From fededb4ed39a601ecd9fed833c9dfa8f419d68b1 Mon Sep 17 00:00:00 2001 From: Lars Bogner Date: Thu, 18 Sep 2025 09:06:36 +0200 Subject: [PATCH] Finish project 2 --- .gitignore | 10 +- projects/project2/main.pdf | Bin 0 -> 248044 bytes projects/project2/main.tex | 182 +++++++++++++++++++ projects/project2/mainNotes.bib | 2 + src/project2/arma_eigenproblem_checker.cpp | 60 ++++++ src/project2/buckling_beam_solver.cpp | 85 +++++++++ src/project2/generate_results.sh | 25 +++ src/project2/include/helpers.hpp | 18 ++ src/project2/off_diagonal_finder.cpp | 23 +++ src/project2/python/buckling_beam_plotter.py | 38 ++++ src/project2/python/scaling_plotter.py | 37 ++++ src/project2/scaling_tester.cpp | 73 ++++++++ src/project2/src/helpers.cpp | 136 ++++++++++++++ 13 files changed, 688 insertions(+), 1 deletion(-) create mode 100644 projects/project2/main.pdf create mode 100644 projects/project2/main.tex create mode 100644 projects/project2/mainNotes.bib create mode 100644 src/project2/arma_eigenproblem_checker.cpp create mode 100644 src/project2/buckling_beam_solver.cpp create mode 100755 src/project2/generate_results.sh create mode 100644 src/project2/include/helpers.hpp create mode 100644 src/project2/off_diagonal_finder.cpp create mode 100644 src/project2/python/buckling_beam_plotter.py create mode 100644 src/project2/python/scaling_plotter.py create mode 100644 src/project2/scaling_tester.cpp create mode 100644 src/project2/src/helpers.cpp diff --git a/.gitignore b/.gitignore index 016d5ad..4e122a1 100644 --- a/.gitignore +++ b/.gitignore @@ -272,4 +272,12 @@ build/ src/project1/poisson src/project1/poisson_solver src/project1/poisson_timing -src/project1/rel_errors.txt \ No newline at end of file +src/project1/rel_errors.txt + +# Project 2 executables +src/project2/arma_eigenproblem_checker +src/project2/buckling_beam_solver +src/project2/off_diagonal_finder +src/project2/scaling_tester + +src/project2/*.txt \ No newline at end of file diff --git a/projects/project2/main.pdf b/projects/project2/main.pdf new file mode 100644 index 0000000000000000000000000000000000000000..239d2fd07816f8ac2fd4eaf9f5a26ea2b4e30b0f GIT binary patch literal 248044 zcmeFZWmu$5wk2A)ySuw4?(XjH4u!kByA|$GxVyU+ZiQQ6RfW65@b&4QInOjRUH8Yi zbESbN-%K*{jU78=uf1YLk|~IY(E;dLp~+?zhL)jOSqK>k?ToCTd3c~1WK3<%oh=BN zSXr3}|MmmTAZBUpZ0bnJAZBgoY${@EY-eH$&Bq7rFICyQSY( z5(r$NIpy<{Sm1;W9=p}X%8me<8>kietLY>fTI9FYuID>nr+g8q!mdI&f1?02PTU-) zgG?s^voWTzM7!zwpe=O_^TQf2X-cxTWZE_jQW^Vx#v)BQ$DyPsk4rwErG>R>E49qA zf#3Lm@wY@qg1i6kpy8i#nUqXHHmdNv}t319r%e!J^>&nzNl*07hqN@mQ`| z{q1`Xxx3MM2J&qa)pU5V2UCc>j@8>{n2ebpWxM065fhqH$=Np-bv=2F96h<>dju(E zdJU;b_1nM_T4Q8}*Q;^=YkajMq*D@m#Wy~GprJFa@X{8=qpaGydNmaUfGX{jtzA5*RfS$jMW4uI}t8vP%3sZVoc}4UyVpEKQP% zqnZ4B?eoJ;fTDYB$`_Ftc3w`u3H6Jvreta=o(*RX^rp?^199Mv3g*u=*XAJ$#_u+uWR&j1 z`4=MBT1W%hC^qg)X)L|ojV@TnVmCMqFLc*Q)Lq6CVfIx0(YOw;0OBnclK!+c=e}>` za-(d)c$C5Pi22{UWgeT{oE69C{Cjz1YRixnwbXbXC@Y(ERzW72T}Y zqteJ7LCh;d$MbpVG;Hai)E%wc{ceZP=={zY+_`Afy0}{{D^6$ZlKE}2lg{11jsY8k zEa;(`eH@5X5qlmC7+;Wn8D`o~L3dBdXNpJT^nru-Milf7)j=u)g+)^GrMXxg4qat_ zb0D3;DyB&6^Kx>~Cj2C(f)5&)5I2)SDS~f;7|%;kSR}3_>1!fnj9Ik|TQNSu7~3ex zRd~Rrc-7Dy>poUz{u*xzz}=A&-JJG-Gu`oUmZuCmnfOM4N>h8l32!Vli4cG;GM^Y$3tvb9lN<|$-D)G?9Kl|u@(T$F@;{ZS$W_KgmR z&teDY%mt(3!OSE#QLKgf&MM=aJCqr<)EQ+j85*RGPB4{<2K2pILfA>w>Q5>hF&=gKNvImn(g9B)*`#v}NR3 z{p!CjVJ**!fh$FtlCTUxeH-s0ZeB(kIPNtpp0ACK$18R2ph8IDXqc}iXQ3Z1J(Anwzp-UmRhp9Ri;|kk<9P}o{G4Y|Ufa^&S-c7||3G>F53srOCR+VcXDZtTB*YCz zu9#wUZ?U&(W%{Yws>Ul1yZCR1HzZ4K45_rY61F%=844M3a|PCmT_w^#8l)<;ugq32MtEN$~F*_q;~ z++p2Hago_xjl((XoSu$NvFMRQ{?a=WdsO>eTDzmX$g%qEG?sEwZ~g@v>lGG$R!srq z{Pin7-Kdq9vLY<4j3$<0&<@98aItQu0klmK*ERqIUri&E;NyrN8=mT@Q4&(Et-^4V zsVW0Oc>R)Kv4f!yNY!H=MirFFYGZxZ?l{87y2rbMh!BM5=3qPduPCfU=E4z!+s8KU z3Sjq$)xmDXiMbr5Ms5TuAu_xD?Yar`&Y>CLIj*O8m3Vdg#ZRKTntE$o(?uKtutE9# z!h^VCtXw+3i?g$9)`syN>#qvB=#8jIje_cWU@Zr#Y(!yZ1&8^Jre>g%Mk#5_D&-T# ztu(6%2guYA$J|I=C@Q9Vv!&f79eRCSRj2q;=+di}0E+=PSB7O7${T0mq2bLNsHrZ? zQA4h*Fe8Dd&6Y2;IIOzyL+LaLp>fia)l~c31s=RKJn63`!~6jX*?d!hyBZ>UVCF4|%< zp5{oJ9u=ZGr4c+Ck@Dcg zcz|^YJ3#>0^zQDaH-upBKw(~1IaI90|2+hgHfs0$GG6m+*YsPQ4?kvsf^F_VUkZ+g z%W?66d~bl#C1Ej|Zt;W=6<430R+volb9X)fO8W}3dE3i&LNo9Qj`Z^7@wv6- zAzX;j@Zv<&8;cn}@YaOCkNXp%wX{XrlK{{}x$UmF;iUh}Y8$J?Z!J3xv#y_CsehXW znXN1~<(_h-%02<&%PQi0Xy(C*ys2i@Qa3v$gc;yY=X}ey4PnZR(cn+@PQyFwc*30@ z4f&a%QtwAeJKrh*MLc??vshq(HRviNwr~ zLCo=Bg$UNreJnk?#4RO{myyXQ8hrlWId-{W58!y z6j>|%33Z2Om0vUwh~-Zvi42@EU3QM6g2CNJT-4uEeAany6(G7eS|Kcrz0VVk?Ag zR&PY9>*EH|Tk};W6=i~X%CW2)+DSmzmfheq210rggiY(FZVYqEb@_P;F7DH}O`;*0 z>JH|bH!%KM;ulbYZOi9|96~y@-SnRc=t+GnKUhgvKpAScWp=&ZT+G!rxYJ2=qEI|0 zDNGO($JSlLwzow+m*X?H^rp{`uqpG=CQx!@WhwAich{U~X-&gOhL$i?upt37OypJA zR;U~HMM;!tXg{dFf;QY*F#Add`wmVd8*ojB60a{#1_$=n7L0QJUIg_6!BTbG-U2NO zK*g{3;T2RopgmgI*7-cnWGgRqMfDYi;POIdA_xRcko4>pSM@qs^VXE#^` zYrKi0&t49=Ir-Lskc?mH9$cWGY-m>iI>`@?w1FbNaVSY)6}D3(nCZ7W`~Dp6l%1FW z{Gw1dE-30PS}#>499k^e_JCnr+Dv&IiZ_!&!0!@ewPn_e#_^`!U2CvU#QvL*RY(x!Bb zuuK&r3x0+&`4`Z@4X7~coN^vd)NW({+cl?L2f4V%*NHf;L6_}?)|dPhx%-^N@KU4o z5*;Jf(^e+xhuRwqXPuEy5ry;(nrfSzLm{SH7T_CS z`Ss`(lD$22ymdby5u=eWq8Rtd^dHiKW=Iag#$64<85YJ!Y^7d3HbWm3Z+b!Y_gu0# z&TN%`Es?31w8i^`WXVq5D*9XmHy!f%P!_E&)=QPNq#I z9AHIvUb83q*i%R?VOQ5@nO?$+MN=W07%nFE*KZLFQxCtXL|?`TGmFfJiZ9w{I`j1p zw(LMAa&&vM)a>rezjmTEg2gGW+mwTDqLNQG%mj`E8e+qX&zq3Uyx*+yG{+1@u4UsXn5 z+(h~nbwWv}=oh5|uRwL503Wc#wq9%DqS7XWrVybOS<1?7bqWSPPukwZh0l+N^yHE( zgPE-jj)scFX1}U?CD7)<)_XRA+518u^QFDI_5^bk(>%Faz3rp!ZK>r@XXZ=#!U`Oh z76^85F45X12l0aXilX9rfD?!FzKHkZ5pu%78?;_~9ah6V*i!LluW4x1rb3nDVh=q> zSx4)kY~U*XsE3?5q+x&C%Ya#dPSp_mm7}k%B69gTCb6!pD+B}0*1xe3wY(t4a_O^Z z#O>=Up$3)xK!jrl2e)AC4-od_<8RF_7YlSYzVJuG8*RfjhxAg8^MD|TP%l!I&~51* zpElbg|IT>qI|!0J;j@KA>ECK=t5Qsv(*N>wUT;o9A5=W-O$iw^|7j;O`Qn;qRhnXY@Oeqyc1*qLe9SmD!sE~ z|FHdUC1e>1IsXDjO7FZGgQ&Z+xU%y*mG-x{1Ob1${6~BL`&-Zq!h(d1&(qzh8y_ew8HD{ad|%rvm{jtgQc%2+ZnAleWWUM;mH#pjv!#h-QyK z1cBO?5P1ombDt z#+O}d4$Z141dygBkfw^z6PJP8GDU8ig=%o?Wm|9!vuezc^`=O)XfJxImhL^Sk#amH(xp9t@`+hM{B zfa|p+TsM#e?h{BvXaZ_$EwDz4_lX2fU7RW6WoiZX7OJ_yM}32>=cln+`DH+fsU31N zbM?JDyI$qFJ6_LBpY|1@AlQu{$oK0_ch_0)+H`#mhEa~08T993#AFc3jSMCDfcioe zcD@^C_pF~kgyu9}Ed>Q}z?7RW$7*bi4&zuwU`krc5_)u|=?wl96x%7xH$gTKBGpx} z&4?9iJ2Vq%JKO(Ei3OtpGti{NPC1K40P>ZOUP=&D3?`u|OFQ$w7pkBf4^S2Xb#qs(ADiSFGgO$?YwP;L0RiugpcuL4}gQ-{K9}Enqkt6u6XfWy~P;F$87a1n~Tm5`ic)40~x>x zc;vY=l--A=0x>*wOjbD%O4I41MdtoF2^E=`H!A6Mti)l$fYPLhC6e-3$`GKS+%Syk zBUv%aj}oZeGuvw31a6-D`5^5`)(iq|5&Pyy@+*Oa4qc}_7Wd?#wpyUl0f2xf!T2qkh-mD``=mZ(d2VhMHxSVX$2tn_lkr zYY87UoKRluB<^BD6W^rVF&I<0>RasS={qHdT)%#>aAgxQy(`3)dZ(X*Q9NDb zr60?d8(_!x1k01Pant7B&iuRka-lU(ZY0K`&05{-(3@#Sw`v-;tqS1YGtAN9esS=4 zqRPOO)79#JH*%xfGX!RMf14yo82Ni_8@RM8)tx>~vQYT?umI5TIK~%b?DOD9LX4myzLjYwtrkL?|_G$5&yS(qu0kcx3r(gD- zWE)y?>F!_maI;?NU)yqCq03mn`4NG_#QFwK5b?i?)(Qs-X)Xw(L zwF3ZuP(5$#yC)f8LEL%*2@nldznFGYh|cuAylIU}a{UtcLCVTWJpok+N{uM%-e6(- zm_nhQnZ>R_uw7ZZpa*1(5i8`1DU5leWy!7J`o?@D7CWd$V0}U?|J4=LFyR1o0xx6b z(Ef+Jp3c7V6u|)k+0F;1v;VW{obS-(UyT9Ysc|@e0Z7mpZdDnmadGrVz%aECZ|3)Y+CeK$Q?X2dte83^d z%?4fjFHfMGUwFqKSooiT<=?xOo&8^1$U0dE*UJbA+M7d#8Q>NTcoI>BuJ^+U5FN-B z@SmLQ&oM2lg*(LA>$sk6Re)B?hHaFqVUHy>ua&yr3sE!c3h&0fp1T4W%fW>Gz^K3A z<^MF^n3*{Kz^X*pZe6_MX&QI!e4d)lgQnW|AlXM(w4^Dz?>60E_8 zg6Yh0a^=`ufz^vFKI+i0f;xxK)=#Pzw9+GA#lE6-!`b!yM$AaVnT|xYUTP|9<8Kuo zXRMPIQ4l>2l3zbW|L!CWnyv80Ocq+d-_Uk7!t;JPX8N^z*&B7L9{*?D+6yVv~d)e0G{6B+8o;K_tqam^hZ8^TTaNJb3oBq+OgI0CG= z#chbUYe}ZRvxbXCl=Pg}CGJN9Xv7j0WafE1UzSs<0qw!q*+>fZZ_k#o>mUMg_PNaZ zVOFY!&r+qDRrFGkTQ^?cw{8ykqbYq!{<%W{jDJD*|EWiqIRBtWcoPL<-+M&(jx&T| z1{qT(@#=ZD6l3vjD>kp)Y@Z?=*;)yoF?nYkggBq+`2r1V8{HSZ1ug+xt&c$vD`)?U z0jLgmhFI4^cJXO)pUptrt`1L>*tO3NCB)|z9vW}L#yW%_)~ysdU%GcZ5(Mw76wCE7 zSNo6NifV4URs}dNm`&U#+v0L8?8Ws4ktl;f?HB}iq_Cc47 zhV^1fPrk^?9I{g(cbX?cgEEYY6d|e=+7ZZ}K?y(P(-aYqvj5<6M2?f%BM%JWfjZ@V zq%Gb=vtzxV%{tbF)Py<|quw?f{b`xWRkCzRh#Ik3%Cw_C(b|+!U_qI# zpko5&xc)7CA*W+)#GGdOQP1xUNNdTN;3J=ZL>aUE!RjHJAZ-f*fEB*u17kq!eO%>= ziz1F1duah!PQ-9$#Z_I?riVycCsZToyQ8loTYAM=={a);kT7i9p zPeBRd8PayHxgTww>dvJnT)r*JBK$Krl$aJr4>6xnQbbN;-7~bJ`RWTKGblps7_wp) zA%lftl^aF&F_>I@oE;N3GZDDi<*jvoPM;o^BTqqJ@CoT+FWhF>+GF?HAnR|M=MZ(j zH#eO}?CFaq2##m#bOK_| zD-obs|C)YYID^=lD~Qu%nD`S4ZVG2{!-~EXU%F^ArBN@J=@8l^x@u$T#EGEsgak$I zD=#av4+!223UK*0O487UVgN)5Y74{}(<fhDo7uBiunUiu`vDXm6kVN z&{pKHd7agdfk_39GU}nE+K{&Cr%k4R@=dZee8_vfY;j_&ogu#4@;SV>U6$A z##O8tEt2g!$XKv09Odxj9l431z2di?*iehN?vAL4pytztgFp*mwn52Qf==0EVA>@+w0z+chbR~{g~ z-O%fZFRmCl`LYH{J5qfhNm3*zD}V?l7=$F}e$jew^T2dWG)|x1ECPiO(+_hRY7B|B z4w?m(dfZr9%nIW5Gdj#Hxx7pCi}T@1_$J3$g;#0I7jJA0)ErPYvGa1Ugz#U8=`WeI zXFRW4rx#df1XI>5k{`9^1B}PS`Uk6xY=X3vDF9aFP)pQiJAmv9pI%&MeBb12iC{OV zr!(~U{RfhDheanUxN(qb9(ZgpSm$@Vv74`)6#Z~90+@ABYJ{lb77?K%9g+LpJVu*m z;~ArYYTHR11G3dt2afWHId2Equ-+{RXe+Jd?Qsqv@#iw@M;$^1c_DyycN)i6XKysK;k%Z*Y{;e)*uX zScQQ-cdFv$t>*8y4JY@*2#t2HVFhl^?y#Rfy)Dp=4Re5+>p>gS ztPundONm=}z2_B^A@nm9xfC&We#XHRr<)u6t07+A!*>kQ$H9Xib<0Oc{11ACH>wY= zmk<`@Exn%vbdTJGK;^>!rAHMzB31sj?a7}QQWPgR(})e~NB*vatK<{KP)e)fi`0bn zm?RlaRVPdnod-YJ8v58r7JUH2S^fa?F*CKiXMD9RihrejjEaox%nE;{eZjT=k@ca6 zHwP;tUcgqfd}=d?`+)2Q06s#SES!HZkrKFVLEn*&S8kyA%$rjVR3K{RQ%e9#!%AeZ zNhX3>Nx%%Okm^9t`Orv+0r@?zEig@h_&_?6h`p%}Me>eZcxhM4M8(qBs0%9!NitNH znQ~ceYhkprstfxfVW-@!xa#FeeS%XMOgb!cCN72si;^`~p^?k-W6n$#q&t@k-jV|i zCYBB!wj<4r^#c3KaUpwO`>~H9Wb_r$Of}g|>y^p_QT(L~lLr#wPMH5%ihoq9feX~I ztm9kM+TQf@E-h#c$zZK(IA}4QL)d5Q`hML!@0PqAd4|;%=C3wWo!d`OYCz_J^Us7k z8*eVYQ+EXTRA!GK^c~;>@Cac0gWx0@&ut4L04d@n_a2*=YwdGlh%u&K)-0ABbn@;% zk;BUfQH>QyAv7Zyk_wR`b3aFxF!ICd+i8Q;3u@=FkM^Ql1-TT%HIw`pqT6(uobRP> zg}{uUV}qhLv{E!mvmoqY)*rnNa$%OEVfVDik~*^=Q>0%%phDY^3B9YVvfu zp%&<*aL7L~m3 z7EI3VzA(RbpyPCh(%J3dLpt5(5UBMWzlQE-FC|H&u<8#!l50H7P|Dhv+z5@5*vkKS+(yr3vhWPm zP5fNN3}P9kfxOhgqrC+W$GwtYftH8;%`U;W5@$BhOMq`1I^2UDf)wJ#2UNhS*M50dAO533h&>^OfUNui+K6J> zk)Z%Bm7J^2hn{boXEPGA4rfDF<(zhsSZPM0zlV~KBEcOeBUU}%<-C(O+a0qQ$E}ar zAt~JnTK%x06O=nFz6PG1R(#xoJ@vD)e0Lfb#ekS0Hd!z>pGz)Rwaadu`-SFhl?4Jc z7tjwia0JI;=;$4ta5Z8te5N6Y@ahJN$gY865hO2V58`Pd5h!7P_miRtLoXoj%wXa< zt@Zn@qB}PvaSx%)iG`q%H#u^ABP`%f1eBc;VMBB~jl*A;-So8l6rDyW0s=sN)RYgf z2s85^Bm=BU(y?R!$hAY%ZUJe3IMTzi?-uC1?`)4mm)=UirvqhL%=Ytr5wm=>`&%-a zbHull#BFkC*h&G<02Uq^wD1NyjXen7;UutBqF>8_t^yI}5drO*#X61p-fE+IQ8wOf zed6)ww5i+Y0NpQum5%MrdrjNm%mK+`kedG62reAiK^5-sRgh`yMVH>w2Xb!vj`F>8 z4h38H{h^k)ai#e1WgN%AC1w;NnB*X?@C}SyH1yOL9rD%MT>`P3@ntZ$Tz*c6NVuEf zQppO8p}6jKaM40*BV4qWLUgG^>N0QDg-LYNnvmFxuH{bi&w3E7#-;^n95`soW}yds z@6QKzY<_Y;l4LZ*Vj`Fqo#hXDI3zEdMh3+OXOuFJOAyG$>U3kSzKX$x6L*SkG4}a7rAD}TNmOr3s=@PhOg8`61Pgy^>h1`>_o+}nn z8}97XO^U;<1sO5t5@oS6Ym0Oq63E0YckN^=WA4Z@@7nnp)@w(_RN_&KU>8MB&S`mZ z)?(8Qa?;pS`WhsaWF=VnW`g}`X<9q2o`cCYGrib9k98j%44;_IUk$HI4ll_ z%q<5g3Zz1bHi~ej6Yb|v6Nt&m$YZZ6tuF6x78l&3@>CM|l1~&>3oEg1R#KYZxzV9E zYcpC_p6ufbw5NEzU@C`hi}~~VlR+2!V9?XU?;O>UEym`%I~p=ETQ+j8#!4DwT5iC~ zDlk=T;a9x74SGj+1o{Tr;U74V=>t>=VE+S1BpWYjB?3SczH@=r&FiCH-1fr{n~B=G z+XCm#Ca2*=TsW5s2uOEV7)7iH@3vsxq3vWdVX-xSqd2@FR|{em?Aa#iBcgSZcOGC? z1nRLGVG^~TL46d8Cxl1|p=S)22vDZb?aEy6I%zu<2D$t7>NpIJ#ED3<1Lm?Tqb|dP z{NpTh)5kHL8NLo0j2bb*6nAi;xu3(aInq=f#RIg9&v|XW+wW5o3D4F?t^NQAa{R%9 z$12dfP-+%v;PA=pmGO-y#D)69r+MdJ1AA78m*>13y4->}-F4^`raX{NDk} zUwKcXqzn_H5YM+){bZpX<6OD=GLax{QR<%oT`-)#68DEmx59}w@bYUO^HkT$X>C?^ z6j3h24o{PJ!HYRCdOtGi1JuL>_>%=tLE0AV?+f5p#9q?F^zz>a8-Cj9&T1Nc{6ZAu z65i<~p9_q3)Zd2X5@S6n6K1K%)zG>@3rIR8}2yszHpxW8{??B&hIP#`kZ_?V2>vHS2R^j@P2*DVkaMx##R$_^Be>Y#H}1v*b*pgsUul7FW?

PR4 z7dsIgPp)Y^pH|1r8Z`OQPmC zg>>ER&E-3)am=K@fJs*~|m=7OC19>X#LpJIjSEfF#0)9Qid7 zcby0vDsBM2*Kuh?a8XfvK{tvQ|5h5mUkcx~Yh{M?hd@Q?N?P&N)UBvpMNN&tr&_fM z0XgNW;Sd(-my+_WCSmy?Us&)1cGWr?9GSeR>K5S@1lMb4=(P;nQZEAAmd~j|Ve;+| zg#DT0gg>&#q~>jKl$ReN6@HOgYgw@$2#ndXi7I0=wJQarNDWq5wU_JnbMtv-guWmOw!mN8Bsipr0zatW?*LT+qE9C?RL?Hpc<@zEK4~xTRkYKFDLt{&&{Do0 zCYZx)_wsf)X^!Z|ib9gW!Y)Nm{RUnWw4C2$^=z$39LjBX5fC&h#cir0%C3SETh0JoZJ`+E*Ds5^B#j zsg97my#(pc$Qg`&)*xtqDY9J1R251cj9PDgF~pnT{lICOD_rKD`+j@C6^4;oY10pJ zq6*Eyj3PFrbo}{a$~<$+gL&)z@VUMSeETu+b%W!C%C+xboR2Qsh_vgPz#+xatCMRWFh`$xVe741U>&%2h`SWX$yZcwFcbeCqg;1&d9G?qdL3sa6AVirS< z=X9y3V*Zwq5nQNy>J3+-@6RL)U%ZJ7WT@A9p1G>bV;Q;LjzWsF;{oL>n47Jw-F($> z0nxdYC@f!5(M34MF1J4sI{W&eC zSniJ1F%(_uzdZ&=wYP-)!`kx>LGC=XT2j|+nl{?{BU}e*oHcDGM6`;>6@3x}vMWBH z9$}M9=_lHzJ&aHwv=j^SvSZl7yR7MhKF`2U%6JL5HAsRp=%r1i(8SmE>=2<;3?OY@ zn}M~9XM{C|o=shu7lm^gRDjS04BscXzfr-nF@iB*c(a@JC26-JNX+l%!SnT(ko!o< z6(TwS^TVQYA!j|2=2!FaBa7$_BwcL91#c01(3*=A`<^S*4_ru9(Zs83oPEyjx@P`O zAV6*M<%3m}=|AVb|9e5nA1OLbEzM1B|3l9SVAQv_wsZbdF(-ieFH@BMvzn8Gjpbje zIRVUnWwrk#=M)3biI`d$s<|i|+B(tMSlYTc5dxV1%DVom1)dCo%>PRrC?owlsxXtGYyDg=8hS{#YqD|J+zCGO)KNNC$iJl(x<#$*>PD%p1xW!O_ z&p!7wSku5zrLDQXJS|my7iX7%eC+mmLW)IN_Gx$ZbGkb{MmwxAxf@o*XG(kejmSbo zHe|7>dpsQvCF4!H3Rl~BEo?!bnY%HP&DEZ%w4rM@tPpsGk`J$LY*4n?Qoh zSZF}x2^axF{1UXb&U$E<*^oPm)ZXIP*t_+*+3CbjxD9hx;q_GfaA9-h#9jS{ka5s| zk{^LYDFx}9rf8@cWTs|;97Ap(HjPe2M=~%i5*k8;C>_}W^(6((4$bnQg zCpG_KI%JqwgAiXw7xTM+dP4djGKvNhaZScE6YZmn#vqJ>5X*{eX=CLlW(JlJG15;_ z#fXbux}n24FtSXL))6lMy*gPTNC0Mml2#*#au-M{4dY;^X?i|(ItefmgM-}h)^t;P zAtxMSJk{ePCjKN$%M~w`5JJ8hXC5vZu_mk>6fwA5O6PAN43LNvtyl4u>Nt3y2Fh3l zHn-Db3eShf$CpL@9v!_6{?5*huD8o=JwJPXe%|@pc!Xf|&!r(goQqPG16oHiPGn5I z+v$`;Ukx7Q;n=Xx@#nuc0-H0;CawECekuU#O(sx|#OHx_5a0p6$OJXCh#e9>Pm!>~ zf4@VrR3(Y>k<6~4V0eHctmtkoG4f~gWJFrg-L4~1L;Zjf)T0X(E@pRHV4`Ay(zxx5 z8=yo}J+r>>ylx+!Zo2Eo+nwCC_rqKpH!p{8VD4gqi0kTiQ(%yN0Qb8J;XAJ! z@_Q4?2&%zOPSCBkfpvzbP0AXcfq_F5&}-7;G~#&52XABy^-u7ym1)K+HUmHVcuLSI zV_%|r(~^K95nEhE3CG{o(wmWmD>ZIVp%F1v%hc$BORY$ek!XwjyYW4cRF6+2N@y=* zxmmXW{7?t!Ut3g~fM3ipFB9?Wf_N(}C^ zdhQcYp)1btHO1dqqL!~6mM))k+m!G1a;?+uXeli-*$hach{RqE)jERHLg?}CPwi#M zJqPv$EA-FxsSo$*azWLWZDK|H>w$O7iXeb}D}Vt^uNF6`VIa*eRh;&6aB^SJ_Tf~+ zwyiBoUi@s+u0x*60AHU#M2Y)b=F2*nQZ!Lx#3w^=nq7|S-PS9HOh0S8GrRSNo5gIJ z!uBwxN^UQ*4dqRWy}n0hZ(-D|JKcf_icuhwwRJXJL?uR~U$nTTUfiE54mezDDNEN_ zI>;mZ4=NOB>Ki;HehYgABeav|pS3-m&emIou{F2IPPu=+n=DM1kh-X*3JG-{SaW3v ztHUrlIR=N%)M4YW!{5Nz@b>P|r_K8rP7;ipatP`-yUs?c+Mr9ue)8LW$#3PfK(QJ% z_v{|uo^Q_2#jojQ`fzP>@w=|?vhRcU)6S-18{6t+2@Khi$ni;Zcpr<&$c+;=+)JgD zaMNRt+!Pdw#9hKK&91gp@B0&1BQX?sZQLfj3tgr>mPcC)*9O{*ai3J4pCm1f#@)NS z-Q29ClS#}0y*BivnH$Te#p=ze4>O3hPlJvam&6$K(W0@f3UJo!1E((R9UDjcIrE?D zzuPeFH_r!F@Z@g?6wIEV$DG(2nR=zK0SCI~YMio_O=Fc$rN35OO70f!2?hRCNQ(gU z+q>Szyk^mIrw*-qPa&M48GTk3mepO^2s)wz7VGDLZECD6rI~<{T}1Pi5kO6nH)^ew zaEn**_LS;lc9)3=g*LI&6tvW{h*UyE;IoifFQJqxyW|7;ib~`eC9I=~`JFK%A)V9& z$_ScT5ELWj6h5*`US1;Tla>nZ@5HaBV1@5zT%~@4#Jdy7Udrw_uAa>+M_O#RRrQ@V zPxsdc&UMb9ehr7@i)5^ujZob-_b&ogyt=VZ(>Bxuv3y_mlpqZTi*kbKS6fS9`oF>Q ziQMXq-ZuuGGiN35a&G9oxrKS=!e}^);Y+y7BEpQ%GBc6ZmX1}P99GqIPgafEMTRj7 zh~%S!ON3ammP=KCQv1vo8WT^LFZEi5`q<|3XtNRm8ciJ`=2~dU+o4o#qHf9ejXoH+ z5ES}g)@<1)D6cS$7Dadv)jGNrX5Py6i%wtlckgJtLP6qKkxCKf^snXO6?n|rDSN$ zZD61ee!0LH6~6wd48OvA-(0S;9=;6Aa`@AU5rr6dm^2aB0r-~BV6%Jp2#5?sZHymS z34YtDIwzY@Sc31Xjuv(QUVY2{mbJ))7Wsl<_h9Q0my5+a{KpU=T@j1f#C?>P*0>{62#zUv5{1ADl{ zT}@Qp3Do(8c3e;~2SODPe#{F-${BpeHsU8Z`047uzuM_Nd{7Tw-;p5Yr2@f5)) zM0{zEKN1LCeuwai*>Z!Q2h3a<%;?6+&ZmPaOPAOo0l8R(*f(b!b$5DoVL>coU3wxT z$`v^*5qKQeq2O7cESX_#PAW%9#(Z}GFZAV{CCMt5HaMDUH{%b<@2G;o+QH+cCEb>jaXOaDWh4Payf z5Yn-*F%tsVIavq+Ow7#xL#NI12U|0{Oe~DbjBKo`qx($kY`_hUy|g4wBq6x;@w9

