From d5267ec7182a13ad2ffe1a10f259fd79366d1a43 Mon Sep 17 00:00:00 2001 From: Yangwook Kang Date: Thu, 11 Jun 2026 15:13:01 -0700 Subject: [PATCH] =?UTF-8?q?paper(intro):=20edit-pass=20through=20=C2=A71?= =?UTF-8?q?=20Introduction=20done?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit - §1 Introduction rewritten with AHBM-first opening, in-paper KernBench platform overview, GQA motivation and three architectural requirements, three matching HW-SW co-design mechanisms (GQA-aware placement, PE_IPCQ, composite-command GEMM under PE_SCHEDULER), broader- applicability outlook (PE_IPCQ as collective substrate, composite command for fused operator pipelines), and outline. Consistent with the Executive Summary structure. - Executive Summary: extended broader-applicability closing with a forward-looking line previewing FFN/MoE integration. - §5 section heading renamed from "All-Reduce Acceleration via PE_IPCQ" to "PE_IPCQ and Collective Communication". - Title page date line refined to "2026 H1 Report". Co-Authored-By: Claude Opus 4.7 (1M context) --- docs/report/1H-codesign-paper/build/main.pdf | Bin 460533 -> 462118 bytes docs/report/1H-codesign-paper/main.tex | 2 +- .../sections/00-exec-summary.tex | 5 +- .../sections/01-introduction.tex | 120 +++++++++++------- .../sections/04-allreduce.tex | 2 +- 5 files changed, 83 insertions(+), 46 deletions(-) diff --git a/docs/report/1H-codesign-paper/build/main.pdf b/docs/report/1H-codesign-paper/build/main.pdf index 07267bed28ef99d789f99a0154ae2e0198850b39..b977c8d955afb75485a65076577a41cc5e6f4fdb 100644 GIT binary patch delta 70223 zcmZVDQ*fXSuqNP%ZEG?U+qP}nww-(v+qP}nwrx*rPm=TR)?S>dz3J-e>wa&Z_bD2` zBm*CXR6#_HmXVGXmh|ZM>J^reH6DcoU}0rv;NydJc5yN_w1xH9xWea+H7RF&sr@^& zpv&N^;3HiPL-R(%+1QkRY~XczLIm~o9qwNd5HRZf+3}L)sa}{~lK-cmr*iK;H?pVf zpT0h*PJrC1%9n1>H+So24)7($-^>5+Gu1v--)|XcT-E)7QRCJBzMEJrzDC^W^C+lV;DvCMEiq|yJOPeVJUl=OG~>k zx>5;CxDWF6{SZ=Ve0V&xOH@e8PaR@}4pEQZ9o9T2J}^x)<|qDdZ1> z)){PEEEsuK=Dx}n+67C~E3cgOPK1pWxCqH;{DSl*E=`g@6Z0uLquHxG>~Y^$Tf3@o zL;iyXr^BYG4DkJhS8(7Ma2R5y=!M(tppvo%2DlRlV;>0rVZmhtV5_4jnAOdtchj^y zM~EP~>a4>m=?10)4yEA1;x9MhxNht-zaYZ9G)G^>(ib&5@q_YMNi z;bEFVo^42^x@-h#9(#)6_2WOkF#Ay}CU}DTsN)BJHM@s(-mB>efF2wT}}ZSCRxXy35AV9l?ZBuJ_iV|HnCzc7d^1kY{dk`hB@k=oT5 zOtc9RUKh&-(9>ajW)j0%^65Y|u3(nQRk&OeLue6-md*WFOAhO4pw=b~d5r?eby%V& zOPYo>;;K{(7#`GYESPg1W6(K{-fVc5z)bv^C_WoD_Al4H;G~dg{5BFZUTGTzPW>8^ zBvBvrWSZBA%0)L4v|-CTflgekMo+%OKcY;LxN3F4NLprI@QChlCefeUUlqt=i=S2k znO0CA*t$lFiMC3=&^D>mT#mN{$5>~T|W9_!lKeDV2V`hD_50(uk)QEr^>q&A6&4kw-pcQcb zK6+WcEM^uj%DG?8Z5p)CgYlZWtcybsrq_iFVBEOTiD*H)iP0(k{$_<$ri34`vZMT&7;*pYkzVOX1$7Kx|lym?v1v!-%1_!Vo?mo_m82={c{#$b_9E6HD=Rzh3zi{cg9$ zra3~}W7$ravaY`-Ga^*e7{nF~X9_SnTn@DfGW>B(jt2Nm=J)4*{d*wV0F4WDrF)Fq zH5lxHYuHoeA-3xK3M=cMU(kr@9C1PeUeV}w0(x*&jWs~0`Te;E!pAxMLlS&NE~0p{ z^O*~Be|QC%8aWNCR0u+{)3tVY1YN82w!nzQRccvz8lYWE-SnWNuEh*?Iqe@~T$>PWd}nUS zSkWu9TAnS2rH!~-!ya$S=mrg9^gtoH{;Q3Id8elIhYJ~4s5fzCNqCHPIX>jPZ z$^v5UaXt|1$z7wsuR&gB*ucL5o34tNmhA~MsH}s#bx!zU^Ubs?VFu|ldU*}eQ-z@R zx?{&Kdk5_5km^zFCWUi!GzLF0{1z5|O<6I*x`&y3r*rxk80`%C9anMXtjwvX*a208 zi_!NOCB#f@oVWCo7IPnwzk(eR;<0)z@k+>7O=x}iqlj2z1Og1?#-Wt}^6wbF8`2aM z22Ss`6(MpPxcX<3fNi7=PQhL!%gMd?@RKp|%{)ZylQi0=%&kk^@8+3taWdLjAzaZv z?MF!2ExetJEec?pgzqaj6~Ph0M63~jr+?;&A`(c;BN&-tZXs$ZXIyIYDK@$c)XAn{ zn^((4)$;5+qT8X-X2uV|m-Uir*?=b>(y?XqpfI@lXYdu964U#s&bo2!^3X4qQL6ck zgxh&IdD9~HlP(9c9o+1>EDG5Id-%seO;K3@&X5JGb67w3aar;H z4R`8Ba4#o+hsJh)ozNg3N81(jB*;(_4q7p%Xa^8|Z_tkmK9R};yT79-~g z>7$-crzx+-G65=R+RQuC{qk#d2~y`}F;l$B+P+laxBz*}dspb(-zslwf0--5drF*~$qV{K^;j&@0BkU7iG|3cEKN$A85HNwFGxk7KcZrZmgyWq z?Pw|-2LW=TGY$I-<@HS+d=BGMvHG-&6E%?Pz?&SbYYQ?&D zEdTQd_4S!&_f&W0C-H+3X3?O(sgBAZ%B9RViPcz7)iEQG;oBtHmp~u+^F!79v{hBJ z_{Xr4t7f$D`$@1!yx*NMxbFIf}S|U(=I6 z(q*b?NI!T0r6>6Oa7W|k^9B)#({NmYv0@KOE8}v=xga$#jSA!kq6*dE$TNuAr2J|G zCcXB&TuP=@qu=dyY~ml?x+6jnV}2n6isnI3I4D7stg4a5q+-QWo~;Cmb>`hA5nPvKGNK=^g4jZi#eEfKgeNu_X4u>BVBL@Cq-IGa@)%*HnDft%du1 z0aD3G)v5B?YnIU1)B;r@zKga!^h=?=pW{i z;$Ic}gHx_sM6ett(cOY=pDbz|c3O}~hu2!k4Gz5oh@h)3zI z_3_hDq)%R=9D<6zM|X8W)L0nf75iYwB#cr>T5XRF%6JolU9xh-bhUqt&s0+RT9nPFKd$&5lOztxwjCHq+iTg5+E86qn_Ts8h*hpzS0ny%^mXtN>z+EZ*V0x^9qBZ z0310#`Pr-bMKM5HOUF8DFX$tc7ttDyQ~8USU7(K6K*0ioETfSiH_8}ieE9GvaSc<> z9?WuceOgWp)sT7nipVJV%ghJB>BRCLtVNs#ZFI!BNJF9D@?txSRUjNTwkY{U#eef4 zQ^>$uMVBK{n}SI}Y*l!v5aoy8n<{!Gs50buS&PF?1PNU|mSe~&wLwyp;VkP+Q>cVE zGhWn9qoJHIHfmuP-D%5c(+J~-{Xk*6EoVg?FQ!M~=M(DQ@GnKINdg&&;WsTI3^JXG zyHR;_a9{uVM32!EM(tES9pmb?q}C`WwPYg>%v zC0n*_rr~JxQvIU4GLq{vm}T^zb!Sw3jSUCaB-0iVP?%^cyTdV#FQ{rprArXREv0)F#0%sr zh0wNo=`MX8LQB+vPIJ=;e#4FHzXs{|7gmX76{T)7UTxk)FN%BMqqbcEvv*EKf7nSH z%|MG*vJ)nX@obcPdpSVi#(4`);(P{+p(khOy)Q>fLmc$|%s~Nv-n$v_cWX{pSd;;# zOddY|{?@2b^dcKdrA^rv_V(iSw?6jNgNOY;6TK`hUAh?ZDL>J^Z%CuopOPS0jfEie z#wL{5ic7r>JVXnc>mFf^hvct&)l~fL#t*VX>18Gd|1l!zuen8fl9x{ErfAhqK5xk1 zbcG5c^S#yz5*`4cZo7j9ZG~^-RP>5?m%WKjw=x0e((w>U3*Ux@=%HQ=EzjjoIq^CKv8L)D#+qjLt`ZR$2%q@4`0Y5sdy zq}*o3(wt^R@!1WE*7~T&aBqwj45MtnQAiLpAej$sC^hGBzmYAojz;%4&vz9<^lPAA zoo5#G=l2Ke$Ia^6_wWa+hOFQDC+^452kY?roMxKhRh#Wyo7?W`{Gel7L1C!v?Oj9r z2Dy3*-@}g#b!7^ZvY*U{(>779XZ!Iip8|z8JJ*>J&en?8F7CSe*-~Vwl&?oMj3MCN zzewD1zhe16v8th0BVkSLO#UAP{kPd0S-~=M{2wD?V`Sv~-$vA}%NGb?Wt+i7< z@9D$;M+^_t1xg}DPGbzkL`K#&msI%uJ0t)e6355XY#P2Pa=^v(e%gTHAX2>hb2ifl z?Y7tF;e2}1W9V^r^W{6l90;A&pFF*J+6CS}uV#TedxZr`^Buo$FYna-Ie?Ah0~0a7 zyT!hj|NB80x|T0F6lg{r=o9DPdw41b<#9&gJAc>~0oy%t|Bc?|Dg;fvi05T3t@)X} zQ7#Xf^bJ`(Fe*q2-U}7%3}`Im@3|+2D~#_Lv**1&yYuBpFH^QE=95h*uy06H2AfY$=pLU#Z2D z9Keavg2iU+c+;ilFo zk{4HFwN|B_c?IK~nq{HBDhZZ}%!6egZVvs6I%(E@OT)y-Eg-!+W>=;|I!WNJ9M#cG z@TPiT7p`86N5QLnrkRm7dc)>w4VJstXp6G#Z%K%HY+1@a+H}1TDCQ`pxpsI>wl3$| zWz@7{ntkyOS;XUGtke0}Y{jAmRk7?)oa(i^@D%O3%uXe)&XTj^m7UajTGgfKefF?k z7814<+EUdA0W6@#8GzyMBhO@NU%+4-0B>jW@0tJ*EuNB!wh0!x+tmCH*LA z->#P#5ZjaGy$osGKvLbiPY0$toCn*Jw zOveotBAQ2>OHStYxyKnrhVqU-&^mBcxTsj(fJ9hPXJpDpV> zA~v0lUy;@}(@dMZq)xt0lvA4=r(fgtaM~*|E-yJ3dMAkcm(c5Tarf(~RY|J5o!E;2 zkdYWJ;uk4VY0D(ZD%N>zOuCB6MtAUj8&cGm*Brzh{r#}(u;PgS{fw8jaa;PW@r;Z_ z-}R!=w3-(GLB^Cw*u9gASRI2_7#qPVP-&xL>=PV)a!6Ip5zs(YQ=XiMZxWJiqm&kM zkji%blULPi@9ZtYLn&T>M^j~og=Mt^_)=9`5ku>tmRPTftR}HabalfGx0X+sdllWi zwz}2mFpeh(aA>GpLem$z5pOb%gwXB#MfG=;`Djon<*(4)WPpUh zFlmi(zuJy#*dXo!+Gw5`9r)>f2vtp)R?fwcq7Q>fF+m0ujJj;fbI2TX!erQlau)P;P+?U;02?tJ z^83|}y}2pLgQb6UnV{HP-n%GR_`~3IlA915yHoX)CcwYqb`~NnHd-|k7)Z=PPS#-7 zn*n|ESG`wl(;Z=+&aL8_Y}elh-Izq=Jule43d$}aq9%ug` z;==7;UDM%McAsI@G2LthBA-oGxJ_|; zWi%yQ!7!LhTadPm*M^5X?;ujDvK5DxFON2a*{wRlEv6HdGO90r^Dc>_qWOV;RFGR6 zDZL-3vVrnX!HdQ9Fwwfu6}Xkn%iw+VM|Z+{?PE+x%d$>Ys$A3uhPJ1}HOITC8e7$` zJ*)aDdEl<~l0Q(sD{gYHTJ()@eJ%TQkry3i$&{1)CLqFgXJ*gEa{hX##qs-#7~2vl zcD#r4P>qwQX-lGBlq396*1DWyFq0&c^4_>?s66+;?_%6AuSJKcKMW7fFo{=9@Ai|1_u z0*&p?FG~Erv!A!y)Cwlstk!8$baL>6-fZ$2I4J%rUWU?@n8|B6FurdppV#jryXWqH zhHK0@c-j};tZ~8zSQ-sVOe=V2&DOS*!$$EvpxvvnIRtEgF=;Xh1ZwYm|1Zt94X=+% z>)P{iO+PyC=K@jCJn>4|h6NBJ_cnt?sPM|qbe_Eu@ zf03o-W&c_S6e`4&{3D-v7Y)@r7Kr(_DL$-$8fRWBkdtl+?PusY2_o9cz6AJ<3%C)+n0(doLGapTCwzek#}@D|1}5WJXturOH9KtZYQ8^(R-CIR z67||`GvzR(YJ6Wx?vRA+*YJ8Lg5Tht*nV=lr4qT`vq`#8rh6$dnlpz{Y!@C@3jz8wPyJ&cxHHwW)C}<^?($9@s$d5MENh~6kkIP&t6idw(eS4c7>Cu^C zeyT8B5B4a^Q3sjR%M59KhVf(bMsinYJ^#<>Mp_#egzYQ9gQ^*9;onkzCRLA2bEQyfkd3wJ1}z`fVMD23ag$VTeMYt)k$#Zxvw@T#-K;wW@z6I z-HBjK6IgaEs|Ht*LN2R6Cf8wPtoLR7A88d39e!`Sq?su3}Maf`2K-9;# z&iks^?y)u-jNTUL+5@}0U$V@UaRsk*0*{e%(VGdjl(X{&PM4Ue z?mC{?y&94fdDcOwS9aiCo02)XfEx>%eALVSW?4#iAuc;!_JC6v6c@@`e@?1ek7-Z zh<}l875{tK9{vc4-^h5R2~)_K0|~6OiQFD7o>j`MQF`b5Qevc0icy$wG6SJ*NLPa1 zTHHP(i@cDkJ;=D;prCFzDlnBHSgy&vz-`UNy<^DiI|01?qHy7t>uEo_zsJfYzCt?(~+CN zLE6w9syx!V!9(1)09CcRRXgU0dLpqPqt`dZJ`3+9XG4Y@`V74)&e=y)qo-wPKW34*!cYWtdFUr0nrLB|C8=d=nbK zcE~T((*6^2rzpvVp5v`Bg86rqRyqaB=C2%bTQzXeZN9WQY;A0ezDj@{Obt^jY94FG@bPlps@Vb^S$B5qAziaz zBt;MHCEt>)xw``;vM9DgElnSYpr{Pm>8z;gFv6D8wh!eOoizs%G~hg4KRcKf9MDBi$Z`G+jdBLQ`zdF64{nv}mK3j%ciU zQ_zvLF`n8kRa#%a0NI>RYqwwNb%Hui-In=hrGOtm^fKsMhO{e{V}F6#_+fh5NBJ+KVL}@NEBXnYm^LmS zCm7-fSF&U*?bXw5FlB@|{FW{uI2JeUm82sz2HEGiE~!{EPogs7Pdq_8d~wxvlU_34 zsi1cN`y%@DBn`(A^!&+#DnLifnhs_OT`faY36nGawMfNUyj1BLvveoJpe&hr+sM3> zp7kn-{-z%~>ZTbDue9_poh?>B3^Z0JL|S!Mx_0jmBA4n=-j38IN2lP1$@w))mhREX za(cS}--D|*2P$8)gt0Tmsifht2pGEvccgM4oMxgBD+_0q)iGFUlQH0YC_%-+zbOvA zI8>77F{v%zq9^hQ0W64`EHDxK3a$~0J-H&LUud^2xjx2o%9^DpkNT=UZ8Umy$+Qpb zjel!$LOm;YE}u852aA;xlrn0;2{5o!^S@o_$xGVP@Rs>YqtFT>8uiO+jFoskxeo!r z5$S8*V9hEG0U0hHI7Tu>6;fmMf;2M>?SyNF;OG-q?!lI;-JyllMSXpQ@y|$Zed#K= zWWF|*doqqg_tIYYb*goH5N8(;x$mW9Vx@(bM}=33m2Je5N{?S{ADObe*37~*w^`lA zAYzAfovl^9rM>b@uRypb>W~N%)!q(}z_!EQQD4)G8ZC75G!_UmZvL^$p{wS`5xan6 z?2@u(?beKTu7z26WD?ByHfEr=W))R5S(dwiD4R?Mo<2hY8yw>#CM<46=Vt=*;Txoq zi{Gy8RiJh`;ix(?E0NNZ|KN+LGjqCXEzX%jrdYrI*EU+Z`apVRT(@oPCjAB^z3p+e z3phZ?`Mmz(Bwn!`S;#bnvU24D^ZKk+Dzf1q8tct98?qyzL>#Ux9(K%p@3(I3~j^gRe zLU=4@$391OmC6|n&5}f|+U*yI559!W!1%Q%h+CmgK;m$}8uwV~>3|4Ar&Zr%7R+#Q ze4KI$5rAW0n{-`Op~^Q|^6L8Y91@<5lOdfPVo-`(%jxNfM2D-MT!2T?AP}roj#fTO zh`cW=!q|_jYQ_APtOAf!kee&i+_kEAG8>0>9Y3&EJnEEbEg&*A=pM|Rx#uEnU?sIQ zl*79EM-<)YekdDx%r$p7@12A@Z{7MHxuN-Ra59h5g{O3EAIfjqNmV1tCG$hfFM;Q> znkL*UaO+O7pGUM%t7Xa5=KOG=yXPH9fMBW`H66Ux*wt z1+*RF)Z>n)s)=H5q+(T?jKJjd`iN=!vE0vx`CRy!|ml%6YRZa;w}7PcnB5kFsUQ#lQD-YR$z!AyF96IQipqQl1&dGrmRY zolo42A^c3<0}D*I$}!Xqoo`Dq)x;MO;c~vto<1Vcp<^wYLO$iQiAq(x+d(8HJGwh} z9dGZ5MlqNh5D4csSc~NS>Hx(jvNdsM*795z({7LAm$lQiQ!I=X+Sc9Mi#sYXJ!5nJ znui4r`znXFJ;fF_7aywU*MnRj4-_~9|4Ox8p#uIKZ;U0p6{%ON@JdOj?tX50 ztSPan%C%-LG^#YV6&H>|eHhIVG6zOjcCah5y<_LZp`jIT$w8C|iuZQ)LVH!f|th(KW{MnQ~s%Q?z2tBDe1gdE~LS&<|_s zeHD#;@R2EsNh_wCPeN+oH{CK%{H47*RfOT~2so{8P)HvxuF_Pba!&glox%&i1m6mR z{OS!PhGlU37!I>{Pg0oUAuh{te!BeRH^HXd8D-j%=#BaPJt=Y_guw48(iHvKZB$hK zb?7vu8{S=ohBC(4?0MfV4R@w5=U5Xz0oZ(i>TLc#?gB!gSA>K9Zo#!P^<}tly!sMz z0_yTyDttAZC%+t-b3*m389$GrU(;aPVeP5p*zg$f=cCdcW05i1AJi=YnRoTo+1sYP z?GqzZyj-ja`+uoolUkGGGJNK*t1xOhf#7w;^CsiOElY(Z#(XfeJD>Q_vt_zDS#4K) z7G8Jc+rzD1D73@8@$wnB)w&;0rW}U!zIp z@|pejE#P5>i~awX2dwP>w>)5BXZzpf!8Gq=jLo>BcTWMEgm3UU$1alcqY;T2GB!?T z=O9f-hn=@EF%BklPtKUQh!~$-_M$P;b5u>oxe6aK@gadD9ndxw`RDt1xH2-;G4iZ; z^5bTI-F|-;>1o&g?8aT6p8rEnuV|~Fc_DamHFi=Jc;8^O5%RXB*C+gTLmSu*t^@h% z>DDVo2K|XcALJ7%t_WSd_aO`oG2P|eZDp?(xj~y7Deh?g5;i>d%e8O_14U zO?AA*fPO92mK5{Nc|g-FoK&t3s3gIN=s#N5<)6K0-kwIFoBzPPGw*5TuZJsLT^l{) zVf`O6)CGT0K9G3;zb-9#)Y+BPO%Za-W8(Uf_mt(fhE!H!s|@djnS*&HP3KHZRoi&d!cP+t)Z zukg10Y|9jD?y3iKEa`0^qW&0njZr$5QN41&^Sw&K6RL8)z16=VUQ`0 z1cC*+J@gsCWSGT77LHGIt|0hS^+Z{%nu^JN03i}6;A&l@l&K)ttU53(dZZE`lb)vp z)Vc`F!m=nydG%jDp>=96GbDS|K?cgdfJ*#9XJE-fH zsN(n>G!L#u`4ZXE`bs+^hH8qtVT83L&FPacD1TH3jfRHU@VK*Bp`Yc1y*0~!*F%Xs zO%W~iTmI;k`s`&qQeBIsC>d}IRi|nt0{3OfDuSz=z^LS<>h?w`*Dp|6DVC>8T6Zk< zLSl~lCmdKA@s`4SPCL1~@CyQ)S6DHAZC;%BR09Un#9YKy;7VFtIT>qZwt^|c(O!D;8-k{A0c;&dXOrLe`qoz++Q zlF0I%;EwvGN{2j<=_!7HML9Mu(yC+K{p@NwR zXp8p}Nt1c%3SQLXg-bM%^jVEIAW#q4Sla{fKJzRqS0aJxH5l9CTILrHv=!IIf;CU@ zJ^C!ZJePiJocs!-)>pr{(0EOgHH-fpnaN29c_VboL@ZP6R-kZ*E2nB)12q$F|6c*_ z)}i%#3}1AcQ8XHP&IiP(38ETPj}?NIpDCXMK}O_L=8OgKVOYeA1+e%$K+ZyeQ!N$q zuwodY0kOBE*~U0~(1TQ0ySa~@xM{;hx`#-0+>jMX znw655)8_F}kxtl%kqRkeGv5ASx1@g4EQ*hZBWiakX%aQ2imAF-XpC-g`cPhlL%2aM zD_L@^G=|o=@{)MIO={>Eu*-uGBd@?CgkV_!7DXJILwqx*%vsp2MgfJhECIpvB}O-F z>re4U$uFq%*Gf8J3BB3O;`k=mxkW!tCm%j_nJA-o&Rx+pB*Y*bU=IfwU03zDz35H)Y50qifL_iE%e4x3=bs$C_p(bb~zO3aV?+ z3UbKA5ka$7f&=h?P4nbVJ@7vdM$!&@nUT25SE;?4S0WJzbR5P|1OmOLhhl@>Wa=tv zq;DExwsjN?X~}P2cC3VDLxNVqi}SZl)4aHovchlp)XbJfBzy8?p9@eLVaZnCMyr)( zRh**KO46ML0`=?EaS_RkSfk@AoHoHOHJ8qBkAaq5+qe?IVYRnGRU&2c$9pmXIvt6ASbhH$#$&R-$Nf0fledHl)nfTp_5t|>pC zw-6B~Geg&NcCk=mtPey!_cM61k%CqKzO6ax{MwT)R*Uj88J2943tq zYeq6%FxMi+Qc-=h0Tma6FX^n7X;iZ_NKcM|ZZs?f_J5+u;*52y7%)duDZB)Id@40C zxZVtZEr5m#eY%ODtH1}It?_0EOz09%b?7z8HhSI+Pc^+zTu;?8+Xb}=og@F98Ra!C zak}_|%4#3vSE}Vc%=KFVyUKS7rk+C;bz9e%LN*OmIWGd2S&0?wr0>CJ@`xiDSYq%? z_l_I`JUp3a8h>gEF2T7vm?oZ~P`T?#lFir{)H0l%a3Bk0MQ93ns=$bj!|^TwZs9YRYjr)ZY_)Lw3+$r9ki>Ukvzt z9-r%fxlw9K*R}+eq9REbnpC8$96AzVu)$yx_~9ZyBG=)ijeu+n{*sv0!G^Cq9!CRD zA&hxBb}y1BnTD0^65`Qii#oEWX8Z}9JyH1ua}~)#Vi;GwG|n3!d3z(~vq8|hCjLVL zJT4|^s!Y>yI67mE1Y^peHFSS2|l>JFs5GhZhH)0q~lNVLT55VYHs zC3*12yPT%jVxeZ*_owhHo;kI))mp{56l{!_t_o_BN06HkN@p8nre_;?))V*rp-CbT z5EFy_WQFRxSaq&-Ri+Wl+Lp3<2{a3VHu1XWy^H4)fs%6SHv{~u9W!BQ6!}N*lsG2D zOmA@q-hKXYv~-&`p0l0p&A7_M?}807HM*1| z!T34`E8RpAX54>w^f%uRU!C@Cy35Wc95QJBy=e&W1S@$Q{&R}H&aITk__B>Htm!7- z9Xjh_>|4>cn9a+A5FBO5JP5e}``sY_zZ=vZL>qrb@DrtS3e%|)h`5Pj$$+LSZga1Y zuEOBQro}olv+I*~`3XmYV1(GInH{y2M>$JekVB%mFN*mx3m1@S;NL1LlM`Bhp=jN} z4h8E-b)D{}lImSmN;txg3)R94T5b+v9hJKLuX!{p;3M(Y!GE z*ylfN8O{Mh3g?)2B*n1hQzCB36WCM+4)%V~WypbdqU6T10-t!D*C9zPw|1iv(nosu z7_aG334d?5xsi*oBU5Ey>IB;x$Z~`OlLzga`5J#ns~)w`#kB>06S+J}X~s4?Yco&W zn8D?8{YyiD{V$wL%8ZUH-VpQ01Q*)1Hn+y4PqEV06f+d|f6>&iA>C*m%TE`;yR=Mb~K+>RvQgF zg4g;%%-ObM5at~TYlOXe zlR-Y>lP0E^foc)(wlU?zI5mu*%<0gUiETk5lJBhN>yDrgAuzaX%=EK0f@iYq$c!3e zT?_xsh99^$&O&&os8F%DFx<7$B9>GYzCf|lxv_`k^AXfd{+8MmL2X~+Zr+`~6YIz< zKVWp;N6`Fm9YoblG^6T?I!Wz6BXqa~!!B?6M7gWO)q)S?j&E=wXwQ1FSN${f7GEOF193Bu zS9Tor?&U?_*$PpkkG}WIpYO|Dw*M>{YVIeChGl=WeKgpi@f@t=h&Eo7=`H-Wu3FF3 z)@PQVnlCN@P3xl1j>DMEPD%H+$R!owM=;I83Xr_PKUBLFCRaUjqiai54lG8LGZIJ@ z&0TvJu7XK!x`(tp5}`6wh`Tc#OUe=4!WMk~2+VDMTyB`iwy~gG5QgTBNw`Y!{1+I# zbmv`)k49Vk(Ny6LQRs*LG>t_WG4QdVZY?%n-Xv_v& z-54pF(=S9(-oa!~PE%=GBLZ+z;xU|9wgjJr;i_s;D&0-{2_}|_@sHK1Sh}s)WNkc> zz3;%@!sYz*dC^-iiFsJ?)@hvpA-OCI+$Lwtet+;1)g$&bGwuV~zd%v$S;O7g2fQUH z^>L_D6}GBT;>IBw>pv>wn(xrB^7e(9xfghA1?i{lC;ny_EGX!$y=%N4Jpui;&4Zt% zd;LM&U*f^4JFPOhjJ>}%~E0WiXMv%zZSd< zc9iHe$FMg1k(<xs+T#@5B9>3j_XF)u*o zNOpmo9`}i=TlHaFhZH(`q*x#j!;rKPy@LOq4Yy-F2yKPDMT$&|zA^4eh`vf* zbW+kTjod?=c{oM!Rdw%btQk*C)8ocIB|h2T=NUSo+g-E?Ix{iOPJ_t5UqhbJw6-3S z#SoEhyCdt{S{rwEwx@MF4;dQ2@Bx_4PHi(8-`SjWA9Hal{tEfM(be=XOERvk!*<+1 zTT0f2$FrAWA^sHs7Bp%l^MoU4TS!1Lh6)TT7$N?YVOYDCXm*4Z9!Wp@h>$Kb_9xK= z-FLQp#gLr7X@nlkyuKg6xQB@%cw#~7^WHhxtLNA3y?`Ef4rHG`1qci= zGogYJ#vEfr)1O&vr*i(Zs@=jWZ28&o1OJu`_=(79^U;=(IFw|9LBxuGo+l{#X6;HJ(*x*^?^pD#*_0c{BmpH7R^B1wTu;4HhzT3u2buW`uBl z>UxHfhE@I9gx!B-j(Wcu)Jr;>54&0yzg3GgdE(e$X8c@(D6gJF?+5{+;AU?~wnT7f zJvKVECFSL}r8N|&ybabH?)X6A%G~S!T@m%PgDte@%Lox?Y8-(KLxM;0de(|>s)7`o zVI@-s!W~V-xpAwPLw!n9NPVu}0C$ssf2>|lUMBwE6xlBuJgKsP9g-o(zqDZ-kbD;N ztj);!`(xj9?sV81y?X$S1<#OetcX8xmcNYTX^C`7lF+gs)Lx%K9Pnk= zZj}t`ph8GnhmW;k2@PLeC{!SiF#CE<8O3@lPBFO$Xi)%347joF62DbZq>Pq-Y#)U~ zd*?tG+I6F4a0f^m{6!psP(WHMItNpC`|%ZoBgtd)A=FJE+eBc#{s#Zo$$o7+^gjElFV5q z1kSlZ!Ump7-oHkwun^DgIEfGqbr8Q2W&VhBMbXqJ9sTCAfsH0FGsESZU@0wUafW0y zi~3zsCWF*2SqjXIfD>U#i?3l9+RnT4 zCJGWB*rqufB0Q`h&Q=%SsErEvPmEvuucanzT~ZK-uyH_k)vv*!St`o~Y}8Pxl>VIR z+U0|XDuVv|QqwD?;9mR{zP3$k6{4Y{jwE(>nLe}4YfiHT^MV^?KZyM~J*~c_nETez zQi@(F&8;|`08MttXxIAHYQ>P7Nj()%r6yYk!9x90m0?qcQCT_lPyhJlgk{I_=K|dzv zzHrRs;hmHAZ=K|w|G;M8bcT#OBw{MF0#A#M`ev#0}r45HsqSufuq<84(CqSkKXKC~8C` zI!{BGmEJeZ5Tpp7k*pby`^-#nGW1_TO<$)S8i@8V4@|dHL0RqFcwud|%tF|(rtX(P zQ+;eAuIh>~pA0|EIVtR+-=}S`zSJL07WGQ<(WbPWdRu#PTr6L&JAzRA5+OuR;k6ar z+ybY;rn^(;KST(?NB||J4bWPF>3~T?GG9MS8g?`zHRHDz2Rp ztp82fvEAhMwaR$GkVHHcPZ@qM2UJliqkc08eI~bt=%VPVqBBOYERa8;0#j_@ILEbYT~L$oIP6yV201wxYZKV-dQj4n*HG&;7m$F^e@mPAJob0dEk5Xo?8R zyMlhQ;0I|FiHC%`l5FAVxiYOygK30dwDXtGhMcLnN-HQ_Kwm^=fflPWds%Afzb6RK z{z>wlrBC%)lsp~!4Elyj#!LJgM1$|jCTDw98v!;Uq-=C##{Os~nL>yTa5)O?