From 0fd6444c00802b5e0c6f757f5a477e188cc265aa Mon Sep 17 00:00:00 2001 From: fatih <34196005+fcakyon@users.noreply.github.com> Date: Fri, 18 Nov 2022 15:30:43 +0300 Subject: [PATCH] [Feature] Add large image demo with `sahi` (#284) * add large image demo with sahi * fix some typos * restructure based on reviews * update default patch size * add docstring and update docs * updates based on reviews * print information * add debug, update docs, add large image sample * update docs * update docs * update docs * direct user to install sahi --- demo/large_image.jpg | Bin 0 -> 171829 bytes demo/large_image_demo.py | 208 ++++++++++++++++++++++++++++ docs/en/user_guides/useful_tools.md | 53 +++++++ mmyolo/utils/large_image.py | 76 ++++++++++ requirements/sahi.txt | 1 + 5 files changed, 338 insertions(+) create mode 100644 demo/large_image.jpg create mode 100644 demo/large_image_demo.py create mode 100644 mmyolo/utils/large_image.py create mode 100644 requirements/sahi.txt diff --git a/demo/large_image.jpg b/demo/large_image.jpg new file mode 100644 index 0000000000000000000000000000000000000000..1abbc5d9bb9cf1656ff95fb813fee0db4a40d74e GIT binary patch literal 171829 zcmbTdbyQnl^gS3{id*sEF2$W7#arB^#ogV56qn#u+$}(H3Y1bLNP*%McZcEUiFYmmw&)#`icv%PFDa$L#0}v1Z0EE{E;AIIQ3qVIjMMFhF zM?*uyz(B{uBErUc^9GBIfDo66iX2EyMNUac!@$K%L&rf+Ny#F_%JGhepPwJdEFvMy zE6&Bo&->qpAYfo%V7Y&&60m%3$1hhQTsDv73 zXmoBwyrIcO==3t*dWkhB&lvd3-NP_2N#2r@kux$ev#_%93kV7ci-^j;my=geR8rQ` z*3s3|H!!rYw6eCbwX^r|^z!!c_45z^5)l~{9TS_9nwFlCnU$SWTvA$AUQt<9-PqLJ z(%RPE@%>j{|G*$@Xn165dS-TRe&O%p#^%=c&hFm+!QuJE<<<4g?cF{6KU@d^r2hr$ z_4$7R`+wlVf5nA}jEsbg_8%?;M4#6{!be7-do zMr`griAlo1zrlF^AGH5L_Wur8*#9qN|2MGzjcXBrg@o{W@{sTWAi#y}8xixAdbD!? z>6Et#vSO_FQGi)LCrcD{q;|}2ST0mG&SL|qturDT@|y(D*J`4Z{}RJ%{oV>8-To<)AWG|#ALFZNF_mR z?q|^4YI$SP#$11D2c~O5BYb;1{7Atjtk0l#H&q-bv;~Sedge{E!elqdZh9@irXP8H zzlInzIxw$m70c*V^4B{EYATVaJPOW=IotOMl@zOf81wiJA?3@nZrU2Vf8slu(WX1J zqday0iRiXi_BP`JVQ=YjC26y5=BF!u=KU#RJeJ#Bxg94@^m2*_^J29Mkp~{_vJsF) zVt~W@EqdK)mPx6*y-8=n=OVMy6QaP*N0YRaehS4Z=f)cnU5(Hv*XvvFm9Uo>c&`m(V$ z{2uEf0l6ltux&1iC$7yEx50AJD(SDvX?1--{dUu;ckz+pg_YXzl-%~|XHHwf`?!~d zvW0nB?Ze}JvEQ6OB-^-+`weKfF706vrl3Eu&Bjn0#rs?r8zH!9G1!1S)knXWV~kHL zw=YZZsM6Cw)a5K!OZe&-JWXYF;sp6r@GO!n7@kpUR<`I#w{0M0hEuKo^h|@b!Mkh) zzcfFcQ+18qoONt5eRsh|eF1#=`avg05u@wPuDqY|wwrOT!rLK_N1dtti)gP=5sZh- zWI^z{Oxh3pfkXcp4f}>Wh;f@j*qMsmn*y<0M|UdUpD-8YGAn3*j@lRN?~ws!L^TvD zY=K|=9J8@NnER97zK7C_CL-YTzltw_zcnOS++RGy6i60xXeS&$j6OM}9dV2@==r8}0( zv5DgnO3Y`_ejx|9-No-t?Zy^7H5P23zokfeN)12$1d3 zJu8mjglV7YA2c)9Xs}i-ADW2R`b*?!@c5Z{lBsg;I~(Ip>10r<(S4cpcbd8`qCCL)yPw4B^M>R3 zU$^NNTcvYcwQeUzdy-3i6%X^|V&T;{AuF&C+ZF^r>T$ZLIXj@8}Ea`R`Mgjq3~l)^oNH&r#29ip-f%i||oIl2JUdjh8N^>YMg} zKZJd*LaB*P-Pqh+{RmXgA3ODI5_^PU$@6x3i&W;k00#YaI-eRR1xTGep_QYz8QfZJ z?JKK^+Bev`dxiE4F<#!EI*)gs6z(*CEL@ZE2JbdTJ;UR{32sMQC)CeWa$Mv_td`$G z@tHsO&=I(zZ?zA2c^D6f!@sm%DA2uG5|J%I#PLonE+50$cT|^SGweUC?KwC*G0XQM zd}4zv#OqqC7?dVNq~~^GESJ_iya1GELlA-xlc%*h)E*8ns;kv*6ag2Wi9Ze)0iY8f zJd?D}kdp_iDKa{Wv{Q(L==3p{Sw2f?qMSLwz%W|TvOL=~?p+S>>$ADk3t&xMSMM*K z14~|}W1I~F0c|ge^#DL`wo9PQ-n+47pcsRIbtoBi4y(y)=%}}rNsr8B(pN; z`)|gXPjbVfbY=$8l06$H5>u;7Wh1CYU*7n)yQIS-$Nhm*6&W`e0udf2(=4CVaAkHXAKPlX6TNb(Y}g;_(WXe8eD0cc8S@ zAt1(-KxK3Iq7o-!maL>i&+^j;*>t|VRlKcZJMNsY-!6XHs0TQJ__{AAfw-FvF95u+ z+duHE0TCaR+Uh*=gQ~Odf(n}>R6f&;6GZ_xjPj|^W}~7?+f%0ORw~qM8ELlATG6^0 zA{W2)thPIWVbiw$E91HRL%WFt?H;U}?g&@6b$hN<18&reXEF{s{qyICk}AqXL_E%b z(8P}N{^%=63`V7WMk}O@|FdnnIS%vqlqz4mo^KyAuK%SI-^TWhAvAAjX5A{%Dy=?4 znpV|quA6mSRr;R{nscO3beF8%#=g@|XQB;Zha5f&10LVFVlDq&dZDBc=Vp-E#D#zl zOcZ;ryWEg5J8mq@d|PqJ9dj$(7%5QV91}m9a}BhT3pNxWSG-{tS?_KPJH*W)DUJm&z!wVP|hB(XKscExd3=oaeFm|DGa&}?l> zD9thQ)|NYj{ZUs^3e?$vk(zv(mpoOtggU(GR5@}H9p4p;zIEaxJO#k@qJ}rR-6(b^ z|AGGvgGRcUH@eHl@}vByW}6#$zH=16XH#4h*$r(en*RvQMy@mov9y|)!T+SWhI5+! zE+@UyEuPc?NcW~pW!lcJzwcwOjr5>kQV3q`;5HQ_`eQOM>fzd_l2pu#u({uK9UsHbT zLj|Sd3h3UPacMrj1+v`nVjG9w?4jEu=jb2 z{rSonRHg!q@f1;F)^20`n(!Cxn&|k;l8wnuEy?qz8%$`z_V$%Pa@i=RVS|&5kyhuE zKH0Gdl>IG%LCxUEdJl4LxOTIKrxU{kc5_TmZBKwOF_!I~7f+tdN!nA9@^;61a(>Aw z^x&9;<=zU@T{}@Pf7ZxwXy#P>jO1fi){n#7Yq<7}u&o8)pUDE6uy~uSTH*J+W`Y_N z_TVhZ>K564tHd}~Aq+ZaRbtoR+qq_1r4#|RroLvk+aCCA!KNH&VJag`_-ypD3XL+6 zP2)pQZ6e3U3n1o;#rCIn!kZPiT%c`Q1nN#Xy%vLK7!C)m*-jk>eLkCMswuetJK@B~ zUm+A?qucL`mrBG62PIeT zx^ov^(Zs{G%0%8>@a^Jm+p`WmPqyv70O|(}P(oHsM(9`&rBs6C9QO+@$eMd!02u{; z=I9Hq?);ufHd{Tp@39TR^J@F{R^Lj6BnVa1Fw6))>Jk+lPXazxAlPN2Xs+xk$)P}k*?@k7q`Oy4Bw9gWZdNS z?F0v)R?mxEo&?`fn;l)9Xq`}mEJjr*R8NO-IZ0~WF5NZdv&C>&ZeKD>-$t-qc%+NN z&A*26U9=xO8kA{Wx(B=_uu?RGjg5qN=kY^o#&F#hD_=11uS!Bs(2o=Q-A3#E@wsvS zxfg)19(K?(G!(W99Pf1U-TDan7rVg?8Sy(DRb?18$L<5KF1x8A!?p2~yH1W`zcRPj zCx6K=#=3{X?ENMx4m1!0VH0is!K(f_=D>+ECfqV6B`RAiTZCnJa9Yh3QMSZ^tN_5) z_5~nVZ;SrAjbWYe^(z`9gI2VM{^!Wfk->nk(+e!cv0?w${+Y=UsU!UFNCRld5xoXk zp_!5#QON5`04qyz2(P&MgSdcykUICSobPGFhT{Zi5cHwo;8W9<(BF+=>1Ppqu<>g) zKcB#BCqWMQ_5y&Z-Ax-oieUYL^+@(y%Vhst`CxLy-iH#46%mdTD0C6gPvA1^Wr70S z6Da_h^GbuLzwXK}!gDm0Xjj@$k2~6Gny?X*Rn~LtHJSk@7PQJkw5!^of{`VU;b7GYF89V$3hupw8~xTfU1&y2^f_9@iKHW`#kzkJ<{x>2 zM>X$3T?XrMe>0vZdroDERjxlyQbRH3q;Ra)Bj+Dn+rqZrYu3F8ri=wt6t%&HVw`b6 zvyS8MR5$I3m_SjEY6kTf!#AYQY2S_RgK_6}K^IeAYC|^gsn6`Vh<2{;YkwbK;FU0^ zxXJzej7O{XW}hT$yRY-yL(QTJd?G@zm08?rwI&5s{AXXMAhjC9!>^J|-&*2gb^QDMrx zLxnrt)`Fr@yLw~$Mq_$1*$62dJs)@bk7Cko(;3I5(~8dXju8#-MAm~n>qtb_up1ys z^QXSUa#Fz^F97n7G|^qS)gvNy&d8?zXFXdcAL}3%HV%wk?}87tvWXX3xBlg{QFW1= z-@8gvDvGkPAW62DWO<9c2~deR6Z*Rqy13~O=8cfrR<5?ATcFqtMm0Q`d@nh75i z1dvD!Ljx%j)8-g(f2G6B*~KiITOt=pT-X>F3v+V}=;hUNQMW)s0=%9Ff3)B7!VnYw zGMw=!sQc6L5INjh$O-q-AZSb=d$5;OTGHDY=i;vkyuAr~H!|qzySv;k%Mv&)MYW!x`*!TIuyU2~6hEr*?@!6lZbY0iq|7dd7kCq8Ncz|g@ zgVj16KTHH?!CeNgsRpcEB}J0CGtB^6O~M@lUmrpZUuUMkRcn`nC$=&q&fbf^#%*=8 z&(_sCwNBG~Pxos3Xm_)QfEJ71^cO%U{*!NYi}SKmQwR7~@4nzbdjRm!QOLL-v`93( z#PCAd^fND1~z1?(#6Bex)B; zxO}JTJ4QFuN2_eH*w`{z>}|D>E756*74nW}u6mTv`4hS@e;h|4pcFw?{7YCr$;p^< zLaciS`513ULZkNiP>tQLiBW$zN}RMxufeCanb zoSOwJr7W?_Zpw_`k`m4usdwyZ$ZKrO-JWNKhP6^7j-C#uhDNr-^y#c}=oUVlV2S3~ z&Fr-&(Jof1q9Z03n}oV{TqOh1n{oi)*9PL<`bP&o8wMkvWVK zyBD+Ch?l&+w;_dr()B_o773p=^pI7yzYK}r*e5tm8dJuH7xc&tm^YYHR>3NiQ|XWU zLi_L^t99EncS4a;AGQB620}Z~I19R^MjC_(ivU3zy2rz-hXGo;vpS(e>o0&n?O|ZX z@o-y;e+zRpah%jf8pKT*m;Ok7r}YJZbFv(`Iuo%5>VrM#kWj_W#|qZqY+Y0}4=(QW z^jd4(L7rO(`hl)Pi~7l#71E?pDCoC>F?6!M!x%K>szhE2o0*EcdYCk@m*97?fg{B2SLA>-uZ_53c{r1XaIwy#0-Vy(q7MU zD+wX(>2)Czx6amR1Ds{N(Rg6Jz}V^?{?)(cW!s$6n^2mz?>r>;`lQsS|Pj;Guy z^B)YLUqsbzAC3uopO?t?y>k0N7f&1$Eb9W-yNW(Y5SGQqhKkR{p|W# zz)8Xj-E2nuuT2{%V~)6~_crBKO^!Lm-CC0`ohKd}SV z&V%D>KBL6$D==ifk1nU6_!>x!>lm-wQd+b+3|j$NnBA3dQoMV2MUm0<$8pCCb4lt^Z3-&L}o0KIaM5|?H^ zJ3g;1LfkXx3jq6WaH8Kw(@54qoS-z=Zml_t7fs{3PDU+KG}%}IY%RrHY3g>byB6LB zth@soq#T|)SjQCdgc1^XB>Cf?sA)9U`Y<5n>|PfT*}?^jZp7x(trsazq8k8LduMei zUH@R8NN2r*ytryPGi=Ac7d>rOArmg-SkhZh5B?y}-yl2*Fc{MKK|+}d6RxW&0jwuR zc4=~>`o^+uF{@-o>5hEQk2?Caye9(x6FDWvDZe>4g21`b@A_W#&y?h3fpTHacmfxq zeMZ7n`{(m&5MFH^cOVzRA_h}3mqpOGx~)WMVW8m!_&84vW2Jm0H2>!0nFvu&;u%%R zOo=W{+>y7omJ~RcN7pLsG1U-=19= zp_59;r!4qYmSCcn3aPBm)Af;R&zo8IbZ4KDd}}-^kWrcP;Q~2>w{y9bx1u~a&De=* zgF}QAq+#rFM)$xrmn(cQ0+Eoz6*nMpTBkMAxh zc7P4JkuAve+9qp7?{^PrHVo%kDf%d_LCN%A_0iX!^v_IfLA)MJ;Ji;!{f5J>c5n4E zlT^{Qo>+&Q;84ls|E=Ymv{(f8dgbIE(d1!L=vv z_DqnUpHU~6-{Bs}!L02^&knVihpS-2&n$}1Eo5gXR~mv#N4hk7jQTpC@6=k--8wiH zAo|hI^0nNMYgsburY5WL>4ZM`AL?_;e56?zyNBg-?*dr4#bJX=nJLcS2*{b~%`hQ* zRbJn3RKGQKGBKqKoPzdk{Vl-qjG&!3o45me=MAu5O9&4&zBjfkatmRn_>d?VsV4R@ zMQ`o4L>TEBs^Xc<5t3>zxx;|E{5E;Dk-v&_iZ%2{{&EcN2&%myIj?}(&LJU(UmJy_ zc53eBpPAOqALG2e#wkdZLq{4%%)ftR4X)X0k&S{-A_D@ZkAw9k)h%eBw>*y&q(RZg z>v$nV10K2HmS+L2&wrm1-o=0HWbgml;78qJ&nlfn7}&9w^7gfx5fL-VjP06Ir?;by z@X$9^L^O0FId;P$o%oOOErX}HcU9(b7uF}-@oXFRpja$><&x1)m`|&sI-%_G;Qn#G z7XZR*H!|o3-0<<+sZQ&8kMPlI$0biM&<^0e`JGC6Q@U(<_l8wU_QDCt%l)$*=yIG# zkHEmsnx!mbOH7d_d8(EoZ%Uf4F^Mm)ggCb;qb<2rp_dY~$1z5td@r7$TJgz#h>PQh za|Wl>i8gA>Xc6}@^7sz+4^&jAyeehcf+}tmLt0ngcZ}0!GjV?Pi2c5miy|K)N2JRv z^~#?9hcvO(mAaKL1L4;8v)Z%5Q>SWAeEbM|nRR1JufJ#{{BJ ziJ);ThbCTE7z6`JCyR)y^qV{_@4jrQef9wk&7%bWblkcd@Cl|D{-*YNS1PK*c`Qf; zuD#xm=`7j$JKaK1R0gD}*H7BFO|^eQl>hW5s8Yf6(`g3evzGh)r!T{&vh?Mcf4ll) znHRvsXVmkShN%>*6oRnKLCYDL*150Lk{r2BS#rvsQf=>LD^hw3Ig1xGtBlk?My68$F!`EoVf zYqi5w8(Ui+#04iy<=Th_r6nr_%(R&h0fnBJJh46>*4-3U12o%{@W9F++=H7d_;ca6 zg=XU{&-lX!(vy zCl*xN3A98M{t)S*V%a9fueL}vlsaSr>@1LfE~c;fx;*3sz~+r=iw9t8^5QZ92m`dS zH#s>eKz7{En}q6PU}88$v@H5h8W&P=9XUegqR~;X|D_709w(*QR|F|ao4M@3@%agg z2__=8dWf#(C@yx6NPfSt7=xCf}s{`Xl#J_Tc85 zJd`%YqZ2^0(38FWoOYS*)b-mcHoOCJUGYirjT~uUULU|?OedN0caAV!q$vR@ot(_? zUf#9rF=_Xc8yQ0-vSk8Ei$5=b>#FHx>@Rd&2RI^ou~lx~4;aHsc_FxSQ4J}bEbWU! zQb1qr{#;jk494XS_IQsm(8Sg$`Ea>&HfJdm!_jmDf<08}OvFDZBl!>}MTx^RAi&rM z8cuSxV@ykX_+q*nXa9Dpm$6pU^Ip{-Dt7}CCaBepq$x0LU=V)zGNr(ydDM`bd#-w{ z+E4H|dJB^*#vFmEN@kO+H`#|pJa#6>X+%=yorlgTosz3^nq-%Uc7eO0QE~3?_b1J{ z)N-Pf&F;>~iL>79(Ist{>!*}+$)!f0*pNl` zFPgks`mfg1G^pLU-w6|;(ndAah{T{?*A2Su3*tJ`nA>diqj})h7{z=#HNcR3(yg`o zKAZVSv&iovY;fYdG15+BX0;t2j~{O0RRa@>^I}Yxlgs%Z`2jm*^E;aEDZXRq?q{^mClK_@)LI=p;wzs$yc|9%t@|0a&V(fZ4y;(06#PFkn)KrTafn&$F zm^mlmhM!B9Xh$$`P6z2TaKU(KpU-Gn1$jPplp#F#os91wuDb25zMn&yWWJk6L5)9;VO`kS$-G3;aTJhC2Bnf!jwYKJ#mlK#815e&OQxzaW?tlPHJH2InnAre)IC=p<6)}AT>4ZgP|}uk8cRReLKxYaN)}*@WF#z2YAhskOHS{&1{#(wGM4^!A{l(s zE!^@;bX9>PdHG9n2mz|txA3X@1SYC1CFiugmOgL-QzlvBmOeeI&`i0dsXM7nC6wq8 zv|2AuKEOBj)&3)8jXfO8qwDiovI=GNl0Ml|nD8mvZ2DNl@$<*b7>0cFH|TR#7KxAM zU3+?G&$ZtNPFDnXk}JIB^@p*_649Z!Cf>s+3)DJd1q_hH`lZNZSF`e$@)KM2 zN|LLW1FY~~8Knc`3bf3aWhFn7F1!`5H%S8RQERoBEs}i!B*r3i5@&mP zYl8lK&FAUTl67F|{6JDc#lsFcFjy7yqd#-H9H5s!w4hCn1_k;MZ@;OvS9;|nt2hD1 zZFiFma~0ni$IIVxo4pC*0uR`&IrQ|7XD{736U}k=9gW7VVJdLWT&U6H%dOFq2qRmh zn(*xnCsp-1IRa(FKYYzPo@ydwidKa8&vNF${-&q%J4E{g{o@k8hp*44a3=&R0)UIt zl<;EUfeEbd39LEiEP#Ifra)XKxsf2Y)H2B*lS}B^T*3#Wv4p!9Kr7j^{5S9h!xTE3 zSDdA*>oENZ%`GzZ^)xqpww`9Divs$w`qLN|UYDBK_W}`lX>$eC1i2Ei&nHmY(W;rN z+k1$f?BhP+!CN|$#)A|rf7rn%&p=>Z6>LGsqK;Aa$=>#nvnm>MxLnav-5quM$#&+o z%-B->vy1R!xa^056$GyJwl9aFcH1t)CSS1f>PBFcNKS%0_}l|=TP?D$#vyYufI@6-!U)3Jfhyw{d~?7L_6Bz`1ar!e*n=$ zlRD)y>~4tVjbDCjAV%@KiNB|B6Q>J~R3W`Nj$k%{Axu}^^#{0KK37wXd^>si1q6OP z>yPcCcY#z_@0U7`mHq5FoB?Z@o{i(XM?z64?Ddm>Y`eLWm>JpdN3rbq7@96E~ zO{%G%`|aSB)!p?5ge;n+W#j&)04AuA^9lS}TjV1PvA!5)qKB@bY2F{w31W!^m$ zDLak<^1ppCq`K@bJVg&s{0kr~kBDel??on=zT%&)Y-kJ{2ag?rNDEQk( zQM<9!upMq(j&tmX@d60aQ>u&uA1{S(FNZf=i|esLan2vwj&gUKV|Y1F`nkkQDIu8> z_D}imaW4>}C*Dj|qRB)#`_e;ATC6V0#33vB>F=@I-s~;~A7p0KmGu1tJO6#{wgRsN zMvWTpGZwrbVD%d&pQB)pYL0MV?hAlkOCo{w)L()qO;4n~`9IcYQ89DFN3ISXWGeU9E->1*3(_v+akUof zb(wa#V{ka>fF}hz##FbfkX_g~INe8*S-3UoY3s4(OBX#)!42f1CNy`*VyU~~@49t4 zT5K3!rn9Jd>A?hXRUEP8c}lGCpUF@H+!z7_?%UpQg;BCqA- z6a_G!6-`=cF#-)K$6V-2PKK1O@bJog7r{%UgysbK!egX@&Tj26?*;4HNt&6kvZwT#zSm)8o-($ycsbZef_<3zSm3n#7 zRG{=+weE?F0CYGZmCJLsv(kPqg!=We zQI1d-`n_V5s(TWxmppMMa{||K45j83)g)bUjEGW;c57Yp2CbSqupwV^(W(6th0L`G z?AXi%HdD$G*@94jTiVAbJ4TfYEcdFXK^@f}-uq1axUs&r(2(!kdH;Ng0G}y;oBp?3 z)!rdMkg&vtRIKSB(JqYkN6>9!!A*jci12ld%-XoOxqnU$1u^d+`r)tipY@e^E|f^W z9(&St;h5dqwJDtz@iSG9Up#l?LUs3dXr#v%27|lpe+)|0DDNPBRz#B%19P#dvGPpC zg}$#TODO{S4HM%gZQBqRc^7>mqC&K}EZw4>K^gh>YckUD%8>2%vefD}CTsLx16dj@ zDP*lL4@t22b%vt+eG=mk1>7=klV~a}EZ(RrSdI6@MyHG=1;gIdr)Ny-b z&Poq*!pe(+(31}xZ4Q;wqk|h0OqHros?9nhN}o!Lj+~WY1<5S&SR#{Vs?l)Ok7Zi(6({c9z&(vMq2BYVKV+%cxn-G!_z6>tl|@^GC>Jhl{w9aFP_Xq=OMqU zH_XX4tra06OOUygzhnm8Gmt6h4?)_iq4K5BB;W0+4khAu2zvtdf&kcr_Lk&e*+qu* zA6Ky%RjiM=&WgpiOmiG84}A+$=b;lV%hWZ^Piz1l_oKto;B=0Y zh=i(mg(adFfPW5Ry{r+*mzGlMG02|&?_i4o2Yn$pDOyu(mE#+a>E@uOK-P9WgfE0V zG!KfeI$3G^6bB^1DOPqn#u1oB3LEm;+ksgaPekAroL!oP*Y&X?Jp*vB>RJta9P+7i zshL{RgFD{492jdZpC-aU*kvbek;mlN(l3C?YxQCgZQeR2tBHEB;h(%~osM&f&ZS;Z zwtc*z5G!P*VF*p+;OJuk>qfU3cyCSH26%f-0iWw*3e>0^R3JPUh4Vp<6s?2mI?!jY z3{K7RQBrzmng$g?uG{zpvLB}YK`o~rCF%2pY+Y74iz1~YP04`iD&<4UzN!{8zs~p8 zMqU8N_Du_mk{RMlz6*VIct$S5yzuL1Hb4jS=?T~63xGplz@;}&?RiYCTjxQrtJF2~ zO!@WDTW#RFPS061t>*}B`M&Rk)JLl8)AyqofE5Q?_8N!paPfC(fZaw@1B9 zZPzLfA&dX=Du&9AH!^t|TzNWEPhba{_M$DN1xryA7o*ZHY%vHjip=7`GX6zErQFVg zV4g`XMiT$nPXjKMMXW-M+g7CFm*cK}Wi99VRi(yDTunvFH7F~+DT;nOy(1yMTaw-E zE#1i<7He3sYP@XT^nSy&Mf{Fd2@PgTuuu$-2#nOQrbnCl4)W=^x$g&fQ_KWw&#mGj>rkaCK!d~S+ zQ2$%4g**4>!@pr_L}HV%;o->(^V!^qkMBV{r-avShE59vj@NM%4gu_D*wALz_ZVVy z>LtuoH5AbkqXQoK7;~rBV|1GVTVxqxVIhNGI^*WU%OC*?-fUQlkWS_ZAC(FhIfrLZJnM*uZmt3W> z;j*DLdLodY|NVB}Pm2QRTRHv{k8jIDI6djE@Thp*!ROOI2jiQp20k%T<2a(`oyl|U zE3&^bGBa;|KDxP4jM5XlMRpHPek(lM>H)udzS#;Q`QYcHmFw<- zbjBm=+b1WZ(}D<%UoQb}v*$~qc9ClT2(byjXqcGGegU8hT+nK`+4{oHaS!C%NTQ_j z+5S*sFQ$pW&e?Gf-itne@u|OwD4$xv1y6M_opDwADIG^kfPDM@Q}2Yd@zU8H`@Pti zU;D)g(o02$f|@aoRFk)?^bR)hmb#yE<~B~ljhE%$M}0Y&XmNON-QLJby6lZCzD21M zfGwukW~ZWrhvm-8_gKYKQZR>eG=Gshg!O@sWv9DZj7F{m!fYqjP*Mbyu#lgrW3r29 z7rnP6(M1A={?qps(kT1(p1_GAHT9z-uCBMCc#-FW)Mb{jTv)D|-@zE@vniZ&=q=)> zx7$DWcB#{46=vcE&!no737n8`$;OnRht$ETqP!?WK;G;1*u*kVnwX|nS9r!ffSyYD z1wdC3yM1r;N#)C4A=#6ML1o`ie9GQ7(vG+*%g4|*?tGDd+DTvexlUJAFs3Im)6Amw zgV^)2dZWg}bLP^c7MRrExGulDsn!0R3v9~oR;rHS=)_x#wN-1o70>^z~d&H*eiRE(C^+)<+#K3cA2$Uinm@ zbIIoIr!CmJJ@YruTM6n|mO78Z|NMsk1v|({c=A+Y1}yrgwjQsQKPG4h2t^V$P=j-c z9QxyWsJ5EFC8OW@B)D6W7HapXKm2T6;F5xIe;ztr<{Z!1VdDb=_h_c;EKuCtYej!; zF&K4zHA7~@J#_R7PLOwcX7WqcT6k3eVX!BI?VAA+G&0y{*$;XmE?F1g7(4BF+|K__ zWapH}Q@T^`p3OOBPN()&;alZaB+?6*Y_c9Zs&gWE01a>H$q258;jflWf_B^fSkr#4 z@oOpcdH$-77>pQE;%ShO5f=X&mB;Q3r)pH9y0loLQU==?=W*}`FD?E`+IgFZ~fpRCN>T-ZK z%3enp#y=-ct}zuN3Py`xH7Uy(^Q;58mxxZg6Bx`9tM zOml1Gn78gAS82+-`p0_P5fNz;plQXLrK9P69uHv{W7PSo-V!NIF&ug5D~_vmul>Ul zyh?{}paqMS=TnDmj145u{6_VTq|NAT>4Fwqmn?{nhXqXdG_<_YzkNN#Qv zzx8qZRR~OvRFY_d*dMpy^ap!UT9WOGP)R+3;8zHnKe+EC{2a+IrQ2WsoHc5sxYqUg z7To=KG_s1pxno-vkvy|r!-XzzL+y}tt`O=8CVoHWh8K1T+&&rt~*?L4q^6jK5`Bf`3FE84ok6Vk0)pMDtHZjtgNudp>k2`H9CW;nL$5 zK-DTLom3a_6fY4#Q3Cppzg78CbCBN?L6ilzx>cIZQ!A#jhGPGqiop0UC$!{6caum? ztuL{Mi0ZH_y3*rd_ zv`Z+EK=3_AerenNkhZK5^Qop9qtp#X9+oB`(9q&pfX4=Z&O=>k^dkD`-zHI|`8>#d^ z-Qu4~ZMWL5UUU6UfCU=FKWA}!Xo{|gV=_tP@wGDW#ybLc=3WcfFQX=-)nE=8WoU%P z=FjcweNWIMW2U?!(#J?|8)JvJsLJaRr!zo^5<}rUWJDZIV%3ohsi9-oSe?G$sgb?Y z%GZjMH?fwj`wTHKl0!MHA3p0em=!nu{hobX+Hq1t5mCR8e$RTPK>9!qiGyTshw@=M zjgmmx6jx*msQe);fyok?k6>mMlJVt!=k&Ja$}O@KFH90 ztcTu~3a&+FKH1go-Gj#8ggwcd*irc>>?d9!&_2a>yEUowPr5S(R*T?FO%jDS$=wjM z1e#$jZL*OVu3;A`?>fr$!CVP13)w%!sFbpTx+NSkW0!awBSI!xw<=TFF$R^ z^yh|NqT7+|3{+%jfN>e6>cJc7r)hu#bWoDzU~N5lwrl24o>&^ zYn2v^x?|a^8UJaDN=O`_aCH@%##`ufHm+KSYsaH!7Ol^K?O&Z^9P^hIqrwJc%7`90 zfWWWu;z+lZkRA5k^;rAgHf#SJa%jnqO>8T+)E9Uonp<9Z2^Wx4)=Ff z$l>!6wki?6CanPCNWbgiUmYCSw{LI)ruL8%?<-R*t=9oTVP|fd0>AQJ`sp9k$%2r2!^CyU03x#|_M$M8n_%4bqZC5W zKN*FqdcL!NQU3&vI;N)17KbTm+vwAmF$RTe@D1+jCX}b0O?%Rz<{fXG<7JUk-84di zE@9p7BWw?O8mX{o4BIWMlvb*AoPjd04T}&EqMCi-`z&qYl(CzbdDB#TsCLg z-4JWXRs0!rYvqkyCW{pSX6vvze`{S-Iu=ki9_QqIF802+>!-{G8gS)6YY0v}p4ixb zGA%B=f~7Zx{{k3_(=?&Vac=J3oTX0-W)iIXv@{6kvui!)ZdbDoQ5&_nn=;z<<$yijOj3dH+a7HZ%ZnT>xe6O{qvK(sk8&ci&Z6X(4g8^-Fm*ujFo{!XN(6PyVIqR6G_y&x85otJ6Bx&|r$Me%FBm;?5OX zLyLbm)~oFx4GKLda(Nw~GqQ8ll*KutY4%?c2`gXsNQEt7hQ)JC5)zMbF{w^zTh7Oj z6t_X#t3o8bvvG(&*ZUj1f2dbsHO)JURtE<;g9SfpoERz;XSq3^{qVSs>#z_es2^kZ zD;|71@_eM<3B6SrVpH9hzAa|I<(0Q?&Xyg;7)jXLZKZFMs7|$P&MqkKt6X}j5@1j3 z=&&HXuWnzC6j&-KB!%+y_>HsEjXa!CGqMtWEec{^u zY`EGS$!;VJEsV3&VCvU+r17qQ_c_LJ{P?R1(hC4!_T(@r4yuy;R%rNnB!)7Tm7`J> z0ZV}luHiN;S@v~^wrhH~C123iI=-ZGXh`yUw5{(2fGa#I?OCztT~~hNVOMUv`~}A> zq7+k=FGQ8^le;9#cm;OpdxcNTpbaTG$taJ){W)^t(gp*+Um}*56k|>>VOT|r0|wDM z5m36vD*ie5BZI3+NAm-p)c--#S%x+BxP5#Gf+#5<-AIFU!vLkFyCg<8jII$%!|0Ok z8i;g?ba!_n-OcuU_J8rb+qDH=H_Mm?WWEzqTl@VIlr*JIHhtK8et>Tt)~(|S9Rikp~v zxuH}Uk7Uvo{o5jxAit>Fo||efjZg*qA;fH^PgbL9CV|&Zj*V%?0lxQyNq^va?1XG2 z?oFk-cbiGT*j*W}lc~Y6#jmOK#uZ1t7@VkN&V(XSQ~hO7h-Vq04bC??njF#jNyq;H z(*CZaz)d^#oem3bp!IKIbjJ+le?osgxTuVU(DyBiX5EPoPxy8^-ZSH$v+>gLl6Mesqo$qV9A z6Jwsf&gyZtk%SH`(3l>oQx^@qu#QSdSjH~Z$NgE$Ek%gxhKIU)seScgl}C_5AJjT= zX98{Js->a&C}If0AxFx)6pBa-7_-_m;92Vc05zE0A(H!=K4jkzM5U%hat5ee^}Wvn zeFQeA!TS-~`>p=m_wqZ;l|)-6?oX3uY*sl5LH-(FF7Y~-}h!ChbdyJs+rP}%r1 zKmk<@Z&3n~aXRjxad#ikJZsQ?lZqWc z>|mo3h%F-ViJb7A&s4p!g-oM+=Ezs2B&SjzGOPHSm%kqgcj~#yDa@~IEDoGtVh4H# z-fD0pi``SQo|gXykW1RfxVMIJV>i)^*k2#)1E*WhaVU=OvJs&F0C}0ajz8}k+shxJ zipTzf$ZX%U1Tf-1z(2+kKVntzG;(X)6OsP^Qef?iylc^)=k7)};@$%?g?lq)%q;dU zSlNV84*1MY$$zKBo4PM<4($v(@6k2U*W+AMDkkgnbfHFZjpC$kbfJ#XD z?R|OkPQ>$l#U}14K~VFRAC<@qzJ)c@d7SDu+u=nu@XV~1qOh3njh%5X^X`=-Regs1 z4TmT~Ds@dbQWX`o*kDZO7sz^F|cHJl{Jhl46xlJ>a=>hk;dZjP? z{uk~Y@)gTc<;2R;jn-~h9LjHGq z65W21`|%Bzl(Bf#u5~04aKLbITV8jnVMsBSvY+f#()4vYuKvyO3nilZC9K%l*qKU zhhY!vVeIDS5setX$Tmh68QNI32tSfQIpn)ud=DCk-%)PSN-+dsFyzejBNH!p9PC~z zhh|RIa_FBCFkHlFV9J2qI@4@J5GV)2xq7|Z?}95n;oFsIi7^t5g$ONx+eRcA&gX1{ z{K}2nV;7sQ)R$Y{jj0&Rbee*iG_U$apK}e?+kTLvAiTu&pnHe z&T_XIvcKylJo4zLx>c~uU7VDYne&Nl0M1x|_wpF_0VywjJDmO=B9z^6?X^4EpiM2YuFFPJ5FQ-0B zZ8qa3puG~jJ6bXPTasZ}mEKG2c{U9V)|SE`!1YGr77ftb4NQKs6&rY;$JeC$_SZ`v zfHN<<=eaxYckh&(m@3xb$H;y%!96{{sH+VEe-@>Z=C+IHDklnLi%C9E6LIW$AVzkx z(DH@U32y!YF-qO&!*+l=8U_Ry+`Ka>^6<~vpam~tBGiQ{g` z4P~cENj^9MCZr@!)Tbx2WnW1F-a`~k@Z}|z-dh*>ydWFa22GCn+S&o_J2k}?M+q_v zO+3xy@vqf4UanQP6;DPJzkI;Mf*y+@8V$WF*yFs7LXxj1+Y{8DNQ$ptfBDc z9`r$TS0-Gg1HvFXf-@Sr07g-Kf~G9)ldhB~8#ZbiV(yzYC+t=GxeHe)4^@s`*-RnL zqZ5b;qQT}fv-Yvs-r@awX!|2nVigim!5`46OvMeq13m3Lsqw^qs}tpL`gq*n%zCP3tByoT#DagspLH5FKK*ub|N0v>pp=XNyvdlK z@XfDzFSd|DfLLg|DWV=`=@yQaNA<@a6041Uyqrbe$oy(x$(m#w-Pf`om@RlR?u!(L zF0>dD`nhb@Bnf`XqCo{HUJpr_4os(WtmdY~!znbmJP&G%@-V-$lbj`>3++`%QAh;| z`s2^CRBV0_`lfKIkcqC`2z)$&oF_@f(fzr+3_bicD_l%dh8Bmb>WijW+poqujPAxA zlb~4JOTX&GH2`GRP~ACHvr2w7_G33ENDZxL1S@E8#YNE6I_I{GgG%9T)i1>sfGA}P z#)9}Uu@Ed7Wm{IPl6hxx@_Vlm&E@-FY}PbC0)3yfI7-VI-f$9zhQ_(beVenPmu(?k zUSkJdxjCWAaN4%agiDqp{n z=8f&W;}e3W4@cq*5qk;U+?Ne9tJqr-?Kx%)4fxuvRJHUD(L@?NNEFhKyq0qgGDp%qPTxc`nt%!*pVX`*x)moMZ7-F-MmCXe~GYa$153p+=~Bv^Q@ZE2dKk*ReDs=%2L_nt7XCssq}Vz;3uJ8R zroLHpzDg&;0JfRE^s#-jbM>y6mTPECDf#V!rjde%uDR-QfUH?Ms_40MFb|cEf7sCY z>p=s(jo}hTLYZVsGT)VX`zZwo8pbcvB(A?Wvi;Tmh>3c^SYZdjy(yXH*UP`A$2VZV z{DhJF6F8_7i-0-aK?u5!*&VhRWV|DU7e$`j8cJGIV&~gvmCB+fN=#q6+(<5w#---I z`CjB;-==+YHB47!ZZGnz>T6rDW!IxyJ5??