-t*M^&vP+d9BEOz3g_+^tkiDL7uw2V80XW*2GjKAZg`R%;w z)Y&~fLD*ZEw}0fy5BN<0+aFMgyzw1KLI7A$CshYBiSIo*BaEQMZ^;P+h#TOy8>{KC zV(-GcK%JPdcxU3ub3Ti@9{vziPRNg1`T=Rm@hANHWXE3vTXc3)xfAJ=U+rB)0cx!u z4v=ErWx{EawN5-@EGVluT>y+d1> z5B7=v|E`8-`Cv1j>ECMjkD|nfTkL-j!Tzm=2e5vCYMK8;XvVA5QHA**XD%QOexG^J zL(X-+i(f8vsgavS6mw^K#ZY|}cN8U1o)47J7l8St69+`#%Ar@FHbTtn*osi2gO}S{ zyZngz2)P20lLlmYDpZ+f3JiZz8@i{2ver$$vQpW@5%Ff@Sn+?nh}9!JWc{ zrh*6L{&MLWHvhFUpw&WBIhDEFEDe+%L!4vuC4u{V`F4wYZI53bzG4pMD=8EI%bm$#DCF-k1wlrESNB>uK?k;Z==B z&f#=g4x&l$R@U@~ws=kGSNjG%*#^ArI;;Sh`6?P-8CD4{nbQ}RTcDFCM`vPB4)&4g zLL*;Qh{8Zm3Tc}Au#_e zu=!vTuzmpj|DPvffBy#7e>#x%ZxQ?daS=P~2PpviAE-_L>qP7yeSt5>AADa2??eaE zU-FWfO=XKi6vu4`etM7I$zaYlzxDmCv?C+y2eR?cD4+imDfVn1$TBA8 zKY_wZ%Qaen3BV2I!?0Df?-R^a2W+&@d6~+&1>pVirsS1?HLqEp)C{UdYP=wl3}2_z z0yTO7Jo3R%tluKKaLKc`pcDm+!^4Yw+tiY9q?EFC|D5JRuZp+*PX7MHy+>N6$=Yxw zPZ1fLX0jX&_zi+Z%*u|1TKp5Uz~xsM>>glWvKv=biXoFb#&jJz-08;6gO-ogs9eAZ zp5E^!z)hyajWgS*^WGbU;VP*l#c$dTv*@uk>Q+7zO_?)Y!OzhL?pGpCd^3h}k-$W( zjreO|9hFY-;jf!Ndk0j$zXK}g2n(;}z^wBz`&hww!U-5) zwD;NJ=AwZc<@inlV(WItv&54AYp~Tn_j>H?AuKUmVGS&9*3-XG^~D=`P=rlpRWDQ`M??-aZDoK_=Pyj5K=d~udT zIfycGjT)q+1QYjJe&7N;4wQoAVCd#WkBrhP5zW>;L9ZXv7-ti^hR%I8m!%UfFF45C zpHOAwFm+s{z7J5>TK!4n#x~}MG!F%q=#kM^_L4KBpx9+pICYpt9GWh|Zgw+E{~J#9 z+I@Jq!?2+<{c+<~cv!=Wup;mYKNABQ7Wf_RpQvisj)nwL^%frCva~RYEL}N8djZDA zz04RE;Z{7MhkJZV2kwC%UGpCZ!T%yIh3x~W_urIDVf#RG{l%sHW4RQzkEG#WT*{y4 zQrR9p)C2P%;9&rCRciFhyX!2l=Zl!_xizohW!I=`4`yoZ{s+o|M?#LzfL3h&!=SnCv&pd|Io(&`J8O_zol~j zzf0_Xn3K)^$Jzehkdw{!p5^nupC&v>9f{GXw`o7SQf~`0UbLNY z>62$7fJUowyh*;2tc-nMgkISteFRy!UyBcq* zJW$lvc%25gv5UM{NAoF`Jvm>jJ4?+8;^5hZ17_t?lC77-GGis00Pc2=*TqwPZGG@V zw=>#-oo$ap2S+FD;Dc86d=}a-8`sU{GTNbck8ScJ2UjN<*v$O;%8l2QVyE&WGXeO@ z(kJ{%Ka+Laq?xaMScIf9#FkH%GbtN|nCEa@rI>|5ic;asFq))UFEf><;F5_o1Gu10 z<%i>p@RdUxi~&RvrJ9zCk}v$Gy1MOJ5?gkGS=$Ib8dm#^GYmAJ=E_t=4lRmI2qahm zJ_<)l^j~12-IVNVGewoBU<*uWa`oB%*`*(AR@yCIrF973gm-}0CEc4<^c5A0 z3*%_iEMPQB)Z|H;bInKHf@r%GK_u ze$k!49v3JUvJVuzBX`tHd%IaOHP@K}$$}QsC8f=+IdXsM0IIJE3u^BU{cJ|sZ>1_} zYJNywZzm$~6TT@vPq@H}e&e$L+Vu^l2x3}U2?0j!k{cBjX9+EKu`w@WkPuMlkm-r1 zc`h_c`1L1w=t)JM@3SL#Zf~BiEw?IacdkIxV6F(ya%+ZzeClP2N*?a=K_UPcpA|80J$xz~l~V*$qLPg6@l8I-X()|x_9N()NI>efXHua z70lP+0O>~Gbap8AV+gzuXhav#3;dz4;F-Eq`WT`D8J!x3Uqv$O)C?MUerBo@nc&1B z3~tUJUc&TlL50GVOqU?qK+^h3;ba2airBP^kP%)b%m=~Ls5FJ`DrZ{L7+>Ab&yR`G zu^Wpt-G&taix={2&s1W%b%f1R=ydTemctE~LR)piC=|p^tf&Eps7-}62+-%wQCW?L zF26>7s)*QfCJ-uEHao%j<(ruib{g)HrIHhtBSbXGw1W`=?1Eu-kzGE-ZBI4%qLfXj zR0#jV0z%WQnCp`T6Lx0;!_6L6!ObH}P_6`hw~|4snF+p;ALY>UPVIY_ zWKTx?ss|>H&-(mlt#l~ZiWwDlQ{JXQj$}~?R7-z0Q?#NnYCPLiW@R>0cxs8b1t~w% z>QpU$Qwx^upM=D5i(gZ{C9;_oDS!pF6Q{ATQ_=-BH8N8O=GYHmO6KPSTKs+mm!E5O z)Y#)(?p$ZAW-yS1tv*)HaM`UDIJH~m_D3R0io&zg^+3w>l2TBOyMJ=o^7U4JLDLw` z7zt~Syj!%E@{ESDqz$&vfGT3yx&TZ9%Lns~^5+gJRc(HgOATm|Ffnv5g;A;;W!lz^ zI*P@ClBhNTizzu>Y`6uPd6Eru8OOSRcK^)|0HKak zL%b?s-|xDM%Fk`PVmUEEZ#M0D0sj5t3kGQC>bEQEjmgYX;xRzIkd!$44kNMdKJkaUYOrmnxHbWQ7;e~Yz1Wd=rOl&CWq1}Sxz zOtv7b7MNLqMV2C$1WpiHoOd0NMK_NfG98wX|= z&wobexGNAZsMgPcJ%+S_4A+&f124=Vt_M3>V=wpFOFV4ZwV z%OjGU8fX#`AAKTx&yKCR++ieTo4Tf$hre_!|6O?D^KGQDYyvT^>H6I)H6Sc$B~o|I zekY{$vk}MzYmqK8VZ&TNE1&}0C8-W%o2&>XGGU*JUn?sI+yy$|eaAj@WWqZ6`;J5) zmtQI%+ajQ-MD*BIP%aaMU;9G>SOv9e#*i+vQX?WU?m~cEOqSk{uPX<4F~NX~OmLh6 za@l*~IA7VAfL+_k!&uu1v%k<>WdL2vO=UdSTm;5gBYO>YPvD?C*WB#rae}4+T_fYs zbjR3}-frd?BVOxq!Fr$@-RgI;S%qws93nl}R8#Ren`DA>Pl!L+Y_1u6Kfd_WJ>B=H zcBg?uuvYGr(HSY(1HkY>{XIe@hdS$^dmyN~+eG|B8BPtkYj<<_c#p)4l+#FG zvD24!O(A|I{Qjo-(ZfSye(ozz35&#mGVE`P_-7dHWiUFTDLEAlWyGj94u&OD5E@6V z9rQ(tXWoIj%+rP5kQ?MLpYs&=$Y&dmv?FDph1FI%&IRpTHJFBSAu--1Z!4Qaa92rY)^YXZ zd7sruL8$9^beW9$nsH)4k3ZG{E#0=5mCc5zYe)d`q&myzvo17@%HwM|^Rf2ZzYA>; zI?accW+VY>>V}YPxpYA)4($t13R#ab`_D}dtLRJ+%F^{WfRq|U=^<(bS>d$4> zqk_R*$Df-{sKZRYzY|onecE0~VgQ*M%r$x!j?XF+8m+73L=wMMk_kE>*H}KIewgdM z8J0Z=SILcdOhxJG2E8IiTx9(sXceoVLUJ(##u-%P_W*`Rl!uM?inM{O0roQl|H0oH zix|C=EYO9&AruaFLoOAWtI+W0kg>G@hc-ko;FxG0w$l*g8&n{r9M4fAQ|C^pCy@q* zF*zHOF_OmO6h`~^D~{~p`>oCT25B(&VwhB{yNcta)y-bi^%1iSm>W->`UW%zd&RYD zZpXpxI;$4gb|Lx@y^>6XUPrR)QbudYuhpAY zHd@5oMS<2}sCm(UVKNqeJf6K=#DX)Rrh>MwKoE$vr~QvG{~r9${|Hb*?}1Pih!vc} z3MwP--u#d7x3x={jIVaspam1p5RsC*T#*_~XTUp?j-S5KSr7p4PCB9((^<$edSlmD zf8v+!xO)#1*MEeIKf>vI*f@F*7yEyN9T9s@t(G7DQVj4o8I8)lyqqJfUYF&ib|@YUQ3^ zZWncNtsX`$dUJe@p1$Bpffd3f+TNVz^R+!k%)M)^k=uh}46C|tLr;pIcVF&N(pLLl zuo;Y>$aE;WZBF_c(nPuL@u0S{&)~tE*o@MU*S_~^)5w+1RDT_dhH-Fn;qtCvkGNO`1>W^kNs&-q5rT=eC90-DDIw|YB;k-K%Z?N~z_|3`3O zomhrO`Pu7sGe-H_-q~8K`-SV%<=x_Lw{+oUYq z1mHK1Na6O3H(e*iU*K0@dR@r+`H|)i+WnkcTrDE#SKt7s+l9?-LV`%%*eIW zsSYP zsZa#9I2tyxO48o7*EaT`1X$KrCaW;lN!C~boqUa_Yirar_L~(m=PCRL6%+;TZ;?C= zqNc#Rz8vW>b=p#QW=o_(XIug(xgxw69V@{w(%^dW1=2DeBiG|F;OFWRARXY;5E(3a=CR>ZHH3A~zJh6mFhM{-uID5iVxJRV)2#R>D+AF?AJ zC_0dAddp@rM_NLt+r^antZw(g9P%{pl~Ad+>Oe0Rlam~D@nNUgqWgL@Gno&v!gU;J zM+e_K{v^8zcl;!{^4LdZD&`%KUmf4VT>5GHr5gEfj*;RSC2Q?7l58u_xQD~9gP}a~ zG@Ro_vL#3`b1k)g41%)-=#i5Il^AEd|7B`&qA-tGu9ADS+aNePLkS00ZnxZRY)BM6 zp~X*xIMl^7+YQw$Crh@Sk@9Q;Dh%^9L&miLB))nJV(-|)`{fj&yfmFmY#1?#wN#2}(Eh0iyu z0I$HNC%0jp2q};3ZMOU}#w=kIyg!^#V&2%)u*us6YS9+7N2i(wEK_-;u&%!^4rYtV zjf(sOmkT9Ivr~J=Maz2n1uyAjZ2Y-mXb~o2?`n0}plmj?iq8s8j zb#K34ZL8FvPZRyf0PKqMc=Z?=H@z2wDR)UO;kJ@1%ymiaDR2=4)l1$XMw1GHNT0m!@jW{6O5+%2x2c7^3N{sefPv)EJX% zJKry}pCD}))C#V}&rBy7pUwLoC(0)@;lkAL@mrdp$tz9%JDQ*(@KOiR)fjrI zjOtBF2wQdxnZ2-D0le(}DHwsJ7uj zsI-#MClPGeiGa*hR(YEmIGXu1_l*aeG#8fiGeVk&O{TlBWeKTl8hEaY{uzcl;gd!T z%hJZJ{s#sor%w^fusyZBVX*tdfOCN}c$)CtB%dFr;Elh|W79Gr%H*2rnpDl=vmENC zGT_~K@;*D_z%KSapR_)l9JPf_qoVj!9t;JI>euo*Qlo$_d-Zk1j&T}KX4+k73vB8d zl`rFrPzv14+8n(;5n)H9%rA3N@RApMWu>p0o~Ak*9~9i&tzMn4UYv>DVCA66?Jcsr6LAgD)$I;OEYb;SBR@^S%m<$0@8 z&rV7!@#jZ3#A*}Y7key4pqF?3a$H{I+>)ihO_G--|MU(3;#bni4qCSeWh zx}wxr&bVNW6PynH9bNJf%oB{MD^_@poMr;o%Pz#+xY{+}8B8;X2Fa7p4MUsYP6!@` zV^X2k3Az>?sm^6uC#eL!&8rj*^bL|$1nYFH@2??@Wq39bY|k7Zrz;1p5k~Ew3EIp$ zTBdwDT6$~#@8b`R!~{qiU9Hp8&X(s|*ejlhZ;|GSd)_W-vn7@tjJjzQ(oX`m+jbDc zBx?!Vp-}Hfq)%Oa4r1C3n{K`sNyqvlx#oA-vhFs-92ax(+!pF( zWCh)E32$JFi9&CpjNpL|f*sw(*m+2sEgIF>^me&o9dS%+w$`%bwbr_mvrd8b4Y}fh zuCpobngt&n8lfLuiW?>gW3kp!*zIf?mIb~_&IeIX`qsc;)hd%uvOA)vqL>}(vRz;) z-9$D#=@+xTT})75ezT8Z2Xv{T za9Ew%w2(|}@|Z(VHmAb;4)jE(;hB@$ub(ibP-ID=b=y87lFV%-C}*O;A!C4B=q zntjO1f`^zW3Z657u;6o*OfN?~@>})D_5^IyE&^F4S*U@d+|{wUAM6!z&_%Wda=i)G z%6ZNFZiW^k%{M8wot{RqTI44wI`Z^tGV4lC(1(l=ZM3zV@%SOA~m zj=v;WhYJS0|EQeve4{r;$9m@rXNDa;iOV@;?SN0FF$!+wN09nQTg-EY6%v3POPh#J z^cFn!QqFtyv6r2+6#ZOx0XwZUxDOVMXS*7|Q(V@YW`KmeFb2m{LsU zYGzoG6HGk~^0pT;oJHhMSoROu3&7);+T3hR;$=ikMcNCf<>te0ag@^XF34^ob3K`c zRcn%7h0)@sCpmGrxAL8$3n0syDr2niytvRbwoEuOm=>`+mAS-IXC8K8{UuJDtUD@c z?(bIVH-@kR$9UlG-m%bUROhd$!9YF#|3c{EC{xmjBq)!2p$Iw%CbgxnhaFKTz^B|wOPbUyk(u%V@t1| zqmQJiCk}an)=~^^Issp#b z+fvr-Mx2o{*Fg`YeH`G~R8+-{iP6$?uKTl|*K~m5lo!H^T`35Vn)}L6{dh2x*!;R1 z*?c-{<@FWy6PI4GT|(@LZbDP&ezp*bH^mO<=R1N{9!=#z?_za z$8&C%tH3PxPNfr zTKxp_oUh+%{iTiDFYbHRPW&OEJ<65$d7U2SR<#ISc|EF#~QM+0zU;B~K`Ot=<& z&%=3PVKOcfy;=xI&o$>ncBD1Y>*p^g%gf4J1b?MymWGb;eY!h(r5JK;A)SXpL308l z{|&qWQcn4!iN-%anf6b>WV3%T2mjB;WOIBlWBwPD{r`!{{>Y8}Uz5q^_+Y;OpM=Tg z_#plBzlpCKBgaSil7Bgr{R17!IR5AR&A$`=e=*tr|1#MeA7qyP#bo~(hcb>25?TLZ zvOjVtLUGnpZFJ({ojzu=KN6l|B2!kf0?uWF*N<-5@7s) zI5_|N#qiI^wR3);*Z<<$|KVIa=Lchze=OJjUbOD-sDXbTuATD(HU58uYv=q>lKvSJ zp1-W){-dM(K%4%na_yWSsmnjZJ^tTd9mn~>L(zW{uAS*aL-N14_Wu>v&cyHm(e!_i zYiDBkK->Haa_vkEABcs&?Ed}{c7IF^AE+eeKhwYe#kK#JaP3SC9|*z!8m^s*;RC7n z-;--+V)#IE{l&HaL%DV)hL5D-UtIg2=GvJUK9G<9@?85nOZ~yP{GZ5gk?BKc@c-^y zI}_sv+VU^1{cle`nVA3nvtcBBFWCBC1@YgWgEA3vGIPEc_y4!8clG)otAvd2)vTER zX6*RCC8!s}YQU9#4W5=$XhzZS3jjkr1-r{2;6xCJJR5j^1|GyO_|=bS4+f$m-Tad99z`A$0=%G!8^rk@h{rdJ zM=*<@&>I5^^#KEEml`G#(uLm~2wMY4858w5V1N?R?$*(N9uUBHa#c>|-II*gPC`uF zeer{XzZd!#rV>H`7@P3ktYT^^e3nqun{F5zB*5)W6$brc&bpzRlD$4Zp8}(QAPjcb zlwx2I`21(PHmH5OrH(3M1^jwMJa950#rayPjV=?&wU*HGtL=WL`9>O{D#QA~I#eZu z&`O%%aweOOYWvhFkS3Z#yW|gsYx=53Z7_uPwLsAIjm-zArnc-iF)*K3EV!z=08UQ7 zjMYyCcO8retWMkL=YV0Zem=g! zE(m6@)p^zEZk-O7BKkKp_$hC{?eZisyy;hib^(L%6UvFnVFEbw+Fw7ZpHC6wmE-h-!g)70`Mr3&9o$>}9OweA@cGsStfIpW zg?h!ekUp%l)OJ4g(k$2lMBYyEZ~^4~P8R@}+!PYuD=qE65Im-<4wsr{WRzqNzd8-Q zISvkXwg9#M2Jr=w(E=v)4it?fAiS>w*BkW&ucqUN+H-!ZadR9K2;(RGKh-hPN zzr6FV0D0w3AU_sw)Bzgu`e_M+3Z%y8;ryDu^ZKLzEq(B<|I!QX@l7RX|8)O8KYfS3 z^Q{lj)|bQeZNyojjQiOHhDArV8t6s4i0Hn2BF>+4@wr?U9Kkgi9IGI8t1SX)GY{$l zWXV`yeYX59dPv*xg%4r`2?X4%W0}y4hZaZ%pYYtvU3SXw3h7QP^a|_`yd3`KO$=n2|JF{CWY_fy|B(J$7IA}b zS+-E~4Hz7F`J8XVtMER>GwinEK;hon8pEfGPJgj+GBLieLI&5`0>`_BmROa>e za#CcX?lR-B!Opd&^~<(rNJxCI+6$Y($c+TKMGl6Si=@wvf@{=n$6Y}!Fl`mBNb}3+ z*($O457&IWt0mNfb%Tp2sTUx$URaqg2byh=7<_&@fj>%vG>byP=}tQv)I@~m(q1IA zZa{Y=^^xqj7n^5%O~2jkXmf1cY)Sb^wlbls?TkiGWp;8FjxRuswVbzVX^ni^m3_^V zm)7gM<_q6*J2Pt;O|fP^s#YlMJDQd5;MbLsxjBxuHcuW!2GGheO07Ftg3c2ASL zPTA=CZ2DCm*6G!P22^p_?p4*kMti$T%H zD20$^jL7yBNLT6=0}^4JTiGwuD}5A?n&zGZR{bI_n|I{D3(84@*tqRL!OpDY8fo~a zBn~M}>Y$3RLz3ym+d_}fA8GbO8+zDLpOWF8>9!xwL#AGnJaX0`8)6QMjQQdd7?NhY zQ{z;+JO>Z%0`D|`m5WMYn+4H}3+A8Ga*1Ts<*m0wxKl|B@^x}3IS&}vw5e{xAQl^y z0sr`wx~#QNf+b_Jwup&0)tZPO*_rCnfAXwFSDWJ@=sf&}SAtTE8)3+X(iOLZYs|>{ zDtKsdUUx2@MtRI%^Zl*StDZ^tWd zy%O|-T=)3xqC}EcNrBpeQ#$ofTaRQ(=JkTl{W^KQ;F_9oD|*-~o_V?`D6jW}LKc}p zyD0P1cwZ!6q?X78mI=R$7|}gHY=l7-fR5^xVUTn9;Uvk4g zT~;K)28mSkvuri`Q!X}q{W&f83f3cwXHwO0mfYU&SW-=q)n*N*dz;6ge9Wb5nb>R~ z6^!^S;_#AaeSDjH8tx7?FpW~-4NsA1LU!+Q{+wOPb5 zLCF|%mS!$$)|NIilTPz9fe{&gwkrDBlaD}ut2&z*IELQmo8odQyR4h47vgKSWVr8n zO`9coE(?!O)??dI*HzMcc#8M(mZTbqDJZmc8<0IpR=pj!Z0xvN9?Vp)Bu9j$`Bq)k zJ*)M(<7+VQL{zxud4q4!9D>PR*x3jf@Y2ZPz#Uw$$!B5&%@YfaRm2k!r#PwM+;M6c z#UU={llcm{36JHGxLGX$Q5ec`3DVAilC5LNKBPOn1GgzvINvepdA}Ppy?sdaO%@n! z{OWb7S(|}1s{&Q4_?Q%}Dhn~~r*p;xcb#Mjl;=;5y(yKU*i$`0ouko?Q74}azKhbe z-S%s;hsN%<3vxvNKJO($S!=|`uyir>BwTXB5pU&GH!H%$wZ0GT-z++|v+W{*e#DDn z)o0fNf@M4*&MWF`!J$j@+Kmhv`n`8L-E^knqXV|l2VMUQ6(p?UbEp})#VGGy!n24RqY> zIN}J&)8M+URl5Jq?c@(2z|55mhNY1t`Q45a*f21OnrJ z&xa_rY~)=rx#MP<v}=4mU&=GMa%c-&exO9K|zV&dGG(i6=pOG9l~j+yVdQJ^s=F_=L{2 z=G_~7mp2wzp&1TOwN-6&u%eEqNBcc!`{8za;%RD&EP@iW=euIk971iya9#xE(Y=*_ zl!;taRiv!!f?P91VHT@$nweW{&^gIN&0F|x`r8g_D5N(`wZgz2e%bdVc-rmE7j!_ zRI(`jrOrB`H-3N+Bv9RNDv}u^Kaz7%w$>8G#BJV;J|yiMSWQd7fE9P6_{Z%vv1#kM zZM41KFQzySb*xvPo{MIRp_P~c=DG+0v67o;^Alp{^ zJ((#N#Mz4G^2!GttZ8Cf{LYgfEWVx3v8KU_c+uL2(Df(0B@Kj9%e`L; zZPgJ7cwC(pf?*ib(Vt2vrwj7b7}{HCN?t9>b`!ENCQn$)q3`Tyi=_?FNVruwr?J|& z4%(cTDrKh$VG#~>^b0b5I$PN8r-AMh0DBN{spKN$Uu+OJlIkAyP@f|zFC1J@7YlAn z_Xg^9Z^Ri398aQH9I?zQW(;xFzEZ#Jb+6!+XRjsH(pS5WfS+rf){pMZIn4y1$5{ih zVb50c0!Z1Df+f-_7~&)tetMx3Anc)=h4op!ci}GbJ2jI}jC_GNTgq5A;ex(}M-@bf zj$_02OrLLFP?3D^W;L!sijThyCz<45XK9`bEaw!(qVRY07!t7_3ns3)Te{k#l$)vX zwjF@)YY9WS6*uI%4c43HkOo$CCf0RyMo&3R*lfTrnKZ-di6OYG-iG+sSuy%sn;STA z3OCayX35bghZd;c)OjYbk0}Of+#Q1tKZ&HpnH^$I7jK>@L;Hx&dXWnrVMef%n+0jX z=QSdB?SV`cCPZfU-$SbF)pu*|!);XM>G?C|&QTiOovmid&1otuMn^cix;;^$U_9b~ z-G__}=5`G8!Dsc9%QVm~>Ii4;{JTEQ#%ZX5D*3--J0ZX{Wm071D$a#fUEZFv#B$8 zZqv`uh&{g@RHm&fZ=sF%h)zqgx#E{NFV9%rGe+865ad;ek2Q$X>I#-+lcyqKmq4&d zYcg(%SQ}D5&W80^@yrj2$`{Y<)GbYs&r24@|BPDwl;75H5x#R7{Zz$}IEFfztDU^t zrc+dP#WNU3?sV-KD>W02%w6v$WbY)d75wb7KuL%dMz*(S=Zjxc3Wkxgw2iRMXdYih3PrtR0Ey&X)UK+MeW6 z>E6Rr^E<%$^Sp{K2SEgyKn`uF&lNxmH)UcdiYl=R%RWmO=2$UoV-nh1>tVo_>184Ci{?HiP{fMs$TSNlcmBz0&CzfQ#nHb#8b!tR)*N~9G zD~Pu}yvWZ(_I{;RlA&tR^pGo)ZfNZ9$k=P`1 zI4DTa|H%VU=n-Rdt{%x=G8mlNxIQ~sBFdUBv84}Mq-hCBaLxA_k*)f1jOVGqHA7eQ z&R<|%RZ}VCd4m#^d+UlfZC)` zVgKHKF4d#CdhdNB{Pt#0`|+_zi>o`(XGBsGUnS2$zFd1K zKIv#jJ6N8Wqhm&reO{#n#LdSH%w3PRI=okzV*1GlFE1=+w;9?&K{(M;PXQr5DGrd; zw3FOUaJrWFKosd_C0j8eB4D!1!V_e^H6m|o-x@H-Wk z4f~O~CG^XZXLt0ls`3=Jfvl+$AiU=W$aQOpug({#k|E^diahooqz>h^TaHNUhAe*>ANd=_IOE)44(7>*?zJ~JCy^UP4!U={H`W}>l!27y?Rm6e0pEHmON@CpCc?A ziy^2j&AuLc`AI_FSa>YU`o39UH`H-bCFRUlP` z!Srk`mah0lhUEZ3>)=`AX;2_N%m0ha8m~&)sH#*!kCKFLrK&BCM4rT%Oj+7qCy@VB zpLaHUk&>hEH%z!`dqs=}4gN$9F@=0ir-+SrbLrpJ)#nW&ol0x|0M!CZtj{oVx)yTT zJIs%a8xOxe!3t5XyO8!_rjbzRhMqEvDzfNe(){FE|}n6Gxnhv`}X=*z&=D!OE1!p;#@ z@bQQ3(Id0hrbQXH)QKxnvkDHcI8t!(ugk6iV!BNgAT#T?@9VNOlERviOfj;;8*RHg zWGhH_B`8YB2UwwlJJXIR;{n&q^xdtZ+{j1wz#COe%J32yUyY; z*}um)cA(=kX7);qo%Iz*duJD)JI)+My^U}~f=<FZchbVltF$?5wh3=+QP3Az7>~tE{gsESbfU7ywCg0aYIg$TLQJWrz9Sks zv;x zKhXzW{K}`t3ug-^Faol_8Hpm-TWkMKe~#n1Gzl#>)UAhl@>*d_#4F6=W;0{L(Pwmi z319ma&D|zk=x%rvWTmsD5(pFj>LOCnWZL+4G2b&?bATQTFg{DXFe4>EWnu!qU3JaY zL08!gtv_2L5BhlO1knU38Rm}X)YX&Kqzo>wE^yp3vU}hw6E`2N5FU#vRy)RzXtg!5 zA`ruB$f>F%g0*Bp8P<9yvI zC>4H$rWYRl^Z64c^c@Fyy(-tjnige*XBC+_@DqB5Xo5N+* zh3`q_d;O|m{AM|Vu#=BP!KfDjh=Jzk-(`yDR^^!e1A`C=g=Z@+VOI^`W0e&u5--Co zv8IbKsBQFcO&wg8-j8N|RZQ+|_rxLl4CqXy?Z& zI+6cfo!{}`*W-5pnlyl@5VopeGdD&@uG!Q-!HK_^p{JtRPCtr3CMCAr1ir@#0!5`B zQX1z%Y$xdJRL+Wq?(`$4w3>ge+7!9|@@h#rXgBrUBNngmiM7tqdvTVeqW z=15^*v(%9$p+eZ)n~QFh(Yv70LIN1SO8Q7NS~X|0-DP;5>**O?GbaM2gTxE(C`C~c$vDuGyPy7(+u4<%?OPp-$@)zd=9a> ztK<`^LB4#Pu*$hn6yfV{PHPMsPE+Js>b>I!IpmO!gasQ0P3eOY$iBKoY?POQE0 zsyhR9_*L|BWFpIs-Z&KVO@&XI6kqzE36*Mh|nXXjR5RxN#gl-PlGyp}GqpU_42I_^?j<^)a zPdq5^1kq1un`~qJsmDTIx-QU3H-yQ4e^W*{T-77S%>7#|9iv zt((z;nq)|NlQl>*ahl!n12)onf1Xdrg5uSqBIUvuHd>1#6f1NG!&YQY&R7|C<45H1 zK^SQP=2NJv!DnZ0>6qS4Z;RPzEh;WA(Yd_3&Z+>Jb8n2_4=B>w>aP3U5>DXKOI=k+ z81%V5BD0dIpYv!G!{($Mn-o^kvF&bFA>K9}h!qJv9&f;V7aL>aRG`kS{dO9yetxdh zGcqiRrH+YZis7)Ul94*0s=2ezpv-tRbq?s|5-!*%mqru|0*GhG#C~F37PI z-e{RUlA<8h+YI-WLnZr}6m((tohLIq54q%c+oCTUv}xkrqP10+Ok?4gP)BVAzk26D zwigU*GF!P+&*@3<$Wj70`Yse=MV}O{KJ~ODhYl=E9aB_!1O*Z=yC$5avY`%tgP^48 z=M7cutQK+_M-$9=lkJ3uk%-xE7`{#U5KXfsX#vpI^<)D(O!!s%GqEqcmoo@KO~m#= zNE@R>Cz_oEnj(eA6(Q#A^bl{ot$1Te7%$!%370X)YR%?~%>)*zUO70FfktrqV)90O zl(J_dq}3VD4%ogG{3M49sr>bsW)^*(D-xxf4=xKmnG&t(+s{6eCbsp~DQ>>aEH}IMbn782P^xYkbmts> zUO3-y0UJva>js$HU7Wxa>CaF&5yIqTU|%U( zo!#aHs<*+bMs8&jhC8z{r9bPl5k5ZEAJdk0TP>*olz)WU_!iIz->9XFr++eah#y3mwQh^0NlKpSrU{a&_w#?KJw2m9RYk^^D@9!xt(82IR73T^KX6qdU z;r;S+K{*|TK+5n0>dtGN%OK7NZtef?$rMt4C@x4H$$*u#f*JmQA_wMHELh(tUi#$H#8 z+}CULDk+Z-UeSDu1*<7B(+Q7h^KE?Al`+OJp#AE{TCpu?r>kIV)A#V%03%{fhd6XJ zcDRw~TMs{L`dzMJaDYi0rvK?}2$$#!hhXruDyFhwy}A2r7Z;xxor#NgtJIgkGYM-i zT!Lh+tNR@`Ct|rBw17DKFAxu$BQ{sQDO)!e=4tVyB#(1k5^NiNCbQ&VhMk8IPA3lG zE^w+j)mTvv_{VK53snsvf`Z`0optneg3ZB+O>uDXb86)U_X^~tAe>M;&Z zkZ$w2yI3rDdNP*e;|n{`wlL21^1ghf#IRWKljlb&xnq(om-A2?=G~n@USzH~-EOAd zgbpJx%^cn$=X0gUCk)|*;^Q;7Qk5JAp&2Eg6Vz(os`TF;cz@A{r(?}y+f2POtfv8 zwr%62ZQHhO+xex9leTT!&OB+`wypQy8l$RntMR(gidKvrd(1Ug?tR%=tWo?pjF7|H zI3@$lRSmN#Su1pE4<^MX{u zAI_=49p2y{0CZj z;nnO#{pB?COe{QBldUoTxqI1r+ExE6{M^$W3di2F$NCL(^|(LEXPeq!+IGjP z(j@t?4o51rQjZU=Jf7=;R(AD*cEmFrMn~W8R%RgMpI(;XB0r4C^CRL%=M;}^%CH7y zx89M@8bQ|2utv4cO(3&rIkO&|n^p3naqG_c)3Cvyzf&<;VNGovN=CS`s2Wb=uG8|QC<;8~c=$~CeO<_1{<5#XV;M>8?UE4T$SWz&a-(7p$t z*s9s8e8now*7}gElF+nSN436=f_%robo831RbUs2pBO3!1naxblVrK|$>A1&XiL;X zTxzhDpY1f2SRi3UH%~G5kfjYbh9WPzgfy1})U1Wp?Vtg>HqR7ViLf(I`T>fzfTMHZ zjvaRgt=1|_n#_GzIcTRH?&_}5Y3h#Gg%wege2X_Qa@tdz%m~Q1ViV-s71P7Z`%g4nK|_ zqA*zJ&u_IEN9V>4IDWjamR^|j0M*dh%Lq%HY19yvfEkKFnbX`3@B-lkP73*XuDCu= zRHfL4(4NXUWj=kX9;MO8e`3Y3&}A1Tn<3lP6p}j(`biGlRgTpMB~|$qDCO)M(gsIC zkdYp1)Hx0s!vnj$1{ZB`7ULmY;f&;PCFb29m+nLF+H)dc6~qb1S#!vldQzXDaZR>* zVCYxAeDlgD!Nwd?j|$^ojKG~^ScRw1nwN0Kcn^sT<6vQI^TX*F)%_FS5>!`z^rawfTGR}A zq8q`h93z|$WXbV+o?WeKWbiBEw-BH3n0zOdfZt7t?H8*nP|;VGLWm6?pSQ?N!HiMfr9ocP`;*kAs@y2WUtGxcaCj8Z2;|w z=ntg#pKY=rU9Y0&>Ce}a74{BB^;;0JeA7Mq1+v3rCHUW#vj3V;{}-+MKWOCt6vq6& zXe1}&|5Q@`Z#0sNk(KrTAtQLakIA8&oiIg-^8P*Efp#1IfeavC!jF0i5eDkhfjA4&%?GqlNcICWx(9Up zRxk>$6?F?r{@D}Xg98=Wzu}-KaD+mGZl6G4T$qD6>k!@t;Mn|H^&`I7Z~_?#?E?nC zkH2}4;C{kcpy0&Y+k^J_8Q)X__@=O7=2R9jM7@gMfQdMd+K9*3@tqD4AHW8(h1@wH z0Lcg-m@P`c?$g52+7~81QgtNC+8uF|Z;B z&=T$y&{t0X+8Fvrxbj=uTPY+!KqG{v|ECnbTwsd8`%z@?6yYHRL{Sp4yl=M;{WlgW zBor743k$qHm_Kv?`Umw}9IoXTbvIi8`HUH%ti0(IW3R{nu$& z(9R50%#6IZPy0urqB!IZ;te_?8U##qI23qruy6rL%85AO7ce#tIq*{{awgD= z_%ZA3aPs6akqdAN_^bop2mbP))f(!AeHGCC`PKa4`S+W0 z_N$YS8Q%0r=zSvq|0Cf27j|m>lpz}T#5>=1LXU8V+N&i2we*RI0U8kG2zD_F z?zosO&`%IZ_U2cpEDV(Y<1n8mi3Y^_0VyQ|8n6fWdk6m;Fb5EF0z!IW_yY{Y{R1lv z95C}6ILKkO_Z!4ffb<(=3`F!