>gN8& zr?IeEq4n1D`x*Hp=G4f~DV=m{mHk#-84&Pe`Kx&y=s@pf^tOhiZVbNY6Cfr4ZsWL${>s9kHr_@b5T8WjR z9(xB)Nm5_MMdYyoFMRz17_H85Wovg-5LUQgFyVIb3UUkb3RLj-b%|mwTd8}KO&7Wo zcizrZ%+vL68ftt|mhe#uj5Ddg?niysZSr?HO+;r);?|tTgEo(98!J(69w*gT;+vF3 zNJ(70mvG)OhBL7DP`tGyGKvKo_&E3mRsm^$_5qitWk^wQ2ykKrTw)bwD~H8qMY#t2 zC<{I{oP7LIh(^E|G9I0=?6@0~r7x!jM-4oOB3E9; z`)@_*Lc=fPTBp)(p-^v$#0jI1*`4j7=S%dl_vLijN4F~wz-(+xHu8a;87v*uI=3Mm z^-Ra%!&o%Xr4eLVqhJN&4Cpe(_TifqdVomfXS{cvyy$W)mfZ{%qnKjQ5KABwXEp0K zTt1ni4n~Mc*tOg{IeEr4(K|$vtrE2O!d>866?x>g=IdRn+Hq$W!?cDhoxHY;`kF~! zdHaXLL3!N=(EL_pUwRvd$-`trLzuWgovr{YEpFtOe;4HkL9-oxP^?4Z>>I#SaUPHT zDkpO+kW@<rK+~J~?1Q;*(IM+N34{^?nq3i#_#1`16-m#-aN+;z0(0_W}dV?-~QJevrJx=+AfA&v)VXr^lYY z|9AWWxQ_R~my@ltDL{2xxYI&+x+f)SjL-Yay@P`^xZ>ntzJhe-+^dESD*y9yiboJ!7N!hcy#dv?!>+jpk9D^AiZ(Rg`k_-28Dqx(BIhVh;Kg$wkg;hrJ zE@7-F(JGC%thtj+R#n;H4SdUQ%)Ol-`v?DRs}r(bp&==(jasQK*Tas(-2b!bg=4d_ zN4yk0B~`Ip%#fI<(@M}g36eIL@`DEFLue``GR$=BX7z(T{%9`(6SgJ9&hC*X&Eq>k zrOi#rZSLx45ujRl>-|HMb02tD_t5=VXF*>gHCM0VQ4s^X$6=$K(b`x4qog%R5=>Qb zJ+7k^7cptNF`3e1_rwbHOkWbXzWo)|zDo>1R0-{fcA!}qZt)@mB zco`|+O*O9?DU+0mWlnZ2<{g*sfWehKMy9}pZ^1d6>NsTGmWDb1_`B!3E$e_dW#6T?fK`#A8zXLTYpQEDODULP2%eq<)j1zoUGyGy2h^0HRdw{VZZ z0-B0Bs9QMmF}?I}3#=e?EUsCsxFR&dn-hd{FC6;n;<&-ka4~A^v#&$q%+2l;$TKNG zr&Bhr+9hVjxwYBcGC{Q_Y|omM%T)S((Ii!!1$Zv0=gI=`s&_90b3$gjK0P{c#%I{m~fQ{RN6Y(UZ1FtHYxBX z3uE&mr4*8gAUGz=cQs76MMeoa--ES<`XryrZE4H5P!EZaV5`w7X(f;h015Y5 z$kRdUL+pH$G0=Pp%r zJ;7ZPU#=TYX?wDjF_uX*8ly6_h==? zlfvtF2hRm3=#PaE_HT2ioJk{P{kJ#^N;~9@VT!H{K0uTtaY$LST`C&3jm;?jJb_h+ zC>0XyrLBteZQmpv50XvC!%X$%d=fdL=|%*BpRF}Fdah5R8HdKq)&rp)V4&-3A)yqa zFiqNPlU)leTaGgL)wI7os)Q#|B6eCnlTEpYN!c8$Pf-z^jq9)qc2$~*06l1OZ}%W2 z0FHZF;vjuDtzbcYxuiw#OjN>8UF12S=S5|wob1G&v_P@N)W6gF?Mt1rXgqVFgP{VS zW~uP*xr#6RCwsD??ybNAFdz9A<$PuPE^twQYt=gt+18R>b zkL0iYA1^&D`rnt@q*{ciQ!CJmkS;B(i}Us^L(p!}-_E4Y(*}qgMU2jmrRL!CKfE@w zo=}#lCcJ_b>gV_cnl7lNPBIti{fjd2Nq#t`ho^4jJ0CEcxY+Yp0G_+JtOk^n?t#zC zb{!qC1LHGWJ|nNS$-tEDb;GB)%>%^`u&-5@p8v#+=4DkxpF;(y0OChj1!fX^zZyDU z%Ytf%m&j>3Ab@_O4Y8u)(X$TZ*c4d%ZM>4ejG@6h=^Wj*cxirm@`*p_d@t{kZ0Y08 zpB1JZ{=EXE3uxC5KpWxbL<7rZY`Tc8T3G><(wHEJ%ECY6V)jjAek3Nm^~T(7fYzrp zcZO+pBP*C$5z?g$-pDYNNsk2X+gkL&6Ypd}Ldcl`a7F zQs)_U9%vaz*eqi{MOGwJNR!I(O4vrQE6D$fU6yC+MsGd?z$E3Y8opr!wDXK29?rpJ z*JZ*!-ptE|A}Q*NIvRMWW_-3T8xV@dOJ3?zotLC3gWX$UX=JsyWE84mEw5~s{{f7U z_Q?pb7}x2*nroEyJ%D>K)!fI7h||7|W(Tt4c#k_GR&aIl+HXbhYk^)HTVcrt;bRc% zHom(baAI){5V;ZVT_EU)w_o5XCZOksS~N+(bTZ`iVv+vsEqs#4JX5yv(jh zsQ|Oxnq+|}fkm`SW`jMJr^djh7-kg7qJpAYN;%gCteO}SlcIm8)~x*q3baglvu|#g zTUz@CypwtT6#K}*)5tN~6Vo|-oY1~4pZhbprU5PNA3raSr>egez~@rT81T~U;=;-m zwBAsS!n_;UV~GhaF9n%99@xRzo2zyM44k+PJQf+=Vx+@+-I0ucH{)sL;wS?c znWcO5hmI?7(C-)|?a76t1@Oo&WR#{bAk}br!tc@j?39;XxYB-{+ zbdClrg})KnO8GpGS21-_DB^-%S1PzWO{7U-X7|-cn>bYK6dm?av zw40lqE5-KK9@8__fc{9kWy?~dez9Z^R@r>d6Zza5ceXwY0!wJN16@uM#Q{3CO36AG z%VHaIlXedfL8)|y+mQq{US5UR_;<_@JI0gMOAa&jRYBKaXrLd?!5HfGZL%xDB!^2k zkS>1~0udjrhFOX{A3V%8PVry((9v>$eIkGy859&mApkWRxID5EVrpxHaSW#&^RfSh zWTvRN9p`I-U?WP#V%h(WMv?|Hf=NDYVKRNT_D;KOS#} zjm|5L?A`oS#$}Sa)IHt58c#lPY06M=?3uQdb2WKO-r=I$X1-912g}6KIjo+?AD^T~5ogQ(0JPH+YG9U_Kyb z%TlhPgBI*>Bo-n4V(Qtl>E$Z`6Gk!Xg$_s3r}9a765Ye>fJPhl}JVgZ)n;t>Mr zDcyR(PAh07;#uvZh^5)0y<9Cm3svH8c^C{scBBBj4;35@5=b-Kvde ze0*ZUQ~IxUa70}MJ3!lFm2SjG1{fMyIJioz^3EFoj|?=5zHiBu z5luD?4iR8EmSLjF>}jTKR_cljQEZ@oO6og%QMH{l;Ma!2sVWVfy+i4NIp-mR7Ft-4 zW3T2MM`z1&BKKpy%Jt$F%7OJvA;>t}dD^Py25Fim>T80%PyFZXU^6&cJ8WS9>qed^ zwNluaH8~sABnP=%7=j8AebTs4N}ROdp@jwurv=Wgj~}Xj+qnFb3&In&S5Jd84vPtN z8fq}V2~X{?*bX7z`R@ERxP3Z|&qvpW^BGUnlriP(In9ZHN^GMnVj8`O2Hd?bHeO$$ z%dw=A*T6x#boJ_`8h@n*rl_nXCgC`@y6d*XM`yH>Hj* z*q{}Xa*Nzye@77%ZAKC?7{CA~hYZ>XB)n-<4-XQdgG=#TPGfFpo;1vxh@dd(LmFw@ zN3+1vk?Q&EO0%{JNsDcXad$o>juz^O6<*)?CtHRJUjuL)Q=$C(5&2%3iw4np_D!4x zZJGJ|jq1$@{HO^)B@ZO4+7&rxDX_vtc85fbN4uBO=L)%MmLGENGx%L1See@UeVw`! z|AIJRx4rF!?#tjTVu_2i3~3~W_XB1mI#(WKJ3d$pbRWvV=r;xLnfmL~s*TYk`cmZP zixNo;*u4og|?N~<&9{`KsU=JVU~)oa2%J%q3_`%o{}(9qeGRjt>cL&Qc1 zJT}^OOtA)pao_c?N)f@;qL_D^Z)akE->jV|9?bJ|W_;yak*fN&sfqKl&O3O3Vzsnl zOVK6z>C&U2T5^ys-uKQ~l|$NWK^P~~OhTLc6o9{Ca>jOZdD>RMO?lTG%Gz2OSrgyp1b{jH8XsqYnx}9`hSoZ|?GAKEfHrl<_zA8_m$}kkBOz6|d`^PL z>UnDyI$x&=$FUy#xaC1pO;8{plw7^U~V?>s@Bcb}3u)v9ChNV(Q@s<~0 ztPzR~u(j6~7drGnyzDF-mi;OL(qF%O84Xq6&d60JH(E{agri89nFKMLR@+k?oY&T% zBJZ*&M2Q`FMZn1fwVwk0$_m<3EUr|?HgU2Qre@~XjH8S7EkI4=9f z;@{|&O5-xuT2wUBvoPus>?DhUf!7~^PX_5JO_?4M5r3?7=frGsWPx$RC#C4&@Zh1x z?Qo0G@0f}CQoe+Ix?efkOO<>?Rx@{{PrZe1>gJtS;uRaDtq8*sk=wS(Txd4at6Vlw_9epF$AWN;^Q z2W_)nmGf+#_0gzx*3a5+9S0VoE>fnW*WS6Fh7+kku6JcHsQF_6fA{W?AAtx^R-fO~ z6KWg%drFjQq&1;q{dcG!URk|%N7pVct32vC`N<7vqGDWZ36+bv^oWq_P<|-PP`wV~ zEEvrp!oB`BQ3j2YQ1Fc?xVZ*k3v)>2hs|HtM|RwmiYk4x7Bb@HD)((bo3zIBnUQCD z>Azc=HTiMpA=i$X(L+n=f)%FeUlNYhIYBA_ zF0HYnFE=9a_OQHOqkKxlV1M~A zTV!Ss6eeN%)dWs#*;>O6$571<=cy{GZI(riO6f?8M)~Mqw4q=RgF|7!F*#@RlrHtP z;WpBFBMHpt+ssfhPU;mv5%Vg!Y>@6jc6}>V!8W%W0ff51l>YkMsiPkGEKuyaM%qj@ zT-vclc(HT@&N&eQLZTF>#2|a<^QU5mC5y?CP+*`Jjvw0>fpb$Ls#!Y1Uy==PNoccP z1pSbtLsgCxT?lPThlvyy;pfQ?t`SXOXG|=uKG1(o{e%+5^~MiCFFkL~D(rJMH^SVj zZ9>fzH^9Uk3Jh7Se$sdFH|N5TK$>{a*Q8p^d5P~lLK#?FC=bh7HfCeK zhv=s@<)_EDUP7}?o*X}-Qtk60UZey(kh&B`e?%V0snmUeQtQEE6w7qoHdB-!9saT> z(F+(1@#5F~Vz#r}JdHp(5oE%sLw|yXslQ8V_y6Hrg2u>zz_KqGM~oPCwD4$8yH5YX zj7r)#h2Rth6h*foJ%8Gja|DH}(HsNJwmK}}n>;XV8+!RPoEy_3wa_bmp9iv!!6HPL57~&OfaSL_ayZ{1id9Itx2skk)#f# z!CQ53!-!@8!XdTudHmmH{9PMtch;DWxg*U6c z(YN6jX>FXm&LsDS<7^{CvL!e&NXA#><(#VBV>3G+8lNt845;U~^K{kmsH{UUQNTk` zjVtV+W37@L+3^{(?vg0>n)pD@y~g9G8IZs_dtS92Gs!D_TeM$awYWZl@b~TNRm>lF z$?S^*SOm%hcQs05!&%mE0NSq!^Efb<$$*LZ&XL(~*|v7n0{_MW-#oI(-wZAl;ns*Q z6F-Y{qkLA6-yMT50%SkUkN>}JpMxX$KNz?jtQ`0l5}5OUuwV|3aHM+RcBFcc0`~uE z|1TuW{=aO2YI!H>NV)7i0Al)Zss#EiFW{0rLx1!B8}PgB+YlLOu4V?7FkAfo-DMMt zMQRhXRF`)vjsJn6LmSCe)%EW^j}H2MCd-mpejh*SpK3QKxMBErr|`UIuz5$&r|b`NtI@y*@vk1Mf-@@Fq9#F}3yy&`oW6|CXaE-B)lpK>k74OLfl5n}PiD@9F2l zDGdLCaJZfSn4o*Z|L79^tqE+ynNB>w`iZ;TN$aeoA_>9;?#=Q3t*`&}W;%5owGLXy z8gJ;tfk*JrUR{}h#q0r+cN??%dAHf>bw=a_GEd+J z4Ymx|$|4;HY)ivweuah_zx_My2EHwMkj$YR5HsI>8jV)GQ3_F3wk#UkOl#7{j^gw(bfn1qYJN zRm1GTTP;UQn_(c$PDh;v@28JZPFDa?ED{hY#l(dL5GTwos5XtQx-1OQz)@tB5*C%C zm;FV#XBW)s;&&;8&It-Z#btFf2#sD2o4ul`*J0bTP$SBEGJMymi#)rEWI2~pg7Ks; zlWqi2Hvq!`$AVab&o+J7pU9xQTFNb}-Nzz_y=))1xMoX`;E{L^p!o;1>`rR9Rcdo4 zI-2eV&|-|Mo*qPNtLS#_>L5~{=iT*n-xZ_UUq=~uOlz^kL=g>2?ioDN{2){fo45P( zytG!K+BOEOgM8|OCKhWLlw6M9gH*&C_u0@Z=(laRtLtSFIf(;gwxFUE> z+9Cqc73jZMjxCrw}gW3*nm-iFzEH!^j>i&+vQ!B+^ zzmV4+<9-8$gF!X&_~t}*H~BMT*1me#t+BJ2QR6^>km{U`JE0>+g|_n9ur%rKFnT_O z10Qgc@}fROIHTR2e6aqZc&N>zBGA?#ei;={maeE|3%YO=A7r<=rSPa(z zNaH%Lp^%{7&LUA$g+L{l?A3W(lHVx`(-5F$G3kmNaK=u=GCr9F#!`DlE`?-&yQse{ zti3hm=}hoQiC@IHIcMLPQZ*3&r(2_y!k~o!+!%xFZF0&OoDI5mEH9!R^xoBXmRh4j%-H;07?0Sa-evpV{LnF0 zV2~1IfaxPD(+6-6zBZabI$>x(YKHqWR*{bLaX~qd?VB!K_T4BtoTIE0%oiSHlZgaWFZo3Ei((c{|EXr45+j)jq z8_Fk}Wi*G;aB;4E-VK(?=CevX0!tc4x?J2k@^M`==n=3lL);Z>KWr0R5VY7}b^)R-u zN$GxX-k}+lD8*a{ z_C_fx{N<4t-78&ba}oAvtS?D7iPR#6FNJ+Wl?HaYEk8hXFkRrlQ8!qRm&(-w74B222aIu<1; z=H4ww^|Ay&!A11C`Hdpj8yL$f=NVm)x@-_5S*xbYNvU!_sCpQw|7Kg5K3_@r_|Ve` zc4C(jPIW5-=bh2^?JsLN4JM;OGYiIU^+<^n5@Ic7xsFJHNK}0)fkrGZbIUmGG0m4Z@l|zTKr>OwjKZgx2`1yMlGd>jM}eIY|2(VZ0d^* zlEl74iW8vf^SLurX2`9w`B!k{#ltP6x4G(_s4kH0hSQbw%TVuL6H`7$=r=AL!tsFHFBi5-<)ObRbQ{8e84V<{ z*-!$=NikgZ_C#w-@C#oHnXMwSqW}H9@vM zO1VwiybOe;XqcvY_Et7Cmp4GQc~SMP#Vu^DqKUJ063-xRR5_8Lf>jOg|Jusm%>PxH z`h^JTzYzJu0xNu>2vW|*2^Hhblun6{s}}_z!LmzljMyhqu8NJ|;c#9X}mwk;@1RflT!&K>#Fnq-$9erdk9 z*qwZc;r*Zdm@tO5c~?fbp?UV|)?mg-wKypKrS#ipYcge^K(hj+6Kj0hw6#ops8$|; z+A=McartRPGy2!2F$7w-WP~4j|*d)AG}B_o5|^QUo)_eQ{ToQ z|O-fzaru+2*0!pBF(x?;{R9LJRR!MYdC@dhdFrku$c=bPGg{oEDIlzHO?xl(uF_n{TeaZ6b z?c~n)#fZPKvxssFo`EW5Ua?Z+)*_QGCS*B5q|{XxA+6j2^6VUDI~iHjo}rEYnI+_L z(v1g>c0Nf-bMyX}JZf}YKC^GSPJWLQ>49aFmT0LR?PV_yy4>rg@(4x&2;Qzbi+76hVByp~1mxnnY{5@ik| zQ{u_5YIY|AD}O2@2iTSh*7^gFEnk5p-?VmsvIehE0yAF#x;l0kl=@z%}|Lvze^2n}4iLg{}TT0Rr+vePK`Raj)5#A#pWfZ<~ zBOU#tie^@8`=rd};~b&Z8!73Q=D{8oX0Qv@R|8M!jARynr9V9ZeECGT9vxPcG;HT|obg33bM14|sX~Z6BZ_EO$z^_K1BheP^mhKV z$uV_vWxKZ~=P%L$mNWfq&yUkG*(K{MfY1W^D+bVT6@gr#-98kfc?t?zVbEf}Y@0$Y zan`N&=Q2e?nQM6N+B{8CZe1?s1CW>GUI*j)eq7eaf^*@M-y7#3pBr7X8l)HLJ+4~z zfp0G>Gjs@Hk{*#B*@3SB;vm8dG2GpE@SNi(*)t} z7no3jyqob@!B-cn$p=eYxsF=>PbAiy0w+xd+bZQ@?u*`GsXQ#q$Pqo^sZP022tGjy z*BYPmPZXSh-j#RSBX!0-`5#Mg-?ExllGkT*<9;oxUzj@Vka$;i;KGot9VR^afz!V} zG?&@L#}1)Vg+a*5B942XXMpz+-Jc5w<35%X0|_0*I=Fd}?teY;BuuVw@n{*-oAV)VGB#cAQx$=$rlnLTfqo-;0h(wBMSAnB4vuRRu?TrAiv#w)$9 z4~t44Y9IV$gnGB+h?g7Vll$z3PY-yg#$Gw>5KDN%?250Vr{1#hUyAS%_BA+tj_`NOvWSeKI z)N$_*0X&9}3&I$lQ&M0ZR{qpLFPJs>RIyFlhbwMrNi-Xu;ubwz-ZnS1tsQ?a{cmsi788vrC1taQF6gP?u^Y|!;!b@#?SZf_8MMUP=PF98M%2Dgz z=uz9B31bwZ7Oo7Py*3I2KV_eudZ$}Jtf3cD$FT9YPrc3%Y0@);Zfpbhc>Q$?1)3AL zem5~Tz0swj!r(Ht0*~syHLp_}5^Ep$@;E-3jOEtRkO}@EtNvtPk${?1f+b5f4>x6<%L7la%soXa}}8XoHM@T5m)@EfRItTh4pXVzK(oGK`R z8Hj=n9{sImF4`2d!B`+Dx}Wo7uIYUsjo;R~n)y$`k|DB$fL2Hi2hBwu#ztvEte?Nt zD_yH{!h5sy#9X^{<%z_lo(c_L;zUoRbssztg(PZH0QH3kvDVzpS~;6%ZcSI%~V;VNZ9WM0Ad0BL&EEMm|M%1GW| zKBGB`$ZEKK>Qt2WW{VMNo40$J5uNK5k9C=M73z?iuv6FCy))@ImSejh!_a3a_H6qi zXI>o_uIpH#{G$vU){v6-{k0i>rr#G)suUKiKvgaNb?kcX2Rbzr=zon zvTKC05%4?H^!T~@sFg{3*PCIR=6t_O5eX)K75yT^&fwn|X|CO0;FO&IFWFGCzIaF0 zo)BK&DT|-Y)h2-N({`q~K9I9zCQOHh>25KL2|B#^U|{;&&St~68gaMAWA~U=p`VYq z9R3~M?i|8xSbvA?TuTk+kIQl)9X93fJ)xy?YL9_pdMjEaoNbZ zTefL?)HfHet(_h%)H$W{xkA9OT{shQdsBn#7fChX(A`mK!(A4@peh!;rhTp0jc}%r zGjFkPyKl3)0;|aKU(0Cn`njRNoH8Y@^`?kou2J9G$oEZnptBYoeQCq`#0nJ17q0TC z3}bM(c8lY3MmBeYdM1^udbxD_2ri^7wQ3U3#1MBp?2XV9a@@y1J6W|L^~Ug3J#9gl zLD<`C>V|24v62S3;BkoV9U}Evf9syK8P0!z0v+A)`!ZQ;P)P#XM6-71#Qv~N(~Kk| z;ZMw--|ya6=Yt*HJ>{;Cpryn#far!zGU&PMu=c|a#+H>Ej`Dbar2?U1uuQc2cpWa| z7vt7}|3xb(&o5W03W zBrrw@V8;J}lR3H4|AUh$+fy*Wx}*N@O4vjk8~`UH%m3FYrdL-d-jqw(|4ic;R{2>Z z_xYPR$y<}2M3cyU1A`$z)XZWn$WRaz<;!m{4vNQ@OG~d7<3FdMGcJDjb%e2#Xea~! z&i@T6r|18d>$5+n@N|Yawb!p36CJ*|5rW%@n2u1~ipUMn%X2HK%WGBpw?3@u{k>xF zZOZ`o$xq+=Zx;K0f2i(fy-kY44T?Q@c(;4QhLEBMb9wju4X;*ar#ylC@>8MSK8Ozj zWT&4c*m-5AG8^dsTs#_xl>47Ab(3HoO}bW6)T;W@84Pihw!`&SEJlZOu%{Uy`2RQm z(6t1%{iFi&AyoPlr2#_PFmku@zYtk5VjrF%1=@H2Hp#x4Vsv)7e?EVV7u^a*h8R3; z`c}30+O2qP+)VSCXUgW4&*`s}*1)|V{|!-`PtaHvI@CJo5}<~IJ0CcTTSUV?p>3C2 z;0-Q0{5-GayI)y>d@**?SwMBjnrY2^pKMfW=8*$*IbS#Pa_Di}|M@EzI!mx_fDfi@=XSAkdX;|rn>~2_y;*&75wZ;>cw|6rG;8ap z|L|`87q3(&PYp=mh?$g#(WVP;#`XFRjU0`iG^!=uhu@gt78zUbE0k=WjiR7DKhBm; zNm6*DP352Jf3J}`Pz?d?r}nr_R%2R7?C+*WdCU)psIR^WT|rPIc>d=0U6YK{qI39GMBfLzQN)wyeB# zUU1E=QelDs%U+SJW?O(w)KV{kgAGbIpJ`rh2-FAtm1}| z@DxdcNoD8W%pMeG_x>^4tmnC-n@wMZ%w*MfPHY)alSaTvX7EPF|ER$wP(`{$4(;xn zRKvuN-r(0^`!7ode!Ki~fL_(_6=FBxC__S*sme=kz4+P6z|UNgXMCAe$Urm; z+CLmD`b1SS*VbN<{jO2i@ZxyHE`IJH^Yr?@v=Oibrt9mhZTUC6yfmsJx%Ca+w#0;p-Lz%)I`@4F<$?)-($tS} ze9eJRJmPzBg_D%Qr+&fsX}RrC>o?)8`^0kl&DB5>y^8&esSgru^KZTGLPF;8Qm9~DxEmEFoi3SYp@i4&0 z#RkrA3jd90I@5aqX!T9ga<>&g$AkT*j_N@1rVRV985C3bUB*SfpEvvM1;G7r1tO+6 zXPeh3c_w*R4pX$nIZ;kvVsEQb4eJv39$wygjN^$M=GLa|*PV+MlZ1$KNPS&lYlBJ? zAwPr1QhzI!)_XV8G}KJJQUYf@Q{+l>&28H>?RgfC;@^gv*v56Gpu-!0bfsO6YPST$ zJG%#R3U*1>OJs=cv#ccv0?&WwMf1)IX;}`&cy8goy%n9y`x`ntbOn5g)c7wnRCNSb zX3K;&rF?QN8k+}EJ}S<@DRs`cjt6*kYvuTq)Y`0+EqNAkF`Nq?f?L<7n%+v|dQ%NX z@e!gHG9r7BnaFYrbQ&2zsTzg4MAN+vGQ8_1mj^ZJZFE8lTYpf=MMwca|lY_fzRj+$U7i+Wud@$yWJT^)}oJ{_zup{(_ z8QM<=($qWqyNS)+nUdS5SG8BoG~MGGC-vraXOjegoiBMa{lpD0dQ5Od+M64TKa(3P z_6pMHGBQ|veKzFiPTZ8ld5)2{0^MYZI~mY*bQNB2ID$8BPUOS?^JUtz-`>+;JF1Ri z;Yv!It?OeG2J_-)%zm)u`$e=_T(Ob=5n%V9J>8 z^#o4UWcBKI+M56;?qu?dFO|Hqw(9M&STY|*KieGkSWy`ayw?>@Ky)d>x z^~wOD6>RBoPqkgoLSWB{H%nH_!0mV=WTcRUQlq9g2eF{2R&r&LACyV+QUuuj zP#p!6YxW|VKHKpiK26cgis6^oC}pEZYnWxf`Y&&hJ}2{gaI1*JH}sY@XQrM}3P5>sK#MS8DsY z2QP3mC-O$D`5wh@*PCfDocM}X6Wx1{lF4UA)`|xpB=XjGiTyJLov~|0e#j^p-tVxj zjDh`eLku+BC43O^vkm8@3W^v|c{(vM>OviRn|TY3fm=FU~#ngu12>64nKve%tE8@UwjD&6-VpKjpt3Dh1wOz~E~ zM?_KAawb8PIuxa$!4wH{%ky`zh<%|AT*pAfRmTt-`<3{2(`5{ygJn0dr+X@e2yZ~* z;mAexU+4$Sl%#>GQ}GpindsBt>0Mz0DQMJgr5C8QL<;b^)>QXAwq$e-gJ!TK?GmjO z@kUc;h=F*lev7^dihXjwExkTsd7kyB zp4m38&o?`XY%atXHudzRu~OS;c6d%Kdj<54_p$zLDuy-2H5X~fj435*KLFsGCHri- z!DN4~c)3Z)x(VHt3z8)FuTmv5{C?FF+X3DcESt=z>#ed4brajlJs)C@FIWb01Kq#r zd%>*U*Kv$$j9OrEH9Xul_PXhvoj@NxEi)?nZK^#Z@9hNhC{E)5&^!T6yhQ79cR_HWKW zB;C!+>Ep(F`};i13dh?sM2in1-Rarbv*2ovyw};g-?{YGp7;&-W&E6|iqa_;{{~KS z1Ha4m6Jo%fw}@EOX=i9~#L+>{R8Y#Y=V%rF5yD81;f&Sr=@668?NIst2f8qV<-oE#YdP5hhcQ#dQe3jX6AYo&SZ>K`xrZ&7WFRI%G_a zIr}fdI)*4-P{{0l)0iX+*rmzt7OPk zHD$i)WA#A0q>Qj11ti!ZyJ13(()1#K*QWw@kMSSP63{4?ITm2A@tUrqjUv+yk^cwR z5ToITJW=Tu%uK4th}-MJozbN_1}zMx?*#uXnDjVaA!X6p*8Tn2qFNI!po1{KPtBQ2QP7U#ZK_Muog&qlrKkn96tD~I zy)o01bZGFq5Ap$o)ko!?i8c=uxR4C4z4;iCkj_9o{0z9I3wAd!`KX^25i(JUr-x5~#WSZv>ykft^H(Zk8NQ;@WM)5M$s(+CgdAfevRinYCSEYz zL6%dt7OS1wDVVEQzJNYYO;bny_?i!cOr1*lDA-%QJ2J(FIc>I7}V7!~v%CU!GARgi{709-skf8g3{9l^5GS z7ZUE#`VWj0Ndt3;Wg{E;AZS*6B^!fi#V8iF*s4mJAD76Dh_k-Q13-1$`#z``k97x2 zPNQ|YEsI)J{rIM$N{GRB*f)I&vk9Fho^*4ZF1flXVpi+#v(1N;7C!0aUxk#(pW+pE zl7J~3EtjF$yXA-&PPudh43q$&xv=d;f>&U%m$EBvuin;=@rGNkRm^4`Mw&r;6@@{o zMWWVS1>6lSd$e|olC%0zdCEg>G@Y#j&VU**nwdbRx`}-| zk@N}0fCA|tq`&+SghMFmbnC5I%w$GkMgbLHi9)R}(C#`oh5N=x7&3aV(z90DNSPk& zPYA#W z>gxN(0Xwy8Wh4d@MLtMoZ!Fq#r#rRzp=>Uh{i_g9jz@I-a57RsxbI9Mf)ocqKf4@a z3s#!)XmdT4VjS^qu&h5xNHB?~G^rbN0icvxUx@P2HylzI-N-(8ap{UG(kc{d_As9e zdXwg+>e}l*gzJ1?H+}5=a`-$22r8NsUh3ML+qz8rt3aEl>NENnOO`b?f7^vM zXk8;odhYfBWxpCuoXSv=-9-|;ml2uXtI<3&>!yxkN$+&*{HgvdB~%0vCbjC21jwP8 z8{}QrDAX2jEjO2uA5~nX8p^V)kVBaD#!`x=W7{#R4a^VLQqoPib9O!sDbAerA)yK8X+)}jov<+u+juj=5$%NfpW8=&rB(jhMy zvBCg6C*^$Z68G08g1*+j@qd#-%IYE+V z773WITCO#mg6Sj}=efGAPoh*;2-%HFL6kY4=M)S4mK{&_KlN>OcV#1GT{!&fm!x^H z09~;+3Fj8K=#%kZc*26L;4ySiB8R8T#Hu1N5%-gmm?6_MNo!18#()_RSWkqB^`;Q8 z*)w@a&x~2P?0~LfoKYH#0uw*q77h%(`SRS9DMHfhEk~r)_Kj#*RKH zCZ?70hmr8aWiy{CjczI{Ceiu>p+6oU6HdybqoAl!mDq+rOdl0dWbsO`gx_x2=S_jO zw8Nx3x3R)nI!k=VPMR6Q1=$R3 zf@!DssP>c+VpCt|IiqM&#=*P!MSegaZZ|eN8DJzj5$*h!e9~fmaa~5;q@YOY8~28i z3-WgSre4#(^~hQ9NJK}M*fUNiafeL@gxBHPDoe@|zezOyFT%=&&@AZ6(5I_&{Pptm zyQXveaWFJ#JzGUNWNsuhwVpS2G>l*6O6$6A(o-JLhL=1A@wN|Mgxh?i!%B0G>Rum& z(iWCTbs;}1Dt9$w4hb7$R1H7guX((N?RNM6+O*ZG;tZ@IgDi=P_;*aqN(Xh9ky{Ph z-!9s>i3MLN{nJBRFh;AxX4ye9NPD>7kjCY~t8TTALYM*(5M}(us|nimmj4Bwhr6i@ zWW|C&2jyu}$%R0H0pY8#A|<^Psfv$Jykzv=J_ecm|p7R1R9 zdOB7Xe76dT4G|NtKIrrDLG!TS%2EgEu$s@WKuXnulD&>HqH`v^xr$;v0b#Y)cb^&T zl&>Wq2=MP5XUZ4T)>qQl=b!Jt{eaJo_qQ`h`)0a7-ETT?GLN?PON*hGm@ZV*CQkJ9Rye0UUcb$+zwFSllVgtPOh(f? z?bZJMVpLpH`JmA>-gi>vq!LzTZ~!32?mCn#*Ea=E&G@x(IMU$_{GmNL8rEX;L0F!G znF{wPy4T$i^I1~p&Q)khq;%$MaD&f$qgdW{)o?<{}umq5mSfK%7 z0+fAqbJeR7#R64RRZ`cK^6XBDfNUTZ&HH0x5+W5&`4vr4C{4(_A=TiTYvf()oHl7T2sqJdNf2XeE^nZK_K* z#|3-D^PNq0cWOqEQx~4nm&Kw&IbJaGls6`_Yj-+4{Xq2BLchR1!l9Ig#$RsJQX!LO z_3#$J8g5y|hNI#B&tj*jf=V_n{aX8{?F$MM_i1eyLv#xSHrA?&aR5yyR~O%!^;$sK znq}Ok@}n1I>S*7&PA@vb(g|1_qbKG@*XAePWCK`k*_?i8 zXD1^eDmwL_5@iOwlmJ;KvyT?XA@&E6sMP4 z{y!F)XsQ^CH+IDj)=1+Cw}P3(7td?I7$8cZ*sr9~Lp^Jzf&n0A0&dqRgaq%?K`uTjTX!d26nQff<~`lmAmDBwi&LaQ$MQz$gQRF zbs5?zm%Tw=(JU2E^m`KhJ`W%KF)-PuCbaUpRExT-oO_DA68Ca!rKyY&_BrfDIG7@T z@dz&`5tk=%G=*yF1^sXFansBwZt)V+@oEbV>h^{xpgee zKP{eBrUiii6pz-OQiyI~x29zEyerL+f1TCJ^k17X4%)92f)5b)5NqhT?edoMj+V3Y zWR((34A77XcEr+Y2+@)?YPGaey0Gpyh>6-fY8fbxV~vMh;?3OGxUsztTseLzPo~l# zgN2Y6IR-2ncDY*GL2ne0$0k$DEQ(}mvY$*1>d#x`%WVe9Du{btm#H9`9Qz0$;pbs& zs~fy3$yYeGg@EHdv=971{7e7R`YA0Ox;QiK-W&sFa&Fk#x86e{9NX-Q#lTcD;=!VL znabE*RhK!pY9EpS@5Q#UP7z6S=P9&tICE4tkO(+r$!