1ZZQZSlF8c@th};#mXft(5P! zF2)b9<#f}^EMKuXIS>OL19t>V3kRoZP%lY&K4c=vAX=9S92VC~|IKxdGSe+qZS4;m zs0Z8P@iwu||2Iypt5$!<zljQG9m*GnD>L16LY+}>)c7RnFpOK;sRsQLM$d?It0z5B z#CcwID`h3O`m5H7&Qyzap?1QA9SL4sgj;d!j%@aLdjSYG9n6F-&=SW#C6-EZF#Tu| zCe`aitDD#ScfwaJnP&Oqef+^A9`IoQhI)nBggx>*!!KM|?z}t^a0#w>h+PN{^<+h( z{!(nIKtsItEOC!9b|3ux<d0^U=o&%&?atwO6k>yXTD~pwDjB_64IO&%kxp+<U}R$V z+$VHShvh}%PM2laks!@G+Y21#yx&2@2XE*b_Ff>r&-2I5gDE@(iyPnu<^LklYHWSs z`(#b(ns<GDHypJ2L80a(Okzp;a6;SIDX+p_e~12-Zt#w-`YDG73T2<ptDGmvf<cRV z5egj;J+8Yg>q~FoFCM=PX=ptWUlYGd2x;@kt^|WUwTf<_%^>HNL;tH;2cQ1+*V~GE z0F&TWiKh^A-`9G>4wy`S1+NOI^R}Wce_qUv6lD`N!p~0X$f@<#?+A4#WZv|Yll_H? zQwnChK;b0KQUJ2^d;e*L3_#_wy-tMR1T03ks4B;Su)RQb;JBy#U42ifTLG=^_VNDb zhefK@GQRD!2zv@a+tG}Vq8$Zk?NYlt0rp>#*2F&22~F7KM9dO9kAIou1%DUI>Mvl= z>%AK71}k8K+lpR4UU5|Pq38+zSYO2VXdO4HD*(Jl!kL<x%AsS3Hw(R#)f7hG1v^K* z5YI(-=nSw)aet^P#k^w;9hOAN=P}eiO!K%*E%&EJHuOGt6s>Ee4=2wkUvQ?=Ce2Hm zNubK{O5lruAO%K-;Za4G6Ct$j4meEkze#2lK|(b@Q3Q|Yt2i1u<UHgW_6(6E&I=^) zsM!e4Tj5|kR)3G4h6q>6nR-Ia73UgcxQlA9^KpWSjTmtJY}T4ZGkamtsL&Oq6d(6L z8`<AW5#wyY7YUJHxw3xh*Gw|t(E*yQEf1kq@}kx+KPw`+eSSIKj5Q6$rn3OVW_wAP zH;OtAEFN3Q{J^k$*+cMy_jsyr{?%TN>-@Mm3=gmtOQ?8FmV0Jn6;`#R+Al8FAU6>^ zQgl*d9wQb}x06$l5|+G{%ScItA2&ac^z|)9EdM*EjRGfmw{ZDN68^={6uAyuU*_4& z&7Vw=()#N;`K0?e4R#C{x#m<wB->>Jr6g!1`j$Mvp?kaX8+&%OsQ<K84#0RGDJl^A z$P8dGFzvn|{G0t|v&?wv*L<zkel#IiY`btd6$w~?H}P8^gyQVoS*r55UZFZ0`)19y z@q_9pvALYq5b$1mwJsCKL~a}6X>xIL5}&NQ$nC12Z04?EqLIO~7*&9V*qN8uAySLt zLAaw40-chvS82sQ#ZtACm(#{Azofsn6Luv|e<~N4nQL%sW-(aKSKxX(Iu|^?ayd%^ zYSDv}RwJTQXjOP?Ack(6Zwk00QYW&aZa`v5vn$dx8sS`u1&sl5D^6^IzBvw!PZyzV z(?s3G@a^qRf2lX!z5-|*oRuk5zs$xA2;1UYaR8$%J??D6&TY2A%id8Q67agj3a2Km z1IT<7l3t`j1D}jVZQ;%Tm{{4CaOS;mKF+Q^&zxpnQNG#aM^Wa;4jQtK2dc(FvG6*z zFgl#8ukMxI1v>odJbNRFD*0vc?qo6>7%$ZS7}M@HhiC#0fMrj4sdrlewDRh8aq6x4 z9ipGoN=B8(@3;c_(EDp0IR6K%Y`i|}@vFE%UXXu$K+&ot^_g22$Liiq?3LFaaY6ha zuHpVlgabcgOOp)Pr|aXZN%g9OA~1+vT=4d2l?mgN-)0lZgpz`doge<Kq4FM{ac)%Z zzjVe(K-Z!Vc!uK#+v#TPsS)`tk@d=>zHMLZ6`pUc5&$*!wPpjEyJh1<4$8jpgU;X< zT0vUbsiDSLwNqG*i_!)n3}}&wS6ztp%7io&>&JWUG1PDBc*n;Xi8#8>l3~(F4y4Kh z%-IPYS&-*k6p`f0tS(<2)L}`t5F%#!dff>qV#zBtKn<mGvb#Q2@0o@UYLMdFKX*oV z4Jz>BqFhH!DFG*d!2oj0CY6Oq?>D&NTHW_uDkMyBxuAoF;f8^uH`wGtKnyfHqz@Xg zuK7pa(^CcL`_JYpl32i3z*CVs&eWtA$LqXS!I*UGjG{(8z-H_1Cp;SdH#;7Y<7TiR zM0&~gmjqcFNNnMmc-4qNNJr!LoS(`^hY14_FH)P~0;SSw=MAIUHtXj!G`&mWK{G)e zeL}!0z?gG*=%D{RXzzGSYM8q17m=n@xkS0ggl0%lS<`~w@b>iTytXX0o!t<X<Nc^b zyRm{rZez)u)xn6Y@bE=pQ9@uMG>WM7>cP{5GK}*1w+rRg)EK8`j26_qD4r-8)hM|M zH6E$@ER=nDZLH~3mQ=aKbPL+>P6JXjMF-SEEKcC$5zy<uO*WYR1wH2ieg66MMs^?F z=`1c6SDETzZ1j<meB<v=%eWQI<&e6C0?zBzq(@ajxGdJwKZ>|*!Sd!qQdxn_OtX)T z;9M4Hm~0WM7JQPpLhHjk28NT&zWdxuh3bpKBAdUhb9243#I3RNz+TYjS&mEc^8dTM zUxZtHYLlf&diw86f;8-dMJ3v=H`7xP%}}rDBeLDhLHPUE)VQ&*NPvSg_m}GG*>)Zw zP0d5NhqP*B<41}wzobL$e_-NPHew`{U{v}wFQ14$KzO#z_fGO<VQXs6lbhOn$tW%s zOzD{XqaQxCWu2l4Yd3186fVX~C;?jezCTUwicJ8$=fc%MGopn@dzpzc+7ujZwj>^3 zdkJ3Zxs>|}d$#j<(J?)_Z;$m&D=lg_W~dDd%=Z8Kp5=%7Ja34RdGLAfxfMAuISmtz z_)zZ~fwG`RG1YnZjtxf(Lvju2)9N4<%tmm|)C&&R-9rg4;4j1q`$DX3E~}Kw`2T2o z3!tjnIBxJ<x<R@TM7ohqK|;DgIz+m=K?$Xik`_rpQbHO;KuPKD?v##w?z{WVe6zE& zHM@7lcjmoZF3)-5AHO(<tTf4I&^#9IHj2kRaAB{jg*jbUy$q|(rwlYiF2v>Tr+mFJ zc-Yr;dVTV1=-q%sw&>yM3linV%I4<V{6|k@*>)!@7U?XM)TNPBG!xCHt0N07`&g{4 zi=9(AE8J5AwEk8$|Fp4|#~5<;GWhf4O>bYSx=vkxQZgs+x@8{|r^yC0r-`i3l`A<# zUuJkXPf>1eba=RHg9Dq_3)2*l7;H;Yiz8oyY){K*m+1O$unMb&;}rIy{-(L4WIi>W z3De%*j~A(AalPC!+XtX<Bjzxi^6HKzV`MjJrOdaGECTV=+J13sG4o#ebnC(c{%DAJ z5$kGD9R&<L)O&5XsB0h6JY<US_9JvwzI!ZO{JWARN{_toLlb+XL7{n)b&8I@ZAPqq z`PX#~lTn2^-n-<l?6!`C>57HL!SCN<N<9{gW<%t?xV`^GMvjLU-?iRsQek%BdLT5^ zvboSelfB6%3?59j=~(o~7lBkyQzyhFWC&KN8m(ez5^?eb`u%xguPpUWd*ds&WSKWr zJ6kc)Ddd0jxWD{!W>pWdZ0<O6d$BCBM;)YtK#E*jIE*^YSNmLZ*%3C0GA?MM@ZztD zNBB}B0qtZKTDb^JAXENTIi(zvTp;WSGdMq-T=!t?t7aWSh-q|2hQZgUsJ?g4p6Vr2 zy<r+6(AT$>@et-_XD2!>D8Sd(XW@@*<Kbp{%0>FkluPfqZk)jfykI=M5J}uTLDr`m zP6@@)?_X>j@}PzJN*ydV{4wRC#`#uO76lW0^X5&gkjKv0<^@5D<<IhMAD5UwNgOuc zP8O>@TKuiT7(Qhh&;59CuQc&SIkY;eXfcu9zj@lU?}j@CinHq`<LkQx|7GYOqXa)Z z2a{l{{9Wn3EVHVJD)=Q=9hCv9h1`ek?=oeNp;m;WM`P(3*vSqbdv&4DPoo$3PkZ)a zG<CcvkxwvR|L~cPS(0L1@tnrS0rPR<@HkYREx(g#B@o&9F}HA46-uV(lhF5I&@_>C z2BE7=3G(jo@&_6YNg98vc^-{#|I*TB;m2sz0F#mo-r-*NfuSucOAXM^ys*TZXP-gq z;k%I#!$Mi@=p-DE@0g-aLvM<BzhH-j*bC{!QcT_<cjR;ozCaxCcv-IUM07PH^UTVF z45=Hr7xG76TK~26tMLcU27(?|?FM*C#CYDsw@`g<gm#8vB8%LKXM@gk$!ddB(x#by z?xGNOu=X}4%B|6<I(D}^bgX8FzvKJa=5>(b@x-8c12*J>9kB@ss)k^0bNrT=3UL$N zRz`4j7$yt7e3j3N>`W@leSsOA#E`xpf+(3Tayx^ECnfpqTd%35Hj2;z{?DXMbhO<5 zzHU>lov7{lk4xei%{*q4NyS7keHP_OX=^(&;x(Y+Q>jD^*La&bT37%4&&{}{8F}a> zCUi=WM^G`DyT<_$Dv$VSmrY~Tt`G+wDu35{mL9J)IAwutiWSTRML<eQCR|I4-7JS3 zW0A&OzQg7vistxE)Wu9Q{dDE*(b8U8a%9n+?)g6jRc2)%5*(C|b|yH4?x8O6OI9#% z9pM9>dji)8{5*o`N}`xwC+mGw5|>Mes%1Jis><7Fw7DSqs8Wdep6!P-d0iaLpIGGt z)CH)h3`(e|sD#hVbQFs%FE5M3U@)0Q|I>lmosnmo9u@XEI;HF3SY#{zHgkezh>3|^ zH~jLx?pNoRUx+ou9nvuDrKhA4Z%0@m2%0azPhlI$h1Wyfobue|Y&jMZ!67%^@e9(~ z=TyZWUv0w(ySqQB|Kn>OEatoUtTTsFNoCt*UCf6qY~JG9P0a~abWVMD6AQivYx!*d zbB(Qx9jO(PkGM^#Nagq>q8Fxs6KR)$vb5%w8KL=C;vB`o!_v+Lg7g;OGFWIQsY(zA zQH}{!^v?;l4UK8aZ_3h2N=n9BT3S~UoSKD7E)Q3mIr|?I6Eob84thPg4swi|JdLWW zt673#MMXssdg5qu#DI;X@Mg0Lg=O}li^N1QThQg_#!|<-m*wT<zNn}XZ-_jg_=E(P z?&;}<2~Sa`q0vq(0#D^I{SMex&G6q{;^@)9v@~+oxfqc&^P_?}32-xogHn#D_8;vW zTq-TkzQh&`p;YGoLG9DFQ;{tDgk;J)7U`m9H*&xzqWPm%Bp4l1fcz6$P1{8-oUHe` zurX#4f(01Y0vrsO3rP$U8BQ(dxJhN^T7JzEX%RYng)}yCS6x-=*F{YU9m~w@B__ws z=c%-tHaM3hXuSlvg^zQs`_7BaEG(oQ?CsMF#J1mA_vD3^mfC&C%u6q}H__Km|KTuO z_cTk`qvS#`%eQ4=%%_RCrQYs&sZQCByK42#<-J+JdPXc76%kdz<LWbH#1lwT$U-#= z&(+2Ky*N?BAO5jcBeUAK>|7jwiDWAb?6X9<ZMz7d%-o5+hDCy65?f`S=-iQUHP*Mg ziD6)wzq)p3>%#WJ)TdgKTTLb1uiwJF2K1cU=)d~E{Mb9m{&JlnA^#-irN-5us>W4d zPX5UqYIpZH0f=(t-&|@vrvd8~PdR6FV!k4b)D$b@9>Wwl_z!fQbxcQFm58K@<)?ai zP<avBhV7?XOmm)Hc?1532G>v3d(YjV9FqLF{bL+jK;*)gb(zHP-qb?P!<%#HofP2~ z9tQthT+Q8AIF-iuC^H0{bbha&#G<@A&Pt1qfBZBwG?qr9wLoa#cfu0`iJQIe#=+d~ z^r?L!>8Yvg1`~8opUNnpp@WZcn6%Cf`x~mL#8&E77&{bb*f{S_lp*pv%;XpUNm*Gj z=P~;kn&Rl__*_Rvhqlb19!IavK21~GhJByw^#10sNk~}Ov$C!ZhnnABZ}$TMqi?ZR z$;o*t{CIM6a})i%Oh`y@$oujoY2)9=kNE$68wUr+bB(Xh1euuRYyB<`N(vvd%9ZIf z)j2ILfahVNG&M9J$B^@tB+KS4LrW871_&Qs;8zFScpCIstgNi;<!jhf3eC3$+<en! zNzTz@!$C(wJDRUFdq+h}|BRM4*AtOf_j!(Zz>KV%TxyP!l2SAyE&bWrpG16!iIw$T zZLP;qER~2ot4Yq$k#kOezf$R|?{9q4cPDrbsYE=d>TE{4O&Ai9<zBq-wtD^geaZK{ zl184K9G`&RB<2H_<X)%o5^Wr6YU&WzhUV4w5X9NF&CS%dde+(cHv{C8iHxc<cv4cG zot**DV@5_fF6+OK3(CqI<i2W=&y^Vn9RB+C>!hyfjX|CL^cU;dy0W$xbm+>;%C#p) zM`)S+4*F5g-=Q#D^1P~SYVup^j-lA+;pGhz^E<a^P5kqAw%+N`Ywh==SIU!_c=(NG zohTxZ{L7bBbfKZ$U0u^22XhTAS}fS-$H&LBZ9#1w+LIf`Lj-xYpL)u-y={D_OM_s) zzfbYoWID$kEo#;|A937HZ<Gdc>Ux-(8h*y>e*T{EsVw7!_}CX6c~i>o<vxtLx_0H# zWuzz;5s_hPb~xi3T<g(d*<9h-(vUp@S0!yY8@JDbp_)fTm?va!E10?Y!arNh_BSUx z-kofSA{obTF~Z;5IG&Hcm~(SSD7Bap=9a;xCgO9**n^{4#J39%gFw!qxfZgbLAgHL zb}K3_mX8NJIO_d-rt7<l#dS|l&+E|8P*?6m@NSNvi@E2zg@w8K$zYZUqnP*6=aq}a zAXOOD=REaACTh-VC_5lvy4rFwmF?9EJ_W@r0}s!My+?K~t#r8e9r(V9C}Q?Ta$;hg zr1W%_d+@t<|C(An_w{d7CGN%oI^H7d`kn86y}RD6plZ9?pqNYnr)8UroZtS_$@Rb8 zm4CaFCg*2oY&Qo@hkIYXd}&tA7WEP5;;QUz1`l&nOkr!-*xxT}@;?4@IUulT{||gm z{oD_iRc$#rIcbo{oSf!<47>b}r(L(Oah$I1q6NdNlgeE>Jw0v6m5%WBI$SXNZZlfg zXJccdGg_!@r%lpS`o*B$apuR5AFgKpXIttGSy@?u5BGN`m6eqrJ0oxncHM>X$;f<k zQPbc#V&`w}yN9jeJU0gA^dyUhiv0XggX-5Gb{jo*%bh7BwzjM*UM4cs-fkD=l+VSr zOqLrFJe-ZHo=e<cTI_)H9hxT>=g13E3o)zCw;$@s0ZuLdbo$oTUT=dL=lsxRjsZQ9 zjaDlxDpIU-nDu;_t43O=oH60L)E=@x!f7n(q@t;z@sr)S`A65o{Y9HQ2?<F{Q&ST) z)Ox+cI*BWOxpbW=<mSj>_~Wm~&roz@T3TAK?pUgfCj05?UCkmDhpUr5PQQY}!tBi* zuELeQ>F;720~ucPLqip>!3Loo9v*fW8672%`4Xvr`M>V%N;`~bguYWb@wW(iXizVi zpZ!dH|76pfr(g75BO45TwBcLh!fh`EMcSzcn-6jDQ0~OqJg=oi-o#qk8_OxE_9wON z0Iv2^-Y|ovpG;d!(Nr=E70)(IYCjeJ)_^K`16WP>^weJc8eel+G9%PX^?s`;gt10n zPajq^^T@YH^Kk$7_7hyig6+ro0@0dD<6~~)N*o8ob}2ctanc!r*&2k~X9M`m@gKrO zb)$?+V`F1ck`=UTf*t~WUc7iQobW_$ZM7$E$hgt{t6yNCc+t3RLv%EjONDXE0eNgY zq3jAW0<4S$iO>J?XzqBmXA{;A>YKnP92|pB#l;t9G?qRI`JI2e1aH<oEJx6Av>yG$ z)Q65vPfI;SMzl+H8gQtDpLv1k)c{rcU!C-WO*6aW-l%W#aJo4Z1-9J2^VP}vcZGs# zEC|?56I;N@x^~7(vvkT0eNx*YsE^;8CAs98fPjG8&e+#7$PhUg40@yGe8$dLzbqxO zZ{6S6nA&UWFKrXprq3X~?{8wB(1toLGz%FqBo6=m`}ZR#=&Y2pgljz<94aD>TYPOK zuD6~HfxLwgCPmxgzWwnv7+;!PEM>ybC+;Vk;9#cS+}w~b6Gk@Oe{l8i;6p<~U`g%6 zPTtk2m`voen=t%$aWM&N2WJaBv~N^({;)>}TJoU=N2SHw$!Q2t64X))V3Z}d`|w|v zFVHZi$4_4L`|#nz3L+}b)c$;vKm$m5VbBo>3nu3$Cm1s|Hi<@{3~Qaf2eW1=dbO5F zB+I?E(9*Oq@3lC99PD$tVd*$i^GArDKL4-(Tr?SPHQkdZ+LIL~Boj~9gl$Ih_dx4x z4K1z4Nep6PVxCHP9c0oA3jUBnyZRqnmHe85>55D?E^(UmqF1ofarTzb&RaD30&^^# zg(4iK8(9{H2STu8ndS#u8Aj+p%`ULfYNk-CjF|^J?1X3xL#~+5ZlEcN_gwx(c=aQU z7RMTc<+8PoRGf<46rVbz;3vWAFC|(nh;2MCRV!a{WK7yo6y`$ZCrCErWYs)WAI`s^ zDi9>UNZL`c_t5!8(7jMT^!aBrwoV~#Gt0UMqPE{04`gWBq7egjtzodQQ;XEeMW2wz z;V3`8dRcR}QKS2CcTZ2BPxg?w&q@Bk?bWH%-b`&@;9_e4|JBu%6o_;I>#1rETYqz< zucAgLCQ|C_>iAz<T56M3iv-^OP<o8_*`zJ-AGsA5JG=5pFKdO?5nEVT7|}f_dHKTC z*{^mh+FmDVTwYxv>p60=vp+pQKOb+k_S&C$nj;a^I$NNanh!pY@UBDBU6_iQiD}8+ z!QslRGu&pudlkFUvX5BC-roK`9Gha#k|)jVXsLr7o+A@3FE0uEURR$4c{Y0P`z{Wt z>FMcJN#*{1IG=Umr%QN$4Sp^sBV#jBZnTR5fed=WVbnP0bIbMN#m@{GD(FX3Q|kKq z`uxSscxPwc7~2l?Stg3Opx$x5g#VX8+IOoV1tbL6{&1e$Rjr$w8!uC`!h9GeNw42( z)C;<q2Di<o@InkMEH<Z=;c81oF$f76Il1Wc=!gm2vs}O_a)+*2N=mBt)B%(iWDuAy zZm|)`O3dkJSTwr)|Lh>gV3%tyt2NaCmSZeRL`>S6FPNpmOk5mlVb@CP1v>9xY!KJp zeSf)F;ZY&q0dw;l5mbvmyS=#S<rAc5_*&bLuF~}(g#6pnaGvkMz9_PBMlHGRR0^Nh z(Q69m);4<+g67i*i|QW#nEEKsYq+GxLRY3_IUmKN<~v?d(|=$RvLs)w=8Qtr;xq{| zHbp=ky6h;pR@{A1p=E)Bis5PKV{k6k{xIf@Q471v2i}}Jm~9Sb?ecjS%hNaZvG$#6 z+bO3hO>E_Y`&u&<5GjxB{#$oce%AqoNCtzfV_ZD<X<=fbt~Y+FD~hBn9EWP>ZbXrD zy+2DtV03!=RnSs9ETeug(BPH6z5*mkm+<%g?q<_zzHywJpP&Ds>9Ez!`+VB!v_Dr+ zfte)^U2oo_Wc7+pRP=VR;~nZcs9$UBCd+3)+BDDJbh*8B+1?&4a$r!+_Sb!XXN(s1 z6N4lH?``j7Z8cRgGb?LTUzXvdKdUsjxrvO?)pcZ-c`Hi>+oA4hV4uT=X#c*tog$x4 z<@3iBXbgMg6d;ELA3-!D*zGE#6UFteb$<G<$R2yLh@eL;tM<cz0@ybMt`h1m%TJ)v z&l6)l<VEd2ByFZ-?y)Cl)n28lrD>t2)evgfFz0{Nkngh8qGNtHR)S?-wQW%lkxUdq zBxfhmArf*>cZ_O?M$La685^eov#uibuOhNeAgz&CvQ9u^!bc3lkC)<po`5t*h5mz% z`@M_E^Mt8Sg?d;=lvN>BWrk7uq+0JwW^2<VUVYe}Bu2c%v>m9M$$FB<^4gp>NM-)U z-7VQ@wr0cA6O=M8`*RK7Q&t7t4;StRSGuC+pOMEngOokqdRzAG+hsT&ZEkLEm*~)H zs!3oKcZB(_)NGxDBG?IU?z$<Qk{)m}g*|#_cw+MM^29|%n&uGmCwE<rS7f#mRmHy| z2ZM5ggbWL1uGvR(tlnu+-v@^PAOE#)3$;nWzj40rq@ZldlU{evla1-6cxD}c@h6e- zDQJ7^vqZcc3w?4F3Rtc{vZIWQiu$0%QUE#cO>u*}B#oiEiHIb~zX0haPbqd4kC@og z3RHFF!dbDUB>`Dv;71fv!5~W|5fKw(^iwNAf&tg=F<E#!(h)dRk=Q7RLZGOu6(Y<? zPJa6P_iwzLtE=&*O?%A|wV}~fBm&QvAv|c-EHgB)5VVIYg?#~SZaY4LUaXK@W${UK zN#XPN52%t^q*;3P%q3%yYLG%PAI-#iC0Oj2V6pRTthSOW6>AD%Zgww*at%$%x~78O zmR9=T1kJKURnu{QCc%HJKrpe0DjGan+-Q_>m8ffR!*6l<iAUY*!8!DE-SXd!Uvq<w z;9$kNZ4S0zKmpfh!>zX`eGX^7Vqf8xSfKIB_wL%mMM~=JSYKah|KQ-DDKVo*M^8_Y zI|zpL#(w*J1v;fI6JIrpz9^=0eE42n9a;g(GqDJcbWmWQQ#ds*gW1u!?B^Yty8_XX ziqoi(zIIP^xW(_{Z5pqYuj729_VVg#o<XyBRjE!Xd(ipYw{P8t#4ZdMSSy-W_?#A+ z?Z7&5^bQUZAIvvR@-s0NdtV+cdwFcwF1EG|nsUX1T-xwLMrK|dOt-S3VW!)<``yjO zq_D8?j$91+c=!Cg(Ig0|C(g^I6|KH@3(Y>%oGoV>ySNg!T)Vx=tU91Pbw*YLq!)<E z5};_Ou;`9%Fq+-9b+lr{L$f|yXsHcW-y6sln;o5;tpDB7kvnrU+Sw_6(L)n7W!T{Q zR24)JVs`zp()r0zRS6@28D0u3`j1+G66fLmxQAw9G2p`J-NiW;7S`Cmz3J0)yNZ@V z!&+PI@UpTpGf<1N8yOn*%EnUqH0Ac$VU_r0qhOQgyL)+Y8h{Ta?~Bq{eX6wc&!+j3 z!G|sB3!sB$fF>N!FgT#O;`X8vId4M`LE4n3{J{hthCdv8u)Hj*d|Tz#9aSqv55oG2 zTTJU|x6OS^5r-O?94s61aa~J&|9Lb`{HacU{x6KDU37#bQR;^D3|%t#g!2iXizUP9 zV)&T*6Z0x1Bh7msAx29FZNW${HT>*a_$w()-b`i_%nLJUWs3hokBaQS>9NN6dFN4( z&}Y9d&Vh%4sobOUJ1=|pHo!|>jTHfE4(<MAl6ovTT5G4f5AxXSH;*>=_Uu8+>hP!S z;hweRYk-lvyZe2d#J%-oy%V@iln(3V?di}cqiVLH)u9md&7@7-;$-a)HN2|#fM)~H zdnpttrD>D~orA_UH76y7AzRGPvk!Cy!MmWfy$5~E18C|@ukctwAKmH!9-%xPicZiB z@+y@?puguj*C}W^My&cj4X=Qz?cx^Hi8AmGacODkC#Zj0d#SHMfx@g)IzFlMO>dds zX+bm&1bh)*tHI`b5S8@m6p?#eyqCjBPIM}a_pc`moU{cQQBhF=l+mUduo@$vFLC^f zAaEZ%5;R*p;CcX^fWiA!c=71y=u;4+I7q(y2hM@+j}mlp2_VIwV`8$_eg8fRdYsgB z8N;D$v0CuQeznX@!ewV}E5AOJX|rgX+SoAXCS{i}2YCEwY$OMNJ7B#NSHivlR4bdH z%pg?C5f?kn@>*!97^Ky%vg}Jao0`%a0$pp(=<YvyHnzP%aE>$w#LQ{j!A5hO`$1c- zs5;k!u9503mKRHE#qg<&ZTc2BcnpAE=g|~GyO%X01|mKYuVL*JYIZuWsPRcjrm(xS zQ!IAa6viT_p~2^6SNFy*5mynq*xk0)7J^QBbA+TFz9}iwI|?q**f4i{ilw<1s#xlV zfL)6RC7SMqG?KU9+xpd)5Y0o)xJw1sq45;RwLfv%A7G@g+KmuWn|rerz)G;>s$G`W z*I!VjDV?i@22guYZ>Zn4-JU2$fEdmST3yxIsVS{15p(Jwr=D1<ZDkvZcf)vuL_{w& zG&MmO3s?jl!`k&mr>JL4Uldnt8$Vh5L%1BL?@F>Asz_~sFeZwEBPN=WRhl5c@u<3K z6|yTLiZM}^uxsDwDE~nKmxQB#J@dZpYC1qw!ywJ(D3sD5Kl04`DG%*eN8_IgOjdi3 zI=1G?F;|-lbMiS!owpax?P4X%{z6kIwdQPN>9(71?D3;{!@dE}BY_8&?C5vbbp<&m zCnqBSjwz~U3eswpj<erf9Ojs06(a^)^u+$br4ctgB%ynE%+wxgWRa_b2Z=T9rj#SA zWdhvrPq(8<R|AS|J31`5JXl|Ip%9$#zZh`1g#o}V4&I0sXr7OvX**faqcLkf?rfDJ zKIGC!ctzLO^Lp^NImFmWAu<S)n8rD|YP8JPgBCZ_^z4}|!sVm(Be38*6H5kVLWs5I zl)-|<L>1CyFH0)Ku-j3g^XFwYN7L-2SlumudVBE)b0ikU1O#-~*4DK6otN5ghs1Bb zb)ReTg_)8?_aGBTI<SpJ#zNgpiu@1Ql9eY*8l7!}=Pul4H-gz8HDc9N6;;(t4VN~# z1}|P|XEgaG^AWVm6!Uq-c#x2iSU(*bO>N4`%fV7vqB2q{Ge3}z?>zoQ$J+H~aV_6h z;EnF!6akXOk8yNa+{p@nn$MZ6de{CWYDa-+_@XK`Sg&EESdZ&m0XMd9maB*I4uJe@ zgf~mP811sqA&%<RoiwZT^!>zhAxg+OG|=GXSPYVyhN}7`ESM&^AteLsWSP*S;VjM( z)$rSnrW$^1O?^5kSn!2|!cj7O-nxx72dADuN0iYPdzO&iN3brPVG?8M_QgbinR#pf zbS!<5obAvrrOX=9Vl#R3Q?UgXn7K|Akn}_JX`#Q%%=4QxP<))yw8(B>5sJv&(2koL zh5}m3r$o@Vp|npCR~)o(jAJ|sR)t0LN5zAj|0tLnwtYKicI=Ni?qM;a0gGhr5PeCO za?QXvZuiq0KxyY(kqv>+IYbKZ<@WvSH4oLXbObOWn7>_mfw@~=l4h<_7*@9mb%j)! z88ri#7E@7oF0)BNcU0#sVUGiGI?JF5pB{eWp&z#vh!EjrLNVW02#=Jc7^<Xfe-A*9 z>*$DQ*zLl_e6JXu3zQ5f3tL%>F7iAZ*s|wwX5z*3ceHF51uNti8=y@DcGj&aR=qED zN!|{}&&h-6-qaQ%*>*93s#QnudD*K4Z%byh=+hC7Q2oSV>vb?gDDQ^f!w1xiWLj=< zypJ1ENPU(uauJhqgER_3lpW>}S~TVw<d3{`2j|Hy8lS~hOt^e%n*EvoqrHmVQT<=M z#MOk+kft-_9V~!$RQ5YK4ff|{+C^_U4;YUibZ54Qmw;?412X95j{WA{mkH9(I?X7i zIAf7<X7*l_q_iWGF#6|Z(~D?6y#I}d9*pO2F_8vT-urQ2n|H{6)+<r9f-_tZC&*p~ zi%ZQ_i|giGU9;B)!U4TDb*UWLPae~0Om>4?