`a7WSj*|#TWx+HLCjwG18+LuEPEEq4a2Y`pT3KZSZ zMFc3mnp*=71#U?GEaAdXq-Tf*5QcE|!rE}vD4X7)XyPa19%{1593tOk3AK7>C+(Ho zshWrSiV@J1KJ`*&87Lj|dvi|u9=9z=3`E;XGh6n0x?6n?I-0g*7<#97`kY;-8c$1< zcEx~#ey=%|n)5~qCBN1~Zqt}e zkY5qF-ML}4OE)EszDcwFrEx1VSylYSz@amdnZRFU*^{0hYKnzZQtIva1G|JaKhRqoWZyk8m{kilp<9X= zP%?I&7vBBXklR4)H^q;{FOr8@_4HpQ&I6R_rzS7^!x>7&uAG%pbNq=M4su#`63Ya> z!^4*L-yCQWV+n7^aS=_JUK#`WVR`CJ1^WFOA4jXpx`MtoqzJMKIPH&8Q%wNR8q@9u ziI?=-96Ec7p<1}>EluH~Z5U-+F&cb>rNrc^a|v&764=x7Z#n!m(U$DUMcvesM>X+v zDOcm@ACs>2B1lHJWHix&`E3aMYGTx#3|B$(`Ln4rNaOr z0*&|HwIbR|++b!ZO6%zUdeqjb$-BtpYXZJ=wN#RHOlnLsWLf62Ws6gV1>lwQrpym(QEl)~aZst^{=S=`TKCblr&R+qTxPTbt1(7n)T@E@6X2vggb zbUKKf`d%R~h0xD>Y=1l0=A&1qWSKiyiPCw6!C&mD3ua!6{nUhKbC8AUZHRH{m~x0~ z**J2Qg84>IeY_NU*fgNB%1Dvk+i9t^%_|cdF|)(vYD9IjX)27kk$pp1Ix=wNJcipRSijm(?*4imTC;z=US(o?K{1Uo5KkccR)8g31;+43x>+m2!3 z%h*PmWPg3r2v$qf^J8BxrN;_2fyqB*8!Mth13*QVd+U*bK#oaKD|$V;tR_t@s+3)TEw^NO?o z`zqRQ9$f8lbEwqN4Bn&m1u?7Jh+M?G@$e(Zw@qFhV`!H)A)1Pqh8Y=FPPmTI9K+%# zI4FFKB%p6VLo&ZN?^^G?WHY3;!GqEMfSmqSIOpxqX~q&8FlMl$sr&6&AT+qPyLal~ zoq5v65tG)#*`e;$REAATW_U`4=Fg+JMwr3QS>)p;(enC{07hpo;aj74NCAEw#{}`b zkz6dUw18FI2)l=ml{n}{;j)u*od~GOf$zl_6;>}pb0G9jZu|2+-6v5YWw}Y9lb|hCoqz5 zO7kXRy7Z?B&*91|%J(PTX}i245TJvKROm2_t40K_f3W&iHB$l%!%yf`i9L8%8=!%XV|5{ZrC9)18vzHSFDqC z@e-x;Up{r|;Ds(z?K7T3--7BWQ$l&MmMSQ>lyNoC2)63 zCmPfQ39aulx2=_8D@C^(uF>ag<$gph$5_(|GXRFbQfoBs5wdc=m`Qg+J31a^oDKtS zOS2IcI+k zDD{F$w4B@`ffQ85dFXUrfp8H}^!=lX4YfK#VHAF+{FVJ^&7L&Aly=T6ZlYA`TCZC= z-w`H5wSp!OVUl9@EF1)C!RklAH+BwV>&?AYY``~73b+^X0?ho}FJ)Zj!7P`7u5?^- zKksmIjFR36B?gw{$h!rf*H~q)=x<4Q%_e;5;IM3)DOW;W`*1tW@S3LXrC+=)FI(XL zt%D0krr9rOle19_`u+s{furuVF2}6?sdg1%`@ES z)u~x#VvfPp6(!Ey#ztNSeGDvnmXK^R2y+E7_^DRAGQP$X6UyCU54Xs6i*FECVs7Ya zM@CDO*4IpVDrZ^gYi9mR*RKh%EIu`$^uD$DE^kb zwCD{sHJY$%;HgKt*KnfPnfpEV*7drRfv;mA@6DtBUhd%&AmChE(fRNpFEF4FOhyCQ zZ#%_E8J7S-cyC9+O~q}$5;4=-Jw>v)JC~+99BBK#T3W5@noLe-9RA<_`tO zFJOameNd=(t?%i;t+>a_7V@*L47Vf?P(9)m_rV!Nt1(6|@Wsv-9N3Z6E{p_T|ID=t z)N9~EVo)QUm^@RGjzfIf34zjbJq}Mw?<%cG^b)Jrux4~m;L*g1fA23AZ+0W?Oe7KtpT&W8c+v$;2o0YuS1~GIGLR4J zHVIFV5pp#eP1W)Gh-!&3Nhd%!(qa%P<598@WF4$k9hdG|8T@8(S82ha&uqP9^f^%6 zr&uv2JTH|_oaUJ4CQu;&*3XT|Cw0{qtB z`HD8}QUt0R*BMN#j&4u|n=R!6i*RtYzK$F%lzo@SRS~CBO2Z6S0p*?C`P8ZOx&Z*M z0GE8u<7!zZ(7`V~*WrGp`Ck(eMW*@MiKJ?mm0r$$5<0Tn8to&!qh=(48_uN zeOF&?+7qjz7IzaG4SU&b^wlA%jOT1s=fjW!Y}-NG9n~1dW-5h9NpDkLTT_GZefaS> zWp+ALhW`e`TKI7(#jyD+vie`laKnhF9xPRx64>~#HMguGbF;_VsM@?H?#x5htghYO z1)&86fJV)*ZC~zOuj#ho`bkUK@ucYhyHbod)6+W!a$nFNud%2$(+dS?_OKTlq)DOX ztw;1$f~aVk!JTA%L{_;NJ$+Ed^D1wjXQk`(9{lVV-m*#KdZ`hXu% zZhdxCp#oFk7e5>EMqx&YZqHEl3i}a7(7*b@sSphdnT?9oj?7-WsQ#Vm?P@2fC&?sf zI1TtTK=nxWkr7q4?+@e7Z6t?TIA`uj38zEzzH8<=s~_cvo9JYRA1j}|+fd91ud@cA z%r*8RvxV|w)g6Z(7SN{ZuRA=4m=aG>cslE{7JnLJ@kB+jL$1UWa`#zF_}0lV|AoUg?4`J%PSk zv;oj*!V0oomR+BzeDn{X!l*8E_6*(n3!8X3&on@#s59;C?uG-MK2==r*u+Zmqd*CTFpb0H;j#f zYqb+7EQdm}ZY4c8EF;~Xx=&Xze@p6inWd_PCP;`$?s!VuU0ZjLAfFNc^1nVXNUdei zSkkKSBFM1KVnS|(7i)hX;u71NZbM%Zr_ipK@ z)R_CvWgKpDbW}W2%d|ApI98{tS{ytp&ZsASxl0lTp_0>j-zy6Ib6K)}me^5dv6yFU zq4(dKt~1^rNkW9U;yCD0j*iFd-(ewV4QWaR+cTa+y#jFg{D@-YK?$=M>=?;%fi zwF~?9F$M<_63#|zOTCzT6?0GuYG8S(3}G)7@vr{Ll`w;+JN>3^ z(?R$_^L?{;W^^6PIM>z+K0NSwqFf)%Nd)SsR_@a0m>; zW25II+tPCid<3{H1y*g?Aax*NU{|uJWo}W8@lsSId*?Y-;>xQe1HQGRX|=-!K8AG2 zQxoG^J7I(}Rp+}dbycE*#^mw+8$bAN4XCOcL9ZXwIs3!X_aewWVJGo-=2E_6bgiVN zD=bgE^pp{G4p(c#P|)S@UIw!!<}u;V(I>-`=^*Ft8VT6v{>RY z&7{k(kySGX^rbHS7{m8y!gzCd>6UGc1!nB}oo0!LxDD}s*_e-7uWq6{O#hW8Vts(R zdwi!h`EDP3zoU4P3lxHeBc4?!v!DoiZE}2x8q$T=%VAPZ#zYOmZN*OM;A0NqOPb?m^LYxcJL0!iy$| z@|rpzAevPpl{<8k)FTB=UgJ;gQf}uBVHJcWCFunWf>hO{PDV60VNL1!UQ^!>B_X7o zWjRXfAi03WSTC{*+yBA#*l$j}(3Jco6!?7FyMKTkjB-CkVCy?a@vl6rW@}~z2FL94 zEq}x?=?%@=9IB*TQff~A$D}6kCPj8;o_C!!XV=|?_O5#6u`$=zdE#NIGlbCR1(sWI*kVneCH7XG*8a`f zX5=sstsYYI-Za(JyN?kWx<%C>VWD>BM0qp|6w64v?AbiI|27LZ`%o^;^YfaDy+cks zAj4-GKSa1vMn{6(Vs*jOK9eE#X_}jlPM(4aGWBk|y08JazSKvR=`W}yQAH~lvB^m5 zK^Yp9>J`k_docA*u;Eu!0V7pqyhbg?Pq0qqS%#~ZqBrKmDEx{>Xww(IGn~C>wAUee z(5%1tG4OuSzMe1HGEIAJMZz9g=Y2dw4pf@O!ma7;c5Je1ZR0x4O$s1>dzxVCNeubm z9#ET2RsQ!qNf7ZKKdk+)=uO;34N!eiopX1`R*vn}bS>W6)Fi|dI*d*ar-X*_r7YJ< zk)ZF&`@L}RQpYgaiMIp`(ax?P+-x9h()q>Ar8a3|_KWMMc2tc@(p2Nql!4V$uhRw)I1Gmc=X3!`4qWYv+f^)_+ zHI6Z^NV<5&kGU&{Ts7yztz(vbFk)L%E@^J+!h*KRN;=|;{i#iDELKEZaNL0tS)Zx< zoOG-1Vh(C+1A$mnxaXQ=AThU&y`?a*VmXsuEr%Sx4}{PW>ga#0h%mQ@8(+2Jc3lRXE^dwGKbmW8rGxa)+kKv`r?XT* zn`U%79Y9ZYE70b_(ygp#i!6SvtU|r$sf`*jdM0~yzb=_AiN}=_oCjrV}gS?p}?|AmoD0*_-e6_eJy~}^%z`!=! zcLe_?wmU_QS*%ve^j7FMxUx0O((!4ZhC4J9bQE`i*_F!VhH2nK;2MwlQT#B>IS4$& z@%u&x1w;wv_5!0S_B6en-pl{C@p*FiW&%4vVZ~!o+}j9tCW8I}K-o$WE?%OBh_CUg z6&j6EKH2^Q-IRv%OPv3ZP1xb-ul-ACU&c2x0qp#DoJu>ohaT>ubDF3gZ;o|AHHxOp zFaB)c%?Quv^Y0n8c>J{`NY}HcijzdrbH`QqCZV}?{@vV5_)j}mniOsIw}-!*mSICq zV|TK$pVp1{_S0K6?o)F3&2<#9HZ$WQSJs)>^`RYVVysVe9yq*9tN7#i*yamZ7Rmu1 zm}!ap;uXI5CFgC`EQX>n1J)jZ8KC?KgjD9%)Ak&&BkwGO!iQ&79Z|P!*(G&u{9i3C zB6jgq#E0O2FE1^=G#d3-;RlT!ePkT4l~NpU8?uLYg;M($OkK291Vp^AHIy#pE0dEt z$)t6eW_Fo^RMp^hBaHz)#Z|8Rs+(HbHa5e~y@dzPJPp2cGs3D(of#xo<;t}ruG-q< z0@J&OXMZ5ORLmaF$Dh*`9dTRBc=GN!)DsU%qa3qZ$_G!lW_#V;=G%On3u%nBU1W8q za@%+m;fvf3j_-}^>XB1N^PXL~?&lJ(jlY)ZW%B8~=47`}4t?m{{XLcN6W4Z2%$hOb zEOYPZyG)Iu+Z8EN%HmR|C373QIq^yLE_$-I}P$JCb5=jheP zJ29CO4-s@lz~)lU2(E4nTuISXS(m+$WjDnNtK{A%t9dw?`C~$tO{?d7Qhx6HT(e-U zZ#4}#9$>XG;V!xqtJP}A$LQilPze4gWzaUN2lMH|FWfrtlzgK19nBi6Hrg8r9Xuyk-;;OVdb?;`*;!CwMv`+ls(%3-=j! zXiWk>wjDYUzeHARetz8V+Is4wMbknKz(v3kHu-(kI@F~7VKA2#=0Ny`YN)j?NBQ{Y; z;dW__&xW7)Tw8k82|Z40?jOXUXisktB0VeP-dlapB|xod%xsbf_jET-=?R6pFrfp#hW+B9NV3#?F!@Z2K@QiSj0#oVOM|*Nak?4a z-vI=7w!_R|Qcq8WW&##o1lx13GFDTDPIxXELn|BQ60`8w7J1~XaC1`CY>ddA1ZM|6 z#Jw%dqi37AnzDj5<9LdRplkglz?as9zfUTB^#=)%RYypQL#$<9)L$RHe4Yg=|0+FV z15*Yq_@chx3aF$gxwT=bHhJ-`O`A9Ua%z38e+k6hP*=&OM~TzY%$@ZAGC9H$kDONr zC3p8aE^e!Ri-GAc8h)W}f5dxUCY}&>Aq1T}Z*xCSnrbrCxix>kV#=UqOf!e>=CNf= zCb2`!wS7q6!(WsBQ_xuYj)FA!LM6fK6og~L4I#i0_8%G~#2`IYFT!BEF( z^tWCIdc`LLZ8A58_O$g%El-PsoyjZ%xrkP=^o33Cdc$mSJCd{hJF6VITvrDHM?!Yv z*3_VsB2DV&=H$=VxN%6kGsErcTY8yjdC+u`5&G_4Q8~c4tr*HEC48_zf;rup(RQ88 zZ`3rVQvu6wDY~>3M;;T%o*#BxmfC=xezsIKeym}MCa=rO^P1Ww7#`IV_+3|eceURH zdoLQjXO*wBaq{=M=PJ1jMRs_#u;UFM^OWVj)tAVu6e#=sORi%kWJgg;)0{z%!PT3M z#%unYNgp_}9$Nl7*HY2TqbwDvrm1Sw_I=m&Ec~#-fzogkpV&aJb7SFwtC#WV(=G9- zr`&jJVQ?{is55SjJ#h z2v`4K+BKBNj;_+ia;U=L(!=#|FScjxs2kCRpv=?MZpO+c?+D2}|DCvH>vAm=&ybV% z9fsUr?hunNdx1htb3PU4Nb&u;)m+`;rfGej>IGOIGlLqkPHHmuk9}8(1Tf~j>_~Kh z$2^8WlWuM=oV!g*wjnp9t$@|GjG^(wV95G-P2Kqe8fw4t)pA9qwrauvy+w-$=We$V zjc3H^5m{`gec>U=0}cSIR}tIt&Ta4}r=EvkQIA_0<4X($l$Z#<^_1D`32dmIJE`~I z_SNm*aWjW7>z|=vMyF#Gv{{>!of#4IB0=@rsPr-DbHpI}7L^=y3m4I6d$rz5*wKIT z6QuD-JgZpzB`A};gh^4eQhNAM9WZtpA;+Wyc{&XYa$g|dAnMV_2QtY~>yxUIp3LGH z^5FZ{m1kw+uFp*+{H#o}5URtu3>O_8ov?f1^fosi04O4v3_8gz>btH-PTT;9T$~n! zZIxqX{{bg7Mc*_SLfs7X@{X=!gmkRwjZ@P!z7QP5&)V)mmFp>J}#mK8#y1o6OT z+&b*s-WAe@o(T>PAvUO#UYyOc&o(t>bsJk3&K4Nf?uELJdu7yxc@m6Q9X_A7Dqb4Y zx@Cmf9sT47$^wr6KKco(px4rh7*#6UhA;Miu@AOy)Wi=so@lgAERmSDudvDcC~z>R z`Y2XowuEpRwirZNLu!&Qn*7AFRT-!QY5yG>>GkhZb|C8@470k9sPD-i1r#*Zg;|7l zgsjtmn{na_#^6B9LcFh}V#RH$7$+LWv3YfdQ!yQqb|@y=hm%E#0$C5$a6R*Azk#}b zdhCy&Q7+LhiQg0Ct6xw_^a#oSKbGfz`#}F=c{o}BKYE9mh>3~ue;oP$8|GnRW@h31 zzxAATfGg^5V$emQZf)au;CMh~f_ZpYVu!h*GpL3W&+zSwqPm2L2l^EJ$Dew4f-#U{T)^d+Cz?s|%7&n+~iiEDT}`$OI+B z7o0JKWq}f$m|BK7y2G0voFd2vZUG9`?fIDmPb!bCsw!ecI@{kLFgn>A1a@o1urLSp z4A8R!x*)>*+r%@DawjnWWX1wHXOQBQzW~Z=*G~_aV9QspB`}{M>Tl{Numuik=hbN! zq7|A6INbw+=MoEuB87TLYdkQ3u?^^3h3Fp{c#iMttNC>V3;VLNH8%owb7T$n3?yCw zqN(SD%72hf7+PLTfj5L`_!60)+5!KtbvUtyXysr5sK2qeu=LYNu?4KV1On1djrZZ) zUETH_fj57ZNbV3hW~*pn8B|8}l%VbqTD%Nhn0IwKEy03(MEn3y8ph#; zi+B>+ZM;Bjr1~UWN%<3p6bs}FhYYrH^!~Al395buARsPa!CVaXet|6;Z?2#pvW_1l z0gb)WLnt>eO+HNE2T+~BT!5mV?$nkLkcI`v-@Mtr$Y1etU0ooV`cRsFJX83v{GXQ} zS_rN0&^(S^>?>%-J>MHXdZ1InJV0$s?&c&4OvCF(&Clr%2)WwvPPt6OkJ`OJb~4%$ z>fX={C6wXm$sw4d6ZAbWST4iY&t_~T_S-EhCt&lRP<1{~L0_Yve(A62)sF`#<2N7P zRKV{`37p@JHd4U3M-r~{gOfHd!0B6{?IVxk7l8j0p7yJg^y?s8w{>;>Tb%K8^efPu z0lKzx=@5Ea>gM7{07QQFh$Z-=p$7T1Iwvi3P4}CY( zDEUL=2@?eb$m~}LWH$T2feZ+U`dfT9llqrPNFGS>nd1NgXc<6C0HkaoH z1~d&QvdF{u%@3!Sl3R19OpM(1z3;}4yW zRoAapznKS*1>f26<9D<-IRS?WhwD=#kj@Rx;2*UY7e)=lvp%@o)y->#Hv>D9{gW@e z&F9$$|C@^6Jpn{3q;XW!z)nWU79{9~Z>)#+PW8m8U_T#O+f08Q%Giu;i-C^qYYbGb zj1G#+>&nLx(}z|2t7AE>QrJkbO31um1^98Jnn-IqkKR{``-`MayYffWknh7#$i!zq zv_D5znJ7HHi1NJ~Lhg5YhJE9Ur`#RT#+4_BdOlCRFV(j+1~||;o9det`x=5>40*=! zD^bjF)ENb{EWeC0vcX6H*Y>m{y2cyQORkyg!2FSuwI?F~k$w!?a0X89ks z(oS~J4-rNJZM8|PE=cZn*e?)Q_Km07mf+U*sy5s&G&Y0rFI?LQ0te9|mp5mgcRxur zX#m>5sk5L}Z_h`nw6Oz3X?{$8uKJ85x)hjtC^%_gk~f0Tnq_;GFMXb^bp`Bxn>|cI z?Nc0d0#Awgd^hvyhVewo7ix47k{@*Pfgd|uL$N2d$m!syQ5iBH;r_F0Um5~W%q{8i zeox@SCg2>(C^byO6Flhv!-aRzkWi!SRKZh)_+RSZuW?6TU+5wQ8CzSwuSfRARcRuxyhqn+~so(mt#zm-DKRZZP4eY;{EB{1j_nJNvto z3(7Qjv5^*S(REL;rEUn4wi552kM=@{DW)O4_?a1Qf@_A8DaETyH$zQZ{J9Qt-Tk}_ z_3#%CoOmcW-uRCZXW=>6Ek_G$!CwzcyfXuj7g>$+9is<9yRSC=7VZ?Y!QnynNKwzp zr2GBq7P`OA6ezh9C@)(Ac;!3O@Mi~C^-mU0l}5bi_NArp>m`a0I2qGJa>rcM&|+9& z>$s){ZFtLNjz;NJ_Fv_)$Q+%j@Nwmeg+$nNOV|a z1*51YWNH_m8uv!q9NchhY~|ECp{({sSz@D-k&)6>xsWA*W}`3USEkpC(Fgw^5-PyD z{Tm$1iaT4o^jj#32i3YI+8WgSJeY0DXF0Sy6WIq($dM8Qt7>$+s@SrU&X(JRZ840_ zyHZDUpcoOx7@@BGZrPMna>IoUlU0Ij-rH_q&E4^ifJ!XcLh(`c>1HyjVt%=Gs$?wI zE|aZ1#AZHgvOr3HuEJpAgBo2is5UH>tQ)hI_brNlY=U>ekHCHtL+~q<2pI!iKB4Xm zMOeo;!(Zq`U^QncD4zO}WfLLE$^9Myye1V3s>W}RCYn5&hz57U^QLxyFnhV$(>gI( z%y><)#zki~>5j%l=m*GB)NR6$bUC&j4nDWdZWy#<^k5M{&xnR61OCZ@Lid-;fP5nR zT<4; zzhcM_Ip;DiBa@jpW&k9#9_Hg~a6lyr^;+kxpy5{@AB|LdTS#-E7H{PBN>oA_BCpQWo&z4Zz)!rd?1z#EQlR7W=+PC-~jMY+AXf-}5Kcd+QYaItnXej2zeP5_nyJCAX`E{Z z7TVn}?J?jE^wd|+t+8lgakQdgUBd)s8S%2&Pp41_f*h=C2m9k?!eQ(rz}X7L0U5YWnHfOTGq;>HVl#%Wp{lGJ9K`3DWgTR- zN;Z5T=TT%VXE3YE=Fu(3tDq)?#n`BBd=9i9WSe5zEX#N$u5%ZJ>V6c~w0i8rZ(G@3 zZ>6f3**jk<9ELUavzHuU4)EGM0V%Qn;6}OW5Wz%{Eu%A9dr-#20XyA1DudyF$U=jN z3t^}${PrhvPH-QY$r{zQ)dkf>Kq4R>U#?Fhurfn@I2} zcf&CbF=>LkbX{W`GnFLl{!o zM?Z%enx`9zu=9;4oga(tQ*xMZGA8|IDN8qr@wiM0t+S>6#C!|ClBK zr-}MPGi!t)v~iIO>Ih+ai! zw7aTCeyiZew&9XxRVZM_VYY~`^Alw+H$uNSQd$o-+SlH`E?5hz#=5?Cf4`=n3Ub=JYLRi5F;CuU%_pOMuZC=h_!V&V_!jfw|63@1&~zPEZC zS;Vu8a$)Ia(RYST-0qttSqrY3FZ&(5H2m45dSi~*F_p)8AeeTnb*TT^VX}#B-TKx( z7rD0WAfH$w;aEX|P|9PY;?~k?toaDy&$3Wgxea+-qY+yEqg1Lfa9X;hU*Yh_YNnr3>G!v}nOvH4%h%c@n98jCneX(3;T%!{8GqV83On5aql>*`1z3J4J5^2DWO-p_AR0zEv}J89V>L9j?}EHNTzb*v^ycx-Uu-!vbh9lc z<_u^*Jo|Zz7IGl8!12op^{eugwGlb~^m>iX{^!BYDI5y4n?s8&N`pNSTb zZDX&))*`MdhoK*_VC)OV0?}*0**q_KgsXNOb1|CUYZUT3fo7}Ozu6zI=6Pm?@*456 z=grF5Myf*26N%**Q}fPGLN0;>@hTtwJR8MYxufGccwbm+K<0PMQ1WihpEL}&_DDPM zqvU_Oh3UCOkTV_>_Bmp961|^uUo#>=tFR{D2%?@G3B)d4^dmf3@3jt;>m?FPx8S+x zE%F{n0MN#6eBO{X<9B-{U{dz!(?fT+aCp>KExx&wQ?otuIDFmsCv*^3+^mi;N zhA6}MRG_TVKVi7BFox5R!DWzF+PkQ<-3^tyUPP?BuTnX)|-7 zz5^>fX|aIU0O8~Bz^I+_FPmdYIkc&5L!Dadt$ z8)Nk0y=l4DJv#~i1pY`nnwyEa&49AZ$p)e$z-HsQJD=fa>@_g|!cit{cw_)75 zx@+>QtkUP2m-JrU=mbTWdpJAT2W5HvgK3h&?1M=A0_x^fbOhuHj?#HkW|U)DR*dQ! z;19N=!(YL1T7zfSvJp^;ASUtpj}OKm9QEiH6jis{8h1T>Ku@{|aAZ!BeP{A(r}Bfr z2WT0ni8G3z$$L{pHJn8?dME8rKduiTZ?K$fUq z>jmn5y3Vl^#87DEXl${jz#Z=h2WTr1mh*%1{`urnUnNCELt<1*MZ|x;I1aUHI zuT{s7)k)v*hw}c*w84#x9|VlyqVjo40H zjqs3tgv*|=n>OcPmqE^1%Xszo+r`v!mh(SD5pt#WCy+ACC%3ZklEEuEx8e0oz6ZMI zzA+1mN;BRXFppL+jpPjYrIUhCKjLzRjX7IW)o#?~lo^sfjt)O^PBtJe+76QP-Z~T= zK4A(!vcjV_btd825upkk%pYZtNCm}9~S)^3qx*#H4n6^q; zv=V)zOBwL(gEcauaI$5n)7GadW~}-PROub8e1j|w+YActeGKuOrKr3^rrR8>5%50k z=D8Y3!sAs$k+eqFC4hAlu$iR-TW38yH?xS@W$Jv2JO$tUxYZRh zL)4cJK6hU{vppP$Dd5~6EpJjmGT!0*bf!xAa%X;G*J2m&@}zYo%#%i_hvU4aJ6iAp zN{An#^3*aUUq)R1{ zeK_&Y#=>QB2#6{I83#t0XV-3G#kB3}6Ki?z1|;>oTF;$Ex;?GJ(FBCk%a`G*GJmT# zjsX89Cx1v*Et&SNtzEt2F?b2Ic=Bsv9t<%}(Kv)3#Q_<QQJsXL9nHpg1m zvRuBqR=#s?8nImpWh3x!*$v80ZNiBbJIUY|Jwg+G2bX(Bwo(IaDQNMuqtqV>L$DMa zJ(kZ*RB0}z+qdbICU`g4&sjG{kbi|fNy`MeEEB%;e)o$E`S&+nn9=1^ZK`o0w5c%} z%oGTlZiNpC@DD8^c?>1fMFLFpe#|s(={H*dvS0hmvN9Z3UTWpF;l)p7p6Y<1Q(emI zL&jP|@YM{IE;WO|o&6DyA$xd|jwViRCFD%y<1}Y%;D;~|akN{4m~W)fhs;g8hJbou z$mhWkPdy2l%+;kvm=Lvg;^o%JgkJBCYRVClmZnQ4jfameD-z7rUTq0Ru~9U8w9Yyd zyNrk~G!F=)?s)J%Zwf}S9vH&tmeNaDu{8p>M16JW6zSZGr40^*m7p<+&8wX(#L2F4 zq>+;!GCwdI!hDp)qUSF%Az`O;^iU}pldPBl$Au-P!deO=D_En#f2TTV27vNI=ZrZ-C>h=L=O-W=#VTuxsq%m%39 z3cVFFMkI4kW8)n^)Flv4{5ThBp~VSY!Je@YNyvS_*TZLmAKGAtVP_T_KBkfusRi6& zI)nvA2HRvi3lp1GOv4F6MiTqm;`}c{1H1{5fSnM?|~h%(&vbC$lK$^0SXxo{JkNyD^jKt z*NqRgLeK~6O7eA<0h9Ol6gKvT*iyO`lzrU0ya84}szk>$a+CR`7&;)A`*T>xgO_Vc z#f2a2=vys#99(*T6Q|mIcZ6<;L(Iwbs?+bxgye7m2NaFiqS2*fP*xIcIh>byY{eF?6DUP%|k-2aWKnJ>I1MZ>S;mfNwrW2 z@0eDl1;RhU!S3In&y(;flh6~)S+K_<9kiItkK<;uL)J7BVP=8;m43Hr+Vgq4QtmX{fZ4jL3_ArEU99EX-}F1TB8N%^RyT<;)% z#M8?&Hiu3*p{uNNqJ~fb?;b8dLHyK;%*T%mGo~R>EP zX)#N(WUGw|Yi^hb?0e;uVP%=_f~)a2mfF=umMqZEZ3Dr;E=7X%(OnQ? z;^Z?jkZmHaDSB(YT?E=&$I**$JXU}CJ6Ia)f2eQcvd_F!-!x>CixnO6*SW=5qxBVZ zg#^1r$BEM}s-nL7M7R`?Ea63by+*Y$87zeNGet0sf;U!r4>uXrJ-qny6{@_7m241& zBo`lqhZ4l7kl|&M)%}y4vS|ve9Ty)5ZH=+-zf?nGf1qNTz`vMqC_42{b2cxkbUOg;=Ms-Nu}@wz;-7_$lvh}dWx zgBy1=#E+%M$4u3V*&9V5>P|ckpbLdVZMl+LYrFMs=XC0>C0_ThTIB@Oe~_INBjoYE zy%GLVDpxW?V_n*nnG9Mt3X?sQ8{(SOHFp>jy8O#T`OJWOLGQUUE-94`Je3i$a^UlC z8iX7!ZcwD*-Yk=~fC7=dT+E8oq-W27YO^Osc4`f2Rxqt~PG~PN809LZo{|`k3FPE( zfjOPI6@Kzp`lICc(xBjwMQmy-mV&iHp%Yytk}*MQxqV?|+nUUW`M0L0=V>Z7PIrlH ziIt)HkDW~omDQ>t5o5&ps%$qhFYC7Ld|)S{Ss+>xm%j0-42}gz#o&0k+HIPCo!N>| z)eIqSMDzN%gG~)xw#AGgBxsrSslJf!vdP?F`%V|xq8|Yz)qBm5Eg|k{_7Odi!$op_ zHn)F~6gJQ$18W=J2DALl>YS}sD+;6)fJGn$aWKXo62OK_md;y~ea@F?S66g-%b*pn z`dEP?UBD>Kg2N#wZYg~jjHt_P#>6#P67MCu@2PmamPcb*69|s?bR0EiSlS1zoD7%g zrMwkVep<=1>efBXy+};onwWz>8VZPxVru%ZBbiVOlU4@G&EJdeNdGVZs4@2^y%U?)LO~_jh$rfFY1Hpf1N`|BHa&&ke@vXBN4o%*&vQ`>OeSSCFBKQt^5;=4nTU9uuxn zvsDZy^`?k{#)FrnK}@>D7gY`87e+dqJSEVJWQnUTUXKkP>dVyh{$!zd?vNNCQcLlDM+uOsl{cPAISssWOk-@1k_+G&Vvl8Uu z=H3WHYd2n|3oj;p2~^%?0?6EphRU`*mb~ES!q_)%p2JU3{UhbN-|kMYPb+WQt1k?9 zISm)v%q+2&O-O#!WUs6i%pLrmNzXarrX5tl3~Foc=NY;CDvKq7(dLtKvSEDUoadms zVtd}NLKyexvdLd(eD$ql8HiU)Su#aITNVs6TEJ5;Q3Qmn5i%<+bcdu~PR&WoXrj5+ z-bc~vJ*K*RsK0tLS;8ap@VjxUnG;*!M4U z4rNAONcW8y5v{IZA_TwlaNPI}qbhGw2{`nT21wwaOKUip7C-NZEGB91qAPI1ue1tS zW<|tmF7D94gXr0Ib%Pu^-b0V8>5&g)e&^Qk{%S>{;_4{7Z0&-rYy)X@+SK-BB&2i5 zS$HOD@>05yepwdQz8%ejT}8Uf1I75P=SBA(#;P5f;m$h=9f3->u>56rH+c{oay2(c zWu*j}XeZ}S&@n{Fh}QcHW;*KvdLl>SQyXf5Yz9$p}#q{>}PYA=N$PX`|6I zVl{7F=X!ZrAM4N+HT;5ade~J>GfRDB_eoT$!46ckI5-XoHnWK2Pzv7pJw1qydMAo2 z3o^l9TXu&X_|IHq(JEJb(BsKLM&u_127$-GO{=966*2KqX94#@#P+rY4;Vhxjm1#u zomR_<0ZWWP0@(6Shka1VSs6ow&69V)3ktDf{SC{T_+N$lQ$^IMdB%dM1C}mcD-omg zIA}{z^>*AW#lA+v3(*Qvu+JVixv#&YPfoe8Nrzd02OB3LrXMNB3N zFklxQ_A(25sBXmAIFZO`ACo-^evj|Z{kYWaV$e@vRt0v)q7oQa!HYGH<9mqcnQ(L_ z_d04E_Mr)X)y0jNjy^#*GZd)yHRc47#n~6x)DJJGWdtjJvJ}Isu+*=UiFWZdj)Xai z6t}y{9adiE{`n&`LniXnQNA8>c|u6=%#+n09}cs0rLw_pG{-AmotkTUCYN`&^+J8f z3T1PIq6xe+m1@UoYqejfYa5=a3M37)d@{T76CGDRo*>0k&B$GBwxgkH4@EWa45LWe-lh-Fr;m4G#=u( zOXQdXN)~cIf{#(l{0BH%j-3K(^kKR%)T(`)VsWVAU5iTsM1pg29t`8{i7Qmcmk!*U z`~P&vN}#+3ZiWCkyQf&yG0~|qMYoz}cwjMybk~$mJP&VP8$=QeWB4!26bK+b;&`aw z*ar1J)2%45`8HK^x^7co8!jdmZkQl?K;|KMgthkRB4*Y>=Eo9EZT|hOiXMva=@~xg z+KJJyGmqnZr5j7z$`$yBcu^)D2x|S1{7g^-WDJy~+#2g+X;!dm{XJ}-pruprP&b!4 zOJg=@@*g3@FiD~1Fp#ddu29`K00r><0nvQTdDKM0MsbPd1$=0No~RuF^oNSbvd?rr zd#i$#>bRa=XD@W;#t&B%tJSYZO2slt=Dj%%zYqpjqoRo7c zCnywi?oB-4Mp8>A#`yct6j)K2aZSLSScV1GncKy12qA?fM#9gmCWOBPw z{R7I|(s<~P;R?vMWaDTaNvdw_2YiEWkcW6rIPnmk*B_{}+mY=YWSwwSZmWvc5HwpJ zAZhjpcRGc=gO3yB5oN?MJx@aP z@plwd*16H00W7w33X5PDtx(I!XOPCx#qie;y7Ar!rG@WAY2C)HjK2U`gSv%Yet|Q6}=H=MZ-O-1Ewk6S5bvnXe?Q zZe!aD6L40bS&b6F+aCEW9>h+uEUoE|X`ONS&AF(_rkZy9YYoy#HTZ~Bwe6W~S}i~C zuR8N+IsM{HU7_a*2tZ1)Wa9f#@9Hh$;}1N&Hz2afzhjY=><4Zdc*zn>8=A<&1OWHf zqEDEhryHG(7Dn1@@%gJ2P@6x0sgFgZ03hDg&c)OPc@#yH>R|-bc>>Yls!fks%w|~^ z{NWNN-bE3c$4Y)ODg5K;AoVHvd6rgp0e4~Jskuc?8i!AuRI1MKi4wL}IRqr^8RWs?k==Pv1k*zRFPSn%PrKJDBq(d*ber`iehwl<7!jVUDPJm_f`YetI{xfUd9p@9sEs%LN;Swwydy3xA#mwxk$`Q)*CGaOy} zw%8^dRa;A2^5$Z7bh!BnPHKc+yVRo`(z`R(g>ODc#b-T>s(fM(%27A%d7k2+O!