+ukGIo%Wjy4_y;;@m^CL+{t zZc*$gOg4vBVn(5wsAo(KLf6WK@@lJsC@%+dIC3QF0Y2Q&&rnz1Yu7J;;qgel1)>GZ*{>)`-a)+N@RgoJdpD(mBFZ}=U8wqj$0h> zRZuiUT9?jD!8PBJwddELj~?JI4!Cf%JZrT5glnT;=I0TfoE-7#Z;H=BqD_)`>4PEkXw0Hj7|c zHdkQtAg8YRjUyo@%vY)?o;@pdNG8eCJBzg>uep4s4nJl#vMuXcZWdG7PJ11+_1O4p zgbq$1af1mAdk++1gxx8%do7TW;5!;8TIr~nO#<{m&?M|8@ zrG+gGLF5{wJs-2bTw=RRsu{Lou$n|H;njk>aE;w6q3iU0-cY&5K5Nv}U@;ML@9#$K z62>lUzPt9np!sj4bL(UnKL~&nq(ECO3aJ7976fBBr1ipSBO6@k3*}$_B?ihLI`RKL z!hDXjKD7+79E?5FGH#q)n7#z*EN;I83_4XEURJK6eJ|P2xs!Fl^%-$u z=Ek$*%>2@PFiP@&OQf^tWlyP0i$a{EsAkK3N{S=hM}{DmQuwp=hR1j2?VpHIgPOgd zB`Zk3zzgX{m12&yFiFkI86;QZ z>j)|qo3cAfxGZpet1f{C=;0Y-u0$+&p;;gW{_-VdIun3%Z=5S3R5Vt>=o-=KG8s{I z5D0a%OkSH_bgU+*spM|Fkk`J_%697 z2b-F(#S)yM2Cc{oUQQZo&+fsbZrbr9Qa$L=c@K{``5gp;DkQfJY0(L-YzgMa z6aAMvSO7qRN6%(Lh%yM7neQN$9kKK;8TsGdNWbd?(mel~D8U(uJMjOCxk0+~4vFdo zvi}YF69cN~i!)8}us>awx5(DM^%yRBFfR;0iuQ0VhO!H5Z}SDg3bL2Vkq25o4$iy6hfL1RQkD78H@pxC6@ zoEXZs|0Ih)L^SYTBRolkPA;!pk*(GclW)voPaLOPN#%O}WcFL4gv1kzH{KOVu}jGq zceE-u9_d`&@MpnnPgVLJ`}&i7U;yP^0b@843Zb!*4z^1?W3Nk~eU!k6&{~Ak9||^@ z(?V823o2iLZ7`k5iB-@$C7!9E{iWwJQYV-3;Hu<$a4VzNj?h(Zl3tx07p-Xbovee!^{g&8bxPJ2;O+E1bOmqi9#HJ)sL`Sm295X`^*Hhbfzgi^*S_yempJbb@@VZU6_WW)9nK=} zLX;kf{m21o4{U!rF7}cN(6tc7F%&b3EGJI}xuy~wsu%yom;V(3h|q;|!K1Q92E94} zln3>#sLbedBg>X*9hcFt-F`3=GOGPkyU>M`>++*S$KVZ}VT{dTUt=w>qzZ9q2JIG< z<^THxx1k`6iXdS+_#1{K_X51Am=2$xI;}Ai(I;#LeSo-FL zDf*WcS9SD+Nw;y`-Xqki{+}4URW5&Iz}jKbPZ!;meRBexHU0;I85!yeqc&Cw31^2x zuGQuTt>pLhn~woK5_gENJs%ZucM|JA(GxO^`7Dipt0R9rO zqh*bvx9n5W#E1whV2Mlh*+b<9!I*nL0q0c*v7%$GCpWtLi%%kU>Rn+eJA~GW6-61Age<^~xLK_69mPtkmHUo?E3=Y+Uc3Q?qh@DYdto=+`0V zEa8e_eL_vsFffx(nHfHQHv1olO9 zUYn)&AZ{UBW+_<_g131bze-fJ%Dy6)^V>{lP$KCUhbVHs%9p6dHXfwUQLoy?Elz>6!+v=Z>Z`$Qyf)BF*3|l z`IMw^YoreGkx&v-!3}o*f!QsCM1Mlx@sbx^q^_>gin7hbDP4odo5e*_vr7 zUzWw}SP9$K(-%$$FjlxCf-zQ7(F7%m=Ci=!n%(_&QlMi0F7uMF>H72gNQHGWJy~85 zK%}GZnNy(I0m6rp;iQ)~{$*F4=`#L&elx0~WF&Iwfsgo5#4VfgpmMCxE-}>5Tybu( z3`NR0Y{z*zwUx=xZ^?XbwuS}gy7cl zMhK4T8!*7?X(7xSPm;SXVTiXOgs>6p+{a~O9aGv_gjkl@lWcYFNx=j?1wzVL4~Ipf znzn|*Az319yyHbflN3+5A6^~_e~-h*dJXzd+UF=dx{5?yi+z5bGJQS6f4z47X|wcy zthpU%2k2PS9J%owJx{dqcZ%(9<@ox0XW%l)^;B-ukNvoiQsQbgs1Lu%nMq^-GjF-J z-WRmycNn{lO}{DTJ;7*$ZL231r)#3VWD+Evv{i~vZPLvd96Flg3}~6#{u5s|n=PU- zIZ9x7b(mb{E8og7M(?q?acJH&GsG!CY_o0J1|SFbO#fmHHcc9&-uO++*4s=@l;>_1 ze8KH7>2f$w}~RTVJ$JMt?wQ;g~ZR*wyO^kN&Y zAJ7>Ev+_ZMcDKkcv|6?yDW_p17sHtqi8x+A2gT+gZ0TooSIkMOBZ}a& zzv9bZpRR)ivhx}h-4AbJ-;2|G(x9L1lMX~jER#88;)POPwEX!badid9RUkv@%US$B z^LALk1&D_+^)^SJ!aIUpF217_s-&igBjDOCzYQ#(uF}NUXWJL}e#}G5|CSdQ{)I#a z<@}FAl7p4!|HB^sqt9DK(S-V)38i8sfn?wH2MNZ;sfOUGt4ZJ4o`{u70DJp_rqX4o zjg)?BZ(yCae9?4a{^}TxlKBE+S1}n5>WzQ3`F*iBd?W;PEo>2AbOGKxUJkSY zvVwnp9^PKKx5ycVhh|P2u8jejj=HYIN`NR@0s1j8CnL0ekx%bHl*0(+TVFfwQo;RH z4zfrN!h3hJ2H|RL@4H^Z<{;JPQ5I>NE4v=O4-)orp<>w!sd=H&jVR=UtLrA%=G0kY zZA@Esd&t%o0S&+Rqcvf)hDx=~Z`MlfNSsi+0R0LS&*#qe;MybT#$AA6y)7eH7kDSm zk2{)+yCnTMwdLaIAjGn`+8Z%K&<@3D&n*1S66kxb(kMkE!k7uc-kr{Dk%mrTo&-eJ z(cH84>N06i^(R^M;AF*Q^2HcIjOby#3Hio28o^t2{%0;DAG`i;p3n~t3u^tQam)B$ zEtFMJ5NGxa9+bJ#juU`3dWK}(Vz!-BVrLK;altAH2l_Es%7E!bbg+Yniqb4?99h&u z%@$vr)+1s+2P~O$RydUUJdhoeyzTBaKf~%jkAE~JUfW;UKW;~JUYZ2G(zH_g2Aq}( zDN*u(CxSBMqcXhC`a*F&+cf4eQp8z#?hf!A8O=X)7e=+44D+epY-- zvmfXYt2~-e80W{!XZ5*H!Mc!*(&+2vT}?7#LKR&OZCjyxHr?w!irqS^Suh@4CYu#^nk1G>1)c(EkgHnZIOJ~RtIxI`d983K5Zn>c zYw)!5;o#d>Pk9Om@G)N|Kw7SCE3m+{ooumd^T3T)Y(uAKkQ5sS7!?` z9fTTC4tvZnk5?Y}8k<>%MO!J|lRZNNJ~hkqOhxHcBWoP2Gh`0H7Bu>J(${riAj7JZG*~z58-pR>M_v-9UM;r8O3MFC%C}arn0!eQivHH(l0eGR6C>lC6+-jyGjzJWw#su@0_*>%TU< z^MoV@pvsjoai9UWm%a2UivD8W>~GL$YIQ4ZQnkyR{}+Ii6Y2@+X(S901;phJ1aP1?Cw!!B)9nCU%|_ z`D?%nuchstm#|6tXSiDg%%u#9<)V_{`*iw-O}DX=U4klOX4B+bLY|OXXLN#JprF;s zu_l_3jv{t3#x79EXra#ms>=CG+U^Q|5Qjjw1V0`VMOf;x2*TAa9O;K|c(p22Tqm2T zziuwL@=YS1kFvzqzskZLj zhrsQDf1zlu3@x6{7k!JwD4a+D-HawJX3YnkSC0p|txyI4Y@Y~{maEWF1@-M~M zNUPNGQ%9^?x_#sxT&$+F@Q3HhWFxerVu7PO^2%K6P51LSO~Lmph1KHuFdyQ8n*tDCM);Wrk@~G6=PE z#-+o{QEK=CqKe~PCB%1Ek>GDMCC{>yC})Dc;NDEvd`kE8%t+J)$! zznNA6wJtJGR&V9={Et9P8e`MV`_U9=MqT}4=7uPAEDY?xbdPp2N+x;owPQg*1Jn7q zGyA{mv4N*KaPbtVru^Rovk0JfD`v|Dxm|99gvXhM;J~dGR-HW4eGCWbF1|RK$vwLh zOZ4|Z6l_5pno&sQV!FPN<_anbM=hLkP#1B4`X3BO6^6|VI?5*2tvITvdNog`a)vim zpJPbJ?%u%P9fPAD6;#~1Csp&&w6=WfcNB4^I+(HTQ!87E9J97%)@nE$wk_T5IAxlz zl_XoN%t)@edmwu_wA&w|wm;)S+oODW@*T+}!UGCk*U6Qseg`s94MX0}>rMTl2$Kr~ zur|$qQ^P@33@&X^8+_9@r*&iCrBs@rm^rDw8lqlMDxcs{YGIaK%LPCtYNFeWc|{`Z zCo{Y5V3Y#;KdVXyo13SeNu_!3Fx0YE70%s%P{2E0vr%9KsJB>!@*_>iDi#Qf%H|IJ z3Q1VDB{riabYzur2#b>Ez}?WQkw(P^v`c~{ONkchNc2}N-ssZPoP*6#W6yL4?JbAGL(qFHm1;G%>=dp3X2w8jmTt{?u7->(~k1>J8Xw@(y zmT0n_e%j`?hif5{mh>+favRj`i*WuSPO9X^*B9_OWF?g|jOQBQR|+I!5^9qN-1_8u zSx3`pR1jseYnD;+qkP!W1ogUn82<_@(?OSGx0oW6w78g2{6pKPu5GBnsb$x}+$hQ- zCV1E?fA8r_=6WD=C_;!c-3ld7Z<);1+kTQ2(xKvdoe>vi|&okq*KI5-#OQy*4ddSnrCCR(an-st5L zy$aN+G_?wTTB`CMjWlQ&^S7$*_leJ2LX9}!>X#04xti_sS0A2<4=c{1{^p-we9;#h@U2^P?MIw?W0{^R_3bUGdRs_KKXV%< zhV8k^-3_4yH>%`~fA-E8aMW0E>yD<|9B2JZ?G+I{l8##59Ogw1C{&=hHQY5A_g^??{{G0xn&0bvX^Z2t6-|?T?XJaBHO)+x4gHuVt4t^%aY!KekI$A zc~6}6NVXakv6$lQj<^2n8Pv3pAIEh0YDG(3B?FaQd@57GStvkb*wIE@;US`A{adv(N?|)ChCFp|TiWMB z?DSc*df^=l?0XL2Mc6TV!Wd}M3yBWK%Ke>`X!7lbd;tYxYfp};& zviYs0OnKK`d?_FHh62EksoVYhm(Qusp|QCqK=BdqQlnAU?`=13>FH;)|ArG9{=%oo z{b&A@D&1zKC-G5~u)~@-HX~LYO-9^O#+}9UZ$~Znr^7BqtFEwBWJTX-N5d!so)v?) z&y5^E--z9npSS@`qE)B1fXlH_WDDQ>I!S?m)EQIufK>La#V>z=Rr8}q$!BUGMz%mS zV8_Ki(c&*zJf;I!%aDkToH?9@L?lB3a(wXObfhn?gb+QMQDe|z;9#Ff+&Vi76V@nN z=NReuKbX36q~38I70BFH#gv9#qZ(H?ra| z4cuy_k!-U+XWTU&WD_B^a~oN_bzXd^*}Qe;H*RE#poH~amIA_2R)ZKi-icGY>FkiH z>CR;T*e$yGlHeD=d!00(&z$MwYM`$Cp+hSr6Zr3V=eAUOM@Bb#(lED1lV?LVl*Oya zt2|zDFXY#W?pS7f$8v!>QK|kWWWK~1+ki(;fqWe4DV4frjY5tef zJU5BSnQ3}_^?v$p!LAZ&2w24W03ctfp(L)Y@$JOhJ*7F;*U%YPPf11hP z#61FO51RT2$=S3#3Tc7}L>c+kK@N`pUk8)q?ao+GLZ3b{e?0!A4UmY#3Lm@ws;*y5UyllDZeT z9woJ_I4miMy*s@6D9oO=5E-3jYrMX=@w96Jz686F{Q(zu=K+F#4Nu{54vw1g)CB?S zQfi^sj&)rIRHvSw93=;As&xKwDa`84rEQx01SeDNk9a@e{s@=1i8maje7F;Il~4

)mkA!o)77k{RlrlWkjKl+)v#00RvJPDAQ$xK5f1ieO-l=HMekMOQ5cs~^pdG5v0=$?*3F^~i6yYaz*k3+GX|Qa zC5Qu{*nj3xLkK<%hifS9`RO0YKe`TO*umUP-zn~&apb&D&P`bmhP!-5Z8`lkI3N0N ziZMVr|FbugP2}s4dZ0j_Wk>{|-z6k%Q{4unGCc5k1(FKD#{U1I@*1f0*oLs6bR5wi zHWy-WGG0hRxM*KjugzMU#IfQ!7%PfJLw|K<()b>m^p5X$4EZK$Ow`Pbir*eY8y}mf z{NT%)*o6>_%b%slCrP<}!!TlXkxx7wzX(-^kzGn%I5=wIt2-N#Us_z@mm%PiXaoF! zXq}o!sHht%oe2&UpavOvGH`x$3>BwUj8iswI-%ezl;&~6jKXi!@$G|c2v5e4OdjKs z@0H17#6E5&O4zsgA!4`$Da!cuF%vU`ybEk2l(mt9PwdJzHR_byjD>+CJtZ&I$!hcc z{q*}J2(|FWh0V_1c;FSBnA<4<&H`xG3yBKG&H@B|gyaAkEkh!qn3)@!m>8Rz?;|3* zxIMzpHT7RYnu9{T9Q}6tABzqQ*!Y&?`aL8b&~O z=XjlN2w7)ibSCj-v=Wbi`=cams*L>5(ZlIv>hk5oY|As{w!?x|3#i2u7ruV^mjDA7jR*!nCK1yYCE|g^47Nfo9~Pgw2N77``$$?*?Jq-r?kz(fFG`Xl z0#yU5yF~C(997TFWppAC87G^}T~XY_a%U^$m>sJ%V^$Czkk&T-1|8km+xUN>sDakK z-_rqh^6geFt|22qLD|3kEs*BqduDo+`bjX_?=Y{L2h+gt+>?qT8g0%^w9Pz`ee$n= z$TCnS6TLoxt)2IPn{S#~vMFeBX`0oCpZ6)&N+Ne~jqV6ADv`PISc~I)xs9pn zB&I-{#FEghhFFC+?(@8VlL@Q;wRK)=&(nJ6mE850b?U4ozCs7FNUAs8q| zi*>7Ri?B$TsYsag52J+!s!3bGpOYK7BgNojEDyCgvKW*1vbg|v+)>3f1Qs63o+{FORF+kM%rFpdx3xP>)KV3XRfaPz#sl@BCl$}S+ptMCkkkXH$CgK358Z zk8ij@ioG**w7-A*uv|T0_g$W$cSkJP8sQxVv_;36h0x?19nTJC#raKpCMA9(Uk3OE}JKX|r^OZA~g!S(M zdbarsHSu53W8A)g<0sd3~r`PiVW1f`dBi|_64YYamahg$Q6Koyb# zf+@%`BBgffS?f6(Bp5_Qht1;=R}hAoRzh`bJ&5qw;iGKOF^t*Ru+a;!=I6UYTUDD( z96uLs*ZuTms7&CL@1jJ5!gri$LdMXBb;MfHXi}JI$Kqy?KUT-ll*h#a_#PSb0b@Sk zk0NV>-Gd(!zM0&lOo9A~L3ny$-+>AM$U>Q5di3#)w;6!*$Nr zvp@~iAk9|O57GZZf{i5`C*`4}$FN&FuM# zJhMPZVJS&TS>uyXWMqc_;pW_}Cm@FS_KkELeKG1?M_XETUVR+eUCBu3>Z+0@40{ZW zx(9wTfhJMK>K*M+KDolyL^Gj5!C&JSu;*|TadMI%Z!HH>UY9+)0}zZT2To!%Wu z-EDvy2&T6BLWI18NGcKuyX?+G28ybZ3K?#icqCCPWw9;Z3XM$$v~RFsb8mJ3Rxu*x z2ZDIES?pbC#Wv|-;s8XY{LiHzp_W^GyxN|ok>V3VOkJB2qL zgPW8~3?z(yR}sE&_xDZpQO@^mC=qR6qMBkKUYIm3n|wgENd|(Nc+mT;3xJ6Uo)5;< z)xkepSKlGQ!@nB$hOo3OJ$Iv2!DgE)9Yb_o%I2aoOvUKc`v4ZgT#Lx&Aj6*9o>lk5^P$uQIFo(i@I+$@q}0tyYUX)t1vmpU zBovE^ROU)?=M`+R9zY*RA5b}g8PXHQ=cS?ZL-S;|tPLSQq!^2}ROm}J=kaVA8)APb zJNzXmiJ7;wrB`Z*SykdyolJ&5kZV!BOol#?^;Q>}R~iN0=D(MM(8a^$1(l-ECBxl<5V+;*K6gQm&f>SNh#-S%>QI}Qqn#pvMU%2(q3g4V3tfm?Hedbsi76{ID2Qcty^P)z912P)dtU7Kx6Nq?ANfF zwm7?gC%un_5IunvP|8z3NugT=2qJ(5)aUNtt&i<|(#VG$0MyJw9cAqy8hUXYq(YzK za2)KM$ePNz6%?{iW|;U1YqJgU^EA#i2o=Ds`8U8a+wnw`-coxV*8fSa0bhYq+FIB^ zt;3@Ei|LyOO=(x#mVB#q>bvZF%ZH&;%+JL;KQS)en&{nNX;R=S(gnXh7>;k#JRPu4 zele$Sdo5IP75X!_`&q%xQMNj1y7Ws z-|^1-wh>Zw12VnRS0(17UUj|8PjAf}vrCS0N{x`pW@0`4@d&tXW`31w^gBaffb!y* zl{>q~4F^4?w{R3H%jrz0>h`pN=bpfWauz=EP?RE!qnp9YsPS263xHKl*2H11|LZEX zzhe3Z_~&q9P|!6-fEAgLgTQ(vJUGicxt4DV(kiuQ0vAE-&&cjgzx5Iv;n++AOK-h$ z%Ny?V^~j!h!|u+eJaGyly^VcYGZ$zkK-fWtC;qa`W=&(6KyLu%&KtVzHdi_hcWEqM zEe&aOVykmBigveG;!Ij3_B#fJv`e|aS3ipaFs9WDL74XE(3_>E=f@xLhX)2c#jCK2 z411KN#`amkA-soG@G9*(YuFE54y`m17Z>k=28}Zg16y0Z%p{0CX{F6}5%BAuJ_OOQ zNDwtOqN4N~iz6eeAt7#Q6$ek{U5LaZyA}68j$PN$pRc+S%@2RFn;?CO6-7If-W4hg z1FprWtorV2sTo$~azcH%ID_zx4s<*9#lSS&n0@#QXIRI^R{#FObHa)%`q;7b2OHM& z;cb>RiSd2u4h>{56l4B%JB@;ZiHY@EGs-7fu12dX$u%A@yZM?<^!MOi*x1B^^Sjcg ztToy8PeSh4p#z`5!C|b6<;+R3*tDa|5P%1Rek=^v1+GM48tmOLaf5+jS8Hd&SB0K0 zmg}PBm&677&2Kd!E#!q4eNv9(8=63-AY8ZiJ*$3lJFq^yP}l`Qdya_5b;(Sk$WYpnCI)`cGIUP5La1nD9jvPnhpbv+MSwVa zrz3BIyX=|fR9jifr;EL_i-fy{&CI3p5to0+n_@S{Wz?H6QRqKZy{K1naD4NyDV1&Z znGP${deQ2Hg%B+Wh>$QS2#t`%c@2$u5WlfgX0v@-0cHYT0rcELDb}B}BTV63ZQjz5 zkkHtWoEZDXR!1No=iQo0YZWPS6#%UPs^ZewpH5p+9MvZ>!G}l*x*^>i`N}Hm=q^K4 z^GxDrEa6l;ElwV_L~0!Ppd4@&JJLwqyTc2HdZH@*tqtVOs2iOW=Y?(S7ZLZnnlHUt z0bd#aY+RR_s?^eyGiPXbwJp1_^n#3J@%KnI5Lo7jsVxW&Lbt4ot~r6d0RT7gU#^AV z;l7Ce#A7UXcQh0oe$L7j5k_+Cck$zNaJCpTzid_yuV_3E2|DPW!ftyePT42y^FRG2 zM2(r&^gI*GomLL44_)(esUjOr(*6%s?--;>xCQG@_q1(e+M2d)+qP}vYumPM+qP}n zcHh~1pBr(`zp99ex7N?9T=`@Q=1;mma5JX!KjLjhH>b~HB=iwq*9x-NBT(SsBbmgU z*t^X}jLLcB_#_^1X0hf0_7TpQ{!K#%NzwyB&Om{s+643v)G3Y?dKf?bQ1gq*6Lj@t z{#x)rH~2Ct|Ga~|?rNw^e7=O(B2gTRZqgG;YPY%d$_D1(E2g&@3~fmw3QX;Jbr116 zq>2oN=;rdK05Qr6j?f;m2L(2M4}`*l_X~Rg@7kQ@c#|5BvgR7#wn1#cuHphy784eP zYt~%JZ$DcADwI5AM7v}9rG7AXV0}3-W=b0UsrUU#-eox95{tZpVG!P|gH31sMeZ_M zBk3a=kAL$GgqE*se6iV5^$gZ}gF6Yo6 zk`^GD>*g6<$Z-#-{h{=~Mex7XXXFstf8BLydEU4pAbrdZGe`MGXdY|V<9Jj}EsUI& z13K5`?1~>ra2qx>u|?3zMSUN>tgAN^iR|4VM(Mg+_+}s#-K#8RE^}uw(y_i zs>i0zE!r|f5gIK$-*VEQpSo!-pQ^Xq9h_l@{F0h^?uY`|&PPMF1`_KKGmAar2A_L( zvS()3jG6Dwp^I4zbH_1%eZ>)h!+_GY{Ti&u-~ShT)*o7)?mrJT8^mya_mJ9Q7J=C1 z_;Qf*yJ8?J7-GXPW?-X)SESyh7@*q+bQPPo-H@$kk>MEGg3gy=Hry_yu92cOk=Ihg zJu0bMLh=BRl7%YQ562=Fv5Hdbr{^Yb!NoM*cq0yg5=dU-qy!=zx_u?b1x>hTd<=e6 zl1p81yQjKtH5XMP)jch9-RbujSjwa6JF`(oSX`iBBT{Fg@20Ahy-jls zAxy!*7-hYP)N(evJM^(M{{jmo>%$&ZMVEll3S(P!6F#GPKK*m2hlHmN^-apP^3IWo z^Uvh0?8cEDsa*@59$u2`%zCYqy)iKH@Z5G}r%u=4EBfrDXt9nOk-pl5Q^o07+gXd# zcmL|3$#euQrt>uf6|4dw-%qYC?^Wd)m@vNtN~b1&vTqRUcz{m*K00=)4|Q_jB7F5| z@^#NOiKyq?Skr*rv3mz*6yWi->`}qf?Cc0&F5PZLtKJvL%%e$rk%nbmsV}STEJXof zVXlyD#jn=sTEketP?)|kHxr{ePIX10`;FDemnR`V*f8gQ7qmu#dGw2RF!8V0MF$ng zAXyM-yS?IG!ab$7wO^Pi4V44qM8%8!PG6ip*ZJI<=5ejv#0L>tQ#M;;%bhP!X2Lc= zP{j^wN4s2ysepT{?uyNC$K97b@q5&OJkQ@|_GA+T)ue3Qljm`l>zF@)^+uK7^^Guk zU_^d%N9K(YRt)wjC!yT=23<~jrf2gPYVJYnZj_?fE7>&rsqm>NcQs*5#UyNA^5C~L zfn7_o=*5}m?B&X@a0A!m>LU}js^@UPUehT$#lz_nWyNXIg9OazxPl(7d~X1k2LF%C z*W-~SJKV*uXm9K2L9i{sikWZ+xjKxc+@<=4RyS(vfbTcLJ6Id^0?*%*eUDa8(19@Q zE&N5oUu#0%FKgQ8s`D+dw2P`#CjVVJhS^BBbT|>YZy>pSYQ&zVU9|wbW&y*g2*l~s z%0)M$wNEic){`-#juBFFvu>5fQyJ=LYL{jsgXR;8{dzidu46mWmgfwK?x%T=D!KjnXo&XeQU@TAXZ#tD&oI5vzi=Q9=*}Y45B#v~fUBZqD7=^C`08 zHgM+Z_(LKh6@=6|ieTc>Q7VdpnKA;IG=u`FpM-mPV91Wbty{`6Fsg&`i(Ro9B*vsJ zs-hid+;l&pa;C`)1%O2zk7k$LbqPy6tF01PGYO>7N=6^DHgEj(Qr`wo(NKqslkek}Y-~flJ zMAYO<7SOK_O#m6}F_+{|?A`FwMwBcTWs1lvuYc{ z$chg)L`PI=)!+E~WpA#Onv@yAAv=k>41FPH@#ZyS%|||K-it3h4~HOSBt6LlM8&*W zo%)uE1&nsiFpg;>`#w88F_kn-Et%Bd-AvJ*wj=9i;DE2}KX!i_ibruY{>0qLI_Wyh zKWP#ZQ8?1wACYk-PCa6BgT^vpH2l`NKPbT3t1Gw^cWbRg#Hm=%P@Taof3W|%k7-G{ z!smmVpUOnm<}k zts4gYz!hLBg%PlJBhND~OvKamf$L#QFkQb00+m2lSAn+Uy`u1TnV9!Yl(W}j*E6Rk z^r`&3fw73(^)xY4D3_i_@!${VK(YsT7EzVq$}z433q+)?7fnt+U}9mm2?`v*8EM;`LE|=nb-LHv=%9`K1b9$W(V|j zO&7b76?|2QDMZ8@;b{rkXVv#A_Az@9gp;1{Xsb%914Y_Tuvz1tY1>T1FslELW98WM znleDiE#>UP{{!O-LvzaBK3>$9<=t4LJ3G&5pR-FBmze5z{HOb-$%49*lt#orN)34& z&}&tU>7?rexiuVcAjDi!J$a(Zd&@FTmHCm4R;oXVP%wX>gM!f?x0i6xStR{AB;3I8CiMIG|VxY5}ptLy3&qFC=;m?cSotCUZ z+S5?;9~wN1#YzU{q-^gW#lg(qRi&adNPq#Cr>iaLkFcKS%fr|GDA}6y^hoq5fhfS( z^CPl94aY6<@F+P7ZZ~9L-KadVMFNE3Uar%f>v40)WgE^oqczI8^SC&GN|RM?1M@FY;lQTNEQUB*|YcECNMGuCz< zislyI+~09Q7hP@;De@->*z90NcP;=-%NU`zm$HM6<9wcfdVPCwf=J50WU7(JeYVJJ zLN2J9@F1v8`DX^uthfa{WRfNO>J*;C+Naq$w_n#UW+3(5%bh*LqX$DZxX|-rn{jU< zpyPu4R++Z5F4I2BoM)zHS;=MCV=6wkYyYa`Zv+0N3o@@~`=~uzT{Hlk;k#}a z4#@SxZ^JGtH>5v#idATIz*74jyv7YDsD)1W(J`Q9QfJT_?ZiOPJ02n%45X!$lu*># z`FQkEFT~QxjBW5HDZ!qY>b;%1x{>I@9?B&qur$=HR?>b*BZ9`F1|MWF=I(4}0%Sin z=tyw+cP8fb;qp?D5}Ne#<~aeBfg92(|oFzp%x0jB)A7`9|7J{f}OR{$^K);e}Cvr6#!1Xk`(q$=J9b3Y?tB>on zQVBIt-huEyYcY-_CiJW4em$-+*CuwvR4Tc#_1WD{4Bk~_NR?>Og(Ez zrt5w^)fPg2OPlZ4bltk8V?MPOeNDh{FP{5pU?bvBf+b%upk+8%Qd5LKy5nceX+3~4 zzUOKXy(XKfUy;#i4dP+iPm4a|D+?IMp@A<> zx-}D3wN0s98YcUF;~Wpb0<0X5;oNOg2%2Qq_Mi@)lxiH*2&>5oO)XeSzd5?e(yAw3uRGA8?U9XavOYPwFNNm~Y7I3^!v8DCIk+~nbz zCwxBgrKAe3-_e8t&XCxIe;*w9Y9z&$Drl;Dw)Sh|G~cP!Z+FnuN=&bSsZ#MqG@007 zDC>^=)noPSm`dAoKHdL%`E|_KL=*C zbmz`d?|lOrZ===Jwh;eJh)*gEmLnl8{`xu4eU49LO9fUJRxyzAv2bYy$^~$>q!c1b z3Mx3eA*pJhMzf>~!;&VhMKef$fxAwkvrG_DqoBo$7_j$2Nl(z03L3WVOO%csPbkSD z4kNj~_|*yeWdzZ^q2lesabFQiZJy@Q0b+_?X@dT>@Raf8D1u6|F%|2PWhdK?$pn&o z(gBmC&4oj3>{KJIM>5mT%(ax(TuP0Cd35)LoFKjCLi}O$n2FqJKyg$QEL>OrcDbpj zJYq8ZMq3fP+u$8!)vD?CY0D^Ym%*ygKPp|JMVBUI`X(T*`DUsc(pp=gvguL<>#pYT zykY@-JS8p|icD&AyOz+`4{KRevNz*i1B*^syTfWdP`nkoO|9#ZZ38l5ID{;#q@k9G z9mO>q%zG&r^bpzpe6`!(eYoA`{~|ka7e48Hdq-)or`Yj!6@3~Vs9*Pe!<*bqCc(E%Zr391!n&0R z@mFIDsQV=|JQt>>WCTSV4{TMARz8;;tAcvdGGBj{=Z?slaXCGP7`7bfkT$|We0>AD z%e*6o1!I{>BM9HW;l(sSV2bE0@grg~;vlF~E`tCps$c zbHe(VFlU2ZrC1{*IGV#af!mc9U)uoY0qlR9%-pp!(Qt-I%aX82+Ca}?MlL|Rgwo&@ z2{awS(tnw!cA+5((;KFF7lC*jKA5SVIEovIq;tej&6gaN+>tB2vh>uIA1iMCQNT9} zfkqzn5vWuXLk?DdhK8OEwpXNvX0mYXCscP}%vbQ;V?)-=(+Fdjsn;|{{!0qz(2vtV zIxJrJNI3pfD4(Z|5gnk5A1uC5yl?GXthAb!?+&mrPC~!3CFodfe8xWrPR!f5)n=#&Ch~o zo&8wH7A8OSv&J(HeKcgSAxT5X5IXv)D{a#2Zq{{UQ@Hyk%S9zOVK)w!{!)Qtrm)u| zoW>INRXDPEGPhDj{!8M}S(5w;?sTxIRvI>OypYKLjTyIKH{M%UsuT|p0Jc4!XaiZS zW{x>3_YP}peuWpeN+$^WRW3_*`~k}R8IDa7zF18lh(63cr#dt;>HY+AkP>ApJi=i= zG7WSr=Ar18&Yn4oKF_0xUDAuI{tU45y@j&{2^cbkE$MHc9O#_)}%Dr1Yp1QBKQ_)jVw4wY+M{f7;m;s#B!KC=uLnrG4o9 zO5k0p@Pq5kmSO9B?a?0&a>B9e)Q>omm!s?^;`g{= z0GpI%VtRchgkdFxbG3-#_plwkDIxx`e?>870C|QH`80%zT&wIVPCI)UlsTniH zogTq30Mz|#v0k-tIjObA)v8v96S>tiy%XoCYxqtPu9_JFKU0^Yk6jidcN0%rFQuie zxmb$C7 zo&kD_kg#K4XQJOp>#lcp^yW-9BR2J#@Y%g?qgd70x<$|mqC=sLlGs_~P_Woe%iFgiDm;vA=3!Y2CbD?x&8ut)|L-gBCpUs0j#@BF5L0 z3L2&1H*yUS=5h^ct5F6hM_3JZ(LO{RysR8-lnYiO&>LCg+(e?AE&ws+!h1S?Os*OXhyIPpDZ-;6Vq z(sQ!1;ha3W-~_xY!=I#eY7Iz2V*r39%B?S?r~1p!9A2S!7JZAC6nd3U-Ww|-A%h)3 z+!pvXmhF4Cn@~PsF()j&~o+&voApdk;d-(O4`Zs*w<-=zGx>`5ly6WzG z5B|JhksS^sC$p!EmCMfn*11sVxs_ovSnS-+<~Q8I(gCY;kD_{ z;$%F@{Q1dz=us6}+fZakn;ZfFzV}mM^X6z@-QI^Q;ajAqk~fP^Vu@()5{XBNo3fY` zXxi2e>Z0!zqo2RbUt>ABH@18N_SwVZN!nJ2YeM=EM&u7u7ItKt_KJAh)4jA?~Iu10=LB>IrC3Jat6?dW{XJDaY=1I!QKHs?m?BlJyl&>y| zveDZ~DM{IRC>3zAaI3RVin4EtbPy7xOo)~a4D*-tHMCFPo6b|4&VO0Qa?tBwqt`@- zMu;nThus%;mZ6u9ElMsogxr@LD?*nEFCtO;YDj=8@GnAHFrx|pg5)hJa8bprbMwp8 zEQnA=Nyfxm$3`;ln?bj;!wCp?ZCq8RM|YB6);l&bu52ky=6IZVw!