}&+tOOPHfSbtvAy(M>fZ_WYsIz7S&z0 zhUrp$lOCQ*mJMqLYm8=Xq|Gs4n`yg596khe+xCVaEzxb;Yi>9C*qIlFZDS$ZPZIHU zJ!l#|R9#wwqSq734FW%Rp8ZTt`Z{OM3Jv{i^AaY}*RnvUD@5~)X6VoyEQ8oyldq4- zE24S~BGO}MPL+Nhm{@t2NQ3(a#YhE??o_$}70={eV||p;#K*9tkL@Aatf-g4xqPo)`x^pmig1L-kPlFH34HS^MH`XZg>aXfIkGF4Xj}ujIsu_3wHr>&A z)h=+Vt2y?O4_t3Ew95M4_69DFT5lzOuXosZ^>(G7@eupCul z6ymnM`VX-4P@L?al(+fl8{_>SAQ-)xR7_@DREbClhBrjLn6I746S%Dqe^4`B1EpSk z7jC#h-X?9?%D`i7lfZ?sz$e5Frmw{a*!&M*cc}`$xBm|?U*?dNTbs0T!hm2svL{!$ z3=DVW@8o}z5HtThlBa{7c`bnT_Qzg(;~k9fvUBkib9ocKv;={%ajy{^`htu%5b=oQWddvI_k)`=g>v)L4$t&LlOQtjWkg9+?ADx=b zci49Kr(W}d*aBTY5|-RBR9;)lT(rr_DMOomT0oXU)=D3KJBGV_w{BRgA`Ga*6{hxku7Wa zg>`0`X8Tw@7Ak72OMg>cr!ZMKbyLPp>y;=Zg|bV+#E`RLaDy$>F#gj~EdOg-S;l!%t!_**%bXk&gzs0s)mCUH|%1(t0k(=WN?wFc$B4d zhynnoDDz5{)Z0t5<5K%{4Hm8H%-OF%SWV)9y0F|)t?V`#aQdG9_!@dq^@++(#3?EN z(4f4|CUGwc?S~Y7%;wDvADB@YR=bV81vAzQEmqC7L@#Z;xXUB@-fB7MaHldiR};q< z(3^g)i&#RgkV_R>m(?+bte+m^Plvp9RMm^_FiXmp_7NAWV)#4VuP3V=C zk01L>y)ls;s_>@;SK??sMu0#miO_)?a;9c|h?e#tiB(x3p+F|*evlC`o_H>QWuZ!Q z&~>$?i(N}k)Jq{1n>)dBuY%#Xk9=lLwb`(z2ZwOa`stL2Oumu_dcsAh_rBTNjNO4# zW3Kx}UD&1KWA!PhUL+9zmYw%Bu+x{Vi{&>m0XCgv8=n zs-W2W!svvOT(Syd4))b1Us};E;~kzWxK!zi&$K+bU`y@kzcfh@tlrlx+lz2)-3as$ zv2KfAU$lw@%mJDriUUh zW#PdB`XKLc3E%nO{=WlT3@BJRIP-mi>p8YQQ#HlRcGdH7rgO>b3nK#xXPRB4n1e3ew5iZEQEQmZvNs#PQkx zTx>&_YPbcitaWMDpPG9YEGM9L&se1tr_;{K>XpIqd7R<&610fk2;c_f1Ad{*1S`5|4=ZR2RBN!;d@ixkEg zfzMDnN%a6To;tt;M?l=&SXbtqgsY#^Z>MRAjM=?-R1i;7BMMOP9lvZ zA5h$heVC((vdoByr2IkH+DoO0W=EPnogq9?Fm2DJ`7r>fsW7m2!=x{gAGn;v%WXEwS zZO|oC^Oa0raRJ|cMnMBnXbt$LqT!Cm*IA$4SJo2Ka!H&d3elA$${oB#nnwz0{hnD? z=_kDep)oV~Do2=%e}}8FrHk|8Hn~QIf)gfDbg4d1kW^^4&|KJJ6Iy}(#QV-?*9C<_ zrSw&n>?Rw9QDI6fWK%=U?xi0FDFPeN0Jne3gU&-U?ah>2HsT69WKZM0k8FFPpVgBF zEAW$Gqmz1r|6DeMaKsP!Fa^dL;@?-~HHzF4VMO3KBC&nG+SK0~IFpA6iQfw^N9EOu z1CBMiZsptci+RS4R9pIqxvfgtFI5uwo8|YCGPJV#7uAI8_*^|#)g4dR@6hyMY@UrT(UI5`zlEnhkk?9}eK@kY^7lrTj{sNPmNe>m1j z3nWYW+N4jmYa~0q5~xeU#42axf^A;hi&1n*1?*&*;GsgzCpqb^Sl0V_4E~uz!4Oj` za9XruyIV0CXqUyAr5)MvzOxbzc4$4d&2l5Sg>xRhj^vQv&aO^BillpvhbcMJz-q zGU5Q-bX`%)lDMi$*KVg~X)beontQCFc*e(;YL1b?ZUeX*(bBELzUcvaG$JH%4;8#u z+?g?6Zkjz`l5vj}ds?9DHES=e0R@m>xCcpad$Anc>6)WI>ACHnFdY)F8?{E0@EEDDaVo z1LKMitMGq&z5?Po_aCsoY;Fabrrczro;#X^AViUaeXAumZ-&UAJ|Ug_Lf!mFz81qa z2_P+U|ICx2x-}p2`X+M%egtbDt>*v(PvMIzw>wXhJmjIRo)R~j45CG#a~XhL@yTa^ zEDnadCY;rWvj92*B6(bJSs_DCsnVcP)Opyd#j;_}j$7_{!Jc0ICo^GZ25OT8VK}S& z8EvAlzBzz-RVvo!;84F-V9vpFzqCFjdso`qW(8Wx*TBM{Z@=gnWM+yXRqOgvUUIgW z<-_22Vo<{54-S=TW(b&)E!dO&p0u(wKK1zJH-*!ic0>whd(&E9E0S?nZJRdTltbzo zF5^61Nt#P(Giyt)%t`yqD^IH-_?m6+Q;AgB*lj1kM(A5mf4jDKc4qe`!M)-ygf?E* zX%92s?K`?BW5ZRI2s+7e$)Q*q!Nw8VQ90k70{&yI{A?ZXiBuu8i5=DE_yG@AA`R4> zg4F!sXp`j+>jrtzG+5YE<@YdU@gLK@h30*;pHjtLjV>~9*CPUnnhFPl=~?1Y%%Fpl zKM4z}Y}!+!pIaOY&kjx=UWr@~Q&KBdgY9v%l*3vM1GbfzLw)%_+ z#KwmF5}UW%xk4QoBDQH#R|&jvvRa|a_M+()uM3i~HeX8e!|t{m%^k{xO%>F@p*kG5 zqM;Nqz1Y7&d&4oHNizR`-^SuQZ&Sc+tbTXM;JOqrJ%*?*M5lV?=z4gD-d(wQH(_Fd zuco4Kgu(4I`D?Y+f~?)0={R?anBa3xqR?~MzY}9*xrbllQD2yZCx~o4-jQY$3MBYf zHor78UGXz5^Bra<>LsEEq?3jp7A zeR@mvPM>_Qg(k+D759p7Msj<&$t8D-G0`Zq8i(5z1Dd!s>FMN($BBZe%PJc)OQQWMY;o>C#9@cZFuO_U zJmTQ^UD%Izm$Sb?bMYaZ;1tj{k4_k%OZ)X%dqZ=|eZ*Km34%+Af5tmPkiLO-@$fI; zhk~;OC~9K3wfXahT87WK@h$8kR4<5z{S9lG_#f=NgRCx6l{$igAJPP_UH1C;&N<2?_0GJBnq7wgg;#Q7|fsy8Kq(z z2Vd(197LFhY$Jn~Yz>)857h-G?9|B)Ya2DxW#v{2#G~zfKmNU|_{=pbj!sN-{a0+$ zZ~lWo^D}m!1=1QhnBnwa^mvz>&7~fU*ro5 z))F~!HLh$(IjZt)NlSMP8ksqsP)r;!hz^K;Cpxdy(nig$KinvfI(sElGHF!HS!2tY zO-rnP=E%DCYXHNoi5@8ja?&|!$GEYfRQ9`(xKUB)GJ2fy*V}ymk=&W~F;54|G^(?S zWZvDREx#V?{mq`5NB&coaL1ND=m9yBO6V>c9k&z!j9Jpe`9_dgkJ#?dZl56np|-QpgoXe~_2LtR^-&Xk@1)??0TCjiqn2t~wxO>*tjostC`U zTpDW=Qdnh2au3E-!9HFTx>6^9m(wcK_ij=QJ6V(BGrulA_!N!h9}7+mLBv;`DaxXm zJ_;y@Kqx}L#W14nU@uUzgrAgoJ^odqWT$^{}N zr6xmT*7-GAG;Y>F>FNu=`O77ejxHrqqcAiau=4wS2PY%At!uwf(K7GKRSC`efu+Ca z^SP~sZ~v@Or$_`b+cQ8wYySaSkQ;An)~C{c1V?xG(d5zoJYr^{PG&LSzZ6dkW-z=~ z%Il<{U$wv=KDkj1HUmACq#(zBeSPwnJ@rR~2f?Ci;N|p&ZNc*J{FVg|!yqOD2s_Ai zVE(tiYk^$#1GQ|U&oVBj`BsXTrx|p<@$Az{-bF{^gnRCxGNI=Zno~fi&|Me*xWDx5 zS^Y%Vvg2A(!O&eT)xKH}2Bc=X0xN?_ulae0(#eWJyk_JW7wLI7wDQ{NZ~%k$Jgtls-mv?2%RylL{usav z=qZUCx=-Yv{t9Yxd;AvT#!`&ZWJrG+f*@Ph^PF*J25tz6C8jJggoNK)Mv}!=i%V-SoWoV|o^ZXVwCK8tEydT(D|?Wly$z-|8ny!FLgU(Ts1Xyp5; z2fmhiCA*=NHgt}s_CVDc8=u~&`P1 z-uO^NClWR~XyNfgU`>u>K$eI()8XKBGHGS60&j?l-kEV}e=RgDJx+Acf7#fSSyb2L9qtGCnxjVV>$I%?PndJH8L2m%b%UPbWa?@dfW7r z!Bdz%p=j}=)BoAj^H!Yg_r-t&UH#zM#uH{W=OS*sApw;z|B|=XL9b2+B>F#q6o1wo zUunzXd$!+O)MgXLEyXBZ&t19297LlYgq)Tcr=L<1x$sFWxP>3VaNDL2*dA5|q|3|7 zq3`>8a3q?6arV5uwf1g@P2pdf8^g322AP!qE|_jo^;a$08N?V^0GBf@%H0XsqD|Im z?X6I&c|OQj6f*qAsRr@=aJ`MMLh&5tOK#LBNHOr$5c~?9JrnK2<*V{Ne5~ru0Z*B{bm>(d0)CyqxbqRv>_HMez z+Q(+3uPINOGE=8GV#oRZ%=lxo;tMA2S5Xn~D#3J%66;)ovnXV(Hm&w=`(Dpyj&VU5 zKCRu}5!Ht6HDm<6+sk=FJskRp#>YDN@Qis);_`-9e3K_FM+4tD zyG+3-Rmqt%XGsHNuTWxtO~(`9hnRn6NJB=!BNj(WbnI=`v8 zF_En(cGK*-D%TzAyPtaC5J>3rHAm#~UDmt7!ijqtljF={rYQa)k~X_0l!(8}(w7f! z&-h7RFhTEzT&Z&Ue2bJjhVI^ijegp#qdgn^G}J>>x9gILUrrt33N-Aq4!k8F)Jf=`XXpyB8GjQf5$`Hc|{9 ziLicK8EmwlU9kRfif8F-d6q?~ovo2_T~nCN8J#{|ibYIlm}b16=J-@*VPTiUO*6-? zadqA<)sng0-BuinIC`j%(16{<0%IyRnGda}f`nRCX+r9&8YhMWqR$3VhOt62gqG3D zRMOY|TS<~+Oyb;M&0TQNZAX#bq{ysAQv-mW*NsbLMyV<9Sg|jfV8FnP0aR)*IXIYV zOWxdM^QMY!^-khqAZw6lhQxX^ay*oo~fh(0QI7AZW|e3cWg5u%&*9m<_f z3!K2UW3aH4M#hhj3~7h|0L9BC!1j$nttMgBx1*BV3Mql@(2F8o0h{iR1E}1K{h^m^ z2!6_0Gnqkve`>AVLw1AszT_-`x(~}Fo_b5co9DgGEnk(zD_S)gT7#BmIl>jAfxDO$U1{+&~vmL@cm%nNh;_c(2f_uaQBRY~*G*V44 z{|$iwy%UmjOWNgO*~F~#cSk?NLA2D9vzp@w$6?GjCfzOV{! zuMiFb9%-VGlE*8W+yj*@kTGXz>Y%C%p2FT4tt?=00tp$N=TG$33i1*{c+8nJr4+A% z@72l>+9OM5PK8c`?+}uiU-7Y;{URwmtgR+?WGkfg4li*Z_a~s0klPCWEy&v>106xU zew1F%%bLU7V`ae2sX5EBOpAux11x_fUO;T)}PEck;Cdc{=lv3hREwQirJs4#t5@ zb{+X3cv6VzV*jUGn0*@kd=SeG5k&p*12VAD8Wb2(pd@`#3EzpzRWlK|yv%y#`Z$U1 z@hxe0I-h#|;~!)cMCQ(HgWu{(yjBYLUJb&IJQo0Cm5nCsg19HdNSwC%8=-O5>4Ck& zGtoNah5A3e2MeCDOEIPMfjx=^g)Da+$pkwI6+r%!o~rw-)HiA(ia>mwlsrEl-TR-i zn1`83O3B+|zwXMb(%&`1G3l=f%kPX=eU^ZV34x=D^qenYlzpf&I$IGpe5-SZpr-3A zd`>Tl9l{>U+JAM3WFwGMOW0BeXkgc_QN~6@($O5p@@nqvsd+<9~pUdFTdU z%3-tvrcl^F@s)_?(KaXNncP zEXjR_KRKcZlj{%CANR2ljaF;5X?%<)Nc4lt$Qpett`o)0;LgqG4^$RWcqL+FNRjtE z!^{Nrt$I>ko#$pS7kZCDRsjFxXPcyy(|J<|g&v46Iladt$T=wR}kYLWcDp zl1*uD(>cC3FS#X)NfTq0$v3ivJ*sTWld4UtNSz+Ka$T`U%>A)yXy0fvq=cUV{=a!Y z!RoUsCy8mdTi|!HsCR~C%N7DiT$?;fd`u22vw4b@1veK5Im>I;72tFlGx!5dDz_`` zxYUnUa15TUX$}ix5(YvqN0mevy<(Zd7_abLb`#p2;jpQwTYX~*XWqjxzis=J%RD#~ z9T$MDfC=B57#r^s4>*%PIVEt(AsW{A9fbabLq zFwX^qlm2~+H1})dChJ$S<&2wBv8r^_W7zO(^`*K7I>6t^xny>v6MfXTUvobOU{0t= zG%Oxs(OrIP54u8pY5orowB53QJGo9)NUnSVhb??}s%G$s-IegI3_tt6Lw`}SVH4lC zWk{)kX+aE$gamH1Bv% zC!PoGDCyL3qrP!M{LIKv5y$vi6-q4<H~(XK?R z9}*8E7+Q3^?|>L2On-DlM;OQ_{2{mn*CDTMZ+Q}zD!>_* z9wLR1r}D59Km7o1&KX#X4`=PDV_GcCO!f0ANxe|zlqEO-1ob#Wy6bC@(=t5oh~ja& zhYrh4U`P0+Qt^&YL^m3=D53woL-a%kk@9or%}%&(V=99df&MGc7;9viZ=u}iw`Z-g zP-TgTqt5b^Xj5dmPgBAKi9c#Rfc%jx_%?$N#<{FysN3Ee@>q;lDlGfeBH_$#Ak6(( zS$j9?Onl4yqYq7J8*=tg@5x{4gyv0Lhv#gWXNTsdQ}$dB5-x{$nj4K7Q;7fSa1~2a zQ%vM5?k1$c%F6Ns>u_CUS62}Ti@6ikR2x z72>dU8G0d#9ik?YhEX5N6ELfpQw-)U;ckm}R6SU+xd*#ij&0_uI!YP;+ZH{19;d)j z(8s%r5_cg%4H#ZD_=-7KaLfw8K-nV%jAOow2kj>EYHD<{G&ose{>s-_B3D8-ZYNvH zcjh=HX27E3V;{Tae>(}Ak+!7q+(u{G8Ylg~OS|TmdZ}G=@WcY{czYGbSO}K;) zWTGxhfn7b>&9l9}ETqQ>-3kBYMLhFFAf~=Zu*aacsg~lNOwQC3TRCXrKjhue=8}%3w1! zCpHc&*lvrziQ%j(%`KjW#HzIJ$8UIP*8-K0sv6nDGcrfVjwCs$_Wb$`-d2{tq>CvW z3E^G{)i#x=H8xZg|8$BAZ!)zvgN3zMCdg5SB|8H znS=Tss7Qu(7LfA^rn=Vh9nN5KS&nwmqyPfS5?#89Da{#Pl#qs!FZuj)gh^^d<~vD`$Z}$xOAPHiU3#3xK^j$Z<8Djm%k7Ngynb#pk$bvg zA$n0A<+ff==04L(OiLqZy82L)60lNQS+#Ft;l-c6<*dfUwTG~N+4@*eP(|ybsTT=l zz_GL8w8b=na?y5qcK+V2M{t4-nh?n@w|*Y_4d1e2b!C+y$Kf|??yV#5CZb_xV_CJv z+d$Y6#G`r#>!;;*EJL9<6C-o|*ty>|bE8Z1PFc8l=usnuuY;Pcad=2-+_Q}6;GT@~ zHd8D~{}exVRFH+ncavhyG;T5jjiw(*5M{l*@iR2z&}7kg?{NOpQILtFb{n1V|Vz(i=k8X$}w4(MmCCKyrDgVS42u#ZQzIf_Jh-;(5ux|YeZ|)!|de7H@8>L&8m=tRq$aG@~{$o@5 z`Z=OYi~GRK|8yVb9UE!`Mxj@@mb=1V*r(9OTk)V=O}h#jJdADdGO==eWjtCODD~s` z{)hY-s5g;B(*a*-Ku2u00C`J47{?v2kgny!>|EECsPHZqYvut?IYD08eIKfRFXc#U zFO=*k%<4m}IG{;t$tWByK4zmxd!@%f%)Gc2xv5QT!m@+yvSf;_fu3D$uqtrlR8X@5 zI+;$$ZMGL`8ie@zKItU8wtwgqh5z%4@g=jsYFxSdX?E?wzwE8{AD~apb_nqajGe9f}!C6IY9nnEP!AZi%%#PmrNOjn1Ng+DWR>=Gg2|WPx@tXxDsLw2va8}*t}GH!7yG?mphP%GbCbrN z`srR3j;4Kt0ZP53s@z6C-c6AB*I!VX93F-%2l*!&iy9gPnvO{nP6yb`;Xc;dyeMg} zC&Q%l{wL}Uf6ERSihd+@IbJJ`_rCI9UYi0Yg@Yh9GF6f@jqLoFvR)dkGC_GehL}*;4 z%hdo-y(8)EcE!pOm^$IRl;=fd_99Y`ix!NOEK`cNExR~3|HM*OHtO3%{X@;Y*e><~2; z1CoH9BM5&RE9}K2g-8OqZ;2|nj*QXimPSk|vIr1!BF-Eu%zA+4W9Ye-g0LyI*}nkD za{1?T=M3QY8w_~GtDdHUi+4{+xit;))BVIwCgs8y$7+1(G(M1S6&J{I-l{cq>o;xa z=ku>JxguOGoc{s1yN(xg?Q%q$y-eFob9itcv~5b(%M`Id!1D5KhhHBF_mfx!#Xt9i zItAOGAvd3${yKl(XMb8Z+)FWJrV=IJwzO)p5v0tlK) zx+(mqN~2+MyB$OrqH5p}bb)eHJj8TcqL6ia{*|PsEe@jSJT^d=d=MvV%i|*A4#Vnw zY(AVW6y6akeIL-Oi7Bzh{0d`&l8y3H-`GjxHaiJYX+I8)TJ&U<+KK858(cOT6HfAp zr{a#W*bh!wVMMG_^+68})RVFp0pafG5DGiw9oFZPOr27bB&VcN6g zo{j6#WKk^vW1Z0`sQW)%;lTd*QDpMOcLobmH7kJ7FQ)EDc7gbn-9AB{4jWGx{N79U ztPRmVVX0dzISNMz*;@X*8hB9So)paBsHLYfJb+YlBluQiSLdCqoANp9M*lZri=d-hqAy@ zn)~7deV87*l5r7!WZzMJ{s+A*0t{Fv4?ML2faitCP^7w>^nhoxFy3e4Z5K#?>T$3? zvh|0BclkhlsFLNBvjzO)M*+IPcwr_ndYSNU2J-iELAxNg<+2~!?vm7zV;mU4SId=n zM2`&H@S{8bg}^;1E0LM&pZ@_G#10malfitR^oo#GJ$R}#(;p5fk^D>7DBM4yVDWOr z`Y}@ow)r}U&6ZJoDU$G!#D~}Pz%t8q*EbQ^JIN=a*|;v1+hR!u+4zckTW$>)aSIij zKofexMKpZuezm}o+aZP*d_xVl)7#Vkl!o?xVS<*b%T*FLwr8z(>G2yv0f`KR`-XgY zhlZU+)Rgo2VOJg1F=Q=r&+*{r^&ld7ft;iG+p#5?``IY&Z61cg)yimRs;k^W8y9fC zB#Fa=$7!pE7K(U8$_fnSoj!#K_$<;n+F+ZwBAlonAXu4TTC;Dl6ryZKeVn9MGKy!6 zKX^XDI5t|V3u?jwhM~hZN$Fb0O45=VhXM-^#j_etnXM$^CL~>XJUg%Za z0g;z_kDV@6)Qa3D0Fm-Kv2uN-yi1er;JRcCOunkP7e0CdF#zPuNv8Zn-HZK`3WRA& zlBPc;+Km$AMR{T;)#EMzr^|~5^IpyNero`THcFg0K3&4?GTnNgGHcNe@BG4acA2TG zA;p>sJL>a6e2%{uRz)hfk#Le*?KkUV=Ng78#Z2_SLD%#zteHl1NR?E26%|aJ=YTMp z(-F>wb|~1o#j=@FdDgnD>^IK>iC&)n}W@VQ&ar4 zFDrkd@&z_{&1#1#BV2|9-job-^A*AiWx8N@s&_w>#Mn)nP+Hzfy&OJZG>E8}LYD?# z`iRZU(~@X_ez%pLtd~QKDpE1IgQ3b@{dV?d&znMzDdC4Q{Zn;iFZ0|voA^&i)HxY_ zfA^enR3uZz5R^{PDEo#9J_i2C*20kgUo+4YTS*tgh)_tfX$$Ec`N zuIXwK0u3YoZKi>ZNZdntkyrbNU0GBxb)F8!+ zigDl+BUKVxplOu7tN3?0y73bh`eY~EP9RLd(v^$gN2=tyl4+P22tB`Pe|^h$p91j} zTfw3^8TXvN1|eeiU9av>n|)WwzPW$^&q4K!O5L1uaeFXBTS{^*iPhkQQ-j7>PAoBI$JCg4(3goda1bhYa>LnZeppI;mI{v zC_*H+)gt|e>xk9YtA_-#;?Hycc3VY~lHOLP%M#|i!JfFTV#pp#nmp#?_~zVj^pmL( z8qohJHWM_e<;L34iM-`qd{=c$4;=fgHRSq-JkCXQLD-SK+|}!+e-d3H%0KS;f;d?+ zi-drTl?*BR2OoY8oCD*sBSCA`X{HnqeDxxIS9W|S1YORle#F>l`Pg%&l|7EbA_jZ$ z5UDXz=#p~gy))>mOR-rIe$sTjea|WQ_?f$Zr^cw!ZkF0i_%VB~vyR-hb(fJx$JWXr zwA<+$Si8Di$zD7x=GU)h<*JC$Y8M>5&@q=8lVP)r!p9H#ZwATWmXs%f6&{P=N7=| z@dd<^XCh@oXbbuJLuCF!jUEtgj_TR)f%SKSCWF&i8WfC6l>&vf^xm2LKk4?-xG#L1 z*{gwEY@d4XC)az5MzDgH9EJxmE^?ER3l?rf!(cs3SBtAV5nesbZ*+sPPx?}s>u9bl z<#5Unhvx`e`b@W#?nv!@f2fE*zmrv8yXeh%#TM|HSH28J&dlz@o5F8J9+B1~;(e{@ zPF8T)Y)u8mf^*rEcbl`E7b+weOE{6Z-XoLhPD)Ca7kk%_pwXt;jL%*x2RIVxd|FEB z?(1RBu@NTk6}N(4=L=)N!>Fh0w^~;67B`XTAla8C$V0`*WnYyiS)q(m8=b|E?$9pL zEHYV3WpvDbHxCkeH(;|Qa*{1c3KqPNtMEcOH-xU)*9yXK>t5{i$wzV=a&H4^J|lZK z%*Zu+@K0SNdgHL(8>iFZm^)G4hv%7dn8CYPdG@Q*X!QpAeZ<|k>Yolv3tO3G0iND6CV0po(n_rAQ-Ea15_ z*dpEF8=L4r+njyke>_vLa}(S+Z93)i_q59yKPNS&*j-_=1{Ygj{CW@my>nmbM@VM- zLX~Y18wG!bSn>FJ)!jz&_R4$9mN7}?-`Yxe#z{a2;YEdU&kScs0LHv&S1b2>q{6cN zXJ>A@UZ*TjqQBdh45J)00ORu+tE%^nY-1}9-?M57)aM)WfBMx!#J3X7qhG9oEIV7s zHa>YUkTLDWRBv)*)sHjgj@0b&N&HpTa)@}Tt*$1rx{B)E_DvIRMgSZi#+lG$^rWB- zi=P&2msXQnPkI^|l&p*8Ajmy=0oN)!Q@A2-aDO^PM zv$eg#OsY2_$lNk3Zr{aM_NgjC4V-Bs?_eT4x35~~<0~1ce89|J3STNzOCR31`^J~eBPt2znr#x|k7Tp>lc7BF37UALLx`KnB)Guj zn%dw;sDX!$Tpp% z1S1u2PZv+^34iaJ!tmsdmeVY9Lmp%q-aV^*UQ#e-gFi~58q^Ny<7n;frJh1C5GPvb zAn@}|YZQ~)p_gFD-a6u{X_B!?6zyY?$__tD>Lj@P295T)yM=XnV`1V%MwCNZ3xCKAunV{0us{kA$U5hoRO#b*lFgB{_g%5@5>Q7^rFnjv zBR-d^yJQj%AMgs$klYIvCw@X7UYlt4Xg#ctL()8JrzVSJ9xIT--2uXb{3G79wNDho zVGZY%YdrJ8ZquqN@c0?W_}7iDq;$<9+F7HO(8h`ak8gS(#tD~sVZ3XO8CWpDQaW|b zFJ@Ax$!>ltO|09=ZFwjVN=E3sum=Ytk&SOFzm_a>g^VBTRFWad_d1C5-8)#H&5uw!4*H*dvGF)nw+Kejv ziB~0m;6QReDyxxWy-yF@V{}ZxfZ7<2K&TtTm~wvEi5q~zK0x&ASQc8Xt^A*6wz%C9 z!vp6KbKDR+%Rm^L+@5cv>523DV?pIjG zSpxZs&ja|4XtpzI%zd}oCAp1GLKuq@LB@HhqJXI(hiNpDcgtt;b zUnhI0Hi+YK!yNKYN*e^PvAGk@Wr#N5rY2+8uRK!8c@3t+cQU}f zS#8oB4D-csQuv!vy&-Me${4^9f>{1EL*cD|Q6FeFa}{BqGIzm0nawMdp>59ROV{-M zLS(eIx!*S2g(|~7xZ<|Zlnan@KsfxXjM2OqJ(biKmv;n769-g;;|I`_{VT3Vl%9jo zbfZx_CVGB~LTOg(xc$I+?Zs5_oPj(Ut1&npK^gjxDf&^1?5eR9CurS+-xZ7Eol4sO z0K$5-a7ZK(TqUf4bltr&J^I%>TAguv9zo+-5?>bTW;YIj_JXG)h|pFUIg|bepZs}` z^sP@5tV`mZQ6fc1*6Kx7QGhVYI2DjvE1dSv=;oRRH2(mr$NL!n0LK)6T7Uev&#a&O zQ~v<1O*qL1oN@Y~qzC2)+#mdT%`qJwkH(E_ft;p)GHU53)0(NKairP+Kjo6uuA-!4 ziyV#xBNK`_$;jf7iOA{JfsP=Pl4!y8^q^<0Df<4D0E(rv&N%d@N-)?5y*LuR4_ae< z&60g-t;v?eO_jzEYHuWU?L%kRwIIj`nz9FMEEwk%45MiyJ-gJU*kl3-%|jt9SduvQ zpbFAw9eY(N$sqLLRoPDm2lT2FXAPP|MF_HW2Rv~ff307Pn$NcRuV?mEAI`6gfO;B5 z9R;W>X%G9kr|uZ)r z4k5E)l{xHx#-`&aTVYni)otaM`Tqcg5Pt4EUcbAtkt{*`iTv`^om`HkDmymkYR=T&hIyqKgubZv%fxnxp0@qiEOS@v=~ zw~(&SFd@pJ>FZVHxOov&oQ2K@rh3z@u&i9UQllUY(vhRdGMMEz^i(LV(gFZ@%=xgM;m;=fym@>Nh>U_U5U*g8IFdE zT!1!?D4+z%sjZ)E(VzCkL@CL^KF2hMI()3|zKm+*M<^<_=NB*U%}oK!Vx~ihVe_^l zpHWH9cr>KuA?)AMlXuNfS|mVNI47zaL7lxtEM$3r9{CiA!(h&G1}J+CZUZ}d^rf3W zXmUG%e@aDRgT*YwZ&T`mfEkmH)bo>U-p&m$FvnVYkYSV#z#rCx1Z0pZTV_9KkEh-O zqbH1FggaSJp$37odLNrhBhw$$Rut#=ZI0a5?XEt_aGsgR;MuNfTc+P46dlD?jFYjW zbfA(DdhKtdQxxEW#^XK}~0ry`m+@sP`X>Nwg_isrz575ziNw|=XHvoS%6kZ+I zEZO_Yr~d#QphD04y+zOWX3y)Ia62^+bJB0?OuawpQa7&F{RJ%FE$b40j34Vj%a#(V z>hKJ59ESWst%ECnX+qK_)iJt`bDoue@(W#1OcxR2a}6G8s!AItv$)j~EdX9N4Mih^ff+!ovh&JP^mnz?H% zG3uM8h{!V8k9P+mwn)jcux-|kPB@T%DsXIETO9I2e>_&q8s480Fij@dMhM-M4fN|) z4!>a_0&ObEllXsh0msx;a<1ll&#}&-J7-@&Kb>^;n#@+-1UhrRWtL(RKTnt(n&%}k zHSOSmSt22ds~nNYIL$*NlN={K8NZmU@IKXuMoD~Ru@*&IsYq};L|yMY5g%A#<)xpAG5 z-T3-dn(-uF_Q>Cqzx{fnB%pXU{dphtxK!iljHlIKpU}{w?$|lCx!G#-C~pz~dc$of{6GCw4!?IITxzcz$cSaLk;4zY z$i_b^<>&DP)7$F)cmi3Wjs+;afjQ6NS$c-0bA2?jT^-NnB7z1uUYvKSRL9PBny-jv zwbd`}R7WI-RE}kvqN!D02&_ZmO+rLod;yZGi6gCcefN|V$%~&(Q!d;US{{SB61oUk3v^ZIZJjgJC7 z;Pdkkb4^CfPEN*HW+SNPgVU&{=L3o|*ygq~6miaIZohh(0rnJN&;zmWQV*1O!KnUa z>DruuoPev2$7t(BY)1#~)XZbvFfrF77@!D^yqP7&-%Z`=(n?)pLb0yI+Da}r za(O_OM2&NIXkoD_8Ii>@$0LOgwr5!p`cH{ym@82{4 zry%tiq!|n|>q@|aM_L9680(q@5`*SHAH-=?amb}`e8)cKm>V2q&;*0)#XVea1R9Sc z8K53`pbH5r?jt7$-n3wFt{J**KgzOW8E#EqiNTO}0CXQpX^HG^Xt#4hu8|_hHwP-n z753zyzkyUb9Do^4) zL^()qQDPhokg6ZhR)(Fc-d{mHS92`U5T|1Sj{QY*1jqjXJmmbx_*S-;3&U+a&H}>h z6#;cDa1S^gz3TK6jFQzC<-J=J{{Tm~flopL_5EqOOt5Nql0$V2EZ`TyrUo)G&#htK z>MQdqpPQivwLinUwY|2a%{-eUF*aGfc>e$ji4uO}DeRwP{)e zF_}gfhi}uKD=IB>?T-HdV2LG$A(Sp36zi^L-Mg4?G?vdT-uwd zQagOcr*2HG&MTv`Yn@BOo1#zkF@Yu+50r79XtA-dW>tH5%aN1oPWlSRHGO|@_GpP9 zjwEH;6z7m~4?dN%KaI7Ct=boOq;}~mt_q(~jw*i;SlKR@0frdYecVfx?g{3NOGYxKP;uWi*l9O9eAdj@31nuE2udI)8OI|Yy~PRGXy^X` z;V{+JF(E}wxCSK-zmeoraCoZvOo%S+WGAZmU^nDzyAWEshDab}BOr*zKb29`d^x3R z(QUf1k8tTELu0SvKdoq(nmI@DE~=}s+7;&`_gFdl)ThTjBv1g=T|gKBAjL;@;QePz zK6a6Q_c13TCj)pNL&2;I7St!dKVylW^_j4qP;ah5;A8Zspd@s$_~XScaGIQqeUKV+ z_~*pX{{XJmmM>-sPvkkMqVSdcvHhc4)Z|q>{hrqwoADSQmTMyR=TD9=ve;>f0*}8d z{L(WIMm&K_K^qV82VHpC9{x*&VS=p+svpmq#GhNgy4;U4qOr*eH+T2?`c);3PB**PLdMx>6AMhTP)aZKktk)vTP`9(%_}V;`3J087JPU85m9GAHAIBq00LWBii0edt@F~*wqdQjY5I>R982!q%gUZeEjF0 zfY+F4I^^13q%Iy((7S&2Gn0|+?klyEUc0xqTiFaBWMV&fh{Ry_&#hb~eaVs%{{Y1i z+Fhg&?T~ET#GGK~*R@3-jP&h_W?P8J8Qr%k=D8c~MoZhPyUf6%;jkh+;B_3HxU9J( z9%&3dW#FFloS#9cp2Xi3P)%_Todj(q_7$&z#P{{TvfmQS*?Dlt(XBq_lC*dNw_I@>T- z!r6G@B>q)44|7d~1%@@;1{4mX(w=dgZXcMbC{h_i{V*@|oRc*u!%F^WF&f)D;1wEy3$Dyk$J1i&z z5wwyy=xCLqWkm={=XMWV^s3B{7+mL(o|FK&-f}s>r;Ct^K>+1;^V+KhWzIYCPU<-1 zP%>XMG5JL~m=JOXeX2D89QUJnUI(op5o0Ve4m0ac00qW*qaDe`Cc@t^KZP(Qkr@I4 z+p>VKwtG@Dor~3f@eE$GiqgVA$mUNG@C?Al= z^r{D?120_sx_zp8u75I5^%X|1YF{aaKklF(pcO`dMbq+WG5-Lx?0;N;N~Rc!xp(r} z+b2(uAJ3obRJzb2+y#ZSte^!XD|(&@s@pm01zQ8l({cPvL|$tfX4*XTY#w;{`LLNX#n6(O)R{mM;@Y?o@wlJ3j06wq%tl+=~6@0#yX*< z_cZu;nSJs**?8JU!{{XE^Ix|{8ah;{q)8LG~g~DLv zSsNdisNlOrLgAYFZY#~^9G+}hkVgvmxX}(j%h7a#d`ri-xL7_qwTtd zkN3y(r^}R*ME>Nb`OwH?o&Hnuo(4VYd)S}ta*&L79Pp-)4Zi;XkEy-eKc6&S{L^k9 z#TuW`RF`l~B!Si$7&0l!sXXGJEv3wf3njG7e6S89Cm5h)H%;?KePUDkWBO5Wa$#>+ zm->pcCY^gMP?WTtnNw>48RMFF_Eq$-#j?(3WCd6S`@H9$&VVZ3a#6bOg%9P$CE5Mx zZ&XwIRp-)g<%TV`vKBLs#R|8ac>on_Mtu;$e}I=}8`#7AazD>oJ@i!c2jK-vWV@Ci$)H+u4SH8l8XS zB^mzlAE>F?!ZT{BZ|%NEJdMO0oSIBqS`Q;oVhCV7r49W0PzGxpT-|%2KgiSU z-xs=jf3^qyJz7Uki+V_HZ%*~tNh$&381_6;rk@fR*jikJ1Lx+Q1_pDJ$21DXsK#vd z1pff0E&4F7Z>^slq(92Kdwew4$&t)*57x6~(Ai`1t!^Wf?GD@BRH@_N4*P3O3t3vC6CQeLdq_=o3G^mx@4hiB=#122% z=7a@Hr$R1v?)$5p`twoFKocp)qV zVM(?Rk+q`R*SIwNpF1NQOB+@3s0=9$akR5z<&Aj!2U>6TlVh#MLJkCgeL4yNW~9Ph zN@kBNtRIj)g+UTXW!j z$L1J44JIMk-~m&OrA9#ln{94qIrAWo9A;Sp)1^j&R*cAwM|j(EpP{K>JWI8>Jbfw) zfHsy4s(zhm>cI6Pl2EKLxFV9=3L;OCjiWxa-RypqGeQ!R%NXfe3}AdBNAEJiRwworxwh4C!G3I z7}JjCt=j2#*NeK|)<;k85rO%dq&ce%b1MW^mCE1%rOpT8Ko|c2;UCn%%iHZy)r$-d z%7LRuNBn);AE9sXtmY>?DL;v&#I1}%$NmCMFfPlZ+{6@#E#G$=W0(>t29b2FhVqxE z235%XDyP}*3j!_VA4tu19v;(mTf)s9p(uzsln94@=NbKJA-gEHbCirlac|iIA5EmJZ6T8O*Npa)0#jt!J`fL zaC4rRrP$%HLC;KLfE7Up=~wKAZU7@cD|Px+5;?)h`ii|{g`IQA!JtA%myuKu2|N-j ztH0E3EHqK3t~is~$)@Z7VM;SZ>;zfX=!WP)3nVV2>87nK)jAdddOT5-^PHI!R*fv4Soi!+uu>IXRK zRvSpO1yUOsWAjzlcbUs^(>tl87c-=i-s0a?mQ9ifnnyxTae%yv>Thh|lSsJ|#s=$Y z89-zG+}E7RrfN32P4Y?^BaOB{&N}hCziul+Z9`X<%6R_UI7Ee%f`EoyzPR+H%SGtG zi%VUgC~ITF`-&~mT!%k<8-EPb^sOf5YaOk59EI(^R4Ia_;{!Ev9S>26knn-G8O(}1 z;B_@byWGy!0!OFV!nwe`iyxV-vjl#1#DJgQ3^4pLT>k)x;Jmc9wr7P^R&`*()xKep zIvTGQy>Qac=S*XcQSvxk`DdpU47Btk@eQnS-7arrxOBpu=K(Q}KU&Sz8qz7FXfD3e ztq~2qvxdOpi~Gp!Ar_Y3zmGfKcNu15*B*khJkVPp{&fLz@;CZt6R;}WmN~#5UbQn^ zy2yud1h6}!Kj-qOZ)AxiBkc05yNGsgx2E+GcVd_WtR)(QyFYMai&XydoJL7B~E0NLC7fRarADmQX;? zLTeYR81p9PBMY<84h17JvYdq;nC(rGv(rA68Y;F+K0jJ^&~_eGnSBRtYRB5H2AnN? z=N94jn7bCoQ&m+RoRV+{b5G6`9ovCC=9ugt4I_nT3!XB13R{(BozJNxQX&1~l0S-) z;zskB@<3yc&ZuKLV3GOOmYn8fxGc|=L9_-q9M)d{08v_cMhtgH7$?hL{CbemFFdW! zL&k7Nvzk)fK2`hMdV8q<06$8EpOEp+-~E*T0F6j_HmJFEWyjc#gKduuoKgZUF!a*Sqy7p~GaRG(}9@B@I@?Nof# zLI_64>6r~(-Wq1LJsLIH?7&qSR|lm4Xxr+I8fGhdUBmBgi*Y}RHBxz=X-uDSnB;`{ zRDA_kQ?!D-F#T#`cPMq>cOI0R0w)$n!+fOLR2iL6xf}5Q280ld7ObmU|u?pn`rS&!bT1m3-U*( zG~GJ#@g!