_aZ%S?v3~k))N|x)6kc`IJ04*3l|bO zN&1uDl6lWBA#a$Z6XXZ`1;WPP=G9)ZusJz3RtDJR$e2alvS_$%mnPJRKss&e!}H%r zu)s);L@`Y#<$}um5)mfP{k$SIFc**@G&CbL2yn&;kU#WmjPDd|7PFdn^MxiaCPKvU z@r0H_VfdOPXowMa2-Ks9ob-1_v$vq>M>8Yj8$v)sh(|CbiKe34;WJXn%boZZtZzn1 z@mFwS{;vL=CaXU533~~7;?>&@Q!Y|m5qt62a4Wq*p^TQYnrWv%VjlZZwT@*|0}Ujx zbq?4R5y%V}?O0I7q$S=87{+sO#1;7qZVQ@UXPBMpYEBj-VZ0<WeJluDN(;t(+2Wsg z$i4%H!UX<dfg|;uTJ{kM%v3B`92{yT1rsjQLqx`%{$f4@$RE>GWDKLL<>O>#>Q9Vr z{&yfYeLbb$#X^DD0P&#Ck?Pf~D=a0y1#i~LOXlXAy!y~-a~m2O-ZoDCZzLaJ5wiIT ze6%Y3)^GluZI6BgXjbtrbC>rD1t)g0qtINy!(@1IF_Y!%*RN;0Yj&Rp`|Oe9*ZxF@ z2E?pxh99#1#SN@1#~Eb-zbPqyDHCE`_JS++AHO)@jdjE{LD)cs!ZESjH%32<S#8mX zQYzzzGRiMAy+LF0T(EOC17}o$w8garN`hSywV#1QVas>8h8U)QN--8W%N5zAu4Y%g zn>K0=+2u}DChU;?V*oEs7M2qKg|UtFy3%T@=o>45v!;FnENzg1*#AV|G33O&0nl44 zjsH<dkxuDd5p!?f@85!}dwYfpYw!ZWJ@wCPe{=H{Ap?Wi?n6;8T!1$nf(y-bads}Q zW&f{L>Z|gDvkeFc2$8K<8yOo}+r=SfKg-R?(*M=(7l>BP-6xgqT%XR-s8g>IpC$DX z;RhlHTS7YYvW$iEtWOd@Q(!1qd8*{LKEXLX`ptW=8nR1y^hmC%LqO<jZ^q2nRW3pF z>OdIm2gVX3^kjqtt9a6x5tq<*zyxf3#3_W@742fa)LqYJ^Jl?y#e5z#BJmxS?cLqs zGgDK~nj&tVSFNi593QWpMpkkgF3~Q<xX_T54gUeKxAgP<+0+SvAwUe#CCHQK{{cWr zZn8r&34loBWCE(y>=D0kZlG+M)C8LQ4|!>#74Lg5Q$xY=M>)v8wdAnJ0)PbbQuYDu zwJSJEov=)7`OW%%1FNH~>v!s7j~<y|{H+&ipA`_YF|t%I%B+$r%&giJ0xN0<yG6*0 zaAXV)1ba4G5$xH?C$u~Lq(zibD3#sM)ZEzPG~JQ7klG_+EJ#<)-kfd>U^Eym44ZO^ z8>6G6Yk)0#dAw?nJ{nCaRQ>P!koYdL7FHL~rp&nj_JLhPLnA*lUJZN-PHhkLtgo%1 z`Tg4&*8%hvz>9=U0kqG@&&b5V!9c*EWWBwyK@0#Nq7eYn2ZP#ANISW%Bz_5$q=y?@ zTT>k~Gs50em1bp(Dw$hmWU{3!W29tc)BG$f3O2@^%*?d^eaFfQK7F#nyLWHjYBhNs zrcA!B*Dv#Q0Nqv&AcQ>K+%U=cY_(WpWIJK)0Om)+|3D9%-TQSZJ-+~P^s->Y)U7e# z=KNKu7K=oc9wj~=-cl2sUXqfx290D*VYS^C)f{mL(9HJ@2{15pC*tAzo~*q@hmw+$ z{~I8v<m!?uRK2}_sJ?kqIR5R`chLb4yR-{9*EU;Yv&sqRt0#1H&AdE3FE#>D-oXx= zPgO8=btfOQvX<f{E38}j+-rvs4O|#0C`68fYIohK^{Nog^B}lQ!>jI!9m-M+f$m?w zyu%|RZaz)IH$7kuc7@;!B}Uknyu?J!h~BGL;pQNOY!2n51^_gOovlwCfR1M$7_+T8 z6Xd1#_V$EZFIS?<2L4&u^!XjOY;J&w8v|WMa8eQ>D_F6aTDyH|Y3TrZ{Fm~QlEH`5 z->teLaA{JIk&rIaE6ji-rgpGsC!KCg3pZtw0jz<~$}jW`r?$I^E`MdfeS9lnJv4g@ zVh~2{7v&A^hzW=+phtn9@vX@0d|Y2}$j6nc1CAib8&j5B{b}K{>KCZrHsj@;iD>^5 zruoY_Y-IKtCtdf^8JUaBeSvAB4OQ*IsZ|`)$HC$d5_FFEDFf6AtK7sH`fk{^U0kFh zTKy6FZa+58Fi;^y7?$1N?Aqv==RTinDt+#AYpOS%9~ij<GV}nH*XZ~FV0rZDkql_x zn&t)vRdV9v)i~aOch?9QRhmoDB?0)o0D#JTR9tGUThJ0QL#AXb`Zd-GH-Lw!;54Y) zyZ-o8(a_w&V)lisY<Afo@3Ysx@hZUg&H4_1k<sn^`7;vK@PPTbaViU}2SLy70T4}% zoO+c@w(!=-B<QYo6?ECFGXMfLa)=e+wV&cz2dr8bAPCy_wzprM1E_skMn=XbN7U!U z-_+DJ*~f)a4$yh71GBRRUI0Hj&Twj--uX9a;?&@>+6|{u!ohA?TmX2{YCNqpMt={W zlK#JB)+YVun>_a$$8x1n9{}RHsg(YVxyRMy<xBMX*MIOQJ$5IImIZMDF=d>{plo{u z2NPhype>%V1V_FcAZdTL<{I3F0Uah$L}KD!l@%AKT08moBY>Ag0MXV^XFW`J0jQW9 zL?}$k#Y9u!V5+JUj%nV2FOe7azpNYp>~%6&IWK@PXsHP~$jWx7fzJ8*Y-?Eh6rf;l zm<chAOUGRSv2lijgToOW7uV)|x}iM$>jObDNT6k&ds7LH;^&~hu5)deJ31YbFsZ?M zH<%$X6mY!KHQC(UtN=*WB+k}La|-b494Sz&08i99eIgfY59c}?on~sbZ5@WTjsKbc z(KQM1*av|PAFx=>&dWb3prwO@dwK8Xv`V|juAEc-6RBt_|NNFm38AuX^z--7k_m17 zJ<SJi;^16>ba>r)XCTd+Lf_|{hJznP_=qN$6T34#X-{>y-kAG1wauG5LC*~IWnAaR z0XUK*kPw$=u(wb^M{pDM?;eEO4dSs#CWzv*&J?KlUU>+ILEVG+hf-yK925x17!)vt z`klz;*eu(;?w<WR@oUARqN2hE?3Fc~GJXI4{TFaazv1#3Kssq$+}`@DfO#vd95bSF zR9aRuevGF@#y~Fa?|lH``zf>pW~%KG3CSit4ULlnvvYr@n4b;+IV5HujyiEkOuUzo z*&)DGj0<Dc*^aYJ0uFaWC5`7P36#QVlI?SOWM+`1qHAXsaDVG_40b6M&|CQHeAP;U zwF4Hk`r>f0La)WQb`$_wPFfzBmK4vxoTg`FWWZH-I$Zqd9YDZw3P<cX%XIqwth<VH za>fCJT0DTB49Ou7WV;jaqy(H6GC30eScBIeaF)Ios$|VH*463C01B~&Cg3b#b09+? zOe!}XP>e5mEPIps;gbMRl!Q}|WBTsy?xITYm4R#sB}7tk-L)atb$;icZ}ppj^wRtL zdtr!Fz;UiEC-B;)0o5L`6OI*a_r5xSV-bh^uhvrq?k`tyX8{$`;5b#eoc&XVE<r6! z$_zTdNtj3l8J>jmRrMMJgoJ{!1IJvdofgG?w11WZip>}NIUx1%cDsVZ%_H0Ha{$i? z>H?Gzs+xwOp})u4?}Ytwz-rHrj%wmU8efwZLD&cvLb5xLR0fAo1Qb~i#GsP-Ni6X8 zl3&E@pm_@9J}Jn1yCBuI-hO&TZ#pIYhpw333gEr*KD^LkNj|~$P^KXSz}#a6%usXZ zXXNe9L9PWJ0?+Br2yZ{9uqQza%F!y{xQH`f{%wIwQ>0<o<kzTi)K<)b7;3@zred(M z)+an=SV=cE4u8Uv!^!+~5Ug>Ru%gW!?-6JHYQL)6VdUyyp;k^jQ|y}5&QC{PVl3t> zN}m$$mX=NBFscE>l56(ncOV?F;SIXKr2wI&da>RqM>#OC_3!YoIt?YI;pVcZu=|#p zy>VS_?K(gkv0uG<^`&HlS|ZSp0T1nOg-Kgevs^9h{{#N){v42WisC`{{`COzeTj*Q ziH!0tWXoMxLrtxHdS>RNGaP%g`M8_Hy)T75a%yVo7Mp^9s_!*VCs35}LGd3y(t&|9 zr~G-n&XEn4gm~h9uatp}?VDb%+E&obz5oS4)&u<gBZ1WC8K7A_kb^HTy?ww1@61UX z(<L0e;f6s62M3luK0Z>=@4miOS69~;AfyrPaKjmztJBS0DxFr7+uPen_DQh272I51 zOPWba>6n>ce$n_Esq_UWc=-G8Q&G6^<M`~X84-embR{K5M)LCVKHonBD0d5Harddd zp|LRqV8Y`w)Sowey)(V{RDM)BKk!+QLZ;o>lO{y>Y{<cJS(F@vu5%Y49IZ>yadE^$ z-qgV}h3`GRmr3JV8JWM`pRV7%2*$l`IkHJ1EkJBt-R#fNKc7KHM0(COcppEK&v?$2 zJCOubtz_-^#YDWOnbiH4@4o1WqPC;k4)kw4JFe>KP4DrWR249ouFaQ=qn-g(moN|* zDJh^m2P6IiXF<fkNxlU~<R`eONjq;!AX}ZpjNL5dS7b<>*DWsNcczqM@3aUW-ZeAk zC&j`;LlX2o+d>Zcyi$xm{x7;2=uE}|&Dvt(yIqh8689Tn5s_V7N<q_8fZDSvDk`Fz zo=N^YT$Bg`xK(UbRn-;1w6i)vy_&&@Pqw(4q=6^JvS#pqmnbvbG(MNgt^6rNANu*k zWBo^DtVW+3AsW(H^MDfAp<S42ih{9CrF$hOCH|cFQakQ3%mw+bRIfHH3mb2ys{P%3 z`>20=)S?y}iOpduFnb?S79^=DeDFyt5|vYTp(seo`}{%@3B{mlACZ9D;%7Nb9RN1} zBvsnK&#C`Xe0r(L(C~>g>yl56V=Ei+GjZxj?47EbXi#*-UR%4utyvt73ES4Q8G?2M zXlCd|=^4BHLQ&gLoY4#$;~CeNi6b@E!gfKOC9qtFkTs?$UG&@Z;Y>W7TJ#8hf&Wh^ zFF8z=EMZHBv~F;WbF#9G4v2<#|NQ`qbOt9y5hMX=6NQC>2y_w5I{@x36O9191W$`` z9Grbge}x5L-Qir<M)f?|b!_ryzi&X+{|J;JvtW1B`|n7D)NlfNLP0_j5`wQ<3b3WA zDvOEa(_&mOc)(u=o(;>TQTEWn!Q!{bn1&w0RJz(X!o1)|<XGXt=o|p%UI1Fqy`$w$ z{*;ADQ1eY8p`wx?1ecbUQbXm&Ei62^+^(RgPqP#UY-!Twm0!v}fC^JGGYvZkyg>?k zWjXBD2GSjo(_-uV@Lm{lFyL%vohea+f*$mJzB3naMLmU>c$3gQe6xa4hsaDT5n#h9 zwhl}Mp>JJ9*U^#JnF{hh5i7zT*V9kFGAU+!%9QX(>IcOPMfS!suPrK8NPaTE9uYGB z-B%osf7&R|@-gY7Myb1U<J1V76x!3r&D$BSp{wX<PeZjXH_)sM8P-C`=d#h8!q@Lo z!`c+8Um!hv*Ictg593TjnwNxZLqft|+)F?DhpM_CDG7a+XKJk(tXP~jGB#R&oX;99 z{n0<0gKQe3TlT&${m`9SBigv}N{!Vx%!O+;1^SXZG4^#>aP_$B{~yB5_P!++u4wyz zLAZGhAR{AhXZsyAH0v7sbiwJdNnx)8!=$V%_PHjn3I{bcwPUc(hvWhkpsN!GS_z<{ z+QcU!^0)y3o!`a9WiWXZL<W=Ht*v4j&>2#Ad3hOu61`8l489x706*u`d^Vz3CUJYz z`HfY#T(3;8>L*e07WN5v<p4oq47Wx1T=~8SU;TFiG^84!BhqhYI)5{iy}!M?Yp}Mo zq*lgqadh<e4sdDwy5)v{66NW~D5aW7oSKhiC*XuKppr^4adA2IK?$Vk>RRm%+U!(V z`{JU>=EjE3^{^aG1H5zS2J90(7=e3je;&~PHh%d+2j@S5VDboFtr~N*-Q?u|{w==` zG)wb9v$TB)1VM`c3UQ*;)YN?1+S=NcJi34j!k-T&35Pok5c9bLp=25;n+RJ@2Sv)V zY0hpP{B-?}9p)V<vR9vKNg@jz%pE;DLdgvwN1A>*-MuhuS+8$N_?i^@i=b}`ZuCF? zmU9C;6i+{#hZ{yKb4_Q5V~AYU^=Pm?gtu;)Kt5_s$F&8GPEE~#5x6v%v7NB(44{*V zx-!m3QtjJ9PlpLYG;);?gLMwd^mBv)WefX8jA}uy2Z`?tA>_01#rV4y-*LR8(6(jK zre)Cn(1)r?{l-i_Cy;tSQ`7bd&-Fdt%A(T7#Ct$Oe`(J;=0w9ak4;4Ew#HaM!9!m{ z$~`M88a$@Wso?*sdwx>MitvYIcJ7MjD2!M7X6RL0>44_<=kI+cA_BHQCip@*h@bik z8ya!P(rcksRJapkcfbK>b@>ZO<oZCL@%_D<rzd|6nEPJ~3$5Mf9-!B`ns4+NJ=>q1 z?3tf$=}hOdJ2=r9PXX1Z6&5Mi;~=<B3~<5-#zA-gCc?sMceO=9bh`!e4H38Vy=nFw z|C5((rMeaRG1Ov>KieDObRQAeopx|dAdn1;D->wx3iUUGzj+3vJ@dW~cNb!a;05&k zBL|?ZnJ_js*7jW60-Z{gepzdsc^5|g-@j@P@GLu+DRf%C8Mi9f43uy_%*@Oq#l^*< zeF2~~f-{CWz95uM6R3(V3)oGt#Q_z_A`(mZIZze;PaGfExoF?E8$*FGX?A*g8(!KB z(3JyyDVUI8zuJlnUMrOic;m{F%<>mZ!Gtthz)=V41JGTI-+(B6_MiUCc`4W&6jZ7G zV&+}u+%Zv6P5#>>PhSF%<e?}haEBkXe@cC#zW;W#1zp#EXI5GC)VX+h9ddzj)tB@} zMn<xDpAHB(m5lGC0ABNW+_rWO9N%5OMS+5(q%Fl?UJ8eL?<7An`o8istDB7x5fDAK z3EcH~s4u5C$>5B8|Ne-EK&<=bPf<?(sct_fD;sOlu1`yR@KGqEuiS^#HfnxqG6jS6 zr@9~PgdxF5$_f^uUPXm49_0?^YN%a#!*f9Tz-3^*`>qk`<7|?~g7!xGKAYS9<jb9; zRVI(-^~Wy1zo$+u5)-)4LV8i(Fw0~nWDw94o<HxBa`~FvUZV6H9s7-{z6b5<#eyHF z;$ytO01mnaT&dR&p!pl_)ZK3NoqFsMBOzeD9D4T7C3~a|+}@w-y~cH3*Znpm4sj8; z%aHa^?V_|tXk1Gw!wP_VXcnnsuv3Qp{CV!C+r;#rQJ6c1N*<}t`%QyQQkfbZdUm1Z zou<18&w25whqhzwi*OCr1*l!R?CQ(*U~q@E9!Sy!_!wbrzJ7j-34dN+NK|mHw%U}x z;wFE~*>*c(1~}_pP=}6!4qUtSNB`>KE1dccE-7YYRUeh1-7ri4G<ns3Qix7?+deIS zC9$Q%DoBo#DjvTP{7HtCDarZxEe|c@80H5x&b82POO;|0ypWD0p^%QppGAj4Hic}t z&`b^a9eIx^*I6C%lHRF%tCNP2gblNz;;mNuP_Q^6(&qa&NC|6-|1u{_9>tgX(4f?J z@-VC0YIr56IUS<|G-@&*$HufMT8tM3o;|Bs;HBfUV@lDu#*9YXUht?=D&tv1I6^Nt zdr+GF0(*@}if-zmIpfPo|2M#J%N0%TDgNuI&_VIZ;?v*KqW@Y{&><DoA5vnBdi0#E z#wXYJ%3&3{sR{bSDBaxKdVX9et1v(mRy44yg*io?KQF8ksJYF+>kV0@IF&hK`oBet z-cBh!vR=Z@%$~&jr^PvT>YI=)5SS5~9$(}i<|Qik{yAF6b9te6c$Az-J&H_LcxoZp zc`N3z2(o6~nC+*O>oJR;eaY6NSiK{$3vnSlDQ{;=+*n?`Q31hN0Zsy7Uqk!#bo~bD z?TM#Nk_N&mDs-UFFJZz}#OsL4#K$5&$^#)}Gk)&28n4-JyX_l&`}yR)>Eg~R%7%vT zuoOXsjf1$MNmuAh)$QnUebp(#5{hYs4`P9q9GVc;>ZL<1u_w?q)?KJ*2VFY_UC4-3 zxIL0k_+|Z%v#UlLCA5Id2@501S>w-x{SEGA|9RHeD+p<Px|7K8NnNIO@<QI|naDeV z*~bsr1J<NiN65%biYkwGct>RXja%bwYo&}!i8PEp#P2AC{oQ_{RY4+IL88%OjP&lg zJT?l<>2H*`E#C2GIz&D_@Ly`J7tBsF%tRV$j|#>xx-Ds$YIy>sk<=bBg?`pTlSERG zfsjJe>)v5}DAJ(yJ~f&g>E9g;B{=F1Y8uemYkt$9b3b~uI8=IkkwO~Bb68Pn*czAa z#!%zxYtGVJGymx!=qlwQI-?o!AsIXPmT~6DWYu<6m^-qOC6vbMN`vPLx0k(m$qAAK zW<n!+spshL*Q>YLb!^&>u}obuuimC?A}jRuRkE-XML}kNlKb|RQ;SP5Xp>os&A5F` zl=^-(8|K1<bA5Cx6il)tOg<)N^fd^IoW8sHH#%^$gebioLy=7s`~5fP-Pl(HD6_A+ z`u?>0)6Udej7^0;ft1Bu;&8R7yKavttlq=A6Gd$OWp7(rr2amJ5Ytwx7%y^e$A?4j zKL6q__Ma31a-vT|-#Qa&Num>}NeN-F6b6rZ$92rLx2@C`A^Z#p&Z88xeN4%R$&>B; zi>W*GCl4LoCmB-Qkao4!IkdUm#q5anMLLD;009TyJ7Z__s;NenEK?^ZlhW+^0rJS& zU-=7t(p91H9MC<|(sSm48u<&N;EALW@!A0q35hm!Ri5+B^&iPMV&OE)$74PiIM5Jm zQ>4D#BtU-|+#o;O2ZD5+sgMX!42Jv|9qIR6BOjgL@X6Qy%f^Wxey?}`TmAL|WdoU# zNzN1xPc1f>1n)>YAR}eKrZ^aJU2wHt4eCv+Ll=~M%ymGJJ|P4v{(FfHLuJ8(q*i&5 zq|{)jba=rS$d3_V`BDa<Q(~|S9csJ}G7M=5qka=-D11Q#CyTBP!L;jrDYK<`+z&<+ z7<i*jGeJ(ew!Q?Kqde@3D(oq&hfTXbZb}5r#a%xA6!&s?vOWtbu%M|VO7czcx7amp zH~FXCUtkAEygJg*6t+Ex(QBP^|BGSrhK0p%H3x&!y-yg0Wh|m#q*_UpO+d#blIT#f z&#!t#fBZ(-0F8x8n|nV<f7m?Zid0`nqHm;RK?MyaSbi(bmh${}&~Crttr}ob-U2ba zppZ~U@6N&Wz~278opu#&b<d#Ex?HvRgE9;G?-UmGip4sVNvuvmH&yq9t%qNMfixHT z*OvMf`Wt4aou71m?)Ib*zM!G(p7rH#m>JBteX~2lYqbC?)?3Td-}~X|VXHaY?p*`K z<l*%lrk5ShS3W2IdHqd}2e9p95bcX^le_CeLPGC=^={`5Con$DC}n#VyInbIpM$IJ zdnsS7hsgxVyZ!wU$^~MbI!m$w<S(?XAFNa-m=SB=LZ48VJY;qsE9a5E!hXqOqDm@K z%mn$bWMsORGxu4EHX642H>fcYo)n(H!M&aGfD`JOpXgGXRf<@fY35HJV>Yn@n$Z|i zL4;_3VYH7zg#vj-UI~fTBHi72mk**(P98$_PY+w-enh!IIFe-zV}I+k<$yhns@;zZ zW7DVg&W5_`CGfQvLn`a6b*)O+k;PvVSbG+HXynz}*-zLYrPkvJ_qkt9p-1&k0j zH8)l_5$fcMk9;KEf}_K#-zjLd_Z{0>qZSz7j7&3=pQD?GIJu4-7c!;7zZ6S$b##up zi3>typBT`z>go{moTq~{AQPw(^@t>R0e6Pf^ItdV+dIm312wynOs}e3d5tS!1aFdH z&R`iZz99ZLKH$2+cco`<Q1=|**=`Nkr)TLqT#H8jg5Cp$qpAu6{K^dCCxpjH?dCwQ zKo+A-{NEKtZxp;LBJ}&F&MFGSLOyzB@fz6hYL$T{FO=Ip0I6LPd{{b0o%r3c;CKHk zS2@7r9UH?<rWE}4K%W<Nki)E5_yf*+o%(8NCGqg^R6DrMoE58Q+~f*X_*vel<cPCx z16z#(8*zl*0>wZVoSX`c|2sD~r>}bV@5fxv099mwsLd}tdobxJ?G#WpcQW_n7)pGH z=`#cXzx$}GtFO0AXZX!<0D=klh(=}Or~{gEPi}WgE6T-~EV9K}{v&lkl?_P(`YTzX z00WLPbGmPj6#Qs#KxCOgg=hjVbDNYHRtX3Qh5%y6Z#$Yhg9nU1j8C4dM!$O}UFPuB zpC$rOV@OCygaM#zoFwo1{pKxt(*`YhJ2!By^8Zr??rMxBKIjhmhEN%gE{u|Q47#FR zQ0QE5)a7xzxVzh*lU(J=0zW17mS16Y02vwC3f!$R0|b7D!@G(K3h!Ug*~DLb1VpVz zOL$ygK)+O#a*X~mY)R&JQhluztdYV;t=2?n55XB*k_JpYO&ZYA?DT;4lL#2*@;XfY zQR(UF<pD<rpbaM*6<$#IPQZmoBx>A*O<;j~00UYJ7wqFpNr6xGrE+>bqe)Fne6lxQ zs%rqZ(ZOj_<qUppQqcg=vGRw6gtWrli9qQ39Do{Uz~#rfc(}a$NYHAKlBCZ9puUSq z%$jopH!#!wPuvdROE><N$SW!mU{eZK#z^IE0jd5wL<9tXICN&DJ=0734YV$fe?LE0 zNK+yPlp*CaP>@f;?Sh{^eLAsmE5YFF1$N7n$yET{e}N&Q)Kt~h?ps?~O;&*p!2z&< z2h^^Mp~e+Gm1dp#e%{_l3iKcG3N*;Lybk8TJ-jS>a0~#+sv#sQ;JK$a1PaotPybog z)&LU>XL0`{i-9L{f+5qGN_40bv|XLxs(XiY3pB2T1O?r>Dh?Oh7WJ73!>yl@;}m-b zXt8KNhTQjO#^dnt$*HLiEYcqO(|C=5S?nF0^Na;;R<cS_X`O?w_Hy^9Po%1SqW?z( zD(b1&>+TV8uuTCXYnc;p{t8n{z8E~peYK}RRrL6UAMj$DgX=s7j$?ZVaS26(1;0Zv z0TPnb&wxWk$<NQ%dn6?VC;n*2$#<Rr#uexi{J|=*iUS^t?eXJw-T&dOeDg+U*S~}^ zl20N+#B;CGVYD!&O(+fodv)#q9j|)(ZNmLfObJM7l5R=f22j`z1l-l9fJ3gJais!6 zj3jmR+XKJFHF|zLw$+fZBGH4Sh2`|s&e0h$av+ax(A3hR2asz#to^X<fukO%H5uvY ze-GHenNK*Y#zI3uK#&MXjvsrT`!mV#qxc8NFu*}ev|4C`vvWX*xdxz`m7lyrqIn-; zVjL0y&;mu%Sph5G0swW{Zh>iqgUzV%YzH_7GYeI74vZTzcffDFz=!;Svt=8cB&+`2 z<YDV)hQJ3H0Ib|E0Q}M94g{i@aEl%B(BuKRa;9L_I-nRG1RQ3P>cCbS10ebpd?jjY z37{H%_DNv4ps};F>jc&ZO&m(Wcwl`QxBy*v6PS60Wpggl_Yo0t)8Md;!tFF}qeZGi znF3DPJ#bbVwgledjPF|qY8(Ekj5q*JPPO>ecLJQq3D&;Q;#XD#oP5G?;t?=Bjemjs z`Yrrm${5*KVD-45;o`Qr9W6Z<f`EPyZDeGG-nS(iX#5orNDrR?0FVxlmy<H$fVaSh zZZB8kNC4A62v~<wf2Gm3`)kE)AopDW^h_6MvQByd>P-bep=~{(xW;O59^~LxMH6(J zkgro(5d>%M122~&ST?zbz)Fk)#^EC%do6(>H#3dTPA3I8{ZVizx60I*umCSXGErfY zLkuW7u#Tg>;Ffc8aWf2zjEaF^5~ASF#w&XafGxQN0TjWBfu7zF4<qahzJqxkW@=IZ zA=1(a5Y07!M??aEd|rR?1_G7GPxe>UzdQiWp?iKXpYbs*&4v$Hyi&9a?%-kDV{fX; z`PchL4I5Uq0HuigWth%JI9n5q;EZ9b+%mfWG9{oUA#e0{6jJ1Q#QhN~u71K~A{SLh zAD$mVz2es^!=wB<{1;jrfWiL1G6V`~>g|-9r7D@d`afkT#a{o8e+&FkjXxS1l7S)E zXk8Geqod;~*xGml07PB~s2eZxTfh280PUMZ3~p&@$t~m>2j~su$?2&KP;M*1&2o?= zc$F0fj9NdN1E)Gur%d0&5=28}s1n3xR)qqdV*Z|tD`0NjN2hfM)B+i$)fu<_Y#sYN z2vn;>5)W)NqTWYFPY$EH%o_n4f6~wiM9{`SNHPG{eIG7c^3PR!5AN!~?*vW(4p2{c zazM8LwyOiU=G(2UEq_Q4R7G|`Eb|OtB!5tXKY#w5313!9LFc8`!tA|?vJ8IUfJBD^ z0r}Jb81*W!@wb61d=0o#p2FQ*V9)3XX{7=(l^V*-%KDeQJ1{XZfk#5(rOiZ02V8lt z0q2$e4i$F>#9zLPz&#+A2{;D&21f)*Q`66mfV}4b3Yo-=-La2g2DX6<v$m>gdEgwr zEnXIlx-5e2L}XxKKrQ*w#pQS$m<{UynK$F1s;Vjm0mES+Kz_(J@V-s6^24ox0E0q+ zKEd%`KrPSi%{82w1Cs(KY^fmCxOW~9n^{QTj4K%JCcZW793EC627?WMcLU@TI?On5 z5*y(702I4_jvF;ev{7ZpG8Rb;$s+0*=5!`%wZ5fKKD36~I+%XnTrn_~S$v7@u=Z|r z-~JL47ngb}8V9$fW0CQ!)z#N~9fMi254>6@F@SsZoSmIt8lCO~8p)^A8(hu8%*;$Y zFux$c1u-uHrJVa}4QdCXh5+Ereh*L3@50}Mb48O@QQ?&EYHS>!vmEdHdVA$TT*Dlg zH8e8923As)Q&<l0|6GH>1AN#SrXZ2B0R<2hC8h9=yD$eIpSIz=3orz@;sE!4ZGHXW zWAIb3+&k{8-7zO;a5IMo@M!t?`Zl6L{El;5M__l@^;5y%fd?#cSc;D)02%QvUcyOk zz%zaX7`Uc4@StXZg|}_;*e!%#dTMg=G7t^&17%^wDe1R`g@rDu<sflVpgXDt_1leS zFQ7BDxAK=)Ry5K<jZwl8VEOUmM|z+b_)Wh9k%~M!5{&~!o0t8w@ES-<yQvY_)9FrK z!O+hjU@y{fO#ELe`|@zA*T3uUHe?e~=0a_aN=OJv+Kog+6lDsPQ09<fpW0H9RGX5} zgoF$k5<-OzNk@qgN(f1jB+0vO^}NsUzRz|2e&>&_bFqEL`~D2;v)0;hsIUYYnK3}4 z{<~Cgjqi-~s!!~=&`D;NS>Nnqs7XClW`wKGsC>Qr$M~Yf+58RC!V6W;MXW_I*cba? z+oJOg_hXr7<<{gv$Lgc)`|%P-<QUF(esN-;=~3L<7-pWKP}baOoYyOV?!z6)D_TGG z6?hrq^P{@u0+Y2CtfQ~%YD*0$dC>gLqJa@@(ErBqMt+IIpwqItVJL!^wHEsiM^{%} zw*4AyS>&5Bff`{=!@-d}Fe6qAgdR&ou4uu!wr<nN!pw4GLP7${j#pa6fXOFO_BIB0 zRY!L@z4VSB3?o81kP0RT3ff&!UM!u2+m>nxm?Xqu;vJI8D~PW88`2uB-;N(;hzTr{ z+Dxa_4L7{fs`5AzZ)|D#+PZgHdw6o7i<@K;XUBuc82{LFf8P%Nq*${mr64Egc2<Vc zH_F^LttxxfDj1hM3a6eiGqiTLaHGKFDVs-$+PiKZO-CET{f|&W`7LFcw<dA!2fQ2( z?VsZ1U~1-~6-iY0gNioAO-48Vp)WSP6lMJ;8^vOvwe1$_s%ff$?