|4bk1b-}vn*t#d=}@Jbl*+{e$j<1Mt^tmkOXV9wXW}I@+&O_QUuf9 zEqQD2U()gz%XeJ!daO&73pujPDn)DaR=R4vN_cW&H37rL1}25KIsO?U%YE&IA{MQa zSjqG39@-) z(4Pdl0IbzrF2LSIxZsFe{6%7z_57@P7MYL?G_>a|plGYDha_5ZQ?8Z?u$_HsSMurR z;I1scXwcT*q$c^5plZL&*n;SuopHqGZ_=C*ry&g58m0XH?erM1JOLuyWdDs15Fel) z$Mu%I3GWeCV%bF7BtXpDDktu;f!aEsN^e=wf#Y1OeDmtJ)LdKRnnT=qcMZI(l0d)f zzYng-=CD38TYhY9Wh}`L3>}!k=f*41iUMx2vkor&N7jeMd&bUq(9fyrnoA>IF-7(8LV0)cw9s$im@aGz`{+lKQ&GnJJVH zsbb!ZZ_r|QxpLM8*C9JGS_l#O#k+jLoFUNQ>AZmbMQB=%$?5|8t}W9jjT-t|91Yo` zW1WfYxpk?J4th)=!HA8x#O*1Gv_DBUC{yb8IH##pUL9=0YwknaY?zg?JQ_hoi9+X! z2RN6*h(Gr8sc#3u)yJldcVm%CPPLcKsnPXatTM1sa&YZQC1tUpCZ%F2J`>+;Dg#wL zwpT*(z^2u>h{F|Ts8Is~_Q-7`7du7OW2C5J$BK;RJ@q`M61igfSX#n_%&myVW*h1Z z;`5x^%{Uz4*gwv=8ya2uch=33gI)vL3ot2^+7F41He;ZIAnS8x;jFR^D+2)~5pc~A zq>_|Y-T}b`^G?ENm+aCi!@_Dc3vsPsIZbtw47~Hq>g9&{TO@vU?&+M*f431uAJn~n z45!}C*P6+8sYd4uLT$U*b&v0JBl>B`!gWM(t6iX^p$&n2^+dc*tQ>s%31#ISE=Kg6 zhZ0L6sJjIhx)zQG{TSHPZD0Y)pYmZ4xp9qosT`|F=ym;rNhs{O{w zJy->4-bJ^r2M6i%XAsK&Xb?sdzE;?|r-b6ooiubBcu7Th0!WFG{+abI#&~P%I!~Ei zS_nn}9ye^7>HYo7D$NH*KaJT?N9`Lz&-DACMm_jBL{0|E=$1A-A&+8-T^ON$&c?Qg(A}v6X zv<%pkHz!ppZRs^5uFhptc+S-?@#a#fg z*?5#-RDP#Kp4m&>853VpTvZe2s~rC=91?kqQ;Cmde7ZRrSH>l9&&L@xe6ia@$D?_E zz(YCv>FW&5ssW_)Gq}+?4%xjw5`C+OxmuXirKGD~5FG(WauX5FDs=-{W4S70;_0W< zAm3Mj2DxPa!pRHGK2%T{krj{z0``k0>;gH602nV|I!LWzD>`N4p zI>$1JZm*GLno>Am%z@9Q@$Y0dgoK^TbSQclsZeF|ihE>^1kZw|V2>pFwKbH;_U z>H?N9FH<1;jx6Aoupc(a^F)&`@3PECoL;@DjqE%6yBx^I^o<%e?% zJU7X>D;8oeEzbdYFBW-!Cj`py(8%THT$W~G<}GH?CNNj=Xve5HRH>3@=QW8{_u_nJ z!f#A6ESl=wjr}2fl34}MpT89=6(t*?OrmjpD@RUIGjA59`5bCdT*3ybZU~zC;T3O5 zc_K~w+n`Wgm{X};vxYz_v|9+xyhg*gcOV7R6jh2#LKvr97?Uvbb+RNm`aoY9Q&tF9_Q}7QoYv|aZJ_L-7OdcJdh_r}i2nafqywzC}2|dHNaLEfDNF&4Zl7fTput< z&s!#hD-zh)KTM~d9|kEOI!qwjKHXR!_7--&%1T&h;ExXoon{?Cn{F4J(Jvtuo-wR_ zkcOWg05jYGhQY600q7V^-rrU~0l1srLK+tz#6$A zW0xkX+xW2%C7z;pucJ3jz!9F_3e_Y691I zeyI-?SrDusoB$xeza#-yS$nYec&KnoFh)OoZ-p*!d^!?{03K%dwP4v)Sotszq%x#s z+qWd`KBewyjablBz^$#JeQ+{ty_bo>90F80V7D{RuiqO3do^^kzInt*U@c$U5NqrH zlBi(bhtTo~-;qyx1MjiZe*ysRfP+Ea{kQQ{qBtv1Cc(pg{cWoI>0@e>U%TAwn}T0YWtJ08Zd2$)Hbp*Kw!dCVB4z zL9p^|00{R2f!YE4c5{7mq;Q15LI$t4eg%IIQ`(`Sk&up$*MDx_aci5Hw*KyoPlNC6 z?Slig`3D35^oN4q{>~Hv2K*?G_6j8HrP%e|YV}@vqb=<+cYYBApY)~#f!^(oFYUu# z1Oue~61o`T@y;FW!@mAD9{obR|0;gmQvJHt|JsT_%(%Gt!lnHheEn-yd6s2=>L!7| za}eUF@c;d(gRA>3?g{v6@3VlTTU!6|?UsO;8}VgyH$nu3&e!@!rdKAP+#Ne63M~|dM|}KdaAPzNCEF{m{lmebbG@>;rvAJp!~-|ABe{YODGIeFxN<^X(6vdinK-jqC^g zMLhzxWB-BT8RGbc`UB7g_v_CEtK9w##Z%<)3;eUHN0o(*jZ5+xnuS~P!uoTF4C?={ z@M3q;Ge9i_WL*K2Ny{TH-{w#i8&+^zs&)2g7j@J3i8MLu>^Rxm zVy>9#;~3x0tr`GUbfqf3urvS~!!3rP z1Rr$0hM-r8V+{sGTT)T8?xre|AmGk_oM-a9@**32UQzT9{pX_E3>SU!&2jlfI-Ay@ za$N|#vV$Hin+GcbHy-|^IPsvbaz=f$ zw`+vlcGcy3WnRNa)ed|^ZbGW_8bAlE_S|#%tP6$dDp?0IUVL+$&DT>3y^=Q^K*AOu zz@3wnmu|^2L|xB7#GN9j%!9Vo1e3t}w7uozJG;Z@mBFlv0qBBEq2-FKBBwDj>4R~G zUo|@##U-Y}8;Sy0nYb~FuPBNv527Kd-2dI;csH4!h4&}rktRRaBG0GdHq$FH0tn@iCP!~ z@A$%_+MX>;5?Yr8^7GOP;4Q2!S8g~Hh<k%TD(%##=Uw6hCa5W3CnEdss*K#GKTJxKy%bWig?!ix4qe}q#1m|prP zj~`cp;tG85&D>T!C}XaKFcR6kYc!y&TOQ|JpZLFc+*!=t5A6s zX@ZqEN*B@uc@krHFGs6+>S~X#E{B2?I*F9iU(TQ%r{>ll2I3J+-shTSZVcf0?3f@2R$n!evCXX z1^rpjz`q8vRx6d|K{T?2NI@{(Hw#EGm^`j5_u-pXcC0JO_th4T>S%a7#ng7D#et49 z)9e0gETvx8po*W5;fI)w{gMnfz*zXujUVl`OOvY z_zn{<_c`E(;YF?SOorg85b)3l5-}o2#Zym{fDyKyh;aO z28o+3YYzii4L!ruJr|M~+Da92oKfx%620=3_LX_;iONDyuz(Muv|kKd?cWnovtI8P zqpzlitR=3B)A0T~t;}ws-&t8k%2MpWvV~Zwfv0m7VYGUQR`cdFzK0`(6lbI) zi$CvfF|ioB!%9_=S#xb7w2OwUg%GPFsp#hDvqa5{tyroAMxqD+nwHi@8QpukW~vbg9L6 z29C2EmLyIObxR!)is(Bk0J|4KA>%W3k69+!`xS*$lwjCd0msp07UFO<=;a^nfxuis zON!y6g6&gUJV7p7_)U)Wk@?MUD?>#`!FVLo+@(ik?cX73Q9b*sZzW9W6fE=@Y|402 z3TT)w)B3^ZEg9D*fb6>FeH1;df!E3s`J`J<^2VSv8yJtSPmbj`8oS(fsD8)u-4PeL zwPNtAs{KDAUm1rqE~|sl=Qv2A}-=c~s0$?uAXkwp<{QbwXAHRD#}EQF&meP-dHvy;LPH z4{1EJmndx3B&%{99i9wFcU7k|L&G6|h|1O~&$MDE^RnjnQL??2?*8q1^s0I_T46+r zm&T1$jr6^x&%`E5u?V_wZlG9TiIw71fFM{uiqn=p&GsxhweMc)5@~0~#VD8veRgXZ z4)r)cxE681am=tdV`{X^q0T-~jMiE;_)(?#a5GwNl3)Zn0%DYv)M}3*xe}|k$^qh| zw>tOl7GjC`WgrOt6rVGcGMy;5V2zjaw0exmxz{h%=r6s8hC|6-gzh}ubLBK}P7ObJqJn-YKK zcIZr(ml<@x`6dRLtJd|g=vG8HxYsbVf4w~eNq@};(tV7gJ|yi7Kbu*GcY5iwx^oj5 zVNzjX>J$M}Z6~!d4hkV3<+q-=Xs6OOImh$N=Sf6$UV-2`$$&azXxgG{>FBiDUZev6 zDf6x0VZ~XJD~Oc7$V0*#H`a#rT|yJUC?(Z~1yQGflODaSMa#y;f~jCq_{by8Rcrj6 zAtkO{myb3)>gO3pnRkgGk%yB+pvMHeWC=S!-~#igd4qIe)$^XAh$#Zh!$9oD^=o*LZjGR^dDi=8HR6Kgh-Gr3y#8yvsv2$?t zEJD}c5>M|@5;b$#^OC+o$XMMW_>#Z1b1huTEmd@O<}bRE-w*~c#ZVKBj5k}gur(?M zu%~~s=5x4n=A&mWuO1fEar-SiGa1b~i?{Xb3=MBYvEs_{VwP9{Jhrd-=-!i{2fIu> z^~A)kAa}5--pZBLFbxCs!>!==4osbhYdC{pk)7U%rCsxZP7rn&;tw)|M`^;hCfntE zD4dj{SV^?qLuC>N<%v}4H@%{@Ey~;-)(Knho@*(yd4qZ+&ojqVcE0!MMZGl{)Sa5W z$(Ora1b4M6ESB;eMxNIX21Ea}xL6b<*{f!?;-D`UCNjozlYy2s>5BckA;E~qIn#V5 zRg&}|LZ>0I+THB=hN>shQe5eY zN5GY#`?Xz`#ILI=fqB10kQ2M>O_}L(}N=;F%Jrg!BO@O!r}({9WccvykEJ3nDu>4+MR+7x}6sFqBk-A{O< z>C@?NnH=iV$=xvo-t78Wk%&U408(W>8QOa-#(}Agh__oVd^hG9OzoybJDxA;+i2G5 zALW&alJuc}LRmjBaOGn&7#hPAh%qP_14}r&*>B99p{+=T11y-`p)GI2mvK1pVZxdB zJu_z!7s^MAeH!N`2=bT2E;Ivk=~f?&r2uas6%R$F7&lDq`h6mt`8oQ_=g#n^Q?;4o zG__95&7yIoXBcwA8T{#sg_f-2YXR5he1i+%24O>XLfWc@y|j*SMq?HJmpmL^H*k0n zc2H!UVX|T zwV(E)vpB?-eu7yyduCc9-6=z;2gUcnK?0U@hT7>Eqa-#0iffLL)qY!7r3)gMOrU#z^nmoz?WdfGbaOL zC86ErI^ThK586RSlQQHk}MzSM_)2kRY;y| zhIBw)C+Kf;UP9NVU9V0dPU;2UIDP^l9J zQAy{b7^#pSFVj{SCk%y6Xs)q%vhlArQQ%sD;G5Z;k*1f^vUDt}hb^`AqYs$alQwFB z((Yo;L9|L4ujTOWqpc75s9$AdUiFs$nvX78%o1~w|FS4_c=i&dt~k+v?T5|lWLU*m zS=U}GEW8~%nLAQALhQQ`*g-Cxn_;3xKC?)hpaj;0i`E$#jvhRdLtH|qn|Xqb>na_1 zIS-Z<{gC6S!(II#HnV18U8!gOmSx$L_9Q)r@ZBnZ zs;Jx@Q=iL{V0%OH3L>OBT}k%^oK?~!1>}5Mz}c%^*IpyL#M%(#pXR+fpIM~Rjy4km zt%yU#R7_WUWSCZW5Dad#bl3zCA%Mj*8&cS{A*MaZ9ypvB(TnGv80V48ZlGW$kw$hN zYZ*Qqx}D(p=ah1#$DM?GlzZIkXz|VQvvvfYwugn;ugTUggAJ%v(I;)F{?$5p@0pI0 zE+E<=?jdUv&59I~Y7oyTs{LodtXSyjPZx?b)oJQGFn&b?Tl>DA6P~ci7CZ z@syHBHR0j2DPva%XX-G6BR1P|%l@#cqY~5p;pi;7_D&G_jVW~$vz#-PtyBY2?Sh^G zL}*j5J5CnNxb0wz(EQQ@6Oke4{#P8wvDR}aB=G|*%rbE;A`FY#wi2&8+03*L*xH0{ z_~DsnF&UWDv7xwk{L^`h%MeXCn91)t<-}|vK>D!~E5}MJa;4Q}tYQ(uC25#Ri^Cji zWZ_ryw{;*=y-R2}n#9@8nS9&(0SS$8H&G&|VY|LH9W6V4ehHz3nXPYT9QZE9bKCw= ze)%G{mDUz1JJVU}@jcX9N=x<-r!!r95nmSOJg-+*N?%D|b$JMz6oxCc(D_H;2tMl( zE$}ay*&V)PVw0$FxT^Et3S@0Ef=XWu?t}xL#yFNWX$sGD+XK>CgFUaAh%md!$-|He_}!>Im~} zh4s=S5)U*QshfH{25K4?Z^i0Wb3vFYOSvE~{kk`ceMy`>S)A^t!*zrr)uj`o3w3~g zm)Gy-5V(=Q{!h9SacB?z+F!(Ox_Jcply+`ueNjpg(@CSXo7p%5)c|^2E&YnGqMeR( zx4TC}T+XG|hcLSNS#I{C$y07c^3xse!(WBlTO~wkj{7#wFUV)bx(}EI z>6BKEgXo5(*uE4W9CmZdBPg*#@lJ91X^(5O36rHmw1i%7SZ>b@+IfDIC!{H-BToZS zI^JMvt7^Jjd)KnSVt#zUR4YzyR%j$U?; zCDN+FWvmIgDwA*9c-e^{dd*oC zHP=q#UtSVdJnraE2N7Wlr`zXNg(y^N76M;8)@ROEx2F4XqA#^Xi!S7^=j`+ysG^uP0c+9cGmUdzV;h8WSl*n7oo{BAW37t8^n`Ll#T9fFlsz(!-hS) zC_FyPM4afIt;NTPNy3sDMA*C*2-esTh^sI&KFCG07PafSMs%7A>B>c9lO^`@vZV}n z$uPI(nj#%pebCFXe7UCPx3)<1W-`Y2{Se@PY7sBoXD?V%sHv3O-KwDyo(}s4;-8o4 zaSf0CKNN?xJsfB(qB{x^IRJJkq&mE`(uW()508?Hel|9FUX_ZBK6fa)6(cwq&O$&8 zLtLiD2WM>}pARmleSEJKDwauQ|CFr*-Xduxh36Vu$4h|P%}LFm*12_l1R?rF7INt^ z&3hT=($Vs4L?=FGP4W_JXY0y;sd5x*)zMe%9GRI8p4@dQ+&Kz4^}ux~{bN5FV-LXU za5*Ga?CsQ`@FGl<)tMw$5E0*w{Ht`2swySYmxg#Cn(wlldzFBc#C4MQXkNM`c*R$>*ol=9#x{q%e!W}DSCxn4dSUR9@=}mcMc1q9BdVIec=p z0(o_Oj&D#)f2iAtw;>LaWty&F-=ra%Yw8j=dP;tjp#IIf$mo41ID!dWWvrj?R>KMk7V#XI~t#H;2T(qWQwRFP@_sURw2 z#>ilf8T--BBYVq#FeJ#0&8ptHv(&#bC+UtZcgx zK@7eP-SAtC3Lk!3F2S~FhA0KcW`2MJhw69CF9e8a+#CxR2@}0PzmLM*HwRfi_l~S1 zI%^iH0N_tSNX9loMcXTgGRvOfs`3#09O<2#gBR5KZhN+`5vJ^>R{xwh%;j8S=RYadH5CMOfDpq`jSiNSXfBM!SOQ1R`Gd? zr|~jA@m0ZT4Eh2XZ)NJRNU9u<*O-wL^90Q)I|1jwYWd-camE4{NoBWl#(7w~hkf?z z@@F9_M<((b9iXv~>ALKbo{!o6JWfOHH7V*FQ5PySLS#wc&NlnO08rw?F8vkeK}8Q;L?j zw!Q`RNkp%u>yKsT2AY(vn!f~6+#FY>6vHr{Sg%BGxy~Ge4_*cAg&4Z%rv39)i^V8{ zGv&_P`by%@EL2mkz!ZDkbYhZ@VTYp2&y@=E<0;Kk8`(Li+ubj$xmJgoJL3{2bx8(9 zMo%-D5vHM^(M-XWsP4xP5_2Q@i@vLua`>sdX!-&y1(Q@e)#CD(CeE4%P2$VNQp&1R z_?4ywN>JSK!#pXCh58b*D7oV0Px)w6wf6Ys6UJ-3w6TTg)|Y|C)kJVF?DOHrUU7g6 z9tuLm_2)-!wflMp-tgZjwUQTM z$)`6(NBLMJic;z>!Kq(x_Kvu!K9BHVr(&1hw|o`ngCkb5(NqUWG$CGuEori)THaET z+|%u0Nq=NZ18*86>&m;ye`TG+r(~3ek7JDx1hXve``-0ID?g@S0Dlb#^=vM zt`QP3@u3eM;!x*jJXUc%`%aye$&7svGFt;zs(F`nDt~&~Bd&Ie zQw<=BIV$awvucIyPo9Zy)oA&fz@k7QA)ZuyfmYtI7-+}Q+Z>82N(~hYXRT#=m4HQ4 zmBv<4j!|o{5-SEF%0x+G|Aj2DP6U9T3a{&b9WL%YLUG^W_j5kv?Zp#swz~-dSE#5f|2+y{=Zzb8b!J z7YRx3aSrt}GQN;SXWW)wG(Ehjnwnb~91kw&T6@I#foHStc$PVR2MNS2{>W>vl1VkM zcM@cXz?NJJ6POZGMzvPgc}-2GPAwNA`Fpsj6%G_V;N)`^6NYzfy6hQY#4CLQ#M7DI zowVCO*L+92S(CGFh&o0y-bCuRA^8SZ4=^OtI4v8`+0MDiGJ<-6<^MUVu=_Z0oA)lr zne*sT0|vHLbp3=&bQ)2UqkAw7(;kaJ@(p3q5PsenkfRM z%|M`Mplq=0E>H^PqTPmWY+GQmY*618J0e=X?SNB}BQO2h-o-e?xZR)KFzQrq`zkFB zg?!XyaW1utmd-0nV+-T5!{4kP-n-+)E_Pqs}0drbWzE> zuZ%oQ)(r<`6eqX#%7B|1HLTU2UA3^kE52U{uXzAVJ-qW!9g)cR1bOc-qXvpe9KNya ztiY+V{C89;tIzu*y2v8{huPXv4;2KXX0n-?BjU26D0FJ4=-(#F@j*e@<=jno+3MI7 zfpfWssty&;E9BvfVV}DX(^sMUrT)t}!_%-Rh0+`csz^X@=l@0UV zNU7DZvqC z|1?Xdmkp#qB4uf?qIWA=xSV1w(R=V0X+klZmCHeL{{kGP)}MMOH2&%=ZI=FIHgRqI zoqwz0CXvLPV$||7ot{ozhn*Q4kHda-aP$Qzn|K1IMZ@65mBR#`xAGvOrXL}y#x(K( zx!J4hED_p{Kl*uqCfqZr5*vFv#47F#83+rlHH869im$TCJlvS&c0g$1ZIetUmYmec z2r$_+NgFCKZea|Yuu$JvneYniHK1px=-i@86U9oUF?iY!yof&zr{0lwS21l$C0Vfw?e5>mr&SZj(&Ogk?JrL%4_WXeL~4qmUoElKhE>1A zqVcNQtmdb7YlbFhXw{)~dK4v~tkdfj47vmP8ato*osn$o6qUk}^w!yUhq| zM@Ly$B=@+k8Hn`bVmJjGsYFhA@bwt}+EQ#ID5p){ZnTO?N!w=N#WZeQG_)bUI+Khw zUm!xlr-EMA0ya!>yU9o8l;syc42T& zc8YTH`(VKhv*+h>*d)xb;^%2N#XVp+8BHSNdKA%BB^BzOo97Laho~%wm%d-TDC*3( z|B-HEqWiCO8xtGd|MF}Mcr5h)oo-{LXZ?Q{Ub{IfC0VZWL>D=g^#LrfJGr{L{v8Am zoa&=Hn%l-hpoqp3YhAzt0t)c+%PR_M$}3t5wcmNndHk$?_O@KfaKG`^_T2T{eRbyc zg@!83!H?|%-ohyW3dMK#>-s_f5VkgE#N+kL)s0Kd)dk269)^f;3j9JIHKq5*>&mlB z8}g+`f`@~9ASnS6*nw-_r}GPG#RMRO0EiF+5GH(hs$^+FMD3*`m6IEw08Kdlu7;7kJsKte@5{z-<3a}CAI(}RP~`zyd9xMk}C61W8r zVn>G*@boJR=|XNwv>+G|JG;7?ih6W23?<4oZf6JVl`m%M2RH;3aOckk;1dHq2iPw7 z6EzY!3qPNWr7idm-{y_Kxza0=SZBUkAY#PcZ z5%vL)f1B@xHAuHQ5P;(017L1C$oJ$Ch%gUFj8=!XY;zX<-6y4;-NZO8kYH;Y8%WS& z|MyB3GQ!W#c4j;GcJ{bqV6TU6NtaTTY^wkM6b)tv$7_VHtdvzq`yBR^a1Ovibi&yh-!W4*2&|Oa!a8k%~$o98>39leuLLkxs z9OTeFtOcNa6W|`gyFL62wk6hb+>d~--{P?Jeao?heLmN+4*{QF zeLJY)L3PxJ@J@|i2|z$SDF?j^;XW2f{&{d1{*1@@dCbB=1)mG?5en$h1L76*{|+$X z00-^d?h@*Uz$T)-r_2k%g7m724^p^Ypf&Pi{`62!@67~)A z^8BjNa4XQ)tMbDHvWgSbc6ZN^xi$5&^1c!S3UU_`cxO?*XE-jI{yz4+p#9d_!)sGK zf1|Z5OW<@{V2*^hEfDF%!fEY1fPpl6j}=lUd90qY1~}wr)-7t$!FDpyCOB`+h0tH+ zXT&tH8O+BjJ`d37qTBf^5#a$Cm9*!(ooD$=I)&B<)-4lK+P9z+t63NMx%krj+d#zN zt-N(^!RGyfjX3KU#t{my)JT-NQE4)5*mJuIt1PD^euqwu>4$$S1t5MW`KY(k{I6$U z7(r7qsb+A4CbA@dHgrZEEAs7mS+|0XkVu4==(BqcTIrv}N}(@cHT8yD*CeL3xdUyr z<@;4i*t7H8L2}trnFgv_0iJ}GW|JD5XMI8fjqcxuI@0qf%OXPq`qW=lt@4G<1Jrro zp(zEPj}s@KXgq5tny^Z6tZv3=di=H;Fz{lr7PUqQpw##-(PDtLvb z^MQz+_?6z!;e9pJd?KM{yl2Yfxq7m{i({(Ce#A8O2u6c*Ti;cb-(sC~DPG}Wu90Y6 z=)y9Og2P2*>dLeOsh>;zDzD(<+|Z{&eeOr0-nt{t?Q&kK_;{}Zae9GidyiFMw}dQ zHDO4MQqU&wb8j*t9K22^2szPNDEzj*x zNJaL(e=fB&1MFij`+bAK);imW@XVjOt=U~^?zndPAGRsGtz`izHyW!o?mBpXf8)_U zs|6Y1*=j!mjV2X2utnWpi6GFL5rpQz=|Px)@a|K#R4S@lv}VdIv~+bt zW}JGq+Z}3}ueEQvd2kx~qo^@T1QIIcpjTWo|Gdk9N8H70h6l;-}(=|(QzOI5l(=;U{uTY2clBzGqT3k_Uihr67?tDsmsY*d45R8Wft zB`COD;n;3)Ln3wbcc6ZhfUFpAKxP4EM>Xv2mi3j6R6GQFSsJ>gm+3HMU@psb(QSp1 zZftC3%EQ<3^EYOC)WN24+{R7TixGwaw>l|Q1?n*{QMhF*+>XCk<5{XS%w~X#z;7Ie z~k_-V>6%ZG6K!Mk7V<<*r8L(b7v5e-C)bH~C=cwep4qlZnA#rvMFPD3vu} zhEv#86Z~SC7{P$2ZC-YtrH+5GTUCt0@Wv%~zzKmtYikVpL|=9lKao<220=xXvTA=R zg84(hM*JGo^d_P5=(0IcVgx29Fwh>pu4&z~flPxK*Am^}f+(6V@up-Q%`4w~>$_AH z(5`UJ&LE^0_hS2Z#>Hd)hlcg1v*vn1o_0W!fL9Z`gxPUq_%9rkVSr7ViBBduiCC_Z>5VeT+mla=rXgxFJ;@FasW8@Nvdzi z4)=U`(X^j0OS1spX(ra9m5B*r{rS|DoFjORxV7gVCOXY(qbN$bPPu%@@r!8YCF^`H zJVRl7m!_rtk~xOGLn}BDyUexDJZ!fiY6Q?_xV22OBW~rXrn1}|$kh{8j=1VPyH_%y=~+&{5ul^I1l@qQ$QI4ixS5#XVcwf4-XnrYkd<$`$7j zJD3(eAg?*ucSZ4T#1H6zF=%gROIWt^8Q%XmfK7~+ohJ@$8~L=Mo@f%a=6tPM9J`o( zrVg9M!34z%ce{x~4fEIi$ebot8s2c_F;cVNP5Y6vI*)f|6HGBw(w)f0-ffBxa1kuoI6T$sr-Jza^E~{0@ zWi%(S0^|gYJ%lJswL=pg0GFHgo`zQ>}CH>c&BQafAw%|*x9oUY_hkH_BYxrhu64Yeo3;lz%u~+p* zU3;>3>hjn|FTw3TJN9;N6TF|7zifWJ6{(UWvGd?thr^%Kt@=p>kt8s1*y|8V9{%>}B{dPv4DlPaanOKwQdueMmo(a@AQMDz_~^Wz+eYCK{GHNMyf zH*(%KRc(RYM5%BaWtj4(#BA+2MfuLI2}8vp+U*cklQpIWOgDE_1mgS#~ zYYZnNTkg?5C&277K*?`Ei9Y^|<#)W1%Vhcmb}qv&_o4NOuUL1`5WlvU7(X~#wr9U4 zJ$GB)3>~C}p_6Gq0Ws*ean#+tGgc7$o>DEQQ`ZXdf|ur@h%o!xUhZ#g1~FByn59pG z1csnMczrTPo}-qN3W}GeW=!|#Ih}RoJy_=&_0C#m`>8({_V4I^-M5@nZ5SNe<58p|HVUsE0Z2dOSXi_J@FG#Bl(~p+hnk(Cj ziaZ@4OUL2I)43XU2?RfaBgfFK7(@#s2Ex+syemX2N@Qj!n>11!)ZDS=q;fV({j$56 z5d(Nn_9mezpjC4Zajcb{cFd5)g$|8N=c-$-YW|{_{1Ovolx~ubi7>`dQp!(G6`+7E zID^)?={&t*U0c!A$5G?0T17es0;HjYS9I-ew@g(%KkTq>-195LdR|cOIwRV-f?`?X zt`E%%tAIjD^qtT2+Q)5vXT4_Y$WLb{*yX-GN|vb5$!%=^VoD*YR>_4cpW~`66LxTZ z*T@k$txIw1+y$#-sHeL%Aj1U~foxsAx9Pdci{aggrv=_=U2t0m)2zKGP@b4bGBr>h z?_yYre!OP=vLlmikC{CzN$Q%)tOXo zLV4jcX6wz0qdv5a$G>wt-F|I{Zht!cjdDr+>eA1Ho-4jEN7I7Z`|fQrtpk7~IIXJF zk&2t_Mp{|m|3DLUZm?kNX#X85I^rzlG|N_B!2&2NdwG05)I8-RSGtvrQjY{3I`E13 z^wyG0jpsg}+cYQRz=88WkRc}9J?#>#XTi~znbbOjl@s87jxkwt(P3|XS>vEQO$?I^HS(WNIFrh=E=uOXW~(8f_6HTGX%-JI2) zHfd%egTOJ2Nxb|zwjbnw^9u@& z@~6pLAUw0jX3XD_ra%WO876*GvGa1IXRnW-y0Y%97>8b+DwsS1Gz-7qB*=ZLeo#r& zCXQILXB#&%F11Uie+e4(YhmPP1d5!zM){~@?`Jd2R~@W0UPsF(>)=vl5gZiMk+Frg zbS+(JQK#>k`zE?u$s(0{=06lSmRhgUpt}~9z-^rl%A403|3qXG%bGBQgY%XkPlcFk z)9M|2rHECANISu!scojgaAKq`EiqAxiR*w38`aAXn(yA$chtg18Edz_3d)9~Su-?P z|8#6+4oiGS!byekILOusD$Q#a?WFf(--#Tp7dtc@E|9inSPiVZt3TYeNKf*le*Td_ z==6GwNtN3eO-Z=`9SQ5c&+v+KObH|f|4e+iOLap&c{vGbBSy^0Rx3Lr@>&~REreMb zdDi1nU!E}I*KZ5zZqTm1ecw0TI^Q3sISrIn*6lJFf$Y@O1#*0gohK@KiO67}$9K5S z_4`mP%h5)k)?ruNtI)s0AMQi3;f`ad!dw&%!31bQ@2p<=ifq9di-mGxtP>HOn@liCRuYBEdi`T-cZ*js8I;LC;#2lr9Ky=F5T zjS8yPxC}OsY}?+Mjk9`CusabR(F{`wauxg|h0Z(9J1lrt>BdGwCzj7}jx%06=Y!Pc zpUZRSXp{9Z#Qn#2*y=@)ovwvJ8#fQi*3u>e&j201zr@SMBlKy*yne32Doa=K=zGF< zW6JrU|KY8~vEkH3jv6-dQ*T$f-y z7_cESbctEJ110o0r+L5K#Y>~xoQ-9JbIOu<#J0G@wd!CVNhCp|qfn;?ERg6Ny*;1t zu4^V7!YPN9|HqyGt*t9k_i-MDH)tbOe;eJagD@j_rcr%c$aTH1Z-7WLaHIv{~}nXLV=cH#5$!nolQutwiBjS?|mnIsVSxGf-kOM<*w1! zS@zcLlIxN&RP|<1f)KBf>N-O~s-t$LC@GMFaReWP2f$82VxU-Zo^z`9-o={u zW!{&za;WJf;Z)YHE2iv%NFKl|{V8muaQLmbY+8wG;(KrZFfkwK+Ht7-E6#|K(?eCm z-)-Br{#;kB^~3N`DFI5|s*05=s|qls87w=Dh$btU70vZ$>W%r;mPq6@8#unkb$V!B zhxgq$IHF^~bjR4**VLN6fXp%ROpb+U{>h@@!)4;-5nPvthFj(A(~&v2-jbM4p;Z@# z?RN-=&eXpU6uOk;HV-Up#5C2?b)%@YvJa`-8K|1EoB{b ztl^HfI;%mdOmK?M5xFEU2=%Ha&Lq#BgUg~8$tot2kQ0v{MQ<8;mK&kt=bhzUrv>Eh zM5FUX7iCztIKCorfD}$cp>-f<)bi7q*0M}BOWL>Q&_VHD5srC}H_>pP{7e|E%G~_* z9lI36H)=oIV&x0s>NiksUs`+KjdUTY1Bbu)9CK=wf#s6-AkTrz1D#&D8>jQ9rFTqw1NLX z0yG)&xfCL2(am-Ci9Wf`Fg(Rk>Zo`(a*gBiUs{N%X_<@1jMKHFh1pGNCX(`Vyma9d;y5&s zl*pPinb_Ek>dyJc*AD?;=f(*zy2WQucVg4MGrOXrIyN9J4in`ec6Q(-iiL^!8~QW@ zTU%$a00@;DB3#%^sHkWelNkMJ0~onk>-eHVTCyG?q_Zv(k2`NxU zbac`qz)^4#<|sy}&nb{9=QRGFSWUFAJ`fE*NC+w9J5^YBD_8PSJxmY;1f%NgL2TmzCSx>{$d2=1H1me29Y4U(m8N3Li-DW zIbhMjGA^u?(0PqYOOA@uGg zV(W-W@DJ#6&44`q>)k}8I5H3f6IcdQo z8v0NeBLJ{ekkDTMK$AJ7!n}wuq0~bJjM#cnK>E@k(e2ovTe6zsuic)WTSCN?5=t#F zu=%CrXXGg8Pa<<5kdeKp62w4OW6Is|7cji-YGl;FQ-UmiLNhKP<0ptpAjFRyNinFv zz8^v}p#66ossuz302$ofhVaB;IFa43LkR77;LF38U7(N@>Z5@oeqh@V7#a}dF@xmq zz%NiK=7`{5Omc)z7+R!;<|_0pOBxC{512 zx@*G{+@W5=sJ)j6h4Uwni5ClzpANdv{5poSyZ3sHlB!RLA5SW!3PDs5R+cb{ieb;q zXseB$!eI=;Mn>Y5V#|l4J_SYmlwh&|(6UqZgXikwWQJ|!8T!R$OxKkPj}q2WQh?0K zf{YUMt?HaT#6m;;XoFIY{GlEM$M5V)W?xR??