*Mk)@G_6;(G7I`pV6S`!O7+aYm<+wz6{Dzs$7mswsmVf-z(B9IzwYkt=u zuB@gF&pR*=)~DAdK^$=+suklNm4uf!Mr^IbpHkwWr=ACD3K+~(ji;JbZ{8~t!0S=M|=Ui3D>CNNlg98`Oi2f@y0MY_cZ9`B1PIc2Ru*&+Myq9V7vj)el=PY z^Cyizyx@Mc`==62&CYw%wDFtxeVcdWGfYFZC*OMJt46!zME>&u`I>#xZn<;sihYXa z{s4Lh&*jhbpgIrK-*xN%0G{z&57vM!YJ5(y{{V1p{J8#= zN~~YL`?fV(8R7LC0#WUn8a|6lsTTfG?I#d#J@3m(maWWXkXM|(>h4Bhhp+Hfx&Mt2aW)x zUp$T$1MRhHH4BlR^qc}lIvQ6Uiy!G9+_(P#zC{_8h}w{xfs(*ga7H>%>Y-5Ms5Apb zoLmq2WpDoge2?*?bgHZjaPG(;0mtK24k|=dVIU)&q|g>EZMpvdo;Kh2$o~KuKYXmE zp|?;Da;h`@>X_S0$E7QUi)ypBN?X9ok^w8p{b}A+*K1pU%l`ncRU}nOSwQ1Cq`;!# zV`EQtTeJ?Uj0Os?PQU$nu*-G5#1__0s^k`#0dBtMrDa&guOfWRIUtod?NVyi=$E97 zm126F_6D8BZA)<*!6b=`1ad+9iMJl!^rBm+t~RvxAiDgeQ7{j^W6cqc8IID9y9n*U z;-a+u?98vp^4lKA6wr;@y;avl#BCQ$Os?n0q5yO!pO9bWYLiJvN8rC14;SO16i1emdvmOgv<0Em01b< zD`AJrFJGvnM^SH**u;&~ze-nOp)`_0)(Qo(qyGR4Zpi~ZDerL_K%m*c&Hz4P&T6wT zHjw}c`@=q*(KrSrB2W&_RF1z&u7c9#xo(M_WBWC*ec*4}bNuO6@>jSRhTS%)I1%;5 zRh^VxD|v*mWjk@e&MC3JF4!vVIC1ORkZ4|x^5b-_1S6owlrc~n%du+sl|r_1p%;#O zaaGW}#V{wIl>Y!aX&>mzmca#u12mrQROBemEce zRXIa6mkGO^9#65R7bR8PZNVH7*F8@)8)NM5&5ZBo-+@X22Gr-F$NoHOJ-_Jk4!c-? zBmNW$=Rs{0U)nP+#N<9cU-nI6t0@z3KpTFilUp`Voly_>g8r#gCetqjU~!He`#vJ+OF@NB%rTTd|D3n>2fO z6_W&g388EZqJt}t2+RZV`?Q8OmJ*=yV+4QWwJTW9u}Xwo#L4qWtAY=?rujHPuW=M) zM}o!jKQY&(G!2m$3ke8e$}E^Z-KtXt$7U`#kz4`aG}SiBK6}JDi)jk1*y)4Ptod=g zd%t{lMy-(-9CsN#DOryC5TsF+MQnrSI{V;?XO@OMjOWSE;tgI9uHr-!5xh6vQPgAK zigH@Bl~lFsxd!=9Ir<7(flQ<#M&}321Ow2LIn6XoA_Z37+D)-ChGiu3-+MXgI~uqk z4=RF|s?0__#ylRJl0Y9`l^zrLLIoM+VP2iOlTN~I8TT;e?oc=z&-1F17LBk$s}fJX zMtSwLEH!3t;Nyd zZcOqYqJdVEM73q+Nl(<(S&Hc8m@zrpX`3AJitUp^u`YeKxIa9oTk-n1&KWFh&oxbhkP^mF#k|!4zy`U?fx=6-IPEh5-m+!vNXYO%Qe*WQ$NQIU^NdepYiETUnXsDppA z4iD>9^;;Y3YowD;iffp_Q}ZVE-Op9%X*=#zTzPpK`Ias;{Vwsu&}p}plDPz3HO^5S zcOa%8EZR9#_vN2I2 zMguEg;QCP8WVIEsf^>_m+lY;h(wJF4g!9~0Ikd^_N1SreFH%Md=b_^x9^ltiBfYzA zxJ5zz{-gBft6anOo2c~XmEl<&2?F4gjz&8X(A3?hsH~dMp{00mHL6_Qj7cvs#=|>T z)Q;r#6*i~giBi?3gUl?WB^f}-_Q&$A+l#?v5t-aQ!-5dEU^=-Kj~&GKa+#!(Om@lr zOyB#T>}M!*9Tmo(rCaG2Hxp?PMA4uig$z$T*E)4Q6+ZT!oiqOc9^ zG1sR|o@<%&3f%Bcb6NuP?Dy8UEPhpBAKecOKO$*tikH2)rxT^uh4porLfybT!peU5 zIOp`og{pe%|X+FDKBk>fI28xmDw~@hX@;O-s)dF0RjyV8vUDt*DQJ`sB!pDCV z)Shfd=b9{t+t2_`bBt$-^NGm{j~OaJ10eUSu<8$S0Y`J@sK#?t^%7QhJ54*ro*$pZ z(7o=L92N^PG07xlN*+LF1Y-iQynTD6>i#2=T^2mR>c29s)h&)l9-TR^dgA&=YgCbm z*)Swyp!)mMAuB3@^d#}jGaH!H zhhA8obDwT$+UN{tSBQdB80Y*d4gO(1V^;TyBDJu(iW@Zz8BNFL-OY2(d*c}$D>kg` zG3G>J{;UDeVADzy$X-3WQ+I%exXI*>1v?JIUQXE<1E;Mp9nHY)LnzJx z>S;#R9W#&CfscpfkppCn!>87UW%CX@vBqk96<@Tg%NsmH(XoTu>&-=T0XLTm0U4te_5L!oKLO*y6W05ZQnE^)N+Sl60$-Gp}L>IR6)o75iT z`X6fPG#6#l)-9uI{M+-?pK3)R$4PQHnR;XH`vLtaqfC+A)JUUY1e|*0{{ULo!Q&aI zqW=I}Ip^==^b{0jK8r5Q2~(y!`T_kZzu5O1^SUGRXQ}@7Yj2+a0LqMzdt!l@R~9d_ z#?jaY^2(M2BRS1P{uVNHyaPV5{{Z#s#<_7U6TtA0uBnhn&w9yU66$K|q`-Oa9U78Z zJ|3FpMY@jV6DKMPo-xPts+an7t9T;722Mw%NZus7v}S=Lg_1Hr+^0Xzt!kIA9QIcm z0dsDyRP_0?L%3;UFlcu{vKkZr00KYZRpp9XSvJWY3FEH@w12nQb+nK0kdNt1mt2B) z%yQY~eFUHVYMnvY$B^@oF-RPoWYo8EMJon^6A&YiTXj<|6rL%8DRaAu(bMBefsQ~o z^^7}hQ|noAwhnp0>sAcDVueHiAkV!55<*r+O`s4+`cz?vU}@4bJ7t)&9;|t#R2Un_ zC)bP$0FfP?`hYXZ1Eo31bA=-SXPzn+!sq7p;*=KHxns2Ria})yr)U84^)!Wn;7~DgPXeS>3c1fU76?4kiQSKC z09PHs%`+#Q)5CL&Q(G9ude8s@?Ia(DHUO0-MRC=x7-rJmgXw zo|Mpi1p$ip=71)Rz)TU%DU%&}s`)3aJ3FYb4$8Jk9Mca6fl1KuOS?Q1ObHV?r!g7o zDkAvlif%|fX#pz*WhA#w)Xy=zzb}os&q`_M7#O7FQve2vPDKFF00Cb+~c082*_4wOzO!b5mN$v`WALcH^I}f29e5QbW2|KBUz41N}BL{oJ?Y z399FcQeo+>PJ*oq9Eqnc@a@COtOk=!~Ye1M|^{Qfk-5FF zu2(8Pq*W$H9jfg4Hp;`XAIht51Y(gx?Z4%q^-R+|z|OpPr&^!hjyi%W9*_9Y28x~m zrE!TH>zZP8r@!ClxD^G7PGgu?*^Mw$i2chCLJcqw^rymqd5=&dH(=+6P?PZDx~%mHf3E7m*U%bcDZ17T&*08@l0a}AgRFoMG>nsGlx5QRzFIz zv0Ddq7l4AC`EfVPgZk3L1)ldn_f8pk#6S~++a{Qb$f#|m8=GpfpL5hwAx|O3!a#69 zC)%`Pj>0Br=8EDd+z*;&3JC{}K&y|YMFBoS+D(y@8M_4ic%s8G2`y>|-2u-7=qa;p z5yzbLAbxeE>9@>@pt6jSxB}aUrh4_LZEh7H+HPTlgZ}_6BMqOY6w=U}>Q$fbM)>5S zoa5T15z244iSfAewBwL!$M%e7EvHeD3gmw7A%^$%s9#fy%TjJ{T0xJOcgggk!?@UN zZrYw@ntuRE^b%`Q%mW_|$Kx+HVYy%>A56E<+FLQH@3j&IM@@-p0X~osqG}KA7gJ4Ng{#qgWtR zC;Ojw*cy;)a;Z(jaZkE_?msGa3zPkh*`YgRxqmF4W4HWy$>OK`EPiUY+3r|PkO^f_ z+2?~<_ZL@8R$}g}GL!Pll5la)rBQcwV7_A zHP+_!ox-}Z?IfVcIM1=F+B@u-52J(n(SL1?X6)_(WRgYo$6nN)!$YEb7~TSsT(J@j zpDKWUZv6Vu3tdNjeQz2G5hh~eZbt`+G)ymCCM14srJaRc(^y0!RYel>ktO}y0Yl1nR3 zwf^cNRzZ{Uj+p-d>(?^U+$^O2@G@|7!31{pJXfS<&xO$O;13IL?rNjb=~=M zQ5i|@U1-8KQbA_xQwj^#R5JvjP>h*`PM9&UW$&WvPw4POBdaq zdV!7yO5OO4tBb!C-OeV>ybbnPz~>t{Kdx(neNSt))ox8?E_U>1P90NFyp_v$kwb5F zJTT1uQlMlR>PQ(M&Z;?3qm?{!p2n!&Ur6&7-L#Mf1y#=c<%vD>TS6|{oYkcscV(fa zEbst}<_+BL#WClNA&i1sAdZ!q!)eH=8c=OwT#SNvtx`GW?lU8HdsB?3DnhEL;~;-J ztkQsR7L?o)Fce~)giNm4Y@WuNjn7(+CvD6K9S`!PQg;FGKoYBMJo8d+40Bb;Y-INt z6wu^xKv>X(?S0#T^vSEqe2PA2P)Ac(vG9JiBYdM6qV^M4Hb$)i^_%iqaMx{@jq;zO z*E-n;kw~X31v`R@M?`!>2WaO%QYpXik|6uGu70mr3>Z04&OHS)djo?&?2eEA5{U=g zvrom(_)`ywuHA%!-UVa_9Zqxj)&j97tx5xJW0TT=Hh%Ch21dP5+e80(px#JyhNv_<>9j&9>vY#p;`?SYX=~Lkr1k;qN0vGSoz@g%?04!{1oM3nC&B3R*b`_v`h zAHrLmzksbf7jGyMP7QPMHe}r+jGvg6JfC{&bZsJg`&W^!?W}g-D7qvU_ZaO>l#z_S zCDb&XQDuVK%H=}fn~1j|Zu>z!t9CCD-}s8k>N~4_KF(WZ6UX*=a3oN0!>>>XJ$hH2 z>l%KkrE8ZKG81tuWMW7hg>@q!j`Z7Tb#pdS31bg|BQ%{w3sg7DbFkE-Gqi9a%gW&Z z_a_yLs$EO}00|w!+Kh{LE4(h^0*$%+0IT-bQd>3Ftu_d=U9g7!DVv2KhbQo??Hbim zDK2i%n85R;VJ{>D!jL<$IOo*Tu#*e1Eb~Oy2Qx~6-vby=;TZSp_=>WGMHuZ&OwR3h zB%!96w=xC$zTbeWcDKUHNngrI8KWqh)G$(e;MEAJ68Vzk^c7*`$MG_dK3%@Q=QSK5 zLg$K+B?&qgMRf-uae!z6>U^tXo;a$|Ff!zQYSq--25xx=7^`}&th&~%_O*k^K#GeP z!Nv!$6ah~4$L{y!4*O3%D>}!R*q=;Rh3m*>Q5FM*W7KrP&tGiTUY>XWbjD}~RFIK7 zHV)9(CmaLyt5*O?XVaWi>#Wahqu*%@8knx7SqqjRraJ-OH4yo&i1wgG$!0O%CEz@i zg6MugALMIy#!R-#mtl8Bac?ENeRy;~opX^emcqoGleSw{{0{N|0HIeytsm_VhpQ?7 z09gPNLF~Q^Xyp5;+JCJ_+AE>ULjGhJJ#kRSDUNLC9MZt?r0$VP=0p$5#A82&HsE3M z1!zev<_wTK5)`<}10)XoRNKU{lq^Xd2^h$#&mfg8mjib5pURab3d+7(je`WJKQ||n z@BS3P)9}`fcj66gbh}BQidK!J24X-vdVzp>u9|O!J|>P;mI*9`s&b`g=lNF}tYOsc zrMG!wnMokVNF)*JD%_fupd6EZb`Sk_Z}Fs}*qo9yFYInK9ZmH6^h8Mr3=y)B%0_rU z-EYw3R*j_7Pj32tLfs6QBzzDKKJPt^b2oaCog-Vo@~0~yEX26?KDikl^>)@@F$Jr> z`J+wn%l`m9<30YPp%oH~OsKwONpY)O+wVXiS(ZW!a*Pl$>7QKG(CT-03ltk+Uo&xM zRr{oVovE6=nbqvR-vT<^Tc{TbjsCGf``Gm#%jsBl*OwN}6tP@8GPYDm#INO=TZbvF zr5zCmJ?f{09%M7TBPVJDz&^gUYF`!Va@x%liEdSpsUslrF;p}i zQM9F;tRg`s-2B+aGwttGCXJi@O8U?T+rxFr4lAC&y_V_Ki)UxuQll99R)(vpCatr2 zO%YB2$Sa@Du^!xH6_tP-@()^_ZWbcDxsvr_l1QVBjHp=GXu!v6yAfNBF&1@Jjwsob z0J#8QdVAF=p_6C?mS9gcdeR~GNma_6K_S8Vilns@A)imSjww*aH%1p5Un7uD^sJ># zkVr}ADmrxQTCl{CT2HqpF1!!-TBzJaE&RlEVncvch7LeIe>!p!DTOB|1ZSrd7`l-8 zB8e^;f~in8jB!j7?#@T$Qc5NY6Z)zaFbS{r$VhEudJJX2{0S%6oEZlSvB2Z9%RlnVx%t zBWLe6b5D-SSBWP!a?b)o$wu4Hujf*Iib*9)caAui#$;BJz#DO#=kTp~Cyvz`F|qu( zKn?sXF@iy)2*J10?xl!H_JbEV+DilaRM+y|*`#Y6@`c(4@Z@CotCp9lZNiuf`ANBs z>~ZT>?Q}-g^szf#2$mw-M%A0xQ#-PsS+ab)B)D44-v^8Khe;r`B_=A2*x-V;jZX<}%1kje*l3e@cy*sNkF*S~UQ67~8!r+d*^HPb@Lz18n zIK@PvPXuS)oQoe#q_@_99ruPxsVACgVS#`@Dt8KUdSd`n3FDxo0u?0Yqt4S$EZE@p z=}jc{VN7D2NzVeJBQ1f}g=}Zmr4lbz86%1SgvM9B0Arev;k(gSNH&h0 zX-WBbreuTAPyv(cPQb=VrX20(ie_j5=h~VZ1DaJIDKw4gKnkD&OB!)t-D)q!kmPr! z1HlB+G0ij@a8hu4Py^FwUItAgeBA(`p2Lc70B1CSOk=Gm&M`)JcBwJ7L7)gvT2q>P z0D14;m`KM0m<^``NPE%>0FV$=8GnkQI{zjPx|{0N|02 zZq(_OT6QrKQ#=wdPvJq}ag6&@0wqG+^d7W?V?6Y!Rd;nX$4$KnGzf1r@Nm3TVAIqR zI`yDnMsQ6@g%P=2=NwdjcR1#dNZFu7dsy>>S1pvqZ95zSLV^09@TfNsJ&j4ctR#|7 zO&1vg;BvtIDr99jAYg&sqG#uhNAjs-bL7ZC8+Zr#{{Tt=jhGXhepJ!P0*{mmR5)Nq zQ9ukmaf(jV^G)J_0rjGl$P9M$qJT7usf!+1=srSEtwsR<0H1aI%|;OJ<&J6LTl>b4 zTzVB&2gp_Du1^$)8;&6u&-afs1Y$X3NFzBTapHm8cw#z02mA=qm&jk;<-Ie~nj$Co zjW3gqgwn8FaAyAio*($}r44|=qQJ*Z-D#dt>A28gVm|RSSUHIS82Pgj{5@`CEw3L)2CSNEl$dk?&S*V`)^fNaJDSo|FS+)ri3&N&S%xykWU~ zu^@gXpCorn8x(_1iASO?e^XW32YA5;|=Zay>D$8t3tn=K+pygN-miqHd z4`{M7h$WH}$PRhkQbPzagO5>A!0Oi$$Jd@XqQT5KO$y2yJ0KSrWoF1el_9t+>gj6~ zMSTG|`qPmIn;^%br))d1j@iuw^RhR%xRO;MMy#BTs0Ab3-OB5_bG=Si91&6~kv{|Y zYPgA#{Ig_(-yJhWgPDT~t|Y|LJecg~BAzUhB!mm};-?4%n}CYV_ECajo?9!@C?C_PO8B0Cia13tK>O0L8l8nCJqE&v?T z&-W>c<8=FUp8nbirZGn(sEr^}+W{aGj`;Mh{{U0)T3qP%5_odXd$xipUh?V3ma?wm zQIs+M>YkOrT3ju)>=Tekj#Y92lNZQ(-Z(}Cc+&X79sj3jV!p$s8ejOFyBX-bj-9loNVb}Z$X z<-JW=4Ec4&S82x;7*WyC(*h;s>q#U1!ki`%8p81Yh;?hl4%=Wt8dmntPpPj(hhSpz5G~;8#s?ig0YIA;?s+Y3Be#Q_+q1N1 z_(!dCcTz_3q!66J22l_9&vyJz>56^L+|IIIJAU@-F~iuTecSQr`PFD*EIL9^5Kz!9Mkrx=x^9 zXi=Z7Elrb+wMTB6?Y_5pZ!=k~wcA7%e&NcF2t9fMQ(sQ7LUGjA7LB9a+3%8lj8EOb z>G;(55|y8HglvQtAo2+v2jXx)8WA#Sy$5P!%PpRd8^jhL-`o~#Zk2{eKS6=@%`NMg zqDvK3S7Ii)2rvU<uR|x!EDekmO{vg#4?Y)X@(2W|l*`MWPV)xRJT(kml78&s#S>CGtM|4Ox1f53i3NsL^8F( z0&~q>xA~wVv+mheen=H^-C8svM0MjoFe8sz1W9iDbnA|X$hwMA^k7u~03lk^YN-~5 zE|}mJh%x||*4v@X9?VBg3Zy=N5Hu0_5)_kc2PI0S=(pTeb- zjD|5Gx0Wdxiw&}F2RR)N<@~B^gStJ!u1^HgS>7y?6C_sg+@Kv9cVWLQ)dcyW$F)$3 z@X3paiRc=v%QM2v5u7BL461Rv2OxfRMUKfw)~?8_G#UPtOhs$E=e3o=62~wGCmjlo zgner5roU?Nm1{?4kMAmwe=BqZ8$TB2v%96Sh zNt#KmM|SrR2#AhDnD-LJKsoA7S+Tg@R?Vdd`}f;Qf90H>pYFFq?}J$OmVQ*hx1Kvy z$>1M*tq)PHHaaVPO_oTnQA#?#%ZPexanw?3)-gmD`p!IBPTVfv^=;|&J-;f>igP4? zZ$B|jvEHwCUW+f+vHt+;*6oyw3w?^_LiSS(fu0y1hui#WJ{CREfpsKFZV)J04oN<~ zgZb54W+6VOrD}MGNLxmRSSJ$3<(UhS%8yKS?kcvOr%8JQIuJIt)A?0zsFs_N0ykvi zigOZI@ZzmYqRs#ysXm0_s>x+>2>Fr6)0&d5NxgyfdSf9l3 zd(_;k9P%T_Dc+2vAwQ*QXnHsH%&v>5>Gq5c0^P_|x6_Oowd6E*kO@H&l~6--)`@H* zD4}9plh2lMk@P%MxU6;3d^9OxZzTGinJLL&jLJuDYcBUiE2qafmflz+8DSHG*c@`b zaalI(ww8BRt1Zv(w(SARZN_p4&JK9|t4Buhg~x{9$QCxz!IDXq1!gCXhl7vCs`?Pq zF{hRmwUr=YzC;nX01cy@_0Drz+Dy8H8dTm~aT`=dee9Vz+s+PstGLqsC+QcHt-QKl zl+HjNNMD$f&;|pa#<@$+7U?1tv!BB@^Z9uU(tsH9dyZ+Q4D;#aX&Z6ib^@=&zq>)6 z!kc{*7k6#;2p%M6%0kQ=Zcjje#-7m6Z+Z4ZscBO|T~o;r$_Qf2*iRT_+{*#s(& z$wg+hy1>v$mfaxU0eta~rCZhf)2Yh04yBoanD;LGgN;{G#j?g@P+)+i3$M z_^X;}nV5y+x7M8OB&;{c1&PiG=M<6x=XX(4BPm=l=eBA&8z+waDh5G~qXc*FQL!B2 zpCKe>(koyb_5M`x8xP_bJ!vG1E0A+a=mrd){b4I#Wz+4trD4K;-jEUmQ>aLI5(< z*GrUUojVv&w% ztDNSBJkkMsQz=2g=}3Ch0ck-LC>`lo0m%HQ0Xx(4$28RixD@AzsOvxu4o6H=3wOmg zIH0jTsQ|e>dJk#|K6CnFfAjYbdd$@)+t>VcYis5L-pP!Hjg@)Yr^+mGRw@*m?$%w?(L1|!8sqFX^W zy<-K;VW4}2M?>5bij3-(?uA0hk}xs_7IPSNJ9)UuOpW<4sg>+BdX2|}w7D(r;~Emd zwihwayq}wC!5sS6n`uKSAU?*uyxm+rq9O8gZ6suT&w@GR{f5s{b%DS_;3 z8ZCn~N(}U4jCNcBr`{{RANp(d+5g_C4z4ne@pbeZzAMrf93iX4p5ZEPTm zYUJePk~`KrYFA%(%^(jz1w_|#N%y9Z{{X;^G4iu=Fcn-g1;d`F6#_lH6S?!F3RD5} zX0e&KV?BN8v=5Zq`)#sJ&E^uNaq_9_N&Tq^KP+-F`T`nw7z6E z@#h%*=gn8(@jcbdfo>Ar6ml72$se6^=2BOu<5H}S5CCyQW8_Cib*!z!f33JD8%qe( z55lqKoXH^qdBS?J{(`E9ko99v3dgNT(nw*(e*W)sQocUUrl1M6k2$L!^1`SHh&vRH z1uou4T$*yO=!wrD(D9TC*~rZTY$E_3l`4bRwIG#VUO-SdsN|5V5DrFrPy@~j<07MW z$4ZD6X2OC=^s8{`dX31;c9Syo&dd+Y&@vK!LC?K1XC7G@&1el8SpNXy=Hk}eci%84 z@)@LST`DpA-9kwT;0Pe=__3nmF}E>1RgxU9HGj_1AS@%Xo@QS2&47OeAJ(K@WzmpZ z+F8J)e+(gy=GmZjDcT%lR@SX)EcZ4yC>LmgEzHgrpdP21&HmB3zd5*>q}qN^KmdLM zr`CSvlO})V+WnzCp zflO;xVz5$FVKR3A09v$`a<*CFWL}}0^>t+sxsJ3`Se<&VK_{bv+W>`&vY` z)FZpzzF}y_6gEy)v!K#mZ7yrnVtlcJpmZE_`qrvh`4YzveSpWDbmxj`YGT^8jMvhd z7A$e{;NUe(bXH}~0+4g}^H*lHm-oODLdGB0*0WzxzKk-MkpS!vl7AXvOSnFg;lfKI zCsH>yDT$|Bk^cZ6aQ-h}I@|*Ig?Pihgq6@V|ZPc6rT`rg{^%-PQs$0VGt2-+O`=hA`7^Ep#9O$wj zfw1KJRC3sU@NRXDdLHNS6}zeFZF3P@eOlULhapt5llpU638v~${{X9z20DD%$L1-x zwYWvWq5lA4u!<BVZ@Xvt}}?3XQijns%47#~bkOPxCQ-FHoCG;56Hp~flMqArZ7+2wuCgc0Z|v0F=V zGDQq*@<_o|K5j)A)MF>~_aemx&+cg-GbV+vg||rk zcQ!dcPQsn3EK_Z=^Zclhe95qLp{{yA2fyY0`4iE`0rTy%y!mnZ0&Uh zylF_1cW8`zd#Yge=RcJ)3eX63El_#)G1=RZ_oV3(4gdqW=sz0iZLEAR4iaAwzya#a z4oA}hxXEs9ZT81JGD!Ij0^kmZu75gUz0>mra_2%{`Rbx;q~eTWI=v z**2G`z3ewCNR*%mdB+Fp2*IrD8)5g#gH(pSVGfA4a6>F}LnOuCOc1KTWFa1c z1A%UY9OXg%DsDFy9mKqtLlHa!+PTTyrV+r4z2$xGzwC|x{7FBRUDU2T*#uzmo^ksA znKe$kHsr)(*rAn9s=~bIa;oZ2(9MFd)B9J5UEj;oVsHcG_EmqS@cvT^;If zlpiWFz$5B&`Bt1i6g3N2-Yb0zNRARobP=9?d)J;^>-TWC+2gq)D2WI*DchfNGfsaL zOuigf2{`YPMl({MbZP9@^BXZju=t+ZFr{O>4ig|_%aur9=a0gZL!F?W$@8_6 zQww`;82)ClS6ZIt;@WbYhGTVh#;<{v(Xucwz2h&iM9RAsxDZjdGgc zRo7nPJP7Y2OQrt+fv6|{03OX$UWC2O+myts?^D{oRIX|}qnV@Qv8KZyNhyILjI8Ro zVi=4n_dN$4`qbnDz9ZF6I#Nsy7E~o!NGibKf;t+FE(^+DRxIqq$nD7_p0oj3j>o|j zX&gxxy*Bb8jp}keaaHZ*+HiVM1khZY8=)vr>w>O_qoLrb`j6>bHd_(Dvy1MDm(H@3 z{{Rvn;rfn29>%e!K;s~DPO*2mMAP@IatS=kSs3GE_g|xbJXFbCX`K!2*pot@)_7H= zh!%~>!Cs%9d;S#P4n)tV%IV1xk&nPtJDY)frAD+B9;VtT4m)TC5d>sEj+pdnBMb{s*_?Q9RMi;z)>DQL+g@c^=*A zhV>?PNx~^^ffE2#2xZoq>I`znxq9$2D-Q2Ti5JX?wva%^I5{}3s?O}dh8Y|*c>URI z{JzBce=5M$roQ`ntg*)$gOC(uTxUId)XQxOi?h_on@D(r{Ho;OjB}h-Pbx@*0vvl+ zOKEn7>0RT95QJ@Pm2Q7Zo?!%lZi+G2<_uf(#W7svW4U3&073mKPc$)74*{}A;acc08nvL&&WBZ0}!81M8ntTKCv)>|0RkYrg8*8~shDKdA)2R(n4QeqWxC^_%g zgZ*mEK#;OWDn8HQCk^>hV@3O`Y3-v=HY}E1!Aa^Wqr$A}fCMFX;Eas%QvIo>W4y6- z82P%?p<*$4nf>=nXSYA$NM!}KMV>i@rpY5<`HD}JkaNf*`qM5Uisp8e-eqt4<&pYS zx2{&zun8@N>TnRpAa=Ai2ig2jfjW344wEEwX2I(h-C5xFGT|+*P})fqi(_ zUTv|Mgy6XT5CH4+6*DMdlaEemtr8QGsCem$E*3H_@Mdp1L}?tBJ5EPEsHgE~6GFS_F<5Hqrfsoxf&!r@oT*-CF%`h*&=UNvLBtzw6xSzT?#ZxKil22-5 zOksR?&lH>RF`8YO;AEdnQw(f!Nx&Yo0W?wpk(19{ccsYAMl+1_(x6zFpHb~kC0FIg z<3PznDde~u`csQ=G18(DX9V>0pzuyjAQAF;$mh0cmBqm61q;;z7q;WtFC0n=UQLqCCIim-) zKOHhSrUNiY0~}M9G5kiAiRdY%i4=ez8@^G+AWrn7-i(gi(*a520*$>gX{4SFJ9c`C zKsb=R3IlV3DTgFxmy*3G0mlQAf)D9TAY|aubTov6^`-)jGe;DZxdeki3%eW&lRN-1 zP@ZT9ngFmE0&{~=u~ON=_NHW$&lI7!#Q-zDDqE>M$#dHk9C$LQbA`ys_M%g|LynXH z%DFOvB0@;ogZY2;>Yy1o^{MXMi-rL3IHn>pm~I#vRv)ukiBj{*uEuI@!XF%@?w%-2$ zFa%eKYj*xmiZv({aJN!p>AN-S-XDc8yg8%Y7AqjPj|>3&z+*qoyuZe<`5rdZ0pv3) z{%R|lp5SGhQ_n$)$Cf>}4hJJWYiYB9P855Z%b1|JZgcP2x*{T@A>WKrh>m*-ot<&V zUutP=uLB3xtYl&?hM(k&WKsrYQU`i)JWv-9Dx3jMC^;NcMnUO{ddAJr6ZD`4DkwN( zk?m40z)lzGnzI&_c`?j((y;a0R)4VPjdxEiyaWE4N;CNi15+?JCj*LI=e1~?Jw7gE zzutW!jGxrfwE9#hYFbS*_A)q8`3hG-V<_h)r;0fxjK+#t&qV{1S`Vqs3dYdbTfmG+ zSMs-RBd!Vh)mFT^yO_%?jAa9Al^7%GieOJ|rCo$!DhNU7(vSr!SlYx0n^B7cvJ&6Q zvu%=V*@R2FStKD)6OznGz~;8o!TPxKBAyhtXu~-YNIBcpMmnBH6a|qB9b}T&;Sh~=yJc?x1k(BVYUMp5Jap00N188TCM6wDOY+BWbplD`}*~d2@~6{izif49xk+%VZYDI$(R(FXB%b z-}s+Sx3jvnwFv|6h14;T1_0U)dK`LCJx*o6*30eM>H5{!berp$Ns7`^thn8` z1334qso}ebDCsqg``$%aKVb4gO<-9ol|L@h6@r0Ku=1qF(uIYQ?VB`O6l=rG?x?SoFarD znaTYr(cMJT0Trxq=aR*X6Z!G_RT3&l0rQml&;#VuF69_$+%NZ2a* zDK`3=Vgl>yR3lM)~6%SYoKIK5BF>(a2ghD#MV(aDqYyE6t~VS|s-t;eiFEn`t_wrGgM7cQv?Z{JEvdgPDlBy|EZz<37C8*8bi@g^@`;0}N6oooO*)AdV6T z1mpwx3XJ%DZZr02!;$R7E%HjNIv${kw-<-z`L3qAvXT?SZw%P?I2<3X78;eE%!SvbKFp#!C|6-d z&eA%2Qn7BUk!Mf4k;RFr(Ry%{K7{r3a=gc z0P#tu&1a|hc~;u$FYP%l*t};MMG6OT-`Co-qVX7OCDZk*cm~+SBArz(YJ-Zx+oqsjG^cO;DOW>%(;Hh9nMtI{ntqFWeiz|s5>B#v?na&Sm-lMwE ztnQjt({BTzEwr#IT|w#r_WWx(JUKq$wq%phRC8Aw?v84lskGLnwwb3vsayszD1#f= ztAoaH2OY^3&>gZ$%yZ;L^AI|5*n3r5I|y{mK08PVl0w^_LHtkCKZj4wrPO6>OH{Og z7M^dE0o0ljv5eYp-Bv13d*|J~)VMa*xG~3`B#`~l{eFV7)#R2&cWk?o%-*Eci`G!- zX&VMeIA$NmC-EQXK9u`Qe4OKop&a(N6ozzl+(z6H=tX4WUWHn_>7a}$ECH%3XB5+n zAji^?S7sKIWpQyn)<*J3`Lod1StB$tdSF$UEz$`1P%4G#lHz2xfEJcU2#PzBa3~Wq zcFlEh@)5b)%2DZ&$^5fVxOA4`E#dzFk9%>kKiWOd;%iG+w2w%Uyr&H77_~z zKNF1BWtfdJToM4z1qemBz*VF#maQbPf3sX9mNyA1pm5?ccBmO7k1(X^TGMyH7 zc`eBE<={N6%CI@;2SJW#3z+fXp48{d9jc^|2_Z&!9ZhIzQ)x0s57;#On^`~`{K+z| zG1ncAYb46)xW?>-l%d*ssp=>g_}6n_V-+>^-K=uMBgZ;NB83XjE&~7o0Pf^}jaG{T zCvgOH#d3yOW8E1;yE)uC{uG_>p{+LrpE|qfb+W~$Ey7!@&nw6Y%v*3jTGE#C-sa}z zt%Qjh?Z9$3AD5DG#z_XaD6ekgR(0IU%2bva13mt=x1zkJ&Q_E;JFp2oy(#MVVJTDO zvW}(JStJv@NX{aR$mD+t=NbISsA83+$C%*YZ68XGV%r~+(+AvEr-u^nbn{z96NF43 zF|Y~X3k(2MZUJk z1tb!I>_$JOP}D6mcdzNHxidyDU?1%#%yIt!0WV4+By(93O&@$As2l+&6tK4Gmml3U zvZ)Mez`F~HA;GA;?T|@p<-|kCvI!Y}bs!OdeGYni3Wf*TahiR=1Y}SJh}C9O3GqiFiM~mllXwgQR(%j-A9qQPy?W4b=pW2v)aUAfc*ZJ} zZc&A3B$@vWUA?8M1sbfsXr1?}AQ-JB8mikU3|Zgmcj$ryV?LOQWS_cPEH_v=tRMY@le zR9bz{*lwOFzT*v~`ij)s=0+MRi$vU^&Ou(?dK#F^pxQHw72$(t{o0U9JiU(;Qy|Gz zkY{Q3{{RY|qi}gp-|o~!Q*jIm{Y6-aWm|Qyp5g2R6d!#;g$K4k6&Igw@a|-2U&{yO z0I4JsjD8(z;8215w^FV!%0~=6!Ru98(lDV_HYn_*;}}2VK#Hx6*+jzJZ9$7fTbBz8}hGg7n(ayX9k;h&^ z_RsP)l-9D_K3z^R--_xawMcEI0(hEFH0?h(&6e%PDH~6@DlNd10T7>%o;Q6xsaT}W zXU!kqBeh6N#`}Q}^5cr$pTn`tkT}{5jq_nj@q%ij_;VAgLvq0Uz>Mb@#~-MnpiIm& zp&xq$=dW5+V2Ide=jP{}dkU83(84E(?JaJ8cOd-3j?~kpT{s0T!=0gljkCd|wg7XsgS^4bmaba7p5nSn5S5xY(ecOG)mQ zNW@T%OP-*5d-6Xz#=2%J8w4eKDfKm}aireZ*j+52m-XEhFt#usyID5Re2sr3V?)Xpv40! zG?g`s1Qv##Bn>EbFoRLa_2c9(uXK;vN%1k#8Vj* zv6$ZkFvn2C282-LfN{rqm&-5IN7~dsP?CWkO}mr0Tb+yHZzKnXKyuJ zVK*OIgkbZW3UdH(PFVCAqyzVjg-~wE&S^QwT;m;pt7grV;K0+1YJ~bjD~AySCLB=N{AmyOfSP(z2mne`-cem;(nMl+p<~9cTf#BZ@ZqoEmqz=|Es9 zfYPODxz9B6{@hX$2%rQ9rAVwck&2I+0r|5)79xRJ@a`9ma%#MTYvZt`2R&&C#{;DR zAT+t8?@BSx0MG&sbBZ|irzpdFcct4N?v1zD&;tSInnRj@lt3&&0D99%0Pu4_4}>q6 z3-lTOTvJ&|a(hq|?aoC26Vtae0O-gLr?4Q>N~T9=9q0g_lz<%LnglQb>w{BDLOwkx z5Dm(6fu3_jqkOF0vp^BFgzyLBLE!<%CXNScSug^D=|ITOOwmCHwG;uS#{#IkVa_Vk zOAq&*kFWxoRwYgC5g_}}7AoY>82XyCzTf_MH~sfOYj!+B!2bZfMaN>c6R3stPlLNn~!ly;bNF` zQzgTNRms4sALt+R&Tq_9wpa{hW*ldzqe0l{w67gq>6%yZHRdg0JBC)xgffN!s_ET2|g?+)5 z79e}b;8UMfzMPRI+_=X@J4fkNcbAYBC6Bqy9K+=;9V*^0_1c60{{VJ8x&0|hX%Ma$ z-Avwq1s|lN@MF6C@~R+6~=#e7$2=^ z_+r92bv-`qi!m2_8X?fAUBv$Y^}E(Spd^m!;4PeLs_lZ~kTd=i?8R~SZ>as6-r{Ds zXl?=W+i@YVaC%hQUXJ>$%R*%PFh~rH?z{ug1N9^i#<%r|t)uWBnJP~*#)JiYl5*cM z9Cqp{zYlM%Kev*`Xw}l^CFPetHqr8^^yk-#e5&HP%td7%_JlU~Qh-`jia{C6FE~Ec zv*KL>9VuFP?WFS7V-g+tBw%2lezi|gyKBD_G}lqYsxCsju&x+|IM3IPxUQ4M`j(e_ zp_q;6j&S~T5yVgL214b(4C6G?Lb-QPu&|5am95gj5}+HQX`3abkRc^=>4xLlxhs1s z*eB6%Z7xvU-b%tBlm$jt+B4f6)DNmg-VHi*vowtj`bz{($Al=svFJ08&Zxz4ceVxd zWD&r{-~jO(5(y*m0*j1GDPK(2m9AH8miIu)0L}`(&HRmabNKU3jw^`m><;FVOnGVq zWm);aJc3jMpHp0-XgBP};&2ztCAUc2u{}*nnpU3+6uH!tw{=0g`DUk?BSlJ5=xm>e zcTrhE4YiC%_YuKy_O|nqMMc^GUN(;W9<|SEI@YDC-?h}T5bmro65s@E<$ZC<>srT1 z`#zF&SoC|@EI0XUb0Y1Gw{A^u>YfbN^luN?YPU_N+FM@B9AQwGWDGJHyJH@eJjJR# z*~BK9sb0tnM=YDq%4A}H9%^Bsh?D&?@(5K=BY55P#d_YS;5{bC$37a;+fll?hV?gG zMx5kGylo(zG;>321sR#eGu7J4imnntDkTGl4b>70v^7@ARWkN(oL@2Jf-h!wz^1#IXbL#ZRrpZ4Zd`NUb4gZPM;Vjy52b0f@&H zM35^NCv(xIho{P&hs%F`Aqv-WC>;VFgY>Gw2JD_m?s+w0TWQuYF}IjT&9pf}0W`sH zJ1*dW4|7RIavZBrr@J7Xa|DAORQ~`f#)xJyU8Fi0xbW*=gO(7??l)r?L$?F#Tud_< z<0oRUAdE21Gu(UD@Pmrf^YJ){R%?@?FatFd1F^{Y9H_Ua^+6ppna zBkd{x;1DxW+Dx#|6pRT`*B?rBh+(+_f#tFfsLxtt^()+*DIWC>{mMtBSi2v5U~tFz z)kXd)1~Aj&`^V`_J?ZdsCNc(i=7E~3;TUBLa1RF+w*iVN6cSehaXI4^&zq%*g0X@^ z1_>PgwPX8avJ_>6sTd;%r{`3rkexf1t)z<4E@7Kv2~>qR&H*O}^{q==8*7^w);S9m z1a4N~bLm{n$i>X%8PJdc-T?mq8r0IBSTE#AB;N=;GJ*l;ujNqhxY0H4pEP@j`Ipxf zPRjOsIh4lDu;X%PuhY=iRXl?*rqv=wDoGrUD;H4H7Sg~-hb)*<-3iI0m^IkcG7{f6 zKK`^caY#1|em!a%SB^-cjpQpMDA-%0cE{F<2#QUwly2aPcj!%r6)~KveibY?GQlX4 zDGYKB;;V_*AKs=J21&uDBcq1pHAOJX6E(pAtY&8s$&R}~JU6#~)g8@=zF-nT=Quu0 zsT+ZiG7*aobB+&M!&{>XSB$V^A%X4)u9p4IpLI5*$`$~NHL)yzc`S+dK+Z4;B+wfk zeKw1CG_53ZqJ}xaCp8ObcbUV?gYh-J2cLB!TgHr7g3MHm;C04$&uWOw?ZW~XdW>Xr z&*?#Z23lG?7ReJx7%1yo+G?2XyxGEJ6XcWkw)bzQdVAJwgl6vOM#B)O-7Aj6)9QLw z%(%F@SmRKj3?4q{9S7n3=q0d#Bw_BH1w{vF>?