_ir-)v(S}n<8)` zns$Nnf>-H8K~Q4ii<IFxXicQeSd#*6I@e6L)XJ{CJ)fwV5cRgbe*OB`{eXd=6B9ll zSIFrGHZ`}j6p5+iD{M73mRt+{aM!WMwl<r@*jUR?9{PrcVi!3aPSO1JOy+5vcL1~* zn{J#aZ92(aqB1gp`(bgV)$P{X+k3=+begc-l~KrCR_7vwazvP6LUSy1WsDGG3=px* zuU**EHS)s_ck9)&tq6diGtoRj4O5ILVjK7+^e)+;B_%=8Jqi-x3U;pR{Yrh&NJlS3 zW?Wtnzc$3i!t!gYa&T~P1*VZl6rrTWWBAXBp7znZaop#&JZ|r|^p~=~)>OGE!=3xH zDl0TkKjG%kLj9%ff2o|<(?auW1Hn>yN+)6e`)aBn5Obzo1!1rm!Qshm7u)@tKzgw$ z4Ys}l8;27A;p8l6@GO-3(R%%a)XqsA3?+*c<HQ(O%s>yleHi))jmhioZ$7Bcno(eB z{zSIX00A;eaIS7^jjH!_3KkqmkYE&)1dQBPS-d!<`UJlG<xGv2xA#k7DV3{lNI|2# z=bl|22$$rp+RZwahzSIPNLdJljw{CH+s0s6vVhnbSmfV86~K$w>oErLwj&XuS5#K! z=Zi^_u@Mx=KY}NI<c))M<_1@u42&=whKW%@a#E7H^fAmy;xSS3%E6U3ftY3S6T_$b zix(|wYjE!Dx@h~r=j}t@*GRs*zhW2<cai9etNn-Ge}oc$*~^1@E_?T0_X7`W8+eBK zd0$m!b^J`aL175NX44MkBC+gEp36lCWTS8dP`}8|=c#6k2Vhz8ewQ`A^cjP&B^a*# z#0GWCv@Tjy?9*?N!S^P^(9!YcHwd(IqL=N|1}XV;d+@m1C|1hfC1=y;kQ>{ZeTj_2 zhA>b$51!56?fyNob&@uIZ(|CB-W=bCKG1-0`QnfY(ui2UR=%#LrY2<K$B1vOi}eI( z#w%8wuv^QmB7V@w(n#Ov*d1Y(Ed}Q6V=Ret*qT8F6Tk<2QvRJulFUJ~go_t<zDB8F zMmVQ$3cdE1Vscc}5U%{-QV|$uL(jN~_)%I;E_gq5=J+nMPg;XL_%}Z#Wq)Y0G&XJ# z*-|aArnriUgN4?57CKg#&6Iq=KwCmwyh|4C3E?K@gH(|>)E9_`hA>J8BcxVbw=NBy z2t@MqtZHvBeWF@>T721^f&>3tCo@i6WF}`quh_4@;JoMA=sik3XJxd`e|-CP`;T|w z%K0RbmO-<|S-5cF6|(sbagMb4FUHc=EdWKfr8_kxVW`BXKgJ!cs8;j~UeKZlbz8}% zc!@0LunAocuy7@nta6uh)+m>H3keI4wjg=Qqb%R8C~>jHV%M%ETa1k_a$;g)(n?5A zO33d<jY+sTaC&Gl@=EgZOcxa?6SHycb6eQPx?}H~fjPuS8#slLMVyv;<?_k@WwLa* zVO41#Is~$m%uo_9kH82CMqJ)4DG31v<M1@u<MttEcKH8qnj=o#gel0O_6OF7J>IlN zRjv5d>Uc~15$)F1S5NOKSe~yg;A0)3uJB|%U8U9QE4r)7PHkz*ws=$i(1*4tL<gTZ z=7h<sJ-W44czDS#Y{~=iuxJ4fZij)7Gx5B_BTUf3u9+sO5B<RZkc$Nv+m$spsY@IT zogN`8_haY91^Qj%Vys^38BGdqZI6SAQ02zCSS_z)7rb48_num%2mlpW95Rwhdv;}{ z^rB3dMVb(Fa?gTqNDJ#2HmS=c(){=i)>?DRElLf1L@VZ-Csei!c-5pvwj1!OFHM9l z(U0wQAHz$2t9;kg@%I;u?-<3ZCN+D!J$C%~R=n3HMXyO!DW6dOqDs9CDS?hzFE58E zu3DTLxSq)9rm;@pfUDxlwSj*faL4@6#!YH?T_=$<wzg^jvEvo>6#~Q}Xs4sd%tF-F zqvn=rjx@I5&xEb#i2cU(gmrPbIyIDGn3dV(n?obKpBXH9YGvSs3-xggs=q&TRt=w7 zaInITlGfk-M!l)8Xa>crQiIoFTFW=3S1Gq^U5n3%9Sps(ZT^*jv7J3))Iloo`=Z4Q z)$f}BM(E_`6ZV|yWX^cT=VVP`j^eP<HUrl~M~U7A;-p}->3Z~}6Fnu9g?={*2M9cf zC-wbdvY5-fJ--IEktix1o)BVum#2T#(WLooHi(1ecfKsYAChbs`|gfuYIVx|@YAOu z6WEmRwk=Lh{h-%cozsm$Nadd3qr;7AjAK28-hqwC(wj#=bL!L=*KOmhqQS}Ljz7T9 z#mbyiB^CQBoPTs3h|M;ho<my00YNqbLi!H$CxqnC4C{gyb5!f9;v*s=R<1uG_|Fvj zCO+jOwXRtvUoDA+-xOaUE@}`E2kLedv<0M%!1QVOMScA<CCi+fuj3co-B(*p=z8&$ zPC97#>st<&TI)XX@%lBtikXdj_m~Sloe7u<L0&EYT+-Cmp8YBQ^ma+Byn`cK+E+F( z&TYBXRp_ENTS-~jxCz`oE-1Jy+5>-sZP$eCZ@?f(Twr5-Bu2v_c6}H8KjMi#ItEVX zviF|;n<12Q0+Ip2!E>NA1!^hMTAq&m=&fE&za@3r8f{c(j#G^l00IKK;Zt2T7gt|C zTl4qdGrxf`kpX!C(zQ<+V&&4}H6*i%N=bcifga%<LB4QDXLE8U+kDJJkN*2enq2(< zf~3u@QL!?Yn@&U(LjjOuZ&b4@V`=2)=gSTNuEJH^bpsG;?xWE^5+FE7BRvo8-Bnm+ zZC@HqL+oE(Dn~#g@$d>pjJ+=Ebl>#-2qu9~`w5lQ6LN?121(^84Guz|ZtWtvEptXf zkNx4p?e@6UuAVg0)SohFMJ_dhf_r$mn813q*+P6fighu~7op$}(zlt;PeO0@(-2tV z+#%2+Dl1vk#BU5zUd$YRaOH|j`PFsDIpm6oYZ_XYVgN=J-4o{iQ9Vy%JNG_VMOO2# zkjc@INW!>}A4_-xxTW~^aB<_re%(y;>DuN;5_g~2i^#nksMPdnEab2|B~GtVT;3%$ zMQL=jIRSJ!K=j?StVI=Q1zgy-8{nyVfE$}pTlWrdlNcIuJt#|n0~HvpTSqGZ7h<!p z@L4^Gh9W`LNC*fT(N4dgOjmC>-j$bH<JBZJwJ$CURu8MR7Cut13L6T{aQz5#-*|9q z)}c)oq=F|Wju5LUT{x=!bh?PD4QzsYW@Al2K#K_!Q-BLx0O;9}kkRo&o#9`E11v19 zx?mFJgk*w$x3m#R!f_Cd)9l2wu)V&3*zWKa8UP=A;MzM0L01j#3!~LtJE~BLou8sx z8xz3C!6q{T_HXx(41T(RUbGn~L=vFgJ%0Te1v%fXY;NG=`8ok#Zw+A8)?>9?m_2u{ z^4gGJ#p(IJTr8kN;7Pu9aC38ODh&y#{)?OMJZQ9IXnX@uf=AtsTp=a+7%ncZs1%$h z0ks!`1+t&;;T;B=^S)7^@gvD6U7kP)=6tNJ`Y;mkv8|-V9u@`#lpV_KSHzo37JcnR zqiu-w2WUjf$%ebGl)v*trzSfrtex0M$f%so$jwzdg?b!o^E_2K{saZZmTM-hKIepG zwK+T#u&K@p5`0k9FP%I76}a2^l%%9nh;&E4ApI8;-@7X0mzeNQSPLxykm^zbv}r5f z44Ey-oV~<#E9Ux*MWAX&H<X4<{zM<gHN0jH#sZBc){+PB*DXJV00syp){Dx*Hdpg{ z4QwO_q_Ly{EZ?DR@GlF7mq9FP#S4C>P!zl*w(bO+_YP>wB52rq7Ex$g+zJ2cb*{5n z^W;SPWYRAb!b89y3nuVC;%g_qn)M-+WD?=U7{Xs(rmL}0Ynq&5>VQ|%t}GKpWH#0B z*X2L$-IdbOy`*U3Z_yN9jeimQ`VTX#+~~9Fp-%qbjHe0Y3C-2jIr8)S7k}zAK+X1( z;o)AV&YmrhQ+3=@4oZ+UdV7P;ckk|a%7menJ3nXDp_ARu;#)jXWyf-rTMt$gse~QJ zFi}W7^vA1o%g(68L}hLNA;<IJLeeM{WZt8S)TZt5o76}FQ{7rx?SKi5!u@rfHcb`0 zUHfI<gI_;fjxy;8Coa>fq=N*3V{I(}j`1CHn;Hmc_Lz)GW$!XXGaTb=vom#vKe(P6 z=(7q!MjCbw!}Tfw`Xs_{(z?{Lnpjx<E6~@~L)ireK-`SxK$E~jl}>z%YlW{z6PB_! z(5oS0wMBT>0N@Aj@2ARYYmI~{1g{^}Bl}R>;4u{~6%&{Vig^yiUA6GVal^{I9Czu` z5?yeWNY8Wuvj=lJMZhg5W#!DP7__{uc>MT%d(ELxX8G0yvusjcoI4>P+~}RSJDE`W z0_$Mf5z~G*TvFLL=-sKs0ustLfua;~1VLpLMI0vGK&dHsT1BiCti0B6A%F6@!mebD z;HW>w$NMSb2sH+#;c*8Gi&xS(PuPhQF{CDM20m9^b!N_yx_*b`<bYdO^7HHL9m;il zkyp2$f^))w&d$y*n9zVLtAP+xI503^T?~mqoNe$}#j8Jjdeg>0h$j9!pI&~-6pDS~ zgv8~IGbkOrfg|8s-NU$P=bVIeVFZP<Pl<7eVqf1wKwOWVoSbf=fe7t(BSHzJ=w<c? zy5V;43eWli5<CyQr3lLPv7_VpcA$f)sj2V!B6mYP<pmj8CRzbL{Fbz4DOio1l({SS zJ<Y%ftOni^8>uXh&P`#UgjqrR=}NH>HKw39rv#XtE`1zSpSDwZ014wJ;Vi;k=}9u8 zZ!_t#$?fCP;9`?&gs71w=Bxe|k3doESI=<|AD`tlwYB10We89Ux&C4i0Z?l&eB6$k zroObk=f2Lfv}cDcqJ+yM9DD&8@bG57H8Wo0gQ4PjS81jYKYw9b+k#pAhb4Tdj=sLz zpv5i8`^o{&{9;#k_p9F=`{#c1&S3O#cF`5X%7V52?|!=o!M^u7uCSpOLEn@~hq;wO z0$6_o(8#=pmxhEdI_77}2Po(=j;Mdq2wSU=H1Fo#uMwsWo=m!W(8a?mZ#4G1h<o1M zur&JB533!?o?{Ij%Dep&!V(j0-(tj(xkEP}DaSlO3zl6jYrVP+jq|L6mdne(i$ui) z%}dWW;v-ie^bsSKb15k)q|BKC+2ONNyvRJ;LQf}uX?5$KaZslJuZ|%OVXu11JqU}x zo{S<jF}TXxmeNUBdOad3CQH)oWEea;b)pyEn7=CN((;tqye!cc{P*}lX|LCLg_GoY zawl<KCP%`Mdaye8cE5S8dV1cPhAx*oVSGZ1P`+)tuuk(|A)dc(kVPR@(KwPsqX0=d z;tl&^9QZMBwdebjXY%sY2fMn=r%@m_I$>ofj<x|c@BrF>tD{y_AoOMHmmAvHho=dy zN~poN(i)$EUAtIJp!e;guncrvTWJn)IbXkee}NpqQppdyXCyW@w#(++<Hs93^!4=% zSF6I*>j2I>gQz!fqP+Wd$RHXRD;(Je1(8ErOhQ8N#UqDdE#!}&QL-MW_g0JrfV0dV zen94Fm=WD(E<RV?KT`giNbQTgQIAmLf>O_~#Kstc%<21WZQJFK9vxp=XQn7&R@QVP zOUcO>y?qnBf)E3&;?`&55fd&*HeNr!o#0@1clT+<!8BkwI}QjtJ2`E1nQwZ~Yf_zu zfV?Qw^0HgMp^0k7a5p}w@#DH=4H7w~D)R08UaN}$qiXvilun<rP_n^pumG5{64>=u zV)e;p^YjwgR7FKaUVx=>tZG+#db(m7p=fGjvpE85@+EZQvuDoKY7}I`u=F|6?Y%`o zkf-JGj_rtI!6xR~?kRNU4a`^vFuo22i^N>xDFVQr1W0Lv%UHAl43}JjfDfesXnj4< zUOJh;wfUOKXOtc_@mgN{YH*#^#BxM>#a?z!jx6!FAqI;z7?v@}GEmge$j?h^oDYDY z4q#(DItX9P+tQ4{sBQol<!Tc==2VxPo4fRpBZ`|BINr8=Ox#*9-#ZQaY@<<F(iUmE z6~jcT0KS~_;OgWNj^y4$-10mz6uJ@wAzLWq#72NHmC?}l0^QAzk-JWUGqi(0Gxrpl zrnp;UndPF8@pMHh%07OayUs&K+o$j51Yj1KG#6Vw0@*puI>l~B89b2Z(#Xai+&^;M zfWid-KCZMacp$Hlv&i@wSv+n~xJ|h$%~3gV5~eYsM99{HS!e~Ml1DI2b`Sl=2HW=) zfivr_Xw82>P{sR^lGuT>kHJILY3^#@r$kQb=JD;L<rjcBGN=fyEQT*?Lr19kEb}#C zBPE%A0-{s7gctBv!)(E6mo{Fxd-v`&<YnSJsGgr09vS&;5Ywh)z#+QW1G1!CFo_$& zeOJS>I3eK2SLc3U&Eq8#-&!(kkhEHnE@F;IT!J307SP=4^<gvIMq9n={MX{&f;DT_ zEX#ERnAVnuOx*&fWgaq0tp4l#!dd(nQw(kdmYD-gXOPgDf$`;r>dm`lZa4(+>mD9p z@O}&(2e3kWULa<#hCpv)j5ExRJW7ZgAso8CNw3^zNR0AUZ<RmCIhqcrBLvNYBRYb5 zB0qJ5(HYkw!%J5c6%^j01WNPvA@IHynUt>q469+hW`r|{C(8!Z^>^wOB^4DDNl?(d ziFezr?Kg%LM@Ik;xkK<PjU=1o0yc9ycC$D^Z1-m0Yt4W7khu<Xo10j3dpb}IkHhFo z!R5XZE=~z(K$e&XP+h{KzTDh+YJ+^>(BF$2F~J>7-?4P{R|tWvjk<QBWsUh-R#x_q zcpx3^j@`e5V~QGlb;CzqL4JM(%PhO{1_;C}3*jym3|u&itevIwo3I$_3Gnxi26LvO zj!@Idu<Q2HG>uW)^`Bpw8H)#@WOXK`#(I34#U#+tH)P~%SQ9BKtc@jM{$}SHn)Atg zUQ%Gh;^3)l=G#n!lp~I+mhr1+tH>!m{4Z_`F12o3t+6vV^b=SWj%v5#-O3(4n(vO9 zS~&Wioz9;B0aU@)XxN=64bFF{iRbNmcBQwOwETs8o(;AZnh|D56_$@phSCH&l7$#p zo<Kl}Kc!vCEj+bQ%l*<d;k!8k;>jD-D?H10=f4ah4-n0!XQQ9vzCWOo-!%m{N0q+m zzyIjoVS+2A=)Z`&kQnl7%+sr-%uY=reVAv8K_yr@pX>MM0G6Dk8#b+wil{usr<XQI zHj&V~ChdP@+*JAH`)bZq?s7P{QDONqMa5zl%921nJ8ouWnQT&6&h0)NJY?TV{(4g< zDx<llH(YNdg*aNT@TXo01YvqaPvVG4NK}LWkX~I~{XkGiXySYDkVDB{X~9hns+sBO zg2+D(bcQOWs91w@i(li^gNFB6o#j6oCp|oM@E#o8lUiPOIfPKpocyR&5bUSL``%H~ z5qlUZqB^szNacalGj6|d)7kCC7U=cJW$NtG`8>HslzD>tyI|R3>KN@Y_xDhd`rBFq zs9ne>{GR)Dtnp<>l~O;A6oP8^?w-Y(tB^FPp6E37_pnlt5YDZN6xqu=PpquXpy(Ud zhx)G)|8ewtIv+~*##404ac6UaP+5kCG<bcnTNcb3J)sdXMUtC#BXx;_!arQkVKJUu zY0`gO>EqKKy8NaU`F&C7O7|SL`-7pWT%OI#I(B)M&WDFek}TShqdj}v3nVkOb5(5U z<W5wiBEn*i&Nwxc<(;6pQ6c_7_5c?v{y*Plh|UMO)zmHlJ8s7N1*{v?URo~K=hA(7 zr+;5YC#~}@NncL=Ae|9O?R%)H_eG1EP)L%lb&>wF9FA9T&pqw*`>EKyjN}WDS^fLG zg79W~82RTgGymfM^W%ukJY;1|eMW93;6aMc5anm=q%#(>qs-V*C%f}|J&uVC$uZvZ zFg9$Zk6jcQn$LKgVmg~i-!95j<!4l|qt>%UCcAUSJRa{b=7<c%R%lo#*YYqP9~a3v zC*m0{V!DAo7A7+5V0L1Ik?4B*OmG%8N{mnQGcNKoR`N5hY@BVOY(z0`&S5xS?A11# zlFPK;m7_EEGM@-Aw<s}gMu`lGGHyCKv^-<K31ZTvXLPKj5-IvL5#bI==9aYX-2N4v z&QuzuL%S*&@#y=<h3s9sZ^llu6JV{Pyt$%y?dCEzv^~z(jS*pLmupVzdTmg&t3-{P zEpn6!;abA|To^`Fsnns}3ml+~G2~OBRl0nd?jTz{-R}I<#T{2?tyHn;xqZuMP2e;; z5!Os9fy<8DZWUw0^DP>4u5ohef&!_Zyd5<LE$6AHhYz*LH40PvrFv$4+Gn+xI>dG9 z(78>5om*W4y;{a^g&3~gCrR7DrODH=5)aB|@pS5OV-}vx@XMM*l<m&ueD1Po_=T0S zSlM)m{?T+ksT9@ayeh5oXI4kNxcSZ5@Mvt+C*67MT{JpxRzdxp66(HM$wooZ?!v!@ z4cl#0o~_zrW6Uv?Wj(SRc_{|IV3_Is(t2MUvdW9vHjDXSmAb8_5nXyec_G7}`B(|; zsBe@Wy_dR?(zE|Xu!XYlw7k?X6Y9Ewv#R|S$7|dB`~FJwe@Cn0XHj~-NdvD{EVOT& zVz5P|Qm&03Hw}1}`+AS0d4pMha?XGUTSS#hj~;RDbahsMvu-oxCseuLNsi@C!5>K5 zpf@1vzO$0V!|!LERT+<|&haj8gI<aMI49pKDv4A7b7{TWZCyJU;oQ;*;!E8-=Z5nx z{(1DuNzY}E`cnBBY(K8=GJ1y%ob`qDElbqa$gnPO>PL<GQ;dX4ZMn1B<Ym+1lASbJ z+o?@ln!;D-v+C%KSWdlWxOcjZoM4}s@EMz(ieg7Y-anL5&P;z`?Ot$xznUsLN?hf{ zr2rFy%-tWWRfFyZ9JFHE7gwgx83D|ba+Q%v7mRAUUF!OhdJFkGm`QH>)YJF}O)FpM zC{D{_ncj~!y}U)?4O}-^qlV*_B|1_sljU-#U9s9r%`YZzw|n?W_bMlbOOw~Z*l=qA zZOegxa5-bcH_vu*NeOmH8}vpS=-(;(9yOAqSt+pTTzOyWm+!KA^CE2chI<yUjFP)* z>_+PM{Nyi7sn7pLsT$UNjCGcCq`n)p2!0>5uI=k8zp63fE>LOH6XR?}(e>sxicha- zTf3F!I*)yY$6c(FA!|kZZhO~i#4lT*@_EHDmCF_x4%t52z<EW|OC8_lady-WDwS&E zGvTrG@{;<gsi)BJu*u|}408*EwY&S<*>s!BXPl^6bjBce(=>-UMY~?`;Tkl2Y2R5Q zp5m1zt|}4h4+e7Mog2^@8dS5T>ySL#n<r|sLP<boz*WvcI>VNG7n5Gd>#+ZUF>L|Y zt=4nt_RgOUJwE%8uWSR=OL?o@{(7j^?M3I;zp_i1=84%7&U8vWf^ln>)KO(#wSs}O zEqoG>;&Fy=_oe8aTa$SzRX*M`7`J?*78L))US?d8TW<wRjhf4ywRfccz0W@-mq)Ab zH^1Vh_*vrAq4Fg^d}*IuU0Y72y8j7@mFs7?IFK;|;@_8(Wo+3$LG=I0sZ;S$NB;Lr z;@|qP5f6hsi)nM<&}tac-I&Vho!KmroM#Ktmxctp9csb3Z(I}6D4^l6|FC}wbaWZC zc-Pv~aVcuko|3DRTkOrLPd7*mysBgPV>aVGBHjwddjW>yt*&x*lpga5?ZvO%?5IpU z_UQV@BFtx^OmB8n92-<1S9f{#Pd&PVJp1M>X2M;~R|z6Hr$o*>ES(=MVrqF3X?;`P z@0*%jAz3zqlBHaEvO-1PO{dr*(h+i{fmA#t$ScBsb<e$-OdIYjfwG+x7fpw+!!${C zAFXNHJbGCjr7@E!qgXvkqNp;fk$SK3RbN#qVzVSu!R^o-a(n+U*y-FV0($yM*3%V| zy!aVnWs^&iGA(7i1k2hv^{3cT9+U*v=bIdf%il)%vZk|EC#l7WcygB&aO#EAvj5`x ze#!L5Ip;UCSrU372ECc=s6^_$se!}n&o8Ahkm8wohjNQ&Jp90WcR}6Wu>(m#n`z!^ z%g4Di9VC1f{bH{edh0OD?GqJT8YZ;Ab~>k?$vi2+3U_{Sk@Ceieo!BIKhIB6dn-4F zieQu0R1sBmifQ27_54GLN|^e|3Qu$A(=M^Lmf}^Ol%B!_YLD4vl+>f*Qc<SGc7yiR zxWDlQR34#u+3+2VnDo1Tdc^U?5HBTb^ww;pHSIH{WNMH{)ziKf&*ff{q{XTC;nZ)Z z+PFlHuEi-Ms-}07KRheCmw9q`l3Rd5YT@yRP>t$SFdO36(`4;59M_;-5}Fq&a(!Bd zAiju3h*R%sHd~!FIg|N|_w#g0i*<)nFP^so6%=2Y0@Xu1NfYFW+R=Ey5r<X&b3+fP zLl(_3TzXDc3A}bZEM>}(=6A|8fJQAz+Q^R5rF8k+x%6g6tT~W!Y2|fJ<xJ)Rs%_e5 zg@`p)1&!qoOsQeo5_`dc%D9jAxJj$>fC^F-Rv%5Dah>z4sWqPzbV2rR|FxJPE{xb} zejDtjTp>yIvzce=UjO{~Unofa^BDimhrfrc>vk`?(|0_P!hiZ3w{5t?v^(~H0K>&Z A5C8xG literal 0 HcmV?d00001 diff --git a/figures/d-cliques-mnist-scaling-clique-ring-cst-updates.png b/figures/d-cliques-mnist-scaling-clique-ring-cst-updates.png new file mode 100644 index 0000000000000000000000000000000000000000..cfac11b0b8698cf35e7ea9b1c3bf23401f43eaaa GIT binary patch literal 48824 zcmeFZWl&se&@MW-yF1JvAq001Fu)*z4IyZ75@c|9OMt-#34ve<mXI*G1s#GXNPq-) z2=4COmA${Zb?esoea@d#1;whVskQoj-+sEE?tT`r|LCZb5Hb>iKp+wg7*rnw!t@1! zFvjt5flsd9cf|pJq`g&*y`Q?h^!Bs%d;xl5?d|UD=I!ig!|waS)63D#Ra8J!K<p8_ zgSWT4myDpG%m4cY0XI*3L2`qECg3In?l2QC5QxnB?=QwD#gC34P#c#9RLQ_UXD8R* z+w9qRbUx&ql23;$qKh1#yfIw}{j>ikL2fc_oP!F}G@3ZG90ON*U&tG}Puz|E8MObF zG8LqwOz4=j+%+e&kQ_quBQBovN5;yIJ*wGGtAV*+wZb=`p=!L~LEPV;vYQK$R*<S5 zHSohF|Econ-wV}E$p5J;JA+9E+bafJSFs*#$(~<~whAIW&a4f?S3Q|@3BuO4+I7Nf zRJH?s+9;EMZ7yy|-9*gEqXp0@;aDxWE!GJP7*+`kB*7qUTwiPnTmh^tkt*YV*Oxw@ zP&NK??OP8u=r_7;d^#@kx*fx!dfdVxA%NMTcAPaUMfKr-n*z17znC^DqYwFlQ!n0g z5l(>q-IIBbk&W4oVPp!w&mM^S{Q0wHQ`__ZZanahsc92u%B=`(6_!v>Ft!+oDnc>5 zGaN6X6itd|evjKo?$0#I(uhg#h6<4!**19g?8TnOf6wwx86DM6>kG|Fn2h)}K8H7e z`7WX&Ts^|0_Se0<8>+SA`ijYRU>vRS_}e$qgOB!K|F!Tz>)QlES@^CXnzSbq{JzUn zwwL}GJJr)1B!;2b!*WJd=^`?rAr@Tv?<rS{q-~ZPgUafD$mtmo?nFa38N-Jod{%tf zu(bC##s4$p#8-r|O0;JOmwwUS%4LypfBU-Cyc{D>sHa6;D{*cfaT@!d&rqtAWb=^X zmSY>@(P9jP=#1f=!q?11IqSQ}qVBPEXP3l}jQ%?tqclD1kN^2uQL=@e?f+bRv(Whd zw~7$#|9kbnWe;8h-eRk*XgiSDleyWGX=*#5-jg{vGj*<Gn;_nkGu8RS;9uaI@b-Ck z?Xg<XEyB<k7FhE_Jqd`pe)<}=N-m-1k942@bEj&gu(f>xFNhR-sA{~;9+mqNMFK#B zr*}sZvyn!M*<ql|l;&S(7~+aBRQ<rM4sU9_hDW$yBnT@kax5~!cgf_N<^BWDoA@1V z^GQ=PmxN3D#y<LEsslWC`c%){tzBP%pV+grZ{W|KJ$vK*$N#^tYwQ0H*0^`%lCbx% zUSbTQjnIW?DcgaUXa=+t9JRab^UYk&;=hoVmigLutLf#I%>M@_{}8v3J|~0P_zoVm z<vXJIwN7prtNsmqFJ5quAj~Vsef1KAi($uI(r8iiL8JLy%&*xwH`MLdn79AA@aUI* zhlk_zHB6MIHw?y1jXl>_p>P*SrI72rnpJt6%zviR^w%cmvNe)q63gKSgLbxJ|NESp ziy-jXL&JaVQ`N}TR^Rz|>-EybK77;p4>-y1|L@iR<~=~_0WQ61pYU~rUUZKBDLmn_ zkG|&Xxp9*4+C$p}c!J5xge;eYfS>d=rrZ-{|KecOtpEQH77$^C2l~bQE(V%@F>2t^ zv;U6M&$g^C>uaSj&SUY)in@C6+MQeY+p;>kdXIrMv_1L(d^aJ_^vl1|RnsIOip-eB zxOb+<zoFro&btFA?g?5h+0Ka}%&q0U3Y>bEb$Ugsi0-+DNB??R)2r&EI612aKmU<- z{5H#(e2Re;!GQ=xaA9hra>PEg#cwl(J0N!{MkL5bSh*fk{3PphT=}URZo#qhzerc( z(>^O_gLn!cZZmi?Y)uA$9@nNx)xV~J=vu{me!dlb>)cXQ?zqy_vzGXdKMXf6g3+op z!U-!rJO{rl0>4^$-#vR}C1q}$Ex7+h5UPg#ZuaRq|8efoYVx%qKm4Zsr7;nG5`I~d zW?#nImA`u~M>m-Q^W?_INxZ$=i}M1W_IJ&;jpdH(h`L*nN5>2`zwC{-j<brN4EokJ zmGtSL9njuKzp^8w6)uD&dnLsMe@MC{j@~4*$~YDF6SO$<KK-8n!M~%1b<Xj<k>P?c z6EmS^JSlNX5YL~Go?yoT^<<-8we<7n@3U!t<6gQ&j~fyEA~-PfQT_)ZNv-;vM}(fi zVq#_);$lx{ehySezjR`JXJRnc7g<a)fGW4wY0QiI!C2~;P~`3Ms%ReMSwsBMRWVLQ zl1WV`Be?|e=QrEB*Y&k%R!!0FqM1@XnPpB3+__#%tfA$1g=i!4RWC_loA9@6MZwjX zsozja1I*5=Kh=Y##buIZh|qv3>b0wkb_K4>DPsP9$jn66nU-R4aWR3pSm8I<OK<`& zre;~4SAwuEsC#^xVBS_5orbWvkFWE!u3n!