^lwh2#y0{kLzZ%+=8A39N}hzOEEUr z@U`mwTZut{9S<$tN5;Y})MA=`Ig3GFlH%Sc`qTC&EBlmk>hZW>1pOijHGlecMWdCi z#MD?&kJT5=$CG=@L$XTudMxyw!al6vkPdE>qzYEDCy=&d~{#1jVnK%rfUxLs^V;`EFy=pKzt`-M{F)3{RfS$pW?sUJG+l zwccx}qj*crKKGF~Qt1~hLFX9*s9GgpuR3fEqr^;yRD*5~;gSOHesa#S8mFjV4~$mX zppF-nMbiFg{MaomT&cI;!Rq8KsD1C|J=J_UslN*Qg^Wswrf$l>y}gk)WJ-$6+a5)-Q}vb1?-!w}ZJ@b~yAM}g(Pf64(Im+;i&*51FKv37kFdLlp~YRQ zK7_CS?#Ju#prY5nXynz1qwN+QgZe{yatD*njQ1*w^rAzFovy} z(B=NqG>lEoNNgWkv`VGObfn(CBlo;qjDHg8^RR5mw55S|mVuIzmoIF&O~q>f{2~SH zji$&aZS~v|`Q?Rv{iJ@8$-Dfguyl67+-vUkdB51b>8Y5@ZD^^tlDJV>i zhJ;Hd=vo!d%slpEdEoder_}6mAaCa7v3$MA_^NFhTpwn05zM)Xci;V!q8;C^w$rcp z1@5M57Aa5?e74abd09kS5&?1{Allye;`3A?-037Q19RKIWNkVZx=Vi_hx_LfT}^4# zI^h@ANqVC1qpY#=v$#M$DEiCO!PIt20L_uzde)WX{aI?^Q2)i>hz3-0X{ozn8T7o< zI<(G>$i|c}90zeR9jvJ|Oly%G8i@70n<4@BJ!i~H2-z{|G#ob9%Gdi=*RiZLUSS$g zm`F8g;*d=}Alm)?_uS1nx(hnQ(K|A!A6XZ>!-O@_UPo>Gl5)pMGUfH^2c}#cQWRgT z<6{ezaD#)>+$z3R@ykY({8=`pAcyTMo`DDOZ9hY2F@?HoDI&BGuBEGZcC%$ymakcT zR-&vVX#|^PXJ2QRM|RjRX(bSMKvJ~4517nWxAVxJ{U{lQpoc>xEJNSzmwu8lKs%*E zXs@rc&SAgzB4^h9898;O#~*u;!Rj{YU8aVCFm;qf4$f!vT3cYx05+qgVno88js0lb8e1&vLSqQA`)8p{yp(|P)~hC5|lccmUO#%alN z_pHO6o5;1h+6}6MJj3*G_8~ptn5>2`bfa?A*v9$H-Gz?^xrNLyL+WYcQGaNBut+mY ziRHuRHpffVuWb#H;BAJYO{OYu$F(cxe}HEmlpF^69+}FVyol<^)Vc}}yp0>XkIs|42`!yO4H;rCtKIhSzdgjjRyVEQn>Gwl7r1#0&%{_*tmec+ zw<8Qzvb@*41qdrn-N-FB8-ox!j^$y>aN5{z(QAqa8qz(JNE>3a zWu%dk+BIleM6)#Lr&tZ(3^S~ERId-_Hk!|)$>vU;3$*CnR0KT?a|30G+-J`HGDR|m zAyr0YtZTR}V#&PElE8-iR+-utn(e_2+%14cB}Irxr~p)dE}`;d9cdd$q34t`?n z(Y?hqgoUXJ8gcVyqT8gocE{~aKr()IpT-P^UAqd|FI%ae35WMblN;`;7dR6ruufAu zs?-%GV5`#WhjnfNNSkB5P8|1I2ur7Ki)(Z=HzYHU;~MOprNRE{UOXfGbD=I4o&}w!{7;#l?D8pYbJwLba)9Raet3 zR}TKFrjwcxJnju16lh$6@(ASgw*###H!tLx6Vx1c?T(PWH9hRwv|upS^b<&SShV?6 z&<>W?IdnI1+@Ql*aP;l256Q9ui(+cIuZ&g0E)r7Pya9k6O{D#mG?q`16BFmX*hffl z&&{LP?eU{I`uVh3pg-DDC(2`&ZR>B*i!5^Yi!pU7%ib^=?ePFs|J1aU=keHcSO?5h@;6sW%mu;h%=huN+-K?2;EOZQwIdM7t>Zhh$a^cMcVC4WAzDDv^%ua)+*n~7bmOQYrS;~d z9v0rlhX`2!WzAkb{OykIeG98^ZXH8dgeXm?OHM=2 z=d4>UK-7ASD;MV5D)%c8?HPUt&hBy?0o91h@Rc88lrZk{-0p=HwrYZdukmeyy7 zFUF2kV`N2+M944y26VXdv)e*(J0?&cUNL1E?(7BY zpWEY<2|2cA#hlNp*bWIB68U=;Gy5>pnG zg_nD+VCdLxh1s-I*jB?q;p|>~TrUvuz)N#3^a1*nx*dU=6s-J2{v6u+`uc_`)%EFX z%GF_+k>z~9;@*^R>Q+hM;(o8ROLz*Rs8E&{Ew%%TBOJ5jMT5)|PhD1T-z0-=NeQpf zLe-PnNpH2+2C|~<;UlCV<1Y8JvX40V*`O{9ZH|0bxXxaGGs<~&`{^&VYheYBuwB7U zQ~#B7508dQ5$7xU<+y=;`zB19HCIj;bKFf9Z4hWI3|G1~!DkTR1Mr3;ZGGmOnOVEr z?5p3%meNl6Eif7e?gRh0*wU(Rc=VUtB2bsc<6!q1R-VU4yqO0>uC#v+a+Ypf({Fs) zO{|ur-IuX8PJpoEhc~^wHV0uFUBoBGmis4WJPphp(U|{P(C$Sa&)6H&B(RI=QJ|=l z2r4)5$uSr-72Da>S_Rlup9&s$W*D!L=*rut*1|elchj;fv8c$dMOCoGR7~#0xM;q^ z->&zYKF4nP%BpWbsw|*qczBN6sX`g7eAm_~tStvlEaPJ4a&JsrY{?JH&)6)IXR-pM z{q1Bh>F~!%j%9+auokYCSuxRk=|{)0;p*$c4C2O0&EYOagQ$-;c>AQvo1$##{BWEu zq6z0573t00b&@o?-$xGKOrR6O^*g3rTvuTvv4HDu9_EYp+9+5njodoFi6y>RLa;T< zkyj2Yw~|~)Oj_qOWE6rAM0HYNX=005l0CFxmv_^KDJ>J6wVftHoK&WCZt;ImHCAI~ zX2`aRnAdE|HK(u-1xaMUTyI`4$Bc?voot}ZmR_7eg6mrF$&i;jLgK_pnMueY)a_+` zMi`vu%p_REoYgY2GvmW>eX8_jFa$G?=AE2iJQscG%4$DZT0WX*j#VBmNtg8YQhJh5 zt!C`gY+AA|)~g6$;YGnRv28a>hKtDf~9{YFfYgygE3@&EFEoKK|H6J;-_xv}$Acy%q%oxP`X63|GsX+hioso+7n# zx=c-HBp_j*L3g~cXRgX*6B>0JBeg0(n%Cz@kFBKb&T*Nk0HQHdJtH;-#&nh`0O}nr zDAUX*m4ko5HxdC9pm1mCVW#$e&pkfT%l(IT;>wv`#aB4Xp(iIrZDd5bKT6?%wBvYaBe13GO- z=cH3TAMPRA72j%xLNY7vtbxX~?$kKW&*_=FMV6TL7}|~zk&J`qkHf1;EcHXyTtm?> zd%9mA;VWjT%0oN6EJwo`YH%A6>XRxP4vi&w!8js~h7M@a{5E{aC(*zzGdXQzUhQga z?rCHur63x#gXbP+QsVv-^}^^uh~$qMQ%k(_kn3>qMYQ%nnWLLP_ z^e}9u$?ox+awX%CZ?L6Rwuxj6O#)3A7W<3#+2vR|>SL^WrG#kYIEq|xQG*4g+xhvb zp7pFqVr74uNifHj6VM5LrvH$W%pQbbrOJTV#OGDa*S9UcJX9GC%XaK#fOL*sM`wC> z?UOU*;fn_Od=Zb7$Cp>wotfyC|OSCSwBcjSyURmcH;s# zjb1D0VDkd__DH8Bklu;Plw6}_h8@n^rEsOjCKCV5x3z`AkTy>$R?BCxUykkXNO zf4Xsjk-sDZ`qA##+}CbX@qCw61bM~?0|h#7htFSp_flrqokJY8 zv$~Te6P}hQq!M4qZwQwNcDl%VbmO5cFyN_IKN+M*>9f@ByF=K5oGn!mISOb zC1>;-h7Hq4LD})EXkDF&jiI_Z6VD%iiB&dbI`DaHj|hstun!VJecRP>zx5Y#AXE&gvYp6!1~@v2^q zW`qn1#?~sXcF+v+giMV8{6OMX&MvNmoU9!GZ4Dx1W8`G||7!48x_T~~>^NkK-tW8xIA_iVQkr^{o%MTAB1BvE zzj5L(LMS9Vk8<`oR?;R#R-hr>6{SuQ|uY}qc!)h$4Ptx6y@I&E>{!$+TpexcN7Et7(hzC&DO z=ieh&BDQ1_DT4K{9o^aYz$HE5#3h^dL_mI4EDZt)k;5dU489?XFAnDW=U0_6C*zn? zM24_~hz;kUdbS!BET#fe5>7TFW{SKtg?CBjf&*s`hI`7&QYO}B%+3f6zGiYNvq)ED zx1nOqlT#dt2UP!xg^OnFzPJMl5JA|wWmr5uWVnu76c&y{nGy;HD^E)U3&TVqtPL~6 zLQz?*5BK$%<2jz_2lHD^{2Kva zRg2%i(56|81r|(9i|)I(OpAUH zVuD^y>woGefJ|FXr=V3ma!jB#rG*>&2wK_g^#*j+3CcU_6@dHuPXNo2ZSC$Qf8>Lj z$uq&wnqEJbF0-Bm$wKml$0H~@)X&WMwAw^;fcWUg$|14#Y1|`+V#ENLrxd5peXh8Fg#}Ut$7F~v8hKqAbs~CXD&x?0Oese zCbvdE%({F-uU3CXW8hD~9N#6rn}-u9;3JrXQ?0t2u_X9<1qwhE<@S%_IVKAj;Si zy;!zN{zv4|7RjKl?25==p~-RswHCh;uClq0y}x9cMAJYDCXqR~$D^Jsup^7Txm%DO zqUTw=0T{E%uLqy5Kr}lLq^^w3E;ckDlL2V%!xHb#F}oGa<_{+zt*SeDt-s6ZePChD zo6i7`qobwc!(qkXvc}@VtJucA+$Zpf7X2CMFFd0-h5#dKLGE&pIgqP0-U2r#Bw?Rr zxVLo?-nLlx^EZ$u^?M=Sqfv#45xgJpQ)v(dqZYO&$i}|~JBZYq;Nta}wbvhx(eohR z7kt(&j)&HZ2mgbd)`{b;R_P;vS5->O*5cNZZ;O6y7LJ1XMRM`cyJh{(=hX0K_>Vof z#l5-jGQCCwhgfL31;oSEioAZ0^|J+pz%;-Bp4NUDez*AAY2AMF17aCgk)54Y6F~mi z-5PN5(Yv*ome&aV!org~`RU%N(DVJi-5Su#@#FM-wYGivii*;!nOl3)lUI}FU+%+O z<%ScyKGgko)^F`3JRYrv7CRH?*Oq%-wU+%hTz&UlThY`$yd~`NZ<1z6^mwLQ5gM{b zJE6=W2ouLCNd%4*7oOrhWrO$;yIpj2-X#27+0p1Y@KB>N@w?b#~x1K?qkt_)=GZu*?4pak9Y*Yao3j4 z?2hl`MDm&rQedY%Pwcmn%DM1sL;r}b2E1x%bKReaYW85cl4bKvF>AN{-;31E+S67u zcE#!jY_WdYN7aHmPw*&Vo$EvtMbDItg-ayI&`s~)|2pHm;?2+FYrp*lU>#L_^qkO} zy(j1_YofOd34Z^JAhgLh=5g(Mdd6U`<%>bHOf6IN`HoXps`?{5vt)=oyC?af;LQcO z&%}U_&&LuII3+7oASLV4cg0o0;Tfi%pNww>_jQr<*WiShj^Q4&wm=FT_SblRh7csE zG$iO86ExT{9X1FEOydDs;<^zy(cmRYF>r%Wy~lg{Y&}PM3d}aeY%s3e)cQy-F)W0# zDkk(W%>ZT*soMJlXw#|2`B(=c?=3VW#^)q0+6ERy3OEd7&jgtv zWxO>19_tz_T&wo5QS8PUtf)_TCPm#VptmZG2zZ zi8)2(9p!666zGArF)gV37LNz$hN_15)~vs0zKIMReiCM{2x6^bIBrN>`kVSsXvW2T zw_fZ*9lGJ^l05CAZiv)8;YK%&Ltg)pnbDQ$Gj3oInQSRPVE(c$`{E-qp{5)tdPvUn zg!s-Do*|i`IQhQReGyne;?5UyIEK85^f9;0pUg2gb_GDvv-D3DGWLG{KyYk)GxSYQ z%>^j$PC0-E;Bt*#oAzka8t4ZV)>n6`z>*Eg8=1jw<=SIxcXqC9MeKpl=?7LqeUevj zy9vOxb?|s$XnFM77h3zDyaIxjJa)U!wKtA1plh~8ng>QcreNXvHarCiY!3z@8~t#N zS`>jmfQt)`(&`d4`ZIB3Sn?6DT-&7VVkJ z>)o~JCPZ0;Z!IMt@omaksZhSq@c~9d2Tb;RcNyfKyvIm@QRe+S)y|((1G_R$T@={- zyH^X|Z!AE-$bky)x7A+M8_lj%bUtQY$>YfYiWK?R6OdT{O8~4O7V=RiuP6&h3Q-|^ zVA2(&VgnAa^fQUzxX~|4u6Q7_a-@R8E-*#s%wv#AbX_W(Hf46lQrlhWwZ7DbAR04J zjS2AD6e?XR65aYQ_J0MbVJk3zwxO^aebxG}B-)HW=>8Sde~xU#+l;4CYc(IRYJJ0L z^7kez+U^q)v_&5Ow^0`mKi9&GNcp?4Z7XqZZ|sAqq$%qvQv#N4^Q7CyOuw zmqYHWi8!7#Wbm?k<+2{LJ=~J)gaPYfeSEM=Yqsz|Z;SF-D;a{>(iUs=^1Q_6tXM0vt zlO<-m5$OJXZYMLoPbyQ=IuPhsHmV^)8YwXr>r@5+d%lW(S1&!jbjwe(M+#+r4gzc5 zZk==k;&OC#p5w$XHzOVeEIO0H*T!`1s9xyl>HIa(w=HfWTv$ENS&1SXyere~z;FN; zp6C$nS>)lg>pF;h*=-~UpWSehGsm$AiGCEYkv;NF)2?4>;S6Lcus66~^0<=!d>)SU z5QG16y#iu(IYCfQBe{OdzSy;vbQR>BPD8jq+H>V1R^PBMDci!Mdp2L~sj^!F3zx{! z;<=@C$FfE0D+*h3azbKz#}BJ)A{Ik#so?KvMVErVbqhb5hkF#RQGOy3F2xEG9MO@u zf%9K7&M}Pq>W1(#ZzY{~-f--CN*VU)+T)YhSF(s~t`Yyml}m5N;OE5trUX&GS<}S% z%HZ1(#4$MMc}}hE`Emjoo`TfIh+2<#MKyMcx57Dd-Kcl!n1t)=#yVFC;b;svtYU4} zE*O_RvZL`WuHD3r;LL%?E`S;8UqBQwoJ@p36qhi32}fS{^Jre&Ko zi1O{>UmivS7ahQiVqvo0#2?{quW-!(8>`df#;n<)W|?OLR^dtMn$=Gu-vkLT8X(Ij z(G!Yxy&s>8bw>X{lXk#_7fur!&oA$j96>B6)$*rICiTB9XEE-dfxS!>mlhoKf5=LC zbsOP)uEbTQh#Zqg*GBKW>aNDtwi$rz6a6F>>-#-C5lTn#exAZ?0(t(qB$E_&VY&VK zgpkXFKY5c+xmPkIMRH#o(8bJj2_kTl*e4_*Cy{{3KU|1KTf+&LPa64bJGv}I z+?i-Ocu<5)SbyJ8s~a^L|INes?)S+Z)58F!HL2UliTRJk&1U{vl(#cg`C`*Cw@$Bo zbA3+lr`d)vb$@@khVR&Gf7(y=hWse3L{^K^EQOQAOud)7w4k)WNunr9F|tD4F)l4x z$l5^{Hz}}y-wxFUsrR?z^jI*paTKx-8;HaaN|XVqItc|?U;zf?KwDr}ST#3RMIh{@ zBv^_UFoaOJ;EF+m`_XSbqhW0UXfG=+C9J~0-U8gF8&NUs^*Psp3eV*xzD{g^I3nev zFeei~&WT;HhS!Qhaaf+H#F$w_N)bY#c!f$(Wb9p4xNN&LffSNWN@9T~ASqT;EnsGl zW=NzqM9e>LJu!eSiwR_*;^{|DV&U2FAv`ns=sDKKINsZ5Af zkZR!RMh98s5$3TBI|Rtz$1b^xlrVYhAt;2iQIX~|pB-G+M5*jgN0ISyWtp?zA29x; zOG;Yx{q78woNoSs_2km~NX8d_X#6=Cm6evO;_)JJOB3z!sItjr9+Zc1kOJfr7<+-J zQcuacAPr72_^H^ojk3Z;2P3wUTpOrUvc;fPh4?U*f-%i-&b7$Y%dU;ivteKa7vwMv z#ZWobw(_UR!=`IlVry~X>_=y&y>9S8qintC)4jy{yy|!CV4zZQ@e?Sxv|j<$P4dNySih8I5qboOdwd0L|)5dm~Qky;4x!Odjuc^UUr6 z050os_)U^M^;S@BGQ2s%H_UbzZp>MUYrFjld{-h_$Z{#Qp8$X+*Sy?&4|3;mLut7v zq6B7f#fK_ zYKdG1ZhFPu)_Y3Ae4NxA&eRyTfV<|>1p65LnKwabQ~u%!!Ok)i_$Q<40V=xSMRE$? z0-NM*#y&GJR?}kM1saA9QUR^_zLKH&AK687SZ;Yr56^m{Aj zPJsyWlCS_CFs%s~p>Rr%A&+^QOfWI%B_6X!FrDafR4)I_II^fGck2m}b84B48I@qQ zZ=ofwBI1kc{+{T(6H8Qds0MD_#CPN8B4~Ea?Ht{dT%fk2 zlt98Tv84mkKyiM&$X`wuV`Gk#C19pL435FaC1_iyNMS0qU%V_`-j1hoTf1jIMOxiZ zWO0<=jhvV0h}YAEm9eG?nV# zyaNeDYB>oAi|2&RH8AqJJ2umu+`PYSWS7Pg@GEmokQ*Kw;JnQ}7s?v7t4wZP`@CTF zK!0L_`9Q=U*(ts#`5;o2MjU$0G0u%RS17cj5(Ell^k`aIi)}B??$bGwQ6|#Qs(kWg zynlZ%5b(PJ$!%?Qc!rOW9#&MmCpD|0PjacYMOV=C;3i#)%1z5IvEn8>K&f_OR|A_C zG?RboNE8r!evA!_C=l&^$*eRM2Z6gGLgqskUy6(FHkj={}bxvX zD}`FXRTjK)IbxiklnRKL(BrnnT_q)5U$8*Mt?Q&*Ip(*bodS~*KuC!4SS2N4=JRj& z@n^m^XMTLAKXS4gzG`OBcYg7&ynGHns_R55kE0j>CyHRZaDty%c~RA0M;ia296Qf z1Xe;|H04Cwhf?&MsVEtqah(<9ux>Vi5yMxnVk!_i4DpgFVOXJvtarqEA4G(DT1u{EHWwf370eota{3Co*?5J?`fg3`2P`>{ih(a{J zsCTA!u&*H)LAK@*;efurKTpOEQw&m|Bs^byCx5V*6xGHBMWo}uY7>46y}t4GAZ`y2 z_aN*X9{hpyk!pzqcc1${cI+34Z+q@v8T7y3ov_Pw3(H!@RmO zst(dQ8vv#FrrE&lg9_R9^#06v{R|xa#2)t)e(I%v_h658HMabS%-omu{YW6%`)zdm znApo~rJioEDGF`U2Oj)nocDci>Y%5Qe-;n?SfJ0wZ8*m{G8G6Au`V7ftbc}IeCl#~wvx)?`v?4V8`^XU=KaiV*D?8riugY(a!Oh6qHNmL<(25o&f8x;kM~iq+;?kr1tPZTZhb?!#}9lITvGruh!I=PY*>qom%Dy3@va&m8Zi}nkBj1EZE7l z$D%-s4x(x0EryVP;_Vy>w-v_(FQ*{mTU4s?A%JnaDZ|NK-^?zjD)rjBsHZ@t_Z`>> zDnk}v90v%&tkrbo&pkAi51)|dZYv#vg&D)2=w6Yj8ar{W2xYen<)MhxKX$nTTBZb;-im=MsT zDW<~mzC<+K`)3sCs8Qc|vN1jnbNLI?XXOb##F5V-_VsGcVVX7|DE{l(1r^tjtKEpUG6HO+gWf`5i3M{x94 zTi_;HH_f#T5u)4HuVhJF%CnWbD$7H)qdJWWk&`H*^B3Pb{_As!K;n=naS$-vn#qO^ zvd|o2+j@Vl%5?Q}NcOCnes}#KmFkqYxBI2SQ$FEbOrOZ9(mA1X+rgbBBny6?bePp` zFSS|^Ljlj6$&^6cjzkbO|A762NGF}xKSSn<5De?ROk$~ddvdhH?7#cZt+0;P4znW1 z`gZs#l-|$CIOM~%m5<;`!P*Csj_&KNeqAkdDL*<`&XQbKXo{tHxo%F4csp=}PWGPI zH-zcbJUsVe~5^ z6l09wB&m-!+Kzdzp5qk1m)s|IzJ^D=i~)aZ1GIC6P^3O|Md((S>u6@%lfYVFt>)G; z%GD9>m~R@x>HprEcwbl`wIZ?^Lab2`ES?!bwdQJ}Diy6OTCzc&upGR4B$C#0Q8rhX z$N|SynzQtGOFVb}vtLPM#$-rL=s5kEV;np8V3$R#J!~c8<5X*yg|eI!)Es_5s!k(E zn;BVE@6bkApo;vL7>?ZoctOqCG1jg*ZZ28F;N8Dfe$UC=@_)S2u9fnJT21WX1gkV(QE!80D~7)9qsA_m zy=KB06piC+xM>~Vy$A)omohBA@fBac@h`cK6@*02(r^h_lIb`u%=5RH=52y;@0}T1 z=2^7e4MVxAIx_7f1!T;e%iP}XFFg+uT7v|JE;R#Pu2Y2uUFB9D6@K*x^ z5(~L)P~cx}gsNPtdD4+>3$^8+Mr(Y1_BK<3_=L)z=9yH=+}PYl--#|~APHH~O)0!f zT_cW)vHXVLY?iVpx%%aAT_n5ZYUEtM9+1j6L|N$HhQ4Gnj}TVuJWHh<>`LHp?SI6f zfJ>u$2Xzm{tE`s34=R;5{FhvcVVNDw#+=cnopx=B%0IRf_5?Y<`oVX5g+>grqrHHT zlfNyJ?Yl?`y1mIjT+)s9`{7H$dazZU7?)0L;$u(dMYt!uR1!vem^J&irsQ9}Y(0!z zh!*15+kvWMiNFE~hGD+G6Anck@N*nm9}E`LWXhAhQ+*kMp59=GrEDY{R4TlBhjC9Q z(q@I1KCY|i$PewNXzC3u_u_O-hJynJh`k!LXjU2?a9%vC=q_Y>uWjukG2tOZ3x}Lr zk#*crNqq>dv+dft*NN7yWDud9DJRP^@g32};D6Rp+xOcRO55^3*o ztvBe@7m_Qta-Z*EKm^^urU!{iVP|uUU-4_^Xq|5~#9suFIM#W?hrpsy_gK~tB&$e` z=`ivH#vjw$p~^_Z@VU^rX)I*V@+<2`SC2@ew8~p6r<)Ij%^npKuxp=mCstv%t7J88e3K`M!Mw*nhoyV5RpJ6l@q- z^hWXnBfl3P*LWiMg6^vtr*TSaan4v@Qk{767ztQfh+)$u3enuMVo;ofB+*bKF_?Irm z64o#_ql|e!51rG#S~chm&CSRPjxzpO0=R?*CsSvYNHu=@|1GC$8_|zDnh>FZlq;2s zXaEr_487wAEEK5=s;wsp*B%>dF-1NuR&kjomhOmeRmSfK z+whY4j~>hm^l>~>eLlsYao&aVOD+R2M_6F-e832x7i;9^RlnK#PHIXIkM=n18#5es z**1cPe>HmBw4qo10vs_7uxwQGRi7?&8>pX)TAoX2D z!-><#6a-Vy&->qB`NZkQN5Kg`-o+!dQcrlDCP+t{-G42WYRYnygd-}(Y)&+uyKd~J z7)T*t*-utyW>04Y&Pb&C;xR-DBfm^GNLv z%*A&STxbV7+IqSN{5^H&if5)^++X6@OF2=Y^gA1xne<^GFj0sK(7O+mRXqLM@_XR%rgE$<^&qD5`ga)JD{12B3PfI&f?;*eJDe z@Inxm!}1>}ib4jMIJvUUo4)3q6JL?W!5^c!+?e}66#|ukGyYb zU!bx4{UFg867JD4d?`+?z=ZqQF_@`ecIx2sYDwDxAKG z?djaMcP|mN6uz1fVgfgyC0A+ao_{UB+!2^O)+WUUo)nNI{`WRunM@oU9Tws< zs;3grV%+bl|sAg5m9h-jPw*O1bqcHcc(`?bl){U{3b~KY*xFAaeEC`uRXKO zWZ0;3S;DTi0}+Z;us=zlT7W#UVX$f47rwo@;#J{+mEwr{w9)FKktpZe;TNCmgIYr@ zn#-ze6V)JRM?>>ra=8s$_eXBJ#O;2~C&iUn^|3W+5utk~wS6%{FHv=kp+JX|`%tMLa>nW_C9Y z%_QXHrb?a=9A`Evs2BfAza#*rK05pSrTjB~N8MDU`4JpzbZyu;Qd~mdRsZ{YksxXX zcwn|mY_={N0LI)bat^dmGKejPwu$^Frtp<`Z=Jrr%lR<4YKrWkWbmt3Ul4f6VTtsi zs7h5Te{`fA%1G)6EX*Y$oFc>QB}YQ-i3O**#gv;rs!CE8c}A>+hTk7fJO}3H3NYH5q4 z4^!57Z*=bYh39LEMj+^4s|)wH#|YHY{f7JCODivb2YeFRoil*>)!rd-CIhaov^0Rk z)%yVf*Cs}B)rqTQgUxVx9`el|{u>qrGm|Hm?^d*6N)}~3+uPqEe+`adOOxXJ2VR0YUXYK} zy;Yjdds{7x0D>P>5VCaoN< z>2zUhHeR=$jIpCPwUR|UFZvxX*PP7}JQ4iav^%C&K}L^&RD0Bhc}v5lW!vR5pidlN zMN~&tHA=QUh@FSOb0xR=tV6tO!4T-_-+oSQ|C`EX{mCU4Sx63MPlfmKh~Wi*FX!7~ zQl-{nOBOA%7pv=gdjkV~Z?U45JGpdqYP5E*j<@4->vR@&_FJssDC$!(G{JDRXenlP z5H&qK?}`GGi>1EV{VYvdI>YWzn&Ek&>?Vida%pa}FF|R-pd3c1tEIxkFug}OW_)r? zVDHbc)RCw-67|)`Vvtr9!2>UbC$(qM-{iD_nR-%E8YNq;1)fE(HrB#ApT6jVq6u5g z_5_PM1o!w`AyrEvko6h9w}z_*7B02X{)*ltr>OGBht1^CDIDp);3sMa$77*M>Cf`X zw3`&LI_4F15*pH(;dvhII^hY>WSno8kn!eD=fu!Q-pr29gw?nZOvS;t&})(K#S+-q zlTVitd*IWHVcwD@=@8f5ZvzQ^8TFBR%yp=(|+|V)CJ>U_qL4%w`+@?HluxP(x7`E-|KX)eG#XZSr zqV|s1p&(W0%4Pw@84O~7@3byfqHXWMnXkXmBfAWeTM{rksA-(FqoX9TuuEjY_*^I* zxwv(HK*h=8f!=0#f3tt?L=lQs__+)_#y|x z;)Cv^;Ngg*cjs(>F|-P_wgHA0b?jt4EC-&vfc_#GG*p(ig~Z3}i>kJ`PeRR7`h>7&F+ITO;(^Sx4|j>_*xgMKPz0hmEqNTrJ#5#J z*o2r+`5HY`9*>0HQ|CH{NR^AQ)Yn;~6iZjpGhd3lCH5;6CT1l-DWt!X-)H?=rO;Hz z0Y{56Sw?IsxBPMNa@6$lgAXsUs1& zcR~G;6FwgI_xv362NZgy;6nGOM1v#z+(D>5W>SWpW!`i4JJ-J+DKr`HMU#3jS?j#w zYyu_ytuY-(VJAPIp=im=G?oQ&xQ~;_*raVXi0U1_JoChnB|ZXSyU(d;IUh7F4pM$N7@Va5)27Md8$&QC&c4P4*m7x6x`?ni zNhh6$eNlK#ErluGAeVi=RGF#hIlApD+_l&=$1jZY%?JZap<>LWKRZHCv0tUgBLqVp z{*a^tc6-3uT`tcemuSWB&o#LV>#H?8*(3+z@O6%8=>RSll>kL$X!?F_I|1t z_x<7~GIwRSin8RLaE4>Qa;Oh(G%NZ8+`(05s{Xb_q~1D{VQ8#Su+gOr*Zx8NJ>^rL zxsUugSlI>2UsVofaTioO0r9Bw#t)PWSL?P`oLt{qhV74tiLU3`O=O`VpGU~)o+$^b z#3jVrBot$5%k)H0v$MB2X@bmPh}%V$Mzw{1cnsTMzO!ljptQU1`L?Vr(zR>F?YHzP zp%D=>EVzI%q0q^)4b~kh^;GiDrXmEKL?g2l#>nl}jcIj^LdbfgA|0OU`B_scUZrN# z9KQud-@W@b3Z2Ob}<}Hzeurhn9ujHsg$EV6JU42 zqtw(-H(VNs{2FT#B*R29#u$*U&U8mbjHt$%t=WQxA?Lv*m4ZnWE zj%;VNW_=)rqFN5y+%V^0&~ZCwQW!!fs$h67m&7J4_+fP-C+#VfyOv2lWT2hZ5O%Nd zH*;lvQFZa9F7e_0>oQdG|)rl zAY0YvB}r2`1u-mZwr ztEw=AU!oyjShi#}t@4}&aG(z&yP6ahF*FZU*Nd>{64?tWmn$r{QVT}-`?364me#ds zo{(ERx|`^_^j?{dFu*7KTT*l0UJ?-`RvaBelg{5z*8uPv15htjO0Fn>2SGc~xQmMatKqc9QcZxHPPB@4 zI`U=iqVe_Yg!S61b8x-N_ym|Ek2NsNE}ey$DWe#{lM1+{f<7pgpG(8g-!b)kfm5OZ zgYMQqzN}%IpQn2ODII%qxa?kjQsQm5Is2nL82dv}N-vqq`_LaMK2h5>Bcz{IOXEep z>%61uVyvIbL}eawC>NJ9waVpKwP6EX$g6vzMuAT(T!$IDrO8$KXXwSPWKY|fbK@g% ztl>>N3H|y!6!Bviwk_@EHAFC2eD*EIb%2-S5ofxZb866zc(+ z2Q=iQ)m3h>^QngTHw3kqRi`8ON|k-Shl7jqv%TeWC~`(tXT{j#{q-GB0VM9NZgR?Y#b@0o&ITaUR;hOPLlwj%+`xl9U zng3^OBw4?=2!5nPzo(whyz|KxrcZ5KO=Y%963S}=$$|WC5wYg$2}*+1kHOAt*X*Pd zwQJ-qe$MK*f7#2gqA}SnmZH4P^I)JY9U{vM1w`N(R}1D!%w#P^~{PiXDaXSbau^}{*# zH}o$Q76V57muiP`M>QUgF;bY7Rt!nz)0jtWzV~`k=bH^JN0uQ_0%T#=eI`RI>X7C_ ztoVCvGezsrwoV-`=RTdF)8iF+b%?$G!eOeak*B}dhQ@M9X}>Rog^|Zfp#N%?xPlcO zLAAFjBsn*HV)x5JL>gC22-aX%$PbTulmO}xV-R4sam)#a(NVUY;J~$+kf>gYm`|dy z&IPnIuScK3Iw~I5XSo&|(5&X_u8u#f{@})1%{4VLKg9Y6b#~Luv0=xu-%f=V$-RQs zUYlm(pdU9WZc{3+el7en}cjFYfNrZWEYp0L!p&W7?%YuVBV;XC<= zTUx$#*^gXE0ujDZvAORFM?Ovy1LFg~SCJB4Ua|1e=+5fs1oCJA! zcpETK=N=K(Kb8~Ts+Z7tJ^3I>$Smd#e*>=XfRGc8wKW{{3jh1i>0)uklQ7EKIdxcz zw+$z^VYjy3plh6Uec;1rYI8ckVGdG0&KrMf?r`)mD77`ioIYU^iUdEvJ3Q{~A%wVi z(bQM*32twHF{j^s9*nMmueKiJ z3CH|-rFVdBIaIA@0#7AReR=}-q+#V(Vie$0DaV0$d7+y{NsAD^97V$`aHOH#^gf86 zLZyzPuLJ_kUie?UwnX@!0XaC`Q=9=eC)QBW4QPLXqZ2XF?!NH-c<72nO~m+nsk=U6 z=`;r1(njJa_$Qmrx?KBIo2+It$A2MoM1UFcI*}tZh1YB5F@3J$LFizHE85icZz(B! z*E7!yB=Dyj45V=t<1slnL-w+rGs6p}Kvoqa!vySYWE`n$-<#?6kY#@&x7MQUhogn_>q z(q39KRLtj0b6AvE@iK|zdzthi;1_s? zNh}9ykL3XN3jD}Hj_dX?YlsY)2zESQtaw4-vxqm{7i6&jO-(W{Rd0BiMLSNW6Hiyi zL5>b;3c6J3=?EAZZq_j-@IpT5Zt1Zon2DA{ol=fJ^hcM=cnLQxH&!HPGGGs(lnsGB zw_mSHC}*ZvT?xHKieboe{7fklk{$9Tnl-K0kT=U7`|(+#k<`(dyw3R=@hZN0UVDPS ztE1l`on3KXc$tsJv`saOb`NeaBFwJmS0MI;P1JsI+^N&2MwwWiE6X>0+a*{CA-flAW{5crsq^0}az!