<7Hut{}7e|Y4>Y7b+NnZE#kGgmb? zH+KsWlk7Uy--+)b(zJN&Y+K|gZLNqrln3{+{{X<7kEH~@ z$0@4bE~BZlL!YxmJh(yr=Cal^{&_=QDaGQx>p?L=!ay_d$-al%&yK3~NGiv_; z#a9FHHiGdaxwM;`UIHtQ9-qb|}`6$c+*UwXA1 zOBJaK0{a0;5)wsNxdk8t6kJv_nb9q7kii^=RZy(ZNHB#{Yxq6eE9jrh(~ z;Qs(hdt1*Xjn%>+F+s3M*&J>-9DWrQrrJF*Lit<>^qx>7(l z_+D%rn``xKdpZ&P)}qGfe+rjM9&VSe+jsIKxKaM&^ZGR=2CjuSmEs7-ep{G|bnZDH z%CC5WRnztD7gIdN<`^gc0C4sH0LNLYpN8w~=F0FN^)e|xo)76=FN&>A#)ET$7{o-X z0Q5LNp*0I}$m4FUhMjeBWWaflT{>qU!Ur7G6AX;hy2hZF_wijS;ob#rIE2pxhi{t=mbFj8Fw|g{D+RXJ#NOsL3bLRoKCj6OqW^gT^Yn ztkF!e#>E{NGP0ZyMh4hi#y}j^XYtWPd4(uGWpQk@W|k%CM~Q zs6yIAj21$C+bIeAlYe(Ujr_o>@?S|No-E}B_PBJA=OA;CeR|bdG8hm@_Z>l}B#4dr zoi&};_MMO}Hr?C&vnd!k6|JZ0as8adIRSfCZDUqw9wU$mUey-%9X^Cq z*82N0?7NL*{{V09x93(&Fy5}~cLo0dy4*Ma0AKK+MG)$EXu*iH;V@nqazPdiff5V?em?N0AR7{=~q%xtFe`3i@HB=q3S4GNT*gd zvYp^$K;z~C~y%_Q=)DQ62amQ|862#WQ-6$5mUz$ zH&e$H7lh++$Ur&bxtQaUR{$&RC+`I&wd~>Ym80BUc?D%5Pdz{YntFje+DuH6PWM@T z&BoAkf=2*%tV!+TNQ9Bx#{G(N9Z$H&^{rpBq*jc!=;@J=1CmeF@lo07inmT0MGnz! zSs(5KPb2cpQ$UPXP^!zgoO*PnhR#`(v~e>4GD!5THPbxU*%9Gs&<*I0H~{_Z^uOhMdzQLv5#C2TAeiZn`CPC=)c6q zKsJNi)398}+Rgz0liP}ju?>J*&& zVv+JWRl)T2tCpq%muGe7BW^RALL;|~%PPiB#{iNWfCU#!ZYOsbB=jSv;ZD9`J0y`8 zI2hdA5mgrB$R~0JZs3fAO3L>g^dTd?Shu$_WH#-gv5+dam=%<$$QLCEyYHZaqIW^oi_B$ZxIwIu#t@7+b^jC9Uw10fk3kH0ir zLffI1O{zf2>f8ZZHx{-w@F_`WcH<{!%kRxnwYW%BfD}LXih@VyPnK)VPG6pBWmU&6 z-6^0eWHT}3bHP8>mDP3<8=A22M{gK;BvQcr&h=PI4BlqYKV zH4w z-G|nsvbKFG5MloS8Vhz5&~QaC96S^dwRp z$iov-LO_`hy+(Rarwl!f0yU*bFShtu7KXlTt?pQ}(Ga2k@ zi#}#h2N|d>&-z09oKi0m4`WWkxUVCL2+u=A=NANzT-2u0dyAG>VUkXNfk~||_(t^! zaP1nxyGBf{kJ5|Sc4q$of^9VmxwqKbH1BC~9nKZPlfhCs>+4y*Dz*;=ECGVYG&3{`>zY_C-Kc&hQYNv=>E@bb*Ws=`xM9v7jI0Q0%+$} zu}YMlqFi{J&(PM^7(stM*X-=Okz&}Pe;kbcYL=6Ce`lyA+&25>MIZ+GK+i%zuHwt# z{{V_4)RRnICL0ThV`-J{Bp4ue8*}unp9Xw3e-LT1-QH@q7V?RtfuMx|!zj-zee+A1 zkJ-g7S>`vEbLuy;UtUiHQ#st;THq7yPPWo5q$6U_cQ0QqBqsyZ;8)PG{5SBOrLtO$ zCw0t(gt?MJ&a4nOIX_zJEf&^WyO^5R7-O|2*-9uIqbM5`T1;Hj*2?FGX@3m7M>V=U zIy5$l?ibCwkwHwHebJLtyldcnQ^Ptm7nirzbH;AGowo6j)prKmdiUbJ^IMK(hBNpPpPP*FUUl(nRMDHlQ)!~|$m)M+hI0kGha3TZwali=*PdWD6dF~@M`SyU1v=m8)+C>a*I7 zL*Nax5!@#GWH&MoHAVn-ATaBb&Ihel@wbaKOz))I!@WymY39vvl4Xo!V>P0Tna3*hqVAh^cRKxl;ve>n*N1NOy9A2wN`XO^ zbl%0l#@@WIanR(}PNU+_5$fI`{@ZJox4aSgNYH?R6Z@bX@!y(;8&ClOKmhise3cA% z?N+H@c5}RCw2HA)O|q9&)Gwa$MtOF$tl8zAfjK{obeh|UM& zR_v}Ml_yp^M3D&!`|um}QTfzI?lAYLp;6RLvrNkhu(cx?yQYmj83djZk}x{KD*laL zOBXR?9+m6<8N=wMKiiRiU;e#$3}B7R=xa$B(qwEYPx`;chwDdFKU#xQ-MChGgZ zI0TjhxvDV0Lmk;2se&qz$*02;v*0QGs_I)N@^Q^tjur#}oq7yX9n7`0m74)cK7y>K zlXCop$KzW`WbllMln$h0npC++rG21C#151N$gQ+_B>CO2zQfR0MP&p}7w(u9Q@7lHT4w-Z?+KXUeEPi;hp$ zsV#2A*-b#}OWP))-blqg%BrYYHVSJAY*u9XTR11aI@PUTRk+qJl3Rj_ z9BL9Mko>4Uz3Vt|kGD#$p)AOk=?{2T|4aMy5G^e{BgU}Ac+O%}YRtP@VGi;VXMY!&`>i+=Y zLmk<3?D5!Gt-Eb^+!@bYzxWU5O}Urs8fkO9O(#ZNWqXda+fVeHjm}ucg8;GXk6-3$ zjn&HPdXqDfY^_0QG5lXosp61`Baz{?mCF+~(Bu^%gnfGd0JZ#uMQ0=zZ}w$qt>hhE zT=IPZ91q5$n&Fw{yqQMty^h1s4{FMXRb^(5D>zARPFws%7auFOhi`4B+Qi5%rMQuY zEU`_1N9B=Hc#*6wG|fJJD%3?L>0^=v1)FLBOP24~sjgsnuKp!aBo^ZbXe@gDa5Gk} zJYd&$EvLb0Z>J=|gzs((335T&Gs=U3pIi!ZX{`y2XS*y}#s(X3JOjbcIO$fVnNl)y zRdi|9t)wh)-gAI4*c#PT7js8!vqv8M=1C3}2U1N*W=@l9CaJB)k<9SN7&6Z?w%w7B zz0bJg@v3^prTwp}$#SStA&B9ObXdm06#C&aptSp z#kEHi#I-SDQ@8FnD=0 z{ypaZ0KaCZu~N<$v&=op zn(1b>)Gh5kNp5ikk(t|YRr4e`8%JS`)+844z&5J9RVzYkB zb-3ad>+M(E?OxST9JfK5S16v^&ft)IpUr^&wJqJ9)5V0h{G5M{KGb}*YC=MLQn(!K zntj{E%CPc!jqCn2>uoaiK`jUa*UVq>t-E;8+Dj>!1c@T5#od9ps`I?@idmJ*^%Pyd8lL40?mpw6B(dak3apqeb{{Xgs!mdLKf5LZvY!oiRbagkSYPHt@q@iUVF$E1}MT3zC|+)RJhL0vV(d0ghHt`)x;cLOqACiJd+ zq(0(BKh~+Pk9#!Y0*M)La9zd;!8pk7dJ5{-48K~ZcW=EBVlk^$G8;8xzfj(fJuc_hd)v|u0K)J?pjeK7~`%uAl7%0dXkwQ zE$nzZ`OPGaJ*2HYU7T`@ zi5^7RyRaNrMPS566pk`a>s8RsO}BPtz-G0S`LN7kZZwZm?Kx?#JoTE67k$WB@}F%*S47u93{7 z5C}DTTV%N1HJK;7+qMI*)BD5e`Bf5xb|WJrGz`q2PH5P?SjTle>YG27PXakGN3qXZ z-Vcr#R2LSoTrL?wKD2<(hgRnj{HNyUw<8ov%4NzlfpgB~JmR5eoRj7&oc{oRriG`thwQ2d+yKc0=lm;0 zBGlF+E38w-ILH8%`hn7r?qJ{$cgCQfRTVxX3Z+#S)T)7>(z+;PS)l}ZVovKQ+PU^4 z`qC|eMnYX#fKMUg7(ZNeY7jG?Nn=bhr&UJxx%X49w~_3}N9ELTWDtUGZ0ZbBKA1r z+=|+}fi0dNv`-30F4u=^5?OlZZZbP!fvdMmq=2n#;fO8M&4h ziX;XjlBc2IROj4dr56#IeWo2gUGTEq+wBbBAscd za4wuC5Xj6igWsR6Rfoc`Ux`e2Zw%<z;#glZ+Yv4@s>(PfwHCtbP>j#4UyD0%av?lt>;6q92RuBLZgVUB=IQNBmDRJ! z3I7108el-o$B;Pbnm{wxid^TMaoAGlKGcR7IP1+L06-nhNQ|R9hE6|PX~$e~KoJ!_ zhLgQ$S~aeTqTJQ;L)W{pS4X+fVn8=S!HSLgXghk2?vWt>nl0pVp?>f4pfn zpYI>ej&b`2LM`Sok+A1H3TU&O{{YK2s~cE!X8h@J-`{V}j$wNSK$epS1jfL0rW-qe zf7LZw!~X!!M*Qi1fA6&%;p`bx>{lQ2$*Eq_c^fMeo;kp)d6WKnH8?cGq^v0C5390| z*lvI4gZ@=0w7BvL`7e;(m21qK{(813^CtfQo~=uqe^zA^Wp&rclk%Z#u1EZ_lk%+( zI^+I&nqNA9`RacmPudIW&$taX^8I65dv|tG&umrOZwp<<;M~mw0fFGQPCu1JZ+m+X zWsd4Z4UC1ruJ7T;hqTWS-0ITn7FSxVmars{+pMG)C9r#nTew zKTvt3&q&Asep#&>Yj|Wkbe#rkiFOG$v^;Dl8?t+6jMuB^J_XTj^?w#=sb`ycmOFR^ ztGS^rrLYO~IOpkGx?QAFcsozr0$y5avP8oil?McV45Ra^QIp-7I+Ww^qsnf)IpUjZ zDBkAY(@cs>(Pgy0=L~y*I3l|JE8#Rh+D#9LbqlN2j%G!QBju~Ez{+^%)MB;1DMl}J zYh6OpRtHJAj%%35O|k)p{{TMqxv2QtL9xDHw`x|<$!~ER9JWhF@sbDwlZ=r?l6r%w zHx(C57+W0)w5H zkb*Pc%9e~Y^9_3U%m`8Ftt zEM_Ilfy12Tf#V~!K4gXL=J(Uo_gN>lw!LfTnT4I4R|Z*}mNB;ASbYHLT+O$M{5|2z z{b456tzwExq`Qme&gGIb$ODtjcpc}6wT(dBn~g^9L3I1(Pc*7KV;L$q=ml2OVKd(> zYzERZfGE3rA#%biSN9&-sQhWr{><-dr`_CLn8QX{LLx|1smUie{40;T_^aZ5QpVO8 zKFMhD0wkU!$(WVf$T`Obxa~&WA!$<}ZRt{I(RsGVYL>$ugEaYHR!6mh_*dRvxW3kP zMe_9xX8Pe61t`-UqydgcLsDF5c98gL_HhvN(L*cu9E#Di((YZx+gY2~Mr%&@O}aV; zpp65lHtt47Is$*CT7ulpRiyN}$46|BX9S^F=7~wb@6-BJg4_hb9jjA9(KQWIK(w0P zG$>V+GdLWEHLVYVwK)gxWP&m5OCQixSmu{C&SE4USmU)tWyYs;pkpYeyNEmkAmUr) z$NLfU`kJ$C@cPOdm!0o!Bz7Bc0;mJ^r?`}4aj_}Ok9u)X4R`SPJ4%Z?mT4IEEg}Au zaXd4mE(h3Ez1t^0tvid^v(7X!7sO;|??8V;T?{BBv+~C|48P1*VHS~L18$DO-5VI( zBLL&;PL??%*e#OL27Z10$F?amNc*RpSm}3euQ0QaZ;Kyrh71M>$9(ntDva^VZqBpB z@iux$g@2uTrQs4l%9pX*x#=KK+kZNtb*pHxT9~yBO44Yy;nGs1H{eZ0Dr%atIx(1; zVx*-lE!g8cCPA~AeJ)!+rFm4SQ&72&`;xf*O?z#WJ|9__Xj1^PznIZ)45N%?Pp7qc z9<^g7pNVxSCuDz=h`AwtSVO+4KE#bZI!?;r4?v7}aAGB|)T$+-SPrTaq0 zxQa1>$0Le}7L#kYC)Ao06S+c?OLm|J$j=~eG0S^&AC*R@GBjv~i5yjzF+{{j+nKr| za%$h%1aXOP?iSi65WC zP`0FEjiIoJTEu#h%eU0kECO&)P5Ag042);KTM94fQ~*JIqO!3AC*HDyBj9F-n#_C zEuHhXIjL2*4i9QTRlEC#iq4GTg=t-Kr_!?&{Pf0b**6_(#ngMDVd^TSlVbz<)#C_>79(l?Aor(55ykWj)mL zKSC>?)S~-Wh_$i~=88SwXRbB_`ewE5ru#;jr(EvK7>p18@*EHRbgfz?mLxe`@mbQ6 zt=g}XkyI|1o(E3!0b&WVqoqkFAo0a#z~NgRD)2d8w1z_!n%vw-rgVjbOzFRX?7Z#I zVn%8K61rxloi`!%_o(9Z;GarjGW7_SF&O|1lU6OrP`^rUvw$GSQ=jQew`#A@Rdgq* zqKpXZ%|Ukt^vd=1?@fkIF;>3t#wtoEw2n{P)pI0xTa_Qg4@dleon4g{Sk~quFh)*2 zJ!-6(wVX;6Fe7WHXH(P~Ad~Dj32w|<(s8~C525UTk*Sg?8kTn^?UpJ0vl^~J!Q3CQ z`eTZjl%o}H2&}nPt)~weAax$z)uguxdXX%0BHTCJMmXJ$qLN_HGKQ#{JRY?(28u?F z)T;x62w}Dp`cMSBl;b0j$Uc=Mw+%9)&h7FHD`TMds%4lTT6#(dAfL{FCzj6P5HX3GHeJEc zZc;sRDvK*GPL-i&e{*2X_IUw`{`^h%Tl$0UDq&*<@hxL95*|&ghvpydpW+{_0y0Bq zf+?ai9G-L%JW`H~hZS;7IoFa%&rFO|Leaxuz6a8k$6{D#icT(*%9H+kK)fIKllqU! zwC(iSN-e@jfeFG%8|1gJ^!#yIV%Pqf4E-u-7HelM4COQThBB@79Ss@w=q zkZ{iG3m?Ovs*L5iIV5{lj2CcD1XrO#{{RW-2jkU$QANg-{{ShsaUgD0d!M1`NBPAe zqNTm5xyWmaSO;I;KPT|3QR#LulO@&JF%G6TOrK={ll-cV)kZn$I~sSH8Vv9;?Lb(L zR9`WSF|dr2wMoeX+}3WVezr*zL}p3J7+>L0)cteE=U478BZuX1-eVt@J*S`P{sOt3 zQbT_--YX{96vn`D>P9~^`BGB5&}~_2QPv+%xo5hyX;I`O%#D;_Haj1BrM-q7oa6ul zXOWJWqE&sH3gL_NKS5UPboO=*&$N!6>Yk`k(cIVY)X2+qBZYTq6y`!$^y|%TwZlpB zouq$v01Cx|%?DP=J;1Bcz=#KN+lq@=xjVa(JSjAQ$cO;s5C%cW@BJ!4Z*DH0bu6sl z0u=GUz^32~V3GBw=bp5QGw$yi8>vFdl90e88@}#3lj%){=HlWQXP@ zDt$+4=5*UzTTNzNJ62t)-zv+vuEW^<5BOJbVhS*1`MTn{FBIAtOWr6X#K{}|2*^K~ z$Ky#coYJ<-ph4fY_$Qq6TDGG1S6FoTr4hp#l_#74Nj&4P(y}7vRTbK3Fv$jq9I;|I zk&J}0=XW?Ch6PjDNT;ayVk;da+*{2wml0v4Cxs)q1E|LpV#w)#+3?)0keYmjk*+fT z06(|$>06@WX%lRLHn77k-k|jr&uGl{TCMJpBb~BmX&$4~>c7gS?ToFd#dUXnu1Hwq zWrW~hD|TE8&Ap6$z2F;}qELqba>K4j^!2W%U6w0d1<*Fry?m~u?gu%~uU>06NYZVt z^s#m4P3Op4C0n7-PI}W%K^YR-q%g$IA~|uAs(DlBMM3sC-5Nwf!B=tH&Ihh5UG$mB z-zfm_G1Z5;1GP3A3+UsLP<*gMD;4TT{{UW#fsD$g6d`cHVZHt70t^m0rpz80nl^4! zUkdYGr3^dCmeJ6 z(uE_XBNBK5iva1NA|*NC^H3PZdyY6Ydf_~w5GS=(kcI#ZW`U3pN6LFrC@kA~KGfov zI2_Ugh6lKy2@wfq3JD(Kqhu(0)QI_$Cye@2olCL7$)H4PM?=jkN0Kq#mNg)B6)FtL z%HVnfKoyV5#8Z{ddj1tA#D44!exjriMgYTS>L>w^^UcRWPV%yHc=}Xf@aMfh%^2o@ zAdqcrW|{_R@(|Jz4n;S2wF3qlQ?Ghq;8U520CuL4(tsSiQAa(fpbP&1N;=hu>@KCo z*jws&t8wU)o?X#>y4Fe!ovy4GQ#1-u=~CT7Z6(;?x6_J)?J*9qzvd`#V6hM+{3$vL zV7!N+j!*mOQ@+yy{t16EOOciJhzfd9P)TqVzC}BK+UragNBgw-7`?m;d7`TQsPCmB6Cw;Y zax;_DIINrh026rESGY+u%?e8dLptCl?aMFT2X+QC$l|-?W490T{ybA!NS7IvcM(~IQOO}!(C0{IiA)RJu<}O@)hat zcWW5SN}yFK{70i&@h$WV{`87Jtu;z0mx-J5I5_?lPS5-OU3U7UC;FPugW+DDr}x^0 z+?;;`s{a6uZB6kD!*FC9_?VCG65q&HWd8sa^eDKDO)2fRBmHqyqLB_#Wt)G7+7vvx z-A(@VxXJuD8WfVa7 zc?rklD9~Q>Jz;dKBs^K$=hw|foc&4H88^ke`0$X4lWE4_=nXFrn z9e9RpgQ+_I0J$2E=|#|TNctFc$Hg7mWPVWd4G& z=lHMU314apXq5K~%zsl{LC8E~kx?)s9<*~Y@*}F7;tz=Bn-8e6u6Yrnsr>M3GULSB z<;ynxTJ)*t1jK(T$sD*O)XTR$MrmD-l^2Gk1p1sZ-95p!DTxCyavKC>0(s{Zqic1g zuA}yNZ5BvM=j}2M_|M(xj@5uICzt~jyv#jBWQx?Yv(#g^k~XrJX&p%m`kFNhBc;)9 z;j`ECZpvYm1i@2)4@SW4kU_;)@dQIu*KRK3B_d#;0zPAa27gMaq*+dvvD`nE7>P(b zUnPkc?OIbV>5kEy*EDJ`XwvFeE}EH3Y7pQqK<-UWkg?#7D#JW+oHGpn0CaL{KeRIf z5ef|BCzD%UvDqTTVPQ~Qg$JfjT5OlZ5V0ZYki`E0N~}5B%u5nSB+@j1P82C(Q=l2| zMSy}h+Y**M7SHQXW&&WVmic>Ba!3|WDt*h7pDsRF{{V$*+IVwT)D>Pk7lPRLcG}E6 zd8SRwg5d(jShMGZL6e%l9-SgYCBB#JaJTRSmw&>v+e*FCt;w^~(h}Sm=5;K`(MNy6 zs;7pv%|h&`hs~Ic%uIvj9_OI?QE4%ABvpMyEzrfMz_2OnBLH2$!l*Mdv1ek;dXjQY zY$t`aX(fgz;f17>F-2KH&JGVFfz3$%5Y?h-Jm}z!W9CO`hSeUV{{WL#l0@?uS>}K< zT8Bls0tI6To?*FQFNrbgNAQmP(`3?a;B-e=k)$|4TpiwodmhKVP_9$ANE&4qGD#d? z#A98}^a7el+`%^m$;Nu)-mc4|UqckqOB`w;#_{F?K|L4Uy@xbDmvt2JTQbIOWdN)y z*>Rqk9lsg^@!oJ3+qNUb+lFrz#X!w#(Vt- zbJ~Epj7c?a#@#NjVv1ST-X?53t9+;N zBlD3c!jE64y#aFjXwi|j*8VA^XT)eQeqZk~1nmHN)yrKnJvvsD+$^%~!Z;WU>S`-3 zDdD%43#pzVBCN7S5CMt~ft#oY`?TrqBz0A2yr+H)dCt+i^ZFgHoE}??He(3EtoW43UoN?2S zsh|=T@5?jAXK#kLwHr5oeg6QB{{TJ*u&Yo+6)Lr)03bNRj`e#yV;m0DiW=kv&1T4V zwra)HnE7*6<6X=#-heFH#g+t$(kE*0Di{zV4tmq(IEkM;4k#IaNSUs#Wr3f{)1r^e zydxhnuQ<=StXr){Z9?{IhC6)6$Qb2EVfYHt)j`s92sGiv-Tp2vMmba;b$`#jWLw5b z98(fqOZLg!)RMNUxx)NJxM2a4hhC_#a)Gf29U_^F@w!zk~ekY zw5~wMYRf0)pbbk#$po6x`_UZMJ*#x~t!PL9jP(=&LPhgzb&GswFs;Jz-5a0Kn#c1$ z(BqkU#=zG{X&Sb(3`7mLDI^X500L9}aa_%?&783}-d^7Hp29k4bSn?E`SHfta7b+R z+&}vDm7;N{>NZWC_OdMM52kiM{>xnki8tCbdso3MtFWB+UO&RJqljDh*{#STJH=?v z{j^>`@!%?vER{|`s4f>E(!y9S))-~shq$Lmaz6@SWL> zx8UgQq7&)1=`cVf1hM(?&wpC;(?6QJm8nUdQcDa+eQm# zifLR@m5$?7*8DMZYOrbc+GHpAox^S)Ls$}8LvUjnbg|DkM|q=;O#G|P;h%2a)y$Vg zIo!EDd8zHM?k$=rpp}rpA$4?7k&%PX)3skBwuXG}ylx&8?~K8L5*6>mIMYnX$n;(#W#n9mE_TmmPLB&aQ zG;YZ1Ln$DFI#zwH{LnOJZ78^y;@hd)S?2- z7Auj~0(oKn$^I|rRGZ}_5rPf~J*gBppGuM&sUXTDe(kwv&nn+hRf!bc<1`H3TZ>IZ zDohwn&;s8#(OB`1X8h`<#+f8n8<+Rc#&&fZW|Flflnaqm*!NKLaSCS@fsjxsZb&jPKDB+aesw{VD%-3V-o zl_tW0vAy}K8eR3W>F~s($ZV0Y@-v@P)A6fqbeqCC0nY>8keVm^K^+0bFWL{k<53CF zalxR?&?)2C&>@l&muE$2++o#EKT+-~I3^GQX>jLX+$4YH>0H_3PfNO$2Ql z1l#44k}=AkQANR`=h|fitg4F2aC4u|qYZCxw{Xr2B(1f8^x8kIW(nrED-@?YKh-+& zG3oTFZSGU&Y4=1+l5#pw2;}^e1>})2<}$#arFI$}#&k<%W6FXseKK)ewZjQ+?&Z%` zY+nTiFy_rkK@e^XcsnED>m)S4}2U_yJZ*$AhMB>)Kxz*zr24s zqkVfQZ?nQlVgX_a$e?B}v26DDcybQmxE$vr-`=(DZyp^PCK3&Zps*tZoZ|qGrDJL` zJd=&``HUB7IK@-m`#inv<>xzd#%ir}B4E#ZehiFv$oV7+-P7$XEUywv*jcu)Ws`Zp zBm2X+s5CouiCS{XWMP0isI5mp`OkhSFdyP8OJbts6d{m?1qjAZx9eQAv5+#&$vCa2 z61*baGGJ4ktZ~jedR1hwhIT3Tk15F91C9yw&q`^Dl!@A)jcnRUr8u~jUH~;ZC(6X00O>## zh{rWFEsjXf6oE1-R2w0ap4gxUsi&t_K7iC?r9U{0&$R$C8x<;$e=O7qQVtc5wE#q_ z4o|%pRq2yUA4+gfn>ieMiU5apN%y5Bv z@Tm1)2U=K!Xl^By9dnidVER`>1R8#-QSC04NmG?%J0)MJ?@6e6(c87X+>pDkG0Fzk zKFq(BZS0|8bNL(u+FV0Ry1G|omfCcT$J7;U^ZAOO!Y}1`k|qB7I)0h{m16zJ+3$W` zqG*(n{?f4j00UXN6uwW0te@6UKQWK%Sjs6q45aRLUNj|i`+r802l>|!{55voHW||3 zIO#X^t|kO|X-_@0sy9XE07gJK z>5B8&3&7?#1TgD^T|bAdRIl+pDHii+)eg{GD|ChGxND@{&i7Y8Ci;` z$UUhYnDR+KT4+{ofS;uo9fye=#7N2d)i1MoXMZlUzwM zAaV}DfPJbEYkqwa+8s*X&MBVb&2PPsqaL+->qFD*@1TG{@((dLlH`U$K%}DBy`r_w zN1>+xTcAIMcY6N-hhy^4X_ipKvv&4g;C*WgM~+CYrG{|ekO0BxN$XY0?_sGXu4c<^ zJ;FvIiR5583Z#)u8cpd<#s*dCmLOL_XC#(4*C@o783ZZ&#)Xo1aAep5`A_u4a!spTm5&8eY3PF- zdUfetpN8+`xV4*mCj}UBv|!|V`%|5%7kKX|*pomEGGZt^0G zV3oo~7o79juWL6?X{1j)M=p*ryl1J$t#Gz_wdJ{yRgsaHxylY0oSsReNQ7eEr&FoO z@mRS8=OZVm1G&XzTFD_S#&0$yV4=@^_V=v$_1m8@SX{z@4o3$+ToX)(SAioN-bn~K z+Z=x{>rp8urOl(HZDXUt?oovUp4C?LkkEv35ab+jo+~Ef#AxxImT!)qJL5lA3|;{d|emgkn0kb#e>uG1lnIs&OQg$U@ejFNkOD%4tC%*noaMU|<>ST3N|8ewypC|Fqa>fD zQ8qfkHjt6U95-z|jf|F*@P7}O{Rb5WviF~6nc>srhSduBv&aC+>;TWp{QYRN()8UH z<|o!KV;94ev{xWU?;|fy_eEO2)NF4WD8==K!32eo!z6G4-BbB``q5z=)vlj&sTn31 z5h=`*$VmYDdXwxcq|>yE+h8tdxk+x_OF<0N9;!2vzr;WtGsZcp5no!%aBRNV_Lf60 zHPHaeF&&f+7uXNRuS2W&abhhMtdU#5cNnJu<+yX6dj9}`9`w-N%?KcdMzetgGTch> z%?ym$bIxRPF@T_S{rtaS>S@wH*n$uhLHMi?oWJl6#oG2EfzqR5W%gS+XOC=>4>gRR zJck6RrjH%S0M%f0A~a9H0@61Z0$nE za9f2Qp7kT#r$3vlYKv-(vNg`;JrzgZWAvw%7x(C>3c>)66dghigX((zH5_r99W!Cb zxxHMrdZayv)w=yE?vXrNZS;5dDds~E`C?Ev7wmF-0Znc_k+%LEzKS0;(L$)ejw89p z^rl0gU0sr*IUpcsbjmP)BTqjP^we#?+0!x35AT=!Ds=dvV;@}#XCU=A1NKW4fB?YcXxz!JwFKw|7gYo0@G$3Xr_4K;FsXhF;%&qc|?x^4o z%BO(<0OG2_7bA+$jdqX1kkFFJfJJ3o&OmCpa>Nd~tb2(Gd{6-hEhbNT-L+k)DttZ2Po)AGJpTY@zP7kr zZiZ!S{yf%Q)FRWw8ildwvp63@az8^?FM(@gj<~3`*Uq~I+2ie2u}k=s!Tm)5U+}!7 zL3eH5IRgRgNB;m?qwzp%S?urAi4fos>Zfq1G$|S#apPQm{xj6~9RC1~YIus-r_kpv z7x!3@ZRGL)0PCR%m30z}sYvkP!#b_PeH>@`=Bmpm37Tv&eW$~^b;nnM-qp{r`Iq!2 znI=l~s}d@BeQqy2Q4|nO1QVNsuuS^|oPrb|Q;sXHyYUlg_itx>lEFH1Qe-NBTJw!m zy|nSo3$$|w4vf4NVaOxgR=&0IKUeV}V%_Wao+j0$ z)%885X`MuZ71{!*0|0#mY+MK+znVK+fjziy-N+ABJdFE}hv`w!vMHCEfE*gM;IPgr ztb=K!GQvJbdXW6X6-^lCtgCQ6XaWt-Yj7q(k}?@jMhB=q#*rLp)2l{HSzHXE{_nB( z9Su(+?+1#49geSMJ8gbO1+i6{SV-3gNBXD zuponi2*C!Tw4BO}v&@d=iHzVW!RKx(L@?BsWUK|+@Q&Z|)BTh0=zG;BMXbtUz3A)O zqhL^#ZZLTVsH1IRteTsSc|h$PwyblhJO`a^wB+ z{6pWZV;09zN;e*g$3B99IvMomhS*#Qppp~Hx<3p(Mt_%D&41RbTHnuPSz~O(-|HZ8 zlz*t~efrha5MT3TNS7IFXFoUm0RI3G{c2fAujdswG~qZr5-Pll$sFWxLG4hStphX! z*ir}#hdh0H)^zs4S1Jp{IswZk)6{!Ygue6_$;c!hQB!L>q1?@$Rq~y7ji=?@JAZ{S zZb+5b1;YgZj@YX+p;t3+kT*}41QF;#6;I1JCF9sVN%>FZ(yHRrY;$G{a7XdyAa~}O zCCE#lq#j=&_WQW0;I(Ncg%JP%lb+bY?^c=xnGcXmn?^Rj9QztqD)%azv=Fh3D>xhi zdCg@up>wx2IQEf3{Lx`pn3SqQ~d z562@M(}DD+1n;R{ZONIx3P^Q1mG?XD2aFM%)CZ<9ib75?#wY>BvmDLFOLnTmrCZp) zW6loZ{{W^cw#<6dxEk6yDw3RaAXb?>)T>~ta7AER-L3c4wzp@f;)Vr=n*ec>>zZRS?Q$1sVaXj$LQlN` zhB-Xa10LaA9I)p;l~@txC_OXHXlhP!m>(y6de(O=*d0l#Ky-GhkPb;C^*_q3iByiF zvr(8R$p?y+WyfJs##okY3;<3~K~NYQenA^D2~$lnXC04R)4bD;xT8=fS>%p09CDC{ zsvcDS6_quE$suLhpq|I2TrZQ?G`mUrxu6Wl?4}G=Kx65gQzVW^&Ll=d{?Ns0vYc`= zNU}(y0nXpb0(HMEKLq)y7N zJpn(iDkQZj9Q4AU4(+2At#P9?Fg&dJ2r@>(D=}j`m?Ehanm4*N;YNlb1h5L_$u`enP+z#n@`Fm z{nL-3=~->BY8Jn^zK%P^LR5L&vf$%~9RC11xemW1T6|XQM5OOo7Df3;BLniRnd6D0 z+aC%(WzV7i0QFXqX?!I574Gk%x=A*nk2%7Vo+~=l{HyC(f4d?#pVt{^72U`avd{9HjB`K2OrIr6ze%;bQwv zGOfTq{?*A{$xlN{HnEu|kheg}mkqn7BwQcTw6s_xvWcT|r{~DUO0r5@WRQWL^(ug} zD8+M5q?~zKrM0<3{t>$=Bxz)pZ<&eOFfq+f9)YGu)&_s~oYWe&qc)uJG=DNaK~vK- znm(;2qdc)q8UO&^Kq0>qBW`_Y{qv7C^cTB(7A|eAY-0}%m8nsji2)@2DuuARVJ+|3 z_O3oe+r}$S=~1DIM&*;BC#fQqJFSro>Qyt2naz55H_b^lV^La1JNBaKa{~>zR`1`f zTG1>L;6{A^04Yaf z%gs$A(pEW19%kjrj=i%{T3BeyY>lv-$Cs0N;N#M=@3kF1YgLR&OQV)tDaH*Xn&zF7 z(b&0Wk73CJ2OX-VIFU{bCOXzHE=zftH-#(_m~|bqTl$o3Bo@;~7BLvzg&wCr&besy z_lDoeiqbX#w*usnDn{{6vQVsYq)K}vV1GK#nJtQNZZzk=M+X+daz@N3_=V9AMJ5&FIQC z+qCm44!h+b{WC^EU$wf5yDwe(_rkEK){iJH1S6I_Nr>?^|~ ze7i$uKX(LImTD^ky7@B+I_Hj+wW@f!`tsUKK=C9JF2+=kx28>VF2L1IqG`pgSe1KB z*wYx@Lv9BE`qdRybA(dgL7Km7r(L)tT1-#y<#0b*!L+w#wq}o+Y>_$_0EReJ10S71 zrd!BNEbe25S7?Np`@C~RULMpWKQw5c?>PRMts7k);@y!anHn@Dz*0{nR&KR5)M_lS zms)<8#e_d-n19Q8dJm`hA6lhzb#Z$8?j>g;B^L>p+_*X}%k_g3#aU^CG}Myu?PQ(2>ix`z!g?IrZo);*#4y zfvr+Zi7wy$bc4`;aeaq1m#FHOnzhKD_G2R`!XV)z9*VsHs_MC*Rsab+^*od7PT*4G zZ7{V16ultlw={#3QmPDO(*n(=ojujO_bcVc1S95>R@w>dqq$@0N7*iXt^PwspWc%Q z59f-vrQK;(f#$okxt`@gF$8_84{kxv<5wrt^y}-DdzQLuSkx7@VV&>((+=NCLb;OK zZPHsubs{3cDIp!CP#Ya_&ozHd(qL#IyS_`AQdS}>TX@dtan$bYzT-6OT~;Hh$$zNA zw^Bx!wtyxhQV#s6hwN7h9QlMOMaOb^ z#cpX(BTpBe>l#Sl$nH1;{P9$--Pw&t1*A@kN`T(p+uHz0bGlLncA)G2AB{t-Y743A zlgrj1e7FbqRDX{r@vTd{<+RZ+H7HdPuUqW4iyCdh4CS%!$^5IAfOPpMv|3})Yj@dVnQpu>w>M#1+#{;Fq+RNGi+ zmN+}2w%-2$Q;+a9V@ZL>h1qbTO-lJ89_k3s=o+&8S9vYRi0(rO@ebIR8O8w5^Cq7{ zR_02IY`iH4ttzt|3@@*Gj(2QyN<|cy{NB|(9Y$)ilfUU!t@F8Z1psPC_dxcj?lFQf zPfYE=;QcBY$pe$0!jKL7Jkdc6?-5vM-Q~X@Hq(RoRPpo~s_%Jmac666?!HyAZ!87p z<~cd_sZ(|{<{!vVFrV($TmAD|Q!8!z>__2Q(s1W2c%}p47;4vvw;;*rvc z&X5_fT!?jhIoAY7AXYuO>OUi0#Ma_y<$=*~>QMe7y!u=!d()^l7j}eOPf_X6G{fP$C{OVa? zHn&q+x890IL--o9Oua`=Te!e(3Y@72p{xnCiIkj3NUqSv4{E7BxCG*m&NyjP6ZePW zDnX*o*ae5>T@Z^6S7WyYb3h#YHqC7$aWTo@=hvFn3$j8xR2PelS~cr{g04;(PUSd0 z-jwc1DCKG?QzJC!-;C#qd#*(xltw|R<3F86B9KiYoE~Tb*ZDOC#6i&UPgf*Uk08(l z6K3YvT&cz7r~*${PR;cl54Bl_MZL8Rz<&P#?3$`xOIw7vi~>~jJs5Wf*oth8_8A4$ zrcIpr+n?Y))ccRrQfO$kYcaODV&E0d)&{liFwqH2L)KG0th%D_NUJhs1m@t zBRy1q39A9dr5GE3)0BVT;6L_n=T*5SP5r3IBauwW8OXu(qjp6D1IHt!3g?Pb(wIj% z6ah0ik{>9s^7n4ro-^xI3pCz*;E5f&N37KQt$ zKPjoA)FX_Dr;UOG#ySdPs>lvSR%B!Z5xG4NQA)zOv6Z<5FYlrlJpJmUKA9BDx-qy8 z$A%SFCuD5JA>;UZ8nqqhk=M^3bYNqQA6i2&=dg8l#zTpM}toyqZkZu^0CxW~;{{UX9;<3+e;*iKaYRuM!Mpvgpk^%gxsfEGq`O^_QzATXT zEKOG5kyFgA_GnWBAanWEe<|`f=9mp<%_d3jQW%IligF>(K|l$+WT?ZaIjtD()v=xp zP+{v$10eHA4Sz56t?@t#j4?NQdVbo@mgTWZ3U?&qP>M6vA>M|;> zJt;wD^`gK|ckM(oCBY%{!5Q@W z)nNpY&I{m%Q_7!Oul89`R)K z!nr)Lv&T7C{&fK^J%2hqtcI+P(0JBu-05+2{`vm^3U~Y_(hO%wh~xg6AMmaxFY0M` zKdJobdszmDVBRn;%1)6F2m9asYUA!4Ni?n_5r&bQVE!EQiZ@B>)XX_8ka;<&l-#!s z4)1r`d?dc6)P7)B0J6y$$~!6bQ;P3&L*{s9G{#D!p&vqPo0CkicPN)8IR{lN4h>~F zq}9R+nel43u#Kxb74&XvYe>|kypze4E>UtAXD91f(r7b|VwN`^{8gPA(&pDt%&{`5 zQa5(2D*HJ_wYj8ka>t32{T3$fvVSrE0M@D=8G& zTT45Il_ZtqP;s6GVG6NSoLJmnHOhM3oYavep#ytJ38-5DuqVGvQe{VCYjR1XSa*Kx z9DACFIDV9ylyqOtoUuzG1~}cn-BU|o99@aZf+<0AFnIdagwwC&=>viO*A+TwH?PYW z)9Q0l>P2qHW@flJ>L|`O8rx3|lgyVtf~{JQ!`5q!?IV3#AIhQPAi9s0nNh&<*xfiI z5U%FWTvlqf4go)fb)pC?9K#ejN!Mczy~kR0#m%jN+AZ?LakB~s*NT4D>2jecw$52? zZf5(CO5a5_I_Ve8q_ja7xpo4&xFi=4tdXfI!#JnBTcRRNBAy9m3;gRJtWNf^e$3^e z(BzPAYnW7f9M#x-I}<2ox@RBkfGYm$XtBQX439y){*;ZXT1J6X%OUnm57f~q)q4$7 z86JgVqm_5|W;p#S)OvNSSTS0|$5PAMsDEw*2W`G_-QWBLWlufUtnxdsSmPVEX9}a~ zL}^u%)rv_(>%s)UL;!ZcsegHnP=V@rt`^er=GnZM?j%UujHsQ(^+|73xKkpYm zpr!RT-uEgpi(0!K9M`ti%35ofln%<_kK{8|X4UN4BG5|i5bv)EfnaW8PA zf%QEFJ5STD^-ILGv4G1v_8kEAC$O&8;_Bbw_M9vuklyOIBXq;eDv=Ltcl7T<6K5x^ z=(jor%og{u!qZC+npQGS&Pc|4^s72uuaO_xTw+-V?!o>A?rLLxn%%sY7rJy{M$4On zE4#MdLN4RSy;h#?Nn+h3W+`9qp*h+;Dq9-S5#2~6CSh2(!)k_fh= zO58adXRxg1R@5)j+AYqb}*g;9bplp2OLW;tWIiOUn*_ceYczz4l1!6C}KRA!