{D89u`KkDT?Qay%zr)iTx>{Rt^PB4` z8x3Sd>#-x~*EWnvj=C;^GU$Y9EwHU-*mwm7PssXa=l_g%TiniEoQB*`-&wpuD~SbQ zK;XX%j5f$TY{Q^67VLkKr)s$mPI79>BBj7<V?RaVWy4h_Be2i2~ABD-LMeNj8-$8Y6&|KbG~myGg~|N^Nx*LJK?^=VLhXhfEYvE- zbcitcMFCsSts!SKRP2ls6TSuev>#)?jE{fAlfO>lbyz*)E(IpsM3r!CW#t${k@Z^e zd?c5Ov3?1tVVgNEt5>JgZ06|ez35ViNiNS@_oh4GCe-&SVy8VA9U)p*rOx|F*# zaGxmvol<-&IU^%!Y(~43jR7z{y@oSAkiGglWMA&jPAvG1Kd_cBVrJ3)CCymTL=*BR z0!&4qK5Z}Eb2|!nKw?tH+_IA4bu!L2;9xxQ4;(ba@RLud9veAlIczYLAFS9`Vn(C% zQ!Kb@t>7MEcGXaWsR0=0E+Q+bA9`maI8HbK#I)777d#sje~opQD5NSr%b};5h*+ou z8uD!RYG-GzE@x!xS#~N8`)-mL0;knJ9cQv?e1=H&FO*IVwE99N_qvLrHOoVq8VfBQ z#S#JMh~B7*HT8x@=RpkBpWEN9HV7o_{3?q$Ep3pXfy)ntoCCrpK4|M?VgS0!?-4q{ z&_t^DL<(y4!R@L%?S9lM_wGlA>uOhlIlMa201X>qBIg*eEw-MDhMZ?{vX1`+v)zmt>BwnvK=yx?Rb$jNK+OCITVT zw%COHE_J_S{^ooAWAwa<-cJoYEHOzjJnk-B01PG^1mSV+H-uxwVO&Dm;MkEIxCK`6 za!=SlTh-=k7S{(Wq5(C7f@>*$uQ1J2QssDdXutv&9cno0=PG78?VW7{6HIG5YL;ni zA7QBCE~}o<<>H9%mMTdUC@49gB~*6Bw79TTfI}huxpB$mVR{}E$I4H{U|9fq zX)i( ze#YrqF7e=sg7#2pXytV?wMlbexoiS7*OeCM~_x zf#rt7EZzn+4gdDeLV|>5d`P;txDU z22poPTO3eT9)eJ=n|KSbvqwv01pM7%wK13_v?jC-ykPSDxZ`j+^wH~E%Kc;61T$KV z^KE2nJ@16K!W-JwFzA0{tq$r%9P+SR(HX^?-peNGILZlVm4$3$vS|%9KLgJd9!5C! z^Ka9GH-bZE;!8l1w#0CJ!Cjnq+U5_w_VfQEfM54yyL<5NdfNw>=BtaUwQXh7#Tuz4 ztF4*pPWa94zHSoOpx(#x5w!T?v}M=Lx=+toxe^jFCzVUkLn+w%bW3LBCsNl?4Suy( zF1%iALO;IOXiMN2n5$1|AtzHH*Tg-bWN=z?cV@arC^zU)1rD_*5c;ICryrm{ndK^W zu_;@5L)=)bNBsbpXh8_ZhN_pZX7>~_v0#|DXCVU!fwxuDT1o%gl+k~b98?IanFt=y zoH;~Q#Tna(qE5 z<_gBjBvk*Ld>OK$3=Gdft(*jT$34VmH>3zKf3c0$L}oq=RKM@C-iUI6qeNeu33wx9@Iw1tPd1 zlRf?7Wp#bN?OM4hnYHELD)3IGhTk65m3?NhY@+}~sJ@9p^3h+ix((~%9zH6rIX&H; zbvcjO@{AY%ID`#etogZlOM=bwiVf~UVXo#a^H5a~KgwY@M#!^`vqPN&U!-5&hibv1a}OJ zI>1oorEU{7J9f!PDn|_UP@)IQ)Oru@G&;c+U){xmnRfMI0`FHHL*{Ki4rkRnZzy{P zi#7#zwseCaFJw%!d-6F9zrTA=K1a4pv1I`crrn`w8zfHM2|veHsOBg_P<6k*P{Mnq zX|4jyNJ=|DZYN$*bLibb@I0(>I^k@!u70EAbtF-g{E^Z}Yk(-N0H2#X@A~xY@UVb) zAhEfwxG-ia9v1i4>6JvEfZFJ8|Vo20u{r3FC+TnfDx0w6U(F^a30RjU2 zi+KM7cseTmRgT&PuZiD`D<@V^DQ!!+GyH8!86b8;HlB6(KKwy|6!1Ot zTHNG^vojIHXbD{l^6G2%8V@qr!%|o7*B#}pm120Ov!kDqF14RtzumSHXlL9yv0<7O zMi6my=)bj@{`S~^FPAZwx225f*VEFoJ4hx*EgMd-7g_^hPmNl8eab^rr!Pb9{wQ(} zZ6Mf<7!q_Ww7+-jg`^c-?rVqmp@cpa1NujWqi(Jdu5hgr|D(2OZ&Na3KvJLN5hVQ>(|FK zG+ml*wkuw02r}!Q3RR#R;YJl*L9ToHLENrGH(oBCFJ@SioP}P=Fk5T@^!MqRr-QJY z9UIdxhY)SXX}TEDEIH6-uw@RvLbyeFzoeEzuDS=H-@fw-lRw`=hmtuNA9x2L|;?+lZCg~tNe-l2SwM&OLz^ax=dimCs& ziSkxb71|QoZG%i-x|#a{jA}mh%qJLnm?yrF-Q?&lg+JF7m5*qnUeO$@5i!d(`ql3zRs^Xj4?k$|W@g z+PW?x;3&6eq>3`sE51Kl&o5^TD4@~W-D8@^o#J|@xtX)EdU*`kZd?#8vg z_^+enpmNM@a{I&Kh!4is@l2e?v@Al zD3+!4bSGMFbr%thzbWCBmWj+6<1A!HR@<3VFCCvXDTHLdjR}+;lDg}ga}7iZXxla) z6i^Zi2!$kMSkGnvDZ=V8Vuds0qr|X0s_8{i^;bm2^Wtop1oOG%6klK>jw$c7hO)rx z^!Y)u4rF6yY$AFOi8O$r-iM+Z!}i5wH=~w2TEt}Hj&HC=k-$DePfdrQym5FY{>jVI z*HqzCDQHQgL^w}dFA1uLXvDy)WG;1Zi_Y!9k z#G)QmGI2v8^#ms+8g0UU9V3T>{3!d(7-^X+3wk5M#Eb^zKblI6CVAraQiXSNzl+C? z7-2e>Zc0M|R5g64TFzx{%}Ty2d9vR|FMW2 z;S19}H5AzJ1l|$8rjN9JKJ%1A)cJ*t*+MeGJ${oM{Ek6qcwt+2_&t4gUo zO>vf!v{jTSy{b?kJKw!zWUS(>P!-bdRmX_#%uS_$aHc)z-!dI60vy?pj48eCakX%L z?ecU9PYuu8F#`QyhFq+3XhHDQ|M9XOb= z79G~GKVWcjwT>eEY5uTvRgUy}YraffZt-9<-+keY`QXjU=#Z6nG>JPyN3v4=W~~)^ zrYb0aL-d?O2mv+2I36Tp=iXRqln037S6Fy`0m5;)Bcs>=5Td@)?;Sdi7JyN|#L)O) z>6)!$hNJYcR333pcfH^e-VOpLauyOEad1}qO;PGGx$gy;_(r8}YC)@qPBX~f+$e_WF|0gW5 zF{a$jfN{3e`h(H`FC;MqEFO&Q|Kf~-ionJof!Y3l&ImCjs0NJmAFcFXKi1xEkx`hN;m3syIn2jYJwBTJ##27^x-pZRwh zW6QrG(BS?@I{iBcDTQbIAIwDee~pp74Yu$bnC`!0r0jz+1F@z|?Slyb80r2WL2OEE z!vSX`&U>fkw1s53@48)=1toHKs1buITqC^RDCz_VBp7A+PcLY2{b9|HV|}}4xv58R zFI24+)_HdM`FQ1Ig1WjYF4ofNrkOQX0hXb&p_8GuO{Aq(Xw+SlY&U&g7?iLh4Zh7e*iM+&@kyYDb+5~#W2N9 zx)oM!Nrn}+sj`SB)`=WXfHFL3qe4`~t46^XjU^xo-L48rSKz?8xL4@_)?yY*UFLy= zdAp%%IJXQTPejwJu@u4KK|BxU@Ip}lGxh;9(rlDI_765nq<;7aw514YpT9Xo9VCr> zI)Z|4Ig=0u;rXl{D{*bEpzkL6n^+%zBbGrpM;>1ItVXxcD1wzm(k*bEpthU-)U1Bt zB@@TZ?=|#{zU!$uygFj+dX~1HZe^}Ki;ram*$yfeD@x~qgL(m9ie$|ICN0BqQye)c@ zcaFK7VS~SB4#zqVpaZLLdEjH~qP_ACOpzl09tG2d=5wjc@xd@w@hUf5sI8H@g#lf?dO z!tn<7@XT_F%L{FFg|M+Xrg+STrL+L-JaQtnk~Wb!R&HE<1IQ&}+TM^nO*<$KR+OLx zGZD0rk~6_D;J9CJu2wN~z=%qE_=R`9Ss4};hj)VF?C&M_Boo3TGz1?BtcyD~2-A@_6T=qSk8+p69&#eQ9EXACJ9Xvjs-4?RZyf*C8FmoCaJZtOwBM3i@ zVh6FX&3Mg+yyGnjLL}yaFdilF+vHH|&frY+bHv^D-jpMq_7yFnqrW1^YcPhMlrY)h z8XXQk$`OuU39JCUd^fI39!F9@o+Hho)ZQe(UCR!s*|V&g08yu%tgauYrn!!)(GC_8 z5t}-aWiK0Kf42Y`6u;FkIag(01kLC}soSdL*R@8K{n1UVnwyS045JofiQFMJBt`-t zxMU(TH=dju>7!5yjp$504V-AbWWjgz(caYG**4Q9QyGAn;YF5bR!eSdPE2Y81F=%B z!EG5Ix2I=7FL$cP9Z&;dP#QWu9W9a%yyW`H=q{J>->6t($7m4y8W{d{&I|gIL~qpW z!{h;t)YyHt`8E|q>AB`(pIEIRkx&OzGH{RmfrmXyha3|&C-x3E97 zrRMYv1_XtJ4)_;0SrG(|l-Ixsf+{NNV~RKg56ze7)oGo`JjuO@4@p zGUO1RW&2+LKj4bK1<8&DFHm9Bgsn6ACvR?rC^3no$cm~{6jofv^O+sXaT6nRe zZOxdrH1VjMjaHXG6K7>Og4Y(+$02g!|yjRq%Wz? zI(tAu5(cY|1Ip^n%`MnSz%;)xHwWGUg2xqneYr~1)X$F$o{#hMo|Si(+wJB3;aGHK*WeJeLahILs3kz^K-O_EsaTsK-uz?ytN5NLt3tsL*DO;$ zBj-DmN~uFx#RA*%tEOS$B8WyWu4(9A>PS6v3dc0BhRE6;%pR*nA5?%zd1C<)eblAm zvhN!oLFP#(tdX*}h(o1S+(2VnB0#N*Lu_oh@DqnZY%RUYgW!B0o)q7)&^1(rtsG$D zY)Z~=!D6)pHMgc#Qg`Jt@8Uml{F|~o3{5&ijY;z}rxJQ%0T)4~15vqyirjxrdQga~ zJuDVN+?7v=xyC#Nc<_L9pP+hEiOn}z(h=o+JNP#JnFm{A!9j~V`TW8tw8Lq7qsh#c zM|53UYy%Rm_{b@3Aq|a8)Q2?W7)vy3@? zG2693F;0`fYXT`80wwUIKec+Wn5`PZHvcP49%)i)-Up={#IslM)MgeM~X?yvN zOz6@RT5Ohss9);cn|K9P+rf3iOcV$Dp3Thzo!u7o;SKjJtRK*)bC9X9b_4 zp8%H))Zs=5FtnBJEe14T{Bxn%Q0$xpEqudwjMZjH4}F@stWNp?i?)oYRzx&e?Gnc5 z8hTM-uN=DrP1RC9s=M-O*l}xj>`Bh6J~)|<`8YPctFufibEUfDc?oTWT~S`S*hatv z;@=)i(N-w$g&AMjQ(#-~QNtZs)AEjA6xNiaPyik>YL$OtM*!`G)2kQ#s2YY})jvA2 z<{`5av^Gvmr*v=(i`=%h__(PU=@9jyma$nK+{xk79@(<2?bKJ?gCS{q1*)Z0Y4@I~ z9A}_=#o^c}ofDHHwF)i>PBnr2^aTjkMRweaU#E_YHV?24&H??|U{iE|XZ+@r%zfaI z{I|>kLlI$z%mIRM|48V;#uk3h#C>q4j||N;H-e=W*In92w7&b27&xl~4<8rjE{Ct2?arW%16m6^venZunfxzniM>jvvOBEtPc3orm17rx&O(vlmaX z-G}{SuM@my70;Dudmh>n3Whz`RCMqDqllVZFx5| z4(?8Ruc_+aPBbDjG^Da`_pgTyHWv*XuI?PR$czE5Xa~h;j3gQ_ z*zBL(Xn_CR{O46lbr?IMe%+!~D-T{#p*&^pyqx%LHU+%z<Dmiax7y!$Pc`36okd|IbO z44hH7t35CWL}RMT-{y7cr>tKSY{_SFIw635R)OxCINc}kE+yW8&vozztx2Co*!q?X zmzdLwk0JZYCCzcOp|j*U+wwlpbS z>J(9Mmdu&C>m|Bbmz=(w3K6gYFTP5`n-;0x7#?2xg~<+QbAD5&4_wNG82<3e0aE~F zy@{gDi>0Tdl8OXW6Si>VWaS^*+IN=O-MZTQwIQq?`UCE1KiY958^vUsjC!Mu#HEGe z%5)avrp7bXtMPGDMKsQg`tG&Fpn>8_RGJd4q@g}+JLP566yt&ZrcB$7Q=`}ScH7Q1 zB}JFiQ6(SVINs_$>hXB(g&J9DOe(;_r(Bg|ef{GQI&;?R|S$woM)DuCIivRjC8M_xy{IZ(I=`hFd(2!k|-nfM0 zv61KaDjuAb4$IEihtEI~U?OqZAj}$o6;JUkC$zSuE@MboC+?t!W+sEHdL9Q1SgWV5 zqm3dwQ#U#^D2HIHc5Ut2U4WhVfa)w|NV;@O7ungC{uTj;g~_DuNU2z8I3P>u84V`P zPLFn9rFwd_aPI8x^tfHR%UFV++L>AAW#;vpTv|HcLVWqk^x;s~=6*eTJZXq2x#9Vo z|9k>+vHp2FE%kyheYbOuogbX<*SRhGq<_Dy zc~HQ*ySulacX#M?y*KjkcJOr=^(nw1HEhOq+V@+1l2gQuEF3)Dy&ZY-*ITvs=E-DN zp>v6*DbW1PQf!{qd{*>C60UsXKIqO>+_|D1Z9nEDe8C>|e3}M^szt=9y zY1P4Y^eMAQKIY4-IW1W4*=`e!_H^dmNO$BPxD;m+QdUE09o>1>*ky{eWjqjVMQGgU zEDrI&2iTuzyZ2w-!Oy#-ETX)>ceKo3QHF}DV%Pri)~MN(bd2fBlAgedGsX(Zfw|(9 zGbl+XA6dUK`=D;=?{NV3=HK#661<)s>nO{-wxC4o;?UfV-lcYJS80RBkTb^sGPeq> zGe%^P5*~T=XsBepTfGyaWxN8dMg%lfntz71IRd`Npt9{>`sRa#3ALhh+dFst(;=8w zi(J`G5kUQ4DFCezeD%QReCS~@2uE(atdiOUM3^C5dQzQD0pftUK4C*to&zuKNa%QR z5Bf!PL|icijaoYuXsx>1NxW@PY#zZpK1mRb;Fw#u;aPOfdyZn`<*2DH3&@_}>rR-s7BDS!e-78RqfK%X)u%-D5&}(4z_r_2^=r;?@zt8>c#t_hJ`c;KR zt%w1V%jxohp}m^bE0+onCM&$(Ui%;vh?)=Ese1; z@JgzOdzht<e6HT)$lhcsC2=>t}6#N&X85+0KhAYw<0wOg5Hzla#10W6kTgsvOhE z?gzHDf}J}H-!MSZNIYVJjy>&3T6WLJkise@}iO{AEWqZVZ~Q71SWJ%ZKDa;Awx< z6pLzW-AC0c??DpB3J==;9sTR`?)rCfekYK^RJPQxQpKTRl)r(3nskvg__N*FD>x2RVDRW{B-Ak!C2{H|DP0;s`h)sQNt zO~$MwJm-Ku^6KC5T))nJvQblCcM)QV6wE)^q+y=@p2N2xE#=qE>4LK~j6wh*hOU&BSiaQoFvWt@doKQloyh7*#8FOG!(O z*rT>0R-~x6@ALdG-n;+Zxj6Ud;`5wyoH`ARcyXCJnD6QWNhbD>BPfmL5|0~Aa$R2f zp>D(R)sigOovoj7v|&1e;aVo5UOqm0^SK`+s86=e->DbrS5q(q7t%bAD9kCM*Ny^e zPI~Ab&(Mn@^gCv$YxB>LiIr-sA6-bpYII(TDpMFzwotLLJ{y?mMW;Fag*CxU%I#`a zye7O%vfyGtjo_oZL7BW@BVMLFC4>ZvRgkj^caTe6l#4N)E}uk`Ax0dr4k=*|inNt@ zE1Uf*JJ!x|)l@%i(Y}$jblg4=$OKYQQoJ7C=enf@G=Y$DXTc4d?Ku%Y|JNOjWNeuC zBXI}1oKClWblgf}sErLA-=HMtBgZCY_eM=p=T9Cj8=MXo^TbH?Eq?aFH;GN$#VS@UyRvokkDq;^ig|*hz^Iu{CdtM zKzC=J_0juj(foVGze1PLh;PdwO~MM%$h*V7f@^JA6_7$a3~EOBc^)j(2I&gDTpd!q zUa88dgQ$Y+T#paGtP@2>fUt|*)8NyUfq`~?PN#0wc3Zov-^=*z^|?tCLPCYznB<~r zpie>?{_j(=Kq~PZA9@-=<}_Kf-cwtgQH4(7=o~In2HjM-C?t@+SQ?Sgn2;u%B<|x+ zX?8VO#ujvr{xCf=TWDS0!FFiUlZ~X<)s8J*o6#!&Azl$&DmZums)EwmJ0N3Kzc>-_ z+vjv#Ja<7438ZA>=!_xu1FU({PGJ$ayIc6xjCk@aFz|Jqony$>+P1FiLEm-y+sgx! zC5_}5LR=~iiybqE&zZ_gCq6KLRwz>BM*L8ox3#&#cNS~s4|KrWl%hpHiPli>op6Ax zhfl2DI0gC=7X|=ML|tIS;%(lI;-jBK>_8aNVSx4le*5x#N97xH%lGs!x+jrKRBV0^ z9p-^X7Hz2s6jK)J@5rk^zbwFy@r>9KC++d3_5D`i zPIgzV_Ymu$;c@ zGf>s@1GiE7bOld$+oTojuMsPD_rX7q(2hnn;SEyWKF@M?$t8FTOj6zv|p)(l4fRI-8??Bj{-{WYq&qk1dMR?Bh%*{3S@{=J`pcN^k07k?rl&%-*nxG4e~A zl2j@CDU1i(ji#TU-v~wZQ1-kHfrIFb=$Y+pMdJnUYgp0=&o9)wZL_t{RmM0tGg+kd z5)msF&Mvx7ExsW2$M0G|()g|WY^fibS(eg21gXH?^?HC&UAJ>Nu5gmqxqS)zhRa>8 zUifq5%~ek&WBk_svmK*()`TH^Y>*$1u||I``AqD&%-hmdn*4wFnz$u0nqG2?BiTQK zm3U22K4QAPUr`5p4%dE%<;ol&({$z1Tf);Lu4#iK;>q@#%gbPZJ&)oek9czL)`mPq zEZkFgdIbR8sKIz9DSE2SANp_^yx-lpbmr=%_)B;LGh@(nrJValuky&1M#Wp7;Onpq zx*3$OydRMEjHicw`7@nVewzyGxADf;k)^!ukl$JxPi{AawhYg3OPybpSLs&{O~4-B z<6XVUyGEyEwi3t$mJ`wpUlXVMzAo@5gATixkJTcW$y%)x_rNs?3v&*e7`G|#LgSpW%}r! zzy0?8`Kwp%%dTh1v*w+!s~)LB3SR`57~}lTcTG|&)j}Y#XHlvnKHZOa`0u^=?wC6K z_H%$VqG+i@p)h>YVpCx5~kNQokI|^e3V?rS2J(U5^dhm*z);c>IrIU_*_8n)a-==3O3nJym^r=!PXn z*SW!}-?aSj@kWWS51hBxQ@ckgVpJ_`-tg7B%8@qf@nDCbS5xIz?hR8@OkPP({0lEF zLSZI<5$vb5K526TTMz){2;z5Qmg8$>R82Me-BxE! zt#kqY4leH6GhYfGA+xOG2M5c=H9r9)Yp`v=sT5tmZ6lwD42i5B|N%h7$mINmHWP!dFHR)A0rgqd^z`$9`|!l;X@&6cj!ipObamC6Q^Or zgVi)nP=@R@RLv=ds47?vVdbCT{TdmczENt1--Z;km3>OLs&xs9{4vTHZuNk%=f%e) z^DQYd#PAO3>>i(mNTf=8HCEEdmBBv?S8FJNzAu5NDm%sv1kN9Lv^3Twk1#x>tvo78 z*8eg*%*o|$9F6Q~e27%HDF>uF>yoQTzZedC_a2LwR;-A&+QQrfaYk>0<(fWEe=D)j z^!=5Tz5Me0CuZfM$E0q(^s6Ub<7^&ZBD4C2zw*P#UMKz3R()3j^`+g%*98h|CoZoi z=A1ZIz3>anK;pjUhYDatu!C_EJ||qLQ!jPt!*1Y17l5WQ12Z;?`~W!Y)|i})OqGUc z!VdcvHMfW>4~X7d8t~ldad(u@b0yD|F*I$rAV;tl14Es=tG%Q~r8h&;m`)$dpwaFP z$_`QzL>D&lWUB8QVUNf+3yKp<&tyDM(hhTN9vixYd;dc|&e@J{cwD6NA9@n8VG=_R zvm2Uv`q}}1I>vl|;(%Pe?4j4HXvy880^TlP60YoUXMzw}OwOc}qfL%F_oGY_5&uc2 zLUycb-c4{Juv0`pN1Vu8a^enjZOx?p%Zd(dhS|K^wU3mUdTuG5+{Yf* z+O8jU1k|~5a@os`=W}q*=7}CTJ_v{HttTwiz1uE|^U3ei zuTN@Z7x)WAbuR-h$(BOIk2~+d&o_aDHAdn88*z3*di+;;p`Ox0Wn}oI`2MSulptn7 z-iA&Pi-%6m5Irp`C21H^Miz>al7Y%QI7&n1@5##CbCPm)c0f5fNTXmdmH*d~qfSP} zM+=3RTS@al`DAQzkUJFI09*$8zY!}p8Iqdx0yKnQBJBNTq>!ooM)vk+H8%e78Vw&F zJaOOCE@N)HAJzCcz%t7E`JDjNNOly{v$P9s6R5#0=p|D2R0rzpCJ$9K7~LjzVhNYW zZ?U0W-J8UM?BbLJEO*D@A+#yL`!l#pb-{Z)9ko@;{@~?v}DH~{V` zWcB1lgH+ypDv4MmRVZ)lD&5RYa6da<2mr+}t}yMrGPb`H%6zeEI>VXR08Sn-Z=h3o zy@r>|k4stJh0|2nn}edtEMgW8IYT*P9d7y$-8`pF?&pQm>a20>#d|I1!CAor&q1-b zyk%5kQXC-pF-7(iMni-{iBRsPo&X==t`zVx{UwuXFCsr0?Q=sC(*|eUTpRibFtM+o zF6ndD9$LQ=^JewL82j*e4kUfF>^K&$bq|>9+DNtvpD7`)D(eqrlCae+`=0zJcG5v6+}z?l52JxXv@G8n}QB%3bq#$G|?J z&4&Gcm(5`0rUe7WH^dr5Zdn5vT;t9aGflO%da4zp(edn88N2hI{EE<1}VTo(me1b^2V{|<`X=tSMo#`ZzORBDJ;4THQ)c~|ibYZZ^&8mCAbjjupqrrWR@pobZOU>l&$++BCZMm@? j^_@|xGOvkXnzY{7oUfErJoNI?Qm}ipLPGbAwQ2tYsEv+m delta 68688 zcmZUaV{@Pluwa9UHL-0?Y}>YNCllkD*qPY2ZQHgrv2ENQQ{@UL7@PRvt^}f4RhA zf_@(kRYayZMV{^)p7-o+Io#a4yuM!UT?_cOeY_-eO7>7&MaQKu5Mo*~aGqZRhia$v zSO^T)J^I13J3+Aq!H&YvkHkS54%)gKJXJxHfDAF+hb0m)!a-l7sqSXBqu<1FBi?0V zm7x8Ztb>f`2mf(``_Wwz{}gdq6feKXalNYT=N-BO*$lxf(2CRb1YH0~jr;qs=i3z(Z zvzqU+-XRNO^{?1 zI`CD$nQgu>Jf1X&o zs>|q{4~u43U!+UWWRy_-FEB>6toDHqXfdnFI1O74x+8P z8QZD22)%r(8xyeCl+R2zrMt7Ho5O{GJ*6azb}~){>z2wd>yn#CgG%%cqdKcIHJhtX zi8coBy5t%#Gw$hvG=nWu76|WSNvMz~V@Tz>rpFRgHKTmTmFK2Ch(m|NOr^@OFEc>x zs>>3hOl~p9>!#W~p?r{+G0X2piN+ysEZ>TCResXJ*au_}j;$&&IREZWb46ghuuSCs z$0LVj0vK|Msh13xB*> zSrQHR&obcob8h%ph)UU8_HpiOW+E}tsiH}ht^mqkqobgm3~Drpn9sPAwy_i^<-$~+ zX{JTlI*{F=IArltnxU|FFB|F~F#{1yqWo#eoSTh8aT;cn(XACZ+byk~fAf1Jwl0|v zt(b14180k)h|>(Q=Tl8aGpOx#93)x1)M9MFk~Uy~&9JzY)J+B&1Q!>~xPF+St}Jp7 z%dJctTM8Peg8se+t^C_+3q8RmrZ5{?_Dn4_*Y`EbBVa7`LjH!j-8VyJ7-J80o@XHg zemw04-;BGGkmE9aCCz))Gpqcb`#x7?jnN}ZU1FLtV2v+uCHxZ=qK%5Yn^c4>i8zn2 zvIlrFKU3aT1!cshsGUH?$xAFoFlSqUe)*k?EPZLuqUE9t(b(?2C+bUS!sY2WMx^wd z^d`4)RG^m+D7#_u9lWQVQ!*zD6$xM zkgif^ha($@%Su;Kr-Ij`eztN=v3~DokOv+j+;=chro35DS{#W#m*7->L904wR7D@z zvj_4qSQZqDO}KsXborL*-N|EQOCgfM0ux$pteSSo?Ue1*`~f$CyIBdumTm0j$>+*V3R zpC~`|MX^>qBZf&0-IGx&TNH9)FDVs;?Q|e=$XpX9zMn^M>&^rrkSeM}w3siH(CDFW zG0@G_oU6o3YMuB>pcL5DR)?273^=2|fYa-DZ8nC9BwmQEk)~VbhL@9Rp>k{KplDMH z3(TD$XEp6jnoxm}Y4=uW@s>3n8S=|MR}d}6 zczWwx%GEzw^VEm)?q}c$HrZR?Ne(|AT6JOd+l{9yVhn`-8)6)X&`2rJ0$91adm)So z;tCXwx**V&c)GG|+?&BP%RMdAB9w=wAh?|1mYs1|%#N1wW9_{e72(;h^OZiW669<~ zRGTc%={|1D83`8cp-XT5AV?2H+!HP6D@}?%oZPV+pGj(X&J_j`}(N z{`1Wmuq?DDFd++7WiHY;23wB~8sJz`zzCcx8TBkt^rW6ihS^cg={$`o=XAHi#7wOa zT>k46U5Lg$$9u=}U^o2|Rt|B>jF0a%Cna5G7?MUc=|txSn&W@>2AEzrVvr23A9oF^ ziXcoA#IW7MtO*zL!3|Ugx+UK-Xsq*k6bAC&&AAm0aF|RsC*p2i6n&?^7n1)=wlIz+ z>$UwID!(y)#mcrQ_!QdNj35?O&HBpxl48mhw{EBB!stv zdbF{AJqjBi#p}uU1mGkRp!0OU+V&>V_BslKmS+Zg({XC|N^9wSWD242yYUmY){JDA zyTw~YYB@KVFWE@B5PC+5R`a5pBn38aJ}cW6yl$p&QRiugI9l}F&!W&9#h@M0{j;pV z%2QaSsp2nMaG`ESr{<}R*dMr0Yh|OR`|Oi@8tr^j6J)IdfXD0#{mS~%ju(3w z{+ZBap38@3)M0f-yTxcBJaK(5wq;WTVXH738J1X|>F}V2+u=>&BZWEU*0c)Bcdia( zX@-E+pTri;x;R2x9CSD;;M|RWRUO(bw3^@>y3ba%z|Dr-BADGcNiks4U_SF2bM?=f z&6b62_(nL$0Y3ceY*p*1KgL}}vHG_IqzEC!)=eZ2z2=#B+6E(Dfl{(ZbVS+&M4BKp z4O(IB*6V{(PC}s?jgTl;((tbk^dTSpWIik}No-RrM4IW(iOn9Z^6cI-Mz+-Us?o>B zb#btufu9KZGr4Nyi-p4^uVNQU2#L0( zN`BBeoPUBc^w*-oe)R5XRVpi>iid2=W_f)S;)ndSlXBvgG8oPsE5Ft2{k6_igA6NF za0zj3jEm1%M0dpKO5@pIm~wMQMHq3o1lG$gwMDmXV7mEtU%(8vroOPzSN2${k#gcD zl8>{}5kUA`bl3(t!OjEfQM-l%3;V>%UtXGh0@Y9_v$-r};l%C~a=~PH_OpW{s09QJ zyO2F>vtdsCKz~0O(wLSQb?6`G6qdY!F*3``itJ<}!w)zmqqHBDe8@2($fA{eMg|9x zuFE=>W?0YLP@~dp-6<5bD{O3Zy-}3&`eT#MVE_k;jVXfrP4w?g9+OCiLaw}^=*Fm; z+weqQj-Teuhok$NxTE3L(h>R!uP4Eo*e)2zXbxJ#bj-`BQx=2C!4{FF=@_89-BLK- z!*tJA)fZ&<>(1woG!yFYrDw-ZMh&y-l@ z3V=IkMnR8s72k3!YY`>pt4W>u6@jl3 z!i|*saq=@W_%0TGB3V9$7iQJ}Lq@_n#oLzo?FvyAoZu(XP z)ksuVyLjiso6R#-Dyi+L?SEyZKCu`#86ZD|k1NjqL zp5Zh7B2))fFZl$cGaOEw&TMRN>afw|h|6kjfzse@fZT{vH{jEWr(DKnjdS?fj@RAx zn2MW`XEt#9i3Q3l;<|@t7F=_BBX&eYq8sUUI`YH8N77YOVbSs$yuW3EYeVz*e`Pj0Cl#cG)4<0b47cI?Q2t12 z;!+zEk5e5$B1eN>rXq+wpup!Z3jwc|bRL;d@5RNn*P27_;~EJGUGp`R_#W3Yo(0u;Da@t~*~lP$K2p|bH?x)o(P1yxy%e?eYB*BW z*hdzZA*NGoNs5-0fVjW094rWgya~{WJf|+xyq!nxF*Sts%ve9}0dTy&EeR?+nx*L_ z{KB??o~LeAILzyJ1AM8p-Vo{jeM<`;d=Zy~*i5I42XSz?GZ09U!Ea$XF~`Ubfw&Ew zZIF)0ey%15lfU+U*}=t-Y#_n1jzQ%n#X5+KNt1qW6FCY&GZ9E-j*W#zu9<4igsz~z z)noQYrA=Dp(GO`Hst&Fcsdtc^6!wHBUDkz*b&j+gmuM3PTZO+QyXkYq~kkI7{x*~8aBId9$&B97czy;gKdgZ5EKKD7b&|V)6 zL{OUG&c;D9Q9g_!MaH_*;Ogl)sbiQY7(y1f@Eey++gtC@-E0=w4U?I=D-)r=bIrhnK;AQYg94u;CY>CV40P=9cxQ^JK?Ff#nBDaHg%PrfDf)?l-2 z9l;VL469_g%2^&rA$rgPDP^!gfv&Ss=mZPabblT3!n(Yx_lb*sygbOx$NEEVV%7f_Jv7oJiEOm^x*Aa_Fcw~xFp!jhD)mVyLW)K8XJ zVRuN)Fc->Y>9LY|2qwA(h{bIJ*lw&laB?;yJJn3CsW&G1y<4 zle*|NKu04_-uIf-m;L@dua0|ulK+fI04z33I1EYb=S|o{SfvGJ2DSmm;3wV0UxSE8 zj!16FtmCu0dLSA9)~0ubM(?H-dgrbi8>0}j>bhC(N>vM8ZlH`Uayos8~R2=YtiW?ta(A@%?I)C z>`29SJ3Fd&z)~p=?fog&+|D*`7opIDm87qY`z3E!uenot#W=qIBEz$qZ#^uS1&nF6 zGG1!^=Bt2$Y~cZGsYKML?csSn_=KmwxCALY3jIC{ucrP9@tzBke`dJmTl1MG#?j>c z3QY)NLSROphZ2}MGt*GWgSAiAV;z8Xb#|Hn?yHHMm4}y;;6VWCP)|ZeQ>06~&DPTG z((W^qqyB6IKrQz*o-0K$&11tb0_LriT@B_P0|Z;>>PmRR5&yJ)qQ)43fh=CE^XTn; z`gS1)DoVQ1k+xnI;0bt13UVCoA6LauvFDWc&msQdjQn{%)%>m_Z?Qy73eBX^P-Bm8 zSAYY!JMG%;m#^iuU8kW-j>$=f8OfWQ$#cSNgUk=&etW3Pa$ZcEr*Lot0rq8Q_{-;V zv}mvI<~F=^0SM;xA=){Pcwn_4tw|MZAKK16;z#;N&ogO4&Oj7Fjg9okJ z5-Wv|8`P)`q4uNux-+=d=2GexQ%6Emh+ed0!