>GoIOJM26@taZ5#1NB;&6 zSOH|XFcIneJ8M#5yppyG!TRyb+UP5F)kg6*{2rpn5^+DYy@%|{Iz4y2w5a$EaBOP8 zLEKK$Jnl~n?f-Er|H`jenE#7g`A<@X zgPHSxPpUY9t1R9u(-#*7II%!MNlwKjBm@=_Q4=vv!Z8lQ!HI+_fy{5wMYBqh;?F~Y z1OzE5MHB_?V4Y;$_+IN=Y_nN@9dC8LbmX2K8LrHsD*EMD?dqeUkOHBANdqS}HZBeV z3+9CpAyLWp4;9Dua`ygINVUT4nPGy#P(StHCC%DFK~yS-=-2sZQjrO6Edc|e0Q(IV z3!*3q5(#2KC4Hun!q9;$hO`pv1JMcjal=5n67MMqbGa8Fvo~W|rTgLo^D62BNh&D? z{J3%o{^MW71&Jm7Fu;spT?YX{!gxR)R8$}_cb^h41lU?|!&1_cqgz`#Nc*QGVZs}u zclV&1$XHsvq^+=cR}i7VKJaj}A)Ng`vJ{g2;Il1at)Fuj`BhBUNUV5%s+>f5c15u4 z{piqvg}|%(KzwX+y&{yH_puGfgpfYHI~~A&U_w9gFC6b`Bw+Whj9@TgT--u&IZ#FL zy*PV7ki1})FowL0pFmJ3&lAY|y8->fBAY}|kYVV{d#)!)KpE$oy)o?E9Dv1oFsU##gQ4WOfD+Nrza1e%cJ4$DBr`Ab-UrXNf1h9cXH+-{! zO)g1|0)^YT1Xoi3IQLaZeit_Q8vz;idZLiL2m-aT09^w&p}!~V?kqrmZ@g+nXZNmb zKp%nC4I==*h^Y_!^(EV;N8;cF3Umqn@c6ME5FkfEf&vl|WctV1z=KHL=U%F_ZNA4w z>G0$10W*Rd{)Geq^8Nbu_6P{ZgbQ}M{fzy%`GUbd$FelLxcy3h-C-9KOM>jh)lwEz zhl2uwjtl@oSq;1qXgC!_^6dcnrc{A9j|TDc^KBo}UFhL<`G5t=={ej5|71yLhl$kW z^g9tC;sA{R&R<15{lPu&5&5=-`bj?e0l)vTfx0~3z1^66*!cEMBaVTBoasSOpKUj+ z1Dh2#F!%ekRU>^RoVVyRfKnUzX|6CJQYWDzvaZv|01Afz5&Jnsrq>UG#48Ex6}0{l zJdWMo#azNel59m72fw?p?h^<0|1lZ3hqZ|H7SOJ1{WJ<_)gKFa>l)T$#*-=aea;UE zD$wt7qok!k@XMP+Qb4&p|C@k?0j(a;ze~^)508W*TEMu91myBZ&yNj8?%r~WC=W{z z>Q3fG4Gj`%?F-}QH^g~_xY5UJG=df4PlB%_KEjKih}7{PMa46sj*PtJ1sZS)SO2Ep z>6RbVrNjLog$z^Sj9oN|7{Ba2(yB? zGuf>GOe_Mi_B%tKxr{qG#I}QDY|=``$uz<*`=@n5%ALgBhz(~;2P7|hHD@`|u00|; za4Cw2HcK|X%BorUQWLc1tqt!`3&w1DJrpjIGud6|Sop8h{j{_iJXg&jvLDz|S)SxW z4nMQK{nZ31({{ejE&u*rWz8_Ps1!k_C5u7-g2%kK(KW_wvo8JZp;fL#J$G(?R4-6K ziLE#;W42z((XmU!+B^Z(5KXyOLTNi8vq4oS#wWv%ihKdnnVR)=?GiQxYnwJn@;cY> zT=GIJlITR~xRMge&lA^;ZM!%2&*e?W!0&ec0uW-@q%Q`sAR#hK0?o}Izsm2tKmbq3 zVJ#0xFyXED&?6{ngp|Qvb;$ghq&KlF@Cnj4NSDxvACk?yzXU?yoi>EtxcyQt6-!_W zsSYew*f0$v0#AkG2-HTz(YVsMJ31@ULnl!8!u$uFe+Le`(`GI@d7;j1CDmV?p?Gx2 zrE}DgS)9^ur(E}`Pe2xc%O~4DdV)uS55>>u#)2qt59*F3CYAU~3RNTuRr8m)rl-oG z3>7+Y%tI-kgS3Up3Y|wNoZHL{)hU6|5cM}o+g~f)N%A&OPIz87vwi8V$O#3@)j}`M zFjgLVQ<|SyzI|@^6E(cu@(7c`AVTO-YohYGL($O1b41PHW@w4|Gb)irpEao_6`rBKy&A9mk#j|cq~3i?9-RDSinlA4|_ z>`G*fuKOy}qDe~1bLo(fF%t;Bzv)Jb3bd*vw{ty94_@pmnRoecEntphAXuY11BF5r z^eAEd{K!tqQ*d+Rzu}_|6ZBWgx_{D3hD02aMy&FMERm4Pk+DH8bSE}~m@K9$JQgmU z;7^sJ>GdQUpN~rs+jt#E+f4y2PcGVvG@{R>HF0K;btBWbD0iBRZ(ORfpY-aAvSvb! z=}7s>def*A^vmt0ye`AB{X(V}(K!9|d<$A@y)>NXY4P;_2Im5pV71RDI=-qh?G7ad|3z?oxZamod5Ys>b`=rI$vajBGMDoGt z>R+P>U`C1aq@QOiNPTN~xTQ?Y=aS&isBmF$9y->F(D{t9pds-%w{Tbw)hJxj4;dX3W3$wa@-( zB#gLyT=Z92y#*Msbk5))ZnQr+Ex1$GMlcwEe$ZM_KQN8CJgL`O#{_82uY4nIW-rg_ zH0q5KT#sa~3ZQB*W|c$DMlW0cNK+|lrlGQsw|sgViOhm`rH85VB(&;>Uv??PkX8*%kmlO&zh07H2+C#r+C*QB zrPDrGu_xZ$F*NR3lfawU#8CODpu%yCD@%jp~q-tx>qh>%XW;YJgDNfNOikfn4YvS|^E}E!xAaqLV3K)GaJF zb{7o$cnC9Raz?WeA$d~gE*)Ciqc`f4t@!=qpAz14#ibTq;iVf;k{efXt3Rx)-Vm*h zaS-49Yn};qRbgn_Zs4B8T??0N!}yLav7eWetYfBItnl)5^7 zliBL;JE$v1MV^ILOUL17o9!@5zy|hheahIZ>QC&&!7H!ZTiXHTwh1!nLiZdRG}^-s z63QE%_vNtdi9Ti~Tl!5Le3q?BfZcY$WK9=%oLosZuTrxUbjb8h+-J)?kJmoIb@HW_+>!tb42-QG zSCdSC+^BK>&c5yg@c*H6oEGZ*cKYwRr%o#!9t(Z=>E8gC)izccJQ@(cIM!pS; zGnnUj&A)kdmOByrRIz5D&AqW}Hl@gDrs9aY@2l5cdBuOfL4^SXe6!dS6vh}X z{t)qP70e!e6{#?)Ufr5KI)?wgx>8790CXuWJDCi(G;)8KA*deG@1Hc%eUb+!47{(J z+tHLK64LkVcV$;JNqoX-)aGQd-sxme-{g?>j7cv?V;((JAF^_w!4!ff8R?2s8MQ9W zuXh~fSzs=F9#JNOiug}>M&UzSvN9|HA_F@?%Lv(7KFIf5aQBUSWK)=dF% zkM-$IFj!~L+P>Wc-hnY732t*B0w0F#M9v>pvt4P%?KUJ_1`y5T~N*5@NciUpohpU%-e7+_=o3n zO?H8M^8|$8;|_9)lce28#r}ECGFu)~``c1A{n(;e^)xXx+NfC1OKjt>=$3?K?6(%S z*yJsa&YO`=F5MjYe<7oh*I{mj>}1zQ+m2#4wt9x3V*9~A(J_q+_S^g&<7a@?tUMZ7 z4xHnT7~l=b^$z11Xmd;oE*i}giMw;(JAZ-HsLa6qq2TSm=V3JZtm85dF?5Xj`{O)J zb{_4z1xfOMoXgMAi5lod2W1dLupi`(P-_JXaGfBrYS+r4>fOfCZfO>2#~>JP32jI;Z>NM<>zk0rhA>e_5&y~Td^xLOx*H( z4D=W%hxk^Z+NK@AZ>@qErROVNcIpC2#$ph69O}jv=OV$rMK=O{OAyT!gGet{E|P@s z&H8$=C3JyG)Dx>u80G$d4!Fp3l_(+o_F4MyOG->`at$m5ST*KLB8SuxmVk=M7;J*( z`Ts2G=x}lkM3+??88Q9qF#?T|R#Md8LyJ=UTE)6p8v;(pq#3A$T>wTs8{8}qO>-I; z&UkF!mQZ_B^S^?%@JChoUW}z3v4MuDm@31AJ4?x3he9Fg&`LVAUX{u5A#}ifE3Xm0 znn%||oo)vKO!Z?yM#X^Kk*eHTYxw70Wd zyb#7>SaBL1`fhC4{bSp1uTa zq|sn-1KZyu?=qL5AtVurm_zv4VQEfZgwcWfSZRpFMZ)T@VjoVT1YzJooh8EomYcg^ zHYK%uqh;n$hZN$2_Q9oLsiEKU*j_UwGq*ClDS1e}^;}kA+7}+|baoF!SfFn9#2?QK z{|Z@lQ-k4gX#-TNuCKA%0jateD~T-W>ig2(YeDC}kMThue;2YLb1}cIly2dAksT*m zZmlNLmmdJj`;olA8RVRA6jLpr$BltE%yGt?k#++5E8yzF8ms#qJzP|!*XvacmLL}_ zfyt*-(>FQodCK84)UGtbL}|U098Z380Z>>1Pe(s;3QxkO@#k=2?qx@!|MAqWfuNh3 zq!OhpkKAP*^2d(e6Z6TuxT!()bM3;kbgiTfl>pv=;34ndM-n3_Ctq| z2ph@iV%mZvP5_r*e(?`;+|bUg+i?1seN=0IzPklaSGDj@K@Dzir(%YR1g(8xsC6e> zG2a9#Lk0xTo38&=_no?{&~k`!$E{R3weo^WW|yAizWCEY2XNtvUVO7pcIILLO-w$# zFTvj!6L{^JgRqBIU&W^-G9smGbYJ30W&h7dozfW$Xx!m2)=ub>#-KFo_ECUp*wDhr z75sWn*w(E#k5T?&kONe8jOb+d&ujGX??DnONn2)HTn(6FFNd;~*)jTJ=y%JroU3|HPpN9%NH6;Z8H8tXnF+%E2#TWNh_R#5iry zxfHd3rck)yVDq3zUHQZq6^J5ZYBHZGqUb=qaL8-K$GKh;9Z+5O@`oT)^`=laB-Xq` zL`>GTG9Vo_=i1sA+1L@A{xe>w`=o~xK#&1Qt&;$Q5AkZ>+DVF$l)EO~7)|Thusjbl z&0i&aZpW9P`G=U7&Ps2Jd8y8cxZeyphSh2wa1jRw0HPPx3~>sU->C;1{=1CrZ|?qqpm~W$5(mlb zV|K&N{wJ8wv~m&W@RTYh+gFAh?EU2NrcE-=^G?-uR#|U6Clp}=ygG3d#f4~c(-W|J z)^9UjML9l*_w&=rmaN*g?4r1Ba~2}boFZpccI4MV@TqaWBZcM2Zz|`U%*C*0ZmRm1 zJ*!Pz$Z3up#Mw++1E9>a3a^h>@C?|zGU1e3fp8A3y=XsYAaITuwZjTvaY6?3C$eC~KRZpIt4Q(X1rFt4h{GLD#Qw)|q|h zCuUbOuc9%>5IA{6x*=Qx3u#>eV%g0{n(NKxxp=qCnG#Ls^fW<7m>)@pUYQEMFNJ@1 zFl15k#(PZv%*|^s-}?L4EZ0b8^_-MBRS!BfU>a!{qnp;KQKX9;Di^%^zrNwCNvvOU z+wl93E%5)f{M&+X*_!@jefj{i(rAVI5olnXpDQ`;R7z+fZ^t{{p*V3U&;^3~;%Isj zSS$sJDA_*P;}zKwQ=!phf16|zcC8zu*dc%2${wn2Vgxka90ra<@L&Ouhc~!^TU9v#ZS#!-qsAqsx-G`OTvc;863rKH z8eBpy$)jiXF=)7S)cRWZF;b06OYsaLN;mQP%b=W;1tS%DZMy`rLFA}ZBHoenPg~T0 zl7l7%nN6e)^&A80#j*G;T5m?2cgQ9|#?ExPRa>J&6T}J}`o15w8Y|m5O-^a!Er&b6oop}qykx&Z$=>j?~@9n-3 zm9#?W79NXS21Bt}2s4}gsRa%{Ra*FqwKrjc?WI}<{egyzNo6>86}cPyx;OqvY#%(< z!7D>-YC)X#V*P@0uj&KnrI@mEH)S;vp6`mZf5HaC z&l8)M7MO)brXn%>VU}6CZqr_JQxNrfH8x%Os*};d#e=`2MH{piyB|} zVn&e-Pf9!byz&~Tvc0Z<|7o%moPrAk2${L{;#d@NK55c7X0bQSnE-Vvl{O0tWuG0* zfG3a5*%~{T+ob>IrTt4ankEHarB?Ye+mqMxQ8vGb^L4GnwG_JHMNd_IWhQ;qu)BgQ z%1WU_^ogLXujPqo(Qq6Myp_EvN|VNo?{33OpCjK8elIuLbE>BJ2thZraCgSjBI`n$S4lCQZ0rK z!GRLLK+B@m+sAZklHGU}gF+Ee)2qMV1D_m`r_dQ1SD*e{dE{E!gTI|Gh%lF(>V-<{ z_0cV=k&CWQZym7s*IW3N7$Z&~CHzq)O_#B&@=sJzb@{|OhS;CPiAfz8x z4}E^w&(5QA`$*PXtho%G^8`39$V5r>jh-uJJf}OL1NiRd9{Vx~K2mSrAv&Q25-~@K zYqv-IGp1n{`jS#h9Z{yQUDfgU-hzuMvH{EfQG|Q->)|3h3pmhaP*%fnkBTBAnkm&m-O4{jmxH5H zC7(+zDf&KfmZrJ*R?k(glaO~CcwlZoS&KrEliJ5b9Wz{<5 zVyC_e=0`dSw|TPr3aY#~K+xS}b3QCMUVlE<&d*`xu|n;#I3ngT$y~LFxIl;!d74h4 z3P@prQ##bWHc4nj$#>Au<)S6UwvMCdGx0lh+gwg0>fF2y9Ac zkIJ2yL@ft5!9yq6dqswUsgl#F$XU8OiQgI4C+tS6j{+CN7N5QOa^4o=rmFMTY2U@) zG_4Pwpvg^FaUvp80@TYrCi#*+TD^a*mvgP?u|d*a``s3xdkd?bX-`T2aGXO~{YE#p2&2%Wp0CL(v=X^)$ug@$wy4wGOEq zo!h4^adn0C@%3 z2x{>FxP)L|#tm3WG_VW~+2|&aAN#&a?GHQv2@nw#_3$MJKGrD^&j5h|HwRLPlSg-k zOlV;4&j$n)RN(!i7$`ge7~+_`cl!G9Z~)xd_DC4_!j#1WK#ws2mM#P)n;;#=3 z+|)-m$DeqQSO)}yV{qg5^#Q@1gpL6Tnuj~X0D*E7Gjr#^DHIRzv=88;3hUoOjq(Ft zbr0SL{N}|DfPjCtd;DYeO9c}2D+eY_0D-Q~umuj*3cl8#l@DNp3d@(o9tjQ*y7>bX zn7xg7=3PgQaRSpK2<+!I@JkicV`|z~O*AkJ z3MJl-{B+dhvB^43nI1L%52meO>25j@Eabap~um|vzzr{@eK%aiEU$17~ zxoMO?_vaV*k5}&(*ht5S<-?XA*^iryAmBdi-61HTJ7{nK0D=Sx2!d!Y$X8<|9L7s4 z^q!xR>b@%k0K{9V_7m%OrSWVp$le<@oLnD&)E~mRst_QKA7MwQJO+e7U;m%p@*nQw z-;q0g)gOJ5-`h|Xo~&%YFizjm-&lq<(37i2bbqpHa41>;Sr9F-yWdbO;oopIWJ~Br z`}f;2DyY9`fjnDyvSxa52>1$TvG^x7K#!pt7kvr{Vf;z&hwNXZtmYUv6+!l4-ybb` zjsMEABJ-a?9fbV&x8}RPkbyc2heJR9c_$kR?SFeGOc;T+-?^NC1_*!{(Z7b_v*kis zLw|e-S_SR0S35J{xA#2=6fRKz98Lg(Fae}5t;RA4fBnPM%T`b%0HC*Szsz3_(1QSx zg3UKsIA`eJ20v+BsOL~22(wZIgmHz@jk%RYOAjsjon}VLt?eddWWb$zZ)tCp+=t+0 z#{yrqlPu5j32SHh1d<Emy!JrHq4sLqPySOONC>WXC2Nn8z5LB`(Dhf4c(p(W z)#(lsk^eqacGC|h4vE9l!wXALZN31G@%xhkYX61=vk$*nKU>7u0NrK`WZ^Y*;{rJ& z?~7z^CHV|gf%0`Lo<8=P(!>h5y`m_k4wnxNo8C>}>s+k<* zo)}M~?ScKLE!`Vz@SjPLMRB{HWEPQ@Pn(o6=MMQ9lvDGlRUb}F`DIhT{*7$A_p2Fq zNnsSP;cr&!R&}tWR&rKfDjsv#%8{txYi#bs+ZM@(uF2K7i{*MC1sN%1asDzWd|oe5 zlrYh^*JSTYCPdS@`N>p+-!RE1;HYtM)@Wkx}@mb{N>wH&j3I`jC4hq z?>XjPYLP!5RZ1>|p`D>qx%P;CfJ))>%f`Y<>>*$qDXAHy{5Bd-%9f6=pav($NWK9_ zJ3XJulQpu`uX)MD{3Lc7IDWXF35z3ZspH=d_xbM2{uV%+5p+A)j#z9}m(LFJ9gEVw zl_Y>Pz0h3!?Rg2=`?JxC`y}31yekn9_2G&GrQEpeCs|6Lldpx}(xC83_9Ve-f9Wc` zx-?F<8=M=q38S|&Gc^%K*Q+LmO<$Zhe)zpX<8sekO4azOo&;vD7s-nBNp}<`eOP<( z&FvuDFbkE@xQ5&*&g63v%PgQ_r&x&- zhucWTpYWaIleCtOax)vi`FD3nML0~5ili~TVwT|P7`BsEk({_nj%ChTY)AA`WIS2B zrVNAG#D^tT_NU9v;v#q|mWQHTJl@uh#B^4XCs(dLg;nOOL@Wp%lj}j1Yh;lqxR486 zFsnU>XD2=nQMZXkLSPhioxnEl?lV_XWE$s-psk||l&?G&=lkVG;EZ58U#9bY zt~*H1Tp|7tx3_;@Mh&R6?W~oSqsMn+&9U!j}py#=C=X9 zRr9c-3i#qXsLtP3HBfg%xg>Cp3#zE7(pVFtkWtPd^)<+gOD@X_`BzKahzZ)h&tn}T z*C=+kqTUKY%otTvdhF`-%UW-FtbOuw#|OyE$#M+gCtDdsr=GUdMQRBc?`(?SF}r{8 zwMhEq7^6g3vx*q@c)z=B%%0& z#u{)Gt9x-W&Ajlh)tGlzK)VqSl6?<`pho}UbjmFbMFGjh7m1OJD)IuuiARNkq!5`v zFnmUp|BKU++<3$PPNk~2&r4;(OA>pAIq6VyA+eG<-@%$KD*0WVe>#uKE{aZVXQgrBodoF-xAVQl0lymioBvyG`Ra1pJdU} zWOP8TUO!ZRUYbf`!FfcduZGyun0@URk?hH1P%wr(JS&7X+gEogvh3=nqa*5Gm71*P zTkS-7BrPJIXQ4Q`w_su%O+BBXGvlZUa&ZFpYNDg4qq3eDBV16MA{1=rL9sZJCX~Lo z_ZQZNA379vOJx&Pv(0iST%$um( z(sF6N6UOCp$;_0~?LA(UouY}vLRhlF%Ow(m7i*Y^WgVBAB<-f5d|RG{`$7rn`3s7W zb5R%+evAy%IB;*A2xJAH96QPIk26*0w|#%g0t5C2V%9{^J$yQ`@Md~+z7}ii@B4TetW~)sT z0xxnRukh4zB4f`~{gS4)evZyh9KxpbdmK8}TZ{Frbjvej(y~?(s@@LVRhl_LF841} zv7P1wslIYPic420RTuvps%YLCu+I}Bf&Lp8dF&xtn;*cXU&&40i%sdVOX3=GB$~=u zA;w!vT=U3$f~`8C*v4Q>VJ(z6cnDZwGd_xk`#Hi!A6pbEOr+kf{Ul6am{LjumZyKf zqiS^VRh$s`>*T~z4AXeArhD?Np|t97j|`zZb%Azw{{r)H2wc4c ze${WHgquJKrs+i8E!iZmfA7mcDWVH1SI)o(Z8e%k9M{d8WkuF^N9UiZehN1@JUeX@ z?ctF841Qaue)X4cH2bI(x*MAZ0VoZ`l|;p9rF-{ur15kZGp86Ur+PoqQ4?-Yf`vq? zZJEz@<8y1y(MTcGzq3)`Iv~;pX_>>yOV=6mdn`2gsgK>ubUID-FIFt}wupM60hBtM zBC|uQ2a;~^MQr6HSRqQ5yDT8Iz1atMN5)eaz3gZFL%{z z!R3Z`$y6fS0ddBj=7lw%lmlu*`DZ9?6`Q&WK-!22i?|IrZs)hSH*FehJKCh-v*$Ks zYSZiM9ni>Z6nXO#W7qiazub&2Mx~OB!LewY$HHbJ%nvjbhKunefeOlBoVWY&%gqwL z_?FyJyn(k&rD^}VcUB_6`%jyZ;*EYaKe+;K?{w)CEnIA7SJ>*nP;K zagMv?c&Yl0rYNfOEnBm6x8OxY3Eyd68G1?hNxf=nv)}bHd0soW9wTGYLR*_E`AD98 z^Kg@U8W6jZa!Rx2Q>ZTb1pzI+OK*?Q!h*dc&`$-f>3gUk8w@xVA3=a$p~gFzuvGe$ zjW{?>m*&k?ot{LnLWtqvOAS+f7plk^tw5W&(8nSq`RGkEukKVqQkyYO>r@J zsUiJKt1lm~qh%DO48GbeSqSUOis38pWk5los6y%b_lihcxL{~6$Aefna`tRx51K7^ z`a3%@c`I`eyD?xR)fw8Ps{lqui@nwCc&6iA*1r|&!X*)XW})jY_e*A^P@g}7Y2O4A zx?jgx54`ERh^5qeJ94Y$l_5ryHMAaT1`>NYMil~TCi5{Ims%K*iAID?KxZmdg>uye zfm}M*IeYqPW2gDpf$dlAXWJcN%!fGmbK~jcUK;HnTKuyZ=G=+J7*aynxn8#uLIfxG zx1++DYW z!d3tg_NAF;h@)VVW@z_eQ3u6X;h4BmCH&CU zN-1#>f)vc6bt~`9S4hL^rV1|?H%b*T5XrPfV|#+O`?fln#;&O7Fg$Y3CayMyoG}eG z6XaI32WOC+Mm0|<#}ZDvF;L~;Vt9KJ;cltpcSiGAI+PIDYq28s_alx;Y=`l@ir|{m zC%PQ!pxLE0q>@{Z#ZZOG>T-TBe=2-Ot6q{{ZcG`$Rs0?|s}uy&FG|rH2aZ4__613|r2htDJRp z%W2bY+Pp6RL#6mbl$LU3TxLHzdT#EFhKo3YXcA8g&B2Jy0(nP$>pYh;MkmScE@1O% zH_8mDN6HC|3ztWpmZ5eOpV^c{D>bcWmF?Sk>MQ@}u0E_TYAnKgjg%Jo`lHypWUzn| zKDaC#VeEuYvjocFKhw+jbmWq3-tI}MFS99pn7U8h_zKW}iLiLjxrey*mrr!}LhCtq zg?Rn*4>ZjzM{5Rc7nP0`WFADos%}@MXtOh;Ya8C?Ud?Bd?MLk$Ne(Hg;hnm#Y{;^QCgU`55+?stiZ@sWw!BOJh@*V{{nDH&`;Pz37b#dk-V0|hK;%V z6gu=9!tA`B6%Zt;?`yE#&(u5r1@hVrVYrOqAv+ryB8@ zicHQ&FrqI`s$DP&U&ZD)yLHzA)uM2P}~8X7$em`&lxnNPwD=l zQ?XRoqw5pnn(CP;`GKS?^EXpI?%~2F>KF!cH)ZY)!M^RF$+%nbBKJ12dih3|0Ps5V}x}7rA_d9oCp49WTz2+p>TWHl>V05 zOi|;ch672jioU#RZS{uzJsmEalU<;c=e-+E_jBOe_a@p#GqxAjJu{w+WUVi6L3NXO zj4@&mm{X=e)f9_5ae5{Z>~@?scy+S}Td4$kEPOd);dtTDC_N`QN#AvP8Y#iKQfzAL zSoUlhVuN$(onat2%IG2?V@6KR>P2$Lebl@>UCiE$SKoz&68$#>+bmIE{P2ZsWM&+^ zSh3ya&{jz}3mB$x!cU}!zYq77AmGB*(}CE5pSoRa3jOyH+;&C}bbX&a0RIpa zw$Xty>rc8fVpc!T^JwI)`czIJ$pm@$ z$!;CxTZUZ|_$I=tLmEbDTJ{g*`F>(<`4T$@5k)4ortVTh& zi*$>1j`dKf@yGXf)ixj_DDc>%L{~9`1l|eny0?BTqPzLPx%ZtMJj$**yiE1)d9%{N8Rvp?phjt>bDy}G9{Pr>7<#Z37JLlUi^ z6{UMbuu%zna)6rQzZ}@IA!ZB;O36RUi4|9!`1~OvjJ~11M;xcGSYqM8SpT$9~;u)1P` z9KjuyUWK0>lmNcl0n0wE=eHJmx+P7N_r0^T1jrZHaDCSNFTcdNzmUxKk7FL&Wt6lu zvh2$!|386@G-jRtX2WjMsXKOhRrqY+9}7pZx*`}dD}ZTYjf@K29r`%?NXuHdMr9>C zgyfsiVL*)~?~d_fxRDvjdgn!#&mxi}lvu2vCTU~7>)aC=)_Lx`N7G5~Af4MVnCxDw z+J`+q(|PgY`qHYd7?v+r7)9kPwi|rqjfA*`u(%A32`F!j#UcFo(=s*uY!1O3ghNNxSsl$z80?Q{bP#xos|3{mhy&?GDC7Dg^~v#9Sgy)na_5;w8@z*mf1 zP8VpUYgE{!=9}U$fWE}w_OJ>?{WNsg0S)(sJ6cWCRptrA7@7YSCDYEQEYAQ|x+1x! zsu!;`hVCq;dmFbSiK*1}uta}}p&W(vNDUjia`}AwiXNju%SVsqhg6W%y|fxk6N<<5G|wH z4BmqiuWfK7RwT8$3x;slLy%dBL~1e+^YO9ED0?$kyz=Y|DGWg=!@H&9L=7hIE;8iN00Ekv-Q6aaQYVU#U5-g6QNeH$ z2xN>sT_$iz#y5BC-=%Qa&T}Z!n_)vOO?Jo#mFP-hjx(?F4coF7REsk49mTY!o=yX= zz}G;8hmlLC)+jd+lBaT0?Ky1gTg05R{+#T@o5MISMqm6yV|6;G&}39FN6E~rl>4n* zF0b4KF8o!D)gtCZEUw@%4U%`S4XXVdvUCyW_e=i@a737BTBA4N>6IlkYi}l zHU_LRKbLj_N1-)z%(o+qUbB;}h2Di9ER=uY*Gt?XE6!}0<2Nb8?7;Fubb-@MY z>L{&Q$8saho(*fTB9UwIXdfGqi)Szo@5E4EV2`Keb@R}Xu>pK@Lh#2X)Dm(U8!YXO z8^+~}Vddl94lDM1ew3V7g8#sitc?GOCs`Sp{s$zP2-sOUS^nqrfAS;;8{_}iDrVC5 z23xiiqy#eo!S?jrHbFE2%zyJFf-t0nH2XrifA9k3Hf6ZKa}WVRxwCg+&uP~w?{DwQ zYqfcGy3cm=t<~-2&J+xnr%uC)J#{z|PUzmj;R!1En3ZKkB%r$oXq$(}`+Zvab3TOl zn7$d0nQ(X|HVPc_Z!Ca^Is`;O6Qw`G7>6teOy0>2#2zxh9c0vFMEK(a(3^+H@Xx=2 zWmIqqf1bP*09jjqEF3V0LF1G#Zm&)un`?wIo1bQoy1;b+ZzCh3tlmYy1~~+E3Jefn zi$DZd1oER8gE(RVc(_m@gq>fCeyAp4f~;W=cOG8ec0oDYEqirsN;Wxvauh>wcOZwL zHcx>nz+MR8CIPuP{;9V6G{6s6g;su7-Zt0)81Tgji z=zd6m{whDvK%DKpG4D8Vhzp1YA+WC-91w+sWl;Y(kl%t+FxL<+;;pvryqI2!hcBui z9#he@W}dBaNFd?1{qGBTzzZlq;@IuX)7fdRzP%iV++KfJ6f>L0sNm*K=2$?Oivu`C z)i-L8KLekeX3&BF!S14>AR?fE2x2c%peY2yOH!yXA3I1<_ zHUwk*JoxN!;2{3?E@5x)U!{k+5V5iF2C$&S0BQ)@6fn297ZS`vC-7o=J=9CkcS-2w zynFz+wYR&}PDNc+`wZf@y@P(c^s(hQ56XLQgKxWhoSbdwePL1hFnz=HL(qGNsE9z} z1n9oMG=;!{Kg(dZyX_SW*c?oU^8Xa;Lwyp@kJA6S_S^vYt1%4?hf*8D|Jg1%^B(Fx zFrMH0*Sz{y?)_KtOFj8l_V{-@E}^sV(2o7m?)Uc)j8hP|`xi=}Vg)xK3qY2`5zgQj z*AnENxj6&Ds;qO-&r21N;D}^wz&hUYsGYDB_Wl#g&k({f=Vv{P2nMG0ht>T{ zXaFFtl6njq-s4$<1mtdCSgwq9=(4p5kY|g511KFx!0`omtxxyfSGTba!C(9(^_(3E z5%kXD8yhkL&^<2k8swu@G!4Jc`15jF7;mH3+PiBEY3|p5008gv*PjRgFYMQU3>W7& zRATtP&v($T4yd!UgXqsM8gary@7--HDA0YN|GimnUq2Gz%Q7MDX>!9-j!tHwz*JC^ zld*5je4sf;xZdzAT4jXix~9`bu~Z|kx76&_X7iEGj8jU9yf>TWnN>HaeEV5)i_LlU zLGM;}fgIU;);xnRp|!|3yHtE3vft%KRDm$I=u!Z+jm>7|sLa`CTZb3fcw$JChNK8> zlW1jiVFQPBP?p$~z1=lr!MLS>pYj>_@ZlC~Y1`hjMPs;1HH?^x!6v9)fjQ{B)PJj{ z1H6s7N?wNe+zH{LG)R5H5I}SwfosVAfK}k-Rx4g7CJCR~1iXoBwbx|Iy3$N#bIdhc zjN3Hkny#lK7KNw%3lwV-vcAdDC>-g8w@ew2B*W(e9ZZYJ#W4E@-E|!Po~j^c0Y0YJ zeS&(S7Ysc($1zrK5brRwqi{E zlppg}i`gfZ^)-&ifK6nR>o#lC65{(^|e)%flH$5v1CAXd!>1w_%$ zH+SOXZj)kPt}`g*xWNtDuTO$%GS06l7e0cIHS@R2i`Lw(uZW)RWp*IcWQ}J8e0^aT z&U3m%y)w0urd~Dh{7)cDf@}lww7%+*GVDqF7^)x4Tc(Vrprc`N;RHy(ZCMLT9|qtr zPmst~*+HqQZG&Wl>vu+|X5s*zV`sT*r+~ds4a&sZI~_=EZw6@)OEL|U6Ynhc!?b^WWJuV)ed^v!KyzSN!dBFV%;o8GmDOX zH9P>Odr8Ck&-u|xpt0jcawEYQnZzrCCn+UQY{m3LCU5shuTcrvXEosE zsy?r#^ifN|Nz&K{u;1P~AF!k3TF2+%*=hjD%>G2WjuUPE$(lz|SKa45Of$KO{al|H z#l;4#Yx2NERoJjPt_LW$ATpM8WrMUlJvXItDEu5?HeNh=Se_Ce&vb=u7*BU2k4dX3 ztnbHjqicw`m(rc`IDf6m_Te#_h|~xIC8MI3pLb1rL@uLMaLq>`i=?z<99E*$s=ek~ zcMyT+sDPHH$2f+a{y?)$dM5WXQtQ7$KcT$UG-O)If?AGnHl-KGZldJyZR$BCglgD6qQ9V+_>Gz*A1m?{R9hwx*=CZUO8L%3S952s-}QSHJcdH7;FQy_ zq1@X>ZM-S=$1*f>oTGgFJiKCBQn2W9h||NY<<_vB4rB4MW9!oHSF9sA-a5MTLx%r( zX!o0RkK6Gp<+x#~JrSRKNn(R8$&lSh_G7RQSnf;u{yQ=9Eq(zG}7JqnPpkg?WQ#G*TZviXrE9)9^~H|4ym_x(XI&Y`K^;kQ;w{}F9d4$-CED{1 zr#EhNrEvFc3*8I3bwyyQO1Zcyy{XDC-pG&hzwq^Wo_IH3LNx99IDvsp<5$!Zyz{pv zCWgt>6m#J2EE>B5#eAayNm$piK(eX5{f*9p z!ItQEu$WgCp}H_e5H1T+^F%O>)4K+^AS%{scI$S6?