*La0V*V5Cvyl zH(qE1I^nYCnv&HE5t@O3X+7&g&OCF;pbaQg1Qe6;86CZ>g*qRO;I0vkyowzaX=bK zayk)EPI&86Mt)kaG5T{zWHI{t)x_!bs&NocT;TJHyB;t&pa|#47|#`*Ajz#6xD}r# z4edY+9|U^Vqy%7MvSY?TtvhqTpbJO1=bDbuJoxpCATQR{sF;=XV}*H%3ptQT=M}qae7R*8NAzdu)>&e}5ZW z^%XY10lLs`IR&D`qaNLVOxA6LziIHDyLD?DmW=x&jl=cLQY4*6twS>L^{J7vDP&xV zVltc%_`%1orCPRbF`8uQgT*8ys|p5Dyvf%PW4a2^l?lyIn1kXJ@0L&HTCTpvfD+eE zS+q-=xTRxpX(;oeILDOSD-XwmQ7_HFs`nA#?itAI&rwf_=mC=^N4-`&HE25LKDAC% z!OZ{&-D+;5Bdt|d!4*2S01__YgHc-)5wc94s&DMP)z8~3)NeiHjC60R_x7tclZ(hOK*-^T zy+n}Fdr!F%DT(k;LJ#o@Y>I8=1xW)rM(9WX09;mk27*vOh#n8ETx-9yxo!QL@<-{`qd8NN zkZMJo9vE}$NMr{p)Y5aot1g>|6HMEDnt9Z$ z&-Y560Q5iodZTxxVlwWelg{}60H~tiVVO>Fdzw(*l<94qPT&sTQBiWI1mx2JNy+x8 z+i>Ym$UW)U&$R$o413ZRHDsvoO(>Y6;6e#B;&8zFQ}(BBKN@KZ*wX^sa)%voYC_oW zQ~|~@M)ob#@j%OuC{fRPQOMxcCy=lir-?|6fO((`Sw6I8s)=83V~TQ3oCDT?EOKcw zY9TV`tvh)2=|~AOXw5e?cc2Gzj6oAj1Uq#hAfA*02T@D8 zPig>+pgpOL26`HtfO=DQ^Gph@3y-BowScSG9;8wf&%Gch=dl!+^fhgv2il={Na#5A zrUW1mdCfa^X-FVbbL~J5`F(`}0q8|HgWi`1wIBktQe@|)6u|VB3YqgASMkZH{P>sd zsbl`v0EZgl1VWyQUPu~{5Hn!6C} zBLsbZwK{4VdZ-NOtOp}+Ls@#xr5*Cdku1Nvc5TvN9&yGiK2*f5=y|4}E{HA7t2$GA zrhk4OzMuVSKGCJI%NuX01Nqjth9e?(An1AKg9(@#29V<*A{{W&z_zL91FzC!ahMp&w9wn3h`ZRL~Cz;sBQqs}j zwpCQa5P(-PbEVtgD$9n7Rv9FBKH{qztCPo``1;k0eMS_GV|~h3jFFn>uH@|EX-)+% z?5#%J{^ER(_Fo^NtJWh?S3he5%g0=d=kTjh%^b1S1WXx%q^tx z!l7Q`Bm;j)RKjA=h;%UnYMw zf4d@v6>w^rjnW22U_a@cc*o<4Zx1&0VHTuxAsF-r@D-bLt=QX0V=W}CI{9OP_?pGN zmhWg2%ONet%=!H@RU}wcDyouuoYlt)zR;yBXpW*iXHS_oEbOQIg%06Swz+1E6;fAk zP8PXn&zCUHNC%v8R;2RG>nf;Fzrx3MezmM{v3m>Jq_s6Czk8`eMy(J7pls5`s0ihG zq_m284mOzq!u#XBRfhG;lN&~d1Q8m6!J^*aO{m8VjP5y57?KASylJTDXYCdFk}TZK ze{w^~AdOgOXmJ|;S*pHFeO~4)`vS-LR&!k8hzZlyndi)UV15*GL2k?T)97j+vaj(> z=h;I40F5=Kg?d20_R>OsmMb&&&DD(_LmsA|xVA(&)O|}+U4t8-5iUkPR3FZ(M>8U_ zgTr+mwBc?s)}F90r6w(UkTa6|fW|sho^-5ut*NR!o#QdQ4tm2wr7GX-zF0XRQjT4)7z zNThU*MU_JkBmjWJ)B{XB((UG)7xJV42OJ7^a5$#);8O4?0n03qlF`c~WQ=7TsUz^I zY;9)L@4UV2bMs3p5_YetCZI^AxtU>sH%jLUE26jiJ(auI!8$y#;N3d)-RVhzCCrgS zY>~o&Vuy&A)c*i@`qe0-`$UD9{G*b6O%CmIAOLk31JG3L>1%9M@w9dIqy=3{@5_tJ z95LXZK}>=(r`T@BFE0}Sca9%ltA8qHpAy~N%X@eUw6+`Ee|^7&KN^@BFK*FriP7@-Eyw>(n0!sj#;Rk&cQ$*i|K+>=&rr1`qlXq3C~Ge8!t zAlye>*1S-t0F%W~w~pylZ9$)6D^4Km7!n_w+JH3e^e4N~rN1+X$Cx34J-ITuILBT; z`o^2$*^<>Pv=|#PS)h4w-N@rVsr+j9hh>&eGV1bn{>{?Sr3!JhIS2LY`HJMGxRUzv zYq?MFCy>b5?Vf}198u6(wmt;UJXOW0B3ufaIHXX?4hBzJ%erpAUs}I26NLblJODW) z`U;_|*xl)uhSKgM9Qzgao_HdGGMWv~TK0>8y>e?V-9f?q4Q$(tFVdJ6LE!bRPYXaU zJVhHY%D{~;-(}iA9p#EFR5OZ0Dp6L zAEH+&jCarBT_=gt>^gRhrGL)|H#U862l&@E3H0wn1+clo7dzrXY+kIJ#_ zj}!>Mf>)Z)zLHomG)~DPe9FV9tLV%}6;kyCkg(5DK+KE9c=dO8lgu)0kiIdU!zcC4 zS<@x^Ho0u)07%;odVJh}g;?w^G zk(ElgDt?EG<-9V4UTS(Xo@a&CLH_`rk({scHPj@@BvHzLosC%CRlQk>|%GKT#| z5V}r%$44K}^QMSp+j%!4oOb4{5s}X|9rOarR=KxBn8WXk=c+d&^fcveF_BaR6DL}# zK3A*KV2qljCkGktKokRR@e1?N*Z%-Pt;5Lou6_@nU+esRN&f(5x3>e$7Xk?vAob>| zrcsC|rCw}(YMkTvy+4&9mQ}Y5)Dn&>+F=r9#QcG!VDqAys)*U#>8TPAEE=4lV z;Vs@vOT3#Ko+QWovpt-9kL5rY9aiQo%10k``qgOUXk-VTyo!!5H%q>I8pNJZN94JH6(c>5q5l91tgP|AMpcyd;}u%g;KJkkr><(`+h%bb zE~euff@hMw{{Ska#9n=xniq;Kw@SH{7o+3&fb4xmW|4!~(#JHA%Cbhxk|D@p!3MON zKkZ1RxrGp1NApVx3}krxTLMnwQft&xM) zoMm;lk_?80`6@<0KBLh4)EUJ*Kdk^&c-cM2twc^L^DhJrL8`A2QgO(jWGs7A2*pUi zAAfp`pa&q(A-!pgo|PdK++u(vwYY{L(cHo2#NWiH5+U^mp&rJXSzMjGjPa4r<57{G z)Z7qqI5ey=ULtx5ft0OTNjD504J#mFND74d(;0J9yg2F2L{y3ZiwvDQdKzy1t-S#a zj+m*jQM`WC0czV*I|48O4$a5qSEHRy1ZQaMhmcKTvhLxtk6xyo5=#>0Bo3puOi(jg zNF%sXq*O&1Dv_jriFJh z#0|Di<4?HDX5vK2m+@+(#hI&r?m@YkF-a zF!)yF{{RbrjZ~LRkvhb2>N%zcX5&gZ$*X46j-sJ>h#e@n5mHj(l9<5s6dpbEM|xhA z2u_rs^O|mH)C^wqndXohGAIIckZ=u6RKez~M8xqx5>ZQvFijv6CY_T>id;}2r4(X} zP%&_QX+S;b$E6scLf{cgw05M$9Vh_`^T?#dNt#`t&;%tE^&g0+-T+4iteD0)G~5Bj z08=m;jgf_DZC_q#8Zdf*X@Q;d3M%73xzF>WfG%zI6m9mYija9yKMH0KTsP!t4&yfa zP@@bgOtJn3{{X&C7$^8xf51%%ffVV>)S@vgv8xjz?UZ3)cKYB`5f;_$RA(MsiYMNgIaS*-spbT&m{2(YV-uh?h>(tXlTUD507sRdt9E ztQ$U{4Ds5b@UD*67je6dtmi67`-nQXJ;~sHHAhm{8s_pwjuo{{`@EQs${VJBwX5On za5TftELlKV3F`6oKUL4=^s7k9qwFp9@t;?o);q;(Xh~S!;Z?FnzCCIq4zSVPmg(a=dccwpkm@-~-s7YOe%(Xw;=i&TYBaM4wD^-nB_s!Itf$YY90q>13LQjLO4e0Ry~?M1{k397tNNE+WiAq|np_4?DKw6pRn}qLe13G(HfEf zZcnuySO=*;g#brs8Am+z6=DPnsl_LK;*k_7@1Lzoxbu;=B_Gndp1uWfHhQVNn;_8Ptqc{m~rM@shVN`0DTM(z)&X27Frek z^nPqm6o7S}Vk3-yz?+ZCwr%_`ZnlEtN_A$&S`9iy`G4Lg=KPkZ%?`DyxR&B8>yy+M zMj(ANz^fX6g*B~8aF&)?Vbz*NU4zu~#RyE4{{U;n8IH=vJt`B|YpOdB_MML7`c=zs z3QMOzH63?S8hw<5ID%dCPwb!`ezhTe55h#OA{}E|Ub8UGy}Nr4;v@XxxxGVCyVUO< z>h|I1oxh2@4?sH)YGTyZ)qG6TKx{OqPM@ZZ3M+o{Z+RQ3`d2^r0ZH|zsHM3{SU@vU zg*515d8An5LhjrJ9qUrw8%QO$h`QX|%-G6}(L_6+_J|*c){~N3jVrquc>q&OX0`Pz zODkJbwO&iv@{xka=56EV$8VR6bjhnR!)<2_NG+|JL;+eyP5C|Bp1kz@D=%!UY3!ZO zcn*DO>(plgx~nS)wQ2s(YXmA$H%U80s*xx6nEwEr^cAD6NuYRBM=ADYp5ozffz%0R z{{U&f=bV1S=03GbrTP-#V~Xf71sTD?sDEU}wk+xm z?86`R&3!(#PD2<{B2cTGu>+SrwQB0%^1HI_%b!nbip~(^yZz936*my;c>I(l#vJqX z6`OMM>Nm04+pglxwMVJ-`c<7$>_)y&KQ=i&f|lMk(scg-IItJ@i-^~}Q68=JG{AM? ziFRqWr**Zt%fI~ele>RGQ$&FjU{!lqHl}-at6_aV8j^+WRW4=(Y?Uo53SblT~JxIi$Rd7K`N` zTx0vh=dU;wi{ou~P1mn2-o-8iuy2Y-bpc&-#yQVi{&m!7R=?Q35WUqU8*V1IdAaJU z6zm_@@vkk5Cj-BFq88=*a4c#EH+b`~JSd-?;&G=`J(-i`WMJnq$9j`NvKp6(EG^h&1fFC47v?|6Qvmd!aEm~=db5bOxX0PTc;hWwB+X}7!-y_ z9&uKq}k7~UcTi1D@o!zl*`rB5Gkr+NS+#?w^N;(JSkxweqSEPSf~I5l!kLGM}f z@{Q|?0PQvV%|reW?Iz?+B!6f?mpH)lH!pw4{&mUQ9CxnAS=4lkj|3&0dV~*g91xU^ zTP?Y9k&n)}xDP$4i5iG_{*@ftS#e67fz2$SqTL(O1X?R91CjN+5nM_r)GZZudA8ILiZeGea@6`SKLQuda& zI3FXJ+vs^8){hEY4Bc9@U=Sr)zO;CwnkZPR2janq0wFJvZ z42X~XP1(H|{{Sl6N8G-Zf{cH(r9Jl=(}mA!Y-O@@QAoL`=QNBuia=Vs)NSuHTNtG* zH48>C=Wh~2)pC7DN~o+bIjZt527Nv0QS;uIhse1E`qe1`2DBJtRcR9-&;@jUMnzaw z?^M`enwBTv1Bw8$Pvua}7-48u+$G!{Iq1vjQA-((!k(Q$s2Qno5RnY%FyF?$zT%*_xsux9CxSwf zp~|r9PqVu%@-tzFAfNO3(Q^q*$fFCNn16Kt0EJRwv2sYiw32JMV?~udX`zpd5AOl# z>*-m=ameXUwYrwpbe;z(Djb9T52&m2#JYqMURy>H&~Ba-A9wwwAKm^`#AatSFyo~o z4W}cKN+=l2W9v=mDnm>>8US!=2=D7m=}He6pkw2+is%$syt}Oa>^=fNwtFAasL33W z%<)SbM=Bkxj4(l~Y@-I5DzweH*q7;+IW!2Q%g;_}xaY4mGbvI*rjRHCB0JJk%`}YA zA~sr3d==}ZTzSL6SbEP zfcuWMBu^}ARwh>%;5Si9Q#Bckj+Cqg%O{C3=DA5RgS>pF)1OMUxl#UC#yQFy=L6ER zRoytwN1>-9gpe|piMtWbDQYuLJ>?h73eB{9qo^H7{{R{YgzN!~ZhD@bf1svCI}!|- za7W$)1k{Zx5(=KDqk7SC5Iu@9XJfn(xMbjg+Nc{K;jng)ae_asX?YGZPE#yCVaUK8 zO(&R8A_WYgdB<#?Pu7?iHyV2=-M8@^ilp|=qo#h9);dBFrfj2Cd317db+NbrfTo*=P`+c>e%@kJh4l45sjeDesObxEUm5aY5sXxYka7>jUjk z8%aR>v|I=cC1_aLMDnq_GAt@Hh``+5!!=@CT`)_wC7%PSX$N0!I#U(QmC5P(RmiZb zgVwJ_XQwj-22e@I%)+lOk7?%Y60vM#k1%jO_~M;`$r$4laa%`6flCZa^76xQQnMY<%=^;wO(2e-iUvgk9nCE?98%_x3y*4Wz^2eB0zkl0Wn0plid=h8 z1At#anhzbbNw$;lpa8Pxm7Ny4ra9|I(d9NXoQf=h;`y^Gjk3s~`Y{yKH0S&#>#Q-Kxtsw-{@$E_%nm|Hh&uV?VdoE*f*@a27o+?P7cEjTe58iGCFe~2Mf2PaN zRy3COvWWx4%%wTr4mSQZrFM~vmL*w<0Fj&yl^Iu+RLXWnKI-Eikf2GDtn;m-xSg4m zhs=4+LNyD(FeU#0#{vG8JS)1|V7zcKnys7%LnKT}WmLgZNVsK+iozPGd61 z3dI|{9>}>T@~3t!3PKU<`BS{K9f_^$FAD2d*)eIdA`VN=!Z4%XG>xWdw$90Osfnac zvDiXo=hJz>sU6H9tC5AJzDIGC>lFW9!VUIB)XKb`t4i+P5#rox3*Xo zd?K$22nar`z+}_VE>>+8`a4r|G%Exnt4$)I{1-Vtm1$`DZKchG_Yr-n>Uf)JiU6wk z#&-?f2hbB(vX+pCnU3FK)9F)K?w&%H`{4>k8Gi9UUteKL;bsdyE&P;?7DXkROdaR8 z(ogtQNh3|<$283Gp#fG$%Bas^P5`I9+kKzxvN76@NF{!3 zcol6mNc8L2ZY*JirHJm`DsKe+4Kyh$Jq^2m3@xlfQSn})&{_^s1((d0e`V*TQq}xh zE!C&?Zk28{%_wjoi2U+gj9E4@zfuJ3LhdxqeFs9@SHmPUNWf7d?jq z+JHT%08@vhB83Z198z=@PWomH~^1&&Bo@5*y)>4hD(&0&gm2Goxo$9{{S;m$9x~< zjy4^#qczDe!Ou#P+G7m3EOwuMp7fLu+?ndq>-L@*@WrjX)`)Ip0&lYh`K4~s%6kFX zYt3(N=hUy}zPo+%%-fHk^aIcef=OCgnVrl30JO(HO4qW|VoOxib%|cu$+?O(AHKQv zKzc9xM~|&lh%&@-Nf~4Wgg-gQ3OjRJR+mjAVI7pX{^>c#y+x>MV)#W25GB336Xn{( zIA3->S&wpRt+8~w`9Lb9D-qCUnge6y2c zM$;DXo2#Hjq(_n7L+C3+-ClXJ%RiK=$M+GScxaOpl%RhR2N?Cx$X@O$S4B(Mk z@u*cl)}XhG3I$m`Iixd3OR|ntxxTxH%(1mx$O{pYew}~%^)9U-(EK2_v9FhPsxfvz zc}UMupJ9RcnyaALwx_Je0VLa}?`9i_1P*|YbBfII4y1LBe&XRyVT}1O`fXmP@i{bf zCf8UcA*A&OsSG)u|3SHA3N!C;3wXeMiL_&Gn<% zTwfNpbqdI_s)7e>f$dp#>6R43lHB^$%XP*LF(Uo4ahkdZ%TU5LsOOrMjuYObW!(bT z?S3M%kCLdyR{AeL&lS=AtVbV+^-+wgeVQgGuEodxgljXwp;F^fzmtW6Ai4DF$MjlD z);8V%vqS!}@=+|A>UR?V0MJwDOWfs@5TSFxr-6!L$E`eYr140i35onFfu3u5#E?rQ zGJrsM*s1)*T%3dQ`SFj~|HqqavhnkTYG!h`c$Z zk#TWp6I;0=B}k4DPR#BD*Ep{_eOB5C$hnbYktBH708c7$pX7fUX^EN|3lI261P*>n zsAPci*CQkOS1$q>rqGpt};isI5hBbGAJV_@umh0LmGsj zbPU3-#>5`Ds&?zUQJ8LTJgMF>Adx}9b?8Mr41>)uDNMcU z5WrR07uTAnB4C_Q1%zyhm>i0tjkJokj%Warr%JC4#I_fUJWIPAG7-b6>Zj{hNe(fA z&!sXz+dvq=>5``>cPFscmlMw4G;$LXxjSJC8y;k7_O4OBOn* z9I5aB0N1D`jiGVQRPv|PQ$jT5w_D3sythmg=HewEaG&A>`=|7*=3E?(l`WO@_7_QU z0RfkS2*_Z1f;|mcxrr_!Ys*yI5I?<$Wcft@0PLoyMF2tXK_8tXE*p+%Gt-(w8H^s3 zo$5v$XEeen01Zya>rv#>fusU3Rv0y1(5dH<>sEL;pp4{DGM?UjDTDxO@7S&;idkTc z$gvI1s&c@3q?mN`Rk+!}i>MIn_6{uJC|th9Nk$mW0{C=EnVinX^iZ3IvQ zE$?NwQyvyrPyDizpgy4W2kB3W;5%(8$vg^UL=Q@g#zhtbNhEm50F+>GRfRta>>5PR zy6|eWdV^zS+aA_>uz9esoGfk!e9QkU7@XwjMoq%F?_Yh&xutK3^yg$K@>CL<*sbNY(X zmu<98O2`xd2YuiDYQnjhrj)kQ%*+4)Q$nzZ$p}KTFx&^sxb&)wVu5;J=)m(n* z0pQXo0B7oH+*VA!y3fe_VpF-eQce#z$*In(Z}(ChfI8=?_Vg8q6e)~*gZgHLKvzD7 zpEDOKH{-m5Q}=MhfD|6JZdl`pA!+TyKSczyenPpVRuc`ZM<=JZ6sLG;9JeHM^~e7J zUY{_W4WoHx2?pu|j=v*RZE>gV;`DUrp@m@)gyMof&*Miha+ic5rj)P^jXhROj%i81N}^+!_W) z6uI>jhBpS69`x^}A)o~vI?^6`QvMX9pRE8UJ!q!^MF2;i_C*;V-4&+B)Bt|er`SR> z{HYbK$o~M3l?T(xAK_JUOz^;l`F{#kISc~z_pJd1tG-U5A5O>?higQPvd(3}#>GH0 z`1(HdN4MrD>0O1z^pckrHZVozXL+64Tpv-|s#@AdXv-wFvClaLc2Np zeJ=LqX(5KzM|j3uV;g?7_tNfRgU*o=W9&?elk^$Mt^3P$)F&(W94%D;_PH@}2DHP0N`Nrj4z>+=1O6nX3oP(Tu8Q%F(4n9W`SJi<=pJ16c6%`n;AcqHFVqA4(7L&iR?xzWRj6w zMu9;|!5|C)%`Tnxi>UUQa09kUZcjZiLj+{OXE1r9aH@XhGtiMv8Y7SOmv-uYxvi_K zM7Kp@-arlpI`_>z^t(HBXPMlQ$tp%^^bV#IX;4S^??WF%N_;jJh57U30RI5Hn%06X z>XKW)S|;QY3COC~I;&gUyi02lDsh%4Kb0Yknj0@9MQ^9W44{H!c4t3K6N-9GaAlWe z#E^$zU2VU1r|=yr1=VjPbLH7WN&f&~v8!5SlRe{k=n>c*!)`I@PT=f5?pxctf3r2@ z;@L+Q=s*qiJx}9U?Pqq3Lo>pleZ_H-K7zU_q7f2C2d_-lT!t0Yeqh8jU&z#q&MS6T z%SC8m&nF|FsqamJVj*(x<_-Z1oL0g|6~wBWRRQVdI0Bt(Z*LW(!M5&6T}e~d2am01 zI*L1*LJmhgINJDW47~C(K>X>i1d=E+$Rmt>*wgwC>s#rdO@1aY?1Z9usw82S0rMic3Q#BjrK6=Znglp*b_$AEo`4LKR5d7OR#$l4 zQ|^LBIrOWe)}+=XlG{zTvbwjLDIEFfy>Yn@0F3<&OaNm+oW7gV$3+-Zmp41LmY#31 zf`oJ?ox5q{BvLGdaF`?gr3S3V(vqd^10fmtW5#LT#wAu@!;I5b!GS4Rq`hT%2KhATcgR? zdkU7qP$HE>46`V~9lGYJJkm?@=RJlx51_01Mwvb3;zIx}BYsLfO{I*0`cNXi zt9++0r%&Sl01Ad(I`d0di{CVN7btwobQoof^xQ|UrB9_n9lgAo&Dw8{Hrs6({{WV< z`uznqAtl7`JnUXs8*?%4Xc;Z6ArNDxIIBSCw*r%I0Cu2oI?@=fzzpP8eayR#2TGoK za4}iTcN0LxP;;8lwTKK7I@MSs%L9tlhCBdqOhtqkT8>u=x%8UdzYTh7m5eC-K7-9pV zKg55h&{lj(2o%_nG-?h#MM~T+9MGHtO=jaG8K7l(h#BXa&z#{-D%|heJXUng&MAQs zsV+FJJ81s^I->&RvTIh|a589OEyggo9VwFhr~E1FfI8F{EOrn%X5fEHLpn=Hp4-3@ zn7`NRGWl!k^EScy14-jTAZ(>XeuE?6M`a$t>zZ?HTG%t$J^VGqwU`8uf!Z!*fyS020R66mVM+f&`A`1<*RGC8V!4J}b_=#tD0u0ST&IKN@;pG=Z21X!8`?-e z+U@#})~OOp8+@Xq1eP5!Rl+Ng+oFXvZSb*h?Q z&3$lvnEwFd)p`2;J*WaW$p<~^+PN#7=BfkEYQ#(k!K4J+jYlDTanhb?t;nDYx^9~W ztEAq=3NY1ekJ=OFKfa6jln$94YceyCI%LuomM0R!BgZ22XxOR8enm1i?LZQ`WjN#e-O0848umb0~;$SCM`;kzG7v2h;;Mf_<9I_0k4 z`H9=72mX7Y{{Y#C>rmL;nK2ZH=U$ob{{YviXr#x*Gep6Laokp*ktc+M%5^yYANGg! ztjVI-cQ4&Pr55v;Un3YN@}vxz)uEGXeh1W5y*p5sPP!Ath6HVR+wRD{)QYCJ3w?HN zB!I-Ka}vtM%f~NyCU}nuIe@r7*|l!oV|>P46XN|Z|=ABG{G4eJqe(Ujw#Hfb`-#Q z>CGXHY>H0xAsHR2GPs}x%`a1mXHL|h$jQ$1;zar$GXB#rm7UqNaR#j*E8A8=G)3+lcC2(9)x!lqa2o+jsk46ygY0t5lVmAKf-;F6b&;x zjAomUTD3G1K{LfXZ5*rB7;{jvVvxw`FbL^RD~bob07lVM2I$-}lB9AErC8#Srs@E- z74$Qmw~Awb`Rx+%{{RAC@TCDr`B`0a)KwE19VrmJXDV=Mh|p40{HGq>s!hsA?;{L7 zMK&4jE)h}x0MV!ExSYnv>(zgiDZ_b%Cmi(@!5#@*65Qhl^sa_$6#LHuCV!4I{W?`vvVXrBNkHfb z+QOZ{!~Qh@_23iqq+c^>DwleE0>1@_oMPYl%e76ApDI^+F0y)s2;(Soa5_7 z#yws(;7R%#l}O1T=Aeo(8~*bn+>DB|vkkl|>?8ONMFJENOZ22v2c6XAT%HXB52&LZ zY1?QDL8Jq5&m7T_+MTx)m=pj5$l{6u@kIbxXh`d0aK5|~{VASQc;+jW{{Vnyr5cU$ z@+T+iqx>pCtLjR)OO{jWpac2R_l2QcL2kJ7nsm?oGU_VCNu?u_WRbJlKyg)A%RIZD zN0Hd|cF8}9t4pR_5P6Gm83-f{Pvz3BATF%dYk?H8mc~^=fas;}Bek=>h(Fx(y&A30xrpIni)wKCX{Cwblwz#6>u|BH|U)fh!+8fI_$^KObo4Pbx za!VB)eib2mOM!)*9Zz7x2A}qKAL?8JI&Gmau@#MwlTx@zV=l?D$PK~GPok~A*kto! zKkMZAnKC~0RbRK-T}gEz4p~5APSQZ>RdnrWTEOv08A+AjgPx}}2_s`yh7aty9ulFE zmA+Q@^sAD?DYkGNHt5gZPI`LRKd5T<_cl_hNX9}q8++0&s}O+|XPsMbIXq^8+f!#m zxMa}n35^Pf@DG>)>*-Ir)&yA#5Dn|Wu4c{&t+ds;dxQ{7epTd=jEtI-&4tJ>GM{c~ zT&p8tX4URv^I@~QXo$!tqaV(>+xh1@ikVg8ofrZesIOu0uC=CH_+ri(E@HQIkC5jZ zx$Eyz20n(71ccjnfNzZx!UbJ-)x8^fP# zNbc{NNbH@qMzN3HT(|clAJ?S-+0UE-$sE>xrt(d2uOy7@5GXFijt6dQ(9%1rdzr4U ztSxkX77%0dWPxOPJ(oPQ`}7rsc?25D8`iduPSS0`iUAy8$t!4K*<$XBc%ZtseEBU#%M%mkSdIm(u9)H1@1}YFbc$vm}iQ;GLP(QWe5W_ zj6-)Lr{$4VEiCS@t~`r)%fD8~0YK_W>??Ch)2>as+|Lrvr&~x6kf4`lBjt}hPx7j< zE!fPmvXXg{7-KIhoGOmyy$;7ti$t^XBVhNE0p`fPN3j0@KJ@g44LkR+*+FePE)gSK zv}@?i+|@gak^?4Bntu5`y}!n#h4dS9Du5%5gM;%h@BaYSqShZd_b~YvufMfH98EiH zU&Pj#c;btu)ltv21hPB3fo&0R208)nSvEG3YS-jD?1e`8rR<6RK9yfkzVn>FI|tnr zv!-e>TXEn(i5m{S}mht;~pL0`0@hadt zl6z*e9%&3Rgp7<4jj2l`TuB5f5>Usf+D0mpZ3A}D)()eRe>zDSgg#(LF`hSp$LChO zEu&oPx}lQcrcFB60!~OSdm#5eprgm0E@OH9g{75(&fnyj;v6#%;9o@_sif6`JD5{R zxv`(tn;Mcp#YbzZTuUd}B!O--v@7GDdlS>w@~tVqv&F=5+sXu_?J$<#k{2X~0~q$A z!@jm3Z4NPzYe7cQ=}^MB6)T=G-jK_7`fbJay~Obtk~jukqn{C#-WG+d82)IoK}<=)C^`K~P~C2isS753e>d*$d>j=Tps@bGi)EFaUXSm3T&8*6_vYcc5>`g zC4&|m4jZZU<2C8N8q};LNMlR;QzFHdUo~<)YsvgUa~wK!Fa!I>j9_|alb_e~u0?{c zMO@H}YRO#ssOlELW9?9X-_`#B8jbZEE(2d$u7ABMkLzDHX;zU>42sUfRvdr*j5$C7*`quB-#FvsWIW7Uf^y&R78ndybv`oBQM`qcp2Mt=%@<@L^| zdoA76iu22Y#3)g~z~k_!Sny~9j->gIuSN#2Z>KI13gc!#HMOYm3;PV$J99srKqT?& zK}uFl2@(b&jOe`m)121YLdwQ1@s@Ry}t@CqeF~{{Yog;V10zlg<=$`cd~tHJ6%qme)!m>h%m8n}&p zWYc_1ZlMGcQsqD1&p)XBYqElKb8i*GD8#57bLuOf@rA2NX>ECoc}!zrp3T$sAFU(> zj}a_mSo>r@>TjZ3lq3D2&+Am;`|HUZ)Ue6@q2QZYy33}{U~~TfOxuqUVTm~wwiQ;~>0d8BThl^8fQ ziY|u86uBKL6nb_~Y6J|mT>OpoHDvNC7a0T}!hjta=B0JW>s3*XG3nZ@#@Q4BUQ|5| zRbWA_2Lh_fyyq0ai5!mnRfK*sny7d+ByKbBKo;^k(^vz?Y82AY1vgnBm1T*_IvvWx zs5Nf(F{s;}Qq^``M~}5cosajx^gZd0n}tJfb2guLw-DoS;Hl`~^#|I3EZW^I#9ZTe zA2QP(Ga2?hD8IEx1X`w?2(*;rY3mdBL+$BPMI?82;fH<*^fe7wq{hWI!UF(DL7LGi z_J}}Z^AEVh{)Vz$8aE1R)uqnEvAI*mJx8S=8be0qSYU(5tJ-#>ErjLJ2aU$rp?|w7 z`XBM_M6n6+^JUN6WBgvn-l%e?1adlxtBBmxbm*4dbqfYE>GGUp{pef!js7)|>w}Nh zu4!7Vx@7FiqF5zev%ueWMgIUFLsoS?HaKBR>lZU=)0`s_^F-g=Z*lt57O2PPIHf(f zr!dDAANkDyCOPRz{HgfQBbsRkJt!ENrSH<4?0*bV>z~emBcfT=7d zK1VC-QT40mf%T+)Hc2fF&9srrxBX-*o#;Jr+XzEev~paY*IyK zV0j0ED=EVP!h`jxhOc%a5X=Oqr{&%<%j_GjJ*lA=ew4WOsA0NWf&0I`{lYn??jwv~ zj=7)*g1}%F$DuUV3fbQqZan39#R1NFsR7S9qQW6C%Oq^5!N+BADx2BGj50hA>JJC{ zR-Vv)zO*rLFhF7NQq$;F(Tw)eF9_)T@%$v!XGTIp60O}>Vz(rM83EpgGJAuHjN4oS zKzQbi_Bb4WDp&3nF+*(X-F;{ir*cToOjWy^aD}(T$U9(l{Qm%cHzO@ zMZl-#jQ;vPy|>5xMM@WV-5FOO?DZdoOxsVV;3~UYDLd4aBcWP%0Nf7%=AFo($tr>8 z#OA<@&#s!Hal1a%V=QTQw z!=TM0CPqNUC;}a#lWjlnqjq|MKoO8?YdQYMcO2#jX9#j)nRhD>LMfRYxTO5)0ol!> z>0T|gYuyP_%Tb9(n`(Yge=pFF#<>TU_ReR9Q!H~v+g(_YRF1}{)35GytLU#SB-t!y zk47ET`x@QXHJt}unk%WSukG%F;zxv`5B1MndeOMGM?Lnmb^YSDeVG3MT6!C2VYW@I zdq^-pI(goK^5NL_3yUSRYJA zGgKaIvA{cWcJ3KC_s4oeFP&UAjGAxRj^sb8-U1;$_!A$TCuB-v$JRhZVn#{J^j-hunQ-S4>v4V#ZU|`_= zYZ^(egP$wSOpTnl`IJ(@waIHRmn>VsnvBaxz$$`>QYqfCzkHmBoATItea%F zk95tJBjrWwOnDX@2*_vd-iDxeXJT22C)T?xagTX2Ffs?FL`?*r!hy-nF$v8$4A2EQ z3II$BcSJ*@`%W|`LU8zXYe(w-YnJ$ ziM;qkkw@huivosJ^amV%7_4g8(k%3t?VD28E|KDmu^yibe)e|%0BifJ??5u_l3)0X zOnd!Z?Co^xbTP+p&>WWj>}n4u-lr?7>N-q1g_Q6Xix#%1Y`nQ2)I>5yeMtQ3<^KSP zpuX@(xsi0?sQs(UwzpW-jkH6sQaI_*%|MPaO3UEW+rwtY%Vq)`I*jy29y zdXO_rhGIRneX=BO}+S-{~FI=Cx52+Pe^50Qybm>->+I98hN+S|l#8?kr zrvQ%U^{u-xq}b{A7MgCY1+;r{f2uLevgiI;!k>E{^?y#)G))&pn*RVxmN9Q1?%}m; zEcX+3X$d*nJvbFa-JFk!bjyn?n{6&@YY8t}FcvE?`HY@}t_vEy{fzdS&9DOz0 zu3ZD?-wc(vQ`8|nSodn1m3Cy_8=WF4v=@fi3{!ulJPcUeA4YFZdJI=%_JEpgrPbAh zHuAuPTG~R*u`}F*(E6UWi=yc(Zy40?!7O=(HtI?KBkxwO?w!e=LJJ?bxa0o-)l%73 z>Qstb_{_3jPLjw4W^zd-nEoWy=q>z|^A9q29^RCM^(;V% zZywRtxjpM2Q@mLmsvIc$$JVCQFR-RK&m?kvDm@|yls>C?pxWD?-J$;gma=vf4HhDc z`xe8^d>u~iJVbDL$WHe2uA~jn ze+myyhw!W&MoU>P9NXKXMW2@$$@i+T9*qX}CNj!5@DAa{Y6}SgQ69T_RV&7M8Ld-c3g;0g^Q{pQvFqBOi8Re4N0JK*sNPs0W{e>YT0%KuM;(7bUQ3~A z7oH;4Bh#%$>7*r|NBgm;<(-e9>q(`@B=cNY!kdhV@+kEuZa-08tz`v=!*2;r&m?nd zw+o4-Odaxn3~Bz#^(Ve7IijOva-Jo%(=-`i(zM2BFu{l3zc%I|mt+0r9lH)IpS393 zq#SY&1Pb9FKl4{3jI~0OXU_d|PQ?W;8m;>ITnoywN z)nPfuCaviDe7erH4X)f3<(950 zBs;k!y-%;LZFs{}8kV%SkRSA05Lb?c`~F-H!m?rMjEZ232ms?0_9q-tD8SBX8M@LL z6pw+CR3?yxHD*>M^&C|Thd9P*h^XvYv!1m)3(qxKMq904fp{G#0_+QbD(qte-yQ0_ zDS$m{!(<@oNMv%h)jZcvW@OR40VUK2ZPnSzHaXnKYW{+`S67*m6y@Y#i}fcJ-RkhG z>KX=#ANsVAOym8Cmygz(CQQrmVH$sj^xY{w^6d?t;a8v3*A+8uUJqU?qVb){pTtcT zPRJrr^(T^lQTbObJL8^69jP*-v6HH$#m1o~2IY+H9Qpu1rDnCfjUiSc77XS-ev4Tzk^`w*SEpGPq@Jk#r5MOxQTLh8Y-kfJW zniQc8(=)GG?hl#e?BgA3&693*J;LDA;?k}sI}0ph_?}a>SM#K^P_huXA%0wg!N(b< z!EIwi5C&>DAgLMpRGbQkoE`wpNkW72ig!C{0ncx(JPeL00h_2P@+1S3gT->peq)ep zww(j6D+21tcbZ^hWO^D(yllp37J`@*fgY7AW!MEyYW#KqyH<^+ls5)60jUT2wdbH6 zDH+TcR`Y|*a;xNa!K)F$fChS0S5W3A`ce?SDTG1dOT2yA3dlbYKd3dEDi()0BX1xY z-`AVWve7kB#F9W_bN%T^YS-Fz z&9Mpd#&+}kLy`J{T z3NCv{ypQWqD0K}Ree@+y)KzQ$05d}IKc5K4l`7mvj^Lb;{KahenmFw>X|7_&+3w;O zF`mb8=k@+|WSKVX4c1pXL<%~4nznF3;ygr&t&!LBrEjG$D9E)KY#O&DV1jC+ zf(-yq9GumKITfC-hO1GyGyy57WsG8`CypryTBO#v3sulUwV5shwr}d!$HcFG6f;$@0(sftUWp!i|+Dtaw zTen9ZqtK4VqPU0cBg_CSz-55w_dJ7^-lv6S3tvz#QK#T$Qd{Rpgf z7(F1RDqAEIZN#M;<&nR=x3R4Akao5~tN5tiF(Bk%_A~)c6wdu> zS3-@0O~!pWphSJ?2+ty%R+Aj_Oawd{Gnzl8A>d|#0qa-nZ=i@Y7q;GP4g7I{vc`Qu z@ANf8IqgVKeolK*8MQrwM{oAKc~jw~QvA;j^#hVbyf7mDPpJPRanV3?U(ydJlmh&_d#L-H;GC0AgO6RpA zh69>WNXw3tfRWyT4mc;8LY~xs=9~^blmP=4jD}FagOF66_eUwg_N(?+7V^vG-pHh!IrkLcRP}1NabpdzQqMU?8A%mXtNjjYwk<&C&(E+?OhOdgI)W*N5s*g* z+MG&;{nHY?w{@c@xHJHY&ZBF5!_d@nLj=kb=ZhTi)BGxI6Vo&x0f(5ZRCNm2H7+Q3 zWjE8NSjdh=m4CY3KO@KGR9?k{knxzk7=MBP02dbF_>fLNIH3^{nHJ%N@Peae%R~!1|0&%0X&j?xhNOks6RtRQ&BCs{nUhKs-A|5ECt=*bt0S&dUH{Tlewqk7y_)3+kvA1 z;*Gpfwt)$PJ5rBIQPbX+KB9mcM<=ZrJaJ2!b}}d!&J7`7&YVZJ7~+5<+s~yNvCmqO zlwzYRKnPBIQw}Nk1oxoO1ba_3yV{{U;9&+d%wT>VOp zE3H}6!>p0&GMz(Mkbdh+ut2D%w(Y;xgn_#pnDC~*_C~py-YYva$@A`*N5`%?Kc#c> zJc`VoaCHY6KtOMPd9Jg>uX}rRt>P_a8+k`5VQhw9Ab+$003WH%P@lrZ=81H@MhoOI z`IF1{65M~b*(31IY1m2kIp66)=DHm-!!YWXF9aI2Zes+=DnP~*9_~o0ns$iVmbUtB zy~mxjkS2mM>OlT3*dFGUhje6tP6D>?bZs`m>Fu9ihFKHu7;T-@A54Rc)S5qrTUOJi zzc=vOTSJ}l&l3b5+q<7(MS|uK9MY4D)q_EkQJ2foZj$}f{_|u{8pglgW^4c|doK!4 zsNTJuuBWFZ>76xhJ;Lb56jTG5-L_ zuFJ!o1$+CrPO&3fM&ry|RpMts)tmc^?s=-3b6og-@>?X*V_kU;eCx@Oq$9S)I2*a@ zNv-?qt!^D4+Fj|1Ykhdxy}Mh8W0GjHcwTt)&(?&5*+WvcgT(r~TImqm*l0Rpm6Gfr z3I}#4s}tCMHPCC`7t@zT)Aajfj>k=l{UY-ER32vD!#zu}CyM7`xxUw>u(Z#Be;0_de z3Vo~|V~HGo>~tQck`X1GI8i(O;yzL7PrJKVBRu7gK}$4(6)l6X^~Y+jQfA}=mdh!&9z(BP30m`UU^SMUgoE}xlKmuD4-$>C`Xq9o`8RN`k#w%3ln}87Gd_j`~fP z%F;zLhZ~fKBoXzh6Tx>BLHxy$8-fyG-=H+GUP}x@FCs=!