&<N~La>X`9M++&cboy2q9AlX8HMy#ov zSEPy8W<sR$k>rnaEhX3S+Kz7NcIL{%pO$2^cE-V3qn@lc&W1}^`2*8#9xh`ZwBtCm z7gjHQGqQ63h<bTd5A1xKEwfa=I1ZC`iAfogWYrrbcE2fHs1UzQeu4K0?w~+yEc-+k zZkVyO5;<G8e{(stkg;k%Tmg@x9+y<T5|@}MD1jBxSK>&Ugr(E24w$<ckIatw(LeL~ zrLy269ilgv_*e`fTKGV6JK_b&U@w;5dHjng>9(1xKlWiJIdA3NPVWM|$mX0cS`^=& zy2V*`{R;RI{890EOy~FuQ<7`_j>b$%tMuhm8=Ys(px_`y9C)18Ov|Hd8k{fu`}U|t zVcOH+K6yHh{S4PI4q-0Wlc~QbxyTIPH5V>$WwC0h^9@z|FURdJ{!VsDvinf~*s0%U zyM{1g7F$;m?}Ge-vHxWVPC7;}M2GT{Add%gKy7PcBDVQno}KsvPqVd-7V{KMxnC89 z*0)j+nlPJS-ru%-$n)gWo;QwCI|sdml5_eSBRh;<&_v)wQZ;rXW@Dk}=<6a8@A-fj zaD^V)?EV=21D*a|gDNn2W0PAXH*St3_WNBza9|_uWz;ln>@S5^#<@FDzZO+Z>`*Qn zQ@{VRw~#0x2&5oDGpv&|ym(EF{_jzkH^4`fi^f*!MVoG=4bLD^H?r&n<*090{%cr@ zn2H!<$fjCh#O{QH>DEsf8(McJ8!8EM`siODNYuY)NF2G^PEcXY<FI1neaR8C*2A38 z$bG-SzQ3K#UNJ>&3f&sU?i>WY_(O9W5f9Mgu<&L+o+rlRC^$U%eLI`GkUM*UZW1TG zt70VG2_4qGy3ozz<T61F5&j*3IYLci=s1-3FyStf^iQLq`_ncpb!WM(CPjefR_i}C zw6I1lDjD?cCQ%<XbYpfYp5_7j;q?7GpBmOj44zcubZ3GCZc38uC-E0w&f4;xNjoaL z@W5GK<JUY%S?rO39V=1kyM;;~So|p>V4?jQU|s}4!sZ??<^s1#{Sl0F3yElrxTho@ z)?Aiia~D0J>Ns%0zBQSb=?NHyi$blU@uQ7kC|@S9#7cL=;kXYo<%<x^5y&=35~NN= zJnX#k`~`x|4QX}pYR}Bu^W?KZ*<Zsw|1q=>W~NUl`a|0jN35Ge{IPrc%j*m=i<5fN zSe@>`h(x>Y=}+8?TF?g}%-L6bd=-6a&~ImG!#*Zo0~kL}28Z}_S&q^kV=($0*0mkN zIT%0z{``0pnU5hmHp+F$=Z?3$_D_PbC3Vom?RT@4;klGO;3f}n-^o%&fv|6x*c}(~ z3Ms0J2(FB<NHKj?s$W!K@PIy25jPVs=i|(h1}g~#`^jFfvMX<~FB(FnO3r=K;AL9z zkCRFYW<FcyV9u%w$?@+o!#S3B?IM@*ZTA*fFGHmBto#E_C+1WQCV7E+v7qZBk|cQw z7n2Pmzn1HtmRb|?SQ}MUW9(1LV1uvdcbpbl8N_<RX9|@Hl>Ohe4ko!5i55xrFOmTi z7&A7%GJ^Ptxf2|jLIYSzv4UDB#vL^5b}3iwkHjh8$c5m17`;1;f?XY2b@83?E{0)u zp3bkliiin^<3}&-EXqy6poc7xOaEX_@MG$z>raufzcAM8m>qYaMKQq(Yke%KQn&61 z1D=#n67wv4XF4HMFPr>M5Z%tXanE;Tz2qOcRLsIQd;D*8yZHiuVmbyEa$~#&aEy00 ztbCXfYGCpeBrIL)NA^U5FSZFr>U@03w|cb#hFyl=VXuDW$eRPsR%o;l%B(L+<HKki zErwI8iXD3voJ?I=kpx}E#lo3as6z|RUws6PMf5ZtQ$t1?=a6D1a^mP2*sgIVO%!?` z#<^PqJaKwgEU~z(1&k*}P4P+BQ0E;oN73Y`WjNxEo-jO?FjWTXterS@2a`6XIU&Ow zQn#4V0+w>T$A&YDc|+D%_(Tcf*zZ7CP3+I;Uu|9mUfx$&d=a^XH{&md*U07{YjttR zncoYtQY;!$VDv~t*``;#TDn+B&g0nFPcBNLgS6Llq(g1U{w15mbbsBKFgAl3$C>{4 zAM60z?D${)iAA<pzhA&qOfmT9GB06vUs_i_Q&1RgvM5H-b~KP{d|?4OFV3CwxqAXo zt9bLqXcZjE$9Nde4&H6}yFzErzaDxrZtzAMdjRe~Nm@F5MML4d;AaRQ=T*9QD57;? z6#A&e+wne3tElkUkW<;1<dK;G49cwf^ydiwL*uuj;Hx(1*4Q+qok`!eJHCF9A5F)> zwad;rmX6ZP>iihQz~nY56nff<-KmIj51ttoB#N~##JDf!8vH6jDcqcGb#eK6sIHnr zvH1ypwBq*@eHrB_AVq4@9lq9duDUjai4B1DN?-J4pV_REco6XGAxw*s;LitmQ4P9^ z(`PH6F%{J2Z|K-5T2LvbbxApwo#=Jg?&Ji_z*VgU1T2p}QjF*(cf8I~9Ok`o2CP~? zIS2c88(i9OJ!&Y$c5+Rb^d9^6D?;d9IAX(+T(4PT)Z7V~KUGm%f1Zgo0H(L78sgs= z#u88ir-kv*>$I&H$cPk*$Al?wVZG%jJv=8D4#ux!P1OmFwDQ-)TsOy)`eAl&0QJ}9 zqSu+$<Xp?)VZW;$fgK9AibvLc{<nzWQU#*rIF`WU9<VRxC&~`6&93!g7GT?2z~*oV zjMF)@VOVl^aPq{dO9HBo&=Y2$L0VfWrBYNs=Zy0gIpBBK7&U)Wg}9KWqv&wsn9H!Q zf2e7Bn3+R5=B97v`*2jKGJMi|HSRhIcSxygBIq&Bfl4-oOjXr`LM}>%Iw}*a*l0tJ z$Tc`;>y_Z5B6jC+ZS%MRc~t`q_;ohYV3W+TRn1M!>8v`Xz2cFn{<PM#Gil1Nle50< zI+`QvEvzo8gE2$LmzN>WsVF{mk_)!p&7<-&VvQ|93lzi?0lf_Sjfz1N7ozS29S1)) zgO*DR{}xPKxD|z7TF{?m@z92OEQP=Pw`ay4QUnp$^1%V;D5%b3x2e7UM^xXE26etg zcO0@KK|<l>)pXDB67fDvwrF#ibde#_TI*-Kj6U8Osr!#3L~={ker)CdEu`Ymt#6pa z2~sV7Ajx?e#Mg1aBTRyAf^Nr;4m%!dPyj!uLDv2`cl1}lA`h$gKrA-LS@~PM9c~t( zIw6C0xogbQ*2Pu{H~1jv7PQ^sb>1+(LKLG~T^_l-B^QH)hKI3_{Cc>G)j26~mMFi* zwE9X%>^5)1xl)bOMV>CUq-W;Ob0B;xMXqld{td*V_J>f$T-DN++a3<b@<NAZSUUrS z^E23>emWti>9J~quQu*&m=duw8yEfF6*Vh`k~&A}RKs*)oQBd(25fgqP{X1#re!2A z4!`o4Aeyds*Or_wu{GsoqC8S^$S6DpKYBgrI-#ID#+5oXx(&q=Rz-rW-H_{QE5fC) z$o<G4#7Kb<|52!vWfr5fB@~b3j;hD2t5@iWxtZJ9bTLCV{uB3+)G_D4uih5(CR}Vx z`*gfUdQ?fiIx*xexb(sV<}JwVWtMOwa2HF<l=C1FCbm!I7Np3V-|h<ii_Z|uiZqW$ z{Bs3iY6>0e>}|FqrVUO|J17$op>b8!dsctaShP!ow;d@WKu(5Xz4~vo(YfY|EQ(B0 z)kh51nYeM67Jq5=X@6A|!W2P%pf+mpA~i{lE&!_)uaxM9Xf)*t`zTrppTf8qqSvE~ z{Pb%Y_7;wFq&80OHUDTe(VYbv?2@Sc&jp76JFAN^o$)%_10%bev5$_2VnkQ>*pHsG ze*GbK#OU%^OUwz*>G=x*O;u2{*iNSSkP<W519gjc$bEPMQOw8Wd`R1xXgWBVIq2U@ z*E`#zmU=zXq|(F~i{L+~$2GlEBc{Ba&7px9d68S!a=!c$Z=#Y8=HzO_MJd95bLj0S zxA0GgQz|JuR}EVz9FvF+Y<QK@cYcj{&<wh~7Q{^g)8}o6WKMk#%4_$ZiPQ<3fSx2l zvFC*fe4?^wS9bqK_jC&llK@p-5es+QqRH#q3xi^#r}eTnPpTASgWlDtLJlww=np*0 zD9Y$Y%%~_HL1G)w_*Y(Lu{lFX$&1*&oB=$f<i>5dQA7}a^p_UNw9b@(w{+yhVYFU1 z?)!JSDI*5$V@>EVj3YJrAMQmAV4}uAoWiO1VJ@6DUs;Z#?+BM|>xEvjy~0nEZ@n#W zWAAC6*XMk3C2-*3c5-2gp>dt`__dPt04?8Dp_u?UryyC~?KowkK>B43;?si<FD#sS z&97N@6Ad5=VS-o{CDe7PWKt011l&_UOp7lMj%8=s1;l?{@{@`fZ=ZZkp&MJKYo?+i z8~#<lyX)7A27UWOP3XswOXvC)Uhn?)BsF^uv8Nr14#H&ZeAi{lGRH4j4*y(XUap3a z^XECR^EOnZz|3mR+&K6Gvl&c-UOa=0Gv$8Fx1or+i${j-5g{d!elsDqNXZlebQS{9 zBH9BQkHIf#4;=QwrmSlG@Jg&yX&z~4tD3fSF;ULQyXV%f_u(UXe#3H+{`aHjG3+cK z;2e4%80Irzzg`I0q#f}9IVZgVm4ukfv*D$DbB%CNYR7MLpt#FVdEm4&$rlezfg1~( z8z({w;VBMAER^P0mn;ZZ+E`=tY^Q=W>CY?mFA(@Ft1hovXB@-?B?zTRE*!p+6J4FF z-1V?(Nu@p-<dB7g(RDh;_Nm5}D{5=Sc;3`wJC;ik@iIvzS~dPrvHGb<Ell5*YITvD zdF_XL7mGhufoyLlNg>^Q3m75R#Bh5rOnrHo9stix$P_l>JP8g00sY%*LV!6`34*y5 zlt*1$Wwtw75aXnXkxf{aI{$dM4+g4rD4K&e^EBmT(`tI}VQx~(Wui*gQ?pZ9BBahJ z4>{HJUc+<pno+NmQ%fD8n<zR}S%v`HP-=f>3gW5~bRlxxi>1Tehsi!EFHEIqsI>Yz z5BiS0LmWg=@P)%IbmY@Bu@J*J=vBdtY2WZQUDtEtdMp1Vx>ggW%K-I;(-u_g)fbrp z%nBdEO2&Y}d+5yRGd;!>@XZT^|L4QDBpS_A;hE~pkiu)#v9v0)S|;fxevFsi4+B@l zA3P78%gZe`1^wcBL-<yvgDItbLJ_%f`~;y_l{hoO{w+|~O73X79iwG*Z@-!Osj`;6 z=gpcr_(L+*dBfPB=dYo?_whGjP58W2jZKM7!*wmEiCpvSCIwRqps_IpO#UYT5lvS} zkaSrz?J5$>SU@tOcq00DwI4o!LN#lxTB9?PhAWVtM&0eO$9Vggf{Z??%x^3x%djm} z<cKXLXP%y@6TWXyS9lYad;__6z!Bzg!@flHeNutyi?|tNvx9xaz}mE9saubf^}CE3 zq)mA@hSf*Q?qgbBE`Td0j8Fym=BnV}ZH|;zYNlQ4SYU~lwJQzdYyl*_5OIBLQyD6I zaGg00%-i{spDcF3{77KMh6Fi<*QTc6&}sSaJRfcB*pi#bmXYM5(~XLu3kJugi+R~$ zZ@26*9=S=*t2#2u)1)vGItbN+>2gVGrE}d?zrqOGY~*=3+e}DE<Q)O5Xs6}RA50q> zFWRH~6~fi~9#Vi<$*-;-h)`~B`JcJSq);OGQWpOF7`r;3jQ<C~Zb&*%*;c`@(DeJ| z%}B`(dB@y9r-Bzl>u#`Lwp5(oe(A+I@g9+hFsgo08D(LEP-OWa1%^fteWsD#yoTUq zYg&{#-=G$6+=KhFb5*CI0(h)AuE68b2YOB^8#*UVPg~Y4FqxyFOrcOG@3wPjL4F3T zkZcpY`!y`DI{FS)3pax<x^~9B+Fi*?%-p$)YteH{gpxIHeVw2sYT1r*j5Stm?R7#< zoWx|Ja03KZQq~fmI9^^pgYcH;x4Kj}JOTIu%K^Y#mNT!)Qu?+j>LwB6b%T(r2u^y^ zhOeHRH!feOWU^`2-;A?A;VV@gu?tiZi({(OteThUmNKqqG<?M203H{TrY}DR>ro;5 z*#ls4_auhQgY~$SbrtF|ufxv9sZheQI8}L<751v4;TdH5wyol7BuO8^_k21^p@wwz z#~e07HV&;4qZdyxZf4CO<{>x$mPdOJMhn7J)foS<yVb@R0PRP`eGf(OYf^P5Gnv3N zOT@3**8N;K^U-jq_kc$}$Gn{`(4(v@%RRO09+Jf=aC`7&L<D6Gfr5I}ajVJojuiCM z6{mt$4k3DV1n77eVacxK-uMJRbkwV=@QtC$JbpeXPq%N2<JoGWKlNyW-dc!xWJ}xE zd6y)=1#-?O@|pGaP2=Eiz3SV08j4`tX<Ne7yBqR=!3o5ap$fE{4KaCvrJ?w2jFKW@ zUQLmFVDAV{d-4|SII)Rvs1i>812J#9Uze{SBlnQRYLw<;N_!uMKk8p23x4;pW|{o* zrK!_!0q@t2d0|1wa+n9^1Y`J3>+WXmx~xrM<57bU{UteVu3QS6-&}FuzN#3D^uWx= zDYG9n*qua_##+C|1eq>F6fsIKo69=|bWK)-Oz-DfX0zYnQY!%*=EPIZT8#Qq{T)v5 zd{X#UGBii$!;A3^Gj!Kv`pa42fHLC-k=L}Mliz(uYcJ=;KLZsqY<5PQSldr!z6g(F zbGD*okc+;2bFtAS#e3+g)|+LXs3o)ZkNWa<Vu`mF5}`q$uUn4`?o$hF=p+}eeVq~b zxp-a}%eG#rw*HAm#@AZvxiC=h*h@TXt+^S~c?m`eQcG~1^RAx&?(HoVC0{NF%PT#M zIYY4>y2vFm8EJI_cM{5!ARJ+dJf`D|9`q(cs2R(@rqcll^-ER*8^j|8R*k4Ap?rDv zf{Xr~m?4ss5w3?}X$F`6`+=%3mJKcQtqW})n;@?T<Y4+c`LQ2*qcMcCs{KM1EVKBA zkMIRl3XI{S%d@1EBUhxGtAS(`)V<&|%7R?)Cosa*rdly7*r4{)=KPJ~dV9AnPtK-s zuG&erRfu_*77~Av54+PPZV-DSZQ`LaXKAfN#LfFg6hi=&<!fl>a(nqvy)tJYeIk33 z3RJ@^rMjF_t;>sxlGpS#l-RbxiPJ_R?9wIJpsX9@Ps~4(_n{9jTrvVrHYb|B%_5s) z__tC)2no#ebbxeMvxxL?xGeKCbHWX)M9{Fy!y{Sp`<FE}=PiP+_F}&rih>uFBbSnA z%wu+Bu^pdJF<y{S`Xp8~&*Elj9?H2J#n^sNRkDcbOj)S2G2J4mNvVE~H!Y@TnC|+w z@;o62x@IG~2TTyRZ`%;@r&v@{vtZt;jh&xonYgpQp=XeaJfyjBU9P0|D@4z3%JL;I z;<2~cuAq&;!*S0R@l_6Gh!d9xact-+$L7y<8@b7=5wL!C%DYcA3)*InWb0K5!hLG@ zoS#SHhesh6jS~<vrxYHQM3oShkE~-I`let{QAggE{D>mRv193W9AmG*={QUC?YtvY zd$g|2SJwX3oj4NqleBMmna9S7CS@UQ4%tshQFM0b!|6%q63wuRy7k&;R_uai_dv{F z*;5gRvH0zBpkE-|1EOihqT(r&G;wa#!JEHV%uMq8PKU9Qv^1&v_jmdc=0mOMr+xby zG=0MYli%O!>Rquv+@UVc=H;u{h-o3Xr_xxeQx(&sq#^cdsVH<CZ&#Ba2MSpmbv{)d zupHs6EZ6?0fUhN+n)^9Xu-#`^qpDJPv1%kxu<AaC>K}N}`gGsSIUm%W_9xK!<+m(t zsZuXAjYm%B4c+z?={%gamZqj)m;pz+8h`9<uu6IGLT~n#2w8B0BRr#A#2)r|K!TjN zTJW^(d`!RAQbWt>0=^&o3>Jq9YUbur7RPYp1eMzIsbOo>QcWd8V=}<wB>Ub?<?qAj z!3RB%Q~!MoHgA~;18$4ih@xOOwb!$yefzWBDB`qc<)7^oHg7ywI}Sc#-||4(>3GPA zEB^6BE=m(2#Wpbzi!D|-Dlb(x3;z-VS9JVPBCd`y7+;TSj&YI8v}vIP^c3i?Zpg*4 zCvDk=lNtFx&A``{raY8MwvzIFsLaaGUBBRKtjn2*vw|F|D<6csx%zZVv7M|4Nhv#X zcnnszWVaFX4R2(luzIyTq!%M*(30eh5t^NPks8RWNUovfVzTW;R>IZV%uCrFZ)w}= zcP|K|xG_UHkrZp#QLV0zhG(`56!0J&wn|}kwe(ee0aCkQqesSj$_fd=xX&|6Qfw5^ zPIM*J5C8Tb^wDru`X^fEV-8R$R1`G-YOHC-TgIK{z{)I<Y!_Syj{&E|I3n)HC15hX zxT9Q*{P^t{pI|fD#y|7p@w*i{3JMfaxjRZ=^>#?qN_)_ZDI#+wp5}It5oxd_w@=TI zN0QGY=BMYhiOW7xuQ|MDjZNt>OG|-U<=Ei_l?(gzfx~@f;)uii-AGTY1B*#{!`-Kf zIX2jn6?{{_3tD!)PKT5IY?>xtGu(=abEiX&Xw-39C`np#G#UNamI@$r(D>U>nC{qC zGtVB6+8k+WRH~K7;mE*07{Xs$I5M1{3R}%8arpHTHd|F?Iq`G(sW>i$dopD6=eUBN zQkWRm3|W;qY}U1)7}r(Y6xUJxX;CMIbu|TlXV=pgA_w^Tl?qh&L55u2wUfbJwDaol z3!By^#um~all?Rh^0eh8#N%Kx3WS!iM`M8ZMxb!2X<`X@CMi(k<oH36?}035F4MN$ z!bYp%NFA}N6S@5eczJsN;2EIYQ3JXIn#_MgjO3XYlKa)!C)H7V0m>)wq&E3pcH{86 zw|0vD`t`A8QHZ)vZoehHS3Ly_z)p%HF;-H-d=wfVTqB^UdQ}-NxTCyjDJcafq=mmt z4aNT%d9v}g)>}eN5=p&=Z#TcT1tVD!DRQ{gv)lS+)g|X|ZtAp|0X}sesZ%Y4lg!^$ z74~|jti>xjPz2XR2oglw^PF5g76aERjJj9yQ=Vq4#XlHO9Ze!l^$g~A$xQ>M81k<P zWnaAc_9f(66s%le$n5pEWo!y`B`GhMj@B$TSVj?(`oZdOql;4X4UOD9C#5gFjiM(9 z(26lPt;BELO%Z4}PkCS@j*?Z2N1j;f$l7lry8E`t#S0QkG{Tg-X5CnbYZb`@SoU|& zxPKlO^&Bv+is#J0^^=Zj;&v%dF&g|X?Mr~^nG
*_PMO*roO?$|CfQDW@h9=xN? z_4#L9HrYHQq+M}AOo6avrj$KJrf54{mxAuRt56;+5)Ce07=cau!He<)M!YwiIgd^- zC|L$d>Z)8ZQr8laj^E8im3P{<p0-ALvnk-q)y@hOzj$z=y*TQcyZRm&DnC+>${po7 z?3yh>WXi^k`!f2#sJ=NNPF0;F?(uF*+wOj}q)Ge`sV8ov&0=X{84X}C&AUr$st|#` zzGc{aF85{Zq;wMItgXc|qXv6d-TG_8dr{o&nlzTX$2U=pT-am^GE({ep3`pdBPFqV z3wQjdx-NcL`myt3aO9G1bBH`}4BtKft{zu+zy*Q$3QFZp7zN$X`R_F4$SOz)ZQm+e zad%Ym16^IUt*?xH$2@0P<#>DC^r4=YBQ~*BRHGp><eQPsMcpR%LCb}KlpQn3jJ0^- z+H%o&o=ESeyU1UmUlDJ5f4R~*rykuBiTv;sOD$-Nvbu<Gyd8SXZG96GC9a{;l?6-t z);`TlSPpE8H{ZjZ^fz$;>;JTJ2lP3E9+}jhNyDLXE3C47*QE_Q!=ZbEu#dJ1`bPD* z0N-TLFfWgS&gr;`CyV60U-16NPXbiMBaK@{;FxTQ?1|iO+2tw9<G)NVzWC+x_y>KN z9?VN6_*L}bo@A}}f+0uBllX-9fmv1;M!M;Fgk^ZMF^J_Fay_$o_}1#*X|W*?qyyyv zh<)vI_>zYFWTGws8SJY(=nba>_9ICNTSM`E<OMH5s*X7w1=I&UrV&qj_-=+YmU2&B z>&bH}%KmEx#}>r=-LEC$q52A8(B|sw>v3A9@#Z12T5avjl*jT`DSmko==0t2>Dc~* z5d?cE9z%c8y%_NHKwb?ZK+40akFbdTbv1z3RzH51arT?{i&!4P0WZ26fl^CPM(U|6 z)_P1<yh-DJ-TLx16?yNCXlix$27VSMx%f_^tL^gH6)i9#5G&p!0ZXU{tj}XOelmV7 zrWPC}rg4*UAg2Rp3tqh8um&^{Q;brH8Hg^ME*>~YKlqMMgmO)Be0tA|$LLBxWb&rK zH2Zo7_w<}3c`^I-MR^2%wru>T*87;76$$mYQ+tpR1@S$#U!L-!VUdoD{`ZySu5)Ls zB4Kb7N_U2$GYjp7zQyib;Pgn8<7E6QuHT%I2xa*Q!8|lyG)hbb22KxRk;qEX9yv1S zB>JQ_P_Q)$6&n!D&q?D$Kf3FeUUzotYEm^SNpR)oTHSWcBhGTR#ZDz)xiIh`q%weR zJ|Q8StRz_Fc>9&$AM-|{R72Ebu<r}>SJ>d}GvK+DCl$N$zQ9C*iMPyFYMHKqsgg*< z8l1O4J~p3Web}$IX1BNPfp8CI-E6#lLgE3an$pXWpDM4J+#BlZ$9^RXzr?Z<r}5QP z2WCkLINTQwtX{5XE6t=LOV)H^tZ&WMrISx=r$#lT&s!Rr_m6KLQ3ViY$zIX8^LHGi z8uAcbO+ZVa#Oly_0_;xF<uhS4%u1BA`zxb<VFpVLDr(ZdtD3lq^0I42fr~zGVks@H zZ-o^mZ^g=A_^DuwO+p1cdrnClHn$mH{8y4fP%ucPnY=U=#~i5*o-BJ^{5;Exj7?Qy zHD&FOJcSlgY)c$)iAQH~H)J3S2>o4QClU7Ts|c<ivRYh&0S_rdm}0~Ty`xpR1#X6C z6gGw8xFbFAMZUp}_GQ|!1R;8j#Rx@nZ(m1>QMnI>?7#yxr#Dl9({V;n``Kf#nZVmO zR>@z`6qU8usB|stz*>?<mL4Hy-vo6oH^1YSySB00_B-tH0ZPVy-ekn%-kM>Yvq$o2 zLPm?PxNIax!@bkh8Xhj@l8${=x(`Hmz)<Fj`||;?-fbqBsYKm7g};iIO)xK!te||5 zu>NfBtITW*7u2oaRmR7%0pJ9PK?15WW`!hpqT|BtF%|=@i-MOWhYuo`EXM-%s#w2b zW?edwkDR(Ks&tJ*X!0Aui|lUM1aic|4a%Cvf3-Ry+9KvvU(DcP$(MILR)D|~bN?C@ zPFGgvGPq=5$N_NCYKku@Uy#(CuvciGg+DCk=CP$Aj8bV<jr`52Ln*xEGhp2AXxb5D z!sn6nWLR>boF_sp54yLhIUwC?n7UwAztTZNAW!S1v$D&^hAfEn%#zMJtC9#{`vOj$ zSTy0QCbygZ3<(6gM_t1%UW>t9Cv<kR;~K!Zwfvbv$|VkvKe70QbK42@&Zx+%ezUf7 zkWlygb=N=VBRVW-{-U-1cOB`hoD9|t(v%UGzv#WdM{8He1`|6@efC{GgFt>Da;>Dq zVu#@}n{o?;d#7b!-IoHRl71%Ydm(p{j)QdqOK8`kVc-4?M(xdzfU;Ud#Lb<m+X7Dc zbB=1-6EbBr`^00{FkAsHdRN!=??zaHrJw%F=M1^^v*fBs+-3D2gi?%3rMy6y=KztZ zH3L{oA=1FU%)|{#<otwWaT;jW(_;D;?1e6RL@v?I$d?kQEHE-;)69+I1Pcd+BwYNG zR~33bu>^i~#{oNWC$0>qUHIxoQMlV0VLMZ)D~&_1DHN;`vu^ZvsTOLQgH%14%!_i1 z?u(D$E~=Vzk|k{J43&yD42R<G(RF8D`yQ`;Y3GLj(hVWJ88po{b;(Gj1<sNiJR*rD zhb0$}Us4L}Z*5XI&g~343AJQ7`&QROJNd3-7c#3LQ}x?|0hJP&StX$xmybm0xN$Wp z502Xjq7|L&+fm^^QfhYv=R<-(F_`MxwRnF6=L<;ITCDS81tJ9MO}pl>sKd$V`L52_ zRi93BjlfE!Yr<K=9s9t~s;tg8LwN1^BBmYwCH126>R^~Ti&+K(U>PYcE1q^%)^XpL zuYV@iveo>e(qH~uU~3$`-UAZ#=geNhh_MK&lue2%ZS{okc9S-oPQE(}oZD@zPV%t@ z<KqQD@Gwh){*fCeDooWzwpnDpin<KfDU1Lx8#hX%p*A^3<{X<qJwtjiY8upZK6!`$ zHBXxcsYkB!J)TcEPfWaEux-PzP#$fmiC{w283iQ&!3YDbo5J_C9hNkwAMjO3f&81; z#JMx6Jjo7PEggv!IhI>kHPYH*h$|H-8eaqAh(A2Q5CORs6Q9CM;osXz)UxdIREFBt zMkct*FR{Ww_>TXqej;35_ERo=J4Y2gH!pq8MQ?#TsQTB)c$nJcGYm5Ti$~C@^YQ5s z;bbx;=wui6@B~?wNM%jk*<j|iqT2jUvZ}USFA#c?0&W7Vs_G<`)Di)8b}IDz+4ReX znf6J@^VX9QNR7q$?%UH5Huzhyd;`CWc(<uwMNoj{ym{uj!U>P%;5Qecwx$=d<{oA% znXOEqV6B($LUnh--j|yAM|70qSP750bcFM5Nyu(ST@Buuj&&5j9oruvV0y`abLnX& zwAglVnBR&VT3<I48C$(Oan=K7rjMSi2mIB+a<QamWN@$MzDuYCGXJ|qEQVa~syg5J zbfX9BH~74b`3UGTDHbdAkw}t~_6v1mxP33P7oE^|(`K`R2|%VcYFbKt>9MDOcYH_u zj!$v%SK0m1+|Q89c9movK0dw=D>e4Puns&Uq`c*KFa+n-r<o(MElD}z>gk6c;jds+ zmzFm%Wl?FRQyd6>=Jc(xe<Q@3R6uw>c4^T+m75bsJzz;Tpw#ow=M5y~s>I~6XsT%t zbyX39Qt-Pr)45Ny;%}Vt&pTn~6J`U(20@|NJ!JMAM(Zto{e$+3o?}Vb`5ABC{C0d- zv#@eqmM?za`$N0Pkq$(p)yLmf8aigX_h~`uXGy=?64N?qU+&Q|FZ5kZB!ADeazNMG zjNCm$D=Bch-{JK?{~AW4VLWL9x0LK5#=<p$kJ&(-QMWjg9rRDJ(~aTl{v<T*7$cFF z)(B*R2zKlqmv+ID77hTJD~Ngd3P!a<{e6F{^-yz4V$$_l+<j2p99D6s52%vcos!by zlta|mP12oVec1FL5Or<H4h32d_I67bn$6J?D2sKXJN)!tJ)nY?2!(7*ER|!vfHle- z_mOB%I%YG*`cLqluafgWLOrXPvY_>nAQD0#=UjyIkn2ql&)$d5XPth@iehsM-kd<G z=4!u`V#$)yj}~L4?#?}OT$GDka@@5L+h8Mkju(u*qaie#nZZ-|H*0@kCm@iu9r%JS z9-pqiMVp>&#}EfwI-y$mBaZi?v28<f$8pOK+u9aP;fcbMnCncoC14-Fbu4jMlc9#< zTlUkmM6}_XOR8HmG;&GZbeF5Jm9;y5t6P|^iuY@})rGBF*ej^1mcv|k6GN)6V!YMG z#EBxy-&|@^2NSb7r#>hWE@7;ay~L~nm#QSZ>IJJzokPns@3IyHZV_&iTZouRQ8do@ zw8O78Cr&RvS$^E^=Fc(aS3uillBtRUL#kXPY*`!Xus`S2`#wy4QJ7P;jrf8Nyjp@K zYI@m@b88!+f=sb$$9h)lKg5rtfG1!CvHJUb4YGdk?lnwc9--%^uGOE06N-I@Hw$ER z>DwO$O=&>h5JpJxfm}-m^8L9})ov$_G{}_N$+B((8T4h(u?_%zP?