`Rb~bTs6RD(Zd}DllO_w7|Zb zOe>i8&fd9o8K{F=Wy;*|$TiLAXZ`U*AVSv()lJS3SG3w%(uxsJTaSGszSzzU`$k)n=qvc{LXE5GogV70ML>aW z(Mpkum~gBT@Lhjtt-GCiq9Q&}ZJla;W_&!*{A(t$q^4xM$wva+juN6a31kDgqmXc( zrrAE{7g-Zz?^A@aPf!u=Q#1F1hyJ|JhNkTYPvdEwwZT(z2Cg#dv;i-q1fxWTv%xh;9A~_ ziW(!lCtenZb~{ON9U!HP#U=vLDr!x3O)hSx>g(~eayf*RKI%baB}X~AjY=hjSEAj6 zDP6r$1yf9GI%s};bl*nkds2-)7<$KbGZqV$sinKJijCK-#6x2kgl?`vpm`f(&7q}X zb2XZD>gft|D1L~sBOSLBfONk6;WIx>s86? zIWqrz+{XKC6EwWp&jL@w&;Fcqm_Y(?(_&N>vRax8SJFkbsq-25h;_QiI$w#*T^n}K zH)q1fdx-ML2L=O+w;B+gE@FiSwnV!gO0JSc+;`ISH%zRFgd?I@>JoxVTdY@dB;)6(b?aG z^HVjc41uLG-rlEzlFLv(?SArxvtXRfXzKO8D!8JW?FjMW8&L9!)l$K}PAOD-{$4CO zT{>5`{%Ql91TMhy%=HPF2665yX1wz8saPYLP-6plKa@`TaGQvLEKFo$3zReW#HaEPq%^*cSN&E4A*e@;iyulOnhh><}7qGx2 zNZ0r_Qg}F2wguc-N^tne4jm2_>9U(F1rM-jW1x?gy{gB6tWzaW#8cf+5dabONa%KhN z%U8{3w#>G{JwvZdlSMK1NVxB#?RAUVYl1D1Z!-%hIgsKD|4GJ{=UPik8F@j}Iz8fm zshBv)1XX$no$i7$wa8!sI8!EY;}B*d*~uOW+FW_tJmHq<9`5$$0F)8FX~nUX#F2)^ zKEK3{Zstl)W}+%ezXSg}ToKw0GaC7{|42ddL-I@aPcY|JO&z0_d%NgxQ*UbEHqL8d z(2|Q5c4G8Hc_kOJtJ>rz+``&}czXxiog?^y^sy)AJ)Zp1yn*2vSObB)>O)y}1 zZ!9v_X}(0u-AggJk`Z&*lt41J9t(?~sG+6$PmVMXqv@<6plEH+ld!E=nZlov|t z)4mn9N&1ft?Bqv!U+7F%ls73>BDsj0c5S*ew0HV&3X>glrKNo(!^l&V(Uo$q>aZ*0 zTv1gI%2XQTQDZpY;PYs3U$)ypbt)<{Q?KUXowou-^TV?wNuf@LJ_{0Qt&@7BGqPS8 z3dZn!pV#0S!y{xLk*Uwz!WKr3DLb$3*)ymc{Rfl5aw0?BgkvJX7oAJ@eDtLLM&fSZ z>ksSW@RXN?w{B&_^!uwLEMQ3GF#@!Yk82bv8E+0GCF97VxJbof5B4MuMTeqtv7C87 zgQ&DT`B%AavvKVd;I4OkLbZ;=2`Ko)v_hbC11Y}lJJ{#mRffO9_Rpg5T7fcn1Z4yg zZp`DmxP!rk$%>#cf!3GpX7w#@NZn_!sDs%XcZiTd$X}TRF%vf^IY9gB}wwjT7^$Lk&(^2aM2i#Z{Al7?iOwyX^$=#-e@ze!qhy2-B z=WMsv(mTMHUTLsm|J1Yta}`<)EDtJ>Ig5|S$YUjFAhx93e5-b8wM$oNlch6G4Bb+R zC>CTZ3N9Z3gZRi_d+v;lJLpx<7;M`zpb1?vSQ>kS%nr3K+c&H`<$Tii9tDAwr>>&1 zsSf==`i~xYX{>_i&sJld1P&h`PmgkSTDn{%{lJTh(SMItSNMiIUNhVnk&5`^Za}w# z5$!~xe7vO;UB=WEg&vZ#F4rNmU{`YJ1R@EU?m?SWxy7_;*TuKU`)3L0D7}T3Go5h# zCpl~@D?VM^pn}N;o|9DK|NZ93j59My=eVrHy09(>q6068(T{IfP?@mmNc!#Re2@sk zA6OXc1<+lOB~?P@Ckf^dn;%ol5hx{cki&1UF=~9Cq${@=38r~uM%8~OAZEN?j4_Fs zj64NLC-Y2TWTezXGT35Sj?LIR?}KlkBYr;J*SVFEsKikx8y+MDu91F?o8F@E0PQ*d zBKHW_O5mysj3UsNMD`mvj#mrpI&Y4)9aAfnU|9TV&}J{;gGY~U*1jYSm6PIDRRrUy zcdF0d%SmOy z5Lif9a(O&%)Nr*FjgFhz0c2PbcA-TLAB98z2oTgQLGi|a_$bRttH~jX=5Y*i6k{R< zkT1#LKUajca!7j6@-n3A{}$+E9vd>M+&~JdANIvL2v-scEli;i8t z4^b44CRS89*`nInOMt6hb35~y6EKsshq}B<6$9u!jITdoi(penvg3Ne1tm013i=Ul z#C`Q|)CMXCxNjOepks0|8-~U?E4c6lneUoVJo(gYo?p$CorPiRfi0BJKCOor%t00T z?K`tbym9h0*^wh=drELW5GMKUD=V^&3fQTXlcBuwvcT12GiV6&b!j-JplMcQU~es7 zR>#&&prVt`j(N16ubpUhjc9+_vSW)D;u{)M8{e`7f@LWKQf9c1kSDA2z}P9-S(|@a zQ01bE>C*7!!44mE(78w!>+?_~c_T$-w-}Fi2g%AMBXh2S+I!{q<$YV&KnHe}SE#H$ zi2QPSXreA{$aVKDo>7HM3T+}P1u#1xA4q%~b5^Q4uV>ggCK+^Lq_i(iMpA2R?R^&P zVsl(&sj--I2K5V6u^iF&A!3PY%wc=t`yBB(<+Afy#qh=a4bUO~nx=61w%fPZiU_PJ z%7C&SsB@x+iB9ifoO-X67w6-`#snA!9}!8M&^X~eFG=}qEUbSkQZK*|e+fzZHaz71 z$uhpLB0UbWiZrH~R$`Nm1+@(&X;AKj#=J{z!d5|tEONc!{i@pkagad+JtYs>}cz4sfh|ppTQw^VZ3Kj$3NiW;s7n zK#t&AjGsZE`={oexOC_`NxSKxDF}_>F>;XnnBdUL1DIr0Y8Geh*N-BKFtYqiT&(!_ zSd>D-la$y)0*Wa1a02t=NWlhFGwt}jH9C7045gdmb9a5geCIb9^a*Z@GOQwS`f@oF zTZqkpX4P~1z8-wkVj)k8l4*$9tyauHK**(d`Od2aPYCj-^I?!6HBEXaJmfy|NCmRMvA^3FWZ3&Cex*v;<%%ifZ@tZ zb&OS?hB)9e#Z}QC!q-~B)L7is${@7$Vz5%B ziegqb2YqsOR(dc%Y_p-OoyVL72+|1LKU3B!DSNdjUt{GyMEEg-H{qn`p2*ta6A$5O zaR1sWMMta{Jk>!orQL7Dk1a?8>+DEXyMdK5W+r8tq*shA3Zv2nmGulbx3|%DJo8~n z=P}&w${wdxTPWMf_{3y!f)pb+^WaZVltcIFEoj1ao1JG%7h0Q~c|5!DzJe|W;+PU= z0y<06O8E!lI&qf-7WTMl>mgj>&5Gj*&Y|b%lycA2?U8(Mq=}tD+3SfC)iKn&6lgTS zVzL{0qoPq(#v3DL6z9%9@7=BYBR>8_PUXCyEhnFT0hK$MygPbbW(K*j2xGfPG`rx! zuW;1a@v?Q~;}sMDWc{d=6FIu@$gYHAQ*9Tw3J>M#jgCg(#-ycVYQdZ9nWpUUm0?rw z0~OptLWR0Z^jiDjnO~sXWqTDiIO@Xi_3Rq@Y$?uuJtIZ+B;VN{e!5P|=ihXFVl~4xwsj>vA-H&}b1zEQexC{dDEPWoRNPuB6iku0x`M^`z|{NtIBBa_?H8ti%g4yS z;|tDIb1c+$M@c$eb6$)lkgrba;32#tSk8rX`!V^nE!Tw&9w9$eU#i|1*WWp|s~;I@ENZ<4HLhfVQ1f3q zp`0H)h|QR_Ux8SLS<1axb4kEciC*rPJHuVep1Nro$}4TSMQ@mEQPq0j8jiPY-Llg7 zA<0w-x;tO@S4z1|MR_9Bu#ls+zUW$|M9#~O~zQA{+C_Cb(`{?L);;{8)s->$roHU9W;upksMwB+-yGx(A3ef3#y-#!F z<_;zD{L5YjkRzhGF@A{si*b45Au9TeUNL*nN@ds^L!^S6(W;Ph#kCGGs)Yq9!_v!8^Y$%H>%}R~)MA?NtPC#9Qtz8WUT!q}x{cds3ghD&T3vi|_w}3H=bEq4 z10eHr#%re47R%jWCR#OR=#eA?kQp5TPpa22`zpeA^Y;`i_ey+!ZS5Lo^G(J#2aH-f z0V18GT8po{S3RJPe{;qO;zrr{$5$6!ou@WpTZbcl3pWk?aZGIy=o{}Y0zv1S5i()7 zhE_wRaXJ-`{`+$Smx~bwut+w%Il>{O4~+0tAf8T^d-OnEaxE~iN}xC(J9xKCQFz8? zXEhbEtfuv5@GZrO$&i22F_ST2JFeFGZ-;3RWPlYH8b~I&X>Pv^cHGn(Ui#sso7OhdJV))uPh%sv0Zu#USFGAV_yJM|BG`@#*fj; zH_q6!04*EqC7qS}{!EtolQC}a6u|_17#F*>MHa;a;}NDmU==pd+=O1S~cHB2iaESJ89e0Kx}Nq?9s$#|r-w zJ1UQzJtwp$x!RlVoO-!n_{K7qTB3vRwB0b~t4Blo=w4vxvldyA!@6>ob^Ntq!-1d0 zeKUH~^?bHFbt;Ze0L3DVwPgOplT@FCl&pt%u3B2eqg--5$$L1eHL0_w@p3AWy3(>L zUmN}jwiu>IFPe7h!lSB$aD9grYyRM8&a*Whd@U~>Va;&ABcCZ#zWq8r?@hQ`>A(Y) ztE1ifJAtvNb1?BRs^6$$f~anXGKpy?HCb+qiH9k0VIaLdlR+!#)8ZGdZD7x~dp(Iv zW;fpMKs)1{>8A*`^-~U@dh*;yw23R)j9L+6umyYrFw+vgXt(YZxhMmvEp(6a=L&6o8ALIMN@$^ zCUOd5FydFTY2c8m`Y+-81%%D;gXJhd#NxjWKxHWQEC)Lvt=k325t5n`h?1mgAigDK zzk^e)fMfd;$>pUP2+5h#_uEJbc<|{N=Z%l;P3ACWv#_kTkUuh={5#T-8IdKncS(*u zm+=S{@HjD$hcRth&`kUU4oGq;&+<~=PaUsVzd=b4RWq_1@f75jzVTA2xEq?G>1Lu1 zyV4x|E#)Qy6^#?0P>Y$V2sySd?fsaZADQvPVGk3TV$Si}Oo1uDPcLmR9JpTP#s`V} z#TE4Ue5U57%ift{8+8OV1LF6IZyeUM(rMDa^QLcqXQ%_Wxor5m2@9!qm;@84CsZhB z<`lkTmNibYIY-OP>7cLgubj?4Q;TBR?=usW6EqVDasGCMCOjNk7)D*DDtvAH+z%2V zKC5HCo0+GjD9@RQk*nOI+B?EbFwN1>)Ck?p*Ekt`@QGN4DxzU8ttaz((L6sNR?|yL zE`n4h;RFE8-MCG~TSt{SrWxp*?mHt^e6ZBxV!$(&|gTB1glG z1nvYXr6vTVk;9VQePFtBO}1~m*ORIda3s29?8A~8j!J-~qkRv^^&}M2M9J)qP7hwL ze)Q(C7%p)kuNSQVSGG3B9h$~oUn;G7=A$@;i}#FwD`4ggH#^C8T4jfK)Ee!fP6rdm zxhd0>)-XExa{wJ7wKaP(W8s_G;&Fl;(wHxo*pj~PdDZARA)FYmDKE&P<_00jG~!$y zKR?2Xr&8m7zHh9H^Kdyz!!<7<*ilHf;Y7T%N$93T19&b98cLVQmU!Ze(v_ zY6>znGaxV^Z(?c+JUj|7Ol59obZ9XkGBGwc3NK7$ZfA68G9WQGGdDB}FHB`_XLM*Y zATSCqOl59obZ8(kI5sviARr(hAPO%=X>4?5av(28Y+-a|L}g=dWMv9IJ_>Vma%Ev{ z3V7O#y9H2P-LfqV!QDN;hT!h*?h@Q}W5M0sf?IHx;O-jS9fG?P+#P;$zH?4;@B6FX zE2=hYw9OtpyXPtvYm*WwDA5WU+ZY1HY^)t=8R;0f0K&4L85sZ!49s*43{0@3q{`-w zmcW0DVM$ei_73JY)?9xX2-^b<9N%Rk29ED`vNqNLDJM$+BQt=Jjf;_;i-7^a#K6G$ zA43~^E`W%Ev$-)qmJT3gV-0kGB^9=@b+b1&HFJDl=0BGJ3L{DYBPS<2&A;3Mf>uC# zb0Y(5fUJR|8PMu|MI!@CfRc@oIndGVe}tgmF>`dZ<)Wu|adDwDuyUZYu{Y(Tqye~? zJDLGL108_&&Ol?pZ^8gM11sP^%;;cA0m^3P4*$rNY)l+o4D5k`cY&q35zyM<-NVV+ z7-$c8UmTz$DFcwV1zP`OEc1^64dCCk0Wi`r{x{sey?+NXxBi#2fsv7om92rbo4K_q zz{K1V2#^<(p>uR~qyZRM8~-*muyn9__cw4hFt;=?d^h-4<^}*UK}CSUJHda`b1)&b1=93O_Bb0nD;7+S{n=7SXlwB9UWkQ=OWo&yBqyKJNw1j#>Lv>-@wG& z+Sueb31cT)dKGJPJ13x|$iGeAMX-Nlra(skD+2=qJ0~*$Xa@kg8ky1m4zKKH3;dUo z@wfP$ftQD^jV-|BodnR!+ywak3)aKIz!?Z|w08n}dHk*Tp9q$b5nya?WNX`-Rv445MIR{_iyY@|CnUu>o-YlkIz%{*$ruzZ-z! z-@`!(_@A-lY~H&T2%z}Wk7HV)>$j}-vz`_}v~-TP=6eR)4R9Nt^AM_s6@DF;AY4iuZM=>(DH*&Hvv3zIyA2I8@ zi;<1xdu9J4Vfk(NerEg$`@7`y#(zOZ06p+eIesHMr}w7(WAL88$shP`VDcCItu+6W zz;9^dWdE1>R~;DNX*v9<({BWH{+l=Bd&oZvydN9%j%N12Kk2@Y1HGe*&0h}hm2vtD zzE{TiFZj;Z<*#je_jdgYzK3`F3%*yv{SUeKNbW%Uf0p_mqi5t~|6U5me;tnRbNL_q zuUj1u=n6D~U7WKq;tsT^32eKs62x<%-5uwhA>CC=rlj>)v~PEMM1=ZAS()y?ZhtHI zZKxZ0Wm}ZuMqr8X#p9^C4l1N2Ua|Gb^I0$U^VDuD?7}2w|3v`z;U3$e`Yx_!;M}y~f756IHq~V@RrfDNpBDDPqXGwDm zGk#(dLpsvpLsOxiyCTir+|Hn8O}r6G#Ztq19Y-=3cxY}gMLqmn7o5~`Kh!w9-Q}fL$lu5R(bR>JO4Lj%Y-O1%4L=E@#BuCHry5Wa z9hqjy`5VVGgh3FGhyR7pBQE1sJ_Ca$2Sg9(=*LsmY|o1*uk!kHxsHullzB@RRGomg z05-Wd!yifK=lM8h%%b|~!4x@ZqFrBe)}qN3xod#+vjHXa=NsjibRxxWgfekktP2+d zBn2#z;yt_b6+>a#{%#fzoOyJos^u!JF|2utL_5dfv||VLeuF{*LA{)}#s^!srKLi; z7>72h59j4Bp+ZAZo678gIbS8Rbw=gnlkU> z_E_ilXBV0hNfA==f<@Ur=|i3n&qbXDk%AtaDqjK2uQ!dpOf~KD_Y@%T>By^5r0ILh zV4w8bhZZ4-@5ZIgIdmTMQX^fm#wStC-wEMv)t=C^%Q zuhw}fBEnux!kX4pTmq$K0&oJGobU0A4>r8i^an|Lc6v}@MTZ+L=Ad9^z=KuOj`_(N5G!A$Nwvwh2&b`{T2v>qtMOAW)> zF|Q<@OUNXepMsTP0>P@*%1lMM-Y)Q=B#JNzQul{8IzS1B2HEEMNsc~P6P0gVma7_t9A)EmQV>xJsge$2vA0H8Y8*t$u>^#y$AcX*hOHX*lb`Bj&t&J(&pC;o zc=1=^^u@!7V)Ldh#A2)o(JmKCp(LJ_Z+D@`T6$YyCUl#NC^d$6rzC(LQz z_W(ZFXW0#<5;NoQ-hm}#C{Jrh)2&Ej{~Ds~qQMd$mi90R71k6I&uoV!z;|1wKn#;6 z5AI=-XP8kqaP@dgJ^tUbN2Nnsd;Me$seI(p9>3Q{l5H%fE!>orKfWY?J2xRvpvL4%c)(#tBx5{X zv5jYQva$AuFam znyISH6nDQb;{1ipJ4hb4Loxc&Ci!e8_gFXQu_KQPKul%?lW{isX@vn{UjMz5Y>-&? z_?K0$K%?5v;BxHza;p_XQijE32&zZ@)FY_gocQ&4dXt-;49j*>1yQCPE&^3SN+lr~ z`aPZ!%u`mh65&k2y!E>bOYRDfkxn>@Pb~}T5Y}Rlam3K!Aju$s93Gz+Y~oP5dX=## zcJ$QFKNt$W`bc})$inHN&CMjKp{&1tjBQ77+mStZWAiP|uGVe8GjPl#gcguzJj$WZ z01>+&OlV+sBlwiEZG`R(SRq6|)JmpuJTrasaHPT_J<+pj`%h%GdQC{5!Uu z*0{QAC<@lV)wN=FC4#cT+l_NT_5&<%m?qBlbqP1X-p4Hdu_@jO^CBiNLZ8~w0~h)Z zsCYLQqbFd3#m0;)v94g?Jmrp~GKQg7l{JRmuUX1SKvl9c5Q$nDElWLMXzLry?Xg-i z3gcI<$c%ZQs>;2P(>4}5gNT4yAx|ftxnWMz#=%iKM-Xt_6C7lk#jDM`AwVp)@hB~J zubgA}lpNck>KA26VQE^?m9bD$N?vJ+=!PsyuH$pKI=;Or|@IP87;{i9K9cL2gNavz$mrxU4uk zCyAtt`72qx;DRaMrnM!T8)%3WOthGM{Uwhy%LCZQDn4c6|Rpsg^0j= zr<9wT-Bvr_#T5rtV@n)Xca>GNVr=Cg9s~7bmflKpqImt?=J}y71%V*EWh2_uDWm=h zhZEhE6ZPr#BJtxDANM(pkNZ&F6e+AtYvp>jE7%}IvV%X$+#n9B8l#x&#Odro(mKHO z)haf!-c{A@rhW-!DuY<(le;%|QlYK$WfwvQesFBc?LuD>oxKp}R}u{CCJo_oVaCT^ z#}Z?KPj^KeAd_F@LT1CIt3b17xbr%H&Bj~$i9J$4!YxF|U4?xI<=)sVFn%rTemVh- zD@T4_r)mr1>HnVdZMzRG5Um8vq4PT@PrZ0Fg0QH5km_Ns*+%{YJKP@0ER)(9T8+zUQ2((!r{P=PF0uUgEVSV2N#HdPE%#|@OA`f)s0Jp|^d9wNe`N2x0%C&MW((KWd(A1w( z=8m=O3(}qkHE#OQPBiR*UTxJ2AK?qa?-n#d6dtc($HhQZM01a?UL($DqysvCB1uG$ z*VOZYYAOnhBS|i9IFjb=yd|c0Y86qk_mXuyXPb>%XTVqE9BPoyE*o?=DEC~DtK0j` zuBXsj>sfyTlak57goCC?6o9SS&mNgfg)Og_!}pLDt6yI}*Zq=axYlj`%Nz4VU#2oo z2YT5cUnK{$xzFP{6xDg_OlEzhWiOW{{+cnF#0SmZO7QK};Tw8)|J9|n<~kTvN-J;i z-LS*WxlJ0np@2uM+Z-G;k+3jfxCfRIG@Y7{X2bCr!5#yaHQa`wZIG#hLb5Rl?UeRy z<@jtGnGBEZ4{+2bBug}S&t~tmI*x-!x}o0025OV>0e80|=K#V@y&56+is6u~;A3ClRWqn8~ zf3UO>nma6uhapVNa3*4SIA{zLOYnzZU4J|+7F{>c3iUU+S8!$Vl?ckl@cad(_FTuk zEKV?oj;w)3%q(=xx_I@xcfTp2O*~Vo1$obyIG%E1#42~sSz^n_#4gn;^m0}2Ko52r z)?i9;UF?dXNQ3Cer&Y1VF%~cG(AVV0MfjP7Q-=+mEcDUJt%B0L9w*Fs=+L73R;?&p zruVauF8*gB1Ir&ruC;pE^BNgkHLS9QmEh}pr_1PPVNhsMt>sAdcs@l>^cML+8-0s8 zL|$w938zOQWNIIM2TOM56xEwaASKod_mM^&CG*SMV0;FD(k*IyybxHh#wfK7 zXo42tkm4@Am8~4BG&`u;3oy)+vS)c=%^*x7v3x_bd8U%ZDN@DjM_=!L&vg+bx(Z;5 zXe3eN+wm`u2clU}N$6RP-J+Q+9BI-6qXN;&relJqG+v>_QAr&UO#4cc9QZzcOzHv?9Htb&Gk@y|(a0#5MAk2>JRQ&<`xnBhSJtiExp>r)iC zu=nY)d~g{(0gXc<5*8u3$lDGW_89)ID~YgsblrSQlXI1oITK%!DwZsJxyceMKk@7@ zrB+=6V<=6gcEsG%^cx2n`E$1=jX(sHB*+qZ-XPlIPQiiB)*u{cei>r^AGNntt4o;s zt_;criQL@Uwz)25sL?Zxi1J*|Ark!!CuCpezHZW+crmXhrX7uZAJ`@qFHS@$-zPVb zb(n&hB~({adGUI_t#547=&g^`h4Y=AC$$(GAd=`f3zwI8gB}`-BGh|m2xe$raQ!(v&V+0*iaGk%4B3%R6a_KVL(HPLR} zbI#3-Lig~oM?x;7Xl3#l@3^hOfi9fig4vP$7cl*d#?!QI+xtiOat=I?g5!WX%d>+q|quT&I_F&1PGJv+q&2rBSMjGq`q>> zTTKnjyx0}$M;rWYR_Ic3_n5RZ%z=0K=G*fU0xL0oCKCZKUz$GC9i`p8IFtJhSka-9 zk11_;i?og|TDmo!!1JF)7Cr$OD!n1y@Y zh#cKIhuvWLTFqE)9jf;v!slfRNxf%MV#;Yog8x|52dX1*Ci|ejpgY|xE`7_*S_+x( zGH}!iz9VUGcP3cGY$E8tu7P6iROZ{gy3=#nK6Q3HjjCafe26b{bITPSxnxWL^|=6S z6%a4zhys5^TM|QqPPx@$P?A5?VzxEGsWn^Z^aic8kIg9^hZBg>t1Mk?piZ*mVmcJx zARnN$^}#h9&u$0aOit|xfeF(Jm>O6WmdYQOFh8{R2>rrXq$ zzQK78>i0o}Fs;h*Fl7Ddj#1IfylxlVE{J0T0zCK}_dWAV8G}G9R4r@XLT zuRb4Fq`fn>1_-E>UF#5ssAL9fDnt*&N=tstV)v`?Z^NkJd`M$K=R2nC&%a8Mu#U<6&{9+`$WDCdArkzV zhn~stMYeC?`oUrMyYJH%PD%CaIFr2M^eM2dw~3c0YP7}g>Y~SmiO7R=zcz_FCwqvg zq?VP~5j&SO2r8jJ9zdK~EF<8PO)m-_NWoK=?uGtnZiPl&Lgl?ll*`#AVRNog!d2El z`TA)YyFw=Ejb*&>be}&BWP<$m_^#){M-0nYRa|C{hI${<0i#U(HGe~wzNy%*t_OVR z7St@F52@_oL6e}&Jy4|BQ2?I#4v3nXmUSSzAi!rq$)jebza!fg%J(*(JM`wg3EVhQ z6_NVsnbgvvj^s5}C~O}#h}Ew=C^&ckXM+9mAvrHDLBWd~B8+&ZP5O4`(|D|Mb|a$L z-J|wC?#rF-Y&;k~E*Knl3QVWxug?Gx?OuNb38z`MH^sh}$z<{jMdm?6Zr4vuQH0D_ zgi51aB^HJ#C(EQwj#9Bu^nAlP@^7c<`1Y!6e%&~(I#tb(ZG4nlXIWkKI=+?}4`8e| z9mrbyIg?`C$TV_fMdWDa#bMgja*AD&mlCsM*OP>u{K{M>0t;eiSo?Bsa8OF>U8@Y$ zJY|%vW*cgAkbdnfCe30Zjb_oybPKi0A1HN|Af{*uf~;MuT8 zROXP`B;m9PQv&x_Zuy?MhE(;QJ`C~w{LV=w$>4=KQ?E_zv48=6#;mgB-hVOVv?G>o z0yessA9SOzUNlT88WYNaQqJ8p(uAI%Fqd^f6W>(VVq(%^lb_QR1M9R_)_7F9)VV%_`!6l? z8&ThqZdAjZ$hEErDY0?}-v@Nnf<~5P68FsYrq`MtC?B@1?&um8tMx%cE>qM{kpLoG zAj|F#C^5n!;833wR2G$*}B`xCM|I!u1Sc9h zYD2U&Vne8+va$0zse?jax3Wl3L3A#dNO=^S_qM$Ez|3?v3APVMkE?w020kqfco=`T zb(spp2Qhy%|3zp6&1oM$rs84kKH|luq;tiqptpU3>G!o>8PKMvY^zux_gSkj>`vY$ z|3yunt%T0Ff3qA{fM|a{=|E5yw*qTl8m?kRxRIOGabuotqVb`2`vYJ za0LHlTteuR;S2*Tp||)0oG5ox3Bh0rxLne-SQ|#?^^UR4{exMb$buWFaH9mXqV?7; z?5OV!%_yRo7N#&60!%|+7KnM4=j-bg@UYH-msK2BxVOxKyP4V;2A?rx@J1sSLIahX z{`)k9#7Es(qsBoivjo2nerMb&V9tpBA2r3xH`}xK$IIk94M+vTV?FDBauM(!@CG7LL9>wB89~AHw6Ps31AMv*hg8hbzGK^lx{j~Z^ zSW9w6CC&o5g&I=&KDpUAS8-H2#oy{()=-_)t5F=W&XQXq~sU(z}or?ZiMQf^9XRw?gCm-(3;g%X^&SckP2>HsPZd^0Mux@R5-NibC zrP_To&81ibU(L!@pPoOE`yvuE|NSnN8ygCNWWD1Oce@Llf4G%i4tPV3r>=9;E`)QP zc`)#`xXs5%0Y1z@=L++?KNlnZF0O!j%244hIP6oI&gNN10E(Q51@%Men*l$DhgBbQ zcII)K(U~_H)KOL0Q#uwKEFFltAV{byV#s}A$+MICO_%_LWJ|&MJrb8EMp@m*>oe9V zAanrcuP1V}%Sk?mXW}P}lZ#p2{1u;`x-RigT6lLp?2M5)I^b6^C*(_KP2v^kg0xO# zeK&f`I@a>{AC)8tyE3W3h)#0R#AQ4fbZ_o=C@A}5>cHxeuNInc>vS-<8Xp1!7>6}5 z*K~RjuGh|tSOxfY?57m$KE0SsVGOU-idFs?V>8nn^rfkqtF%U(@|8{y=?>hXO`iWz zdC!AZDX?Q>r;HQn(cOOm5rW-Bhe&Qqea{S;-BXm2I$eOZ!G>9k+n8GnSrm)y9EUFR z;XqchMLf_(A>Pi`I?(FFjSn`Y^-osGiA+zvn;oNYQVJ?SW=42N-ti;ftR-!WcAatE zZLb1a@ot!SBi;dXo^2psA}aJVo7BS=*k4kQ9siLi<_#QZ7Ky>`ohi1n5(bLFh7GYKF8-17@n! za+3m83ifCq+qwDNo;_G=M^w@4h?p&CJ9##7=-wP-gyAsMot+lZxd-pv*Z?eQ&463Q1J&v`Rz zPtA^y;qXGfHBFaS~DYLG|iF!D$H z$|QYlcx+1sl9r8n@)5TGLEuylHSXhna^+kSRsjtaZ>iR_RKiO@arz0{w?wuUvrkwI z1DAg6Wn2g``+oaD6?)F|V+8u-@y!aPHl!iAN&16u1T{Xghh9h9i718)uMVmSgUsAd zo3%tvYZycpKU0u5n~ak z&O;c;s=tOG%xxQ@>aw{g!1>13kZRCltlA6o=%T<_kF`y16a9%`FBQCv$g&*1_M1;G6rgY`q zkH5&iWa;bLD-9A{%#u@@fddm5BB6z>5;%l5ub?{MZ{Ko2G3`RpB!7Pl!xtD%*V$Hi zAwB@AEB1(1ji_sA-W53#s&gCY68-2kt>|nK+PByWnCFEuY#2pQ2 zzt>aCrz;6g_>)__$$)!|TV^ZgAw+a23(4Dv1&5LKJ8+>XuoO?plhR$pOjb}#XGC;9 z6EXE$=wOJ?!xTj~gpN-+`ZkqesZ{5!?ZF{lcf#z*8-6@)2y>wQ> z9H;8vB7B%AFU~gAC>bMI?vi$FK+5%W<$gtyrw+sRULPeTSzl4inNhQ=)x#1{H}K%g z03+P*cL3Wq#QeLdaX*s!xS*@2hW8zT7Uxd&_+>M8ZyixPMLS=78w$a*yB!zPqQ}!7 z+>PmW%YsHT^fGsh&A9d;JmBJeTc);=)E2lfE3qIq_>;qOrZMPiO`19z?fj>*D^PWA z;e8y{nI0$sSAEoD61EqiWsm*|a0m?bkWb=_!RfJkLy?0*d{6vb<%@XIYl2dYC#Zsf z81xhreAdcdZpVa~h1{j~Lu27Ucl}%_Bl(Aka zL_JWi=AaDH1x_Y9Z*V^l1lLe*e1G=7HC^Kstdmm*DJ(ho74ZC^E5Sh(L_zPiX{U=C zVb6!mjC+9dWZ-1Fv~Y&)rBavXcQr+xurMfe>Dh-bT3Pk6p&&#-7hxo>8jE@U`(a77xqY>@6tzsD#7pG*70Ujg&e zrZNsq2!F#a{ZW5Ek?-6$ISkpK5npOAIk%73zkHa{Pz~<=?-t}gV$=iilZoaZ3hEzM3HvN9X>zd``u5oxT$coP$OdQCKbWlT9Tgl# z{en-jJ$eSKfN}Ktkn`Q@Fao~w;R^#BY`J9Ejr;RW$XP8&AOmcO@(;%rgOC9u+|)xm zT(Re!!;pR3{6a+jIz6gKt_M{M_5?8V=Qenq=O;8Rm9bUHxPdVX>>h&*Kat6KsE!A{(g{PQzJ~O#$k~|&9my!J z>cIAFYVq<}lE=0&vi7N%jnW&dWd6|o7!n4>2wvn;9{YpUQ9n5Z4Qm178`zDh)WbYC z3L##dEAoCsJn4W`+C)GY<;=;elL~2QUXPKkcBqb%Gse@8&}bZZ)*1Y?5V@UCzRZV5 zJBWbXEq=0i*A+dofF<@G^+{wtoDUs!$uGB{%XpSP_NXVcysSr?<+Irap!cWu;`9@6 z7{=4{SZq9?c#!HMbKd5x@+$+hO27vS=Xlqn&1#tk(EbWJTTYR^b8ZA*=dM+N+n7+xTG3b5Q-v%lsgD ze@!2jIKscfRQ_?@cwb7KNWqrT%cF$l2y{%*=o&>%BT^Tu$O-E_$|{%zJ#3gJ zESVFgaf6@KG+ROG`Md|3-8%=l1RuA`##NfQzBxy6=OTl7UjL%7&=W%Jd@gwR6a?$n z3)lSS7TQ94VTnJBfnS-Nt96<-w?x*uXGvLGpe>$Y1mu_1+9(K1+aFydy zp`<`F8*-yyjmV`_*|l5*tZ&}iG6__EjG{ehZ@l%+KP);}QF0yLbQ?BO9wBDhZ0Nnb ztQ??1mzW332z-Fq+2$T--*&t%r7)>ly5SGMWPs1;-onaotC;MAv{cAhgb&<;wkqzc z5(Q7-v%2gbrz^!GI>8t50P~E7p2+eZ(%Fic=7OIgQat_2;VFO^XON+Xc96?z;&l^r zBu8u1T8RzXF~^*oe_;9b1EcS42CJtMaR&b@8%l8$Q!S(pH!R6TKMnxvho1Pta%S~i z7M*DdEf?qb{A!Rp5?oE+3IZCr;}+3sPK6T0+YNQ$jx9E7-HTGXB|;iM@^stGJjPu@ zF4HqbXj8stCEI-&HHc2!J&tj=F2~t3kuK2voAfxe|H5_+Gjr*s&!&cva(SyT%`Cij z=H4rZ+P<(NAX!UKv%)j#XIYdM(B%@LU<4LFt)J`PbBbMWP8x_+uX!&!OOHAq{l;T=OIc~f&?{B)L zpZGFO7cF5R1vAk}6Y1M~dz9K=+Ml37u$j%P$8fFWwan<-8U@AQ<{0`-CWB|Qf~4`6NcUM|EfBk8T}^iB!zp6_@Cl=)YXj&vpq zgt_{e4%M6)Qnc&Z|eOh$4CN)%#>{&VfaA4tI@K zIOA8+(Y%BUH~99JA#iUn?