@pk>d%nV{OM4bFkR9#%qhYO^v*c=T z@j*OHqyuS)MjP4d#GtQ|Lf9R*s>DqLMRW?GN}EO~&%TDd6H~CG51@bjN1^*9mgHj* zmVnoRZ;*ElFke_Rd(;0%D*xLYjICi=nG={$$N^Snj{gBM^<@5%btrG&)28bY=1G0{ z2{J{}_6c3IrsLP9rl)t~3WBNMoWtZhL^2r>B+gpF6o`jD20c?;h{@Cf@V_{s&=mp@9 zJVK}hFsZ$=5zpBYn>+-wb|dRFso`jA=ta^ytkvJ0jBC?XgNDZ(96fHGKO9B#+sYD9 zm`xhh-?z(2@4QoZ+HJ&pZfsyAGmR&kz-{8%?_hyQu|DtXZKwk2`g_Q>%9J&+(E2N8 zTt3W>!X8B4s_d`1DRIaf(oOL)OI!p(TC1Q-7^fc^1~4AdyV9EoYr5Q-(!U%vAV)ro zGX(;gsDIHF0KLD8q`^=4Lw*UmwhB80tJ3Eb2wzq16s><_W^}~{%nk-V2YV@J5D3C5 zQXS%*`E6zR@QMS|eRkAUQ*w7op8Mu;RebHUBc#Uj7Yv7`h;jnLomr2*A{!-&{HMbw zH`R4^Nn+|>f>IPBPdB1-421Aezm#nT8*C!3#=x%HO(_F z44pR;$L;+0tDlB&)mN;{)8xwEQUj0%O#IHM$F?ePuGSh5nn^@MuP z3ivW(*{54W`+IZ*!o62iA;SR#=ZRc-Kj2;q8r2tkqI0mpav1FhcpeqCUo%omgoA~L z70>klT`mF!KDkC&Rzz(*Q|C$w;h2L2i~5V)crSy#e6`>QmXuHQYDJy_K-U8B-lmvo&*Fz$nQ@kqC{oIjPo-k$ zUnfJV6(cDd>r)yPl)pqqf)i1sahlzX&TGS{OTcw8Gpwcyfr>F2mcE@|U7=#01ziPp zFM{jwo-FB_Mink@>|9&kFb;Yf( z>2Lt1%WWHHqzgPx+gz}GHXV#0e0<2pI5p))&8EiGi}}hU^#ZHuG}hYbX=^Wg2RYVt zG<=lRp(oR?jZC!mztJ8fEPwr(A;~X=6>X>Yi;>p$UhwQy_P8hR&&xx~RB+HcHftYD zFmj}3uo*+MREq7_2J>AUV1LDisfP)Bi&q2ecjzuSy`$vM$7JXm3)P+FT)!x$?pFfC z6#|fgJKg+f9ZGddjGSOR^+&_iFy1W(wk`Q$45)q!=U!FThtIXly`l9mZ75Pa=~?3C zc^QuCj*Y+;@P^lT!rHM|yTlZx3%P|Pow2`#f8G2{!9vuc!H)1R4J^s3U)lo!vzh>| zbH$ITC3y_j&3CmS^R6pPSYpwjcUy+DFf4srkyVluZYj`2(E*>|*V@=xDw2m?w^C>E z>RnrgYaQmIxlUvVlkF;J=Ghn>`TW0V!m?vjDE%s&a^k$=-xe*T%R9xlIB>|q$zdX;>zUe|Vk^vHnV|;B;?S++r;sY@S)*hT z4`awT6o0Su@~Jr`bxTCTg~1sLy@rlj=tvWBpI0959QQE4P%AWW2~X zU)KH!l4^!YtY8Cek*ZD1v!BZ_loW(e%^g-q))fl7B3O`vG>CToyBnj{6h#18B0*3^ z><@k>&@*m=dU6;sG-Q;f^xrb~P~~dp^I`)qRNL_f;NoQS3i{lW(pv1k=Zhi^gvkL@C~!vUu7ck7MQ!=JR|| zV}XApPzvDX=(=3(uP#z*)CvL)Vm1Q`34MC5;=F$#j90Kt4i>Opw$m{D`w777B<)^? zYg(PkKT|ooCuGI>LN$RjJqu}bUB3XZy>ikp0uoogvS?w zP>z|ZD7p%Je1;r76&?rJq#f5-RgTzv zNdn-n$kqz5tNJuJMJMofj5Jd0y{*g~`uV2xQrtYI%;fBx-DhxFUFt8W`|&U8qXaXx z!TW+1AzdwgiI6=|b=A8#_X4nkkLubFLseS&v<^8z#V;|l5Z=#4w#qGSGa!_{9|Q(PNMI2nsmtu0 z;Hl0(TEZu2c_6w#o1F;o8cyRVP)OtGPZxNr>o9i*@wl5g@ncGi#_h%CZ5V$+^kj+`m;3TQlYx2n%~xc%T!FPfZyd2F9&Y9$ z^j#Q#!qCH3PM57&h$q8ivS#>A(wx@P(&WiR)z=o2I}0HKT`0*IL@b3y*Y474$EzBa z2hMj=wd8qCQtg4ILBx!B3XvWRo{g<~CrrC%yQar?YqJL2o6X;lO}~s`8{zwEvO`;DLaueD=(eT(~T${^UtINyBi(SZxdU3k7U#+KQ$joB1 z3DW4}zU2oTIu7;!%}^KEMlU8M6BRvu{Wu$6?b)-b#no`tIg^~lA<=Z02hFS~n>>;5 z`D*9)fzE|UP6-CHJsTK(j^fJ|pLDg=58i5CI4=!Xj}O~tKIuI{A*a(iAA4Fd*7(Acn>;=2>Z#a?^>y?Gwx0yL4yZM3A`L_OhV5LVPmt6C($wlz}$CieGkVXpy$zM10j zMX2+SHICA~#y1lD-~OX%yv6#bY_Pf93XArC65_K^-@4WBE5&qRqX8IfUT*K?DkB|W zV(^eNE1;~iFl|vR&B$myAoBzRZ{#PYZV_)*6Pc-f>Rc1#fG(^jEI4swo;rNoU>9+DM$ zhs_E72IHp8VlA{YOrwCeILf=Rx)8aP;k)0j(=*MSUPM%E?)ebQWx<%dc4-1(dKk3) zmc8Vq+@qVA|0v$%J}#i%$e8L>UQcB?LIqLhsIN+9kaUHSst{>BK1WZzlm7%hr4$>Q8RN}+;>xS@pOYg%;uh8`9-1~XE5;Q{p$#S4JSX^b7_D~IvIfFyuW-kz|0p_7@b2H_s7RagXm?3OMfiPG^uNJ1 zO2RXWQ=PHD|8nagwDhX&oX!}5^$lP2^uY{8Q?2;`+Bto@gAioZO1@q5Z z(F$6tNuMsdoV?iRe}wy-6HuKsu56Cq*{`GN{J3)EO(->uP=@Jz-bTW0Gj!)#Ti+-X z%V6E|1Y4Is&wo{F)mMN8mSTtO{zVhyDms_%3!B4BzjDed-lx^&wscK>vGafGwl|$l zh(H;T46I!UD*0pdQhxw1EdpQDJzvk;BXEX}m0*@UNg{!&iWuDjfB%ypm~9t-PDk9& z%Rt!LyQ*lk{dIibfqr)|=&B%N~tm&7s5<~CO9+GJ*H z0cq0xt(a34mGpPdHFmmSfmy<1QU^XBIj%%{A7I>|T*ah8ssV?mmna5mOjVS~5f}xB zBwozku`j0PhHmS!`Y2r1C{q!|W6a12W@4J>fGomNBh1&4C}>gkx4Si{nS92P%2u{g)#o(J7b1 zbJo4vFMa&{&heGoa7NGJc?I0%jf-iGW`B8R06Q~-z^@0$el1WL0eu?0(B&Czcn}llQWLykME^fnkcgwBN1a*tUvNnMm zCMJKhnOD#9@+J)QM>JQ4D+9aH_t(y2m{r}$#W4lGD^#hwH?A3D*TO-?(X%61WN37v zp3pk@_|PNNDtmkN6O~)@aGtC=Zn^`CDvc}i*?emHSmGiYUb7npN7)bUCoBZ1{;R{g)!g$JDMO)M5cDj z1osCt)ia$L*A&VWJl~MK3Rp0_D;xV|B5Fr5nrwLr9G*F}XIl;^c-SbJZr)i08YE0a zNiO{D*7cr*)k5j5ZS3A*^@ULNF>>}`F==N+CfP)1Xs4?_GnJD`Ba|bhusK>9C}Af- zAw+!&W|Jt_e7#R0v+-?qgMf$(z1|Y$Xa@kn^DP`!eG=rO*?qKOz|F#np5NqS)hJuH z*fpJTZ(L8S^mLK^S%*#seJ->#`#ra$X1NaXYQ+0C+A(54^XMH`!Y~x2J=@>PcCJ$6 zKJD&eP@!?IfTyAIfYM~5!$l7nb~y9Fo{H9bQw!3|bbo$Pwg{uKMs;2f;*ZYQzz)E< zi1L8t!p;eWX21(COO zgetChP~mni0r5rD{5_>9XWot{6rsBfLR^po zs`mXj(R6a6QjoKEZ}>7Dajp6jTeVbQHQ~?_@Z5B19(7eY<--0-HNY(_8Ur|ra;4M3 zHjvDRqftmbeN|$6pGZA+*DHHR=g8pLuVH*t`?1X_{1jSs^1>u8@5%Il!w$nm+3#&S z7o(VZ?&|%9Ix*5m(IRIHc;(VLCa->_EQOebca8XuGMgJ)eei)9K)B_O%wce*ZGA07^*9+5K2mo-TRSe*C@pbhckw9|q~5MyA$!kmMdlGd38>Aggvz}?YI^Cz z?w)k!_vx?pjdvwjRKAObKUwF6Rv()1`gQCl6sw>9vNVyKOb2VRG`}zKhsT6NKTDSg zJRn4yfy1~CArHjwmlsz@Gs=!nyOqzbt6}Lo>Y_{4CizSjO4S66m@WB(1VU!@^mq*0 zD2r-wa_wKAdA-F}YTyDQme^i?dv9TwpT`p8uI|s|8DkbHaz5W#Vw))VnNMF7nbI+j zf|nyhVAUYpG&Lyc`o&yhvyy2;}O z?d=uVz|t0CIYxtxrp~ybPl!8K1HSySC2i1dr6ko;Ch`k6F`xq8gH8i#Tf&F{IZn%i zc18iSS!o13&nA|GmJIO1vi+oMtDXVoU(|W80=o zp=6C_i{fvhc0;J+0QbuTbij0HQ04;cbnO^SN<~kTDm_e9>&1lwEKx|PXI%bjvsL+{ zX$hrk=NayYH6Uv6I9e;H<;p`*);uH!>BEJ;Tg}?G4+Lv8qgKS^Ix!0svxOFwD$^>Ppp=q)BF z$)LY2d30pDKC9As`Qh+F-7Is)Z!HUBPwef?I77X`qMWpd=wqG*{P(RAd9bWPJ)JlL3wk@`F62|N0TD+FO^uU-*3P|k4 z^-w3!W5@WS5ekqgY>BOdUy<*GSJ`1s*e%p@1n@R@7bxNX+;psK%W`hOjA*m0-Sw#Y6x^an{FRyyiz!STM2wWxF=PF3PagCz#?d+?d? z`~BYzFz@_n8E3?@XS@hqj2(-3J(@#wCK%mpi#T)ydG^yPm2dR`76dZMr)vbaYS>-U z4rozwGz*ZSc7Aq6?)m=rZFhcf9>2C!aTaZ@+p z-7Cry0Lov@feWFfRur;-;_DOH@*<{5tiJAn=ES*BX{8S~`2@;fa~$3 ztMqS{5LoBD&Dg{p`NAHP`kKiGnMmlen2IyP0_ZGtExBi5AMe?kAEYH)+bix{9nHM{HFZF z+CIn18q_kLL7j)`Ici*m({4L#!r1^7_`el4Hx9SkW3J~fl%cynBrTZh2J`ytIhUY7eE$xxo!&F$Uc<&J}J z>kSI{2fcv-*+)_1PYUR~rHLg=D22*^k{X8Z+ru0~)eQt|G}-A_Rs+0ApWvsv!*XMs zGd={7fubFQ>h%(iH$GpaZu;6J4F=fbKQr?qbw%wZphi&~mJk5z$JKVNnmztrRzCYI zZ5Y662Irvqoy8rvDQxwT@BUD<_-ktMhjoIN2e^W${s+4Hxhfi{C3TD?xYBHT{q7>M zFOA&j=EVNajfhpgl{5yp2!rd$*KaPL2jQU!VBnB)(o&h2LC+5;suOF3To|oDy3?>2DIH%80bC_bgu-P$-QH zs-w0HX2ZxNS@OnaY1m@fj-L1*bFt?DNb?fZSbVfWREcGbw zW0ajy(UeBM4%Z!j@~B@?Nr!v5d}Z%?sSEp|HFk-6k+7nJeNk%K!IK6>ect@#20*FG zrYwWp=oyt|Lcl0E(6$N-0l;#oFReGj^LB|K*BBJR9OB!zJD2QCty@Tv4c z?5O@_tPpKtit7L88@t$Wx-knPJvmY)L0>+=_}$gfsffBJU)HQDr+pgg*k6a zJl<;@fX%6yZ&NVn{ysMNr2RNKED=bU9gO75e`Zg${pG(buK$26O16z$1e9Uusd#&w zla1wVj;1Krg0FBB)HPFP^}bHwVNmgprNUA1M@y$|4;=(NW>|d(;ms5Orw2O@EBlDr zde_vusz!p{xFP2?)M@aZLazztH3MB)r(biD$8)>zPM{g!Tt!f#4pa~pAuz_5d%PeW z25-aHrMTl&$q)wdaboc`if+J)N4Oy8~J+4hkAQ*z9=vs16hlV*n<~@9Bj6V zLmK(!==@%+B}oq)7YnKiC_#-7%ZXL3s41!rpNq?>impS-5U&F`cG#FYR|Kub@v_Kr z%!X)Gx4_z=}-5gR5%ao6_X9sN|=;N6xA$!oZ%FhMVA}^)~2A z@VC_$Do?_yH*PY1hqZ7zfoii9nvY9OxA^zTShDLm zAqKd(Nf(G>T;4rJr>q9@W=^>sKBW)oi2)h7%yD$U+e`Wu5YcqTI_xYKleueq?@i}@ zIYY?r(FMP3Z>NkP7_s1l21PQ4-HOO!uX#~ZqwZKuy;uFTaY^PPo78`iqQz+#i1td|kj3*As@Mma_#m#c#z5&NzUs;_hqI(222#-&G z%{=g!t@D&qj70Qe;s$#)3g7o{p$;2{y+5E5Kcv{GA*99yW69Zi3r!ejQj1V^`k~%i z!?NFiSuq(l#ShEDLHtU!aj`%Z2f2&SinpIlLMayae}W}SbSXC2@QD1VdBN&_IQPS+ z)uhfs<$(Sit%8x(D{Lwi)26l96@BtmBpP?%RSH&cK7TG&r`si)P7k;u{_l8hPl4CN zdKf)Z;R-4c+}q~Q?HB_g{O34TN{sZ=NH78w_(jaeMISdK4Npt-F(&5_$NbPZoB&^O zWPlv)?Vp`$Qq{#yZ zXt~9eZ&EBe0>9!5 z++TGgORPw)7x5bkflc6tr`ykmukS%V-eBgMX(Xq_ovAfEFLxFFEB2gfF)eMNm+e!- zwn>s>9CR#7GVHQQu!&4=pp%UIC2(;Fa0o0Ce%loBCB-YI@2V(Il6g=^;N-X0n2h@@ zZQ*PGU^G;DHcyhZ&o8kfQX45HcaV!=4gbxmNvq_iTnL?-Jc%3Zur_Q7sfw#nxW1-@ zf8>`4T`_)8Rbxa|^|O7(K+?ZH`~c(KdtoI|T8D-B@3_^xRXi6Q^@xNT$s#uCPUyOAzA?G+^9>l8(X_-X!5Yqwx+M8rZd`E09sL)@1Dd*__?3nj)t6+X{kem zQ@$HoG~{+M#pq5eGfi2Fs5Nad5WP!^(L4rbIbihPutQE2bZ84nvjG(B-YU0ElGPF! zl~d^@vprF9h1?q?)iG`8cKDwF4zM?`IWahDvlyt zA4uMe>&^(Qnz8C0*?KD`B5+fbrQ2E|$2(QoBn^n zX>4Ts%lDX6I>*eUx6A%k3~`U{6&|@i$Oz$h&W=u$vb)nE#%e+VEm(_}4BaUK8A*mn z|AcR*v_azC9)9y*^yXxV=MKf`7>WbFx=R_A0-ke?m{02E zA?O+~@&!)HuSLdk2Gdbudw=PSRLy_ik+B9eK2kpQ-3?;Qh@Ok_t_u{k*7DM?7r0zn zE!0Zw__qd8EvzG>>%3Y%`RCxGtS z%R+P<{e$R$yJ`mrb_qFCWHf{@A(mj10^8+i_5zv2c@4#28SyFc45uLLy_(_=t%5*H z<6{})+BiH<@xaJoZV(peEbWeEc>q|b(j^SSsxUWGE-H_ijff%lZk%p9nf1fRseD$* zaaElCLbKp`msuV(VHK>%tx+}idHTT-H7Gw)eySXhyEGskr!Q{HjssGSVsF9qU^y5H zZnU2RbMsGtvh{5HLt(oN+`txViw^@+a=E;#n&wg{Zer4z^||LO7I!KQ-p!dNgC}C?VI%wKk^}J8%BJkrt&r( z4zIxj);WOS55Wj&8cp_82;GysXEsK^c}_*XSLaR4YT1FUbj5Vdgu*Do?ygykn&Tpg zUJ<=ZsI1g>BFAKxUb`WwmhIt99XiWBF2~=2jcdAS*0iO{wmX%pW}7B%-nmnow7Xgy zynrw^>exp~rY`?U67eKK^d0$jL#}P=1)(tt;yVf6$DCjcHx8dPcS_OghyZCs zESZ`k@9E*O*t)&JK@NP?eADCNM&z-1Tku?ayR@k5le&%;uJLAiT=l$XPDrO$sdbv^ z#I>`!OWZ7ayhz66xueE-MVy?9qo=~7lRF?G`f>daY2b!p%fLfY8SWxEk2tXfUnLcl zd~J{p6brGh*;pTZ-G%%qvZgSf<;PbTROGq~&(+vN?e+8q4tl_2R?AvRSAF~_{bcVL zS8v_b@S`bcn=bxi6uA9Xz;E_ z>d;EA2R*d7c`33}*$m~F9gW?ExgaB<`}qWdTGsYZtLuy1q;=)7)k=%r^u{ho@(3eq zoY~mvmp}DT#ZsJ^wr2zx6fwzl7xB$x7!(CW%#T(3dO;8A zyZu{Ap!5oi@85A?5g#Ic~kc@iK=z}QgjL<-!s?yp&CzWbPpHC2MnN+=$l+VL>PFQ0cYIu>>cNU|D z6xrksNF2lg`J;fi(7uszdh}<;OagRQrnQ8WeO4sF)fMk7$?D9d;>`2eaww3~?wtueHDvl>nmU>WOx!uJICwVV|Gh_5qd5 zQs@!@Le32th7&K81G1ypM%F^iC+C&z6~2Jh>3o~aLs@c~#q<-}$DYLTA-o#1O?qs~ zUm-*m6X7kd4~X+O_zA$UWs%IC{BChkb=P2=f~SjWbc`r&EGnhE&e@cC#W6cvO&avL zYlR~6VuG9PuV0=);q>DlU&UY&8tR&m#ns`x3WuvIX6y2g3RfT26q@%q@9MU z%5MDru`Us%e-C0})rdwY1GQAc{Utoz^G0eNgJ%{pKs~pw(lFroR~Q=pivE*8msDQ@>%$`LsT3B^?D6;w~wy$tO))2YJLuaHrmCr)xsq7Yry#C4I}ZPjbHm1NcSVc zOb>;ULeIc$Qc?>-k|nb!_ufszOa&6TL;a<1#MRvr-QhTV7Xj9^=-N-~Fh}bHEf%=~ zijif-9F>B0=9M5&5+S#Hgg*}>|A(x13eGHA!*yeu9VZ>zwr#6p+s+@`wr$($*tTsu zr`K9lr*`dqH*0?5X57Bt^F9MHiYH+smH2OocfC(}ETEQ<8j*cp!S4Z)8WP`L54sgt z(9&n!*!F7cFtI&PlQ60``-ynM9CScR&Ge(1?l>DYd({p+c`tJ=YJt~C-m!9XoEv%h zjS)eCzTvg+AVaeVPyv1mnn$N#0Bkt_<2QBB>q=v~P87{e<>wy@dBo&zPdlh8a zarWoj8?Z$Ag1>Zd+=vv>?@&{~s$K+aZu4~UkA&@_HDOw*$jwP7nIwCl4)VtbW zbZ1mlM*p|E<4EVj+3{hr+8GgqTf4Hw>RL=L?e2HiV0h`EWsY9|9F7z?`UEf?0uF3G zGBGVG?F&Yl&W3erjrtVFD+*(TDKGnp38ZZuHbCx9b2w)2JV8cEIt4aJp|VBVG{I$3 zcM|h=F?($7B;{&uMMv@T+L6I&_s?>tw=*`%GFg{8b7Q@Nb2!aW=T61`*BT0^|Ac-L zn{3o_y5G~QJ+onwBEb3+Rg7L&>!|v3wvG8Q_j!l!t~L3jSZMQu;L8R#QpMwpJ*j;n z39t@1)qHrzj8QJImthqNX}uBn(S3*sM@fE)R=J)>JiwaGpdz(UhBmLbCS&DAHSo7Y zjF$p-4V~F#VusO|Z*f!wnP)EWna<|=19erBDwzPYvT94D;wvm@>0kj{_Hf5is$qJi zVNG!fvH6O&za6b?jB;2PPu7Ebac+0P0f2FIW*)naG?OUh3}#yebXq#c*JAX|+rcjp zjGi!u3pgNs@8GlfD{!bENoi&>JV>HjeU1HK&L%9>oT9DhHHHweZx@t5&*+byW_l4n zFB+g9Emw68bFmd?cbT-L-8mkC07=6%U6_cVjwOISuFP@!;Sw-t4kavkw9F({4NwmS zZ+K`%f7T1N*nnz(Pd6Dghv z7o;)8M3mx=`W3N6fS!RxOpuL>=MVMCG*uz=A-o60FO^v@PmCF-jbjx_upAU~ZpF7Q ziy5$^A_-}iWju_hf+BVI>p3y#8Nlgrag;L8)%;ufk(3=v(9JL&c*f-GRSeGTBrD6Z znKTee8p9~J@Cvt6M`R^AXwMas)DrsanjWnrhT4h|M#N8>D7h@*W5T71#HYineS3@= zqglX(uhC_;ka=4P;qkfO-VwK$SwiEcP2-expu8W>mj|YyWZ~-%+>s1!Dc~GQW#{P5 zo0SRORBclFOzz#OXksE?tVS=gB+y_%5V@9X@!xjExw)-E|ANh46CVUR4UGQ0kLkG4 z#qVe&sML*WF@un$q34BVVhS#6fN@)EPSBPh6R4ER?vi;Wb%k?^Vd7ywT*-iEjoN3u zed(Q^@2bWHq!Bb|QUNIG8UXLVp&}6&a$=^q`x}j89OUcd`U~$t-p}(w*}jZW4a@Ic zjmRb)u&qbc1aYx9niqzuf!L~@;>WpE7_tF3uf8&=>PgMjI;BI_DskMm@cN1dWH%rU z`S&)anTo9v^)ZNgNti%qQVN^zXg7NMc()S8-@*HqxB~0zZ2)Ri7SN};?a8^;f%_ZX z`?chH%#OTOu(IcOGAJeo@1Gxqz4=jP^3Asq_Qq?}13V4U+Dhl@n8b?){9|`F2*wq; zfV45ia5)A$Q zWUdlq=@tH_kPrqPvpbS;M(Hedr+xW&3X?5elp>`kv{=HX*uvR0^pBET3z6T5I9;Q;4q71 zRHWnL_gR1a#~`TBl~^QYwyh=nqrIiO&y_+aR$zU6d0o006rWBBf~gM8dC7K5YOHZm zTYe|rEAnP+8@#<)7$RjS(2ED2{UUKwW0zTrV1Mt~E|CwD%gihI3Ki)gt;;9g_f<}t zcX01*0j%6@f~;5r$19m%#=8x7m6rZ@iMpDM-YX zflak)1^fNqdF0Li<}8i7FApie|C89T{NEBA=~|Kr#ee;eX$Xt!{iKI4zhfGjK9C^N z!p=rb8Tp-qWWkUhdgOHEc&xXwbG~2KOXek&OvHNs3Lp*J-=8HrXrHw^1s;)H1nr+M z&j<3im$A1e?2jk06FUH3W;%Q+GgM(Q>}9;Uk+cFYFThH?M7I^*Zv8{>Y3=u!{Q1?* z&%>2l^kgl-_hX44`z0j?Hz0cN>SQLLdA5m2^X2*B;Dx=|T45aP^`l0`y^jF=hmGKd zj?(>NFZ%87?uP$|8R-dB7Lq?HAf2-05%1eP@45RE7=~->Hnj(kc5kmNiZOeQdQuJh# zP`>UvYcLXCjt+fc<2T^?q~-5(OEov&1MqlS=tS7t(7Sm7ZX@acTzSYH4H@h#I-Bjm z`Ti&hKdpukn>~&71f19$$*mqYqn}7ClMMI zO7os$xOD!Hw3`k!^kZqe-96sz)-_H68c-0Hweb zEzCw_MOk$tFM8hbKW8(j5R>-$YUF$jMzsi_B3i?zhTL%bHW?V}FI{a9UTHSQLlfzN83_+~^$=WjVWY*rxEwZocc@Hw{4d*h}oXFH>ly8+e`ZgzDe~?YV zGyV-pdCmRto?-7HC1NB84EO5+h#6(FO%|Z+And3ZiN2#j}W|6q8)8`KE-7fGF; z|3t{9JSgl=y_Bd$km=!SVf?ST5pNrL;hkan!r zG{{E7f>MvGh4%XlMEI1Y9i-`u&#q9lvxkW?^79R<4H zV4GxlQnr#ha#nN=C2y7?8f?Sm^eQHcnM;2T6sE`5ZxD;ZFNWuyRNpF%@Q~T(Mh})2S zNv1TBy}uU>EYJ3Xa5Q*QMZ#EJi+_PUdmb==y%Dt$Mp9+Fi@*Je@(K*GmtgSU;4@h< z3EhsuSw2D3z>#s#v4u8_7VX4HqV^Y2rQp1VA-vuI(N;=+C;DWqK}+{-;G22%z;Gr5 z>I_y3zYJ$*%8iy6MYu>`gSeAQSxr??QZk{?F$UAo$zlQx4%lVyUz0hcRTw45BY{P+ z@=LAakI;Y+=E3DeAk-R}zn^XYSIq0&_>DI03rD8jML|V^;%9+3f&BVS%Cvb)+JY5j z39wNo{Ar61Y7kv5m5g7xQvZu&+%cqjFrBbb)cRa`d_d<{6aebpEcztJaRYV^N}W{m z7Vd-l1X2<@w4QN*$pYCFlNgg%E(_u(Z&pMPQxxkK(e|T*V%9eP?57#Gn-Wj1k6~(l zT*~N|wAp$262LtwYmy-&6aCaXrX91-4zLO3AoOf1&xDxEvMQ@!v+jYB1Li}!w|v+u zcs77Rg-j2r_qOND3N1P#3pHgOTh;7(S~NAU&H!aG&jjKms=dU*=Q_uB(!i@a!^bTL z#ntDi^n@VAJ6V(z2(*hx4E%vH9fBkQ;dfx~@Tp5y^bhUInp(3p*gspd6$Bz*1te8d zkXE;NrNKbuJV8V7;nRL@yfPdUXSpPS*cJpZZ|Q5jmKgp>U9(t>mPC(?uXG2k z2fB7}&QTF;Cspkfpj@~%^yGsv8JHPO_mfcr!F)EW5?aVX531u}@O#ZLo?BG5 zOn>%%3%Hyqq47j+F2BEEwF&a)m=7LfXn0-FD2A{4L#Kt;Z|UEYd0DNriO<(g+F(A{ zxw<@4DwO+&`xd5$vg9xAQsI^3vY*A>6x$h?j&4_LR`1{3^4R|+}$mB_Z z+sCD4T=B;&^I>WkmI4`v^}PEru_qsHV9PC3VmI+F8!q+h)HJ+Jo=jLs6btBzfILP} ztV98YO3FR9KI&8V{Z*aML|mC_4ki%=HHqt~kAua}z^=l2%PDr4Usk^P`+n0NZ^`Ja zx`E+ALXF1)!2!{-&;kLx7@$$A#tUbWd9P$|L$iwvea~)(YofO<5JEXn{ntlHJ>#RS zygSkfhMG(r{nGOE2-DH;TiMwS#rb zPJvO_$;n8kJ(H_Eo{-dSU&3%_E}ll-L~di#WP{OFVbgt^&YGqb7O){%E4qHKY=OPJ z_bHh^m_Elsr!$^Zq`5*p&^>_uxa>^cBLRd%S6&^;)jZFvL6pgX2<^0cX{r!#Y^C;c zt#rgNJ!EFsm~E(zkfLY;SCD%(At-I5<>D8{Y9$yZ#e13Ost3G5+$pfeGsqYBT2(3E zDn=$=>BQ{kTu8jN4H&Vo%;F=#cOLH53|ctTXM%s6fVn{vEn%6=h39_W3W#@eui~+=q+wTK{<8hCg4h-QVsFA)&rLv@ne$gF~brY(YpZYIz z%$I>&MU z!p#V?Tv()qY3v#c7~&?{>u1RVF5u_x3hptP7QY4cTGD5 zLesq}7*R*{Le*|M6*Z0Zbuhs;9(bTx%m1o#4M@KQnTI7C7bevRxZi7kh?wZ7Wr19h zHxOanmJa4@o9>C`0(NW&k`VC_9NJtzAIEw@tdy8*f>kQF+musOR2L(+xFJLYc~&L% zHuvY&(xn=?DON%`KfbV2_8YoUCoIyaa(JFSViVM+DTv!{5*63QTkl9%g)!&yKC)x} z4Opw_l3_Ql4zS^%RaN|ZO6-MljG6D%5XN@(hxu1b^>fF?mDG9H1jP ztbEfgsaIqxff89m8^RP)eA=lT-$un}qX|@q$(7+FatXjx2b%OtbFf4HKy@J>2>et0 zqm_^Hhn}yt#&Fws$F!W%aI9K==`#zvWMd+;Q14oDgX2s;$~t|7&7VZqHs(PNB_DR; z_z3L5Ptr({&Mc( zny#n--*5fddhCqz zno(Pxl>~oW?2H_HeEfbt19)_kdIKD=DCt*>^VN2Ss^|EswT3mE=JuBP7TU-y{9~{q zNN57htP4gmNgJq%FLkbl--UZR>5h>c&~#ox3%)mDrZ{6@UNFSb6Ai#&6!r@Lny7%e zftl;+4d7zYa0#NAta1F-Vj74~RV7uRlv+2Nu3c|=pNn3d(4kj$23+V$I+PR8-NtG& zPrSK6@jQ43M5TQG7OlLv!jQ_9 zKcG}IS);`4XbFxJb1L4D$lLaj)>_V`4yhC2m|b09Bw^&T2)~|QSQ(USB@0Gk>rmJI z2!7Pu*+~O1p(>8kvVu}I!X3-a;cE&%dmvKm!ZOjkRriKp0R!%IrrCchE^od@N?DS8 zveGkFmqTq>5%|bNg?m4{ilbi_WRv-VaVq^$H|Iv>UJ&upZI(G3&}eR5DPs!h>tZFQ;L=``1pkZtj(+B_iJ2Yr83{cbvW z{SfiYHHH+v0Cn$Tv?N)Bemp592o?lG-&p#irc8?k6o^QB8a>ncD@;h->6S8GbnU!} z?8)rB(AjkQ%E$66HER0U?6N1nYnAs?P48P0EF$o!z!tdb+_Z=Grmcnx=i&m|t1a-o}O8D0UN+-pmWND*rw=8`z%M91;S#JLmtX zvy+c~U^MIDN}|G&x6-;it?!d6WL8nWfWDKB|?k zpb?%`^d*9Iahg9U76AG)fc%@JnmyTk*s(2~R)URpZEKuxzd$P=v6WHj z2=H`YJiBbbVRl63ngg8veO&+->yuwEm7qA(!D|pcv>paZa;`V-ie#;cTKNb01WYse z&sXrSD6a^>j^Avx*@u5IMv{l9XNEpxUbnk8k6~Qa{ntRgb;TLqPN_no6k$UmM7&`% zFZuVcsXM;xRXSpboG^6O{3{`O?4FDC96%B33{xt+zd~WVwb+3DRc;5x-A(f6(S+h# zMOB}r1ERd=jZrz!0_PxR78kXgd&2K>5W?Du+Yv3gh*sD(9-$`0E@0XTg;r9xY9ud_ z0Lt5Nkjxi)v}b`gSZ}IU-%Mn_MsW6%-(@Rm`OGdqTY6uJZo1Lg|9_4PYxAGa|LAzw zng1K)wjLJ&A42}iZOK5`ng8Xu@NMwe9 zP6Ikxw!Q+VhKm3?Q0%zf8&p@0%i9BEHFjcCm5LgtPq@Dik++qT3Vp^T1TC@#pQW>T&^sx6E}|LvP)XGZ#O@u_`Kk)iPBYa?Yj2rj)fUfPJzX_CJ%jNwwh2FZ)##30``^`Ue1tAb@jAvC z$F2(OhN@-KbQ@kX^5e_yvkfSskB$;PvzudUjx;W+EH3yRmjo||`x}*RZ;RHWc9zl) zWFu2XZ`4=Z3t?n`yCcSw`2)I;V(F_@lYwsK!~tS>=_JKl*`aVIS{XyzM?DiKq;x-2( zGe8+NTf>9|PJlYo?z2tAI!?RKp@coznZw6b`RX^tSepd{8zDKj6NR0NGNK2$JJ@!z zhYb%)!XQid%uRPCe@m0YyMiC$2%BCR{4C=>jpD|kcBTwi>?i)cuSIO_dNJrQto~kB z5_l^1My-tlf;{JM;ub-t&U;j+jj#Rt4*(B>z@JlJ2amgU*>89S%#%H+-6Y+homsgD zkaFRiAP70}s4<~jTysz&UJXJd@Ngk=SZ5#N?