}lpqYXhN{n{Ch zkqMsgWP)gj{K3D6_>7uo^#b{LL}tF8_8^kUU2)?8t)Qj}=>{bTheGimCB#<p@-YC( z@HV_61gciyRuXot?Rsz(Jl4o}K+$oq3uvl}(U87L!Eo{e$;hSgIh2UrGB4-1D<^&K zj=wP~6;r3rgrpINLE}<ZzeyY?GeWyw1RdatMmeotIJ5sCX*|t+-V0K7MeqI&{Rq&O z7k_$N{a1F}!0<5HZ;$A=J0+ZVvVGl3P0lcEWRFEVDo;mChauufA2cs^=Xr&D^?OA+ zjgfg^py^AdKmzPoG2P<p9Gmy^B#kV%L2?lW8@RI)sEX8<wWPkH&rfH=XI}RFB#@o~ zzfkeR)cuMvA;ZB#<k%xe?+9`}sFw_XI~OhsS(CoS$z0quN)#j1QQ_uq-N&6R>M8Y= ze7Iw%_fU{k)LppSa(1FNXo@HWmEGZN1n7!;QNDy%=SpCoZWzg2D8QS`+(kB#At3)a zD=8Ee$KTxVlY^|`I*???e7=f1n`JI%Nh?CWh+kw<&RRv2{p#X-+dA&-f{c^`8E*qa zOp#n61Pl*XLd&C9T+!wquzRUY)**(*3X37{F)unu8VQIfb(!z5+yP`+QxBRQOQU;W zX$vw4p`cNc#;2_zn&G+R6b-mXO=4JXV4MAkOn61qK=}geMJGw)pV;!&W<Bc$LXnl_ zI?1w<1JqGZJE`xkDXmlqptbyY#8MQ0idmFLy2!F<6}d!%a<yBSi6A40X4~7V;{zma zgi;(lcv2uK#tYU)l1pR=&ZxgHipd?GCihY49rG}hkz?Nz%e9rt^C%^{aS09MRDOor zh}gIy_mG&Rs$&14f<0vq`|jmxkRE`!Wd~(8Cu`YK?PKl=u*P*SW^!Mb<=~;CKm>tB zd+#4J^4ezaWcZ(}N3AP&nJnpaac_@v;w(9^PmnY!avhld@y*EFP5e}8)}86q|L%II z9&2B=bZG$NnAZiD6i{X^mHv?hD17)m2ruw_Hf}Pdmc^9pszSNRTDGnMKv=(69(sc; zcn5d3g!JqO?vefzIvEaoda&U*Mi09(FIg<DJV6UXe)S31(Tu&ofv@Y40yR_O5q57V z+7U4sR4;11!cxOO3OZ+SZ)I|q^?rMh<Uu}C$1g<Y&)`2t(zt}37e?SNVFRxtkNs)B zg*&^+!YqoQajCjN{{!_VRZlqZiueKe<p-RZ&vAs!&k&by6Xe#9`<mA8S`X7PPFE#B zL4Q^5GUU5~^0bYFmz|E#t<62h^VdrES&xM~4*txw`U39dBKJX<oI(?h1#t+d5d>8u z5ksvAhZ>Jww+Leo{>P(<W*F9s&)kTxvLU5){N%Eg;6*3N#kSNg8Flt?z1xUnN8Z&6 zZ!FhBDo-^IA9GobkuM*SCx2McR#5+EAj{e}-xI#-D1dY7Rluf}0W*>?O>fBlSLauV zqKXJ605yUm>#3wUNKxvI1&iD4)X-E~-=0jo@awX=eV-q3>8>5E{%I?raS1JVIVDt@ z=tnrdpMk>>1x4OH36~953~CO;%Xutx<JinYe02^Y#Y}q2CZpO<Y+-$_gZ|ix3YUGB zgIxL8U2c=$x2-P2L<d%OWE{Pf!pmI2on_pgtV{8THp8p{kzs6uF&$*w6Pet@lE03# z+f9$K0;)5wqP;CI$;EMLj*p<jr!JtO{RjN(uXFS{!Sz7v?@A<MU52qgX+T9kgZGv= z7b!|VNnIK+(-kDJ5HS1)BDuI_JopS@@On-Zmg&#!u1H=zKC~5G$LqM<LzFz_my>n% z%OmlAz>zZuqcQ{#`Y8sSaT>96gs|xky9>J$b+|Y45=P#ghBJlVnlVuF#f{qfiyP}= z=7WIwhQ4Tu<Z**7jy7F|C@DVp)bK5j*~IUTfDp8UDR#dx=N7FR`1uHIqV~-Bp^TKD zM5U}dCwQaW3(Hksv}a|gL2$Ii{WFvM$F5mR1hmIj4Qy}p72_ObP*M0`lfBrWO!y`H z=o2q7eU$@T%DYet`Q1Re=G^oA+sG+0Ij_K#(zeU=JItG60Qd~px3=U|HoY^a8bukd zv`Y7CXfOc(1^TYBJ%&a1$R%m{6QIKq+o7ce%-Mh_W^cR47K@*do6=Nt&v8at^R%(Y zYS9zwY>p`68OFZb#hsO;l2Z6#);j`wD5QYezzS8;e{G4O=<_lyMFR+jGWuaREH;s{ z<eyI4?&<v@S>RCBO@XH8wm?&bx^z&6HTFV|c-9q_JAL|x*W7ydXg#@Ec>OGB4?dk+ zv6D#_-uhQlt^G5M{HWw7S?Qn@AVhiwcvM|@Gcu{D6wMjAq&jaqh4|E*Zq+y@_Nw5) z+$$>2a_pB)80TlCXZ<QK71<IJ?1I^{s13BWJOUL^B<3H%=CNTaU<<ltjPsgIuQQdV zKU(2lv*FF}6Sp&fd6El~?3P1v@hp}sBG33%^uWt(*jz6V%bXH$_a(F*qLL}1Ws^)j zx-;Jv)ylyVZ;)D8*76N>e`PivCP?_St8=hfj*$6jmLf%w#VWDegkMBwhWdQuU2qZ3 zT?KaM7{L{wEP(8TBsm;sfLxuw(Z62!;0vQp-xRi^O&}2T20fB<35mV1_M$X$DnJyR zPipH^KdIj|jmJ(!V<lseH5j$*i-T{Nvgmf>gZwG<OOEr@DyfUtHHv!#@Fwvtq4j)} z(QSDCU8ZKcyIv36W9sU~T7NvF{7}}i{Ej7f;m($9;bYE(_st*Lg>HZ}#c-gGM{r{` z(5fh>&B(i%2*SuE;LT8=h)InM0K}uItbvSiqhAgR#Dh4_$k^Ds_xJ*3eRmmEkO*Vi z1E$g6QY2YlZ!nhO^|A*O+VR{KYC~N_x<DsE>)|(7j3a_w;YC;YuB6M(Q^H`NAQlC- zjPfI3OQneD`iNEy+u}ga)4Q|ZMX?Q3ClweiQO4Mh{z|$+tA0l)-7leWu{+n#FA8Xi z<E1$4A&Z(;BJLV8_R@i&0IvvwC|C?*nL#kWP?uH&5@~p;wKgof6`D~Th>k8EX#9c< z!e2|#Z2nBp4J%JBdfK3R7s_+CW-9idaeJ^uUO38E<xB)1&k|eegLL=(Updx~N+7NQ zf4)D};n@&WnfD&Yei)HU5FO^|^M2q}E8(W6OFNUHULd(3Sd5%Px4o8z;i!pHP%Uoi zJ|clghR)+pm~<>0l`OT@TO%PNv!SpU<*#B^aeXw5PU_qE;1E~SI%8UN?G@Cejsjg! zY!Z`<cwCLy$!G$StbHCD>vg>9vby-?JvNY-3H-Mp57u9a_LYOL+wj)_z_(<>4wbqt zy<XgP>7i%(5Sf<YhuEDcdt%(%ZW#750AYotSH&m9I(^cVlc3E{cQQ01OFn){&>ew- z3_59qeU|Eg-COo~t78hc>ie%4ekoL*zN$`-D}ZRDIv`DyGNK9z5A$9nS$mz6m~xp? zhtPAr!OK>h4ZjYl9_G_)IoUJrYN_wk00HbT78zF=gyTPA8Wc2p%Y$)k3_sUixk|?d zO5;9E3u(pc6!VfPiuiozd5_)iH?dgcdXku%zSl&l-%Z|*Z+;j-Ut)Le+u0p{*Noxm z5m4=c$m1|aW)_4-QqSEZq&C#;bxF_L-1t;CRlxn09QAYy4fdGZi4N0P8b+k2Nsf}c zTjK1`qqG?u{=`R5-rP`8#2YnZG>E*JPzGpXLrPqw8Md=6>Xvs82+U-tI;^oq1uhKW zs0Czyp3g_w2Dhu1JHKl*0rrxyD9uOeh`X8UfTw8lkAUgN=nP6?_+d>d`TWm4Sql5R z8QZ;c4&HthWbJ*hX|(U~VOvFsk5hGh^V9e|d=}+x4ctPC_~h-`@GomyaRn#5`V_uD z!WGTnbB)(5i%;P$){GM$y_HP@x~*3R($$lPL$lf?^E_9FFVz*}sJ+}Gq`LPLit1P~ z&PFvTLWp=)nG^hzSSFuY@(-UoOWL6?w3pYO$#8sB6e-vg0FwITkmKLJ4{<7R0C?`G zx{uv+VN8`Nb-v9f{JM_GK-Cbu_)h7yZY%G);gG}442z|<%nfzqoh`-jQZa1WhZN}W z!i08w-8GA|J(P7QD8+AQNgBsS-P^Fpuj9AF;VG{DMLpaBbD6Rb^S2`!IK$vUd@3Yt z|9KI{`h)ktcP+hrb^#aAJO_Lrz9}}06x#cJ2iuu+#|agph~hIad=GR$Ll&hgx98t^ ziRy~)A1pSfJW2X8kUvRQrB6?M^UCT%Ci3nn23yC$AcOhI!??GEv&_PW7A*c06#DJ# zg;|CVGX0c?oY1_FAtJRcC5a(t7^GN90PQTC_#MFKZU<f|1TqYVJF|Y{J)?-PlbY;x zd9=S_TVb68U|4Imfql1YBsHs>@{h6>KA!~R^W`V$QlyP6ebQpvsOj4p1%KxsT8i?d z;qUKhyNI@Vy3VYLZF~dSJ1VC+PuMLQRy@%67z?0t03@CRE6p5pnPi~kMhwa2*Exeg z>*@KT1e)xIrPMJ<#55T|i+svuwt6E*1IJp<w*NKjTn6m8M~MZK8G-*JXfFKP$27n3 zZ@r|~B*$mCDGhjGxf-^3;b57r#rIY#lL*I2K!KR`KFqdA>t_t~wF0&UX3{@QX}=Dz zf3=fO+~0FL1#V~ku^^F)!Ecfnv|G`3gdo`4f0Hz}ckiUdXx~n<Hi8_nr6@F-%YVvm zz0MJ*7_NJYEFb%n*tgYp@yR~ielFZByU*)yf5A|oNrtZ;beLnBbT#Qi2GoC3u({_J zw1ad{e#jmT_qgMB90<-&R-BW|rhUYZCga{{C-t|FBB0V#210NUr>QT!i1HSvUHu-) z6;0CMrOj6}n{+d_oWukY^If%FD^|Hrq@QL5*nw}h6~GurXU^$NouQ#dUS@#Pw&^|; z_l<&yEn9Wbw9$-Dmz_L%5(~TpV)JzMNt3VXJO!OyHVl{zgoSTNRmK3XR?2fmos&f_ z6^ho*zG389b&f8oB#UFXv?Gu3dni)B<!5T<M~xN6)gO!Z*CB@&Z`s(Qf*+S-(yA+R z1|=tg#?|N5C-89DaW}2q%p&a+aM`bTe49r|8g)-sj~$bDsFS|p(kB-MvO>#f)z~*b z9G&n#iM2HgPaLdutA1h^RK!FXc}H0Up<MKgT*|_}odDauN$2!X9x}F~6fPh|$NN5$ z;#hxSrLsyU?NlwxtP!!FHpEa281scN4~_;EIhL_H9Mt2Fl1qubWO|)&@FjWXUCV8D zs~NfFU?Q@~3-7X>C1_5@4%bWX##ZA<pDqc|yx}*uMic_vn%;H~YrbJzN3=&9k5v6; zH2tI|MB>Twe6L=s#rK&n5nALi_m1dO?AtKhHA-Tmmkzmn{1ze8{Ag>StehQJ$U{G! zp$E>~sRjR;aNc7lIIY)g+pPnCc{G^K;Vs8h0q}1QaQAbn%vkl=n47zGN*Ht|pwC3a z{I_?K{ae<8;2mb$Vw`-yOX)EU0*e1E&#hs^hevtLG|1Q9>1e1<l7I@j=d@b(F%&?1 zu-=07asRo>u&m5eZqZ$&y&4`*yjkeac4>WMve73~;nb6C`LRA{YI0BK>cUHRjpJ9r z8Eh*^GVb0+3_pux0ezrTnCO4nHbQMJ<|2h1Yk{JvIgOX*X5{^%j;%{uKv9h}y~=w~ z<8)H)xV+cUck)iL#YKU?;L-5RQLFe>3;)%rGt@gIUdmtl@KHf<-|;?KI(Yc{t?|c* zH*WxTU-6hhh=sw(N9cfovfnJHJc<|ffX{j=+&si`nkk#KC0IQi=r;(1&oGk7iQ56m z3f}=qhr2#^T}X~>ib)YfzL^XeMoeo=a%p=<QEDmoi=^>bv<e1nue=S|I$++Mdu?1j zzViE7y$vTnLwmP+r+yab&5BDm%T7%?t%o?7MhI=7SxUp7KzPy|W6SM&H?u66@X!3+ zxgifM*Shm}b^+`C$8F_X4+=5~=b^a{yR#?Wd9q_g;GI2n&)@r)Mwm1`nPV+pxo>*v zc=?^ZG|!0SezwdA>RJXE)<%C}E~PUD<!Joe#~M<5U5^Q%74wK-=LR5i{JgKFr+Gg= z&=m2%SGj_0Hao~vQ9BlVj+^?N0y7c&-T2N=_K_>!MoF;*nD^Uc?UEbJojXu=Y(|pt zFwT_%S}Wc=YgqRpBhR(vzW>Sm`0m7ZJSYE7S)F88@NK>DOL@DUpMvAl7HPJ7TFzFX zGq&kjKZ^RShq1^{+(6Ga<bxSI4lpC{UWH5IN6*wQ8~=7!*1-UKpC`30Tz~w~_Wv+- zm2pu$Uw;>nP#WnDrMnxI5(EU4ZV-f}yF-yqMLLuerMp?Br6h!<S45Cny6c(s_kZ!c zl8<oj%$?Kce9xKSn0&}!JBvEWgNeUR1dC31`%r)DLP!X!%`<DWEOvE%Z8vi6Du*Ny zn@bAXTUl!hjUv%R6|;vwBURPFxD@xKy+`auuo4JJ97CKESaim_mTK~r)>?{RL*$tL zjy}|>lI-{W46^aHBzg7iLXF?eR3u$J9PL2MIX7c&vJWA5@x3e6D}&O;GxTw=h>j98 zO~qD~YsMO$NLUc;AfT$}0_2~Qh@w4`KN+~q`>VBG6qNS<;p|KQy^0ZXsL1xj&<kwE z5Jnp>NXv5cSdD0RyC)0P)?Z;LGh9I^q_Hewp<d|r=PtUrh7pp>M1}I0z-k*aF=jrZ zsP1r62N{B5>IO3RDP^9=uVm|<C}~T5y)a(HM=Z=uDRqxMEG)Evj+aZ|a;8zOE}ZMO z*~F8%7qg1Kd@VIIjp0>?+s{E_aa+gphF&N122-H5e1Jb@oL05x!>QDVF{3ZJUJDvO zTvid#ylvB)9eG~3d;v&U`gS`M5KAOmobtW822G}RKCga>spyx-Nidh-OJMKq1Q3zb z^ej#haS~Txk3>89?#kuJV_r@GqjR`hL;m7D{6gCJj-VU;b`X6#?}wsdSeTDAF5<n| zlWkqLSC?8*<@R?1rVYuWfAo0kiLt)g;&#bWQ@@&FVcH^}P{}hEW7*Gq4(H^iEfvvP z!RVv4_J(#S$XW9C8GRwRyKa4x$U-~GlSEWji7C#KkD^C1xa0|kN}s>_<neIC!e(Tf zxnF+$BGe+li$$~ljBGcG%$)(saCkh&c&ewAlV7Ki%|7GW{pSNdiQ)^@Om~KHUWSEW z<+#6%2{YI}t{FAnD07T9Xj@DZ=UrAS#}7WnaZz98cgIsy+YRUi-(2SWOz`vaU~Tsb z58IKV>7tDFLA@-`$uILPB&`l;eH~d|f6Q-c{1!uT`-vI7v5(7Rf?HWm7F=4D{n9te zg;^dvUw5_8rDb9P=H4pbqOW+8tfBNt&=b&SH_!?f-loQCbW3pT9&`ynvLLZ7Mip<O zxxar;STm$3-;SAzSCSpV?s3#Uxwcd-P|&wmP+Z~{oU81Qyh3aeDJqWB!r7hS&%YLO zEU0psR{w6bX8wNrvS@0x!|2i1PH4qoa{(jEMhAeP4$Q5QBFEorOiD7_(YX@tk6wEr z)x?p-E36>CzmGIxUy*qo)$*8YBc&sp(lR!|nC6xvaU;Rwy-97Yn)RsZ-!6;C(k$1# zETvP`a4I&hGv-~AUBTV=#hm0tC&_ADdh66v{*pB>g!hGw+A1=dU;ErlfVA-@^a_** z2Y#Ht?ZuNchTbT&d_$|a*_Kk^4AEAZw~Ul<lrG~{ld^e9VpDT4EcE_pa4{r%8e2$L z&?s4_h;)}~b|ll`)>BenK)e!b_|&|`IN%u<z;~q=#0XY?S66kQQ@wrd2ICTQN@+)2 zuJMF^<T?LA<$Zz*>1}PtkM=+E2mT=isYVud_A2)L47J(Ye71OY1U9P%##q8IbKTHz z9L-p<gVbE|Z+X=X55jRQ;#Li%mhM&!PbJzrpv-;+D1C7sbwOuA)@{a;G87#rI1_cR z=U2acmn0k${%2}7s!>Z&057^1Ur`5J+!%IoZZcal%DQ=kb838ipiX>Kyn`E2LVTEr z!vzA!&A(XfQ1+ELoDrM^b-Qp)?H0^YgumjD*zM{+2BWRpdEM)&Km0$O+7#k3FBY@U zzM=NI;@@phHp+L24W)@s2Q6>ZrIU!O_VSB(!3R<|-PEJaQPs|nvz0S;8yiEaCO~Rz z3mI1|mJRP)&f>j84O4P?D@S@XWknX$x8@*Q?~nFWcTgqmW0q?ZT?Jh-7s-2dh<L?v zm0}1;c<42{4Lw%X?Fx3dTXx8{xC5&b>`T0RIPKdwm~<1Q9a8&uTR@7^nS#1YBr?73 zKCcIV!D_9?q^F*C%9ErKn%2nV<D(EZw;?_F!PM;SoeMSVA<HOu>;k(@c~IZQHJ|lR z^rBpl9^wt>2F~5os<MwMMaI59^6|LyX`rRb-+?#x;9>!8s%q&q$>z&hCAk|;<{pgU z449^<@rEEu<10yKuXYQFjaJ63V1hJfA=Rv;_Ui9xEK(bX73JD4;}qwMo1u-P)L|g~ z=A&9tHFulyR3m~Y^j(}Fm_DK#CrHa0QD@h?U7IMlDrdtsn4k*Xr#3ZnbGi4I|GcZh z4Bu5@>Y|gT%Rj1I;hrlkPi5mK=ZJFPa<0SgYBeM$@I0X=8|`Bh%-U@w0j}|Cj9;^! zRzdgWU%)JMS3;h9+S&?}O2!iEi92N%<L%7^;+zTSL|vLGyRg;`&6p4$9PxCQ>FMTz z^m<C+xXhm8rD?xBLZ127)qpGc+xr=garVj^{d`qZaul_r>#B8seOB_kup}0ZE*|7l zf)Xg#V|P>PqNOU0sVjRuHxfAW%+3oaB0HawMd?w)$<Lt>m%V|dHQnd$2^l|YN*=w| zRk6$3a>`xWKI@Y9r(c>|Yaf7@QU-c|-MtsDe%pCwHPu|dVcK-v>@)4>=Cg||91T1z z>gGbr0UCnj2+QGyW;QF<o~hYo+~l`W@%RsVHILMnC+p<`g#&xVS^Lrsa^$CPzRJD0 z2=oUT=EBVD9sTD&t)Xtf!w=`+<#qCivy~}T-1_FWq>?1k170-!R%V)6)xnKL$GQ>E zwLo8<(y3d5{#3Y%Xt}XYR>xYr&*(xq28Q}M>FkCr-*L*^6E7M!kl9X1V&J|j{714@ zj@yOL5VO0pVlEni`)1~iOv^;U;ox@K57_Ar@AbmMppG5}_?C<|Um^L(5ZnFbfoFR9 z`zqUvlj7{Q0eVT#;fV2SM+u8ZQ#+k<XESGtj^R=9KOD2b+lu^(@cHR9Z|1LW^`?6z zuSS?A;nsp+!n~k-tNS*fmfMqkn0*>7^zqbeU;B=!^$-VAhRFsDfU1BTCzf_yj8N6$ z=?tcQs#5og@>J$HU0O=a(+T+|8nPGkdoV`CBHksFm!ZS(>%~n+wcF&ezIeH0hsxH& zV?VDvYaTHlgI`tB0n7esJ8Ka;&KyA@s0(9#aXpu5#C%hH4<XhDK{51^><^1_`j^$P zdXL*M0gs?w@d>-YT728+(bLrPxXRhcN~yuLdSBJANiHKxhnI{hX>n7tz>7#>dwh?) zRT5b{6-?uEld1qv1F>wH`caCPR`$yGc|r|JS3GO9O4w*Rws?8UztD<K5FTH#UOa}x z#mmfu_|A}KZbq(NpP!F57Zoj--TaQfn8i#7)81z17p8Uni3Ee4UI@+^sjdXF&Yn)b ztafTP1^~zApfCj675302->&H+pE6@~p_7+9fYw!X*M9zrmH6T<?>mX<SU5OsYE>?8 zT_lgqsr1zBz20=6Fj$;mJ@`KyB!^3<++*R6`Y(=xzk`+(cVcF<75%LO(@%PXF<l#I zU7t@Lk+c<uA0=t7{%sIUQjg_{UGzTuy3St6`HS90?4{X!!(D3edX91}1+e~l3h@68 zkYB`5H?sje)S8cI_?%Vf=It<jFw%OrK$`U4F0PP~os=tdH;=8de*A}`UZ?y;Fw2t2 zD@EB3=#(N01Lv>k`n4o%@>oxZa(mPAojhfzJV-Q0KC3LTVPIcLVbN{??aX&(PclW^ z8Y$L^%MTmY;Xd$IXZTe?fF62ck|zj4Ol5`S)~1^-B3Vtp;8~ZKE0<}EY+2+rD@bjg z`^(1Ltf4ZF3=ii@@FI9Yg1(;?_IV3Ga2<Pou&rNXGRcdId*tI~PWL9|d$UmX`Mw`4 z%MHcbL`H+5{9&W*+v?r#h!rQ5-Yh&6M>>3e29P-SSjjC<q+E*xZOvg$RB);ZMtgT( z*?5?-DBgK&>dY_ifF*Z=lWd<>l3fSNkwBJRaR`4qjn~jk!=1HfEhOwK_=?@LQj6PE zHf3g*`%rHGImW#}T12mXF$SaGT%RhN-oz#db%W5yI|C1Zds+`oF9w0eyI=hx<*?_r zlYyI+^xIivSJx^#-j9$i&ouvrXOAh=7ys}V*X-xSy2f|{Iaa*S#rBAv^o=p!%6zD_ ze0eOoeC;n<ipUuP!w<3O67HH!vmBT*)=r5P`vrYrd2y#q9^=Q$+Dwlp2Rb{~posB| zK>sE}q@9Dhm(1l0vuVkg6Gs)jP^>sVDrqS>Sx-0V@0<ynS8k+;><V*o>u6}DXwYXc zvBcrsxT+v*Tgb-w)7#+hpE*Xb4V16PufNWue(1!_FwYPHTg0C7!E_c96H&{IDh<kl zY`wv4O1MVZLdX}7D`;KQysIifVkf_jg`BbVAXL7r{sbiBcmxne0nb|~8e??yG#)T0 z@cOBr4+hafmP&j(3PPWj1aO)Hzvzl&v{4%zt%bhDc9Ut^xWC+bAlo0auu1rOwhpLu z-@B(1jmU|LgT$`kAl+=Pzr2-tp&`~v^<i;UF$k`+5#{wTfk*-(NTb(+b}STIS`zcO zS8svo0<Ca$g*Tu=wx015jUZkB_C<dQ`0b50{=D=cF-jY8n%5)DSS_R7qHI}V&j9(M zaE!4dhtnka#$y}5?KiebdC(JKP?DfJWnZpMCqMWRXcW*Hgw^&7d)@(^K@tRM9egUl zm7`J%&6K}2tXpVbdOsY|b%y6;t&7&HfXx5>Dgy4zKhCeI@VQO9fW2o_ATt~@&#qS; z&OTK{u6Xj6@&69bb}YP8Pt38~@X&?(!771@i#XIfM)HyuX@ryoPU<WY9PN0?ZjG`J zbVjqk8GOR1oxesYfB-yzzlP(%H~L-Q+!1Q|M5wBSSiqcr88`4?@rT0VO2vI8X~G`X zzx-GZ7g<GTi?X%2=RG1~RGJP<Eg;5%rlRu=Eon1p=rGikjx<QU*NhEA2G3*@d!E15 z+6m-vd4cyRzFSP|s_PJ8j3;@A^FcFXQy-pWkuyAqsa9Q$5J)^E5yP$p>XQjP73he^ zLrpgqCuemfglT--aSMI5F=TJF<#u{Xu~+%$xSG`OI-fltHTJm)2G)h7cvqmDE=4(= zwtH=$rF^}IzlW;8NoAst8!PW^1#<yfA-<r_&zb0}d-ugp5Iac1j}%A*#_%K~TcP5m zM4Q~SfI4@nt$m|tUCYVb6QItX4@VTlkrj6zFzvj)DS-Dl!@ZzwYwrA{#7&&<Hep28 zP7VaVz3EmKK`X;9pX(bIsopu2YdDmplRo;<*=J>3w<t4rb1v9nIMjGAfKW^wqD+R* z&NJR-6e<mhV_J>nUiZ2#`dXk>)K!u?v}-2}xe0*+%}WGLUKxfTfdW9Q3J3#)!4nfT zkqb8jzgR2$HQ%F<OY2Hm?0e||&-V0L4hYWS$B69BEDSi-qQpFdpOu<T<4HbxJD}`0 zO;6yMXrLK{H9s+Sl#}!>a_Cbhz%sb>%BB*uVQ)>*!VtO?-sPHBLk5cN43_2evwz4c zK7(GO5E5$L*3^uk8%XWlLVGKWT~IR*h|UG_l?c^Wl(#H%0B8ovjLB-lp#~COl2wj( zVccPT{=XSZK=2QAkRhXBr2HI6Y4^?FxL8Ecy6!msP8SWMO_Ew_j2a~L1=?ms)<@zg zJ{HhTtONDscVxnCSaKl@-k8o#?xR%;9!uD5NbLEW`h(NbeyZ*ekOeNc9U2+A!DJb7 z{%g}IOWgPB8ZKhvFom-iM2i^$YAw%c`<#eOFib#g8-UNHnAcns-qX4=YIt8QXy~(g zN3wL9WMSq(Mh#%nfgj%!;+|Kww7c!_YYzDBJ>CJGdyJ>0SY6zg`}J?g+>bFD+%Qpo z3-v>b5&9omMO~|WHmmZZFdr8LzrpVaA*yCrpI9eW(rzIFI^ve53eEgRm@-n|M(2s} zZU|g(k3MDbrVJ-6GJm;`%rWHFu~N)|9TO`y5w<c@ErM6bc~>1NCyvwvbpmQvepiEh zZJr$?en<(+gd-t#0;B_iQuzKQB4AFy=HUn#Fm<wF9y_<TKycaVQ?n$2bO#ud`=Bt- z-gFFw^Dee<&($#O<t}BY>Q#d>LhLNUPJQL|)f@0&e{1DkPEOcEmY83JQ`)$fl+m+C zTsvchZ*l}}jgh`cg+g5qo~qaN$6bf~F669#Lzc@T$jn>hPDXID%9#fdj>ucDe&I#a zp~ACS*e=`k%|VCuwX66;8FC`bsi?W4+h=Q(<nHDeoyQIG3g|4jjCO<cII|>WQx8Cz z_yTw*jAeD@QSu=y>s1e)<QV|wOTt+S@1F-Lu88z)XT>7)Utm^t+flXkBQ@Y(L3%YC z?tu$=Z3SCsyD1$zIf*)%U-dN>6=J`p05zH)U;U;PXzm@W6_)k1t}^$-{ABknTf1(? zfZ!4s5LH83Nlpg{nr@=~WCo?DW!OA^YPbAMjOyl8Row9{%taN9Orhv+_>n>2UCI5| zvP$2+jZk?Iy7G`72jTl7j4sLri%AgRU+YNrr&8>HL-yKwe=oKQtu20`oXhXMwlx&o z#rnE?{qI0vNeN%X9`$icFUk*ZCxv__OOi)%`~<T-2m4D#)X3dp@(an>R}L|ARr2k8 zTA@A<*dsl?JHGbclp7Up?w9aoZ)(Ad;1B3$`242m6QKd14)QD0cjsn@P0{39Sg*;? zYvD$LCG7?Xe+t{Q8CDAB)qH4xE&GKTRvQX?UQ5Q(ms^Paf`LEATYfhmaJuI1EcWAJ zLQH2>+r@^HgH|Aa7x(<1XeGr}!5-co;%}G|>zl9q#%GFk#cwv@yIXlP<hOrFo%~f@ z`Fzy{hYp~hgY6;#kcX_$>{pbtxgF86*FE}p+~&QgN|O|S8~o`4_~80yBH#i2{Dvo4 z5c)M|coJBs$5HXmW;Z^|R2yW)^=}|eq?tJTA4x~uUA!}&@!7H}%|VvzG37MI8cXRc z3}h-EbFIZmo^Zp%6Vz<7lMZ+U1i5(HaX08yhYvye1z3Vs?oCx}_LcdBw%n!TNl|H5 z>ehF$$>Ipsc)>&{ks(Ys$NY2mZ$HHQ^vqw7K@J18R|VZ|KMtPvkCu!AD^{MYWo~VS z%EfHkaJt$2g#8fIM<S>3{Mm$h_g`x&hCXJhPm4|e3u;aab8}0vTXeWv?>A=WSaNjj zK}oja<XmPmJlkU-bZ$d-7Ee+dL)0__1K8*^uvhZ8-y9(o2~POyEK98ME>0age)6v` z5idW|y0U`uFf}fV2A6!HJ#VzTtSbre-(Q;z>VU(H0&cm!5wyi&yLS;SxJn6!6fM+s zJdf5^cp>l50QtnsABWre6r(Q}OD0XtN86=4cHA_=cZgbXXaTDYqbbwsdCGGlt<WoS z1mhW8oT2H*W>O%=>0RobMoueOwWt6bPjaUTdSXtWeSRCMSr`zEQ<&b#+knxbTGubH z3l!