&}Wb3M0wKI%;?3>4N^(a zi;sP8_ZQ=`(cqaB#dqdsoXB|nD`_I|gmXt6w|6e?Km*BqbM8p4bZQRGxY@|W_b>kd z)~3v|U5+dy57Tj%x6-Z>sJF4l%L}INb{7q&*xV=fS}Gz8?vgOM`t!)HS69^TbzMoN zmgT3x+a68=k3c&LdTDUOVAEaR+eaznL!Hg+IIM607}B;ac`K>jXmpWYrrent7U6Ipl%u&1;M(8Nm9|IE5!@B=9S-wRG^O zge1O|NWQz_R336c+C8v2HHG25ENdFvQ8>-CKfRdtAaq~E{{UJ%WvQ;G;wH9*!&_PW zfR2T~i2i(j6xM=zyBM$|1?1$h$<1DfVxf&jD%t=5sVH|CsM&x7^)&Y4tIBxCG{#nu zxUB1j8NjQv9M*iFGjTwNLYteK)P)BXM%g}WH3jfU6Py67iw38e(us0w2c1%w0>r+?*qb+S>NhXfwwz1 z9?GM0e=+$|TF%y91isYCD=qYrN~b*K&e8f)L_N+sQMxzUjn&(K%UKCg=)C~^fUKL7 z!R^|vfC6AtQboK{Ea#=UMgIVntPgNjtDB+!06l>G>q6&G48)3|CY~3)F%A1q{XCD> zoVO}E+>gns6J|$xRkF#ZI~HTQgzn#P`2*z(9&`HErjwRNVh9_!&!ted(#y4U7Pf{Y z1CA&WAjcz&R4flY#%ke+g#`ZqDvmp8ZYEfuhDoJvLPn*IK7x?Qhfhk79tR`X(go@W z!5k2K8ktw+=8zFE$j9qh_c3IiD^-BaRhY*&tY~O{sQ0r)ni(=O8|c= z=zKpIx_w(rbA`FKEWhtB{{XJJn`YYTN#yWF9RRZg#>Y~MW#eOm_#VHdcI+H60hEuW zaF>An}f+>L0%|#%{_o+`#l*Z_30acGZ4NDtTa%2-tSHl57 z7eUF*DevfNHE(Ko=ZXd)1JbN%x~0~QH1b;ro;!$)Q$;8xT~DYL1~NKxOl)JC1TrE3 z9Mt_qRRvM;o+@N)jylr;%sB5=CQNp#naR#-CsIWKXP&hrZbm&RWRILweGLFzSI8ce z@Yw6psw3x$vV*-Xj zWoRGlvx2)$Fx^!88j3_J!H|_;atPpq>sr#N*Q{RZHBqU+zrTzR^~wG5@9RmROoC{) zeCj#x?@$IRK?jl2mdfkQ9#fx~ebehw+(m{Aqv|RwQEt-VSOsn|(DmAVew6#0efg3# z#H;tvbZ>E4VTzDc@+(T#=W>8f)*TrC01y8FT9}zkH#}C3nX6ByG>U;`x0G#~-cC|M z{SUoGbq4U$MxZ+X0IZMG+*KuE*wqTgz4fe15WKT2_EH>t-+Ctg>wiPuvxvuhio2xh zji%1U;#ut`U6&9yM_+G3I~udAX-jDwceZY4({WDM6$I^N#erX@L4tgFpz%th-yKR+b`% zKY4v>*gQ~hdW_Ho0(s())roEJNnV}BKt)ijG~o57bT~C9;hJe2@+bkAB7w=LFaVQD zKnEG;^Q0gVgMujc&lC^RfHkePkkF;Bs}o(?sKQ96_t5_Uy4}aIsjhV9j^FK;lMA~O z{{Stc9H+CdRW*sh=~G$W-0AcA*0PwK@O!I|MjZ&G1pE=$(-|{Pn)xnn3;7Y-mg=!& zE`5RNOMqzqbU~;Uaf+z!}w~t1+oW=HchJKz!#D#hGZ(n0p z*2_uX13zn*vq;VxnM zSLoeE070ne(7c(`5=iD=WVMyBe(1evSCh&|b#}acQX;_rVMjdU-%E>6)Dd z*@#DfWt2XoFdqGQ{41oo@a4+K=UE4uA^Z-zBwxVw{3?Wrbz+a8Po1sPZ$?jDgTlGF`l9G~S2OkP(cI4Jkj~AC&+Y z=Q*J9M$$8b$Gs;x#yFq_;*--9p7dkA04@zTs5H62&T~fN*iZvNG^BAsW12$jIsuvh zZqg~Z9XisI$El{AiU5B@>0PJ8ne(&JU}f@;^>(pvi|LKUd3&b zfBYp7!% zzSJj~RRHeCa5x@=IiOb-DDE}O1OBf=@Wcn^Kl9W2$j9=kI){j&O9Q27P(7BMc#+Tg z>yzrlbRNRBwLK0NBIi-puD`IL8*N%;{p`mbBTktA0BaSAX+Du}dla^ZSWAU}-4$4w zv)cpKfvXoSJU?lq*~h7PmwZt;&Ay(86HoR2>eZP==ZP)TQr0F-C&QNi04y;^Fb+S4 zHU1|50BF=Y&XWzSt$DBN_h$Ow?n_{+BB-ZSH&uF7W@U$(4k-q)G_wMX{IttiUu+psHv0FxlD~1BwOa~L)w`ZL8 zUi)i>O?y;J*lybF%QRo={Lmd!K8kn;@TXa8T8*x-byS#3eA&#iAal=tdQ!M@v(vm= zdtqg#*}<#2+#&%Y*g^9Bp~p;*;f;S<^G#z}yVfqm_pUxswisg=juq^xDz(+j*HxI&gS24I`zp(CqXpDD|HcsU`We(?8{; z$FXtQeZT!xQ&&$B_>Wq*OUoI>#lqs&-^(b8ANwP)9nBN?vikc|OX=d%Qu82vt?lwt z-<*y;g>)9@T+t$zTD#VCsS{FNo@M8mzCr%Z6fhr7C=iz#l=>Wy==K*f>i#5U@|xrw z>uNisK=Geb`PE|f-V7|UGU`4nxHxGD^98AH!~4%kr^TzSwe`-6{f}X18scq6J<1zB zRbBFP>xzd;w$!{mVRzySTWvd0*_Hch&*mF)cqeJcJdS7)D1sjeAMHJB7v3YBd9d2Z zcL+)TIXzq2x#(@RPZjH%5H;QW=W{zA5PFmRDk{{TAJwjHQ&zr~2u0y8vR>S*Z!f+N zIIC-SsA>8b(sb0YM!9g4NoR7h+*}jUcsT>E6xF+M)r@SU1+m|fp_A|#4b#&xojgnUPJxw z{{U5K!F{G#Xg5|?GPTQ2?6)_s{{Su9_}@LjIRd%64N7fWO*YZQ_I9p!-`upDrM!Pa z*ce}L!k=+2{jfub;ZM4wfB^1&Dq9_jdZY`fs=(yOYZp5~z#iw{&{aG|3`+zHvIP5} z{{S=ZQcW;s^3b=JjPic*^{AB$t`v0ceJKNC!xx`12ZY8?zqMUhX^dl8(VBnB4Iua@i zh|4L>A)LeQh@3NLC!+C+gxrvSineCc_YBs2wm=_xVWCuA9{aKEYGk^$ZK~@!@-pFr zV0|z%`O*t4)UoNsh^n|~HhHc1`zubzznGv8(3)gcw--_L>(W%5n8H|J<6BUFm9lCFabloOCzbGTw2PgA2e^%S5c*jN4uuO1oypcfk`@hTetPdPs3!QNx zk0jf}we#7JKaUuyA#QT*=}o}JDBK1c8SjdAIO$SZPFVBWv*wSVTGxC9II0sae=O4j zJf}S>SYye}7|9i81?Q$Ih`VnX3I;j$tr(XBIN;T27pEL!n!6vV;-q3oxb-Hryce-N zRSP?X3lou(fOzRyQf}M&^{P?~zau`>0WHIMmzNB2^GfHAgDh#lXCAny5bYceK9ylf zz{UnTW{?A8rcP?Cqa(drVn`hRH3YdPm>F`9o3%Am)Uywsm^kmnFf2oWd8?7|IA+&VVhaUi8^HQgPdgRQtHk<3odkmim1u3}%Zz*!)RlA>m!jP5%G_82)&y ztyb7r>lc>CfgH`Z=uSuIYI}lWbeVWDxL|&VHFw64qWFPsRD&JNDJ=D5+tcXW{{Z!?(2FoX>fiML02<}|Wok@T*MSJZ@|!=H{`~6*(rOn%Y>Mqmg#Ho>Y;M z_*YTjX@J z(x&ADAc5;%hd+XJS!VMz>EwfV4R0eBjlP8Pr_k36tLax7Hl)_`a-?pJ{{X(ezfsW8 zm^4NR^)!c?YQMcdcS->eN|~yU^7B{RdJ3x|kN&+dAy)kA!Z^V7s@*A4PPw29;L?%1 z{3;Y~KD8>fAR}>*Mk*Mln$GDiU}BQSa;LY@`x>{yb*Lqej%k5v{@NS+cGa}>*@OO* z0`-Z%yg%7B9i7t7yIcKde{ogp?^BLAXy&aDO*!xv> zXl|5WTEFg`eDVJPbk%&R1zAHQa8&dntXM@Iq?@h6sBXuh_CEgf#56F)YUw(|>CGfE zAh@xdZJyn_F!dgcJ!*~3unK2`h0o51s+z2>eQAi<)U@xhELRXWondjz6A%3by%<($ zVSr52FeJ8I;m- z!KV?9DZg3+M9!*9~0>DQ$p86MOCfvG{wLg1$$@lFhIGx<;ixyhyN?@Z7C09uqc z=Rgi4{{XF1TIo%y84?NNTd*@65`4aIvbRk8R3ea!@-jU!+JGuZjTDU(sAG{185m%x z_o&IPf=la7O3cBltb*z_#23*nU;Wn~#69Z?(4ps%>r6y_@s2%dtO4Lt`ez@FCOORj zMVw?BIpflveLK@ScAy3A)|Z1#13l>P#Q-Y|4_bOmQ;w_NnVxZhLC5DnT)2`ejH#u? zQdTL3TyT4iwYdPW)o_p)>@Ts8CENE?ANE-N)9h(jcQe^RrWHLqRf(XQ)^>v8CW=++ zjxcIG1KNq;c)TZ$j7eP zK4m{qR_^tvH9KOrUuuG3&_vtfWB%#s_*F|iJ{#DBjY`@h-6hJEtFicHr3KehwkSC+ zfU^Ez@jw`v40;^Zi0x!nHL07SmB5xYg5m z>k~zXABK7SDq2iw*rs8(xqZ=QDLa5M`LBP%s?Tc3gv$_;FnJ(le-YZY+eFfl%1^GM zuohg)1r3SVXH%XAQ|$d8yNopx_kW%Pb*s$%(|R|>F`UIwU@|m?l;V*@#-k8 zyPE~`+BQbFxF5n-Ykpl1;YCj{>~mmeI5e3fy#o|iL6{Ig=LVWbr8|OgK^PQ(Z$dI@ z;fKXjwgRO(S<8@jwnfqnd9dQ2=*Ah`vdlXaP?n9qANc< z_?txWDx>Qb7m!@WyHZf-j+Fpzn+fbTo z{aMIgvDmoV5%gxk%X_@0-tIFDsnkWx#=lGl0Rk`e)%IlsnxR>{%Fj*aSidka~w^-Wwh zT-Y+IBY(0;ImfMQ>b?^DUZE3OYIibU3^nYRQVAB=0iIlU9-qpXn>6lqJIyo0kclj! z7uWb*J4=or%K~;{G0E@G_|{Fu{{Z|Ww&VMD?CM&ZVUtZ(0tgSRn{WyCsqO5iy44?5 zw($k}*;__Z<5QTAn;*j%$4Z7j?J3NfmBzPoWu$ICT-Q+{mTygqj!C8?CAAGx##iP9 z((Na@b=&5Ja3Nn@?!tjq*HhAb86b;INOetM3{80iT`nv&AN(enX5m{7c{&{6Wa1Gb2&dW7J&9_9$YV-*l5K zj?DhYaWzJU#(q-7cF5+WM9InNNVKdqBQAXhtx8Iu!u9o|eg+2um``EJ=mt8_0v63D zIRgZeZ~)|!ThsVfdmAfzjZaXr)8622jtR>dHu{jD;;$}|tN1@vu)9bsFJ`$1?4No5 zZaE9V&pc2okG9e5{3&Y|r{Wmad*>UiG`#bk&o7|%qSnUe#Pdz!PZM4nZ7M(G>A%uA zho`uxwJ#59FRd$U8m^Ywox>}5SEn5?J_`R`CUO1pQZe-TAZxA9qhLL$5hY!pItRRg40JKk1HuUMmWWDX*jWr2wj)@G< z8g7zix{)G@M{JXU^rjXnYucK4pHve6F^GTpn}c!pT; z&jKrpAV)!x2JiFJtzQa_M@F~0*5cE2^@-TU4b|P(mK1jplh^B1Zmn%4hT`H&Z8_&) z&SYI@a~A8I9;T3a7`lnHn&-{8p6Yg!Ei2ukhAp3Bb5m(LQ)&_ya8lI|&clrR5Amkx z+GM(w*uw3CJQtAv03q*PB(jBxZLL69SA_~b{{a60Tlv(sT2>zNfU5)w7BRvnLC16L zR41GeV?&kd&HeNK6q8C+n3eYy`|dmY4{CstcpXn_Nebd}&VhQ9ioG0b410U`KD5}N z5ux45ZnVj!@|3G{=zT>pNN;Y$C{!Pujz7k#={i#C_l(o9OGrnVaVb3))9Pxxb~k#? zq_)=N7jwWp0QETRD4$0bx2E6iNpMq%8ZdT-9aIz6f{||Rt*>0fQ_u?Q zuH5)L!9@^(sb26sLy^z@^1rQT_&ZAe($)>ss2bYS4TI67{t@_f{3|ELI=A-kh-7qZ z+S`8aA9LLPC;C%b67_a6t)lYKFH_u~TE80lnt~PMKdo6+#Uh8`4!wHQ8L`F%D;$HK zDkdW*j%Wfo7-O$BMpghHLslhh`;OH{cFDyw1bt0U3}ZcNs*D_iSKwZUp`bPqN zkeM9x#X%oFoK);_fsQ?mA&DW!B>pwC;G08pu1R!8R@yU<_nU$GX0T;%m#ubQ8Y`rD zI_FZ5fYJw;6Wk6Iet*uI6WFn%Kia%kt?Hu%BE_6UpHIAhPu94tR`6;Xz17l_<-1`% zfM9vUB9%kUrCrIQala!$^A<+2z0es#g8%Ak4-P|1iNuRiqfJ02;6mi5Ivk-^V2 ziy@bls#5X~HEveh-l@uXK9s zA%viSdsQhL<{564Zs7c+4!EwP#CA5Y={j;pX>5-7aK*Sr0V|K2C%${r6LvVnBkTPt zbYKUrI#*NUn`^{k91-UOKOh^|XV}p*pYm;1_{CiSkT9O`Dp{Qlxj=Akqk?MJ< zUyh=X$`g({cc@p=r?~g3FvgU_EY)L zgwA@=fGh_*WOGX(Xy+I>WAg*=P+PD`l!L+JKU%YJa^Z(=lrf#fz3g{3(asnR>IwSy z{cA7962{&im;>`~OmY6zCx-3|*hvBV(Kg}qZ~ne$@l%oE`90-N=Ry&c;CUiC>9m{= zF7^k2=hX5)l_Ns-lgn)|B1l}J{0(5*&i2#AaS_CkFm*oQ=DTkcBy!$a>d=5;)F2O$ z*?|8541QHanH}j#ruL;Y46&!)rH-cqx{}gvSn=0(3I3S;Yu0UU*IDpg;wE=bWbCSX zhB2Ni!!Ktktm#2cHq0CK0=+*$@fDVo+ixzTg%8Z3&tF=eqi36VC8b{!=`RT)RJ@3c ze{}HQrF8oDi8kxHjBCtka^ZONYOmqlCOtFab;88K?ChhO@;4nCBD;|P0OP~*tic3# zVWn~NvE0P^o@-ihxtyJgW5p~w{{Sj__^dB+`PM9!ktB?zc@+cM#>}Nj13djJUu4Kr zM^L^kQZQQ{`RP(#>o(pYhC2z0dCY%tCU90x!|2^UxULHB86udj~KQ^f)7zvLu3wfNHeN^j^N20FLNM<;pE{`QGi(Epdg0) zOK29c*LVwofD%E9O|-4YMbw zqYrURBdtLqiU6^FWj>L7HZXXcZi+$DL^WzBN#V-!t<-u_X_t^(TYqF~3`7pux0LmP z{{X<%DI=dqzmnc{!zsfK%sUZDpiGun%uVV$8by$!40P@)(b+U(9IFh1Dx8YRDO1=~ z4Ai%maRpoFBZ5y1Jq^4&IK0a;B=sAw$nkO45pBCMK9jIjub-S%w>S(={|{bh%D=`_MP{)B1{Lt)$JROo5zDYcSn!aG!QX z{{SCRK#`r=lc!2k$5Tn(frv*OR8BB>=~EHu_|tld0AMtsvT3Zi=O&O7-xL8bKT2P% zN1PFwa5y;R=71g4Q%Zs`c@&`1o}DNHtdNz-UPVLo6@2@2s3e1T%)B2;1Xm+JN@D|0 zKQ2KW_oQx5G{B6COw@&Q+L%YR037$p0*up1rN%=D-jk;kzSMx$wAR6a zY_&*@-JszcKfQUEhjO* zLykiaLOY58urPh;2+d!LZ9iBbMq{zm3I70AP9d280J49C`*fq@L+ zZOC??=RxGtanlBXEDMdt_n2RC(xfkd3C<5fI#n`8J5{?)Mtd|dF3GLf<*nu$ko`Rm zxTY%(z`-DA*wnCGO=&Qi-P#EUbnpH(D#vMmkFd%1dC&a1&fFjOAEEjlYP6{}ysaGZ zymBv9VS*?Tr}pa|MD5fd`#k6VUai-Hf7)7t>q(y8F*+5V58;|FNBD}ZYkhNNFPm#I zjgL@9RlcINKjACXkNo?O_hSD5>(B;4S2=Bt!`EpviHQgb8INoNPw8DPzlr3YKPqWf z(o@o9UC4f*^sK#79YWgRUPu&YmAJMTQ}31UKr+p)t9)V>+J%eX+Kz%mZ!tgJY*A0K z@m%P>Rri@9;{teq-oH`M(MVdHX#FY5Gf@Yp1A|sE!~l9w&bxaWZh899$}k5*KnyRQ z)N*<0NZcGy2t9u)0B||uJW`54;P#~kfETW5Fh{jJb_Fn+02`-JX}RWtPALw3DF9>x z>qt!@I0W<+)o6YeNgz#2THOtqKf8br-cRT;*9X(7pc}Euao47Ld(x_c3CSRJJ%xI9 zr>be1W}d&>8g;10HoAV$(&Mpi$SZ)<^_#tJWP&&n7y47O;Z#xAuvephkami`6y>rm<%>{pgc zYc1B4*7oD~P)BVtp*^q%2kL6Rmv^meIJ35b*>vcR`QZ!X+mCq|a(?}Mld8u4kZPO?DV2*N3_pkl;J#c+JD}vOu z8{J!0NLa;v9lL=Iy`ndhf!S1Zj@hl->-}0?N*z;Jw9_Dt-aWR~cT(+C_Xr6j{b;#1 zEa>uHTj|fJUyE%IOMl_Cge3PL?5RBC-mYnuH=ZwLK_B*ahahA7nA_%sK%}aL&q0s6J?o+I1;({@qf2YuA5XP~LK{1Kz&{2(Ptu*iqhDFq zbkTQjq-mCms!s_EZ)Feqh{*28_=x<4QN7hIbPMFW)};Q}*MP`^HUb+l=sRYYO}ErM zIb@b_Xh`=rgK3)H@OjJ+amUKPrE*&IHa0geYPNDgcpG$#*TQknQNZi?(gkac)%9C# zT1hURE5mx{nP#~Tpn3tcR#Jk*C{kFQ00v1uf`QLU-_Ui-Jq9P* z_^s@G4vTSovEKNBfH2yQQrA5Tdbjx=wHAY~Xqq0EAch;|)n;5h;>L_)9*7C!>s0M^ ztvgS=`&EvYHRhnrl(^I-^9W8 zA6naMYuLs1qi=g-cdo{zE-q!05m+uWwHF7Vu1fy^#q--kB3i|D7O`@;yS=+WvH{s+ zU*TG>ABgR3JQCU+yjKf#buRn6i~#K%e-%fq@=L`P;>Zf>9RkP47XTOI_yuQ_37~vulDH`xgHzLdL4K0Wtj`6!OSazJY2++R>^FY21&I7p zsKc$wW=&$(?AGhH*2Xv`P@~Xgai4m`(=^F7D~+J+g-_2Xr?B^;$4+fR<(3yF-5Ul{ zxFmMt)c%#x8B*5WZEfSkOTjDEkEg%ZrLxi?)*b%Bx@M7x;y)|M4=wCJsjAkZdrMIa z(+MR5X=VNu{^&I`%jND+F)v2{0AP9wgNj19jCSof?~1u^4#B<0&HSm5!I8cH00I4K zMwE|~^&RPmS)~ZM_N=MrX=D+`H!~b49ZBpdZfnAWdQJ=C07z}?UH z$o~L8ts$jiXCuQpX|#p2tX(KG$Uo(R9*RBx0R4WIm2Ut=2M5=aOpJpNVyk?e7pvIvm=;`=|%7>VFf@54N>&N=Cd zMFWxiT+|N4bZ^dvcRgd;J$DL)+o{Go=71rVOb(<~29y)cPcxQ1DhvX66vRsy4S`w^ ztyG0UU~!LHzZ&t8+JGls7dY)o#O=>CApn4J$n~N^0PDpekTSfikj4pjV2THFc&_Kh zJ8irHK=-rPC9DF(Lg{xs~=KA6g~2 zM`BFmkU%;0sHExbPZ?k__>Wp-hk`LkWhwfcj(XKy!!>4da((KNJdsQbDBRk+ zTB3)gT#1kW0A7GD#rL>1C^$bbBOaAm4t<4Ar_^M2G=OA)w{Lp4;h9x6iR~mmCEdFx z)Q|qLHBsM zJXry?@h#8*0Vdf-J;y(&HBQ{-5tGOm`cTA+S`^Bfv{1QVk^+P)70K<>-n6__ikcf> zzI@aixjw$N%`A@%*mU8Qfm8G~CadB(wM$cK@JATl9F@;*->nF2r35V2@=U*WGP}L9 za4WIXT0yW4^=5{{Y#)D&%an5ou|61H`VkQHb(RHjr`%t=|S;EvJZM zif{EdN?>vBdVaiqHAJzIw&e${BQ`TnyR>aPQn<2j`DEom^*pDM!K}{y~Wc+WWS3@lEjGqV(PDyVgCRDIQ%P|wY7*Z&m!c3@}3C%E7QCy zdL*@iPeiaDT08sxv-A$8Pk=CxHI#vb=&Sgt}~o zJS+!r^c_WeTYNmyk4vld{{Xh2{{Tv@C&P^;7bf>mFz9%$58@w&S3}ms_VIybcbOx=;UBvH09uO`dz|9P3W|1ks>A=Q2B~bnzCbbOp#CB6{(UPd%IjhBq(3S9 zr1q(3X_63Ch+%_Ij#D2zoOb}eZaW?%9*5ql-CL+b zJXzcPOO99Ys3Mf789PbO(vh`0*tHPG*gOS7uwUaD``=n(5g(z?2iCWAePS4)Z7)>@ zO)g`f_O0Lh>-|M$Tw5m3KHro*MmZH(SObI7nqoEeT`qkl=tDLhDF)~#URG80AK_Gc z;~A};BUrY3QKM@FzMSXxQvU!Ivvwf*Rb5|7pGUm%C&Qx+(9FMfRrM6X8Q}YIM-+FY z=}2N9rAE~*0VnxWSY%>=BMnX*RBohq%^-3yngE<0X~6fWw`ZDmXaW6s6xJE*&(f41 zPSm;fpa>ceM=W#dY6n(~;e}i$Bhr}LWCdHFN&u)S3gr6Kk|B)s%JwwO=9q}c&M5S! zk;h7D80km^>q$i!#V`YmQZk%mQs)Pc%8c>P{(T#+#f_1DKw< zqy+lXb>!0i6ae)d>A)Oyrh(tJ6af78rnWm8X>9RH-`b0S5R<$k7_y+%O~U_iPa&AM6AC`_@LMF1_MK`$g}Ur)jy| zg5pmqKd(Hw{3|#9Df-U@VswCTk!tq^PnPtCSZvIobk0T>k*H z!TN z>T1JW=^hvcJvc|H>f?sIb<8lINXPLXdM*n6NTAUztfE~@#IwkPPntV5Y}`-of4aWr zt6ysu8syPft6S;%dYnUS4%n0Z;y&^Bt9D)&)-}tuxYQ(Tb8vI!+~mn8`>E9ag1r+) z@V<@V_&oS6p7QK)B#;JnZ$<3CU)GBa$s>rf@I-da4c5J?T3cAZ+!4rk%zXwx$JVzm zwAj)JzqVzIP4Mbq!C_^&|dsRYV6jo z`V5oVc%tOByJCC$iCjcT>JW53o#~`YcM{i9p8oXMcy{vA(%g(Kx@m91`m-PBQj1$= zf@^4C(=TpfB;D$gTPj=IdgJ@;?Oc__-Y@$sLR*bNp}adHLijTe_kQ*bbXu0L28rR= z^xbyO#_H@SF=_VbRycj+Ao6IqtYbc`v46yi!S?dA&UVXq7ZY56yZyzj{{Rj6Z%ENK zi)(F0RlV0`1=c9W^taqO)eRd`|`kLl1bsa-jluf8y&2as<9vA333fI%TI`Y}9_jb2{ zNz7&`VqCA$j%i%3R*G6?l9!Ra#m1p)WosG3$t&g0`=~iJ)@U(lGr!rqH1Z43q|1MI zX}rcgMo!eMmGH%>Y_+bd^%B5;t#40kC(!=@vo!rLRkE=`nal-(0MN{HK9$Z*#e2&Gjs*s$dND`#5qQbQW(x*VQ!WF(hM67HS)ZBPa}_xz|G z%37YWYopq?hkP--_$e$RyTxlg&P>b$n)#v$`17%ah!aN9914 zrR&%6CDxeQt>pKwV{*hazH!(|JvM{D?b5VvwJ-QftTgLstl2Lt#>sD0h8;aIj=c}J zKDDK$*vDt3OJ^MSk85>@crF62571}Yv#ws=%0p>lN=BfEAm=C08ZHTx?=_1pDoFIp zL}ME9Gsn(7hpF|cnoX)0AKozef7u`7P%W$wpE2Q#%6U~I?)#cjbICbAwIjIRk{@xJ znh3X@?e|AP>ro_o*<6p^jUaEU_MbBXKi0Qp6%EzY`nB_2&M}@6G14{c1x>2z zDSFY^Sg1`l)Z#TC^3eYPc+_!57ue9tL)CVv80MY`Bes3%q?5a5aZJkSJFNx8PvXMv8S`_a^s_|S{FxfH}p5^^(F;*Ow-F@aYR2m>SP zC<0OP_o3Sh{b@MIa649whllU=OBcL_phy(3Ei3KLI-Zpwb0kM4)x>u2uK8tPioT@R zYvMVR!d?-BNVJgsrr}Iwmx6!3{{W9c{{Ysi{sYq@CS7ji4Y87tvFI>9XZ*PQ>y_6v zSJ$=4ubYTR$!>@EP;~tI{xwTPPVAu!dlgi1R}n}U&ovZ4jDISf0ThcKxlzwrLO>mP z#RsA5#YV&o_cQ>;$ZqvkSH(>s=s_Z>&mbIR{V9Q2-*Nu{9@MddPg;nPyNaFx&S)gN z0`bq`SEC$u1KO%axdXLaPJnbBX$+77ociYKF3z@vMC$cX;;rUgKMb3lZ7l}Se7Tse9{kQ6W zQ&8Nf(LNs~w<{xCh06Z`efs|ZGx=4SGm5>td+XWmrEIjWTkz;VOjHMtK}`byW3@Y+ z{uKtJ#xdWKOk=?3w@Pt22il^LocaOpKozAVjyqLJ80M@=$Jf@YxgU)&1ZO_=p#cL2 z9cwy2yfKQ>fqqd;3$cxu_#2rA!6~QYuC=Mn1fHVv|Zcyh)}m1_i=@F+`^e z_;jVwGCWhJZO8ic{PRr->~ualY~AU=oqL8gWoE-J2+dhLG=?tlJnxb+Kdbx0Ys)OfuT3}3#$Q5oTIPPkK zwXjR0SdpRG(ArB{rAFnFoZlYleFsH6bggU%|Q(EZb3@;lY%;~n^_)2J$P zXaeVpfV#HQbsz@mpa|r8;5YR(fg3PT6l9zar@eG7{{RyY0?3>hY$oH^Xy^Gc{HvLT zh+s!rY)G2vL~5)$^d_aS@XVToZ+5p)px=)ysVCN>xXg+MJJ#oh=fv{cpZRLLfcGE$ zYDgKH{tUREV~uLtZp=G;cq00(x6vK6F5D=8TYS3!zs?u`PLVU?L6Bnd*xr6 z6Xn1Ar>E=u>5`da#B92ao|&&gK3j;yQ{$j<{#bq$hIt0H{3b@NplX^E9LcxOx6iNt z0IUzrv7;ofIS05sjWLz(Bg&ufsr)}7f3)extB*P__lHsWWAdiTGPO!Mp2tvv=`)y| zG4~zE<(f?m9-r|0T1%^aLI?RxtmJ3aah(2O*4~}*7Q*`GDDGl5sWWYcW^h%z4d30( zd7s0Z(GI(O82;*JQg?f?{{R};@o$1PODmIcr&|lXIadmhoVt&7@AVZ>L`e3S-*C-4 zb$Q>ze-gf-X)c#^(i^KK8%%(PX!;E2x}H9muK2k1tFfKOvjJ7EpZ5$$Y#K>t2)Q7T zNE{5}tK2y;Fwbgs7cqJ#%8#XB_~A6mttLAg`e!nH&+;qHYfqfa8h=T~aZ{JRUfz(YWN)>PI8ifE-D|;-ZmqDnNT?f;j6y5L;Z$ zWpbAm?ovcK2l^js($y_t)Gbc0Vw*uf=}?ZbxA(r4n(3ZJO{VG+X_ta!8{=WNSkFga zPptqJS9!!z9)E?8e`>KTVt<%m73h6wn#P=#joc`aI{YyM28t z4tN%Hj`Gp>!r+plxB2v{pz(vqr*T-;)bz`pBK55hQD!jxyGY9M&^r-RNY0sTj{HIqF*I#6>}R&1~2)8%3!ig=_OWr9@%IR1y;fMz~hkLgE#Yi9FHhVBQw(o#bb z{{XGGVV8^iMPlckC=iG66w*1V4qN^bt^HGtCwpSveXy_3E7&#Q7zLc!ErceawAjdT*Y>d?`;M3L3 z11%p~PV~i-kAF&&Ac{aqZ*x7Y!fSb&DF^W{ap-+&?AnAENFG~7hU>hL@Q?0SvHDhN z6m%mepK2~E7Xs%8jCzh}s)3maD%j6oN-2ekLmL^30gPc!Q}m`1XeZW?QxKWrjOLV4 zj`R#sOPo?t^)v`jX>&*@%>V|pbe%FSN_<>j+u7SE`pIQ*4m}hern1?>j%p^8cV3>9 z0pI@sY{PDcM(|~yn=v1~y>6fHWd8s&!0ak3FAue>i>ptr=6%?j?8GFDAMT-UUHfn` zTr5+VW=Q~6DnZ)gDt(CVD&C{5UuyHmCG6f{hyffycE*5q3OE%>lHz(Fi*?9!$n2z) zK{e3;{hD}DOBAUjrNj0OGe7Fo{PO#| zcluLwUk}}Ck-gb+eKOeR6qQ z5^2HE^$!^&n%h4y=qc$IJ9AZ_`HIj(WpbO_PmMF!!Uy!HpAKoa>=mpdJ%$E9m1*1B z8A*4*P%>GL03P+sc%#P<>F9L*A;V1HD^2a~=qgwy?pD{dPYURsZs}1Jt)t)pmK~vw@~{P%?H#qX3^l zK#28A<82s?8~5%y{{VD){cE4x$@8u|~(qxE1pok)mTvd$Vj(HqYKqK4Il=3BPla3E+idQN*rUPY@XyX+{n7f{o>0F)x^wK8 z4YS>0Ki!Od;(n(;k**+IOA`qqk>Y;Nj8y(&y8i$LSxU=3yL%%!Dq@M{VsNAHHcxKf zoit2|d|i1Ch2gt>63+qWPb_;zKJogo{zg@OG2WT4JbE(v+NYNMPr7f5xJ7f$PONnxSF`CV(TAvGnz- z62Hu9%+HbSR9uhFmA#llls%;N+9n(z<^E+8H$qyUn>VMj}tEa(_Yk(_4y9 zLjM4Z*k0;7K9R^5H$G&T{@~;P0E+yoA0Axog4WG?JDEO#MnA13jEk&%N4uCfkt`u7 znCX%7{{S-8kK*g0ajz8_{mfxG z)Q6{2!Stvfo`>+J1!+$;S%*DMO(E-^wE@m)hle^I9=40~CO=jhs}y zd(=vDM?Zy4k@$*3A(tn=9@RdB^LWEcR3koUJoDJqc{}r*_p4qRAMsgfxFd%o{tDF4 zp2o+Hiw#D?GN57?KU}x}09v`gcB`qK^oz$cFWw1!idV0EndF}oF~J_tXZW=clx2U-var<%119<@`g zT8sdoQv*R8jtx$S03T0!sSi(jvZFrU)PS2izNfWCAm}PkM`2OEI%BN>TkzQpKA~XX zmAHqo@5uiE*{hgP$mLt_DZ$9-MQ>?yn>}*QU*UH0o9NtsJXKE++x?GUx{R&^u#|lp zpXZu=3F=1@Z;Tv$J~roa(Auo0X!pfY2NU7z*3vvhX)}_c zWb&o|0CezwF299p_>#m(p{O;5g~hwhncHtX!5N49IqP0qrs@r$>Wwo%CW1kSL)=!~qRQ~{HSu0As?oeHZJxQ-Vwb$gmonnH{XD6u#IIa6VTf~!C{{UtP zQqxb0M{_&I1dJQ1=hHv_x|c4+C|h$o#24S%8lzl*K4le-`9C%~RM(D+c_OQZRp1d( zXB7$@=o@#VCJahG+35Wz#QYX!fy zMbOo!9G}vlWf}CK2CETP75EifIO3kHeP{yEJbh{WVxdOk9qK?wS^yY+7^?2SF~FT{iYBn_ujm zL5GsZFicM{zovaC0hadybk9Z|MK*Y{3#b_#N3B%3x46?U8Yu?Z6#fi7N3~pzQE;Oi zFMo4V##CN|KUyS3nj;jX>_6S@R&F8wH5~U9SQ_a9MR z29K*-YBo!uYfeO2#iiN%(6?Yur9C9K)%5ZhWgoAqH~5O?u5F&uc7kD&IRtcJ>r_dh zsp+>`P3u}+E*Nr-KI^Zjs$RyobgfR`Q?pGISd(gl{)u)^F*ju=(z7q@E;QT6w7Olg zFCg}D*n{avWlCSXI5ZwHns2=W6K{HB44RWajUx_*fFR{*;k$OFDhSSLpLFrkfF#cp z?|O_MN>JS>0#4raU>>@Pxz7l7|A1*sEnx=W`MZdlh9KhMP3Ij`U+#qo(Bv3>Kx*j4r7y&d8ExZGq`?%z62LAwP`+Ik< zME=FtM#-U*x5~hNmEiAlE68MNUvczf$I_SW*C2eC6A$}nX{LnJXS{!BN}s?F(9!le z2mG@&;VY_Nuid@5A4yyMYE;&>Md_&BkNa%ZS48r&+{LSp;6IgEiU{LIl43wn(!5T~ zTh=*m?K{Au{+gQXJTI$W-otwp-ORIW0hGDU1vHZ(rieUe<5|N?rrIZ!5IE0L-sk)) z&sEH_v&iJJIV^c5x*r$Cx=7{#XQ8fYDBf8XDAk?V;Z;USHJrCKg3#1BzOun@-owUy zR)*1<&ebljaE4#?P#?ZW_lWE&<+?|puK5{d)Cl4*a*+K`cB)r5Lgh@;J4tfwmS#P_ zpr~x=g)3_!7nzw=Sp19kSFourj7HMkBWycoc&bdqpHoPO%bgDlK?f8h6PIG!T9~fj z7QxJbjBFV@hdfuJX{qD8#1l`dOQ+g(Y3~ZI2h$n;RnKX1rG~w49lhPdT)by3X&T7N z&D)yY@g9e#+S&`vYh2W(mA}=(?5xav0O&rwD@$1AZu%N?_~Oe$fuV;|xz}%d$k<3! z{sX7eKU&~5jb{5?y*F3V?`&aFMimF36`i}%m+MGrBm$olPc*3%YFXUi0Zgu|Lesv- zAKE2f-^e%weZ~I(8U|djwHjTP&46*bSqlzLWM1E!`NOV6LxdiK)~st+;$QSgTPVD{ zdY?+iiM~KRIHXE0DaI-5^AH7BR>|Y?tFWfk9;dAUNeYNY!ai0x2l`Z!O0h;=j{=y* zb{)gz?^$Gi6*4w(e0 zCab9Nr`vOaKi0pexXkoA$Ywge{W3G|=|qD)|)%B{vaah&^fsL*=#6*}YtfyDqnzHv-u$3Mz~#C6A9 zb*SC&GARK2Ygu(0=qzCW09iZj2hevvfX#M3HNKBY&~3C^BeAXkj0NhkFH`vR{OUgg z>Ea7XwVQwxIAo2R_+wwZ--#IfE04d_pIX)~br<`xHrSN^016HOs@W3tWHF}zZQyjP zAP~7f{d$c?-o~UECZw_0$)*w1DGqOH~8Yzvw?&sF5N+13;Gg1;(PoY`0T0vG0I?$8~WRmrbZ&TwS>4X$uZ| z4#V=rcY3O}kKlo8z;w1)h&*!G&+1Ki=pZ1Wu#V!MGtMc)p*g6*=H;hJXKkV>`qBcz^&M&FAb@$}nqnx=J-un{NGAjiDGa-zTiaagP{nl+mL0Clgpdvg z9X;z+tgNj*B56_BTX_MYX(Uid1eJb9PoS!v6SjM;aP1rh21F03F} zx9R>h#_3ldWz`^*@G=#?hl=f31vDaLwK4olYxbQbXH;$W?UVlL;QqL(o(*{JCcV-p zY)5qwW&Z$p3?Ir*v*L?!7N-^JfFr()N%HjEI^*;|jb#o;(t?cZt96hbKAEhUYy6#8(iu=;UQSs&P}Ur>aNC+NLAXn>C{FbJCz_2XR1XRsPt&KY7)^ z-au)~tzHk|g#BX`A%J>P2nIS+xa><8i1k=O5X!MS z6%INPif=-PBECZ84KD5AT{W$AD3}pmyRoQW$ zda^|^hI5((Yg$U0<(lc&OcwGX{*5zrVg1usUD=3@|t3y`|c1l@DIbI}z$A1j?ADG;=}8q%n<6Jk#-! z){u@U0xpLj;(*x{^WLLnIpc#s4-JlkG~j(|AZftR1iAbu>N8B;=xNy$03Lf)d12~Q zeMMN~@TBB@XabL4#+N^pSe6j{uLi1|gNz*05aLM~#YV)a!2>3rxE?4tJQ_epyW5Yg zFyNewij!c@G0i5y@AyzMJbTiDJxw{3bBaQPu`~b!p7dv@G=X}Y(%^OGfB+jDVvVPf z+JHc%-@u?o#-Fb|Hp0VDhwa*bXq^1*fJ|=kd?Mc7orZEJ^-}{9A zRZ8~4>rS{f_mH$wcF)~$>JM>1$_$wm8C-TXX@EQoRBX8G#Q;|{faASN$>~w|pa~XC zo@l7Q8YluhQ>nS5l4*dVu4(#h-m7-D)=-&bJ$ovTRy~D9Y;9I$H>PhOec=u_A7Pri zf8t4IvO0d70_pmGd5$(auP1fIR@{1yt$Nr6y>&Bq=nMQ9#0sQA`jdJ*WX`Mlnf)M`{2$ zH67FAY#{Kwx4ElP#6}qP?N{w)NKemg461*=nKhfJk<$z;t5s2)uvI&t z*6rHvA1QW*FTrDhSt~3$RBsiD-*86RF0uM2pr|fy9hl};kLIE}a!meOW1h{g}+pmOO?2rl_-X$6B1-u($FT7$=iWSmF!wI47^Q2?VCd)8s~S zq?