}Et2tQa9{#rfiSHUHBL~opzCR5%1Z@ z`(b|ZAz3U9sXT(e3*}29gsu0$2EeZ(a=pjQfa?Ky6_P>)V>)E1V}1CuEBwtkj3MZ^rZ`^UN2IzXW1&~MmTyu5$c^{mb@g_YbH^;O8 z7Nv+3OU;M{0lC?D0Dw0MS~7&VhGYKMPYkO9hBtyREdS=P#qqhPM?kroUe{hryZ zg`ta0{p^!B=J-4fv4B&XB-8Yw@S!(Du`L#4$}_}s1u#fRw&>A$8Z~uzvPzHST3Oq9 zi-;k@$loljVE#g+?=$#qpcNnA|N{pM^Cr$c5VSF|^TV4#E52*x+(L?-HbbM?Y`?g@9Ft+aoLUVI zGN=f`zOoF=eq0`VT_WFQH=sy6`NiO zo4EyO=qi!0!4=l7vCRyp4Mw`NYo4(F-;p`&AMe&7b)x})-_j-O=D<2LNeEIVuO*}6 zHGoeZc_YRplWId!utWRC5!H4c4D zH_=Rk_T`KpdlGpgW!>eO1Kl&7Na#qIPdfY!m0j4b67>@U=3)TB;+v$m7Qr)N@~Zeo zVE46dnzEklld!WB}d9|1Yt})p9 z#v`8*8Mt`WACR`wFQH&joZ%)8t;$rGh(kalUAf(c9*xH%4`5TBwG%jnBppb73r0QR zv(g-DN-WR5NCHZ!(;Fq-l{8pk{T|_hqm|K7mxDu%SM@z-?SgB?y!HhIOb_~k4i=;h z1{{pgnrLG_#i*b)gK#*(+J?C9c20Auv2f36K*&*C1Y_ zpZDm&VT6XuMsi{D7uP;#usKu56DCQzl{2_7dj(l{OXH4K#)`r_3iprG*)2~ho!0@$ zoTpvR;k=I|Vv1I>58akQS$Kc$wQv5PLdaS$lmNh5v}<1J$$EZ=IL?-Wcx$!~2jlpk zh{@EY<(gn1QLGl5tiBiFCcsU*b@h;DE88=hf$5h4GMd@!ytZQl;HQ?~+R1Fhj7=(2 zqlC+tc4nd?pU)#t&5CqeGJ;_p^dWG0f`afg_0&q>;pX*%X3h+G24s?UREA)R?Jz*A zXr1aRh>GYh-_a{b;+!<;{8+`Ffb5m~9EABC)%lHflcX(GZV~yr4}hO{B#TavTh-?8 ztOb{H6k2^!UFr=Sg-p7cS`676WTqPyRI9%mVu)*O-{a54HSG)m!4)6ol^D<5^gPzM z?VUx6b9vERU`=M;mW7KAL%-A^gDdDH1 z;$cwNJ4t3F6A1bAsXM*Z_3#WVes9UD%SGoFDX7SMayH1z`Dc=scujrr;dHO{M1Ahog zhr8sA$l3z#z1$I;_^3{g8)xDszc0dPbFD|DncoOIrnqRj9w769OxfgCAGB0^Ly|9- zA6T118XrD24uEmsUoxHp-o-HNTiXa@l|Z~`e-`drRX-_Mnj012U7;oS){g?>x#*k7 z^6iq_ZiJ|x3ldO4tf$9GXo=^I!9+Wk779rGzKAWg3s&-h6odec19|Zs#|CJ7%WFY8 z@QuJ#zwR!ju?5OFK**0&64%uGv(0C;bvLq2es%YuqywZ)>xixxl95Eu6bl2>H-x>I z^g*B4ApXFN%J(4QtkXX(h-*@kJ1oypRfLvdi^OSEo|`RIC|SPstxq^rZt!4SL=Ag3 zRrrI5XIvR_$X-Lo!$frTK9#R_-8IaQ5z`PJou- zuYFtIJujFH^)Vb`-5|srC_2`ukr_YQ@-^=3y3$J8L}%2H-y%(%08+0&5K}zo2jlBn z#G1(ajT+%V-jeHMqm13uS~rAlSbbKANV+#`xG_L{St{#OYy{2-qHVz6Q;B5B^QlbV z9<7)y`Zk)AQp?Prq2(5=m4p6?!)UIN$=F0LQJ>I361?*fVu39I}8zEW#tegH4Q9NRe9{^1FE zdcIgEq2Ij?th?7&!VNB^W;L6c5+6QWzmwHgQo1Fs>m9&l$*f@6ygOqPT{6M)IPydG3rfIoT3pIcmg=&>U+YG+06!A>$<^`W2#6 zN3!UdZEBBug|iJUe%hHS8=^IPIv1QimOoIT;>viGo_N&Z%1O8R6D%wDqEHVYVZd6Q zmJC)D1xZHEFp@n|()SEsDnl>P%>j}=egDmXX$_k48(3PSWvmmv!(KsCX>O)pN)3Q` z%@rtf`Qb02-g2H;PjcKhF-ga&P>yx1J>hwAG0pCCFj~PaJ;=3)0*U$>ul|(0lPD0$ z5&rKP9HXgWW|uI!gM*-N5=PIKr0h^Z7yL_pKatXHa9l-6*BVUOS$InnilZwJjx4-e8roBO94Ss2zsZD zvcrk(1}~?-Q1b@WGO##-(q~Ne_Ze!3I{i;~x43_kSuUVkXSI-^1v`e>3jJu{NWWmbLs~iv^E3Clc8RR3^|{TaI*(IB`C2i z{A2uMAPtf=Bc?((EWx$CR%c(ys$0elsTf{6#7?OW`sDj$}anDbR4f-O5oZCC$ zi$=O1_^e2aJZi!@ZWEw2$Z}-Q?bWPptpPV+U@_A^Mzx<4ys>oz&YY~!@@<8!m}4W~ z!%a#x(+C7#Ug6sVKfF$#(!@@WqEt^kLF%scV5y!= zxW1gflR|oy3tGaR|18Qx_w7RLhwbc!A->?O19KGGqLfpOtqo=*v`f>o!)wYk?B^Oz z!#bp_VtAnyRoM2{GaNA_O^OMVGE}8l#-Xwz_8!FJjQZy_`zLZJb^`wN(Na3Il%1cJ z0|EOSNj$DprsubzH!CE1(O_PtH*4(99cb`0iO=}T*=XzE>XSDP*5L@rg_=WA_!iVHQm z{~Z!nW5m^_=6%a$`1&O+^*m-4IRM#~rsY$FROVZB;$gby5zVY`DqHM*fXa&WXASOa z5K%hgu9W{n&n_JvJ5>=K3>El)Tx%-}A{YY%F!O)2PR{>;t>mqZ=wMwDz$~r*xK|{o zRJ%N||4^+sAe=1!o%Z#D-Ry#Jvi;3=j!|EH%@=V@uGb;tJopWECg@)*N~ z&++Z%d7@U~nf&!F-S^x1{liVqj{j@BO`FRRiY;VgrFElGE)*WXc$%pe%1U{>v9bc_ zphlmUmb=ydxi8pDt(R&qN@As-p*vFA!%6zSzn{_j!SH+%E}h1kK7 zh^5RHSYSULO;Uoz^LU+$RYJ)d>P$6L9-%-F42V~yq)GJe)vMnmt@(4T+7l$Bmlxte zfeyN|>&jtHBYX;&V%Q94*68nUA;Q0dcFceseQNUSDBaSw_u5_!@o);mmZjt#7WYudT73=opZ} zF(m$+sAveevBAIMwoyAPaDC94F18KMXcfpo&jDL(rJn&TuQdcUyri(5IrR zO2ZD9V^8YES3&_UDRGJf4XuT#*80s z{0uM=>vozQAQ~A-wd&c81P_v$iSG68e7k=Pjs*|W?O&~h2p=78l&oP|UBkwwo{<1Z zFkLzo=v)DY!C3qomtj@7)tyLDEz8?xQdYwclmhjca`>IJ8<3fz8z38dj`RId8+(ri z-D94sF=`YogSl5B?DpANDI_Xlbe%|gcL}M~@ zS%xPPdx{e_TnWMLP4{W_JrI_z-JQ4awOw~_5_15rUgFmmGb<-zP7bP{5q69*oS3Q_ zQPE$-9XvE-?uTtW{U(At)0pV^E~i@qT^3XN4g%doB&`fh?1pQIV-VYMg;OW~Su#3R z4Ypnl4O~|IlfIgo*#-Q1Sn++1#y)fW#wJHde2q-8{MTNEIZu<`nfnb)YqnaNUx&j! zoArQFxcSZY-O!I!m^(g%Ho|QnMKDy{KNH@kyL&>sR)q$ZY>p+{7L@UZKzQ&`3qpP z?(VS+kt^gh|9K2?tlf*TkUr!bs3V(d@*{;~Ln=&G3J?%12)A*0`2{^_%o-2VVo?Uz z|Ddv}ho}zn)F9V9R{E$Oa%nLvF)Zj40_yqw@_X2=$u|5_ z{*&qp)4D>@wI4IKud1c;3#(=(NXg=(8k7fjX9vf%c&(1-C?0eRybqN!$OP40p-QVf zoNn1ZIJ+mdjDbqfC0Mb|5v5Deow6N}gelT3@vJ0Whxn<~n!-XRezZwFEfOym+|5)C zD=;gL5+RwZxfPSR6~_*K;3Sx;QhR+(6nm4$K37J-DpS;a5i zqw2d6S|t8}RdNauY-1APt$67OeART2Y{Xe(Hxk)w=1yZZvLR%+S@&ByDzZeiWk<{B z#=0TlBhVx<{Yl6Q<87EbD0BrNDfA~z;;&6ej^?6rEsi2TuC1W zq-crdAom+@JTFd6Eeg##vpRTEVQcn!o4l6Z4%rdvj!c@xEPYQ|!w1B zm+^=58frA1MID*>3IX*xBIt!R`C+-`SQ>Dwc(nvn6Cd+Bv)7u!Md>d<0IW6D?u3)b z!(vP(R$Zq_DtJ||kbtFtsnoU`+5tge&Z=Xc^Coq{83ZS6r0V)5V`)?K(%TUD)l!1k z%iLxs+~FHzW?zSnmfdn?n%<>b;}ds3>evxXeMkeb3Cq@T30b_lH1Ns zS`DA`DtBx$5U3S@!9kOwiM$LJ6&yPD3L3 zU{Gkq^}spwJqgByZop#W!~6bcHi}er#;leumZolE1Ni_Fq&b6%&D=)_VbJp6eY~5Q znySS1{guUJo{uCzh!zm#=wgyPT&t+6cqnFj!x-n*T=53O`j>WR0huJLMgPG9H}aDu zzNS6gr(hI8l60${A4y_P>SNm+L4R^V088^*08`R0>t$B6z@rjlR6RD;9j@9w4OIiZ zaoW&-%QXh70xBh-WW0CkWvjuPD+_)=m2KQK98=TB^bY~x9ZeQ;PiA(q0^4YSw>C*@ zDlH=2@IWB&(@lJlZdh41vt7`QJKk7SKB({XsK^FkVB7yEqV`MaW#0ElJDlh;W$<{l zzKJLr7wn83RGfBea7-?_DrEIC({zaz=2;05hqbh)v{D%POJ8t?jrjC}u89uXVjZJY zIZE-eVEGWRDH(qcvGqr zI!5#^EpS5=SQl_-{ZcIj(l8968Tw8oiVta`l!WOxK;QLj>3E&GNR zFL8Rw!%QAxI9=-+p6iT@U>JZ>0|9G|V6?2B)Y zyD9}(cTqxyKUg(*GRWVq*ya+E{c2meQ|b7Pi@eW^9R$gqpi6lHa^Tl3JaG9+#r9sG zFJ9^T>2q3`9=~MF?3L`Yy3D+8_c*S==v+$~k=@25=cI`;>lT01WhH-V$C#ntsNZKFEWu~;$3Hu$JdgHZ!UOfOYTuo$F=)$Wu{@vptJ!lFa^(c}e^ zM-Q63)ZRq7a*Y6?@nD2*$?VXKw}| z>9{;!yZ)8}VkT483d{q}-ELZQKuxh(scd^=?yySv z&!Elnd6uG_K|rIafC$MO?sqvyHQ-Rov!)y=o^eK{UHItl%L*cBlbH>uGvH6Ht_-i z_h#SK3T5OQd;k2q5!OkP>Wz5^Vu~b4XIF#nHph zr)yywy$)BEWe!>5@Q(5Lhinm9ppZJbBP8&`oiqhwnPnzU+n>oQp^-%8Q+YbG^OXgc zTQufdWKCfs;Q@`y|Db1l-R;#_$O+HPB}i`qS{{m5kAQx=fD{|3Oojr(%8GpP>ePyU zo{nMXS#jaj;Yd4EdrQDzozgYbZAdoD@SqCQyF{OwpuY5{hR%NftX?^L9JwuQ_Ep{aDKcKjy*1O64ZyoG?0$iy; z!4Q>EmwY+OGQvo|AeJ?e$>n>(p6yR=BV(xKdU7K${ET>*8UDd_Z8)WPoVP@T@&j4p z?yOW*_OQMd(6}iocgQ&VJ?~hs_yiU9T8>~KX=^cm=c-GnCkB_hPEAiFF0m}t+^g`UAQb%*?y~APoi8F^l zXK0

G$}YVilIk^~r$ucJuXba|W~HsF~I|{(aFr)h>d+VgrWY(VQcFo9OkuTgbnuKtg@?pu^{;?$AkQ>pEaD_`Q%FE2izE+KwrG~i^?=aUhI7n{;9P0ZE5TKoc}~6nX*uh&2=|g8i{K&siiMn>}*tTukPA47Pwr%g&){br4R;Odz>DYGn$@9G5 zIODwE-&M70RPD9btXXs1^SV(3%4ur?kmx;x{Kc>bH?X^;2wQ(ww@X&F}wxyDTDqN$8U9j8gd5ste{anNzabMl)O+iCGeJO z&Agf9FppeBK$%}~K-h|yNF9;YAsh zpbyz5vmKd<#pSX4aGz(8Wa++1QRhN4@%A7s5S*I$+}n6#VypA@lKfosdsOan8dEwG zRfsR?Bs~FeO26c6iv)_9a~FUFPA(5pPzc+fwiH9vlF4e=WKpphd}oT>bQn*uGtoX4?vf zFwR%-r`y1*`hRl@>yA;a`c3BnF3cc`TdrzOifi3KkdzH2Mpv=-F#8?Q-&RBYxiX(M z!Q9}V)9%8aEbyDR+g#q!N3&qnE^j{9!Fqb<=1MGcY;^9h#9}Z?Prx^-p=RKD7tWss zbZr4%ZqyE$Y8@Yuak4(tMNDh*S5yyam{(Q?=Mr0;U)Qlx-oSmp^W5Nj6NGS)Q)Nh} z=!55TpX74W>EMpX_*agl<0WJ8C|I;2NK_ophd`CZSsr zG3bu}Tq4kc>ut0ca&Bitg9rYUK$_mp#e5dK5ai1#u>shPGD*YArNSGX(%_ z6x|n1S49pBB;oY6e$Wd!aW_+mZapUbFGF@T`S)~_qnR&F zdO5jh>Raab!7$k^eEPWlZe8#Xg!q6L8|z>nzZ%O}V(Ec&st|BL5gaCrirc&( zsNr`hlUic3e5g!hbBsS4Ff*5?UMQ6|L|F~Tc|O%PnBp1zF$#SC3j(bLCShG{qV@9iN1Cs7KqvHoc&R>Mv=wKdlr zYW|jQ_<;tKjzel{jt9CcXVVVryAuXjtdRnA;kin*ocD60jSQn1h2xnb|2iBPuNxaM z)w{Gf+qjY)(}^WTPq=DPqi1*Ha3d6cf)ST{AV)aC1*$fojzQ=23@t!P z-ur~agJ{)nIj2y)1EjHkp)DvV>-eQGhL})oG#tU=H>pa(Q)5Ip0Yllfh2CvBFoe>9 z*d^z>u-%>#4HpT0d51PR)d% ze%dn3@HaI!R_DvRLpcD!mG18>_*1g!-#a4-0@y=16Zo!4`hCI6nVDHF1P?f@w%sI?xg%}t8+aGaI93U0(@T@~h z4_!i>B&rm-I)=Q?Y4~)JPe%)#Y;D#@j+Yl^aDtvN+n7ml=xYY(k2um@kt7oRnPq#d|U0rdE$xblw1pbh~$$Uz?=`or4qnW45sPZLZB!oixZ=KP96!c&lXta1eyzVTYqH zA9+1z5#OauSrx`Wu~o9edrA;9Z~9tBpIp+)UMi0!s#{`mMm4Y<8JBMb3EO%Z(|yxI z1y#o8)l3cfSVh}1p&x>*#!PP2*VDba5pZd5kK1|UkUt2A^S_9NT28?KuiWrI1PwA&5fD+BF(O@N#GyXdY|M`C0<-6UqKR&eIKj?mao!mGA-m3w! zjJYnyS09I0`r$EcgX`@8C)5qwkLRzy_0=c_u!Y28QL?^|TA z>(L0fqoX&W&%VQ6jysO%$>P%l&kjh}=vPxP&R@Id;o^8dw`;-xb+1J}t5MHgTyX-N zuVbFn%wsZ?iw6_3EgJ9l?%@U=lg;zPFI7hOa*jOGI0F7P-9U|2$eQnOX@qT7IBdLt z>z*r{G^2OqPyU3kLmIB^rZaPddM5;}E`BEb=XpC(>k$DTDx$2Eu{i8SlRrqENp$)3 z<^_tX8N~e9tJfiG+=wuCb86$Rm-{?j@)AEp`x_2}zThJ!MdMVtS>sju zm9TQwncG+oY}#Ub3`1z5x5zsgB*v&?@gNc#Rrrv@&tJiNvN#ub4fXDDk z)Q@GcCC(YmWO;aLWbFyVU+y9vQ~X+*eTh6z(0x9073ZRW9H^2ghDy34rDg@V0m1`2 zvd}J_V>Evrqn5|RD7!@?6}@$$v`+M(ML|FNnnMPyikdS9r$nM#!EG-mOS9BZ{#j&C zlWn%$q}8?qi7ccmoayPBwsc^WU05cCU0-&XULMw#x;^;=(*9yRDI|8ZcT3OKx#W#g z8qApu1(6bfps3NhEB!v)Ua9Z)<(TMv9ws}5e2V@ueV?6^CRx=T~)8;iIvb8VR_iXjZ*6j42>l^;n1jBo@4xmT&nW;_ngvx%(T{ zv;;nNiV)=Vb&TjO(e|hps#H7w$6X%O^q=AY`(!>qe@3`xm7!+Zso4A8as6tMUoQp; z1ol)Zw8eOe#<@vqI*)9vz;tcgnuh2u-mfHE-vQPMQUXY6jPUnHn16@4RLHv^;zRaziEt= zv6-j;ZJsHO-kT2ojuD!Cg>dZ?NBr{Ru%2d4%evQT{pM0-9f}^1SB6F!=BX*_nbUL@ z`S_!9Qx#OYHY~h_kkZ@)eN20~8@1oayIFuldhlPBED8qVbr!BQ)k-T_sbfF31#+eR zlES{7E%L&f`Y+hv5xPueXZf-nlL6_>}viB!aO z4s)L|gwKVo%-(e^?gs8zqsgX(^xkh0>C{m5+)Q42PG_rWADlMNUf~BBv(ha6SmWBs z%I56Go9)9sU#s+oj$Urnrc)KW>&;5oFLs}Q3emC)qe2=6q~6Jfm7UU)v8y8w^u}px z3j9}_N>S%_B89)j(3XYidR8yY{JJ8MIk@YSP71@tD@a#OjA3bjxOR(Rsi${OT6KF-UIS_ zN{z%)9y_MPi>8HFf%AOPVIP20-c4S)m)k;FVKGUyKxQ!?N3Q-d{W~8eY=o6tr!tHF z2Ae)O<0%<9CFR?21KrMo6&DKN1TRAMKQ?tUJaosZGYe=@h6W#tj6)c_JN13b?!<@c zh6r~wLJ0pF&O5pfwp$759{onQHjM`bi9u$)hF&K-FV$JmirB`m@BtVJ+aDTdtvGXX zDqZOH@aNeSGK7P}=x_8|LM>uy)=!lD#HX4hzfyUgW;S4Z`5Gf}_O~BC69e3^5Y8t? zEPoWQwhY+7cHyu``BK)YGB}aSU{JT4q*-0}8p%O|RTXO5Sn4y|UrDTKJy2~uHK8!$ z9xUkO#mbuA*d(VPH3EWEF$`*R>@Ir?R2l2LJ(Ki($e02bXI!ueMWSU@5kd$AlV?U- z;s22Bb5xObKCYD9(%O}VTEkLBrH)c^$2wHQ>g`Cg*<&WDc}x_owc;^Ad3`erOE!Bn zpj;`7$f!F-*~ir8O5APYRZ^*QcMolJ@oIO>NqMQ zzzKe}-E~)16;38PFRDe%3yD6pthMzS>d}~?V4Na59VuB1Hi-r)_mhI@Psg6f3q;Z# zT$ML^w2a{99z!;!V1QS(;+<`LMej%Y)dn88z)wGrS80nD=w1GK)$a9!UY)`aQsWll z9?h8;G-pzb$pi$D;6#pyl%eseQ1rsD!5W#`;x2Nfh~*+6VM!Cw_|L^au8tk-L(~F( zh7x5|S%nqHc6Ee4A_2h=bqtFdXn_%vkHgH}FB6otcFC5`*Y=~$HPUcHKiAK4<}@O^ zzj{H!9XtwSCattb6To+omPT+Aov$x+l<1s@Px)=l!T}dJLDt~B8+lV@%)>lmPqF>j z6P9=CUF9r9K-Q30I25yEJyeppo@Dz&>PkYd5l*ZfQt5TMtoKmrv`hAZ zNN`+uX(1M)M4<`YZeE54c=&CsEL8~o5U)Ypp_OhDMBIE{qXnZ^SByIfHZaR zl7S|3@h#d#86I$G439nNI>^@|@y=8@kng7q$!fR~@I(l|SSc;iNcmMZ)z~36VlAYo z`vBt1z48byiNd=j+DA^evv{)U_rGjLAj+h{vEE+giK)VpH}PxZRaM5p;Pyg6Rfacoro7F#@FEMHKZ~8*ev{ilFwkeNo$9A5;Aj@%3bcnqi!`(egx_5)VgvXc~3*s z>_wt6RY?Ueop?6cWJAhB6!9G_T`(L?q5)_k<@66?(5z0cC?_BfXtl%|Uw8x{PHDY0 zc=r{o%eRV3qjjZ<&y&I7aevhj-R3s9@mHq3b{ap)K#=U}TI#>arPOh!lU9mgv66rY z)uKg{zw^~S9-9Q0vW#<624IEI`;P3LC$m}Wue8(dj+5EE;$~{xF%PqaW~SdU!2-m3 zT*Mgy$7py!Of!q91a&anbv(WASnUtR*4kS#B#XxT5MBMMMbyb9>ESLtvXXU2ep!mxAUjZ?4-iq5H6oi%i7MVK_bz}g1>wpFdsrEV z{va0VfKBP)K9V{3H3GZOpkQJ)Nx_A)9vpSOplLEPVCuy0#yW6l)W%6pv59w2={=RJ z68Gx%gL_{;j~2JkSwKIk_6y(-GK~2?Sgz;PHcwh;Y5;zBgL4eg)PE{JkH0>$rtL#y z(<&K;3rq{@csk0Lt1JyHHNjyAgRMR4QOCwreVY@T;hty^WVzqD54;uvF9<>?!ZVpm zr|j2>%pK_F9lI)%a|1>0ApIN+PUEqWC%}|86t+n_CMd*#0~r+eVgzhc8nOH>^-9*A zE|e>#Dp0}o4)LXD0dEn)F-$-EQ;i>v>jYL$IVFSd53&G>Tbp&WUJN90_p$t4fbRfy zn$GI0>967Crtm+Ff1kTD zGx)$izI0Qv=4>-mC>nq&B(e$6Sm*bzw=G_|X1Oql`E2V{l`8df=VWJxkadelpBQ#o zWNz*4Jk@^Ch9&+ z@!$2JFlzvUcAL{O)kdRnF+X>&$1N02n+lC$EwKxL^Mrm%@t?gH1}F0H#Nqv(s-BYah(VAww`oN@9Qw{~7is<9;!ktq@2KxI(^gY- z(^~HgVveO>r1wQL=fAa~nYHRi7eWz;w4zs-s}KSB$Nm*uaz$s-t)y)kHJ`TP zgK^FkW%)8$^*yR5avP&#u3?B~DjkIwHa7rt+soEJOth;-iFX*FMjMmENW4!`!S+&f z3z|CP^CXa=izd2G=2RDNe!=cVoOu{^lbF`QRk9P9lviS|-{Vgim#O&&WXW<XQO6q}!3!2)lWmaMO(4;1nb5;ICl>maK*FmTrRTdyWQ`Q(#a9i|>|kxJ zzQS%)CLZsxfZy8Rm??UP-Al%xc(+Cb*Dlu){FkQCH{IGN! za03gjGGR+lFRo@vwDg{xuSTqHa=ZdyQx;S5=u+w#LQc4>P*P+Si@we8$|BSLFh6`c@ogK;l9Z0;~OE;Xr zq55pO)Jx~9^#TW~dXm{)TegP3<9+4F^%u7PCbWh{odZ1=Hp6TY4 z>x`#;R9MvV<*SxG^ssj0U(rqFqNYo3I1)mS7aF|wjk*g?rB;llXZ-a<={N{Xm^CpB zCkf{q-Kj3J57@zK+c>KUJcR>LsbMKypOl=`WXs@haec6rGmI4kHUEVV;O%pTu-xB9 z-|>+TCZaE~dXf&|Bbz5)f|jf{;OM-&BHzNfaaoB|wf=om`ON2!RUY!X6lGHXRsdQy zt|xeGRPz)(yk24m(UyyP5gh4n{njQVmf`OYaSrX|K>Z-Dg!BEz#PbDQ%Ds|r&^gU~ zqmppZJqGFt$wHBkOymkhyCbEvtqnwq(pkq-2CIEts|Nv2=p-^561C-N&vv!cvC%85 zLCa1DbAx7X*~~;#S)Swt#TLHR^6qy9$7V)FKnfGc<8@R@B~X_LxQAQ2FxYXFD^V+3 zh>o*U$tjPPt$H~4H8TLku8k0skvdeqFOCNrr}mVU^nzC|C($<9nTr>czN7zLNIhMC zS7p|2t{^z7u7&RLRd2mxnb0;==^2#QJ9Q7i8*HZnwK6$*{uU4rK67^Z#&>MjG_GrRx(Y-6h@%b zecI)Ouh(bfB9URpRMC|%j)-mH_J`Otq^$-k`M+;jZdnq+WXRz%9kK($))<<-AG%wQ-s>y(D> zi?v$yb1TO#tlR;sbQXfn^++e?pi`wx4h zF_$MZvn{a7H!I@s^=;3l}uhL40q#FmjtlApabp=?>! zkacpaeT&d~XHI6c^x*z}h0Upe{rKiQT5`ss*bBkE$f*xZ>vTsc0wTW(@6M6(CWKIn zar4K)m+_`X*QdMH6GsU-OIv1dZ96k%5_+kUtpZk!c&#XKfikpEp%V>0KB#qodH=@W zv=s?OgfQQ7)$poQrPsV)PTL1>1};}!jg6sAPux2;%57H-Y6(=^p$S1_$wD*h#Smg- zojg2=foSvVl=Ws}yFVK0;s#_c)oQ)^%&*&Py1?~*PIW?GyV+1*(`?i>H#Ik1b(0pM z@k3Ymze~btP}A{w*&JOu)R^l7PzYCV!c2G!x01!yV90~@G%z$vu7)X~@Nh>5WNO;M zdEcyf1G;o^K45C@yU>>HwLP3vSDMf;ORiE&HDn(r)9jiTj@CUk)iR>8H?cOsWb^JG zEaSM2n{xiXwtl_c1gNoM6QjK@t{=(D&44b#w<}z*P%&cXi-k{HaM(EluG0QQ6gi|P z(|FC*j4N!4u=r@WDOprwLXdnEVs>DQ!vu6Gwtv~N?to1;zc(ApTFl;ReCBxsnRZf_ zuBNSE&r~BZ=$SxtbMh{7;#F_P5OzlHy2P+#inouCP~(n1IG6mA;vyyvHR6t9;zA2U zIr~{=%WV|>BU3_m+ChCCK%VFwy!Z^b0nP6WaC=K7S0cjJY6^|#^4m`!Vf#oE(>Cjw=Y*aG&<=>^&ufRs$5ijjTyXd~{Q zruW)5O>bfNSM4~HI5Zq%pCvqa1QSNl*gt6>LowV0%p zaryHTp-Z8*`ZlvUKqgB{Xr`pixZh8MxzNBVX{_6cV!B?vdMDzvP>U;9@M@x{q#QaI(>(xpV4y$Ix8d-Moqy|@E>XR zZ$y4uy$jU1b*rVHf43gJ6_dc6 zaJQPW>ZG*|(6^o^DK|6VSS7PHB-DF^GcFKzH&Xq(x6s5wtS$n!v0;pZos87E16PH^ z7htA4hb%kC8B$QgMu5Dk8m;v3k7(J>wd9HMaAM^1fVLt<^&=)K0p=;+QpGN6bC+nY2rLjx77-WV{hF(2%NLc*q2yq3& z9H3c^7Z~x0sWZXxgX=Ili(`5&hb?~9oVgUJh$ni@P+Gq33!n}fndudFiq@59_8QYyEJe?v4Sset7j7&81&MZdPbzDDiJhTb<<&)F&1zB{$4^SAJ)M4G}zpY%)ADkWFmXPjuweck8@?yn$%UPt6%O z=JKg4t0MpD$Xjvbd-o4#I;-2pf}Z8J2XNUY(iO)YBsNP&-Dt2$3<6P%8W-U8f2*x) zgv02EDi`R;4~$Cc;!=&KgtA3JTxRh@1~ZaH&tsuxewjkIB>b`f>pYNkW)Ny{=mDbak4<9_@~Qjjy;x3h<}N zw^Y)x>{Y!}JN|?ve-k99|@OrCp2TbcQ&g>IqW2 zfCZ(W$4F>#L}`0H1u`Uwdx6ZAYJkIX+f9vbvTfqnb^&L0*{g~e}fTRh{I_K`YVqQ4Zte59WP`#Ml z@vZ-Rn4O6SoGVYf$e!7B7DXlkWo1|=69jXze}DZQ282~;>V4;BK#mu(QN)u)C+NZuwAM~aa`Tl~xv-q}|-tAmDZ)0LPp5)>nLJsO4)f0^<$)O{a?%bIun zk3PD1W6BfUh!vjO>pt$WcM-_q(j?pNz*{0%uQi5U;>S}|h${20l1)&BVl zYj$`Dq~%Kphf!a!3dFlNA*4b9no0x`HzAVIlF&*}q?;o3LI`NUYn>E>5@(YW6>CMb z3+`Cvpk6p&n6OIF{47OSnkh0Wd0{Lzf{iSsU4Pu~&`080U5T_%&Bx+eK`pS_h+Jjm z)sy%nbHKDFl!i*VDGhHV8`aKZBihOqQ9sP5gkIZx0`Rt5DV7TMOpIy)t|&E(uq$xv z#&g?uVkAp@QWc^_=un(e7J;olJiu*-cSBprovAViw>dM|;T3-dmk%;%d-0)_gAlgd zs=fYW5Wp-OSU`Vc5I`&&FrgxVU5Umusyzj>4bg5oZ6z;U4ae0&ZQ|GXVIpzsRuefg zQ`{Y&OI=77V!$sHN1^t|l*Q6vlzQ(DqoXq3PtYDop=`3x)T`-DXmG1^QEtMTHa0bs zk?inCh>FswYBIeN+(H3@nJ8(@pJ(mPhOUm{vhRYy?yq}BM}OhEp@yR2G)t4jIb90 z37`U1_`T@`Md%M@^knCpNCu0jqw_>5QcUc=FA>E<6Dg86A791U!qwS(`MT_&x7{*T zNW{y9(~Y@aUmS@`xm8JD(eZOh#Q00iR`r{=^}h4|s`QM1&5V=c&wo3GJ?u-tg=PT} z=PMQ7-W!m?%Wi|mi_O$nd^6mm4?;@W7qY*SM@*-L<2POg1=j7qkr!1R!|DET$fg+!S5-!b8dggBvn49^@JuUP9$%?mJpr28wws+@f$8VnwMRP zaygvnL7e?CwxUH6MYV}vDS&Bd#IOJq5ZW}B!qAz3CX;}=(4qZ#Pfs^NnnoP2^b5pt zYJ-AZB48A~Me9b-f%A*5EtLS-2r`jP4!NZ!TY~73GQ++lOY(0qgSCcKNR*=2Cti?Q zjc8fOjc7r`rMQR;ulM*Y$HAS#9{3 z-T!mfL=@HPQy=zSPJ)S_VV9+);B*m1vtnI~?z;rVzh8QlF=d5p5| zHn$s5RhFH(0>%{i%aKW+iy={>_22bo+##f2@8wM?zCBLY%BiEBNLl!~g%tkBmSD?c+PEZ%V6?Ri3_G|IV^b4%L=*Qi%QXv<6>xJ@8|`4NFW8ZD zIVDYalqL4ZJr!Sk^wlBWPAsaeAI}Iw@-&G*7}w!KbuiFvq@5qoxNpD&%=0)>e*8RD zEINk}lv>JcAUaRYL4P4*l@HV5Kwsi4t5o2jrc)iKWfk_+-bsP|vYt{jMnZGW!ekMS zbD*Ru(@uc(!4tGPJsT1>3aDIE&BMBF13ZoDw4(&bepSiq&f|44-p?VcrvCc^r7gc_ z|DT0*ZiS+3x7vf$0|m<6LLvaW<{)X?-}WID;eiPEkW>IRPR{?e=1TImp)43Z-z+3& zS=y|YNAMqOk`Tz~DO0es|mIfa@! zd^uAG5MmJ_3$TSGX&EoHJ0^d)q}QW1*@;mXo?XmNE(G~GcPV_Wm@&PfqP`?M0X0}b z*RJ|p7aWIL7ds+()F5X-&m4>Pp?w}Jx+Klq!> z(IgMdIz@gx1xn|cL;g`$r>HpUZ!edhe>(UUd{E?Nn%^*o{o*)aGrB)#Elrp*#p6ls znLll(4{<%+(+JYad0015zFQ?NKw9v+Sir+qyZZ!%aCWo%&u@kf#?Ar!4prDz zfWDlHF~QjEWCSW%S`4J^khN{;BFfXyy54l-rMNTW+3?