(K01ZCxhY7d%yf9Io{O|oqgyh@4OsB_3&3hgY?hC)<{~#D6RxIGRe7)>!pjF~q z+(Y?dd3HOw?m>0^u_+QnW~K07aKXisJgAm2tWxWMMxXq9=yw*~R%wO!VRNjq*t=d0 z(I@MFo>~xn(DDU%Av^AsyyKQdQzDjnc08|J+-l}vlaZJ}BehFUz#fa6ZEUF`nF>8b zC>Y0|pTBRs3ctIrLQln@*g~Au?m^A=%>#FrpY7G5==f1^3GfGjG8bZBxoqc!;j^!7 zMJtBpdOaLbi4q-<-sZVd?8YdV21;KIX~4cB0j~#%OM1U@mz_U`2}DW#)3<Xf7>qI6 zomU-e^n@2QxZbfts;2ZXZ=l!Kac)WSE$(bQrEFT%PiGQmuOam-BRKAO5p#$7vG(L4 zv=SCC8n<_Ehm0!EqJmUYP*^~3q>R1cjEPKJmZGWt&~%6MmTJHu0#A~bDFmkzZ1agY zaxonRv$;KL#S*2sbmCIbIuUsnnfM3;XOne;#th>)E-}@wvUAgE+fC5*9q=*$QGx`g zjR;Pqs~UYOnt|;EJWMdBYDtJ4BlERx9O;+Auo9l_lsuL<YU}%$ei?hdip>37lDThs zBw&_8A@8E<owE*wceMe`6#2w@NPfbt<9Uh@a)Cv6nh369L*jH9*cKv?#>yFK{rf6e z?|xgzascxy=Zo}628@v(9695(yMf;{mCAA+s;;csAa~4u9mcMoTm11lS_t=zxq_Ok z|5P)5pKxGz8+aos*DgOXReCg8qk019OZ?{EIc>k=sfY`eB5MLphov}D?)T4oOL*B7 zc7txRV3McfynVtgl=VGe4j7rns@{h&CUw>~IGjokS#drz3OBtAD{na|(WDkw7_E62 zs*@^)DX+qKs6*JtlDER|jfpDBFtE|z&F!M;FR2&~yLxFK_Y#8vr$Wn`xgx(Xj?7(5 zxrR6%?&KEYk><Y;R{|-KWM0z~M_!8)q_s0}D(7vM|B^wHvaguDnpERWB=&!YnSiMl zTC1~Haj4^^OSVU+jx@mxJ4g~=^8E-43wg2OGRIwY!;MaSr?T9<&IMk;O4C)a_e0HU zfbjz!E(MQ^<{WubLmy>_!#<ym9VMgaFqDNm!22`1>X$0r7DdoFT63M2@&|G^v*ks9 z)!EDMND8Di8$F46+Bj@4-#wD){x@T$;+*R6<hrTh=%!3=H6P%#*C!c$#zxK`Z`idt z_kPJv^0?#L30&aKm_K1;?u6JB09jR^4l`i-i`Nz+EfllCWRw4Or@uQa7#@<7<dIG5 zYIon4mr>_k1I4(700H$_%Hg>zQH^kzQ|M!7xQ6egr50eE`=jY6oEFTa4;*8&LWPNc zTM*xgpVlkBY2}vOVI7;CTShH~Cg`GKRE%tUxa^sL{p&5pJeHK)e50CcZ)I!q<HeUV zion)^OjeI%?Dw5^AL3ipK|#z8=}@T7t0p|YcPJ?ofm-)$xZqa%41U4k%Dg;qRB1D0 zCHs0xIy6YytwkQPe(3zC^>6gRTv+?>%@M0(NwR1<*|5t6o>)Iek$vd;tC6<uHlwcr zVdDA2)MhIviSEM-NyQZ}4x2XI@8-#TgT_fSAKI@8dNwPHSXqrmwYG`Hk$j+bJOLlr zE=qiV2u@R<1oIC9_b3`}0yr|S`F%Ovr>aeYsK^D(Q4trP-Y~<RQS8&7`lpre^fx=N zwz9W;lB+qmH8SUf)jMwckzr)qc9Y$eN79Ot>iLtIMZ*W8@Qz=UW|sM<;y4Fz8iKqf z;U(F6%RHt*++=cl{1ZlrYVMvh5ZFH0fSb8uqF!%r>0-~nF7(omD)URFVrLT7Eb&CH z>xJSD-C%s|pcr<4I1&t>g-`Uuyq?+W*E#$O&)!TXqLlBQ_u&_suGd2Nd$B(*v5FTQ zhP%SH+nO$LFb>M<4cCq4xw<(%2w4qFL4Jzm*<Ci%CcJbw-wo-znM}UXsr>ro(aal) zJkHmX_ZJ9FP~L8b3HhElW~PYkD4f|v)3T*zLf-*A$;xgY7k}-VFQGRcFPP4@&7ylA zM7_SDH{EVJ%vX<OBA_H<w*Mk2IOkeuyL)<E@u&QPf_)`B249swaj7qvx+IZVSYv7H zduD(jKa+J=1T%_AZFHZnij`P;%ppCdrCYVAccjiEghA(BK3cVAykLPrd1~$@mo|HE zJ2`ARk8agS^~FNyemlXsWe%zK*Ego0l&Nb=btUhqr!m#?c5ZE)&4(HTLbirZgu#{> zItb4~YdLIhW>jUTHB8&Rha|JYJU}pcfB!@Rzf@zEx|(EGK6xAmXkP%-xRafv3p}L9 zV;AjFi>y(^+h6keW*zsitgb7ZiDXAFRO1)6s{*%X$Kxtq-eW<xqe?DZjH9b%R^}@_ z-4#~*w{f_l1#YJ&Kbo+G#Bw^DWIq?SSbn>ag7eTv+^i4zNA;YG>-bA(Wb(&;qm|EW zZ}cxbrS>l-obG>K^x}gkvxvH_m+b{&d~$s_@*23|U9F4P3J4H*741o(75LK2u8;DM zD<BoXdl~>nu`6JK0Rsgr!A(nB|DqPIZ^(;Jv|BKsZUB}{EhjbEH492VviICb^}f}K z&(0K6o|P4hizZZUC-|P9G9+(xyp9MScpG+yRb3;jzI}vwKG||6jaklE`@zY5oyLPD zPsDwWFFey22cc^~wSX+f(%%idcHD_xRm@QdwwRx|GQh*B(<0fGnc#!+-O@Z9FE2@2 zJ<FF3J24r7UjO!bhl0ugxObXxTO9*{vYyNmO@D#BBiYOzh${G|X1DjA^KAxs>-|u{ zRVO3_R-V~cocJ?r>A;?faQ9J1rL*IsN1{JqnfPr+g$E=BQzknoc494A(KwUGKyHiS zCmGHo;0JAmdRkY0fKVcUvsH$+gIMNq2>`p)l8pap<{J;XBHs_Q(eqKU0B%|{nY-q( z*&LIrf8g-K_gCyF%?BGpxxiJvlVSF*<~wnDZ5I9|9zX9FPfe~`tG>Qqm$(58I*XQ= z_7rL?o_=wH*O2>^1_2hPLF8XuD^;ODSy2|+I)Ct)o{Q?7Udu3kKMt_dwQ{c9Ro!@! zCBEyesHPE%?!H}baim!N-l;_4uhkof3~l0sOlvkJIMeF2?4=p6bH8axh+9c#BX@_p z>B>VSEAq3Aqpm-z*}|f^a693P_rGPkmDl9^CB)0C)rrk(aH!CClF+RM<-BP-HHQkv z3rZJzd3_-Tz3?A`A@IY?;w|3I4GKG7B?;y}fQT_cK3AL!N-VVY*3oWs|LrBX6q>G* zhcW+)dc_;3goWTCIq)C&o#|gE-Q9BAOQkmB@(w}X<tIn*nbpD%qUuM2o#C>wuYovF zRg2GRmvV3dy1$9?J9bdjZ+y#C>e<5(ez*Vi<!`P>Pk0kCuH%~$xjCPz<}6{<%gs&l zTM2L6`J*I{!XZ3FwNOethy4|bBy-opX>i4KmcsVCp?_R{g~|zVv3WA339tb#=oxaD za+hZGq5^Jkk$UVaZLyxO&WV@mJNvw2dzZgI-DOQ;Mqw_51_aSgBYsFPjcsd0_hZc} z6mpo_-qsntGAyR75lZ&#CXAj}#2MYelX+2|^Qvu6dff=Y_2`E=)+FRm*sG_uwzl74 zBx`y=dm%>r^}ep+q$o>oY2TMmgAyf>KfoQ-)z@5B8g6(HE)8*pI{_x~>u)Mbllc-W z+h&h%`ilbzN_9qBim1fPj?O3qwalWS&G130G(894N%Gu}u7}Nz@dnX!vssE@grq%4 zgq!4uX|g@wB59Qmt?o^igroYi2o#vh!JLV1s<5HJ!t~6`ll}dE`@c7=PgA0M0CUMK z-#5n?dWipA*L_)kJW{;F-ebiDWe-q^pxLGnW@N2X#a{PQ5u`lCL7YKSg*UF`pG4*! z0X>TPwLPu6-V-;HN!;dFh{L*m@%N0^wS>&w45t@31!Ia+^uoeNB5Y2V;x;t{oc%kW z5{h(FI{E_o1IE-uHHH5Jy7VH49>{E)ouHOTkE+$*{0uY1x;j&eDBIZwxChT4Y5iFa ziOXKha$%nB9Yl0@kCt_WM$F)`xt$Y|a8nT4u)TSVXUF8BJV#FfI(ujecW(;*1})Zw z5s=I!xmy&HxwF9QLFm?)qq~jQwm9`fbF@jy{s1&fEP^<zEBQwHAZbZEo{d|Lv74X? z=w}ZbV-0<^i^6eoT9Mws#M1||FUsQ^_QWyY&C2W8N0O-8IO4)xB%4!sH*d%!<4^-Y z0M@9wV@D$Kp?RNN(%1WFdFy#@4aT#E{e}X40CF~q*w;{#g<jE1RT~!yodThy+HwO* z1mQZ3#_b)SUw5pYJj_Yb#g*9!&tBh-`y>VZTeZ$i4ju)rUI#RID&#a~yb-v29vNm` z-<1KL&H$FzFtrHbiE8Et<yJW-Zey>g+pQl7LhEPZggeDB)%_iy;AHM_S|w7{GM44@ zUHN|7AYhwK-HqfLz1t#H@fAr32OM-PctHRXi7(*4733AWH6HRjGE-E3kdw^ED9&Hw zgW=jZ%|_C?suA}6*?140*#!={7sxJizxC`Msg;mq%n%Zsq!R8my7(fvD)a%g)w;A$ z&h$}3hm0I!#d33(`W=oW;|?^Ouv>yQ!u7+iU63+66|gW5&v4Ciu()kh|12YkNg_zs zC4C5$qp;UB(u{N4Isj53?J7|v=gMkD)BbG~w09ZqrLvd;H@y>h&@@Ofz?qaD3&P3k zcffAch~BEjFWge~|3imFrC*qKKm0euVL&;12B7wzk3tzBe2r7eR>#JSO}7!yXs#;= zon!g-9aGmY(Autsmz_KN4%9lv{j;|2VheQD2Z{?v{j>s6T{q7c{DwQir>O)eGLqYP z1@5}3b<Thc*6(BbM0`^D{(!B=>?`5P_oJeL+@9END;+mHxYjg6XUr=z0K`K~9GN>Y zmN~(@VKs7*X(x0k-aTUD#RPyxot}M1AgP{m4B&M1x3VqDgC?lRU>#@l%XVq_Yb?o~ z5SFRya1pz35_7IN!GbU%;;+8ZCx~+e^T*_?U>LBtS=%*@vl$<4q&jVF9PdY3R`1+T ztq~O3J~gziKUGBuT}J+n!69t*hFc4%ECl!EnM{pKFrKTL&RK(_z1;+$kO%G1T@|LB zEYUF!Ag3XM%P3rNWP_bst@N&1fc7&Gq(JCq|FF+_RbViHaJEskpbz-FiC|O;*JF_D z#}X)yzX(#$e7iP#+jr5(_*am*eVimdiLdrGL7QWFe7rK-g2r@gbcbc)r{lAiFH!m` zV!_>d_qRa@JQvb&r{W#R7TNijz+Uv$-fCu~&O0Wox|`upb=P2AuY`R!1}G4vRoX?+ z&{Gtp(f`qD*b4X`>}E7aZXnXG&%xCXrBMH97Mn&R2d(~Y4}98YG}`08&7p7#m0$YL zU*Rw_=nw2dUEk`Li1$#{3cj6^B7;-?#=H;Fr?tM0G~m6&HnA_ia=8uL0ZFGB-^GxF zT2@vZadEQZPc(bm8E;X8e)*`|Y`nOxF)=OVduAm!OvfyV_dLod4FhO>=Y%nG$CK|x zgQClB?~8@?@a#zIpaoDS!612jpzF^f8;9Oqv@80u0%|6-AJ<H@2S2CWO%k-lA}x}J zQ`Pdl&0pXi*fhU&8aB|IZp(D132sCiBuxLRu=9KJ$61h*Dz%Fj{9RtZeP&mm4?4Wr z2E2}Nl?r_5b9K*9`90vKl8M^})&=MO!8J<H#Y$ef)`mRu@S>SEU3jYTK<}$k{c!ya z<S*#jW+V@ICNpkqp7lf<{3=-Qy3-@5S-!2VPo3P<FK7{91!ff7o<Hx4|G2Y#V0L<; zw8R*E+-H~9I`b%NJNU3gB`*LJ{du^D_+)1CHbVkmoKv?qjs_fropDcOf_`s3Y&CUt zvd`_}Q}?GJ>v)yFre^(m(-)FP5W~c7C*-cB^~d!#6o5tUmL8q6lj6-|t#3#V8qo^% zmPHtZ$=H_XP<hPXfeXR5Eu&3Jz?bTK``Hd(MP#q<=rsPJp1(#U&^;54y&-5x=_Jf~ zcy+&zcrWqETs<l)kdf$#A0%`_Tqftnc=Kl58`Yusca3<a!;#Q@Z8y&3X7iRgStjXn zVKuwkTB48pg5LBmVa{e!bd@Y9>VN&<MOJBfKa4Kqks$+op9w0U_YGl;CmlZVf(67E z@x;sTrm-%meCD-Ozl&*Knwq}!d3re>9WXYJ=yV<wX2^ARpp18R96CQf+12$sU~m!` zKBAnw{1a2>8@heHkGd(d|J+RcL89ce4ZTBWtv<g1TItTZ0|Lwgoa>Y5oIF*Ix3r_- z`uDRDRQ7b&v*FXP?9Gh6IZD0MHM_Ywf|j&}eAhTLJj*+a+ev*=j_x8hJX3Ax<y%Ou ze8|*s{fT;1V#a9BBJPaNK-@V`u*~51G+%TCe?az&5PYoS`Mn>-UXn92hKBGRjjNKZ zvh(`=c@?`gdf&d=w@wCt3G_%75ra!IYF(aYR^-;A0q>Zhy^^9H3H-dgL4t37`#cC9 zy*4s3${fSpdH=i8#QmN=Dr-O#-N?<&KCtRrOl3{sRd>&?gEH(+oFG}8;EUe$tFYRn zWIgQ)D4}5Q<xi^G2Eo;57A_z76?2p!wZVhKGu{iz_BGj-k(Y!k#P}tTCa-c*1zjjx zppBI=Egx0a{!+s|NAV>xe#a(r>}5ENpsVR+Lu|CwvFH6ou@j+##K~e<=>+qS<E-23 zk0q^#9{1Dk48up^VN<h2<4p-q1ToU<C+!I5KXimCHKfz*Q+oP8!|?5`pAJ~M25rhW znrJeZ;cW844MF!Z+OO~5nIw6fy{cpJ7G34-qe0IxC@N9aL&!RpJB_M}+LzV;jH(~V z$l3B?6zZz09Ah+?4>jy8t4@C74N<7k9wi46m1P}Ow^^8{(8+TQxIT!k2vZZAKt37< za087agdn6!RR|GB-v4>}uMfUG*+!>2Gk=5dm8J2TFsx#6vKwPFlJB;(3)MyaVxu?< zCqnM57Qi1lki=}JjDtu0zO5q(qeb<VdFUE+*(4k57O6w+b5gdy=GXqVhB5m*JcU>- z4As)NGUTN(Gj3+}m2!x{1!cU!*r27b6XQEjP*v|HvhU0TwEmj~H0%^WCA3K?yr+!J zr6#Iw2QzJj)4j8HVt@y3+F1)b;aTmyMHj^%IFLNp*w~n;odn|((52=%8W$X$MnCre z9BF2|APZJxw6j4LdQ&!7UUI{9ti%U@enyBqe(Lm*_t#XmF-zg%2lx8|#MCOs7Bo`` zZeaf1;6|zi8UdF?h%t4IKE@r)3e4+8eb!9CR^LBI-)<cuA@_!*iHgyNDjmWMy2Lvf zlj?SI)4VSuPqvjn-iUK!dTwv^voqdhIji=nEX70R1*ODcaKvB1Y<^HC4cS2*p|!7? z)>}vYGBBzf(uoO6bbk3A)4(w{4SKJTqFNf~FHYbcnVbrx<NM%bNDxp7&}hEbJLR+| zvHO|KJr|mQ>8&I~N(4%OUZ4dN9G14wYvnDWzWu0$zY!4+!Pbn!Cl~LLR|6usc9Rh! zUtuYYssWFW5bBM2o%#0w6#rOvc}SZtpa|f=G=Ba!H|Cs+rh1T$Wvh(7-P<}yK2)i} zhOks=iw|-;G%+-7qUF0;D5Dvqb4UxLn2gD9M!sa$&M-^8PK0&?#RYY72y+Vi6V zNgO1Ru~Z}*t2dw#rsi%(`-em^%xuWkoc<>Ezd;<PFS*1#Y$Ra`jw97#v>yh}4IciI zd7FqZg{(j-f$h(!s}$<;r7zPkGx~RTR|?@%%QVA?6=UODPt_SH%<Fpjm@U`B>Es2* zE{?|&j!mOEF}Z}>u>YwcPVl#QudYo#kbrR2<G_*FGV)0d2lL*ut&a-KyJWkT=aiW; zn*G!u@3B4M`<)=E7d<ToK%F1FF}0;49KxQWo<WEZeVAH(h1(j=>K*k42QJ(GsR8AQ z2C5dqumFOmPb5bj{mi)t*OpM%hOZtw?ayic@D=nY&)_2HqAz79owzkH08o$>=8uQC zr%|$i9?}hX@hvg>5qF~2oYbFu5qjS$7^_6WJQNGO_(Ap}SiDS-oDd@y>l!mVr5F_2 zFj3$B|5A^hA;{B2MbADw=b9qM_jw85RO(Ft2V6osoxwvErUF`|i3|X?<*3D7sFJmz zu`vCg!k8}j#wQ&2GRe(KWVVbYG&42Ilw}JCA7YD9>C^QO9h-#-P(+Qrt(&%mixu1{ zAL;*1e|al_-fL7W4pABAY9uEO)>HOx&Tg;zR3@rU*rlUC(n?Y{v7Uo2Xj2OSl*IP@ zm2EwiV1Pc&$5enJJ~rhyy_66rk1it(HOhj4Hrkhew-ne{%J8=03OROm7GK<t0FObh zz_xi&A6r8^y?;&4N_<2s@y8#&@p+UHJc&heLqD;KKm3swrPMFDxSa(Q<5oq_y#cp6 z)6J9HRbR;5-F0LtmH*w|cMtCw;z)#d*@@mFv*#}6Wbz#TU5My5Js>p?$emZd%-o%- z<KA_+w04HaLq;)h3VqMRW=X!F7mP0WR<TBn%L4|JbsBJBd}3{k9+BMwg0@Qmz1ap^ z9WsLt=0?F{iHTK@3;*}f0Q#Y5qny))&{l*+EOf(3lPpIoCrV5Mo%}gRnc9A%dxTRD zk_e`^13@4q&+fOV4L_{ld4lF1JyEb-8Es3P(61C2lkX-%aa+ay2@TeL-zB*p?dnfJ z^``935D-^8F<ze^ENWy*cHRHf$6Jt|^;5n~&mzPA3<*TAg!;R0COvZuAZguGkXtrA z(Kz83W=_CHX;^fs*~mEy{f+yNETrV#vZK3cF|qEU_7FLiTMz=9>G22M38^nlf&LUW z3t0ULcOnd&n&}uj0#hrJE0#F^yOc47P1|z%;P66>--Stl93IIF`Bd9nUq@DbfHh{e z*vNnMLrU737TLw7xEg5TO1j1fito1u`2R_Xo+<h}l{{){BYrDw)!2{Vd}6ob+!oi8 zfYT`O?&=Yh*9sHjFg&)p8GyG$Z+-e7^U-i^`R6X*lUv&G{l*uoiUu%&YaxwG5ie<u zc|kS*xSvZJl*yVEGC*TGn;T-3jbke``K1c_8YqCWzTKKz@@Xvn?Mrrhv0;`iM>B$L zl`Vf`8gHLj0X9^4Uf2=oy#D4Upu^pJx6m7uB(Y8{p{}(bx%G+Jh1yARt4*@Z*l$Vi zaFRv(*Hh#kTjJR*1MaUuUMcD56$(Rdw=&o!kEUrnYr6%!Kan*EPtk{Vn$`s<W*~s@ zWXLv6iUGg^-cyjVXda+j!=A@x692j&u28P|Z&7=&sDQ4AN6hZVX3|U*<k{S}q9`rX zOU3AyG!2c4o5wi0>U#*~O1Vm5Y|sE095ekCJeTsE0?=@%QnEbU)bj9JKuH~n8<AFG z56~*F6}LW|Oit4)Y<zR35ojr(uVejpzom}K8&e`-R`yonQgO_rQZlhfWkHSvI~bd6 zYbaJ+Xe%wKQ(-!Q=8xQHcRRLm1wqnuFz*<xIbOV129MTCaC1`%Zr<Xz(&sL+^K#l^ z(CF#_S=m*TxoJt^xCn_lODemR+CQGwQG8>nMS7T3)VqQlj_x7z7F~JJ_pPF_(9#FT zZ2j9_bo$*dKmT1}Td3+?Oj#9^tiOHmVr=}(2<s{Apueb^AxhB)ME@_@oMy1vrryPZ zpCJ}r7MxGF7b>7nPFjq0UqEvb$!YI|x45Ebu_zh70GwHSSCon@nncBnODvJZ78(^5 zLz*MD*8yNZC-bDxChGL)vP#5UOz53fcO8(sVqc+RUr8sl9U=q?jJ66Bm4D*+T!?E6 z!0Q!=Go+>P)4|j@6X){yy6T%80P<QYuNOZ?Je*L`t`)4VcPFi8O%olaV=R~560-7G z4yVJ!2Wc{r1<z<dIFr!^zIElc%IYt)sDkk{83~A-JK0!RNiCn{p(m^uYsCoqc)<&( zF-C2GceH&`6SdWw9K|h1hA&yS41Ifha+_wS=GbS(OihdMPs?dX8Mot{21}gnkVnpK z4QSRov=>^CsV3iTt8e&bWNcp^L{rLsp}VEon@$2RSGB3EUQ5dmi(!c<M(kMnafwBy zMlC294aJrmBhMiXn2S5T2R@V3tvIHzk^eX<6Wo3(2hkMj1y?g`3idk2DSjS_Ls`V_ zL5ZN#2Cxu;UbdiQ^fWJ#@<#QQ3l+lZVo6fdMET0XN&U`nBX>jD&I*aQ3!P#n&!5+L z56o_A7z+`+&NxBI?X2oQfBxrWk_N<f(oS+V2i&cjqH`ZSUuSgkoW1BfJ<u0__U=W^ zRA9hPBjrhIUfRFUqd-S)`$@xfRjs!LkvWcq$2{mb^ul0BZjB}9qqxs6sl5Yz;csu9 zzEjKow%?u7l}A<H4Gg3g6-$(N>ewU~y%&Hv?>g__=eB6KR_%P_75SqJw&eMv*rd7V zy^7cLnakp;?JILEsAgh2xQb9-;$`{k4{4WWXt^v(OMYs@J@E|%2IpA(4=65Z+fXlN z6E}k|fk|aozWqI&GbBwv6Fd0ouX*1n=l8`s2qLDNSZO}!$Y<8X;?bSX8Ugvs=f3Sh z=B>+{+zB`pSroa)q;G>!Bzzb9HDAs7PtSFbE2tLb1pdgxo72<BNF?Gy>teUA^TOlG zJh$d6=Z@EO{Xg4X`Oe<bhd^M!h&IO-Nn@=HU1K)0or69Kr55Bw@F1nEhcc#SYZUq3 zzC5jI&6uvM%Zt9tZ_tt3o9UQTfmn`sbDFt&r426QENrRvCsugp^m%KbzEf`V$TY06 z<sws~q15|=vY|5esM~m|&hg-d#$W{xFYk7YRxX+pW#cw2e)&mMx@L*CMpH+`RV1VX zvCg$551Nd%cm#5uT?~af!U}ZRtMoG29USG9iW`zrMOHQzw}%+atbD{Z70+%_(O=zn z@EBJ*u>L2lf6%wJDj_kfhw$0RTRB}RTp2^_y_u^7jv>}hSOunyE<A`T>j!xb&eUqH zyN$4PQ{EIMnC#ngz-y%+6w5#^7rWHy9*uhbQkJ$3+3#4oRWFGa-W0xf;0AJg_yl~r zKkKp{oPFnQ*qZT%#K(YyJnQ|~m9jh-W)hEf?-^`@ZZn$mEprvM2{PWNcs^DHv- z&K_e@$AjLvFC?&c!tW%C%d%1@wkOX6@AcLMnxyvJeNA=OZo&lXS->ioireE%5Qum* zeNHVwk(wn~iNc=G)szN9i#XKsSSLtYpU2QxpNrBSs2m2wa-v;{8LArGh%91{<xeiA zTADL|OV6c%9)8_kDUQ*x{c-c3NzX&8S{=J5Zta2|)~J|~nD`uJlK81%VEu!nDtDCn zX02I~t)6C;via*~F0ujn_WzmmJHSjP(d1QvJ3^25IkNX`d!}aezVXdUjM0}4oa7|c zKDf-$>>t3P0SKM>UcrSP3=85a0@*YSJ@m230XxZ1*qfgHX2x)kotw%LszC2oo!snf zpABHC6(@h<!Lwk*#~oy?rx`!=e!z6O_W#a{2)%IBSKzk#d5)+Q5`RdYZwNPSVfEf* zsr7S#Rzw9j27D-Cm%GHz2C#X+Okhqa@Xa3tB4k2s1HBYP9DbTIc++Am0gwOI2Vlut zyJe2qk+CA?mBPW;-YWmI%}zG6AAH|`>mAu4IIj(gpbK@JGf_DSKuE&L7N>6@X23v9 z!>yRO7vgE~cJJ(#(z*uBhX1>k{+tIL(YzVs-+y8)%d5-Y!cE@FKza`VIz{2~VRK1> zPO{G8%XkCZ{^u=dO+B6lEXgB~`5lam&)Im2OI#iCP*)!(T=pUnrPi|w8hiNA&Tc10 zhhn#>*7UT}^pEuD|A=R<q+2c9O%oq~b%#|<uU}Dii{pj8@Y@)Ag;>eGGEdVv0JIJ* za+2}nt&-byYpM7bHL0yW1?%C%92m?joHT|^-!OStscY0L=~R!sG;JA<?!%DpUIO@L zT-PTwV9*Zw0I|oOIT9sXZ|}ZRwJ{tr71A799m^{M+cu3S11DK>mW}?9{6it&TM%PM z+%+(!_t2m0O0d$k3o~k|bo&OK7s=E8CopCaz(cZDwe04LJ_`m`A}<1W*&6+xf-v)m zK=kNg0Dq?jG>)?E`tXp}kj^8m(8?IJ4lJa_93Ab_{o_7uA+#5iPc2-<VfDod^)@PJ zxZua63ahuhRu2Hi2?)rWuKl~yyXYkUTSeqcp_JoTMT(yJ`gs&v9=7^PkyX7Ln3Ms0 zVG{I?<9kz5#l-oen!gaUk!Pu3#)Gw<|95%)7u*f&=|>_~Y7t`MeZ`7tC06>v1Z`%| z3~=xICKe56Q>{k@iN&KATi5Qm+#d{vyNXbKJk(%;XAg_bm9<RBk|_WI8?)gstF0E) zL->^<WcD>!ckWW)@1pV;rO&wu;vlvqdx78pWxu7F2d`s}jDG(v^_}V+X8M!L$J#AW zSh*8;F+U?#1;Vj*n8j2w1AO~8oEg7VvB0hU{(`S3#+oBcJJ)qZmhCgOQv^*76FESK z`!lYst*m6rI3lVd^7Hd)tmCfvb<gRhjA|WcYQ8mltmV!l5V)>>`XeRai27@6pxjS# zKh-y{jCa2(EBm;3wJyTWfH$Q2`wUHyaQ@EA8a8h3%}<tH5u*6iLN=Dg(*+z0kF~Y6 zc?DdLw`Np=&i<r{d)?#xa&%iZoG42JX4xoXm8SmArF0ZPyr+Bd0Bxyk;|4gnxIV83 z>VwSPUjDeGs;vEY5LGY-lG2;fcuemPkVzJgO<N2(fDObUN~-_}{6!BAl}0Dmm)naw zEgxfNpMdiO*sE+4SWsPZOnGhd$`3~tVsdZr=aOJJH`uKday83^0a0n*snN1|X_w<Q z<*-@axQIYWb&k^jH}-X>Ioo(#I<bl&L-imF>DP4BZWT93tLKmSpdTOa;jV1cxlHT4 ze6h{^D8dm~;H{653>%D{T5P1h%4$c9ocfcPY5%OPCC*vJ@=jeX$MWwBSIs|<$;_nj zK!)L@##0O1I(mB_+e+`W9sE5Fdie3_4cLHx&iMFvd~9s2_=3$ljj4du3_G>ulh(s= z^~jX>@14@~^5mTnRhG2$KJ#v{$;rvOjrm*=`*9=*tFnZjpWkmWgvIM4^Pr=j%c#KM z58o<E{+iQO$76L>bH4fG%?@U;33;*bmI8R44W`Dr1lp;2EAjK^&kh3d`Kr}SScQF~ z-*$d1AC334sSiOr_#fN0o9hdCLTaHxw^7*>I^E~bi*^PVRCRUV4UCQ^X8SHjA2iH5 ze7WbeeSm7+IldS)zph#7yt&$$Oq9Pq?Q?2eXgL4zh{*J!i%34sf7rc`-Ut8mr1PfT z-_P%C%cb+`_+rkbvwgpZ(ws+jyKW-?0S&6-0yQ4X*YYyHc2q84q>nM=@^`ASbMs*+ zCZU1d#$;*p!WrEW<tMwpOZ=qvajjbSwGbw$HosV}R=YPLx)Yv!fQ{}wAe1{r-V<L6 zJlIlTs%k3lV@<~OS@4=p5+0GT)?