~bA^!)b$-^3b!hb>;)K!eV?VTmv2U%Y*Xr|Dev&DF*A%UoQ{^Gx4)+~n1D6!Ac; zJPs(St!(ZuX7X*LF8Imp0QWVg2ZnFV>*vG-U0Z8{ap^!@T?{{Rv7 z`c}@XdG=U5r9Zxqb^hq94Cc-P?{4c9V*m_bdJ5()ZXV`$noqpP^7f=n?nX{cF%Qnb zbIkAa8PKhmLsAb?0)HxvOCn92+jPcw6v2_)FHBm zi6&q-e{^*%_zcuccqceGuD8HiI@`l8vnx54Vq=7{;ZyjV@jQJ6G>Mb4EO^@NX}Sfr zlWCOuP9h4uqF%qBAFXi_qOKGG0IQnrq`Ka@HR5jjIsptB?xU-ICnl<(z~-9>t0F3A^C{OBJvo4NGwNMwNj0QKptbI|kaP4fWB zrtaPR#Q$n)D^e3s zz9S@+fcQQ9~fz$Or zrE#AqJe=0Yimr{%h$mBxmf%FE*SY;ktWCt6cPEcwNtYdoLFcDV)VVFe`qNYpdXwrY zO994s@5LdEZ0^TlRiz{EdJgqrvB}RLTCFG;$9e#&=RaCR$3yv0{r>=+5%mK!z_Swf zADv&1?v6OBkaYL&R}-%$kRnllG1U9h@;XydK;%;Lr;<7Lpkp^O6SbLJrc~pK)9{mL z#ZkMlE#ydY&B-|R`c_*WwW;9{zwncC0RrAabNEw4%VJ*`ZC!26PjHUI_!tAHOj0q&=hA|5J^d(dGmLbkQC@7}m=ZHt zvM)K#b6PVg!5GK&tm)K_F`8gQ@`Ki%q#id6`_;&8tyUBgM6Hkx?Zh8`^>*6NM967` zt_q*s#u#Aw?$13vC>6~3L0}3nBfVaaI6u;$dsrbxnjOl!hss!-1N_ZP8R@|w&@$A0 z06(9tDe2ak82Nsk0jV>$pI#{eR%8sg>OCrh-AJ~J8p={R5P6ZQ!jsVCeif|auLF@& z_;OUX@hl;gcFwIAIL711{YELEIol`0NH&9&$m8GqD_SGD0UZdco+GsW&+!%9Xab>e zDgo0C&-l~rT*)5M!1eZ_i82=$mHFd55nZ*6&v~aoa$R>ajl*w4(AOPyxB-B`#w(%l z#Nn;ywPVT<>OGHN){+#BkR$|t@kjgz{{XLCuZk^vo8d7T^OtcTU=lbr)r84Bk&4do z6|uO{nZV1ycaNt-{(Y*EB|Bnue*=}}t~AHbzR&*vWd8u;wTg#wyQy3n2{{ZV$q>_2(=}kOmjtQV; zXFyI(LnLFIb5|XE^HCK8@}LSVfN@RR&q}oG>N?bT7@#gOM>RN)D~$d%5{_zk@+bk( zjEo#+q`^M4!+>+vo&i1S2vTr4J!&(Zy+|XFM^RD{>}jmMzy#1UvAh2Oip#?5dl&~; z(+1hl4rNSoN7otpNxG3;(}7JhnxZ_tPVPHKsn}|Pdw033#i5_v#8BnVUg3Cf<-+40EGZn z=}uP19cX3eif?>S1nS|a;!TVn2LqgfHtq-i&?TdrJ{woPA=dbkN1bQWLsRAepclVPiic$Ce!Yg zcup8_RP=Kjl0kR78q_gCBKzdo*yihQS$nFR5rI>TLg2J zJrAX5;1$8CXrnwHX~YH?@7kR_K3Uv8@A9bgf%sApzoY68bUc}5B6R71K43f5eP2)V zTkSDq#>eLv`={6GSuryqS5j5f+tpGnb>61F zf!k~MYd&tp;p-jJFAr0UU~r}GqmjPq9+Lkx8lR%nWI+JO!A^`z;V zKynAIE)TC101yGl{b{uQpG?veq3~9kWlw;nPIiMbS%>WxY0+7ef zGfo|NrQ(>y0iMZJPH; zoZVX}%f!PIL;mvj9^$hBRvmNiRpFj%X@u7DJW?-5LxWo>d#38azT8(&y&Q{((=ki_ z`i_U(PzGto913pGPDm8yICdM=z&PB!54fbpd(tRjMf4O?&JF>hfG7p;O=$w~yqaUk zTc-k}st~1%9Fv+%(o$xa3rR&S02B&bQi=ddQ$eQC0@7y&l8z_=*)?}giq>Y4?k+sF zjAw<;YJtfHpCnMmu_SUf=H^B{GxVsFwueR@o0a9Joz13>*C++fOq{4Oo|Oq}aIC`N zNCyYyJ!>lTM-r?o?BUP)FiyN)@m`BPUq>Q|jPa=RMhXt^R#N39XM zJM4*r6WCK_)BLw9xDdDp+?s~<4xXyf5xK?#Dec~-E)Cf+JVe&$wpGU@aY)MHH<5)M z^H~dXJF`Kl7V4WA+HBK=`kf~Nta!W*MrQCK9i6biaP0_KD5cc(I z$(rHhW0Fqel1a%Y)YC2?@)|Tryxgu>j)2lC4Wyo(>8-RTtfd(^%W@|q4hBzbReZRU z50P3Hph<8@04j`=Mxzjl<~DpFbPPN3S}5pnRH=Dc6v{JXA`|^8HBwI|w)CAIEo$X0 zVbmPR-0WL&Kpv##we7qXlIkxKY6{kN;G4Uxn^HV~2sz~c04k*uDNKXIw|*rS?G}#{ zO$;X|_i93Cwome?=J3ymC!R^9(3Oh@q_ zZ|7G0DdDfSAk}phm+UBibqZ&7%lZN7OpDu74(CGEY%R^j-GtD>2pilCWb~<5LDfNo zNn<=hZ@AJf(T`g6JxD#Y*7}yIY_}IXwpeM%-@An4?=kL2bKA8?Jn~&!{ibjPr9z#g z;Cl?v#H87ursW<0z90C@iZgj8A}}!IagLb(04BNBiH<%-Bk5NFlIC}wX$+Fc zOFOr7S4YZ#3N98ZTHCTV=NnIK)xJQ+a&gp9dG#LVj&qFC7=KDeI2@du=ZZ!=`)931 zEAUA_l>jnFQIp3URVfZzpVF2|12=L#>4TsCy#gEsO%nQ#%A-Ui;}vogJRJTMz?v{R z^HYp;?dwbc;-m#g2d*g$c0fJ93S%7e-j^e;IjE#;F5)Q+wWn!!8rAaJTaSp&9)EC}3qrNJQjQ-R=Ol>osc@kj<^1CB9FViijgK?0^A9P`uG zon>lu4NlU_r=K83Be3p&EYJ+}4HXwh@Prb|I9QtIUfiFX`~_C0Z;fY|4_PxWT5hxtDBag^bnu|lAcxXkq53}2d)Q+s!!2N2>k2IE3JhDp1 z=8@US@5#+ZMmZ$s9SNX(ssSCTdCwfw8uTPzyU3$6~D9 zqy&Sh!N8?s+yHUwNH97IapO57iU5ty)&BtNRsR47O>zGK34A3|FDS&~Oq?CK=lUAY zf0$z!!L2U^jCh#t!2;e){z94*wlutU7yD+-LvAA2T+Bx#MO(+gADO z_ErA?(3-I0=Zl7>0R`c{3$3B_NNp{)C! zw8U55co{r!IjIt9SA}v1&{PK^l}|XJ3$e4f3hYh~1E8yj27kh{V|MkcknR9(ef2Gp$*NVN`yzYPcQ+Vaxu@js#<&CfJo=3J*aIG;!PFxL}=P1Br*bbE)EZD zcc`oyHQ|8{4nh8u*pZ=hH%GJ%di@1UqTG2pycuE=L$QcB;Pm}*N}v=uchr&QZqJ8;?U#ThI23SZ6{pA_n|wMUyxO?{&pdn>_O7 zDRliokxnIoPnEsF;Qs(B>O4%Vd26TZQ30}e#BzHcqxz4+srahXZRB@AaVp^bM<2@- zXTz=itKs|Y70L4x_mKU1kNkW2)e7b?Ip^@8fDSXoF-adQDOLvr9-!0DO!{}Ap$W!u zQ8?ru>(Zs*f@uiJ_Y?tLhqXk&0(j!AvgV;-#}tM`jCQFL8;2C$p7f%a7C(ggQZ8^o z>rFy92dz1}hNJ_BS}@%R;*>GS;*NtS6afiV1KTwde65hU6=9A|MBg?=05~2vH2jh= zRh9OfRLI>AL*9TSCjeuvYBydpnt9J&zSM_<$mu|e&OHT0M+U7p;~3_kanRy{k@W9R z4b#?{jG9h(=721zl??^bl(LG%0&Qa>Xs2it9NL3T1(2G?)y|0cRYxk{RydbtN88M+g<$j za-1+fz<<5|H6Ej|joQhk4bl`#r7&S)fBOfdGNySNRb_(s4u*1KtOb3_= zalz;fOBqZWv1xYJldOx=qYqI~%Mppc**y(2B7i!{BZ~giE{{XJIoZ_CWRI4i$Wjli@!31{{iZm{*X0p1H*5)G|@tiO} z%zIUQ4u4wd>~$M&8QCR`{EHT^7(ZsYBLZ*sPrv^FtXDsCZ#|vNme*03ri|g0sN6NZ znOyKYiZh-)D9$n|Fmakg5RSgI+;NJ2bHyPT12h2<6oB*3N^=a;NWk`>2ZQO>mp;7I zVB@_gez~ATfaBJbT?6l{l+6kk6;cA(CkP%w>`{4Y%q?8LARFb{pt>310h_n^w7y<)0>_eL`7GWVBLGO4mZ;ZN#Mb5#%p`LUc-&|6D=A=*wCuNVp_A2qs? zSWJTFGQQNu>soeLxV&joQ?<1Ub}6|+#E)EHiZpKzL9E^Vnk%^$MHynS?od5*kx8lP zkZJb@D_P#^B;oD^MNl`OJcCq`n`yJWw{dxDZ8Y1&j>aVa08Z6*1l{VXfI0W=T%U+M zK^^32rfG}hX)th#I5QvbHEsB6`&ZQMJh|G=-$S(@zIV1=gbu^h`qe#4#P*Y46wdLoj|NgdgnNJbt4`a+S9*_$?aEv> zpQS_p04$RL2$$E~^!#dFLiQP~;E!C^?cON4OARpr8TTWBSh|mhOao7F^qFS8;A-yG=*cW)O8h< z8*66$-|@&li`aWsaP+8R`D0bcCm79GiZd(i=sTJQEHL@6llKQ-da*2Pjmn_$f(Lq; zR3e2@fGQcLNMkPN3O`z6Mn&QB{^=M!Dw=~&no%>C#xi;i)v@8N1nU=ONr_7cK53tz zJ@$kA{izqSFZg#$hRW3I`mf7v4=_f0$lZ=Vm*-g5x0f2Wp!at_d5#rFL|(vE{{Rr{ zf7>^S6bd7-xA|dSo4aoR01s-X3|LxB5crp991bbx1dh~)zIgVaW7d$x9dSoN$>jE= z1E)+=9I(wW2YeHg&-1D>$a9SGPnEdf)kn*7o+trx&P_c=P7N>)*c{Zcu6XH8M6jvP zO1g*#2d;lQiX_@O?^Y9${HY9h9QNS!ptgFG$^59`6P|{VxWyn5j!!%vT6Kks>bjgZ zNs+y>?fujrc>YxjwlYs3^IgY+w4btRuc%G}Npvy`e*{DPdj3?>6rO?O4M{ZZ8a+19 zh~&9nEMViyg?K-oPtLei0B``~wOQ4*6Rc|&7o?vkosg;R80q=-{Av{+m#sDtRzuWa z6P~o~*ykL2(k^l~_4G6nI`{UZFmAmCF^?XjIj3$p#yP0T<0KwG3IJ?}fsVCSRve~k zQrYAYRprOtz&_@HAduyW%?dJj=9*7>kvPZs%`p?ixFgoDCm0o00oOfh;`Pr@ts#y% zJYt+MGDz)BUZ2*Sco@effr#CCt=|ROnf2LjzlPc(Mt{8A57RZzvE%7o--0a+Iul$T z8s<{KpYE>%`qMLtvLMA+GgR$zBhj$znw+n>yjX{wpPcRBS_=aE;0I= zJSG1C6E6{KI=hX^PnLxA!9V;;kIu3@XL4?QKx030+9gE*kIsGXC z8R<c$Sg2~rBxzO; zYM&fn3<27rb=}x~X#uI>eYaNHmYF9hB5woJBWeEt*=v-N8Eo!e36!jnw$}&Nu3G9> z8eHphY5wf}cmSHBZK<~t4=56N1Fck@NSk&sx}9d* z_a;dQ-4B0CmhfgU!?jBpyWy!8;=)Lrv1p%xxc$@8w!DPZ11PGZbC5w-FtqONRxBKwnocck(d2d$n%rxPs~3*=UJH~ascmJ z_e^!K1>4_aHx@0nQ{0Y?{{XU@=aiNmc%W!fdymS7>3}#r>2uBn9lo6f1q|R+EI8{^ zkT}go>IX_dS7C!qCmd9zY9bF#lmPW_f2~RzBcT;oVQN$-7|+sxBph&mT7E$2ezd}V zUHoKHs{*;80CEjR;O@>UM)&JRN%h7%Pz6~K9zo`n90eYf_hHm?Q5GA3+M|Kca&e#W z{U`#;vF>R86HzRg$3KQDP;=DrKn*;Mb*P+F_&oDbk-MB6Pz7QRX|*d3Jq1QaC;%(*R-l<>k8t4k9+df2 zSuoWjWEP_c%zK)3$;?0l-iYxU1w1svS!IU=u2!2aVQOjQ;^DWgPx$*Z)bG}i|rD|`PMCJ zCB?nZK{y}6-v0ppy5ggbNMlgwS0ix9#zE+6M0QqJRx0XuD=EPT){TVqW!dfKwz!hs z;S6&|cCwMksJow9>n)~(#&$y9<&q701^wK;1;UQU-~RyDT*S~#Z9I@%M$yd~!y|PR z1;|h5Mn^u>cgIRXeJB`(c%~77*YT-29cnjlt$=bpO(xP6#xnK5q|P&*DaVsYM`~jY z*j)CfBZg2w{OY`b@<&Q7rQEE!CuzoNIh$hDve-EGrO7Lv-nAHT8~~-c=N+k!BSx}$ zI~xaS1+mYqHtclLq3siQECqd~f)b!|ef=pIpPO>y9dlI#=6Qs361z@L!ZGhe*O0FP zBPvfDbDgxV&Y!DNQM+XA8p|H+WBsbC%F5UypXpYS+TsN{ZNacdY-c$Bl%xp(;DCD` z)k&O{p%}k)l>z4&>p(k>4h2PWh9(F2bHS-%bYx+W2;-WWPRPJQF^tiS^XpP=EgLpe zfzAa*p2O=-66QcBL+wZ#oDbHQ3Ryv50pOfx6(`x%mTXFx+n-PK{{Yvavf`5?@5fqc zkgI{$Kcz(5qeF&M^J5_Or^r8koF0QG-@Qwgqj2m<8}+1Y<13G$pmNw;mh>E&(YDcb zJIn~IWWoL>`3LJ-TIO!XIh?8ag=ibtUNADa#xaW7i@^6%VXmi+FJuLe^c7cB@Lk=k zW?Kn9)`~fg8(e({L;UGDHbv7heB!J&bq0#6H~pa^a$_NaF>prCdyc$OS-3ltM~W$P zKp8c;LQ|-~1DYrSXr#q2awMLP5ED)gFqt%UIq!a2>vm#*^sqCV zptmqv>62OMksM{l3!hd$(u)l~i00-Ir^ylBj;-raB8|gvBzg*--qLHS(hGQ+NnGJk zMoBf&&1YrdXh56Gy4GB0U^z$!zr7@iy^IO1g|uqYs750z9(nv~y2-R3kP>_5pDdD3 zGf68Kk&a0}r+M?gMg3>Ru*hj>14l|DJ?^^y7@O=8){i@*|H0aMIN6jf8 z!oSqh@+SRRt)L&Z=@P%$;?gu2xww^BnJy1?41X`uof=8v>3qlk0Eusf?0aWuU_Y7u zUs|^|i>i2z{wsU9f3mb2Tx^AzRh$oCdj9|~tw-W5KUdW}y(>+I(%(ve?TP_(fu$q4 z0Q2lAk<_7e;>qtWBhs`zF4gP-5!>6#2J+|BjPY8U+*($XXKQbHq}X2Ta}4U%96{1c(I>e)T^wL0xxh)O^YzhUZo)@6m1i1OZE&F5dvb2O*7`y<+=v6WR- zh~420H9_y^Kls*D_6y~kR3fn`yvF0A9(xodKIhgYOGHW*W?9BTV{G;Ek12nAU`$^h^fydY0 zwj+#39?|%mRxXOI5HddzzXRXiwpoI(P){R@1jS~+qvPvIEn zngEVR&T=tK2Z}S3*P2n!y#P5z;f&R|koxgaLYsi}t7xEp9+UwrYsNa7k#a@=>40h{VV<=sa0$rznuN$fAQC776MoSXtrAB7^vXP$Zv!kH)Yr(t>=j%qm$4}ZddAe7V{k2Nch z2lA@yb4&zYPhRyp;2MB`oK(^B-A*V1;&KOZ^s7UFMshLIszh?Y^!BSrbJ~!{X{!R_B42cZlaKy)7T8{{U%g3SxHWp{|eN*x#<+ zrU4CW$tV4xO$u8Pc-tpjwNx;n zh7s6!AmnxD6fz_5%baxPh09|Mdiqe=VUvzMYDy!JkCZ3?3aL6}b5@)l_{~?8WO{K- z4AuaV#V14cr?~uSxfBR=Vy(h6#yR@cRp*Me2{__`msikK%1B|H4m;Ec2VzMArT}As z*U-`s?1BK#8Kyr@l<)yQp48F+&Uilk=ov!c69;hlHwGX9pYw{J#Ci?Bm~ExAnpq&2 zb&!Hb0FFjFibWnPE53{*(8V&zCf88I=QY7hyCx&l=DP0= z+zIrd898WMXW`URM99+-;PWh>_tkSAEVD7m4ceAq{{SNra&kI;pUS$9bCFebTTywX zO%^i1Z%?S_{A!UVM}cnF?RQ#S#2BvQ&JS`12>g%fSyS6RmDJXfWIQfV`{3|@DyM67 z+IFK2+@;Z6T{(mD}`=)7;NhP%FG%_@DFWqH0B7h$pjRdD4t0}`N9V$t09%5EMkPhd$ zs&n1RHN#0UW|59u=dDW&FLqqp#_h0fVdy>S3}L&U?&R@NJk2m0$vEj!jnDJ13|==fO~;Uo48pFjrk>5hFWBVxz8k;w5b~-0KYeO?mm?b&5gyp5zO+!ck&lMHa$%% zrpt`EU5j?oZh-+Ll^Ex>O`6KHc?8^m7rrY{I0vOs4{~Vac-ET}}#-+*fN1 z*4{R;5X@tPUbjz`&jR5``TRbW!f#a>>}qJGc%@0Ak)xFkNb^UTo)0@uHFj%4nQ=7Dp4rK)xBc67+%xHe zMTF+rzXjF5m4srUM>~cwQid*@qagnPya=p|E2yE3i;`H8g#xspyNXoYT~OmBG3iu^ zcVQ&x2HE2)p6$w?#;H#qm6lQp9&!&NwFGiZq(=mju0Cz5TLQCgEh8|Q;&lo-AwPTl z+D%+q47a)nyIUl81B%y*=@um|aRh1(e6>^0<;koV@pa!Qb_rft9~M>L?Z0U(9BEa!6157yE}(_unnQRVlX05bB}C)QCYz@ zC?WYhYga|q+nrGvX8 zs}fBpmPK8wEQ&n?kSQ@nC;&4}{{TIt{{X(tHH*kF?#u_P6Hmn(b3hTQl{r#D^#=x& zkJqh9j1N;uw4T%f7+QW^kSS&=Iw>au@TUdllmS2u3yPIzofIm~BB#80LeT6JJ(mEX#&&<=O5_=a6h;|#)5P%X?FKk z_W8WJo>^RT8_LY6Jvr}MN^$@gr~&7Jnl5gZ$`I!UR{M$lO(6}vycUVIaA#r0e}sCP z!^tdIl1Vuv_oZiNc9G8JZb>xKL7)nHgF0Kb+yGA}*wtM(Py1V$WGBc&&-+Kxw}ra2 z59Y=kFvipAPjrq8Z>ybDBc%PI!nUn)Fo=KUnEwFlclA6~EhgFxBGl^l z>6ahsB0Y21{eP8ZTwKqo-aX9cF5QPk9e}5>ZZUVwBS|9{b|smKp91cBdw9;)DAEg2#mQJ{8 zs!s32tvW{BX@lB;7x`3?p~pERzA1on_|=%#j+r8WCy5VCbroR)4mkJrrpCPW?Na0A z>4QKEf<^)3tp`8EMswDX^y3-y&onW|Ac8SK%^er_BKJ{I=1*#vwuE&q+;1McM>S_m z@43>MN)G@Q9x;UYq-(0=b|2ft&|v8L4LVDKfSk!DhYNMgc( zM=jH@_)~Q~PEB7`p7iHq9k7q?#ySt{_|#zF4)~>UqzIuSR8V*rsR1BnkYM%nqo@O= zB7mQN=}j35$98_bXgSAjJNnSs;AgD?Vm5D-;epR=R4i}~d-tcibAiakS7YjU_Mix) zekvS{@lJD|gWj44r7;plIX%r?iB5PNRcP^%$2D>hj@gVJ#Ee5^+sdy$HaC;{D5<<96GNfKSwLyzX-gkYgZWe*4pFIilULQ)e4v#>>A3#@ z@hU$$qccOt+Ka)YLunhbwcMmW4hcXqN8(7YImS508SCDk;C*TUDs&w8`cMV9*Ek#z?N&zv(yK?? zIono2%HVK2(gEWfW32?1C*F}qBoD(hrw8!tC;};u%0qFQ=)N9}+SU6411+$|Ph!LT zDY_SiZMCZxx|;e}NR-B@8UulW$^gvP+L|U$L41Bm z@dc@DZZ?WBpZ1!$sLwb!#w)4#gO=5F_S!~mm}ef2YnDu7C-9-}IP6KZl>>wIrR0p9 zb>jk>6fnWyb*FK{?!m<(hBqTT3a=pCxz0M&?skEJk_A_DoRU8Z0MC2}>BTdpNiSYH zRC(rs3Y-yE;yEMvRaNKuRg`QF!|Om7P~d^yrUY&os1V=`brm>lj4(MpHi`y6+c+7f zHadbx_odH%gq+flcAW9eASzsqvAN{nXB9S`;(0W!F7HlTbeS$P+nI>jxp028kAs|p z&*fQA>9gEk!)p^Ec^D!VYz+3Mv=b}EHr5y?rVkafYT1Q-g=XIAcRF47+3rG#01gVA zf(==+VzK#ZdF*`!3!Fq?-JVuc-0Tt5u zM?E)nU)PVus0`FQlaAvw?cUhMUe_#tvvu36V7QH&%#Z!X=k(-$6-PX9d-tGX;OD2( zlY!e5pyUpDq$FUDw1zQ&sEYL&sgFvG^y$d=pa>hUOjCU+&O3@{Ip@6qJsTa(Os$dD ztAmbv9@Qc+&IJHGe2suk4L_croiO2)4Du;dk}!Jo>p%)gEKl^Hj`*Z)!@plzL!5fh z1adE4I6jpcHVzL}Kb=m%cKj+9$4)nUPy~uWr*_3xN9PCe$*EPwM_K@O+~*k2r7-i5 z2+cT*cKm4$GH^4B0Evfsjk?sw=~1}Bpa|&Qids&c=?sxitwrg56r-R;rCC?_D z4k|Su(}!LF6vR9As90vD_U%Y$0;{6A8<#lzD}LiZg|t8IT^ivf$S~Xj7CV6%>%k+D=xVT)m9hZ(RLdgC z$ikkOJt|rnx+IO!A_2K$$rRaHW^!939>%H3BO`4i0D4j#_}--Arp;^{yOzGs10!ux zl8!?u!2GIMZg(yig4o4XhE2yW>58zfp}tX*?M*)5I8H+ZVhA1aQi=9`?$t(S0kS&! zQw)H{erz8~PU1^a+>?2@Zj`p^B(ug98Hr(lqa^zQRT4s|G70pnns%gZ?-E$vNbV7` zj0fE`YB?m{hN$0?9ZE1bDn}#hP|Z9s{F0HLxFa>!O7Qr;&+QPbP-`%+?_&+LOunQ1 z@zS`>N>z-QUO(OfcLFd_)x8jigjTmF5lR6)fvClYmd_z7?4#vV-~RxwRQ}GhV{0fq ziQ=uqB#9XvjzH*JIH_+zqP3in&a%Nfg=RTS@q_6?-AQglb2!9DgeUn`k0~12#>MA3 zH^+N$n8efV=SPN$0QGYQ5Kjn$5JkF8e`qLsbG2BmU$Id({Eb4_B|@b zYy_U^Lh$n+C>HiX$sbZHV@F zVfRSv4`J<3L{6;BE_dT6o-tRUxV(bS<_O;rTm@NI0FnX78SVI07QsCJbfJo{B;{!q z)rnR?<(Syx+ZB4_SGt!=j>7FyWQl=_SNrO}-Os0`XZf#!RgQa6_Lq>TeXpK59Vifm z_h1y;?kYlyB85pZ`1!Ih1vKECupo39=}425kduy>$r+>tv2qqk&Q_nUg+B zJD!;Xif9UGbCo<%S~2KXG7w#oG5MM)*b3lM(o$xu2WE`ZX=nj+nkWLc{5j#PzY$(} zab`PYKfSmkh4vn;?LaqU8CP+}DqodG59wV;i7q@hr`sJXMX`$F;eJ_fq$P+w_MYe8 zpsqx*J?Ij5Bw~bcPHHMU=86UsxT2DP3NcGX04kwlPY4D_dKJQqQIVg$KnyE`(w8*i z!ydGom(qY6%^0IJPyvcjiZfjviKK1YcXYouSmPt^`=5VG0lO1uS{kdzadyThKX;7m z9;e>AON(taV^p_Uo%*zrIl=l0fk^F6mSnbs$tT?%2ltPq26wqy;VrEq^JP%k`>CE- z))|qdk&BYeoP7tSNpo=})TT)fJ%H$=(x30F1}zL4 z(FE{5r+DHUIC%`i?;r5~bryr8KC^gN8*QS&nX`|;dz!Q2Jy|bq7f-X=EN#9~v!k&7 zgSY2FUPgYUeEOyDnUWz-mLzVt^*-i^qY6EL3S=>jxj&XF!1+f{)}&}qdB!?YWRgkz zIiU6Rq~`}CienTWGe+)6&S|+Ly)d>96bMOMZboXHl4R4RlNlTnRhaIe1wZ6bN&M;R z2ekk`HP2C3VvnKdI`dG(y$%j4+6*Wspr8p94hCuJM`45M>rDjXIH0#rS^x`UJon(! z8O90kibgwu$OKeRAPP@mK+R7N>4R6+V~P2#*?6Vw-}CVkKfG4f{Ts;`VM~@;I$j})pc8o=Lc+!h=J;;I8pg? z_|p%g<4qGFw zM`4*+C) z)9_cIAbN@hDL?1ZtFp77Ef37(D95Sdq%G}}S2P#}&xkDp50*AEu=ZX@>xu;QM_;JO zx=)8^*huni{J8RZlk$(}Pw+LEwD8+WAZV@f%0#YWkVwQ4I1FcjVK_$QV41xD)`Tw*LU0m0Ct1@s28UjPchW ztyhrXbj2_rk&k?4qRvUFACpmkDgclicd4T}I2iRcTw{u{5k05^Uga7HR#?esK2k{@z>1mvT;r3Df}nqu zamnpK8Pex@$l{{<)boyd@lf^@2yp3At8g>=R6uc3CQoVrxf^<)@v9M%aDNWHYPw(r z{{T6w2y$`Id(bjLfC$HGQ-U%MDWGRQp7h`VIO|9TK3fN-Ju0h9_IsFT90=rB81^}< zY<^t+wMu0S38n`B0FEtzlFs%%QGrd~$L3$tHO$)_I5p5qC-#Se;|#>TzE|->$NoBN zpSBq$nVG<`Q?Dvu&A1G|E(DO_Y(fF-XQ_(ctY9KjKvJu!Y{)`CxYm^K+ z6J0liq#Cb=^$ik3mRy+g*f%5cVfxoBfyP!rwU;4*?0eH0H-0)$04MzQri|nHQJzOR z9+ZGP6P)+rq8KEKkmGh~kKeKOpk!_J{3;{C_UvkD4?JTv3uKRK0B%l2JRJK|7@T68 zyA9HSEGzTL;+Gg=c){;cD`A5QlO>bdfFIY8b4MWbrYo^xr`M%8wgI39N-{c}`qX7Z z62xQF;-z4EpURM?Q#_3I#Q?g6co?C(Yn~B?Rmx0gtj-1sSm_EaIEwi@$ zhiH6t9<^MF6_wH1T}UcNP)9>uZ2D|IBJj`lo}V0_+7`@3#6^p57i zBvJ!|jN`s@QG!lBV}nj7ob}_i04eMBsGB+Fr8()y^ro=E>p&2YDTGw4yk?k1AQ{q} z8k@arkLOkf8QYQ1CXhue_djQ~h3*{mNWo+JQm_@?MJfOQ8i|+%B%V!KztVLr zI4j;*+(4{wts-C_#;GJPFDHfdG;9RS%wro#q_+|?DP60Rjm&XU1w>z3pHI~%(}m1X ztVJ$YYl$KbG5GYN=tjPkd#PwwacWlayph7&U6~0&4+Tm0s5PBL>w4wo`HRb0pK__{ zqW}T=RAy!nvZRl)MHvBz3_bm7F@;BA+*W+ds7IKlN0v?x;ZiFA`8dydbh1RuBf^Ir zeN964#ZL5MJ-ZsM#MPN#Io*+*5rc}oYjZRja#=#EBM;`WU=PpJc5%lT7_3FOVE8p- z?Ncy93Xq(SlzzUnwFY0$l+54hy%Y^dEtV@l(DbT`TL-Sip;_}nOP|!`^<|& z#@Qo#6^S!4va>mR@6Gr3`TYm?@VJkAf8Ouc>-nVo@Lm zJtr!}hS3-2y4~r}JtOtk^0<3l{kvfLUn|}{(t|E>NTP(!H>%&P8`tdZZVGyCgod3A z_$A~Tcfq}alV8&`B{B$=iW0}22kc^|*M;+<2Bru;FQ}e%>2Dba7}_?5F~-Oh9+BhD zS1WLNzeC&;GVs|8rU(53fN_(2S!}99o`3qz)e?yC5myxUn2G{{gm8dFHTT@%dR#2TjW8&rFJmtUq;w>AlbnZ&SAJR|W z4`15*2fTw4d2{XKKE58OpMN1!JDj_+BF_TaWEu(>i@WFBB=c4+E*p2MDXB)pZm3Y9!Y4&0MK8gq-pLVS@5sReF$7l-_7= z8HnG~lA8WQ2xGLNDu|w3ARGKD5ye;M6(hVuY(4O^3B00m?KrWa_~ex?oA$tT^Cx_% zQviTV3C{O&`Hg8AVbJDCRv3+>i1jXH;T>|A?eLA_OEH`Jayc$J*7v-x_1y5xeE3Uq zT@$JyCTRV();eRD;NMo1lkTA~2aU&XZ|t{pW`S${{O1~DOzzCMHAN7C8dHeCV+=m( zi-LY%R{Sx4eXU7L6VI8G-!0FL0I{l{=j-4{3JW*R4<9;=R`Aq@r3U348_s08d=NlC zqZLSMDfcdpU2W>&nEz!d9WKs0=4SpNWHAt!GmElY!(Gi&E+s>Tjwk-)1?OqW9*qX- zuM4BYMf~li(rFyytHm7b5^;(8MI})=YSi>;LnrtO7je>l=o)(=%et%)^YwqA0IZ8E zB4JMrpllXY6Os)s>L}BNwq354bf3$6Vf(n)!IFCFgT{)aR($CrQ2W);evpi+F6$BM z;#ICvr&XkM4*=fP9y;pRqh=`_LX1Qu2dx8Iak?X~0uMFc_Iz6pjWw8NfgFd=Jq@md#eCl$kG)xMZW?H}gZDl%ucaQ7Ded6V`1yyJbLEE#PSQ@5K(nq@%K){+E zPH?$e#Lc_y;5+^7aHlJs;>(&fQi@ub6Ic5iI_l6GFEIPbAop8r zGQ@@X0L`rWj5fRD9ZV2k5O6i34i44M01WEcz?LMM0&xPx=A0IwlG}Io6iI*Eh9FJ< zHS_@Wbek+5+XV<>uvKyS6H7LU9AebuphAXM5-V z+1op+`CCo<%iZk88xJ8sz9LfRJY;z+(cciZ-U4uWg`c$D^Sg}AE&Sn8R1;{ud>eLB z{6n(EDh6@iIBjQ%Jb2Dc{}?-@jm&s7$PRDSkago7UV|K}vaplxpc8RC_CD>aS@Re{ zQBoFYgxr}UmN4XA8RY4cwg835Bh1rYESzy$)%6iOeKg&Rd z88p8gN^T)z&7pgy1Z%+Q++-;~IwRDO++)D^BwMvR?)`z;*moIej)J1!9_larzo!BC zqv2503Ia9cv!R_~2Se(D=su7UwTf&*yr3Ys%<_?GzF}NfX(g9q1!0b@7^WZu+9LHM zu=b=xj6mzhyn&MOjc_JG*_!Y49uEUNf}wt~QNA@uI`YDe$Ej-5KW@cTUeond*Ug&Z zVKFcB*}`r12!COp4`qWbQO3SNvvmQ&z_R`ibzzAFq)4ex^tyFZO{HKaFy)l&g3a1- z-G9O#*RU};k$LZf`F{DJRwMdMC;a&Vp@OnhqAz~@qfQLvZz`G7QaGK;k8$A;Ql7K7 z*SM3i`0D>aL65J1FLjK0OC5T*%jrpHiZ!6pg~Xmb&A@%C<=o!8XQk0!C#a9Qf9e*o zFI~pT0A#sePUPELt9r_>a73I(tPSF=n~T7ZuKp1}mXG(@L*+kbFW({_kHsbD}4GptN*J*;3?6ZNPJ-MD+gI62!wWhGbeVF$W z-Ad0H59)mEAuWhEUXImhes&?iSfIsCL`RLqjn516(V5KpMyM&#Bt((x?6~0RT0+LK zf{7#KiIyT=uTB`bvUm5EQThBsPjMIDRC|p)?;Zx7t~qsdGw^W95>B9bxi{l7u9#yVx{?_#3jFj*@ZbMbh;2Xi!SW(Vu1 zJY%j`;$U}6Vq?S+U?6ODE#`OguX)@;+$DR zE2ynZhgJZDADJs|Q?69bq;Z^a$frO=-_l3-G538hJd-XSc9AL?N`-F&zmK=R`5nM_ zzev(?1ELhz({GY^x}>w46cRusaF;Ey29Y%Vr9LY}~DTO74NX!VMV^9k)K&(cw>fbw{4) z+VNUAN84gDx~s)&2^;(H4tb6uGl&XQBFLe^y!wHyk-|GZv{wXd9M#j>pvhn zx7fA-@+|W)hw+L(gUOL3lexF+!0s|ThLkH=RJ$JpjFCHL22`@Q477Zd&mdG{ognFV97#(AZC!|Y`Zg-q<&oMpM|vlSr8fbi z`t%QphqE@Jo-cbbBgJ;rH%4z;2E}ERB0F`MSN`Zbho*F;4}Ze%#^anyRJ}|`fPx7O$Un73BVh#->lKVJc zZk$t)2XHf%s#-s`@h49bA?;bKua)@Fc3K2hsQE%qXIY`usCv^Zml&cDkX*1-_{TQQM;8S--h5 z$I2d=Rge23ejROAT)|IBVKN&JMR@q za59S!0`1ge+|BVTp3VmwIwL>(i0i=Z(l3?;2|#KQLfj?!*5j&q)%{`^ZU?f$*W&%GPN83fe0;~ z^k418>0f_1i1+Rl8)=&0EzN#E+2vY#aB8s;T74K9^a?&(ZX^lnm&dIhOVe3>ynNhqzo-FSXXNIRb6W|PX_2fE+(7)oHTk-a8wa?pgA z={E}n9}u+0`muxaEx7rjX``qE8wcx8vPCS+2mC-7gqEnD9*j~sLC~{p@jEgMBlO~a zLYMzLpfuvwB`T_rOqWr|6qOXyb~Jiqs6pb~~)#6zlk?B}BMIeHY+K5@a?(P|Shx>PW{t6QE=oPOc+ z);(t_RH7l5SCl78t)OZ{C+y2aSx{f`pJD}dg;zJ!|AAge)-RN_bI)#gX5fTU$pbz} z{XB+Z_-n=gb$I2jMsK^pKLV&cfGvk?dcHAIYvo#XW*6_qQS1xPDUhssP$w?wR$L?xS2rqfq-dwh~n0a0)Yr1r7X4Ka*laYzRhA4(-a} zD+!*8$}FINjqI@BeX(JbD6wUf_x1au&TJl-X20nE6MIy&$$qlcr#TR~;=O4^6rtAl zx3F~SqD)mL2W@W&W`}P)Tm9CJbxw+})Kg}JO*KhPXY>Mv8dLB;Qd#E8zNv5%io^WY zT?&*~z-0=YqTR&LW&&Y?n$Mkn_o-31*?Y86WLbV14a?G-EOAa&i%vG9cw*P8;QKV< zZid|o|Am=Y>7IjDa@5P}L6r>+Qcg?Tix;kf_*$6hzaNIUdYAR4+TI3Q1db#=#C*#v z_q(6Q&9)15QPB(4A1315d3~c7Z&7hr%VeWRQ~1WTHmV4P<2F4PHRjXP!b!-%pi4Hd z`k2|4mwlgz>GPwI5VV7CsH7l=H)rlvGP#2@8Q}1?wr%ts7 z^XAM%`ufrwYq@UuE_>b``>Wyh$#dKhu+CeRlKuSMzo+Ho$D`?90v$K1Jd!)aPF4$9M|5 zEVs$MJ?ruMCG8s{t|I38x`Bnl=K4T=|Hxj(N*kR&BYVGTg}O-%dac+M!I;)9mES~q zRT#R08C{;tIrp@G)9W&zt9{RML22UGD;TidN^c#7brOhF8Z z1>tNcbbU9MpQ)El9ZW(^hs_mM4wv2pg8mexTD@6vb@Q?16euRom&Xp{TCwUV)jXNpi z=#|d)_9OF<#u3&Ssqz_$yGg@^hKgG3VN`hp4MC<4J!lAI80<)2x>-5%)CqY97K-)Y zxS|lrf0eSDj)eQR>7+^YyLI>Z_WX-&k2`KW-}GIohy^q>9P^Ct~~kGv^-gqbY$- zn8Z85A7howU)CW~Ff1(tS4p3!U*4aMYcoCBKdE@O>`eWwP{}HG77^>h#NtMPwb$)6 zw0H)bdacx8)2r|@?L-o|R>Fi+U!`H(l60}>{J+k42dcS9U_=a*$tBKkJSzPsnGGN9 zIB&fDP}Ea2(@ni6Mg5dH+X4TQ#QGCQ-cpHX;gtII>%ni)<9GW}sh;{pGKFZwkp1vo zHgQ)lu_`IYcJQyFo?rz3Gp+wX&7H=PXKOt9nz2;Q*2KJ3fIawxtyzR*q+cLiU8DUn z!z2LnExEGByPg#3?%cupy)_m=p3oyJh=<0G#FT9f@;dk z+2WBJxoe<(!5At7Z3=P@so7>Q308-&FGS2Jeps1+T`tRCtqSYqn5fE!*H01u7^Y~T zD#2F@MX1WTA)^HD1?z^6YC#$ zmO7p%&Ntg0KH~@leb?Yo{^QGlLU_FPRDCqolU_;PD@z`fiq$QiD{Fa1w5M^C5E%3$ ziIRI2xYd`vYcen!=1FG*9;e*POOspPaoS6h%4)7>?Oo;}+wkliv)Uaaw!8YRfWgfLNt$fSCNKJZeXg#P2p~u^;L` zGKN&7GDKGs+6PIXoc3?_fk#Seq$@;7;$ha-8cp_(lhtOWkeMCXw?C7Sq>@X*yrhRJ;8=NPT+3ArLqB3CX^55vi7OcS*9O#6lc=MTH)dN;Jfc815&`vN>N=aOkOT`_OKfTVgrJ!mV z>Wyt5kzc~(C8|kmMcLx4sR!