(bD7EoK5TQbD1JKA0uaNCp>*1=0gc z7aWd-=|_tdBI0Fmu0C&5acJEsvr_7=qB10)QHus6ZbOFYOQ+!ol#jW=WiW8(d_?pQ zj76~kG-67MDk*x-ad9RJ9!A6?peR&{1}|(eeC}YW$QktBk1K{?yzr;O{O?~X%@1>l z`cjs1i4niY^AT_2oN>!I2TB~`E|$5B!hM8gjiz)CLm-qallO02$T*!=TW zCjrssf_9~3zwnL zf&U&M5rOFhrGblQrDgTCy9FZD`lhS-}Cj zMoQsGmfN|zzCJfr>uPbFsHc`rGDe{@T7*t+s!A}7&tu6sL0ohWsy@pkf`v!Q?QJENxF7`u*&K-b*<;4ue@9Log2KwD?!h=3#k-X`x}4#-@6_8!hKLU*qRqYy)P zLIEqz=J2&jbPH~UmB8|m4>)n z6sElNFaV*FfPcwe_$JC)MLQ`~w4vD%ZV9OltR@UQipRNzT9to6@YWsU{=XC$1&p2h zKl_&h*nAC%4ecJ|a`ynU(msC;X$A`MFdymk-%So&eut!LXS;`t1_k~%M&iCgYJq}r zu>7}_*`DzRDF_N|`huhaUSdJv0Wm)yZ-EM+Q1Jf=pmgngpOD_5pd3l4lLVV}Fm@U_$AG0*i3J&%MHef&~R$;eB6$4hPB$6u3(KJvxpH zMF9%N#q!@6)lP~J)d~U11#B$%PWwNJq4>TJvHj;6sM-xkp)kL1@_)`NCxem%|IWd# zDWM3lKzaWAlt5MiC_XT57U1_FUwgR#R3RJ~_kSl-0v&%saedGI?~%QqPys}s|KULZ zLoA?#zi0nv7=nj`ofQab2}KMjd)YyU;e13YJKXV2p>I1PtB$33F)*KmTwfbobCbK_ z0bK~BprC+CCIEwl&E!0E&Eszha&qM9eEIA*htHe8oO~EtD7^t z1Je#iKe{>5uU4QW6O|nS-Sa`99!%E;GXX>%K|~(e+wJSW#ka-9t^~xvjzkMhsW$AN z?~z(#U=Z$F$^V6Se01_hbak))2H)BezZ~k>x=LSn+^}osU?G`uXl<|d6{+an4u$pb zD7?P*FfcY2y^+ttpnA!{!8zdl9Wn)*`)5^<)-Cy{6IOP$c3Z$0@Dx2tT(|wWKhiMH z!k;jJ!q5G}V(HjF7X=7mmMqJDBq|OD?L;~E{WNowuZhZ>c}t_r>oLesxR5tAhxFKDB2frsbp77 zrwX=)ZAe}fc&Ky(Xnsyaxs>VAXimhrlnc->Ph{U0`q2tc;j>P`4WN%$JQKF|4`w{c4tAByPenA6jJvHCA zS2c9eYtwd;>eJO0m(RPew5@phD4cnBX^P)q_Rc>3Et-u42s!&-_okV!Z&A%3pKjXj zUZ3LcyeRko3CLfcX^Ct7N=srVej=U+G{z>sP2?e3d0Ec!6C=hFc=^x8ic&)fT7Ipe zZ}D9Z?IA+}ksSP1ul2#Tkn--S__4bq#D^mE2(!LBry70^4@aCJ?s9)lMIuWQ5Z%ot z5f}4i$N#WGlH8mgx`t7XcmQ$5=w$*j+dyFgu0CmPvM-2yuSkU7HNlIP(b#(hN7St6 z%r724Q6J+WM9*jiM2l3<(&$zI=m=l|Ert6~TeJIrX=KBXRLsI0WbGhYhj8pA!(I|_ z?QI=NS1}-;KGrW8K(!edo?_b+Aj*$I|VrTT6&v7#%&k=iu7Du8=64s@X=ZQj^Fo~gH;%|F( zJk$e^mg#*h0_i8yjBkX8Rgg)1mL>>WzEsVNZTj7Aoz$Y;@-2rU$S*#!J?Hhhe;TaMQTXd&Ff zl%%bkvB!fgX-;hUs0q8m8wTA>q}%1P6YK>n=x4?95vdnFahN`Jm>;<0(Nwb-*ob1s zju($UYi~w(O96nqbQt8qxF%x)V+-C2-9;uKU80Bka8bnmGJ+mj@HM_GRPj`Vp?_pm9u1#lIiIDOz;|l%ka5*rV$HSO{x^l#v+Ro%GAU!)s z*Ls8N-B|71jHBM1)jCjANk=3j6L)`_7z-&Ro6{QyBTdOa@Z_u+)y@RH`(VYDz6@!| zb4A+fs-LBs#`#=@a93-$y#}7`lq%7 zZ>ywXthZ-BSpz zvAn6yO7OxPyLCZ09+4@&qK<)a=wq@#$>OKa3Q#SA&KXx|nCP_*V+!sjz$P&C%MI8qm}Jn$WVkRv zte4MeO0;>T4)>tV&L{pkak*+DdrNO^x)l};YVkf?5_{Nli$9IgcdW9O-~i)P)pFug zUufEZz%HC1xlkSPvYhpb$5*0C{EcY*x3-!!kvkQQRc&kQeb&Bhpd4&M# zxarHiyz@OBAc$lkM2%-tq?H}-O);UzvCCep{o`iv$|?djjvZI-0Es`996sqFiqtsf z77Pj52NhT5W--CV&+?v1jesn-@D?Awtl$qes05V+dKH&xUm~|Oc#__N_Z_B@c|FL7 z+=jo^=j0q&am726jGeEuP4Xjc6rOo96v9gu7<$JQpw1V6*z2EZLv4^mt4c9wx?me1 z^uzcBcX?>9L&bQSqZ?LdWbMjMNhfBu}u7 z4fxY(oHR(??SbP>8JFtNHNw^c0ZnoKJWpGHly4Ywa7sO`)*)RE@WtikSMb3s?C_?M z-rV1A08;mh+rk5AkJWa?n=|ePATM7kO}_OuhN!-0I+N3i^$z+76MW`PVeoA;nT@aa z+Yhap{gg^Qf{H4H-b(;RQ7;(L*9u%hQfEJ>ZrhLCXB2ci3lqFB;n3VBri}PcOe)%9 z_NCo$dA$el3WvREA&zEefvM_~q-Ub9gi9b4AR}#$9cfDBOvOU39rj&nUTcvG0nQuW z4Kxcf3RnIg)gq0UhCOmWdU1SwyLlXuyRJ}9r#Z~Pqh3G%>-WA7oRmJ0Pzm`npj;s| zkUe}BmX!lVS3NFQ5KMN3l)qEAyyB%IJ4(}q6} z;P({%HVrk1+@ZYA*f z7z^ofbJt;;eJm-!E2|JS8HtZPB3KM@+0IpNi&12&ATi7QDn>U_K}bkgRA!+S7I&0V zgbd@2EAKy0$nyAUeji5U(|%Qht%rRMK-dx!4EA)5;mYemkx#w>s~s$u-an6)!^E7Y z%Gav@vn`;?N@lYAI{#5BzcL+oiZV1j*f zl(3LS!lJA(PUnCR9Z$f!U+29~bbqkEs1efw4P5hp@Jav9+jo0Zm`HB0SY~iH^hC$- zW3iaG2WxgjwUOOJa`BF%ck#oi>^8(`b3PrTVxi>Kze4zlV(s-Og%`X~#}wp~}#GEjp9 z%g$P++(KTh-?fRgMxZ@;;p8a6be-ad%K$~xDNrhe>cI*flXbGmn;`J8t$WScslZFBzK+oBXH7OKZ#HFC7KUK(I?* z5;1cIJ%LrgX)8ldJAUasPdp=}QsD+1nTi7ZN8WakFzu>m9hhz27s$E2(GT@G{l3V< zTWO4!cGbUf;40!@mL)cT?SH&#s}IcFB9NyPOkRf=Xn&(zk$h0!l@l(;zxW<1m1Ir+ zt)O&hP8Q2Q3R*qef=Dz9mEw13$6pATdNICBObGb&PSE)r^`L<_HDRnxV&1YOXe{<` z3-~_C#D7T!ni^)4H;TT@bv+ajs4+-#TIF5}FztwJ76AIB{6aPXqo+F{t}KF@Utpx- zGlWXk$^a(iU3&-Md)g!6F#OYUbSKGL(I#P$?qV*}w$x4=1W`X0g^$I@74c0gD-}eP z1-+WJd=E)krt8{F(NHS`$38oHW=-RzbO(W61%mo$xR zDVzSl+_7ZrUaJX z(;N~rHK0F+NM>BgIlLYM9zpGWw8-#N5))GqobZKcMY;b0`jKW#veZNc=iv0Hq!p*4 zV=TY6jY3PgtJ)tWxq>VCo1k@(W}Dk)H?uY}y2YrHR>YAMJO2+==NKGF)NboI6WjL0 z*2K0Zb}~sOw%IWzw#|uc+qP}nx$~WKZrywSb?xrz+CTSR?|Rm{OA#6)*YcKb^^@yx zXXZiEF}I#cJ}D1d2DN93xzovC8bGa)sbBfS#X-ukN&1LvMTXLAR`fY>Bx5YdrE)EYxF6xwYE9vRiLA!KHL?c75A$Mln zIh0Ht*;ts-^B@}kf|*Y(95-t?GCuBYneYU~xI6ixYy4BF8xoE^yvx4JQG}vde;FtB zj5VPH)SdrwxXg}rH`HjeP*IFT?L-y8>LNkkcAqsUi3Fq%?G28^&KWb}v8Aq&_O9F2 zxwYh=dvyEg&mP%wvM^hTPM?J)emjn zQ^+5RqH|hfi61nR2`~n+P<-DXiN^7-xIQ=yyZO?-7+egaz?;mH=h6f}UDIA*kzVS= z>E4<^{Q&OI!&OdN01cL+B}_|~ zJVfBSEEY4tq5;yYMXNZ{m`COl!A{Ic>yLbTDf*x*KQ4B5;oNV#7pD9`tf)EF>tp3< z0y_P^u)i-)v9}m>OJC8|^Y1)~^oeqPeYT@jDZsV}+d%!6@tQ-|Isd6=w!6ch`8fTt z7?e38g^hNy(H@v)u0U=^1N*M4A>uNb3HqZkKgP(t;EPRU>#8j*2t<=b^i&bJedf6GZXO_kxhxl})2!&^Ra~mp)n_FBLLg`wTvW=p=T3G}X7e(-t!4O++zX zBS7xpwWxAa4t5mP-DJorzA($qi{{c!0?A|;CYmgAMYl-cs`_LeFaWy6sM}?7q~=@_naJUro`pgB_Q@ZSZOMh1 zTJZJU0Ec4f&RG~6JJU7`+T0nh!~`{=?64qB@bS)jbZ2=o#*AXx9Dew6EmnkA2Op;s zNDcS6D{^jS0s+Wpt-L+gYY^A%w#xR|g|hQ1QT6f02ZbHJKIQro>N|;$#GHf=Uf|X9 zouPZ`b2X=fyPGo4o$WNBq$=yW5Bl7{;E9~_x(6iDwTb28CmRCdis8tdTR2W6Cv3oY z4dt5YlG2WD(G}dK(YcWo`_zgOA?WIHviZyJ;Mv%#dk^QBa(KzxBl~n2(-~%S`bYit zJW;6aCjN|u>4lDZ?r+GXqUxi0ia^@QmX>3CQR3VEEE^pO3p}Yx-yI)H-q6v&F>qOWwqIiPyM%!$XCC1of6J!9GU#;a_BX?Xg9j7fyuER+sqzR z->ptJTN94tEQ?_`YeRGqH5(F$L2F14OV+rUPm_%ZOPGwfYD9|?>abma5b%z=|GK2h zx)P$P>s-d{9}tO5Q!Of;t-AsuQs8nh9)`tsZI>%MJKD?z9+t8)@%7sePMnqFZ~oC> z%qv;m!qZ|QS^d~JL3w?geoUC$e?+ZO4e8DkCqL!aD`ULXMcj)bg*)WE!(a35&-LZo zz;Pu?HxmzE@5^zSI*EZ<015xjZ+8imtt6317`Ms&#%(ypeY<@9so%pUJv&}TQLjM0 zZ!P&(nSv5q_-)LFIua9#B((vWqnq^*8p##)k7K~7P54;f&KYBgPux~~PIQF6Z+y66<+f}@KsocR+lu9oKO3t4 zs8>GNK`t@JB&QixlbJQoiK*vS^V>=?{ajN_#rt-he&5UtG!K!NRXyKZ_4!JaDISr> zh6$x&FWU~;iu;nb8+_3soiVd7++o`S-l_?CaRC)|oOT%g@^@}n*Xe6@#P9A4w#AYf$ z;cbnHf(n;8-bG^=jOM1`rE9)9Eu!Pqu`Z?PZ!m__GD!sP&skwYyM!xpT9n~!SLFe zHsoNKW@Uct>BiRmD}k0iq(vNj+H|S==Ousb&m9zqz8*%jp}I!XCu|-+)YlP<4~q;; zcLvu#kR>4$a@V%fXuw4f)$I835dDR|@o}yi()?=ZvjIo7RdmgAg0`iUQo+>Qbi`pg zW9p3OLSCIZAkg|pO&B!u)d^o5DfplRO^F+kD=dkXKYG`=_{*>h0#f1=3mVwiOYP z%gEzE9oS(p!4?=thMN8YhlZ(Td`?<;z=#s>rkF$@u%7{+$xj6?C}Ocey=~ojx-yxY zrT-b>f$ZknTf&GEoUpt|Ai^-z8^v6wM0Lu@bI`@fkM%s?YVyNW%XU;V%QdT_%BnNO zqd@Lv4qW#aqWMr8`DdZbHabE?G`NMTaGtca?!_h8lil*5_X}lJZ#NCMKAuj+JNaVT z%Y4Zz@Z&dg+r*gjCf$_dmbgD}0|)y~Pyu)wx!l}|w6w1t(!&77;$#S-e(x^*g;C z+709o3?%y|Dno)eYEm_klvSbwA(GzJ;r-<70Qzs;k+BB(sb+*bu6-H`?^l%(^zj!1 zABc1if+&2ykUAk+??F4tJ2pxBsV>)Jmfh(=KTUGnBDd@l za*RN<5fbGuzkxB{#)}9L3^wiuZ#*qpt%ObS>LH9D&#LFln3oe4t;cRw9GB7Dy)Te^ zz)$0jedsLifPR6GP^epFr`k+A&w472qb?qb2<;1?MsP%eAV?pxuE{ccosk!8DMhFT zdcAQEGSUX-$u!8dzqd6CL{t7(5~*5ZOb*oZ5I`SS(BFeTOjC>Mc&l7jhXC^N>=jEM zsev0;+859~yJ}ZIKxe^}JMNNTek#xm80A*WVVdVw$FQM}!Kj&u`v?)>4q>PZ%l+%4 z@&Ch=)ZE4yK>({mA2?EV{mpgX9LsQ58Y$@Ijc&k|dYn-n@->4-qc_(clHX0dlY$2& z>H6bag0XlRnHA6`Z^pXV&nvN&*IDaGl715Oc}Y076F}-aZkB?BREO?3CsMHb@BHCn zq_XIc#tej87Cc`N?c&*}ZMCn;scw)*E?hgzpCyk`qNF_|$EgEp%fC9$&lZ|O68);m zCbydVeE2TTn`7^mCZ3qZ7gJ;+*{NK5__mu{=&SrJ`N^_Tt5%TDhu^O5)k4fF8l-a5 zj2Wb47!WkXpyBH zzfH1OJK83`a%UZ+_F6Ft~P&d}c z*zd#6BHwAJfBr_HK0NrnQ~P4ZNy}3F@%KelXiFy2vy0~V1`QX9;O+BSw>cTc8bY|M z%hqBm?*`d8awIRb^9wu<6I6tH{6}}5!pRS}=CY_JyUn5T<890Gq0vgM&hQ)Y(BFu= zO2FV=;r)H)80N%J0zQ}&fd5!K&HVE7ox4=DI7UU8H=a=h^Cz_J}AEV4yZhHbk&p|8f_5& zBr*l2EyW|5AK{Zg8<w;`{I!EOxv!i3Ks;>8}n9 zpbeH2Xe}1{q!sj^BB<%VB}six=fYlmgb=!R#luJ&EQhCq>=o`+Z(tnt_8FE^Xq+NH7 z;ByLG5$WGF>6UaqO6rJD8ixJ%K}a=Wyo<=WWA?ummLp8}(4|Dnzb<2SIPGWLiprSs zT+i~#{;bf6ScoGEio`;v{fQ^{NE9mky>~DpzslfpJO?D7D=rlxvaKD${t&0%M}an4 zT$4Dl>~$N@3-Wxr63|oP9$uf;v77IOHTVArlXV({YbU^R^7HVPHGvGU1N|FmOMq^C4fNy1?}b9$;Q6fB${e39dJwoqMu z0}g70@c(7@S}{aKD1P5lktUq#F>!`9XkH60Fc2`K`-H-Ul&G^F;T+%Tdac#e#wO^c zG-Ic}F(6-zL!JMwWMcVKd1X{w<5s}yMFZxZG}g$f_`7k3aUHMS2~AXs*zw4&i zIh`>r8C)OfzWpa6eHK+ETQ-k6=rpQf=f1Q_S!GOU9bsDFXMqrw$DbgSzy^vZhYr*} zf*OFm1ulWKZdxMlU*za%CH5#(F7c6So>o!1q3wPL8in77i#$^h4H4>q@GUDh~DZyJ5~P<4GM$=r`%` z=n=s5$V|dBBb`O$nOYCe-L7pF?OoFnD$2I~4WX2($3=*scqR_Jzv%!^e&QexOa#M< zWMK+^_!~h>&B(a!Y3MlCYmTS;Bey%rmYMC`W8Xf zXcWv^k(jkre+QjDGabjJNrXJ{$x;HXM>!BU%*BAfHn?1d!;on+< zq-oC8s5f5*zGd}GXb{&KkeIxFUIPQMQy_aus*q@9FQTfl!c2IHEya@Nx$vDL6Ql(~ z6Tb`@|HN)+x?5kaC(<5Gb~N5jW?C*?f}|gLBDd@ZP8s!287UTxKUZOM%axW@3JIB< z^bQ*okFp$7`I-*%3*U#K&@*ZM2$QQFJ*JroU4|$`MK*3gwzySZS&dMr)B&JcHoT;z zE&lv^^jf#n4eIN8-7S^&ZG?ZGBC0+ApnuWpJ-y7-4fL!H&kf1cYosmw4}2w9ymUr9 zKUAu*wLeg{~G%oGGKLRJKT%bNrvNf)_v^k`-U!ayxaEOrb)0oT~hDT7Vt8)vfOTHx0tW{+FPs#1 z-(6V&-ifV+Bg-Jw=M6rR;vnaHt5Y;{r}ta82njTAV;x75t;r)sGe6mgEA3yLq$|y= zx0W*<(V0!Zlj8m6?r zAnE^}Rs0Vim&}z8g#h}Wh_vL&P$)w5wLuWb2zWc<9$z#`zi)^j3}Z08$;|0c=>KXu z{>x;skq*Uz^v`keAL~Z4RXP+>vRD}u)jwy)f8GLY99;h^W-UkqMgv`9_0llK{GV%J zqIrbvgfJ3|CPX~m3Kc`C-G2}q!&y;K94hurJYi>?i5>naQU{Ebc(|}e3@uV3qJ_;S zuWiLDVkJ_1gTiLLYKZjfYbl4B`SMa=N@PM&RabZG&1XoPBG<~AI!yGRHM7aV+R4~% zo{rHq`&c)3v9d6)?3uUrNHhx7J*=b=g-TKkOPhB<&tr4bg&cv%HIdP|Au@qaK`D-0 z!tyQIe%nAG_8s@iL||m~Cg{WXPh&250>ObGH8qBFI2g>sF$J7RzDWI;NP`m04$R*= zzV`M*x<64;k#Iu*M1%gbi?vF-+Qnt1+K^>~g|4vhI8c_A1rugSIAd>^ z#WS4YHl>S1HQ=e0?WliyNCUWb9fW(SSKK{FN=hkSg+?idSfKg$xej>phMnwveZMuN zRzHQb_`x2KCe@;xHBV>3@qqfk@<8)|%bu+z=&lS$O=JPnkf0@Ak+YfeUXu7fP78?_ z<+HyCDj*H1tAIG963INGw8Vcb6zKnDp-@3hB&CRnpQ5u!!tm0jN$V!0ehHbNOh-*u zC(N}u~xEL%Lbmqmod%HX)3JSjB}CyM|$;u zexkHoFwJ4(c&#{}$0tk||74JvVmD?qh-Y)aHcEQv2!RiA_Y<#EN-V9uh2R>_QSu>F zh@F@pp6J-hC$suOFg`xKQ5{y=Mdu#Q6)8gA8oLNX-<}BA-rQS=9-?DX zHc2?0_^}sfUIpO$!EyP)p^S+J^h-^QU9XtY5J4^wn z(}3vaX#V%2T>{LKD=dSeFa_rH+w>JRWg%LHoKgvsznU*E+$-z13$*ObHEC}w&jNr#W&Q6G~X+x`YR>=EgZdnxI^@FSGeu7pzm4!(D|XXu|N zC4gYweJdjLMCx%v^!w4S>$WBW&98{Iwq|>5 zi*RgXmRYR-dWyVbRcrWl@66gel{Q2ZSz(RxEVF)~DE;Gfz{9d_Kt~}>Q((~yD?yZl zoc!DkU;;P_#iLsKk5}9%!c76;C-aw!+nk_wkPx=pAWfk;Zs2=Js>5%P!^T&G5G}o! zD}S981ylq@GJQj7Bl{#)4p@7@M&Q}Gr;IO7-frcKZy8|3sQYI5_ES+$%V+aa$3|v$ zH57v`%OLPb{?<-wQzdHkheMUskDjOViLe1<@ zxC7Jqg}Y4(>>!KHpC;hY(aSb07|OJ+{E3w1{<;^x8M@w=AlSV6C9k}&4F4g=(`I^H=kmN_!`c>6PtyF8vb-m1Ph4<~_FI-0HFUu2K{$~P|U zkd#IWCC9Dmb~_M6bN2j=ffeGa?7R@Ous5vu%iyfGjGY7kPb0LIt!*2@A{xgwd?Dw* zN(=-nn&8~vfw^4>6GtsqgVw>EwL#_z=ET1}k#L&4BS4m|q==*`7*WO8MrwgHKT8PLZ|8A8XWKj+D=T7_gPS$!`;Ir2gCO>SLVP14 zG~nFW2M#V?UcZgJ-??z<7TOXIjz-qy#r;LIh32=Ftd6dQrKRqN52D1lijCNq-hN6Q zGh<%#mJgn{*B+EsVy zgrr6oJOr15+6DP1Cf8X+$SMYp#S#Vwy|N$h9R*mKZt3lrSJyq0(G$pAV{?<;upzy# zq1T_*KvCb1lc%9A2Vh8R0I~kPAPPmPujWqM(+FSoRnf_BoCo8X`c#i-NPGwx2rMk> zG6DOq(*Se`Zak)4^GhrmjVP4YrDW-LIXXi?^erMkPbO1qMEl)Zh`98?-+n=EW<~k) zZ}uX7R>U=Afy*RRF2f@((3g2e=ghSmelzgY-ApTIL_K3KQ`OoO&A6@`b6a z%R{YQj`>oj{?2HybrJ55%J$DEqNT_cC=VMa)&Q7QJuZ-q-pX#=@cV{wFNp2Ou%bp= z^3WYI{2f%w=g4!RJ2-t9oo$m}7pAW(f~(!XxH? zV|Ma%G`AOdU~=(kq|4`6$r+WVc+eKX!hauB>3_s$IV2(te22y7Qm7re62IGtJ7?p? zV+2g7Pzp4JY?gy5%vjs3N2{o@7-#Z9Vuvb>S5b@*`f$*s`( z&&c5vJfF7PenC@PgCltmzTrm|qCI?>=XC|L6A}Tfx}6C)7htgyA&-t*J2n1O!k}lnVRv<$K-Cd;uyX8Uj6;tBI_PgQkfd ziJZ|NXiK7-&uNJOqR*CQ77-*p&*Q&OU{I9q z*6ZllV;i!MY?dqBmQAl>*Mc+S$;)raqs}|j#UHk#n>3Osdg5qxWRnD; zct!d_Z#)~^f^38jYF@n(;s+`+1z;#@M$(|%FU*xcxP1z6@5m_#I--M@bKe$sE2`^J z0%f2L%-DYG<}Seosf{c8PXP5*H)ZR?>)CtCpKA#^u$^qz22VH<0)Del#S`sgo#oz&f$93IY1IEUM~`;2&4$ zoHayUO|U#@%}IfxG| zEM$vFRmF<9dFb6Fv}i&)s!hQj({pDd44|Qr6e-h zP%WEv?)vIoKG?&iX9DKaN4f8<8@yab$s)^GQ$Kg)K;1AKdww$TZJ3QKpNt_CItPTD zJ=%-Pcya`6c`t|0y@EG#;@nqYQVT~8cj;~+uJggZz@dbl1PAY(!xFD=dx_y*|QpiA1GvLrq_YPjU= zJfzdrb-#t!V86i_;s+<5A-km4WSmLEd%EJ_A!Bz^EEO;g@73&agO9ftol0yGb&hZN z9C=Kvo&U8QVI(+8U3uL!IczCYP3ap-d~F_X$6gdDuB)x+=sfEt>Cgwi!Lc+vJNAoG zvcCA!{Q#YUI0a6d(*C?5-O_wo^YEFR3`OMd6^ zx47uO+#W#^_=#YY-nG539*QO<`Q>pwz~?$c%;V;&qL0dW>C5c&poG5J<9e$2C)$F0 z)r&eqhSy`K0`yT|6{t95GCOFU`kH;aSVeVYwXhI+m{H@(D-s5lG^|I=PMl`nVO1OO%3hUI|0_DxBN z^{ZH^;}uZjmxehg{pCEcwjz1%cYW2!+0RyR^U=DwUgml3;UKWprgd-;hDz11#~s(B zdUTM>XT>`zw_Ot`c~I_60a;QMYXo26TpMb1l>^lX&WkL&Q&Gynej?;iyPwyrMw6t` zNQ>v9el9h-R!5bLXa7!wq^SorDpb0!wqzcF}Q~lt-j=@mPLoN8J0VTQFN+}5i zIZQ%Bl3o(%Wgo^e;_)qwR-w0rMF_FB_Lk8Q)zf(&*M+JelT_;k-!rN{SUHfx^=1`| ztzGdGHz`>gJQ_doQ{C5jWb#R{62+jrdmSaSN9v`L(pL``h3H=qwAEowrj9#uh+c7S zq%y#%kp8_kvYjTp|9d_u719>OkD0f+IRA7Cmz7IcV7V{tBGq zd7QI8V|RNIjm*>RAvp}N{eaiy8Jx%;(S>v2VW?>w-4oDkLl5-X9mD4YL)%*d2p&T;Pnd(XF@yZDr;d?Yn%@b z2OS9YAeGc~bu=7eRhw5E)hIMIgle}IID}3uEO9H&2C;QN)zsQhQ~M-eZMmcFFL)mb zHAB1yDr(n6qs%wLK#;r%Qk~lmfABGZw(Syq^%3vClgC~#FpOInYQv6MhPz**a00$l z!@*QMuHj98&SW784v%1Qah2%*?q^5hUaW(ixRKE5K=V*_%R}%`^$HIzIh>Qg!o&`` zxddYb)sp0A;onC>`H(X7IUL7zNC?K@8Ta%+7Hza2;%_v=;KZELpW$CRpEDXI$pymV zpc!W#nRUl0d3zpY;IB&zj?PLGUH}!9fu<2pxwrh4UU_JgJ>EEV)ukoX_xLi{y=jCu z<;3P-Y4|nALu>;QpR#DEiorCD0qg$QFcK48JI52TFfiK2+Nfkn48NcD)5ll5Gz}e{ zoBoym{;L;Jkv8*1cKAG9fiqp@3PlDtS)lk$>-mfN6w5kH9@)F#*EcJQUUxux@ly3! z)1?w0u~(sX_K&|mi|QU>!f2%A0gf9=Sc2yO0pHVd)j_jkV4TT`l1~y%4eWwrUc8QB z2eu2U<{S0COR~p^$6VX8ranm}LqJ930fvK3c?D4afo=R1!GyU#<&-)>sVtQHw_tzT z-P1GIt-7?iS4T@j(Xi3=SpZ@LzFgwJ<*NTihsggIHEL;K5QAJT$Klg{wACv%M92;T z!q5jD_}?@o_y6UK%AiJIz_|Y(Uxb`o+yF)SuZDKA0SXcNKhPBAf3PFeWb}@IgcDct zzh#~#rw%AqC~(&QDjP_i?1N(d_xwMK8E-$72g-jdX8*-2At#?N{QKX3D`rh{i%{zb z{}*&p*oR^VWB#9wbnipWfrBys&qi90q1gU?c6AIT46rc&FOh9R$I@|qF!3Wx-_MrT zMq03oNSi_Jq~?!ija5~7zn;P&xLB02&G(-&QTRMvK2t3l*dVMaD5@kEk>en98^>=y zo*vtrtyGL;^PO!X27nso${IqXt>#b(Gp|814ka=H_L0-Ueag1=ZMiaJ#r7EhDsg$* z>`ZpgDqoi=(lruslAZ8{d3lgbpm4d`rBKn{B0`+Pk1j{C+cxA2ZhOEK`cF>T&3(?X zDw>eA*qSeWnWM!oi*m?pDb7U_0nKXv=y+(_oPaN@QAveJW!UngL35@sa#MfHTBx$& zK(EOFd2ye46k!rFZfR4zh&u~Ua9IC*4SUI+BX2qDR4Ar#eno@yS0BLF{l_Mw0VPs8j}ibEot+d zin@O+8~?XdeIXttlTv(KmMF%Su*E#WAUZfmi|=GVf;`yjPt61>Zcw{{Iuls7+zP*4 z1mzri1#PV~Qa=bM?10~}H1OnxN`}ODxcV?g_1fgZ^+RyjOSt-CG^6>lv*^$!aYnGC zGexwy;9NtB|;ZGxA;Y32yo&W@b+mH~T`t2aQKXM4+#?9X)qu50>M{0f(^K%~XF6=&|4iKcF_m4i)C^AgT__6a`qp`ez;>C6z_lOtt`bCrDl9iyjM~SkEL8Zi* z!8d^KJ=2iLutC8U!k?Qxi>ReCc8*+E2j7}181%6_5KjdHc`ax_r;0xwC9MqJ?^fUZ zKef3?(|(%Sun91i5X3$FKj3_GyfVQ_1RZ<+Zji)4%v6*O z!jg0c?mX>ZEQeWynM%Z-s0Ae;O2eESDk>6z5~}hWG#*0eSCjyPAJhSyB*@*g*NxcI z>k?Ag<;cPU@X-2pxtGokcstuaJYAkVOuU@_&YjjNHF+{|o#oR$zTJc2f2(|(dpJA0 ze92#1Sb5!jEp3n(8rqeQ~l+Gv{6cdAnFDsPK_D!x*i8r?H@ z&)`ildJ;r}*Cxw>?oYJ4%E9Bt_MPnHZ5^a9_eJ!v0O#pY+e>Y-V*c)Bl*soQ4B?`_ zg+13#5P(oba(b6!9`grf>I;oF)k>Szy1WMsh_tb&*cGJDp>M7#>EicxY_XV<7qCK6 zXl*zrA-;D=NERNmC->N{_=yCK4DFDV8Sd-C;1GDE{g{S|+lqe~cD@$wN@NR_x)IuH zgZ4wx+sQvKp7RMWvoSPUR2>m_CLgvH+ zh{(Swzck=ltf)cgTR26+A6so3Xo^IdlxW(71}wW)Y$tNGok(A?kHFT0_wJyh>=7Ay zZ$Mhttou`t`o@y>n2A6u*VAu9Y&YMLr1viNJNzfa!l1aEc|-T*$=r)@Y~h>-PC>{iv|@}VYCf)Dd*AL z2`)^cMJ!`+%%Ty2Pypw593j;lf(LHWTD2K?aIP)?eS?nyNxsFtK{FY@WotVVNCA~* z&2^iP$A?C(KCmF};f;Ic^JEsm7Ds98;piysjn4=J*PX{I>%&${@D1?kz!= zGp$MI;3UUA_*B0;D|odRhRVAz;Pb0wPJnBCTaj!D=i#37viaagitFi`fo#?5)_^mA z=ZY*s1Xzq~%Ddnf1@ZbI_S=l5V6z+^bQ%uJ#KU^4L zb#8Psa@~u0R5N}+wl>C-1FtA;gjp*0PsL~i?FC^8iu;IJ z;*O2Dthht)#Z+VlHI9W+wWVT41y?~M(S795MzI`(by4;GF*!Cdz^N770}Nh*wT1^h z$DLCNh2)SDmUL9-had@|+!{)U43rjQz|f5BUj}9HwJi&QBaC?A-@?=K-{i;a{oF#J z*bYBzSX6fUTxv0*cB$x^CuBhb&p;J7w$z`VPO5!fBm_BWiO1|4979aLVc*-ZK)`2D zSFE89U64#T=&Ww$0Xuy*4b|e?qu#weerVvSr8Y6FtL&sU(yxCoz7bixGr=+5a0Df$IiK@Z@_iY+V%{kuj_QxCCuF7{fuZH8G>CX|MQ}Ex~14^9yzd zw9&n9B8wMqW+Qv**OWkNYP&S5Hum(%S~gNxHKuM|%R2vWDK*qbV~412s}!2c zogC)X--5;$N{SX{KLkR$?NltVW>IVnuh8~&(ndZ9QQQu4vl13?+8J>TQBFf&csMR zmfJ+omw{J@hk><)wI+>t6b4$)#VnlljYt*uL-!L2PB?hQkGx* zSp*f1fJU$Vs`PlCUcRfMYa#-(0f*4GlLQCjQa&LA8*QE0%&a!Ni zy7f?K&MENTD%dawjFye`Jn$Xpc5Y?o1{&U)az1*KeERl*&i0De{LV=WKGov)3EN(^ z4{yS=xF1FhLA3Q84{fg0Kw_#TKXP%ysWZVYt3cvk?(d z<;G#pP$bqq3HA~qR*WYmXEltSqTn-x_ObCC4eB-8R@_|9aq%!0W4nzd@AtneZSH=( z8aee6IXJ-wE39eaNm~Jd2GHTi%)fHEF!rmP6Z}p z0Jld&(2YMknwwj6ZHey|PAKF*Uu4q~r0BVp3`dei+3&ij(xMoIEq1ZM2DW1ku@Iy_IM znUGKwbezt6k5u=(J*;hodHYM&rj7}NfM$(fBz%d0|Fu#xw&z8A(}LTE=Wn9DrjDYg zU(=zb9{vOkSgZ%HjcvyV&)u?