^|!XggcYnwCA9)b0E^HFb_^Udx3#(PO%ziL>2y zFjBzZak~8RH4f3@r;wZLEIPlHWY*2i%`}zh)zQ4XdT=Uf?^9A7b)G)0T0aJ#kg(a} zSH0E@UW!A=C^yf^!GZ8hGxer!cm4H^oKA=#=urCxo7S-^*vxFP>8HN=g5<?kZDfER zU1*_xBoQNOWpy=yR>-DbS%op^kY;Z!Y7LNsS_H^u{O#Mf#TKj+Wv7g)EFS0`R;QWy zm*)MJ*rdFB*Kroj!oBgdjf*Lqy6#ZrII3S%)?%?sQmtmjDJdz63}D~Xc6mX^uK=HR zck*MpE(M(ow*hr=gRqRGccAMl?L3+?wu`3`{d^71V3ToS?RTO)AA`8_{P;UfDf_XO z&5Ai!I24Cx#%C#rGU#Af{LNU9bMv3nk2s8hyRT|Tq+nm0+<tEW@^@r(MG(M1N{|+( zq~=&ryY*e}M-elGp?b35(?@c(wHgUNC$B^@$zZ?3K|vuVs(x}(`~@46c6u89UdG`m zt5&Xzq|et^w<H5l&2|$0<_{i(EdcTP3^?hxmBoXAzTorqlB)<p`q|T2SfxgWjGy~r zbst0P)cq_+9gpJ~JAR17;g3gyT-@9Td4c-__Q9Q<XW1SjhC!9>$3}MFQ#j>U{`{E% zV)o_lknkuEH$Q)#*WZtkdhNU4?p%MV?C`Hgz+?`FgzvHE`Yvbco4EB1<#^AQp0DMF zjK~94QGuEO9`ZnS-dvA^&kg8rKUuukEY5N^I=R^Cv<o@<ssF~QT>N_+weWs!(D4j( zRPJJH(p4hcYy2_$d-{N_YF2aKUvHLZXlW(4s=Ac5vL)QUg5$o11qHRA?RF8x#+~?w zT%WDUi;6zR_}tt)vjvta0Jw-WJNT4Yz&3&HXzqgZUB~*Lda!gcr&%KU@=DgstSrL@ z#|#&ED0HyaV$QkM>BwUgbO>!XF7eUH2L}#=1=25o!aFCDJ^b+o;^pPF3Z#nXyifjG zQ2f|L8f@h)*lC&ZL^Uw05!d&&6}KD)UT7vn2WP7JsBFdB%YYQRnsRBW%f1s;pwq+? zlZy*vg*oNgnx{RBLW*In?H@=Sm0<q!=Ak6!N13)G*)x`z6@`U`l6P+p_m7O&PH2di z2Y{3Q1|;5lV8$-59qzTzh9<-ftg>Cq4@in3_U@#v)>R8oI?jjvtci#6#|Y~$&P~4} zn87D)zvZrIvf_g)(>jUlywj573_e-#Nt;eG_51U_OACl`a|xi-!_aE$KCz(;VLLqm zDw8X~x>>?O=ZEuQm^fnFfM7p?j`Rk~-ku5^OJsux0RcfrBxCSt<5+=;I0l-w!i175 zNnW-?>4L)i{G)uPEg~==Jceywv1unU<7ma5{gSM~;TvB|(R&OD!iMtX<<|~I<!?Cs zmj?MeW$HhE{Al_!Co5~NXk^1eK%%apL5!Oi_nFd;^sjKT&uG<AyIIj%VOL%Rh)WlI z`s<*ea&x}fqc$rmi&`$w_shxk$48N39aqP5l6%vt?EmO-y-H<Cc}Qzz+cPpe5_8R5 zQtM{L<NBOtv;??Rg(PH@(7LG#S96)ovRX|iZ|_0llOG=+(S`tF!3f>yxZsoL<{nI7 zln-vk?5eWt${hUueIw*@uP-pvexjKCNxHyCuH$T=VE>F8Se^hqeK+{#>O@I=!E?f0 zzFw8hYGZR#!^^9FCyF(}z;i9fhmcy-A*J?rf^@{myvOJ+P$LZz>?J|%LTE?g(<e-D zxR*7mY_B$3&dBaRG4KZ}l}`p4irEXC6EXGPM8?jQPX!5|X+#~Kacg^S*H07rFGsUu zw*%ez&bntYUC`Q!mTcmCj?bbb63DsfHjwcw3hr)m|Mj9^@p;#--7gg_4!sS4Egbh( z2K?4?15h+KmuvEo<{rbM9{Csb2f`@5JB+}NKMD!ij55s?)LAl6$-QEg=AOm-`NDEd zRKpPu-yO4pCV&fEmCG?Sm=MS~f3*3;RN8cnM$k%;6~5DXlS|KSh9;P-?=Dhovm?K| znCU_IBQ{b&rh?L0srz~YMsv-@Ra2S3JTcZ10?F#xOC+bDP)5sX|759dCt8rz%|fn@ z-l7fJ3b3&PTYz=XB>DOIna4=U#pUvBrt*MJ`%WZ(xtj>o`oPUr?I>Y7u;@{gX1<o+ zHKn)f@D){az?)bBAyMXyz}C(pJiPR|j)A`YztX-sD5~(?|12q}go1>$G?LOK;?e@r z9ZE?{r+|t|3W$J+gdi%?ARxV>fJh_VD!p`r0>5Yd&Yk()x%a=jGdr&9diK2UdEyh# z?h433tx}l?JvnMzt(poc<h*9?*~XF2=s$h`bhk9NfDkcrDOFnO%hkAtYXR@o5;;5R z#9fT_3=J=oJ9N9{`p$QzrChnwljY{>qJL`$-_}e9GsO@|ZPM;c>D1<G8lO(>`bw3D z8a_vH4YN8aj_eccn?<$ben=>3KZey}vFAqFWFS`T487?4jU*#Wo)P;rSEp-EWl;9Y zLujmmJ-#!qOHBIz9-W)B--0$t19Ze|zN_=4{Jp@*;Zhr{0$WIC=y8C~vIj2B^4D6Q zGMZhn`~Lhd4v{p}J5$rpj6q1s2JioT@&wSrSU{RfS=(dW|M?67FlMiCYjwQ3Iw>hh z%FfO%7Qxk*((ZYihiAo&Gdw47r&9$dH41pma~0Y|+2nO{IZ<mU7N)yLdsFj_9$zVQ zv|*d2T*cmatMKl2$*eKlZJ~2`K5=hvqLC?Z;q}k`R_xMJuzY6mKtOp}S;-*1GylQC zf$#EgX**o%if1`brJW95P6e&iKbwFa`Di{~3pfKJHAuFh!dBWytAv~tkLE19NMn1D z-6XJh^$ynz6{;8|f#(3~sin~nPUe53CCRXR1RbDVMh7BhXgp5-@V)i=^yf}oQa|jT z{~dl_>xCcG(X-4~>~9<$VvDW(7IRa`1i85*7$BQ@g5so~>NWn*lHr#>m`QAhl3BUP z!NJjq%Z{b%kIy(lulaR5>`J$+*Q7x0a@ph~8cWIT>4)T&fBQ59lj{Dg)*cUUncw|P zSWXT#umTrAEs^KB1U3(Xg8{e`7GW=p2XA$jyEh!n-S6z|v>$V=vM|-xr>fpN8LQp; z#NA#&KHcan{`eN-2!X8!$^)g;<0&D=r>P{D8qgKF^gb{0LZE4(P+`vNInT=+KRUMF z=DjKtxz{Nou^c}$#+st2bCZ$~U732{WOXkt^)>1micWdsFhqXq)?C19b!O1qh0N%n zqlHU?xw?)31NG|fXDPlG(ge`pJyK>zqoJ<;24d?hla%L7#q_lGm&G6NsPm1Acj*Aj z?7$O8#f`@wWJ8bZHY2$*xOoKy-wE5acrW$kM%x2Bc~o6pJ>a2n_ihR5POy=Svhw4y zva)AU(b0C))YQ*DeiU^;7KVy5F9;F)01`G|$X1FLIKw3SX*^JqhKA<n?5rI@*b}C} z_v{=T&4SX>rnt0<(tD@HGZpe@B@8%`MU`(77dyLos+5=gpW)%*sA~_23<^xjTjn=s z+oPns=BPy9*2Om8w>TY-XXzTFJQgJ?=!3_Fyyty3X&7xGgG@QJID~ix<=Vyw4>FK3 zO3#P{ZZF)$VxiAwy?MhP!+f=YTTE<67P)NxNysXHKz*(&{i3<4DQ|RC)Q8~;=b<&H zio;4%_9~YV&ydlNj@LpDe`HG2ogs>fjpaXqh$=6zcmoJ7-?$<8;Gj90hFHL?@^Y5@ zRD+#h-FnmPY<r4P+`BZPTZ)TNPJHJ8Uy$uX0R6QUNxd`GP%j`a-#~%%J5_ir_T{=x z`TvgfRnAFh`tqg1tjbO9N2RNo&AnMtGO{8D8Q<j{=+uvsl9Rs^ku#Z>!S<LVcRf6W zkB<MWeQ!(T@~aCus_AHLRXN%Ip>35e;codEx;oW-SGrz?jGq=AJw3f$+B*ui9G<CO zXc$c{wQhg*)}{u;8zFJNwcZi!gN#4-_d8!Pf!U9d!Kr5)8k-TSmrXx%uP+VclUA4( zGDEj*gPb+0w;h3CiiS<HZEI^o0q)P1y?psb+RK+O?Yf2UBMN61-5sjlO+9v-V(zN< zzwu0elMP{MyF`!aK2VJP!*`OpM!iv{O`SlcU~C^em)bJJSk2=}8@8Idk;<3WI1?j0 zM@vUXM=6r(qHSz!T&<q#RAiS$TWjMeN^fUqn4JIF+Fz2BbIx0D>nCB9S=bpx-aMO3 z<HDQBIoBkP_xLX>B|Ru!`ib+~#0a;n>M{&hAbDYD#PDU>>3!9?-`EXuj(q6Yzp--G zy`jQ)8uL`Rh1O;oQ>3KIYKwe#B{SKLG*A%8E71xPsQnpx_RD=n+;I>|$&yQKbd>yT z*<R>39N8{xfe$0tleawCOcl|oX#H#G0Q5EqCE+;lnoOj=LR5|EayTBTW2#SQ_U6UO zVIf!4%#;W<?ntI`DpkYv1lH1FCP)q9Pl=gAu^V^gBinc-J)2&#VRsR$N`JL9Zcn{8 zy0<c3>uMXhJo34qqlYh}W*=-{e<gtyj^ev^ciWTe9%`9Nak;EcUK_2AL=YmZXp%5u z*C_=w3DOtIZG0+WEIZego?Id^k95bo`TLvMs*A&7-9`Oy7PPfkDd`fKGuG0Sk503O zaAh+gM2P<}=h_Csf|$E6C_y4mxTk-YXB$Hk1<u)F-mkK#^Utp9fBKO3fr0)f!6SV> zLWD=HB9`C5$@fFKIopuT=9X~F3pq(CscPC-<w!e@P?bFaVSB%1{-5kxT3P}=6GH<| zK91KnJ-n@}2<8-4L@DV|s;D~7@L^q}+ibdc#%HGWSkVvVvzpJ2-T(M}zDDlJ$&W$> zrMUS$)40XJuU`({iS;y*tkjQfUnc13E}n{SNiL6bXEq-+CkpfEG`-V8>m|g@%uIFR zg5oJuPJ&8W$)NTrRO$^PclR}$9d^f?<moy1wXLYXgcw_d3)v<pc@VJ~PLbwv{#*hB z#_&ZeVVBE{kE~nzSNTcV-MMv2qwY=*`Srn9n^#>siICZivnPm<9x<W7^H-hW^a)oj zk2bC#Kj;(prb7Sz!SsFTdv7w~P*|!mLTA&V11z*DM)~(VTAwpX9Xs(Ms&w!{#H%wz z56!M!`}_%m!4$lm`@Mh>pu^l|{c6~by}?F`S|<%#!gQVMcg62v!t^Lt4vKv`=wm9n zQ_S6e$eUBQ-pV&HD|E*W$)eOkEQpZ>&BI?U$yc-!hlntADk1VMwB=8hmzPOXZ`iZ3 zT|-w@bY7^v7a19e0#+Y859M8Z^wJ5*dCu_U=g(F5R>u4WnGUATMyMh}28M=)<6ZYA zdVgQgN1RTY=x^x>q-6=5!Q5p<>$FoBoA_4>)06mUW!%M6`%qA;C2F@xuqOSP*2eF} zM6F*f6xWZ5#l`Mal+7-abtC1z^oecZU%!4utgNQEb9G1ZwKL_@;}~V$e$>nvaN?1d zmsc$`+`H@R`;<xA`_4PSR^QE*ACBjEdV0>}sKmK3)6<VyuqAxOam#BJKQ5b9cF1sY zzAdk<4bt}W+simQ+&Mkf7~1$<Jl3+fb$O&59}ge@Qj)q|vG2;LQdgQp_tfO|(+rHm z_XwxO*yxqeuhF7p3T$EBs4Zzf#1|v0vD=NjLH7@C-t14qrZ@j+zw;cgXPBY<vfnQP zkD&XEf?6H8wUw2LsO_yzh(Vp(DH>mgl3%5%rnaG>rPU?pz0jj(Wo32rE#cA^5TNqc z+V$SvAQ>%phztDP5<Bu|cSWYK_YQlGaxCc;+A}+L?Jw_Zy}RV@?*64NU`xOcP*@k^ zYcdAOX`pR!7Gtmn?!@p{Mp{~9G2m0{(3%a1C%5Li-D?B3>@)4!lV^`Xv}_bG|Fr%K zq=cSb0Q?&j4hM{k!yFifPxa)}RAITuAj*Hjvw<;8I63o#c)F}J$Le%SMV{;cXCg|C zqmngn$Ffv0yUO>81V_mh@qd>298gPgk!c05puGHXpvAl<=XqUS-Qf9-R4*yqGi#Ie zK4VqxSKkddabSmv-SH76C8a*svC05J(~k>^=H})mC&x$snpR3u(rg`^d7zQv0)*TA zyNp2IJBQngE3&e(fq_9md#X2X6qLRXg))8{bU8)?UW1SM`Oe$0i8AJ&?!Ip6DKN6S zS5cUfVnj|uld=G3_ISa&<|5H*v3Yf0{`Dth6R%#q3ao%0JNBzN`d-1jw=|<1;J42Z zQ#w#(>T!W!1thn!>TnhMId<x;W*SpbQBiLqmv)iIMC?V04`04~spU=jZkdshA@^qo zOJiwj>NL^A@^<%<kdV-(;Sl`jS66zzxZAk@t-%5lB{w%WAMs+G7CUblaxnWK<mk{b zCnv|ptkOkFFg(km*4JQ2Gcd3Q`;c7T|6bo4HI8%{zoI~3lhMRyXm7quNch?J+*9oN z_10k$*6-GqqcaDAU74*Djau-_S)z;1jOC7{SB$Y)JZ4dCBEPRV&v(+=6ebFx45*(v z#^3z(LZQ<Om%4nUr%%sbQh8cnN%9#6F1O*i<%QmyB7`)KK`L8>_6!vbjgj0Suc)a0 zRGuE!%Fi!PEVypGxVc7K(BH3L4Aj*^DtLcA51*LqQ&)zZjQ2F={wzc)pIGV*S{Yv# z6$b~0A1B9aC&zDxusp1+to}{mB#b|P{0PMl+rbXyrwCZkm-uh|8VBr=bZ@&?#qy%K z%ewPWk;M*sGDK&9ph+1!i<Feq9uTh|z%Ea8I#aK3^*1*+KaY>UxeY{NACO%YQ<{W( z*D4V10Z`1T=DRZ+9ks_mPnbwj&mFGyTXT2ldgbvFFyF$|$+6!TKp%p$Gc(`bX{C=I z?+jTrN;>wv!2(e41Ijr$P<MPaJ~44CS}YTCbrF|~fjdhE6V}<fdD-s1D*zieL6Z~@ zXi_vWN&RXq6c3T*<K;BfaIam$b#!J6-eU+SpKroeb^)34x(9?^Ky*j??9YX^^Lu#R z;>tEFzFSb0(Jf<+rRS>*M4)%3=^Lo7$N5UsUmNS>qlx>{R%pWMVP4~{MuyzKe_w3% zY(qoC<I^+(+z5-Hpte9t`=hux?br*r>_1B4Gjfye5|EWOuLawn9igD3GpTl)ke&i6 zHt0J3$s<?BZ`B(Vg(-t~+L_1hu<&hUy^SmLRdj6Z3IG<=!1U*bV$OpF8=#N1lAb?* z{xr&Z;DbQ`l#jc`1qB69UEo?RHG+^DJ!se#5fSm>JeQXFNXe~-+KP&bI&N-7Y@(tc zJ-<d!&Yp`T`1$jvLDiw<jA!+5nO%E;goK2ii%Wq3{OJzT;)-E`vBzT5qtl)_y{g)> z8()2#EkPm5Tje}UMkbET4fcQ@B>5HS&8L8^IR@;(_V#v~)*(RC>cX0IxgcK|XaOGp zyBZRYM_=IoF37`^0OX;(7R^S<nHXsa5`_j%^s5-F9xS|T?GVbFL{X9E$!}4rCG@QK z@bu_=i~t~^bBG`c0~MJk`z52UV#LL#1NM%uYZjSzAo~i11v-X?sy<|8DUcytTCZ*% z9vm2$Jd{QvA|rc&q|jZtawVOZoT)%6Xt!X~J@k*+eOIQ^(o$-brwktWVRdz~CLtjW zzYgXz$pd~qqERexj8VQ+T~kAkvIYfI3Gne9|0iUOHRK@b+k()=@w+vyaq&iXM8v7s zv@zz-TbTR!?PBz?Gq9{EkTtD-RJl);S=I;oT$H?P-M0Soiv~_y{WW^u9kzdZ<9Dk? z2&hSVP?QFy^q{@0_%^<}8rm=gUe$;_6x+r;{SQmdMOKZL=`UX{RX|Hy&X5aQ0^x&e ze#kP2Uy_AIAu~SSx+*e@VR*#KLgQ^dqJYmu%klPY<uD=MCvP(jo0!tt$fo9SBLODA z;fgdhYwIldq>5!7_h}N6JhBqNCbm#81CdjwPW51S0(rT)<41`Ep{#ELtu6l5Vt&Gs z((X(Uf+k38Gyi+|K&5?yXa~>4!AHQVLDm5(huC+v#5Mxt46TqtVtV?~6qJ}aP+Yp? zfYV%8S65$zGcLR689O?g(q=0Ob!QD4qSr`$P*rP<4>lOb@h~4he$=C+q%=U*fy7jq zG=|hq;rs_PNJHl{dSymN%NO12epY$Ts-M7RJ_-RP-qAVz^vf#_U9&hP4u9@K%d1xm z?|^4j&0>mn@+SEP6`G{yvP$nWc1PI7Oqi)Ym|G(Ac>^iHi%Y%LiP{NZJ;j6_iD&zM z{FnftB{mxAX$%dGy}@}Nmv)&VcIv{`mXCjfCfbEhbmq?H$q@jYA#kSnx?V|Ls;V5d zv$f@JZ*R{{NJx-I7KTf6RzVx~P8D-D^jW_pGkukt``a`Yo8R5l<@-|DM!9|>%60Uk zux7e+g+Gw+=DfVTW*m=fDl)HT+u7R6_fl+vQf@FiJ8SFeC=<M260M#q;<M26niOF_ zM*;?gj_~cT5m7TUGj#wO-xr!yeMo%vtY~?xs(ThBiBlFe-i}=$Q@WiBUg@R&0~qB` zp>b)`Nwi?YH+s=K@o#qn(zUn}RGq|ERC9H2jYxO6NtTpX)ueTH+AN2kKf_*NQ5u^r z+e;Q^L2M1h&AIN`vvY0GcwZG1gOE<`=;+u5vC>jfQo<XFet_#E7S*1)q5l5<c2H-$ z-RpOf8{vhHkSs$82DS!tldnw&Tl2&R`}?$)+uaEsJ$mHm+Ug-T2nv=4bYHPVPR*r~ z+s#p@1M8VcNJv=ggZ2cfh`8Xw)`>u2+r?!k^m_iOPaZi#z++#za%tCrsTY9rCE{yq zYdt_r;*d_)^4wm~G4Svxz0AY2`27Ll>ENTIqa8Tfpn9%usq2_{MO9VR<k(p4q|*3y zpq$*s*YmH{)YMYCGvxA(%WT!A^|a-D40w}%LE8F_)cO^VK?l)*W1NMA_v8@}NcLG7 zH2|rZFHO`@_Z`k^8pW-_)62^aVM%PGprEiu=%=XDl9T7oAoQ`yy2i%b8X6j2zMh`v zgoTBrG2=&vAUqPig>PJb^5~I)Y4PIEpSL#G*M(3RxMoFyRt@7<+1cOlf&lU-^W?7z zWV>l2=#JFlMT7KD@MUD8#;MeFxBULLGL@(?okP?yvH?x1clu~$Uf|b$>D18z^4d8M z-BbW@Gg(!GmbyAAq+iqi#_wodJ-u#x4Akx|pzpQ-I6vp+=9ayG|2_(rPDO_K`DRb$ z|E_;IeZ{_mVq;^25q|tI52s$>I`p%)mm%0>RrX=%(jyR{#IfL4l%v@`XI*=!K3HgG zR6jR~lL25Wu^+8JKk$W1^K$0r6J~*9tkp@N4<N#UF)vO|&I=#(d4GIQ;u{0tT9OWd z!UL@@Ek6D(A!2S}p}AJSml3L^^)ykRml{&)CCCYE8oWt^2A2^9=+YW8K1=#I+|p%W zVDJoJf|VJ>I}_p`7)TGe=U4KxXTOYebXa%x_KIQMH9`=3eV|*77QTP4y1N#7GKPf~ zUzH-(7#0@xK_f-LPJA|K3Alq1b_=@V`-a1%eDTTy=)1i}#X~=SXkVS^-M#l;^36O7 zbGU;AJez*;#fulT!7HO;)zHZYtWFMx9)NVY=c)I-|E6s^Z^uiknYXG*<!#%JfnCjt z>`6CJ2z$V%ratK*r4&4q6s5r#SHO1B7ZdiJ5REIpuXwqoz5sPX<i86YeNr{DF(YZp zIXd=scGdJ}9zU_UeOpUHj9EqS=J;p;@1q{1WM!>*(i6><*V`HL<8z76sqlc;_7DUy z!U!~jw0F^MZ<H+ld?h7hDZMdDshCNZ8PF~k;*=oqQw~S_otq)~1-1PW^UnEv9Cn;0 zc=n>zQ=NXwlz9EuSKJHoAK}aV(an#2%iB*m?D&&Fwd1T?|9*2MHR8{QQ%Yh6F!$5% z1q9N?2KM(-=bw*Sx*#JOqU?hBd))r_&rP_0KBSN3?EgXS>{@#LH-0V4|9|YwZHaM; zVH4kUppv|W`7{!C9=FMsaSJfSC-&W)9T~Kyct65sRF5T4<BdhE@#t%#B>!>En9_@Y z5Uesnh;pcair&;G_GS5X?=~Gy4;jNPE3ceF9p3eHURRCJ4V&8A_^27N>j!Y?QhVWB zP2oKNiT&z)zQ4u6>3N5Y0M2ig2UQnf+i28S^gk&XU8cVp(8O~^zFg-b{T0|NI)J0T zjKEO2a6FbRYNRfp++jtOGm!*GssZEasOOd$Wy;@^W|r~2;h3hJKcE{N92{?2xcYN> znE^);wH&%LlE&VGy&d1u++5-3<%M0Gn;X0$AW(Gg)~#Dd7t6}*p_mEJg3R784E*C+ z#BFd0_@_o4lP{b6I?u#33G)VGqj0Z*Ls5=Zx_VXljo?=MjPz4h*993uRb5BdQfC+I zR$7~7G9dDti<9-WoB+hD8bl!z0>_>|r)q@uF%A_qeS2qT0P;qp?$f7FhYhme9AwD_ z?Y;-a_eDLV{tu{OB2NA9g&uysncf{va$fqCY(U=uICkBKf492JwK8NEWg*3OeUBsd z>Y}1Z)$ZK6Gn?k#5YP)%w#&!v;e!VsE(n<W^T6n#Eqt+S8(4|SM+e=ZtNJow?r#6~ zx|82~=dxdR`6^TI^gndRP$wyD6EjiDsrAaZ#%bU~-TwYQ)+b#e^@b|2?Q~qf$326q z>#kD`N3RU?lM1XF8_ptB)YNKKu48lccY3o=dw6)*9sSuGa+|2xF$aRV)s-$Yftm&{ z+7MKRZ}(P4E2O?WAupx{A+s3>bbNW}Nl2Vk$U$>n!zLjSkuq-D$dwsD^-Z9jcS1u? zzU6A91dhE`)7JKDfB}XtATS7OYj<Y=4o1V7srhtR3(*R}9{K`Dl!IH4R;GM?I)#`7 zS|s(x3&3<%wZ1ECI9&qH#cu+-*=S$`;8bZK_`6OOHBWT&mZ{I3>$^AmJ;_qykK0)y z{C{M25Q}4I7+Vp8OshKoQf*aLRX;AScb0IIV*(SD3|WT}3Z4k=x4StwX~o^Q{t&cv z<8oMg^pCfie1_aqKC1*`0h=?=0G-sa1H%!4yXVf*K#D$Z(jqjBBF$?1>ut-aQuyo? zT8Ov!lgp>6WbVJ=h$UM__8+zmL3O&udFz34v4`rzaP=Y)wf6x6fczbmZryqvJo7Dq zW6-9nt1BDc-cBWs$%pW!|I9baq|eq_5LrtG=M}GC-$|GD>0^=)9`*qynF|Qq+r!64 z45t;<Y*+*Prv?Pv0&eo>3OK+H*@#K4uj?3q;DbI~Kpj9WHfV&V&k7PdU)<BDgJ4>z z!CXjh$-=@y6fT(Sf)C1q=Q>hfcgt?wxa;J!6o9Czt8apr)?H^*Y<W+fmsh>Yw(VRa zM9v4Gi^ofwT|i0i0%y(OGb-u;**)3~nv5IN1NSumZOmY?9)P=y&wt-3IWsf!Cv-S1 z`p!<QgqYX>cB7S95RA3;JTNy>K;4Rm+XrZm7no%IZ;FK;|D6U__9_VM+wZ4IN#6j{ z^urH($|z$9{Ppkc&Up|lHg$58AMJsNas~mngh~z!3Ey((*5+pFd!QHWR5ne<e743s zK6|m>w9ruGP7h1%Zl4F#JOV_Ow={On)uGumPQreZ;2*qA6b+1hvzFY@`}EUpFV|Bh zKZ8#%-O@J)!G&ih4#Qv+9<F$RLiOd*X&Nd7h%Z-4`)pHdYwMk~ma#Fj(An?QQpn8w ze0zOeozn~of#7=l_iu2(%J0g@XXtb{L2RNyFkstk4i%cs?}2+!qoksO1!-th-_TIK z(tRqVYhq%8Kml|iFD~tjaU4ygfdX)bhleKw^sKJXrM!1V_?X7yo#IznSuEtv#{fW{ zfqC1rhK0)Hy1)LD8tDO}B^z{&Pem5BgAV=gb!KS<E%m+ECN01bVmXU=18`Ytc{bQz z={oiSgb1s6RdyijDt7kvZ?^!qtx15E)&xD8=T&-oEcEm`KsK7dY8R#&8!sTXB6JTP zK0J$L_1?L&z0jMUos+|t%x{)VjKJuD!Q$c~m%FcPg{f=Z$U)7Uckg6?<*~!Zq1Asa zFT0F`Qa1v9f1+?|#2Z(-dSlOiOfE9!V98@^FKt1u)nN&2Vk+>^`oAkEem%CSFsYHj zE+0DIkOw3~kM)W~<Kbw>K)#V3a(Ahp#}17SZ#mbGLLQSdTe^v)uEQ?y0{pCmk|1x5 z30n$EF&9v=wY7azA+rkz?)&%e>h$1Vep>O_36%3$>{G%=AXFRanVF}A+1M1tY`?|# zfu2is6>O!->nUzMVBe8O&crF#gGglnKG#0DRWMxhb{no<(Gq0+3}^=$%;3^KYy3Ma zI5aUn?nE#HaGVtIQv5Oasf`-BeM_5uKto5kIFyx?7J(>fTh{t&9>Nq#9w-t_qj`Go zrk3f(adGK$<dn*#eF}Pz-O<p<3rrDXm`#-hP9kZ4Kg0XuUsU#2r12F)G|D07b^baR z&Yjbhv#)^_&;9<LLky@4skbbC_uv6uo@>5^j!wc~kdN|_Fu2-FU@^IUih~-eIX6G= z_oH;!v${_Ct}0q6^#%c=c<O_oP@Mthj-4ny2?EiWVfTj)rI4rp64^5Tioz$dT^%m{ z@*AdDyqM(zz2~`rggXI5Or#eC%Wd&1FdV;?(b-CeZl*ZD$p9|vjbF_ufMf6K>g!{X zb(larWR~^s`3;QVUB8o$Px@#+pJARpsWV0r;<6J*;~|db_7>k|&WX-m5hoz_^;MQQ zwzFG|^1)MePk%N!j9HDg=Y}!S2?KWaYhFH2q;=6~bP`aK5MceQgGGwzS}G8MZtis( zElLP3UX?);flg7Qohp(`i{RvNoEpX?WQ|cmXhrYbR0;^F_6BJEftbl(0UwzPJ*n5g zJq6Q~noO+&70yO0P;lztV;3BQhPC(p>{hF@pYz5JYR-e-y1lW{%Pi&jbv8kTiH8`r zJ<clh$Y7w*OyVqpR#9=LCVeCcZtrc#!JT9d78Z<9(C%{fNVx+I2Nzcgzi|o6g8lso z7~WaF{pS!;Pyj^2B#~69R|)O25z*0npn~)9@$+{&LkH>xic#I%+G=&O|2s|&yneY8 zMj2mQAM9YEGWJz{&28uNidj$sZ}obd|5xC!lC@X=mKt4NESw6p!LQZmyeSTF()XsW zE}N9cFZ519KP03Qd``SPE-p^^^5p_`wghW1WsQuA%omxNm@G$fHE1Tx-0Nr8;Ds+m z?7oX3>zkV*TCXHa?;ig>xCR^+e4u~o`-7&YrjItQPx%SMK&DwFB4aR?hSt^tKF(EQ z1bQ>&CI+AU`MArkuZ1_##8*ba4aEa+LR$lxS{>BL11Jm+e*O9t^#H0JBIL8wpN})n z$;ru!V`5_Z>p?^bf$@p~;YX&0;&RZBfDLz(111m!NVo~*UxSQEb^$)}?4+)$${h%E zFZj1@Y{USG^)Go#kAh0#00i`-1fLlwQ@4Rwubew~juccQl@t)L4+V@%rtuI^51W63 z=A?yV%3Hg;;vsMxCdE@rgN13U?=nMlyIu(A9D$Ir1!