~{Yyto)kP0ElI>ghLc~2MaVGmH#niE019QfM%#8fR* z9}UF$Wr(onCe%34SEJN1X_^?Y2xxNqwT|n(4_?Um1~zj zPaVPg*>|1eMcF_nMIc^}$w91TxVSn?dyx{6d;bSD0mA3F2FQq&_up>$;h2_XTd%cz zv5q?1{eG_zoz%DUAX#L;8fY*cP8ad6klE2QQrPv)13m~b)!cEoNs=RM z^Q))Jah~lM{}nE_rcGbV|I-YS7alt3;sGFlRa3qqX`@P}?_zubC&}+t&1FJ8|24wm zoE{v*E1pm62t~$!Jqf6Xbj}2kcyLjH`v6!@ZI0TFL;|>Ruo{@es;R$6)AFhkP|XCv z%b4!cq9#AUHaIa78Hnx;&3LeNMi5k#c|c8WNSus-g$ID3c-hc4s*OB;Gao0S#074u zY`=X`h8$3MF;M0kw4hY>P)9L#fjQRSKW>!V$!HRXA*pRlp%q(^c`;r({linUZOi=H z*zM8D^YaVGXz9yX>O%$;6&dJe=J+IAqjJ+xdF{UXEcjx~$b+nmWAdc*U)KcBT%P0G zf~7UR4|dSbsKu)Lo3P?}6eh7B;8curhKoE=c~k}W+A}=aGTvhSI$c#8&CvUPSN3Sq zP*9+xTFOZmo8MUzUz+%SEAD4}pzH)C)ImnnHE;Mty*6B6SM6;RZ`SXy`B5{s>^e0~ zN7wADw90z~^IMv_P|}hU)iidF(L1YHQdnyJl>h&k`NF zb|n(HkK?J6mc1@-gh|6A$MokQVO!67M8dR<+S&A!z_m)yVY?M+!wGg>{xrXALFR|b zSM{|zrZFyBm)zSPiaf^YjVwKH=*~?drQtj>_)l+w!b_x{5YQJmELU@o$Pw%rR!7Lc zhIm6UO%jAwiOb)rIT|G?JA~h^)d_)2sJ?}V1VL7Qw_PBSGY+EeWJQX|Z4 z5fo29pQ2_?Bq_|+w&T2{k~Ik-C%mzv8*W7LOwmy((?k6Qr;KDFN%9qks3T6TzsX6z zKyTtZnD?F;cEt%@#C(E97@PASK6?9p9j$6BeZ(fCFh(W2t}loX$*upbFYy#|-9tkV zH+mT``ox@Za+)B4z`b?VjdE+$jAy2FfPg6bBD6#TvM=?!iSpzlk01WtG_nmgc3$32DexO(c9!$PAYKp7ZSsg2*)} z3Cr(Fj2~ls%cVW5N2)0hJul}oB?C7OwTVDhtk>mpyAFjhKaYB*c)akc1+5tg=i+rN z+|hWQnkCi%mP3wgs7ftFH@f+xV#H%*X5S8JGLF>#)6=|k+)z{F^H+;M)VV4BsVpsPL!9wWL*YDO?}2Mg)GG7ET52*hqBU5g4@{ zSxiw^;T;xyY7>SjDAe|SG`T?X-h=XW|LUL4c_iIjxhTYLEKzZ}ThzrYo}_CtoY9GD zCp%G=RbO=PacJ~$8SBGLw{%G0IIc`%qD#$yrw5=VdA)3Q`2cfSNkJ95P~L_)B0YjP zlI-IK^M&th??ScM)eeS>bhbP0RA#Dro587CRJ^ihAJu-t{CJb@-h;F{4ZiEu&>gVV zv&(i>6|@5{DmG*oUqcmLd~YE3>VIBaIaVuCH$1$GpOYSdDunxA%p7z`{t(ygP*wikxY(NRyGf|N zQ!4mKen^h}eOqDQq6soZngOLyf>p%5>usj`8#CV*gve-PVX#h;Y=G`v|UK{%= zN!DPx(Qht7mM5qFewgLSl(;AfB{Y?vH^T&WUX+{U1)N-DloR%}UL6-m!%RkU6V54s zEfH~opt8QZmRC80ek~@d?bbT^Ghb-)M`*a8s@!!_! zXb+c1Yu;cjD&%;WsV4OnTOf00794#Wh?$5vSDK#GeWtWIGOW8@oIWFA5{)^< zqiC~=irM|`6FoqCN=}J){oJq`w#tVZ9>p-%vZfSHa_76wZYnPZ`{0XbKfpNAOTX6F6>%$zQU% z5M{Pv6?&)UC67|O-4OL}z=C_2nxeUq z=p1XG(Dy?w5ovP#z-3n`7QbJVI-F~W(N{8hw;c42FD#V^QxJbMOm=Aix|TiC(C<6R zR-6wP%#V~_56X0UMf5(G=eY3S4V3_M*8m=MIZDgnNvX9B+C!KBL3RU8kfHlA346M$ zAN+u63k-82=#}*;igyFvxwPZOg}n5XAaQGobX{aJ5b71<&{|ENGBIi9y*(oi#Q}m{ zCj#aSw;4pNE=*}_)T`iT?&270|9<8k4hrf)49pK?7FY#Vo7IM~kSGp-&(!&k86bHK zIA)$&_jB=1`^Ki$R}!?JjW=gd7u4fuy2;6dN1L6C(*=fMGBkjro+DV%rQ#FQb`VQr z1}$%6{7xGf+xrth>*eEJbHB3^zZ}0dD|zjh|4&2F!j4XR@QefxL@YRm zON!X3%sWRe&};vylWIS46IDw0+`g*RBfUfzKi6}waBPmx9Fai|Rw!MVQ0Qv90`Lba zU!X96=fbn=s{IUz&7I3zh|TutT@B_!0%Re!?QO2KlR%vOpUXejWmFh9QQ5p zbg=I;6Yd8@?x*iUN&On$U;o4P4L2B0b6rL;f2-l2VWQBlC(4)B(DNItDvX$8frl<( z`7_qe8@uVhFnem@!*-p?C`4r;2~h|K0c1B{+H%n@l~{-%0dZKOLojh*)`%D{&?Mwx9PCBl{Ou#> zjF0NAgGrBz+&bP==UU&S8h?tsu-JCbDa-VqeYzo+crW!Ou5jZrSZMW#-tLF`{c26W z@)w%4rKp|rIpYB?f)zhNFWq_{Js=;ZwNaM_1>C^y=rF|ds(f-g$G-JQ;}!Q_%hwOa zJ}BW&ct;OJJ7_sKOvmS(J&W@yjl9D$+k7}`y<e+j`!oz=TX~nVH@x1|;;W<>y7g zg&sFGJlgd1yKy;*O}#T#Gr?pu@P!RzA1VKvWgWO8JOjn|k=O68dLk1JPYNH~(*0K>$GU1Hf@j^!Ucw;f(ipF>+KI#w>7aPKi-TCot=*PrG?k=`|xHNyaBY6$(HU3uf?(^`;X=`YI z3-e#!S6lN#W*=tMUAce-dAN?3xPbeb$&|4m6SKxJJm+XJ+U4ZxlEsSfe@T1QfI4P31FLGpS)*AiRkC+#T zH@AzO5+<77gyxR8O1#>QHxghs~ToT~V4aPH;X0@oeI<3spe)_?@uR*Q>9G^YJ|e zkNTo73M2Wm%Z-kfq~hF@Yw8-C-HnJ{FOM$GWdaVE%p1CEqvrkw|9if3fq`p*T`?)9 zpZT-dugpwOTXUV4zhr7rcAWFbO&_vU@U@OhvOirtyj*g3K*sguJEjvJj7*Z7v&U() zo_~7Dp_-XAg6Y3c`g3#w?uRdXwI)ob;)1>P*7PAF+rVn|%q8{gsYg-hG$A(QHN2)!KJ1)4iGce9HqJ6R zkr6ELW3u2O8=IG7>}J65YJ+tdz(XX{cS+e>%}BnZCO68$(`v;0@hy~A5Q)}pu{S2j z8z%RqPs;|Ge7P&W3y@VZ5N2olVCGIDt`7BGK}|t15FHfK&bb>~ zLL+8S8q_Bt&*d#fP5N{*26-8hu@LRkZcATKz4NHosCEfKRJ* z;}1xWPUO&6S{LBuOJ7UQ1HibeIjJ|#V3#95Sxr?0r(^~EYjc zZWflWYUlE9{Xil@8g z^X(3x2HE4>&?xI|O39Hbd+)}3VV>uF)A=8W)AEgBR)O3Ik4hU4mb>(zzW#@tfgBYP z1*nHUqMX|02?X+FWe%-5fIutC+lKgEqV4D~*dr`m2<3fw2%bM9REOA2v4bPoOa%qN zD}jpK%^h>cHh}SkjFr1_QNWIW_(yCYrU(v7YRL9P7;&#bhKLhFaaxtRM}-LzCnqIj z(V;+$n^r`f=VGLT;&?TI$o?qK-xc!iT7bDZ5FLJzBROtHAH?ejF|$7<+2AG3_l1zu#}?%c(0i ztz9yhf?iIJ`C2}6I3IaynqJz^|3%)MD*4StZAh|6tEj?Nu+nqAk|JD=bLWz&NhqNT z^DSQ&eX#Ly3D?T|w?#K4M$ctP56gZyi_NKQ9diyec5?cRv_1*w-r>z_iPe_lSU!>D z0<++WT2)@>+iNs(jWqGsYw4hdQ9KDsDzT(pcO)9RNYC=6IU}GSk8cEM#;+#9p@y`c zq9o3mZ99fyJV3;T{epk|TTs&48_b6s{wx<;;@eiI%V8wiV~zRRnLx<2unUCe$1>PR zN;-?rN??-Ol1Zcoq1$If^U$_ZW;YxI4~;s=jy^%kurHrR)27vbylTZKR4s`yzdbPg9s79Mz1DY3{u zdHv$H)`(l3)1#!s_vF5OCw+0m&19GUCiR-t-2KeA+mGGGK6`((%--sI0>>Vf1`~CS zY}TVcwkqTKuLeAWl`cmy;?0zIVwy7iqK_(1*Wu~8*-aT3X?&auL6_1XjFP3D_?RPU z4w0w{#^!6 zx;}^_V>N&A^MZ*T$j+VEF*JHKEG}P^o`kDvKtCUv@PPoXH@b3n*NVQQCIN_XhO4!2 zoRqnfP|oqO@O*t1oNV_;3`0F!+rp@S{lHLQI`xC8Ze~sc*{u z@g#!h>l!dQuOb1&z>vPo+QDf-ayJl}U6BF3Z|EkP`esY;=7)Md5w~p~(R{^tv6kNe z;LSaxY$fHWH8LDz?gXjNWsvUaw1J~+l1M$a5;}D<0UQ>ABsVQgLXmMOEVdCQ^lLff z-_DjPj~ikdD=FRnFB&lMlIZyH)HAc>G4JNFx9kOizIU}y;BD(79YPR%eMsuV(Vm0ixhHynJnlyS#xkiY-%v>mr)c0AoDEn+6@tT1pWNd3;^A5rw8x}H9Z z!nedkl818)QV;9>-{JlKioT9DV&bo(*17SYko3BG?UhJGUySpwY&V_%bq=}*5iytC-~6Gnw_k5;ogGW1J;YyUJG{O`^UQ&Hr#Y@S?TyvvNMn(fd)<5vIWB>rG$Dv7iW~;Pf@%sH)FI=i0Y_>6KGLRY{R_NTCCL?(#=-3j| zsF0u7VMPK_+_-x}ddhLg@kBRnVde|?=hZNG9=-+U3Qw?BNJNBZM!b5y({tRzhL_P5 zIsF=%LP|EIYYgOAG!EjQU`B`!Rb=>>C&-iN0xI}#NU7Tl#!6lik~ z()_m6`20|x2XlO0zl+22NVXQ7Yuk*qxx)BX08Cn+CS9L?f7Nr-h+mXi)(Sa=)6-NN z!AWJYFbFxT7`-@r zsSlJ-o||UIU@|#V?VRs?ryA;Fx-d3i7`!`t4PJVy>%%Ut{SNM}jlCD55Ro<9G%L3# zND8kxv1zrdjRT<8?)w!w57MhqQKamfjRuhSFQ}lx^qSDC*HZh;e33f?T zU6g`CJEK#UdUwp>4$R~oW2B1_n{wj|m!>eixn6Dk^RyPkQ>A%N4Hsji;!luBUGL!fCztths4GZIxd%yb%dN(e;Xav_s#1ekq z4^@m)CF4zRlesiuGCyVYbU3}8oBy}Wa@{l$JMUX!J*vdSnzTs0ulBz7`qL}J6uhGCfJ*^)@a8`63vrZ@04^jqWe`g3!+fCD*Wl<;d;_cyKSM?66d48Q!+3)~zQ zb%kTQfRk3FWTrOvo>AjFcpIn7tqS3HpF)@_RPdGut$9yhsb4t!<2vS*8>PNeus0Cg z9WVa1cW?PUw(NyD8|k1+%4B*n&-cnH9P}jlHM1LanJ^dXegsb|_w>Te;)St5mO?9~ z+P1n%zg(YC!+=m9&xVyvR#>l&u4{~kA@2<*_TLrzx70ubP@?c zo8!Rr7_TpXV`KxKJ(_ndhf&)ZzFo?Ur(jGpKT5afc6)HI+* zuhKdPWQ}Nb?_&uRK_nk)c9VWN(Y#9Ha0Wv?sp$#$hWz$)_|eFFHON7KXKTQXx0c+U zH}~5Xlg!MEKpSFe2yBJ6yRVD+a30Rxo>acroqq1GjW6h@(otaU+?R7{AHnEgJr`O3 zI$tPhfG1Kf`lw%25PHA@3`M0(ZUJb);+C6DfyZhVkI*`pq!R9fc*Kr+T1X;6fyN!) z13iyI*(04JAf_t#G35;!B*PEQHV||UF>rz=kt(T*xL5`FxfR@d+Gux4ZLIifZpx~0 zTp;yfz$ww_#EX}&*+2bEzp zpczZibZwAJBj#)gnv$N9A+`I~RM?_|cIuRL`KqlQqeOLjP$HLyOvgL$aPCnX1!sg! z?!=679|7um^V9DO-qVdiOIsy`Si(RsftlA^AzjO3<;Hu0f6Cz>{i%_rWsmqqMTX}H zQjuqIs_Z?d-Hf%&iUXF0JlGa!Z0HrIPoxehEWV43Tpl{RJ@{p{l11&_(q5Z1j6Tf1u)Ca$AN zqblB$rCcbeHNfcVEE}N(hJtb>Wd*yLS91;g$MV>GyMbg5B&_lO?M?2THB6vio;3sR zAXvz^cONUA4Z`Sw2+_A#0O{rfT)8` z=p)zx`n;5459Dgh$NGeas21ev>oUC~yZtn*j=@=P-mvXP*UN@KW7_Enc>{@qMFhU* zhM;thFM24N-&tsIbM=Oja2U-9k*eY06iJx5gi;A zxI8Z9q@N+XR*|ik{bY9koB}w^y>ql<$E3b~)8_U;@==_Dc(Ca4Zo*vuI(@?rFU zpmbnlN6@T;9I#K;@Z2riCQ&Cmoskpa+K#qs9>8q5w@Bv8-xC!=L;BF%(B5+h7sJr zLk1tk={6&HnoS~EbJ)46>MEz^H&-Rbi4oTRMXvv4$AsvNw@3Ia$asKy@p)FniD~8j zY)DG5h(J!CguMWZjAWa3Ig~@NVQdFvx7K}d5fWnhoh0BGddj_KhYxF3yi?u0qamuE z4acJw?AmuOj-J=G2Jltw@AesfbxO~pXg6QETJbHvuVB-G$s5Aa_6kZ5@-%d6=(S1N z`s0C(`rK|{vkBJOO>Y=(sY)gNFJ5Et3g#j%O`MflM1&4t@5#srkNkQ{t5s~;G2#ze*O%u1xq4$%bwIP~TFIeZ{qon{Fc z*S{CSx_1TLprvl%AI9gYxwYEfR|@v7jkN|Pr+k_OeD9lu-dr3SJ6f+%->5tC8SgSN z6WFWN#cbzRKpDD)*)o}9bxb(t}r2!oENeMRKw88={(9C-{xt7gdd<^>f zdeG41ZRxK2gL{@84-YvPBkyK)n>&AdFMXi9bbH$Q1}`7p6fX!MN!9c>OnU_()%vh% zuqLybe~7>F)cW(^?}uWtmW0DOWBh9)e%&=_9Fx?1Flez84=j3rdKQLzOFaMtUJs?8+JP5U4^1Si>p3PJbwPWDU z#beI001Y_Ng&6t>t%|w63g0 zaJSKN2jlAp`#Z zQ~6p_J=%q1Wuyyr@aKN{h{Mc++ykE9=8gBP)g2q5jCfh6LK2^J%_R$MWv@>)!Ul~U{N zRz#TT*A*laoR-hs>q_9RWrNz4dXZM9jwW_+2+1d{R%I)K4LgiNywIt;G`qKRiWKz} zz-h=hG}G%&ekpbmC;=CcXvQcCROHgJ08juh!hlNp8Y3X_O4#c_2tXqvtpbjeqZptB zDo7ZqQz3AAQ#j9BkyNle&;)NG-GPEA3A?>aB2_%lV*`~m0S}YwL5)XRkhVC_G{!Ul zz)GGE6(^mM%|d$8fz1Frehn0a5k&(n=88_#QvqnCr)Q6P08G)EDJT%Rpixpm43{#j zQ7&D(e_CKIy}Y+GtWhpmzaj2xtFf|*#to~>H{NnNWBwGneT;T61p_YJyZ1l+YP8&( zEd)6U!yjW$RSFr{;TMukDyoi4bn0s={`Ag#xXvR}`Orw)%foWz7l?;J>r|sZy8}HA zDZepulgD8~k{!ov=8;I09#1uD2)2Cf_m59%iU`3w+wc`|XB^NW)WX;l7W}HL^X>Up z9`pd0FNfRwIL}(5%+k131d?!|cRrMlCPq3fbvibk29u|@uc-nb8HrC+2d5w2Kcxt* ziEW{W!rDvRTm^gCc-imSN3iN^l6IEjcbZn+EQfO+TAu#?eNynxIpd-)WM4{TXaWBK zIi$viM4WUSRHx+tW|~*fd-bJWc{ti>3`_#q?eyzTCyerQ>p{ri_n;mUoHQ`qoEc0I2%V1DA%!UtnoLJmh1aT58||q+p(y z6y|O^5C^>gG~=G$)f=}TC?8W#+!$a~QXQuN@jwyC`*II%wdo!l(+-QFhLJIOafu`z z=kBNB{K>9Q!g@H=^>0344Xvgf!RXEWEB$M#@kXfDI$3ClN#$*kFg)k@oA4CUB2M}o zr;2qUf2sYNK47&ac<9o96Ms*_vH$}W8YUMfHDCkNttQG!$OoVwl|4twayn8d7{^bo zDd2O)Jt!C{_cX}~8DYuKBAiY#a7{#VH-`A@%E z1T>TQRAl2OoaZK^Vod`YPdK1bbv-FS=9muyky6G9Vd^R+_x$S2XnoFU0U~kO`(~z5 zg~<9;YI!3B)W7f^rhpHxK|o!nC#Go01oAoKnnolH6Zr}N9h7y?;wrPa+DPe6o=oGO z^p>&xuJQ|Vc#=S;*k_;8n2z&8wHCT1ym;FziX?ImcIo5C ze^6_!xVT$uTbr-CkfT37pm0AtS1;g;cb`?cx@ zk{x2$r1xgve>(F_^Z){JitId7Bg3OxLcpw-GVgGD{G&YnVz~@$!S6|qI|-44p17wd zJ8~B|^rjx9jw$F_Iv%u&B-}a<{*;P&#~|meCP5h70X%&wJ^MifoDr4d$p0wdi{3=EFG=O>z53g+1g(R;-&jz7P z9`!l~1C7Ff9+}QFoNzN!Ctq)G>rsXzF!b$GA>;sZ4_+t%S%4TI@zB#)fSjrH9Mh!2 z25xY@aniF|@#HQtpbuVxlXfaG<}PYFyw_G%x_Yq|*2o6m@3(S&hiaj36qk1~+eEDM zNWoD@a%wash)|`OxBzlZYU$H|Vrvl3brhautec)JVYASVdUd69IYFmmwbv}omw`^4 zysfGx=FS5Uz>+mOcF=09Ez^22XAhbIx_+3+oc5$UQ=gdOlM^|$phc54=M!6>+RaF zL8RW@#|w`p7^Px~CBuYLMoIVVXt-S&g|qUgJPwDoLn#Nh9qYBR@H|q%_N%>Be4HKL zLV%zH-JAR?a@)dM4YG+vsGsG|`JA{T*Bw7fr3OQqJeebsc{W2E%Kre}jY}WMR;)f6 z)g+Y?OLVo~G7Z$L7aq7LKc#xRO=n>Oh+f(RIlx>hkUETx1#>#iqi?N|xt@Lfk=Vb9t(%hT+OD*<;;7Eqx=3gt% zNZ2aRb0I3k0#6(P)6%%RmHx}TgKUCWLkTex?c6hi#(q1z2~aWG?!6@^5O`?K4< zSY|SX1wa_ZYH5BJ)-`Mk4L0WBAL2;P-}~s`ezXJ7$^r|5?nDF~@Rgyeqv%nmaTlT&N z@g}mtt#q4(i1e0mP(hx42r&`+M_@j(&{{X(a)zZbfl76*HC{9O? z>AwZ8n+>XJu)@9LwnHO--$w)VHQ4E&416u85YJ~N?1T8O*bq z0Q^m0YCbve)|rtmq?5=$<(;te59T=iYs0U#Tm4DP-(F90$NqZASbkk9k&pq5{uG>t zW7Rbei>fy+nWb~uOQ-(;*;o8)lGJ>C;yp+eeM#Vq{{YK7Wf70ebNbgECEn6P4CB2( z*D}BHepI=Nv8gQ0EQU!PozGTdl7ACWw4i#Lqa3Uso=1AJ$8wBvDq8`3(%mpBH{5!X zN2Ma16H?yOio+-t)^feNkREh(hxS$0MliH+ESY&mmopy8})1z_+ z6acRw=uUC#Ox>DRJC90k!BrqcrRU%!6RXL^wD!20pZ7G{8g2rz_xK((J`Fk5NDmE%?(2&uW?|gY%pUnPWv9 z56*xo09LH3hgw-m`V3Pt0*rK^2YDmblptQ1rWrjctX~{Z0u%wbsRrOU8K{9GrisUI z%77YWCyHs1fq_%Y8kF8R^{U4N(gCq$ivz+XyUv{69BqKYU0uCqe4g)9xC|DjMtq$i);;QZ$uUILB&U{d-YGF%Zs5#>5^%=CWOh>U+^e zA)`;jwy@pnaHPl`0<-Ns2?LDPj}~3cE~b{u`HCpRs{5Senkb;BxsIR!Fgn$Q`G-A# zG*L)>L5~OA)QK9uT+u}UH3n23=776*a(G}lqKW{DOsN1d#xqe!Iv-jnpa?QZ0Gehq zMHCDO=}umviYO4P_o~nU6OU>rpb42m#29s{5R)E$luKJJ&Qd5)AoR$|{b-_}LSwmz4nR1m z*Y8n9BSF~b9MfOra607oqKXiP6P93l15JJxJ?Nr^pSnMHB$We>y0t zTa(bG<4GO03q@wih)DysN$2@jHMD-TQBulV4aNrSoP$zF-1i5HD5Nqt+?H&C$9z)0 zJhE}ldeKEN7{dgCzylQ#=OT(J0TJ&_&lFKi1r;Cw8YrX$k@80;tyo-)oSrD6m=eXF zx#{}Qz_YO4zzhrniYTa&EJ@+n9#%;K&-be$;RI>9N%^sn+KMPDCr98-It@bp>S_0r zXsaw?TW`&i*Bthyc!|9K01@hPKi)SD(uyi&u)38rVe{$$9A?T+pH-+=Bz5gY6;Rk@ zsCgsnT9&r(m2{B=o6&h=%907l$GD=3iEc|V^-Jm5(7P*n2g^*T#uV|9(Dkd=Y+u7R z7sTRQn~B~)I9!4;h3G#DD5i;f8=79BJ?67vV{k;4&*j`YFyWl3IX=C=AzkI{rYl*P z1vpNGammN^qKfE_#!qvLwRt7ebonHeoQa(16^}m06j52dh?e7y3gm!Ky&`d+trSy< zEJ-;8dsD4)#3?6kdQn9TIu4RnXU710R1zF?qKarkw-twj)~c~Ar#`e%Or$h)rDtLS zsK0%LFmC>?&ZQB)vR z1m?Ma8u*I$!`gA0$zd{Q8Id<*^`eRZ@=N~!7i;>u{{W@xbChrSXB%u^$#GcC!6&|Y z(M3xvL)Mz#aGc=LMN1h2G2rK#j&fEZgVf;BMM%m=ttg_3p^~BbaZWaqrf8y&7CH~ctSk|)PMH1(p2072HD8xY)4MFJe`Pg9zV(M1C= len(sliced_image_object): + break + start += args.batch_size + + if source_type['is_dir']: + filename = os.path.relpath(file, args.img).replace('/', '_') + else: + filename = os.path.basename(file) + + # export debug images + if args.debug: + # export sliced images + for i, image in enumerate(sliced_image_object.images): + image = mmcv.imconvert(image, 'bgr', 'rgb') + out_file = os.path.join(args.out_dir, 'sliced_images', + filename + f'_slice_{i}.jpg') + + mmcv.imwrite(image, out_file) + + # export sliced image results + for i, slice_result in enumerate(slice_results): + out_file = os.path.join(args.out_dir, 'sliced_image_results', + filename + f'_slice_{i}_result.jpg') + image = mmcv.imconvert(sliced_image_object.images[i], 'bgr', + 'rgb') + + visualizer.add_datasample( + os.path.basename(out_file), + image, + data_sample=slice_result, + draw_gt=False, + show=args.show, + wait_time=0, + out_file=out_file, + pred_score_thr=args.score_thr, + ) + + image_result = merge_results_by_nms( + slice_results, + sliced_image_object.starting_pixels, + src_image_shape=(height, width), + nms_cfg={ + 'type': args.merge_nms_type, + 'iou_thr': args.merge_iou_thr + }) + + img = mmcv.imconvert(img, 'bgr', 'rgb') + out_file = None if args.show else os.path.join(args.out_dir, filename) + + visualizer.add_datasample( + os.path.basename(out_file), + img, + data_sample=image_result, + draw_gt=False, + show=args.show, + wait_time=0, + out_file=out_file, + pred_score_thr=args.score_thr, + ) + progress_bar.update() + + if not args.show: + print_log( + f'\nResults have been saved at {os.path.abspath(args.out_dir)}') + + +if __name__ == '__main__': + main() diff --git a/docs/en/user_guides/useful_tools.md b/docs/en/user_guides/useful_tools.md index a1ec5dfc..b23e0b12 100644 --- a/docs/en/user_guides/useful_tools.md +++ b/docs/en/user_guides/useful_tools.md @@ -350,6 +350,59 @@ python tools/analysis_tools/optimize_anchors.py ${CONFIG} \ --output-dir ${OUTPUT_DIR} ``` +## Perform inference on large images + +First install [`sahi`](https://github.com/obss/sahi) with: + +```shell +pip install -U sahi>=0.11.4 +``` + +Perform MMYOLO inference on large images (as satellite imagery) as: + +```shell +wget -P checkpoint https://download.openmmlab.com/mmyolo/v0/yolov5/yolov5_m-v61_syncbn_fast_8xb16-300e_coco/yolov5_m-v61_syncbn_fast_8xb16-300e_coco_20220917_204944-516a710f.pth + +python demo/large_image_demo.py \ + demo/large_image.jpg \ + configs/yolov5/yolov5_m-v61_syncbn_fast_8xb16-300e_coco.py \ + checkpoint/yolov5_m-v61_syncbn_fast_8xb16-300e_coco_20220917_204944-516a710f.pth \ +``` + +Arrange slicing parameters as: + +```shell +python demo/large_image_demo.py \ + demo/large_image.jpg \ + configs/yolov5/yolov5_m-v61_syncbn_fast_8xb16-300e_coco.py \ + checkpoint/yolov5_m-v61_syncbn_fast_8xb16-300e_coco_20220917_204944-516a710f.pth \ + --patch-size 512 + --patch-overlap-ratio 0.25 +``` + +Export debug visuals while performing inference on large images as: + +```shell +python demo/large_image_demo.py \ + demo/large_image.jpg \ + configs/yolov5/yolov5_m-v61_syncbn_fast_8xb16-300e_coco.py \ + checkpoint/yolov5_m-v61_syncbn_fast_8xb16-300e_coco_20220917_204944-516a710f.pth \ + --debug +``` + +[`sahi`](https://github.com/obss/sahi) citation: + +``` +@article{akyon2022sahi, + title={Slicing Aided Hyper Inference and Fine-tuning for Small Object Detection}, + author={Akyon, Fatih Cagatay and Altinuc, Sinan Onur and Temizel, Alptekin}, + journal={2022 IEEE International Conference on Image Processing (ICIP)}, + doi={10.1109/ICIP46576.2022.9897990}, + pages={966-970}, + year={2022} +} +``` + ## Extracts a subset of COCO The training dataset of the COCO2017 dataset includes 118K images, and the validation set includes 5K images, which is a relatively large dataset. Loading JSON in debugging or quick verification scenarios will consume more resources and bring slower startup speed. diff --git a/mmyolo/utils/large_image.py b/mmyolo/utils/large_image.py new file mode 100644 index 00000000..68c6938e --- /dev/null +++ b/mmyolo/utils/large_image.py @@ -0,0 +1,76 @@ +# Copyright (c) OpenMMLab. All rights reserved. +from typing import Sequence, Tuple + +from mmcv.ops import batched_nms +from mmdet.structures import DetDataSample, SampleList +from mmengine.structures import InstanceData + + +def shift_predictions(det_data_samples: SampleList, + offsets: Sequence[Tuple[int, int]], + src_image_shape: Tuple[int, int]) -> SampleList: + """Shift predictions to the original image. + + Args: + det_data_samples (List[:obj:`DetDataSample`]): A list of patch results. + offsets (Sequence[Tuple[int, int]]): Positions of the left top points + of patches. + src_image_shape (Tuple[int, int]): A (height, width) tuple of the large + image's width and height. + Returns: + (List[:obj:`DetDataSample`]): shifted results. + """ + try: + from sahi.slicing import shift_bboxes, shift_masks + except ImportError: + raise ImportError('Please run "pip install -U sahi" ' + 'to install sahi first for large image inference.') + + assert len(det_data_samples) == len( + offsets), 'The `results` should has the ' 'same length with `offsets`.' + shifted_predictions = [] + for det_data_sample, offset in zip(det_data_samples, offsets): + pred_inst = det_data_sample.pred_instances.clone() + + # shift bboxes and masks + pred_inst.bboxes = shift_bboxes(pred_inst.bboxes, offset) + if 'masks' in det_data_sample: + pred_inst.masks = shift_masks(pred_inst.masks, offset, + src_image_shape) + + shifted_predictions.append(pred_inst.clone()) + + shifted_predictions = InstanceData.cat(shifted_predictions) + + return shifted_predictions + + +def merge_results_by_nms(results: SampleList, offsets: Sequence[Tuple[int, + int]], + src_image_shape: Tuple[int, int], + nms_cfg: dict) -> DetDataSample: + """Merge patch results by nms. + + Args: + results (List[:obj:`DetDataSample`]): A list of patch results. + offsets (Sequence[Tuple[int, int]]): Positions of the left top points + of patches. + src_image_shape (Tuple[int, int]): A (height, width) tuple of the large + image's width and height. + nms_cfg (dict): it should specify nms type and other parameters + like `iou_threshold`. + Returns: + :obj:`DetDataSample`: merged results. + """ + shifted_instances = shift_predictions(results, offsets, src_image_shape) + + _, keeps = batched_nms( + boxes=shifted_instances.bboxes, + scores=shifted_instances.scores, + idxs=shifted_instances.labels, + nms_cfg=nms_cfg) + merged_instances = shifted_instances[keeps] + + merged_result = results[0].clone() + merged_result.pred_instances = merged_instances + return merged_result diff --git a/requirements/sahi.txt b/requirements/sahi.txt new file mode 100644 index 00000000..0e7b7b84 --- /dev/null +++ b/requirements/sahi.txt @@ -0,0 +1 @@ +sahi>=0.11.4