~4=J#IyUflw`)Gu$Hng>G)_j9tj%-Z*6yz+6fPFg)o?fiEmd^s943EN zip2FQY^nq{Gb(J-Yf&{^XuQIM`m&_*U$1={2Cvq{bXDlraBL2~Y3+C_VWEt%9I8E- zkX$1!B(wMDdQ^xno^*9qSTKpOn}i3`VWEpHPu$Mr(Ur5CkW^5^naXK?w>$+~N?5B^ zWbd`Vtwuv_!_R)$W$diVwJ>ySp)B#$Vwo_l7f6?v?HW;%m%5sG+F>hrA^Km0@|B^&eF!bTc-2TnhLDC zzy--FUe1x#N{3FSeg=QXrx*t-Bw@tlhxnQ)XW87t!$f|SyndCB*{6NY=ie6?V;dVa z+vsM5llQ%q)596YBLRIcF5vAm`Or4Hy71msLgGL~bmFM^Y$5;X%a0gu8rD!Eyw7lI zNcscslZS?_^Q9VS^&ll_lwa&>)?gHiNnScCyJT!Cv*oX3WUM4kE)N@p`IU4QA7UoE z!kt*6(81~ImYl(8c#^=ap$!&~w$a%NZDb!+=>g8s4i)SrK3amNFfa`ieD zHkABzBtWL(*4WW0g-!Qm<&w{+3AJS?pGje9&R)r5(X<2998r%XflBoic-qzTZo0c= zH$h1QRON42lm^@JmFtnZ1s9hjC^D14>UA^<8nOfgd7TW3Ti0nj?@g7WX} zhAoL#41nr<26T-aqs#V=JBGN4SsESf@vY^Zs#D0rPN2-uTbkT$esOeu+-P*6T|z>A zH!W7Qe=JZ)FBfpDD0rJan>e3oSVi8pTxzHp{s(Ov@w%586?EL6s=~h7-h2ZrbEA-z ztJVZ^iVLj62^3Dkx9mnH8B50ltq`j1-iE|f+dVNvXV1_b#?KgX-mls(x_N@|dE%$~ zu;d^!8X+>dTP*s9{}YtKoR!vKGjVDGmbW*vaW0TC>mO7n9DkC$Le{!1ss0`PI84y$ z3uUuMW7nJPFU~B>nfP3JQfN4w{v|$BJ0cj2ABk}Dhg8zY z@%dde2l}7`CWC?KX2$k(NzzZf=SOh$ffyhmJW@!msy~NNSHsx>QVjX%9PJb>IPh=j zK6ZYLHZub)@*WL7D=2iFV&XYPLUdvTl!P8=)GSR{r+a&RGDAN((0nB-t+XX2gDLZK zX&KMJy+Y10W`>}HF z5D{(g-k3u)xfIjYMbDLysG1r?-dqq=egi?M8u;EB(mSpy5R&uHa18BJGT|jgb^ZET z17uC8oUD-X8FUN*n<4#rEwNIph$aIaf>|-6qJD)B_7W(O5mWhbzlpCa(LMp=;Q`OV z&`M0IsGl*?`_Y-0i@W$dKWh57=x(rfnLbG?TaQIiva+O!Zo$$;fgw&*2YLl-V5R=lr@Ywi@6eHoRbptM2!1lCQ=*&1*v1fn$L+R%Lj8~1Ct&1-XI`YP51N6XCbXV|)UC*>LU&xJWdV%P|zfktOzCdNro`zO7)c-iF?S>_2~_ zK;ep$7$J*#wz~!K-B+?8@f~HoTN&m_r{blhH;b+(PR|kCp3v`RzY~lL>#wg#&?fYW zHCLhkCzMqailEgb9_^?SL7Ee?aCwohPCEP$t*3_;)iK}y>(m&->j?=gUr#f>{w|29 zo#widG(6i9j`B^c@tsv%I4p?wvHtfBj$pj~P8u&g}W!lkKAPP0t1?4Y9LW-$}t{N&~BP zZ#|s+Dw>&b-5a{{b5whgsrUW*;BR4rd&?WJk1}LoaE)!vaxnN<&UJiQz9yw1 z8uL~jyM!Q{3$FvH)UO!SBTw~ovO4>g*$qa;av$}XlV2dA>eZK;${1C?x(X=2cq&mH zG}r3|hMkTK7l!2m2vd3Y}jv zQ*u6n)d`U=M%B*%B%S63q>PGRapq@HPqAH1_O6J+AFScpqyk&rjo;r6G-5QZMSl*g_u^ zwOcXzhwMwd=#yVKN^)7#!$t796A^>JrpuSkhK}o!dYR2f^qI}a+=RtK$H1!O)8p=u zs;lRXjBDGgyYoUA$OcByMccxc4{yhLmJ85(a+18E*>uX#+U1(Oq3XK!vHEdmCb+0! z4Kp+ZJPSY{xfUkd??a)1F|++=EP)Nr#>Oaa?%?P|%=$0dZ3Ytx4`AkEV*dY={u(s3 zmDheC`&?B`8}Ve~Z%|kk^~o|on4vOA`3e^!G1&La{VQS1J$QeuV}Tgsl-Kzd57S5| zQ)Vl0QQ4{J_w5&tO2Z|pGkvng_+EHUC!f|Q#)GR7dscefzw z{+xI!E`ZJKxMC;FmjhBiODMuIz`)K;nH161(k&auhDbOdxCuh&dIz4)5DGUikjG65 zC#W0o(*8M*u%0?N(7LV)1y&p_ATSUqgDL?CKn|6u9f^U(2oM`*z-DTfn;OVi5Fz%D0RF{WfIf>a zc#Z8_d{G8wE=K)&52HY21HK-e1e3Myt#B^)lw*2z0q)P^gI}P)=%Szy-AWXaZ(o0% zoKTO53J~h8Y{rLh!C*p<5urqIB3AZsY4Ww(PUT(oKzr4vL6+IMe|#EX(#12mKZE=e z$~PwiAlFH2>*D1%;daYZ-O@$N=5HV(?XU0|U>dj9InK}99VaF>yDy$cqYhAltjjuV zl*q0j%71`!*)Mf%AoZT55Ak2To!!|btrJtXJC(>&z5bs7Ckfd0^R*?wPb~&cqTExK zR`MHuTw{BAJr7_=@ekpO8tzHlpZnJ_fD3ax%mc80>)2mLaqx+(|0K!%?L4jX&|d_# zP}&ata2{Cxu@nOfZjivOs6gP^VVilXwRS*jAMY-&q8T^^J8h59&3v!{Mv1@Dbk1*h z8l5gf=pG=(^h;(`^QJx6?_LfZYdX<T$P-tXVpP`i#e0D-)eyRDQF*p_4cJmScw?@pGFSfB2%76|(j}w_16Z7-xBYMx zC*2!=g`|gv{?j!?!OZ@_@t5Jz=wo*@I-sP;3Y!;RBthn4X1{oDzupT9R+BulQqhvkL)dy~nqI!1HK^ucF1m$MM{cZ*Ujy;Q>Cv$M^(~ z@dQut8J<6yjKAX`JF7FAH&iGo!y!;8Cl65h@qa2zhexxd2xY8CxnS?e5s zaC7V399)?PR~5h|8MumN;Px+jhx?OsGF`@2Zw*^hg)QuzmVxpEG9g9UV|i?K9@|B@ zyo>SNPm=H|NTOQ@L3dHja>rTkY;QV-*fjB%F@z?_5_i^7TgV=!kUb22P4>`UZOy@4 zhy_%6EnB8h0dav+DXNo)`l~vl4nD_!jfUhhhhYseN6qj}a|bWi8Qg1LXLQ^B$>k8N z8AZ!zt6VX>$Q8K}S2VEVnJbL3C$1>taK-k?xI%JVfnC_L0ajb85UQ%FqFgw3Dy*2=nv~I8P0DS5P0HYy z45w0iLVnAzQU{;Q70=}gC!_&aYKCvh6+uc|5u{N`Drhc;3s%VCkTsu^xNs`c-sRq) z-G_WPuE^ouTi2r`nE^@*!DKkro{m^qFUmfu}X#DS`@8*i=h zX-|meVfgrLIvox&Q??~2S<$UPl~+jvO4b&4DyIx6^Av@}qfV)}B`DP(=~71JDbqwD zs2;sBY09}<$Y$|a<>Rp~#AB`x4z1p)pM-L3GC@IHXU>mM8k_rVgUX5wWC9fMzY{v3C3 zKUETjc$BIMQ+$O3&<^H!iDUfW1bYXe&E1h#Y-CZfVUB)~`Qq?k+MS%FhrzNl7}?qh zm)EKXAp3&YXVn9p^M)*c2sO`g0jvrFQ2cY@CpQj;?#ea>QRYP$$?J6jXGflPIw#Y^ zbShN_k!}k_S*dmjzz~>AIiRUMmB&z2s06OK;w)ry%<|fbR2$Z1!{ej9UF)E61!!zr zVZh^6bs1ULWpJ1*h5@Nxs>_^JY>t?hN6fq+u6m9fwRdtcJQ=2c!eYf{<=d53Mcs~l zjGyp>ToE`$UXWG?5CjkL*bREl>Y7z9pWAzb!NrsEVYYXEw8~Jva-px1rA+-#VO+Xf z8pL3b8sJw~q3lm#QoiN+u?9V-TA?{riqj^lRQ2dhs}-e7)rz8xsuh)w?5ZTM6SrKU zUbcesFQfMGJmqC2`2fkpR(G98E0y4Nw9>S^=?WqKC;o-+on7XxW@qQ!e_`^$1ebB- z1`}K|H6Sn`Z(?c+JUlN{d2nSfSW;zXFG)mOJTo{pI5ssiG&VFbVP!dFH)1w3H8nUn zGiG8iF)=h`HagHVK0XR_baG{3Z3=kWHPvZs6;&93;qzVYoI-)#E|)@SOWC0U z6+x*Wi!2soDf^C4P!I)K1!Ttp$|7is3R{CV=_oipcVCUa+uG3ME`fHCoA3l`!k{2ou>89asOf3OrU;175)V5E%+pg|8S zaMXzX?TU7b6)~Elf&q-I52A+_qp+eF6LS0bb0z$oePXZ*C9-E_N*snTjPY1aO!$iK z6FDoNo`lsg1#4m|rePhdhYdKlD#l<4V=+!lMpONjc>GdK)+GOKnCt@QgJ|bJnR;i^ zu@Ng1Ff5YSe@}O)hHFK3T=UP8{dct|Vs)&6NfNkS?5_!w4c9f1t9XGqSt^vLYEQv$ zFcoWI8rH@-5)9q(cMB$Vb{1wki$?i+D>mvrb#Xn`6L0fD?e%dZHW06*SbIb4jcu_V zMy|a*cEGOK7`x${*d5ccANI!qI1nS(+XM&UU>t%?e{m@G!Pl`FcEnED88fg8zJXcT z7hlBYI0oOwvG@{>!*}sLY=Q6N1nhw=u_yMzY#fF!<108EN8nr73P<87%)!x^i67u3 zoQ$vH6nqEA<3wzYZSXamiYsv%PREb%L!5y#aTd+Kf~4d73Sd@{1(5)b+`!&aD#ZI1KiVoZo2b)(0OsD^Ky(n&s)X& zvCx(4na*FHIB%5e(QV@0obSpXqGh{y_p)5M-&)HK@yaH<@>hH3-}jvlCpaHn)ipcC zd;Fg(Pxd;Wu5p%k)uX$_`}b$}rj1V5QY5x=e~v5e)kN7XHk9E?Y^jz#V&ndFC80pe zUa?{Kf450LIg^`f-zPR@qRuD9rrptbzt~nmolpDoSe*}u?bu1@v;O@2T~RDHXRyxa z{rRNM--*qQ(l?>_^EB-T#peC0Jt#K6t@cA=x82iTRqXa|+7F98&`W!)KNo2~BDUn1 zO!fq^N5k4n#GYEJy@o&E)P7X#)qL&A{#>U0nAlsM_Qw7^TKjST8#hJgOJd7s>zXL6 ugpsdOBG$s%SQqPKLu?{Zf!~e!AJqHCeV6?V2OSJGIW##k3MC~)Peux0kD}uM diff --git a/docs/report/1H-codesign-paper/main.tex b/docs/report/1H-codesign-paper/main.tex index c83fd4a..5d3fa3f 100644 --- a/docs/report/1H-codesign-paper/main.tex +++ b/docs/report/1H-codesign-paper/main.tex @@ -25,7 +25,7 @@ \date{ \small AGI Computing Lab, System Technology Group\\ -H1 2026 +2026 H1 Report } \begin{document} diff --git a/docs/report/1H-codesign-paper/sections/00-exec-summary.tex b/docs/report/1H-codesign-paper/sections/00-exec-summary.tex index 995c595..e5cd414 100644 --- a/docs/report/1H-codesign-paper/sections/00-exec-summary.tex +++ b/docs/report/1H-codesign-paper/sections/00-exec-summary.tex @@ -30,4 +30,7 @@ composite-command execution enables efficient fusion of memory movement, GEMM kernels, normalization, and other element-wise operations. Together with the hierarchical data-placement framework, these capabilities form a reusable foundation for future AI kernels -and communication libraries on AHBM. +and communication libraries on AHBM. Looking ahead, these same mechanisms provide +the basis for optimizing FFN-intensive workloads such as Mixture-of-Experts (MoE) +layers and for developing integrated optimization strategies spanning both attention +and MoE components within next-generation AI models. diff --git a/docs/report/1H-codesign-paper/sections/01-introduction.tex b/docs/report/1H-codesign-paper/sections/01-introduction.tex index 2a4ab0a..b1e140b 100644 --- a/docs/report/1H-codesign-paper/sections/01-introduction.tex +++ b/docs/report/1H-codesign-paper/sections/01-introduction.tex @@ -1,49 +1,83 @@ \section{Introduction} \label{sec:intro} -The performance of a large language model on an accelerator is decided less -by peak FLOPS than by how well the kernel exploits the memory system and -the interconnect. This is especially true of attention, which in the -decode phase reads a large KV cache to do a small amount of arithmetic. -Optimizing such kernels is fundamentally a \emph{codesign} problem: the -algorithm (how to tile, fuse, and reduce) and the hardware (what issue -mechanism, what collective engine, what memory hierarchy) have to be -designed against each other. Optimizing only the software leaves the -hardware idle; adding hardware that the software cannot reach is wasted -area. +AHBM integrates compute units directly into the HBM stack. Each +processing element (PE) is paired with a dedicated slice of HBM and uses +local TCM and SRAM to stage data between memory and the MAC array. On +this memory-centric architecture, kernel performance depends not only on +compute throughput but also on how effectively data is placed, moved, +and shared across the memory hierarchy and between PEs. Optimizing AI +kernels on AHBM therefore requires hardware--software co-design, in +which kernel algorithms and architectural mechanisms are developed +together. -\paragraph{The 1H focus: attention.} This half's work targets attention. -Multi-head attention (MHA) was studied previously and is taken here as the -established baseline. The new work is FlashAttention-style tiling and -Grouped-Query Attention (GQA)---the form used by modern long-context -decoders, in which several query heads share a single KV head to shrink the -KV cache. Realizing a fast \emph{fused} GQA kernel, however, is not a -single optimization. It decomposes into two enabling optimizations that we -studied separately and then brought together inside the fused kernel: +To enable detailed performance analysis and rapid design exploration, we +developed \textbf{KernBench}, a source-level discrete-event simulation +platform for AHBM. KernBench implements the AHBM execution model, +including memory-system latencies, the PE execution model, inter-PE +communication, and host-side orchestration, while executing both kernel +and host software directly from source code. This provides fine-grained +visibility into execution behavior. It enables systematic evaluation of hardware--software co-design choices +independently of higher-level software stacks such as compilers and +runtimes. All +results presented in this report are obtained using KernBench, which +serves as the common evaluation platform for all mechanisms and kernels +discussed in this study. -\begin{enumerate} - \item \textbf{GEMM optimization} via a composite command - (\S\ref{sec:gemm}): a way to issue a tiled matrix multiply as one - self-routing pipeline so the MAC array stays fed without per-tile command - overhead. Attention's $Q\!\cdot\!K^{\top}$ and $P\!\cdot\!V$ products are - exactly such GEMMs. - \item \textbf{Communication optimization} via PE\_IPCQ - (\S\ref{sec:allreduce}): a per-PE on-device collective engine that - performs all-reduce overlapped with compute. Attention's multi-user and - sequence-parallel KV reductions are exactly such collectives. -\end{enumerate} +This report focuses on Grouped-Query Attention (GQA), one of the most +performance- and bandwidth-critical components of LLM inference. Modern +decoder-only models such as Llama~3 and Mistral have largely transitioned +from GPT-3-style multi-head attention (MHA) to GQA, in which multiple +query heads share a single KV head to reduce KV cache capacity and +memory-bandwidth requirements. While GQA improves system efficiency at +the model level, mapping it efficiently onto AHBM introduces three +architectural requirements: optimized placement of KV caches and weights +to minimize inter-PE communication, low-overhead support for unavoidable +cross-PE traffic, and efficient pipelining of memory accesses and +computation within each PE. -The report therefore reads as \emph{two enablers building to one capstone}: -GEMM (\S\ref{sec:gemm}) and all-reduce (\S\ref{sec:allreduce}) are -developed and measured on their own, and then fused GQA -(\S\ref{sec:gqa}) shows them operating together. Before the results, -\S\ref{sec:platform} describes the KernBench platform---why a -software-stack-independent, source-level simulator is the right tool for -this question, how it executes a kernel, how it computes latency and how -accurate that is, and the exact hardware configuration used throughout. -We close with a cross-cutting discussion of which hardware changes are -worth their cost (\S\ref{sec:discussion}), a conclusion -(\S\ref{sec:conclusion}), and the 2H agenda -(\S\ref{sec:future}): extending from attention to the feed-forward and -mixture-of-experts layers, and to the compute/data distribution questions -that full LLM decoding and agentic workloads raise. +To address these requirements, this report introduces three +hardware--software co-design mechanisms. First, GQA-aware data placement +distributes KV caches and weights across the TCM/SRAM/HBM hierarchy to +reduce communication overhead and improve data locality. Second, +PE\_IPCQ provides an efficient on-device collective communication +primitive for reductions and other communication-intensive operations. +Third, a composite-command GEMM pipeline tightly pipelines memory +movement and computation within each PE under PE\_SCHEDULER control, +reducing command overhead while keeping the MAC array efficiently +utilized. + +The compute enabler (the composite-command GEMM pipeline, +\S\ref{sec:gemm}) and the communication enabler (PE\_IPCQ, +\S\ref{sec:allreduce}) are first developed and evaluated independently. +The fused GQA kernel (\S\ref{sec:gqa}) then combines them with +GQA-aware data placement to demonstrate an end-to-end attention +implementation on AHBM. The correspondence is direct: attention's +$QK^{\top}$ and $PV$ products are precisely the GEMMs that benefit from +the composite-command pipeline, while its KV reductions are precisely +the collective operations that benefit from PE\_IPCQ. Together, these +mechanisms enable the fused GQA kernel to efficiently exploit AHBM's HBM +bandwidth. + +Although GQA serves as the motivating workload for this study, the +resulting mechanisms are intended as reusable building blocks for a much +broader class of AI kernels. PE\_IPCQ can support collective +communication across distributed and communication-intensive workloads, +while composite-command execution can be applied to GEMM-based kernels, +feed-forward networks (FFNs), normalization, and other fused operator +pipelines. Together with the hierarchical data-placement framework, +these mechanisms form a foundation for future AI kernels and +communication libraries on AHBM. In the second half of 2026, this +foundation will be extended to FFN- and MoE-dominated workloads and to +end-to-end optimization of complete LLM execution. + +The remainder of this report is organized as follows. +Section~\ref{sec:platform} describes the KernBench platform and the AHBM +configuration used throughout this study. Sections~\ref{sec:gemm}, +\ref{sec:allreduce}, and \ref{sec:gqa} present the composite-command +GEMM pipeline, PE\_IPCQ collective communication, and the fused GQA +kernel, respectively. Section~\ref{sec:discussion} discusses the broader +architectural implications of these results. Finally, +Sections~\ref{sec:conclusion} and \ref{sec:future} summarize the key +findings and outline future work on FFN, MoE, and full-model +optimization. diff --git a/docs/report/1H-codesign-paper/sections/04-allreduce.tex b/docs/report/1H-codesign-paper/sections/04-allreduce.tex index 03e5d46..cc65c28 100644 --- a/docs/report/1H-codesign-paper/sections/04-allreduce.tex +++ b/docs/report/1H-codesign-paper/sections/04-allreduce.tex @@ -1,4 +1,4 @@ -\section{All-Reduce Acceleration via PE\_IPCQ} +\section{PE\_IPCQ and Collective Communication} \label{sec:allreduce} \subsection{Why it is needed}