{E#2w@_~U7)2QAt5a-zRmDH zhah<+g;fU~z`#os&an6M^Gg)Vgy}Rw`NM@Aj+L>hVqVbe+$QU)aRT=kgjN~772nxb zfcOb-8ZOAZM%an4(}OJpzFJ`3`ZD^r(b^O&{+HFhRB8tx=^ET|<6{XvhPVdtzj9Hx zF*%r5VYUQk`f)^D+?uh8i5dhi|5#msS8|09>A&=r107`==Yr$^qt2lqL2JIOcASM# znM0fz52JpJqIbc`RnP6i4a89uThvwt#%)3w{M())*q#Yfk~i6!V0_S05)_qRFgd)` zoM2R7oG_2YI)jG~KjHfo%>}}zO_ke(XfaSjJLD!e)vr#8sWTnz?RwyBMuMPR2F{1w zRDlb~fP#Ha70;m5cqgc``$GfA!MrL81j5oL7>I2@&L0QfO2xon4iaz8^6;?n#0P`? zI&bN8TTpC|^9>6(tLBD)W^96PIz|775hr#3Gv*JaadQ!H?-p-_*!q6FTh&+r!z=N% zpiEw3WBUj*0pI8)+{|tEp14zes9!zfEH5X&+OT82%Ha?v5!GtQd}H$){`86JtfG0$ zeox>>O|XwWu5ZSSQytiW@BU&=5FGLeDG?D7Hd~RA4A6Hxlhm6-JIV~Tb9%X9a>x8E z(U&ivV!TUxNiKNPMMVTfcdb9;=WjfOUM;rx_-%Pu0h@%<cVyg``6_U*7E>;=<z-be zR+_BQYiR-1=i58j@+jVR?01+IP1y8aPzc#dipNpNLJ}yI?B^B9#s)vJlM`P4P4AQJ zZpn(asU-ew!S#;`3gV8$$)eO5Ny&>%{Qj2Ecl<W+o0!r-C>AOrr>fseg=i5X%Ga8> zh1c+MD6)n1`lL#5Ct+L<+~`uCLT8b2``1YIZ<_Hho(%91(4QYZc!)34GF<<eK;abY za?J}q8$Z(aMjzBx;}Pd?OxM#l6e9i0Q56Kfq}P%$T3!6UKuA-9S;HH$vlV@?Z(=5n zczJpCn`C9Nn=3P4PE(B~=qo6TnJtf_vdksZRBu0>r=o~8$!sIX49xMd!p^4NzI|K$ ziin6jOnzsgFzwCFO4reK>%7iB;S~BhI<LQXcN@{hw#329zPoW<#jTi>^~wO{aMEX! z>9`BEkX2Ezd7SR&zku?c>IVYW=H_MwI~%pzcy>bRAS`2BIcMV%vNrB!59lP}>))eM z<w+*wCK0uX+42mY!~{(opm+nggq%n;TxY{3*_Ibi$V&&m5lnBcRQ8)liQ<MD!q}0} z#{qwb?GR>sWA<<%lRk<t3DgbzETVO0q??3QOET+QtZwTJ2|2<|Es(X;c3xunhR(Zh znhAeXcx{$5Y^#5YwQI(e4tDj19@YK#$%f%K0h9{a9GdPgxX6Pw&~E%@{Vj<Ks(Ew& zj&@)D0muih9j$%ckmVW=A>0LAb$d#-e26#96F$rlE-4s3jItICGtR21SPekjPqQBL zhwoD>$aY{qYx>?yy?BF-C7<m>e)Cfo(`9=4;f)w$oCq=T9DM#S$YV+!NrXa&9KlC| zZKS4{=ECfYcg{A|$$mp2N2ZnUV^zY?x?Y3%QYGcCrTHV-epeWVaRIvgmO(DyHc7|l zE=M*Iym&l+%~Pe#o(+Yw^GT*_wRkLVSZQELmorzFu7}}~>t%=PeEo5WW|&gcMj;Kn zR#uS>c&7f()QcY7Sc(x>mq<uSq4CeJldkn!y-lTTalH@lkxhY5@1nOI@?F|{;qDK+ zP}Nhd{HM|AM1=i|Y|$z~SO#K<s8T7quw{oJPmxm;isqF8Q%{fw;S}UkOY|cnBddt| z%f@Y-Vq?SqJqKEV1f%=f!i8E}B>EAB8GrGWNNxfQA0qxUu1EzNW5Q=OJ{)C~DPmls zfYVD_R&Q6mVq9IoXg#{PhraSFt~7MsnrxMc;4T9ap^CB=>bT<M-qvT^R<4G7`QQ=^ zi~J$QIHRAR_A+u2?a)YbK`z%`Jzt2d^HSQOzTvI&B4@+28Fl|@K&3Lzb6SV1QO2jN z89FBN1CUC@U*nXHotlkB*1k!<dDgzs6RMa0cA9Lq=RXrTF(7gk+u(9sxaB1jh<__9 z1W@%qA9RLA*q`f_V(X*SA)-9%?VY;Hf!-#iJVK-G(B4TA4J_GR6@3(x9F#gtl#Y=L z#B57*??tAfFYnk|G<^$<!NPZba>qv;E1{LpZ&<TWE@jiEZJA5($3)noKYsJP+Ivn% zoU;BJ`dpf*xgdX71QBJgQSzDzg^qdQR#gEpn<rcL09s!aO^x2>psXnO8<8rh)kJSg zc8q1!pWTuUeu6A>W?QQyW0|hdV(5{*FLf^}&R{IrJWJKK*gBlqyYPB0&OIt_thikL zWjQ7y5dQ_ybYq2<N4+FMnRjclNQZoy60tya5Z;~Oq#M#~4<f;Mzi8YN5E}Xnqe8=P zeg-<y2_PZ&4}yv`t}opp>}apn#1lfo_`-@KRh{06q>-@hdt4-cF*NWeYp_%gIsUm& zHjz(`$Rh+{*OG?_wvxRCN8WfmIN;nZ$Y~!NWllcn2q6|?z>p(`ck3nVv@YOFdMCn; zJk3ifMg{9*jd{a5%>~H{X;3U(b36Q4)Lh|>d_>kQkrSDls9-8{2&ise6*sPwh(?uE z4d&G&hZVt*FCO{0Pdg`PuH2e*|5TF^PLYI=g<<nJ3Q#2)r%H<lJ&I^r>F}p%DP611 zSV?N3^<2BWCL~*KAzvc6AqL+Qcks(i8FzWrkJHiXk_#g<6@4?PeQMt#J{5N!->NMl z7Q(x^gByH8M$*o=lGD|b@g*-G52t@MrSTciQ`JaXvBYK5_JivDY;kz2MZ}t@qmge7 zS-`iZrZgaBl}8Q5=3KsiK>p(g+BW>)c=IL2?dVzAq4xCGtUEmy6p|>iKRp%ojU|^X zab~KhTFa7tTAI9}jpzuSB$-_t(mTzT&4TcuVki_B+@3wh=FX}i4CfW=oC5BRi>wC` zg=xF=c}#pP_|LG>i#_c%5^F-rSrS(9kvG2stFMUWGA&ygjZ+5&k=|MrEM~m-=U0nr z#t0o{;p6J)MHK5-r8K>R<V<sIem<hPHOYq&XVA7`0om;??Os^F?w!6(0endl>@W{9 zsAlz7<~MB{a^W;<B`K@OBZ@Rs9q}}Edq7c&%=PO_tju9eB06~uqQ0N+Pq<Pj>Z87e z1#rGCBu2e~tF)?_>^OfyAjE{Z$@;b0RITgtUya?Y&LAowVmfo}-7Us2)fZ-r1#vdW zaqFh+MRUQYo&*Z>rman=8RLwtwHTZC$O|V%s2@RM|Jk{C)K-DlnCLN5^QFtD*`l<{ zT`H^-?R^FVA6oG~MN~5QI=7~(;C?ms_T?}Uwz6Yt1GexUQq}_JclGLM6Qm5OBUQkk z)>EO{w`2+Dei)E-SB&iga?_Ua<lD|Kp*581rEDXV%fo<}3DI_ZSh$cC%0D*3^VVuq z?Bf8n*t5uxh6Wp(5t8mgR>75>ffSLjdb%5sD@L4SJ3NIEVdH%eATp(kq#{n*?9P@? zGnB{anc(YFB+0YR&2it0&uRA-l(S|kzB%-pCry-qg=9{Eo3W!jrADS^d2bY7ygeP4 zAp%T~4mfijR$ugWD#TR|D=s&o;(N*X3a6(phbbXcP&O=St}j&=2aopzB3T3_^a_+6 z*QSh+2g??|W#+GNl`m#u)<5RoXd!$R#eZfD|4$DpDA>-Sspc0vg<4DjJ<;0i5wIN& zpEDi^S@!TAfqql{jllu|QTtjDB5Q#)&b>t1L~FB)0i07Bq?Sv;);O3$`+k)({TjM9 zQdI*zAF&`jCUIVeo${W$locAygPt+v>%4;Yeh|SMxgbJ$RBlLD7rEfY)<>apfiku< zp!j9P@skMB%R}GTvPbW8gHaF-c#HPW7eyow2}Jg3!uZksgwS0Gy`rsz!zK|Xd?5w} zpJ`?E6{G+akH>NjLyI^#S^U;S#t<}Wp9ph8p>r_}>qoeLDog;eN4Q;9$=hh1>s3$v zTo4h0Z-ArhZAFgp6pXO_=UBfgvYkT)Nm=cO>*iIEtEX9^L+B$K2muKz@8x+FynRxI zFp6KKloog;I;VsiGek}y(cu)uW|p-GH@=YWsnRDA4Fos2!~NgVU6r<3W@@s*ZQ-*c zp{fTXHTGM7?-Y8epte8CuHjA7INx;eAehUD>q^ezM=*X>++RWqwZkc>(fUM~A<qST zBoEzx8e@rAonq~COJKH%G58HV&Q~yxLa~39zMk5-ifBZ(m@l^S{=p*FznB0Cr>Mns zYwj1d0gack#S|j~V);aDmMxocC$UVvH?(p1arQtBk>j6uXLy8qf&3K+=f=Owgee*0 z38TnXIJHqq@k<cNAQoEj-Gs<8`_znkKM%I-%8I9S;S_@;q;ZtJ!pIZUUpfV5B((h1 zA7<n<0^oujx`HA8@a6DNx788}tobP|2um)8T?{)`j2Jk}!$4V2$byd{L9`Gi!n+?z znV-Sn>92ol382Nynzn}EQ``zT<_uFqCW+(8r@Iv+5)qd09*W-Uh#}rSNf^-_-N(qm z7#OjPP$iirL^N(?^w#81&gSE-lOwN%{8pICo<9+8p$~Ux22Aw9q2TFx#b9VxLM_I6 z8?+ETfcOm`;KJzNgW7*yPm3vuTPY4E&^mKS{=@wL_Xo$!!UmVv-LEatB5+ev(n1$0 HT0i)IJVj6? literal 0 HcmV?d00001 diff --git a/main.tex b/main.tex index 4b1b62a..c3d0d2a 100644 --- a/main.tex +++ b/main.tex @@ -283,7 +283,7 @@ We solve this problem by decoupling the gradient averaging from the weight avera \includegraphics[width=\textwidth]{figures/d-cliques-mnist-init-clique-avg-effect-fcc-test-accuracy} \caption{\label{fig:d-cliques-mnist-init-clique-avg-effect-fcc-test-accuracy} Fully-Connected} \end{subfigure} -\caption{\label{fig:d-cliques-mnist-initialization-effect} MNIST: Effects of Clique Averaging and Uniform Initialization on Convergence Speed. (100 nodes, non-IID, D-Cliques, bsz=128)} +\caption{\label{fig:d-cliques-mnist-init-clique-avg-effect} MNIST: Effects of Clique Averaging and Uniform Initialization on Convergence Speed. (100 nodes, non-IID, D-Cliques, bsz=128)} \end{figure} \begin{figure}[htbp] @@ -298,27 +298,38 @@ We solve this problem by decoupling the gradient averaging from the weight avera %\includegraphics[width=0.7\textwidth]{figures/d-cliques-mnist-vs-1-node-test-accuracy} \caption{\label{fig:mnist-clique-clustering-fcc} Fully-Connected} \end{subfigure} -\caption{\label{fig:d-cliques-mnist-initialization-effect} MNIST: Effects of Clustering within Cliques on Convergence Speed.} +\caption{\label{fig:d-cliques-mnist-clique-clustering} MNIST: Effects of Clustering within Cliques on Convergence Speed.} \end{figure} \begin{figure}[htbp] \centering - % To regenerate the figure, from directory results/scaling -% python ../../../learn-topology/tools/plot_convergence.py 10/mnist/fully-connected-cliques/all/2021-03-10-14:40:35-CET ../mnist/fully-connected-cliques/all/2021-03-10-10:19:44-CET 1000/mnist/fully-connected-cliques/all/2021-03-10-16:44:35-CET --labels '10 nodes bsz=128' '100 nodes bsz=128' '1000 nodes bsz=128 (45)' --legend 'lower right' --yaxis test-accuracy --save-figure ../../figures/d-cliques-mnist-scaling-fully-connected-cst-bsz.png --ymin 80 --add-min-max - \begin{subfigure}[b]{0.48\textwidth} - \centering - \includegraphics[width=\textwidth]{figures/d-cliques-mnist-scaling-fully-connected-cst-bsz} - \caption{Constant Batch-Size} - \end{subfigure} +% % To regenerate the figure, from directory results/scaling +%% python ../../../learn-topology/tools/plot_convergence.py 10/mnist/fully-connected-cliques/all/2021-03-10-14:40:35-CET ../mnist/fully-connected-cliques/all/2021-03-10-10:19:44-CET 1000/mnist/fully-connected-cliques/all/2021-03-10-16:44:35-CET --labels '10 nodes bsz=128' '100 nodes bsz=128' '1000 nodes bsz=128 (45)' --legend 'lower right' --yaxis test-accuracy --save-figure ../../figures/d-cliques-mnist-scaling-fully-connected-cst-bsz.png --ymin 80 --add-min-max +% \begin{subfigure}[b]{0.48\textwidth} +% \centering +% \includegraphics[width=\textwidth]{figures/d-cliques-mnist-scaling-fully-connected-cst-bsz} +% \caption{FCC: Constant Batch-Size} +% \end{subfigure} + % To regenerate the figure, from directory results/scaling % python ../../../learn-topology/tools/plot_convergence.py 10/mnist/fully-connected-cliques/all/2021-03-12-09:13:27-CET ../mnist/fully-connected-cliques/all/2021-03-10-10:19:44-CET 1000/mnist/fully-connected-cliques/all/2021-03-12-09:13:28-CET --labels '10 nodes bsz=1280' '100 nodes bsz=128' '1000 nodes bsz=13' --legend 'lower right' --yaxis test-accuracy --save-figure ../../figures/d-cliques-mnist-scaling-fully-connected-cst-updates.png --ymin 80 --add-min-max -\hfill - \begin{subfigure}[b]{0.48\textwidth} + + \begin{subfigure}[b]{0.7\textwidth} \centering \includegraphics[width=\textwidth]{figures/d-cliques-mnist-scaling-fully-connected-cst-updates} - \caption{Constant Nb Updates per Epoch} + \caption{Fully-Connected} \end{subfigure} - \caption{\label{fig:d-cliques-mnist-scaling-fully-connected} MNIST: Scaling Behaviour of Fully-Connected D-Clique} + + + % To regenerate the figure, from directory results/scaling +% python ../../../learn-topology/tools/plot_convergence.py 10/mnist/clique-ring/all/ ../mnist/clique-ring/all/ 1000/mnist/clique-ring/all/ --labels '10 nodes bsz=1280' '100 nodes bsz=128' '1000 nodes bsz=13' --legend 'lower right' --yaxis test-accuracy --save-figure ../../figures/d-cliques-mnist-scaling-clique-ring-cst-updates.png --ymin 80 --add-min-max + \begin{subfigure}[b]{0.7\textwidth} + \centering + \includegraphics[width=\textwidth]{figures/d-cliques-mnist-scaling-clique-ring-cst-updates} + \caption{Ring} + \end{subfigure} + + \caption{\label{fig:d-cliques-mnist-scaling-fully-connected} MNIST: D-Clique Scaling Behaviour (Constant Updates per Epoch)} \end{figure} Show scaling effect for 10, 100, 1000 nodes (with decreasing sample sizes) for Clique Ring, Hierarchical, Fully-Connected. @@ -365,6 +376,51 @@ In addition, it is important that all nodes are initialized with the same model \caption{\label{fig:d-cliques-cifar10-convolutional} D-Cliques with Convolutional Network on CIFAR10.} \end{figure} + + + \begin{figure}[htbp] + \centering + % To regenerate the figure, from directory results/cifar10 + % python ../../../learn-topology/tools/plot_convergence.py clique-ring/all/2021-03-10-11:58:43-CET no-init/clique-ring/all/2021-03-13-18:28:30-CET no-clique-avg/clique-ring/all/2021-03-13-18:27:09-CET no-init-no-clique-avg/clique-ring/all/2021-03-13-18:29:58-CET --add-min-max --yaxis test-accuracy --labels 'with clique avg., with uniform init.' 'with clique avg., without uniform init.' 'without clique avg., with uniform init.' 'without clique avg., without uniform init.' --legend 'lower right' --ymax 75 --save-figure ../../figures/d-cliques-cifar10-init-clique-avg-effect-ring-test-accuracy.png + \begin{subfigure}[b]{0.48\textwidth} + \centering + \includegraphics[width=\textwidth]{figures/d-cliques-cifar10-init-clique-avg-effect-ring-test-accuracy} + \caption{\label{fig:d-cliques-cifar10-init-clique-avg-effect-ring-test-accuracy} Ring} + \end{subfigure} + % To regenerate the figure, from directory results/cifar10 + %python ../../../learn-topology/tools/plot_convergence.py fully-connected-cliques/all/2021-03-10-13:58:57-CET no-init/fully-connected-cliques/all/2021-03-13-18:32:55-CET no-clique-avg/fully-connected-cliques/all/2021-03-13-18:31:36-CET no-init-no-clique-avg/fully-connected-cliques/all/2021-03-13-18:34:35-CET --add-min-max --yaxis test-accuracy --labels 'with clique avg., with uniform init.' 'with clique avg., without uniform init.' 'without clique avg., with uniform init.' 'without clique avg., without uniform init.' --legend 'lower right' --ymax 75 --save-figure ../../figures/d-cliques-cifar10-init-clique-avg-effect-fcc-test-accuracy.png + \begin{subfigure}[b]{0.48\textwidth} + \centering + \includegraphics[width=\textwidth]{figures/d-cliques-cifar10-init-clique-avg-effect-fcc-test-accuracy} + \caption{\label{fig:d-cliques-cifar10-init-clique-avg-effect-fcc-test-accuracy} Fully-Connected} + \end{subfigure} +\caption{\label{fig:d-cliques-cifar10-init-clique-avg-effect} CIFAR10: Effects of Clique Averaging and Uniform Initialization on Convergence Speed. (100 nodes, non-IID, D-Cliques, bsz=20)} +\end{figure} + + \begin{figure}[htbp] + \centering + \begin{subfigure}[b]{0.48\textwidth} + \centering + %\includegraphics[width=0.7\textwidth]{figures/d-cliques-cifar10-vs-1-node-test-accuracy} + \caption{\label{fig:cifar10-clique-clustering-ring} Ring} + \end{subfigure} + \begin{subfigure}[b]{0.48\textwidth} + \centering + %\includegraphics[width=0.7\textwidth]{figures/d-cliques-cifar10-vs-1-node-test-accuracy} + \caption{\label{fig:cifar10-clique-clustering-fcc} Fully-Connected} + \end{subfigure} +\caption{\label{fig:d-cliques-cifar10-clique-clustering} CIFAR10: Effects of Clustering within Cliques on Convergence Speed.} +\end{figure} + + \begin{figure}[htbp] + % To regenerate the figure, from directory results/scaling +% python ../../../learn-topology/tools/plot_convergence.py 10/cifar10/fully-connected-cliques/all/2021-03-12-09:13:27-CET ../cifar10/fully-connected-cliques/all/2021-03-10-10:19:44-CET 1000/cifar10/fully-connected-cliques/all/2021-03-12-09:13:28-CET --labels '10 nodes bsz=1280' '100 nodes bsz=128' '1000 nodes bsz=13' --legend 'lower right' --yaxis test-accuracy --save-figure ../../figures/d-cliques-cifar10-scaling-fully-connected-cst-updates.png --ymin 80 --add-min-max + \centering + %\includegraphics[width=\textwidth]{figures/d-cliques-cifar10-scaling-fully-connected-cst-updates} + \caption{\label{fig:d-cliques-cifar10-scaling-fully-connected} CIFAR10: Scaling Behaviour of Fully-Connected D-Clique (Constant Updates Per Epoch)} + \end{figure} + + \subsection{Comparison to similar topologies} Similar number of maximum hops but no or less clustering than D-Cliques (and no unbiasing of gradient). -- GitLab