*ND3kgqJhN_3K6;r<#X%Mv_gR&bVznJ9Q#3%IPV{q>*= zy{gHKWGfIZie|jIM_c=&Be}XfLc3goHiA=&R9Cgha8kM@3V8h5&{#_d0Y`0DRVIjr zUaL54);cw=t)PfBbV}CI^6e8rWka&(jOls$3MT1C9=bY|i*>V{(JGv9N~LzP?@?Gy z2j2Zh+s(;CUJuqyvY0xjxP7UcBgwIJDgj!DPf;63Q9OiS+0{vy&iEb$)Hs&{YLzBd)UZEj#Aw+Lxu3|!04FQ$7;IW49{Bu{n}@p_ zw!)-RVa8`)9e=?#m=YuR;1##oCBT#|aI3VU4&7rO-uSIKI`C61xEU`S|K%vQr_Y%} zy?%VQYfECeXc(-2bmARKsl3YWy^;OX%B=UdRIX#E&FFJICf5E#g_?^jF2N-N)}Aa< z-*i4CrM%~vN0~!i$7PVhI%V`iMrRh6IWfSRJVu>{|L_Vz6eDb>78tb5Ppl&)_Pp_v z_Sw>hV06d^;h3kNadq$%431zH%TmS5#{G z&T{Yx60G;DikILVO!{!)KFi5>*FL>?afbK2!X3Py=^%VQ0oNo<{ zmp^8NR3N%I=U{d1Grzi!ahrTZ8td6Ltk;p}u%&!^NbtdBi5=&JK7p}xm*K!8HS82@ zoPVa`TeRBkz(=~KBFwa~Fu0EMmMu@BsB`zR?+B^sFF-~ zdes(fe1gq@7>qgZlZj( z*7g$8961$XR!|^CyyeM5GLs^dCML=;DhQbS1*N*Q;3Z~q6W#N29|lIhU6iu7UpTAk zhwzJIZ>StYfRLs&hC5D0G^DmUWB3lsbrr_H3crLroMF=m$P`XX9dcEs!luDX@XWud z?LgZ#dA$;>2;a;v))~BdQi%Krpp(6l#nyX&V=*(0(ijShq2^Oc^-D7(4MV-ZSFI`T zm>YsM2guo$MHGjsUM(U?cqEVp6T8a|Ll$9A;@ow5Kj*{?@%av-81PA9y@p?n%Qd|7 zHuyR=3xsBDZI*!+f02rL!=-a9RW#}t2MXC$Akd2oCT)zX%}v!*&j0v8AQ@M-1wma_ z5V$>Kj+e>EtH}>n{>FTvCye<_H8rCcbh-X2Qc$DgsG(oRETzjcLQe#1?06K{YI{5+ z{3Skg>%_hh@ndhs*pG&;3JX?mjydB#FUaX~@HmNd!&%MS1im1q!eglE{mod(5glxi zq%qWv8ZrU>Ugun=bcSEgi9WssMDWa}$&n7U_mt^Rc1u3w(Gt!c z>*|;=jTq%~u^?mr%&vxIWY6X1c*f$F$v?x4FhU*zN0!a{+)rzqlx?krsk35(*7^Ai z>4_K?cZp=D@h}g>-8P{FOXKQ8+!^*SP7XC!#+D@zQ)gz2w^|8G&qj~)U5RbWiRT^8 zrcnxXaVR#Bx1eFZq=({39Z!3NPIOTa;V7?~RfpA!Ng0VpTw3k5ku2+@Xgl6caH;pdEdJv(WyK5gW$)nm-N`Pi@z(#h0dj+`Y#5F z;vztM=bnET9nz?iHJTS0?h#n==z^FMwY|n@jq)}A(gn;D$RTkQ4{B6bfE{`|?cA8% z4%h2hCC+JmYk+(DDjHiMpX4rZ!TDROKsKE zNVA8EpJNe;^Kod$1p3h`D8#Y{=2riBbF$k?AB`#d<+nzq8gyH4PL4!noJ?Q{b zVLa6(ENWsipPGBS2OD#vkH%T>-&eo>Ox~0g;A_(+1M(4mhwU*I8OnzHd`4VJC27k# zFJ3a%gIq$MXN!n3+w4p05DSGk5L&|2_&~x9-U_*{6QcGL{&pq0;{3{rm{Od9@N){9%C~{$*T>+u-SntO07VYMaH1kFW4mex| z`0Vc6&NW~Y1ttE4hYCG!-z=`XOo*Z!`@k>57L=)hJZ6uUr3Q|Xic^r`GN=C+@IZD- zw}QC%emy4i%`2+-Ll;852FV@F!-r<0`LMF%js;T{2YW8-{;^-XsKp7aOSrZT90B4A zGt?x_2#+*8H0M9ZDOS&ll!C&!ZuBarxH1NO=N}vAJn4<+h*2hADnih&OkWyvt$R~+ z1RP0+}r;Rr>UIF6DuFdBFD6`GkEm{wo~qfwPC;|&F1{$Xk=6c5lGk4Yn5;X zBr$eoVaXinH1V`Q2U^k;fyFlSPMAj@xll7*AFpN9w;LG)~1WTOa0 zw4HF!t|oUXc(#@(KU^;v#Vaak9NSqZalJ0!2uYEbcg~n;@wtlNBnqhal5-94f##EH z2jpP4@G%cxm%M@ttkuM6;=@$+ShipEAm+?jXCNSy*&anhlp$35 zUsc;~O{2EUnWw2 zzEc%3eY-bwO=`j^u;1gtl%V&Hd3x->@KQ2XC@mUM8U>BH8I~{@+_bE72?<`ovQ%hF z!MKo_DYky_AWipwg=yy5*R6hLmR%UJm7{dT+D9H9)eg)Y5Zi9(x43$Ab!f{nmw6%| zeU8D{!|SA$mR|mvPoao@ayDD^X;wQt6;y(ps!TzXw_Uv=k9 z{ls=iKJo1GWAISTO_Y?d&P5A{GV(*G9@xP?PL59z)T&4mGQQN4YV!QN^Rvg*2W+-r zB$8B2BShU{y7xyB-F+6>IcRilL3}*Vr?F2|6;wGk=lb@+^TQ4O_U|Xv^rcs3;VP>+&tDeT&Zkq)K{S3fHgHIqlz%zw1+R#=`3?}&q&0R zdZ3IYyEtp@&mNUV^KEb_zhL{Zd8Wmf%0STjONriZ)O&S2wi8I{reAQ3M|ouh^OJoe zZu8Vy-{@`Zb5|>?yCDHs4R787TU$n}9fW*t$@-jy8%kJg7#Ghp%;I}`X12MlzN;>6 zxBieHaL4YYC0DTwz?PTPClYG#nqg+zp++{poZjJXo%iXD5xcO7cIyVn_Wi_}gS1K> zZN*6C-j~mpGPj9)ezB*!iJBd{GXNcjMvqnJSlC_mJFrmM@TizzS=mS0JxL`Z2KfNf zBGe+@7ZeCPD#aq0CSnojUlV)%>Q)t_*%H0{D+neJY2Q1q#!f7`^(m;6m<%yGe8_od z;`aM-kIB>6cCPD0QepDbacovs>^&_=jAXPO3#^I5-LSY*TQwi!85)y2hW zG(STyw;x5f81EHbXw)uiT91(W^qzQbBN{Lx``C$HITXT8tE~1u#T!?KoSSJ;EJw7h z={Oo;rsbK5eK1NnSuR1=xGxBWl_C*N3o=yV?b#+AMp%>k90@zVHmswFZBqE5fS=aEW$pwMtOR`x9tk)%M#^9v59Fvv@z7_@q8@Vt8p;!7uJ{rJ1C$CQh}@fF z4ZQ4wVbEH=Y9_2BH1LKrhaL$&xYRH9PJW5>6*;XX<1R9Cm*I;$@YB6$qPGs*_YVLY zZSv3A0q1JEvY~sn1KqW1Pq9j2ONM21Zzq&haeF<1#FHy#EF|LRru>Rp+ zt3tnmu8?}yNu;c%SDp|$8RAAbJvi9OCp&gvt~i|Hu(hvtEsrl_yx(@;#zc(Qnur5? zE$tdc^2BU3YmGL~h+2((TA+o2S)Yx=B;2JQUGSr)B3^|1dhtt5v8K4y&VA<()8}=( z(n)UmGTaNw-+0mZX0hlvah$Xz>h4ftlx)**E^5^t?tQ0|MG3M*(Qk~Y7eKnVE=1-AI~HHnv-P$`c0C!Rd3 zb2+kpOyK9T>>TJpEL3@~)xB@HGhs!;4~!kwM_r)upWs>Tp8~f1re<`F?77VM2UI{Z z703Nm!mUaO359>|2>eVoe1DgrxCxhEFMuav#dfTp&M_3?222)c6to=Q<-ZoTIWSro2<&-v9= zujQvfbe=FlA(?NIuV_PNlxEuzxZKa;5zX%S$WK$6&x|C4q}?9vorfN0I{1o1EP(%P zVA27?*lDE*6Xwzfk_A-!cJ;Emlhq}gkXHI+BXBHCOjy(^y zav+g8GYI(Wbs9UR8s;l4+#EMrq^c*<&s}>W` zW9n(T2g{q|lUxo+oZCyj$tJWA*AnHd82ixGxq7A^4zAG%0Gi;Dl<$-nV32xyOwpDXJ;jBFV{$tg0((5O(`zCY9#|9GEiD%JF$hyP<8H;JFO(!FyZ z(R+#nlOqQ|w|`_j_aZPi=?kY976rU(x{q6YZ}B&}>2VcvF^-@!pADVcl$`F?N%+(? zU|cy?J*m`umGduK$0F9_0<|LdXc*N~s6h4joaFi(nBj~%l?wyjA$Qn;wv3%qtSI3E zUbk)Awr!qm+qP}nINP>u+qP}n=xLL-_u(e(`w4nXC~=HXB!Jc}c<&&{93HEy|qws0+|EqR~cCbl$Q9oGsd zLcG8AJd9K2_&#Ah!J{X6UirZ59A2vi5k>_Y)N|i z`Ohj%JE`lIs-Yus+>s@AYIe}-cVcG9lqMFaOLjIZmDo1#N(+4WqEbk52iUn4zbMc} zl?f*H=F=k%y{-SU8uFNw!BPSG6#%rlysP$r(-?0EixWLzlD_^+TPT)pK3&#Tc z!>jZ%%{l;B1FNQF`wiQd(20?WCo|HNNN*=g&V@syyXivyLOr`-k;>^12TolnLlX2h z7gw0yT7n|$K~>_WK5tR-cw~@=0WY~(Dl+fVBgcQy{Z#k1zWkUXdO_?LAN=;#BgBi? z9ZnS>w6!Lzw8^sQmEs6ii5jUN5ajuyPCCxW}@;+e)PtLGc!cia1aYU zA^SH__vzS$tVVE%B@FuSB>v`%FKz*5mCPJ(Q^PwMPybqNu=jY@k8$X*?5F6fdPu(B z&?X|51w@D)zGXF3VUi7Gmhe9rX1PKvROzSy`3sKoXo5GK5bEIE(~&0nJwy*iK`xp5 zM9(NV{sQua*DAHvz-FF|D56H6^}+dWOnPICQ$W<7gQREB|WP_;vhz?)QJsB&P^S-OgE0XY_~D_x_YqHv=fu?-(SPLe5Yg@_|(V6#}x?UuYrl?l(1B zNp}Z&F))2BgOoBGS%scK?S2=5Dx8&wesg(Li^%#jOZs9meunBD8K&ICgs=@rTI|K+ z{ZV!i5Ci<_D-+qEki2PZHY3a6i&wFc<9)m~CW`gY(^%(wE_UHakvZ3Fd0jUrJk#NA zqVOQS80e+jErhV(u%G8iHpGfJHM9xr!ya2*%X+tgV1Pz`5VHp8u*cND+B}Qs)R)Br zC+6O@J2*YQ*{rD`u+vr$RJ0aT3<|t4#UFnRr=Oo*DhUL72JqFFiqvuP3~0XdBdlm3 zhUhD_wWSIo>?^E+LUT)HIj7!@y(YQw8Uq9fZGf;jCh2mCCR9Ru`d*r>P9< zu~rIARuhPMbg%cTX2;1wq=I6BMRGJh0Rv^%QLF_X7Fa0^#6Z_rUwj{|Z4Bup&L^Mc z@N>y@G2s^~Bg=t2*XbfjBqrKt7F?jwHIr}IswBWrD+LSiesgL+y*OU=k5N_Sk|XItG4 z2%0xktlTB`j0~3f31N*pTCr`*p3ocka2h;G#yd*?aLP}=QeIN{1EnjmKDgI$S;|K& zeT;aK!0?7zk%(n*!4^y@r|sJFPJ`N4MeNMdBTu#y2ldZb!a>0bUSSnlBoZll2uU*t)glrsfSvK?gM5TiyhUKf>pNQ zwjNuK89rUgTqb=hl4?EDrpf@LS?Ck+iJ^~^_V;0W>;Qun0#*0#qfU`7%%ao3U_n@R zL|rU_Z5&z`g@5+!M`K;`B_Unt*_8gLIu<5^qLnrOi;Fr(8xAw|X{&EX+su#cYg}$Mry{x8#|8E?iU3WXv9Csw6nE10 z6deyZrTIX(NtroR;6hxoXM322r?Su9y$5Y?kS`*6*+bwmUDKZ&heyNc3U?`i~RW1ErWWocZQdzdlYxX4J5>~k5?5;QZ)!W)$EaPSxx zutl1#%bj}5^Wg!Y8F^vI?x@BJ3LCztuO(d$8ATNcMghxxfTLUEJ(Tyn8&sK5%Pr}& z)MY41{VGSStoFi|Pzs0@sog;mQ1GoLp7ecCxD;*k&`nFt(CEWXj?;5T)U)bL$AL6x zdh=m+03zAbsfE%-NqR1gg!=S%-y=Ry=DrD3uzjG1Nl{~U7m8Ne!i_pEy0AlfaG+O6 zY0UlE8dkw)nO7v{0-7&j-0<+X#YL>TH8Y!x-CXjMZCKitFmEtl1|Ao+$$1~SWop?< ztq1hq*Y(|t-+gv2HOW3DmQHmZh_xlA#pSX@FWyj)?esBzY5zi=#P55h?*x9vm%GST zT`oFf+Z%9r_TG1NCsw2l7l6|lbf=!_Y&8z$Rzs9P!^q=~lcixh8=JzWnERB$fuSUi z6hfndCS-J_sD2Pyct*3{($lpM`D|e96-&;&j%&mS1g7Uw$=lAl_{oWMd~U4q)odkz4K4uJ#))(^Nrz=CoR$cYH!2!=t>#{jYM ziI1?wB+s&;A}K$&xTpkh6o@21fQxr`2gqY!P9cCF7)ZcN;Oeh;4TKk-Px$=SB2mW?x2_OU{ z^c(s~{fUkM^TUk^0!FN@Eog6tu?46P?-UB)tlR`Lr)$m!0Ac$|jc^n#r2im@N07!m zhK79CX^$WvDhLlS@bs$YM!|q|5-A3mr$5unh4KX&)NX9jwk;eS1q~7_hWJ|{2N@dd z&)9lH`{q?8YadL$^*XzO2iDs7yBwI^S(%53b8-Twp!PuxWJL6{c>*8^ED|7)*A@%{ zZ~*4-9*`f{+XvgNL)e=w)H{{-@$I97SOefC4UOQJ#tZUD^dcI-Ljb_CfctO5x{Ld} zg$NA^c%`q;(uZ~c5QO|26U!)k^?SvbBtFmua3TP69}Li^H`}Y0f?>N(xHq%o7xs%+ zlb4@S5gUkkdmH+Dt*9*G4(R+4l+HFg5U-OVL5Frl$h%JEIb|Neqza z7dgDO&^(>V@1pW<^O9|26+^x-Aw4p;FkLPR8c610ZY+` zoAv7x!H^6!1#MUgEgY2ZSN1S!`y{15!@wbe9uWBbkq5v44D=HQUr1Gld{P)NaChGd z9f&y1AEz7|gy`D4L`p*i20)nb&wVx(&d9CcUyC3X>WWai3j+oL)rV*<4F#~6!{3J& zK=Q*X2UA0^fqXyt=L=rHjvFZ=VfnV-NcMa6r!|xifgU2w-4zNj1KcjZT-quRxExVs59?d8g8EEI|{YVD0_D zZK+Gv&zdLk{S^2{&ioc`$c3$G!RA-!1GaCft?x*HEXVU&H5QJB?G2J~$3J^sj!uQ{ z^7inf@NDVIGuy;4i-a#)+@m<86M~~^`z`R)!UleKRKp9(TCyeRS6on2nN^u!HP&7J$o@Vbv$Y8S8oH9RDvjdatUi6o~yjiJeM%Kb8@zu zy;A)eDaOF(-AlRxi#v|gP6!#{ zex;s7NBSqn=^4K#JUe=Vcy%ti9I!TV31bQ_W}C!xXHC!Cr(2jCntVDKHQW0~NY;5g zW33PdS$Tc6UVZ)d%Rc#Eg?x)CXNZM}!_-a_MAws(ZlE#u{TbxJwK5nahVkz8a@J7~ zPoQ|P@7NI$@x`#8rFGOw5>xV(RG-}mIA&fA%*Utj{E@GlE{){{HcmN7K3cVTqwd~s z9Io=?EEhWu=W8CzQ<{9mjg$V8`Za2zQ-<0y8Q^9ey`l>k-^vNm-T>`M+-jY;uaaD_ zRmu8hr39h$Yi@^!doXZ%5rv)I73L%G&y;Y%!iyW+`c&!VN%!g{RSPqyDaA{BMZ`CG zO?mcR%Ow3>6Zy@yo_)nif3NZ%Qt>%kZb%<5!fx?B?SW@@i{O@Et>R&Me*9IrkU3;bWBW$2j+#blg+Ij!_CwC8H$=^wh}a1@0=Co zHg5{VoH0B-p5lLv;OjB{dSRTV62v+jwwztOcLVAv3+(OsFE)dP8QWj2!W^?u0_VfS zq#4mFm-~r~5RWtm#k(d!n7gz&f~G6jZ%=nUhI9Q;m9{pP2oXgu2DmF*cU-p~%hL%< z?>yZG^*W3^&yknOpTUo%kUle|O0F^4&8og`S2QJk>-Tm;THu%6t>ZybJL#vm&>E zoG<+kS34n1bdc8NW}2UF7c92t{(vZ4eyEGE{3LUoW_OI&Rb+ygMf20YK~CN~;iDbn zy)^nt?W=J+KuhYW`xV|Q^^`q0vEA5tGh2gA%-_$S`v@R?HMpr`-;nOF@pCwTP)pMA zSCz8YPrLGnWQ(e%b(Yo8!Ia3yb_!@8#(0T9=Jd#wlGAUSO(I?PVzz1EHaEMwOeN=> zEJUYD=~FECCM|B>I#TGQ*cGEp4H7Ib2+V=J+QLA)5+1iG@6H=zb{ESSq<-Gaw<`h8 zMxnhouT=1Q1wByAtI5^bh2lrv)=1e+KO&sxNQ*(jrm|#KwvwoM@XmKUH8B)*vx<|v zL+-|ZA3kyF01RGJGx2egP^5!*l5KmzLznrcp z$i7NQBb?|GmK+(zN}QwMsnP^}&6UkB?pMDzaLUk-FQC6)Q|vza@O}ZdUY_fsv$nO9 z;zou=9Y0-tP`R!Rb*G>Mw3OPDWGkfvNu!x>%u-l3G?4dclQ%ecD=)i#s22?0|=6^05~@1}2UdPJX}a zA&=T7#7lgJWNgnD_J%;a)!~wOLSr&wZ&q3qw$dZzf>J$Kb}kbVcz~EFvSyJ2RB5K7^G#jV{1NhdlbZkwRy1`a?R)?#3&_ zen4)v@@*Yfs)@sxyp_8%SkCfXp<7P$;v(t!aO=Nlx>i;5z%Bm7QtEf;MctDb@Yzg=F6L)B^|I{^Z+xeu3-AoK0RI)4p{v zM)hiQt!l@~Xmd83SaSvd+i;BIAv(N5TQftv&X?)z>D#2Q)pZDr@1#1btp#W07dsSg zcvTaRG!x=9Nux(JYbPrH_cxv!G&GPO&+)nAvPhx!ykH4^=&;{(XPik)kZ`7|ABtBNfb2%r zMA`%MHq@9n@@|DwB{X=)_C9pkrAm(180r8qP1-%I~0u+9TD-_2q0j`~|PLG-?zK9sQf$ zM3(i<(4UN*?A|{3T=~Xq7|-_~g+%XX4v)aYI4E5JbrwrE@iw z-R&JI#!mT!wi)O(e$5?f&`GvqUZMBv7+KjRv*S)yxrIdoa(s5T8ZuSQXRn%AYb(AQ z6LV!Sd1Gs89^>O~0J{l~W=u(5I4Fo+6s-91dH!4<%?2qp`NV&R^<)AU+a}|zKii2# zn}4j$M>-pgD9gCqVr(=@hnKgmW%3MCZw}2)X|VOyO6?v)oWBW}S5Mpbv*kqO>vQ`) zSsm7E3ljg*t+@-@5^J#M*hY0HW4dm>)LFl@EB(W7rLqc6M6&GEfTI=Di)-Mb_*&a>OT{m^J;=*#A*XgKJQW~kI~%t9DlGd7MwlaOZRmq(N-aod_f0SP zCf}CH4eeJe@TfUFjcXutGs*ayO-~+O^n8@AX*JrFb69hY6FF};w_7bPXmJl&rRTq- zKsKkEDdvG!f-8&+A}xN|`SvnhVjhJa$mKrB(9fCn3{+j^Qr~F~;w(Zqj&4mpuoeib z5|>uau*hUw9IcNYbK908x}HAw_jb_IJP;M)TzM@Sya4w7m|O5biWrGTE(=JmG-b3r z*kxMsT$oz3X{}7Q>uh_OVoL(|ME|b5kv`^Ro+9ti2u@Q z9S^B=TCup=u6|IM3Bt^7&&HYmwegc+Of~psdRRaunY$|=%u6lg+8Q%#*i5Jtm^lI3 z>@n7LN@eX6%%#tbdpgvbNkWHIhMiL{9pc5WNBy@(4iwlTD-pm9!ukc*aQb$GfrrAn zVc;HOAn)pW3HEoxXR7xQa&YO|VffUvOqZGvy?4QIKBeAyvt&~dBP(+lk0D;{d{imS zVAwMD=H_`diRgfQzR}HFHB&**@=nmc_XP`__(|W6tjl*93m8121)Ag-q1SpR8F%ai zz!U1Xm((jv(zhM`Lsokt;sMp56ZJx9o+?I|eipACyl@s)eUUx{^3VjvAG3pB_ASUmq3^u z<^36su>aLnV>_8^s5VUy66>|rf~_M;FN(z#xA{F4Wj;gCla+>L#a2flOMUKp5vHDz zi1=wow^|xe-V%j5b#!+lwgM|$-`3?# zZZpu=fUsyCw9)l}?C`@@Dwg`sNtqE05_If<@qKy9xjgz{}*WSz4jMgp1gPBJ?l$>Uq z8HH@n_vxW5hx>lb^?&)CfU|l8yUH|s$7*H{O?b2 zmAi#&m)xu1z^4u$ZfF#|6l>E(w{{Ji7e~Yjywr(*0@_1DGfu*q#A1_Mysb z<7%vru<FXxW z*O{z}K*u788O^Yj;C=zZU*r+V$Lq(qcnNTm{}s_(vHP0?KLWz$;6*LpWyiVUJt7+#OsaEm#^mvMOxV zDv`RqyFE)!HSWDeRP&4(@EimXU)Z$BnkcLX2BsxEjn`p9(x%_K&O)?^!n=<*A4&0T zaM|$#J4QlQo7#cTqJ9wRY?xi4yAtqMFcaNnKe{zL-q!79;@HkqK!&?vQJIWw+MM?N zl~f)c0^ac!dh&VVg*JbkiW`g}${pwY+hCl23u3-X<-vD1OKOy?ZaKR-uvEM}Lsn6g>9`l$8Z{rKg@qZ-a|4&4>G$M~dpdrbn36_s zC&Z~0$KHD98Yl4y#l8i5?ld~tqq}Ok@WFxQV)q`QzxR+S<#u65tLd&5U$;)@p6tS5 ziDzP9a9T_2##kbFL$*~_JRM-6gQS|2>C*&zV=z8*dCRs1HIIl>*HP3brB`s4E z$F>v)rDC^s$9V@-M^k6`m1$D_(1zTNQKM0@n8?{$bu6-;*}CO#EE${Xqmr8#>f#>p^ z*HfOx$7RE<>VT_(b{aeArf~57dFCD5?9VIwmAx?}wIvrLvpLfR(M zB^We3DU0cm=b?>gs2@WUxR#F$<75uP&2R=}>Q0JH=Pul&!d;b-B&&;j#Ius|Se80U6e71oS3KXZ>CIU9%Nq(VM@@DdQ05 zW~F$glUE(wtvcd$GS{mSM^fm$+-+!MYDN+34Y=PHDbpyZhz7 z8kga>H?(M% z6biy>+?9)JFRjlv0-d}ETg`bYyG>g+=igrIO`oeLiBjODj+6TB4`UiUyE8XyaD<}a zAJv{dzb{u22F?i{Dbg)@{#0lcgKBA(XM&dyk=H!oFPlYEN=&k4n~Rk7w|y*&CI{@_ z>04GKdYd&nJCH+6<1T)wS&8IF&~;~KuaZ#U} z*_K9EGssGx6H9GdU0%g%BW5Y1q5wl3 z{~O0)NEnOR7o7l-xnpppG`oYSYwH}Fked~A9>?}uixPfmkv-his<#-FT|QR3L5hwG z#fprxgOeZV zf*vloVB3#V$mfe;$lV+O z%h;x=lME~*u<+j3U+>w1(7_(#ekDk-cl07=1f&4cZv}#61NXiX)Xk4(3@hg8IqcHv z`&f_#@TcCR?_NNI0fVL%0Bpb~;Eo`T{7lWUQlI9F9pc@DYz1Ge&#+Daq#o2A0|}74 z2LOcM8~`VL^nGv;;urhv6%HT(U^{_))P^cTYRTulTCh`bA2EM}lP^d?WPpk@rVJ zV0i0gD5%ii8Hx+VPl)R!0d3`2_JG6tY2SDIM zc=Y{FZdd5r`=EJvPWE-TY_r z3Wn5f{3Qfd=@@$yS7>bGeSXSWmCi+L4sly1dzXcF!B7{JE5O4+kyWk#$MLZXno-`wU+q) z;KV7sao7NlKuRYc)nEJaJ3aj#3DXY#@Kj7iXlbG%SA+4ezd67P|JRm~#U(g=M* z-LmpcD=v4;>ZaG*-dB*0Z$MxVskPzZ<}XW+&DQle0N-B;zHQu^=twC>0#80CPh7CW z)ctG-gbSiLbG(NZd$wOvV+$|1J_ex_m5`doy|fWtm94(^t`jtP^pLj~f2Cw6J_6&A zprFqn3i#<)ta=W+*#!e8`o+HG6S#*QYqIoU)~XkMF8^IS_$*kf3AisjQL z(oI=-X{ia*iE)b8&Pb|O*CQ3Vwq0MTVou_RJ5#yB=x|xx2|z1>@6PTpL{n$BOexZ< z!*Lt+A~(tI%GHqiutstng_M=L~_=aW^eO&d*mSmdGWm-3bm^G3YNA%}^P0(g1! z{%U&Z*)y-N=B;(Zk>cA7rCSqAdroztz;BZ?)kdj6-C0!DnOV4W9E$7{5}^?fKANNT z>3`;DCzwk!)-s5DoZ3*>U4Ur4bj=1&doo2VUtM{f#zUFsf)e}nRqw; z!OOfEm*#XeVx>5BTvOO19^#f9T4^e;3OUu8m)=rkV@uROBW*FDEHiZh`?Rs--rUh1 z*hRIET=f1*UaGU#15-Ix!3bRKkBB4_ji1do@xir=9q_dXTm<-=OIx4K13}mJwC9?r zC2-@U8@!3YLf8I(UimT`cUU`KW7#A5hU~ZAfG$Aw^!B3$#5YF|Sqx|NE=GZtD)j&v zHo8kY1ieiFyDqU^T|NXajCuL3^-g&5FZgg&ATyS{byhmaxJ3}NTN+&`8SK{HrKq+6 zH{UV`?)_N|9 ziyowU?(#cI{{3;3{OsehMsP|lP5JY9$Q5+cq$DrcS|zkRxWPcug3%%DlH7?u^IL<; zF@CWlF?e;5%nKq%exz00IV3~);nA-1(W(@AMAy15VQ;sOcBuDMdRysDXLgj-E?vD@ z9!c#C^LLWUzjTMccqNj;Ni+yBO*-xQFTR9f@sh5~x%f#a@stEo`!0{vO4&;Vs z=`h)ziH)Z=5@V>3f3@+n6L&6F6@c-rzV0Sp_T;cr6gi8Spjw`CHEy~-hg zS*0<(Svmfdp&Z-C9d`dB%T{9=tk_>*0LuI~l#9got{KPL>TVc&olC)X;}J67Ke_LG zr7!l6WES)`T}nr|BB%S2)2os5OAnaz9@u5jO{LePbiE*g`bO?SM(t_hL=Sg7`f?5- ztJ5q_7a#11Co~7$-C~{7=%I$OuQl zL{dq`o9c+iqc%5YOU-1uPF)?Om-s#H&N>Nl(rU~?4yBUf(YwKr3>;HFMzkyYe38^j zxV5I72pv7_@j)3#N;Nc%9)lI)7MWIT9OU1;PvJD^QJw%Nc2w5&uBm$E-)jTQKHDR7 zUer1b5W8R6r#ey?woPnp{d_#Fd!*!s4J97-%4gngPreYl|Ju8UoR4>i$DO9#TAILo zB)M+UY1MT)FLw1{QC`m44s>;xkE4;9jU>9|dT3InsN(Pe-^c6i_tKT!u?>+>t}DU< zwIEDURT}VsrL;_1yBXqIaL=TaQ8I||n_lySgY6kdacZrB?~RA$s})@!Lmg-x9k}?> zh>D*Jwjiao$;I5TY|I%q=nitAmV>tjDONwMeCPBHM zqj|FHx;GnIu=;0=r41rlsE7v@2}{m<~w_Ag{mx>F-^b|43TgUwpA6P*%c zq;r-rVFdwJ2137xf_p%P`W7 zgKVQ^087M1Y%m~U=Q*Ppnk?RJH@_c^_9MsL`XC}dB@z%^J;Y;{uMYJjIJ z!?$pc;?-ZHLuA=KG#S^+*XpVzcrpuP%GhvKTnvugauZK+6g@Aqkh!kzdZlWQkVe~8 zP;2ES#}>^k7qQ+TSS!k+4lf-Qv_Clu30nxZZy8O`B?AI+1+(dGw4rb(Qe9cjeO?i# z1{zzZiVE6EFa%FTRh(tQb1jyAlwJ}Z==<{)&_q72tGnx^`zZzXL)Qva1ImUExVGju zR(H)~mfKHxH7x*DtW{MhCb%ySD*d^0oPJt6k;_ zDtR^OAI8>O+EcEgMN`HC!qsDNn%9VS_?V;_UC2qEpirXS@rR&S$<8WNM^YU#=TmSG zx>L;3g%0nkcI@9Zzzy6voAGZ;^sqT0c6(lu__Y5OOqZbZwSz_TRp@)h1RYsx*7du2 z=%=6RE=o^PK^)xy?RL zcQn`Ve(JJt7D3C!;2!Rh*Q|h=L;US1Wm8H0s;eCQhl(k}1DZ!%XZ((<5j8SZOl`%o zcvxEH(CS!*mVK~pOS=5m@jE7U^?*7bDeyd@)JM|SKUY?C^nGIXICGilY+&gp*is)m z#E)m2F#XCy`HCU@jK+8VXbXH^S_nAbu1S2WEJKJj3l`H)nNch+RL5q*qwB8b!nAJK znL0L&$8l)|8FltxcD6{bMaVr}8H@=<;w{X{q;m`>XZdm!7|%6r&5U-$Jj1oR=5o5i zBOJhSaTX5|HiD|A!qT*`eA6#x`8VA_C=Y0TC<%MT4bWlXY=1Q{&;)o)rK1{d*xCKf zKX3Zi@&>}~`St{1IdZI_jAShhcD2$KIYC6CtWB8Vr!>j$IM>AKbb!rMwW;LX{#@kN z{pY)krKHtRv!B*Kn7;XASz-|rnXgX5Tbnks1TUdUI4FnxZia6|j)_UuJGI7@RVeiu zcAvp~j31-9WkM~fTki=pUgH6jrMf;)Ep}^SVogG#yNKCU#;y8wJs~j(I$SZc0QCBJ zdF5IUd?x>`)+y^l3M$x>hbjxvuk(=A0<-Rvv$rmARU3OpiO&v>L^SxB6o)3)gz*0Uv^?dr)y^I&bPbk^w1 z!u$)jBwC9Ch^12dK~7MWF-_1FQp;jsx-t5FLGyU#rM{1MykDeuW)_YA1N*a^7Z+QtaZDRv=EO9-c0Hm9eM)(ZTN6!at*vOlXMw-Qp+W3vz_L){ukW8i#AHv zAG{Te-9XS;Lk&#YU4`;t=wT@XC6PhpBey2eeABs4P}(3kddbFo8D~j4B|dSvv*OP( zHJ?v4Z(6B+ch-=&NO?25up0cDx)%4*Kjcwk3 z%AY(sZd65?-nMp9DoQ?^)h9eM@!O~nU)@_m219j$?emg5ocLwwv6U-2r5qJ?SC7ze z{7MxfIb=G+VyHTCCJ6$?z)@e-u16+ey?*KvFC5o@4$j44zHep!w20i(o91i0x-N6XU~ z$6)QHY3QVKoIUtFm?mXy{ut*@5;84%R^XfGf1$>eBQfR96AppdIRb(ru3N>+Lk8iz ziF~`#y+L7DDL5S90*n6?LK>0=f7$}`FZAP*!c*rlN_C%9Ob~WtO)C} zgm@Np+es!ZJjE1DjmF*{c|=z2Fr44gryJ_gFe~SSuI@!?qn(TD$V8Q+n&{1sVAq=Q zYr{xEZtFQRSTx*xc(`3B_R(~|hnb2^PefaPs|pCeF@>Iz(=xDR5*Y~2Aq+&`K*1`y zFJZJYR@@oqTyO(grf46!#ty~<2kVQ$DmX?4B`L=tLaiY!EgM6&BamJG*vi5;)JngS zsyS~zs$trS-#JubS7o6m<||}i!O-7h;u*OlTx|botiGqRa%5+_Hb4H9POLNL3<*qq z=sLMI&nd>0pAk<;p)4Zn^Cj@y60-ZBA2Dt5D$o^uno>oxXcDK%b}y zO#iEr=dRz{0WPwiZ4d5O&88_r%-z1Go~4G8-yLp!kbJ;|r3DjY$^$HsR?%wY zgmu7!h{o+B9Te8=eKLA>0ooR5d4-Y`h(=!o%H1&|z6ZtAqJt<-H^Z!Ho^#e=DtN5x zdep^swFbL!gZ3^r@9r3c3~abYbWU<$QzXf}Y3|m9gI!8teDbQr(~36Obb`PLtnqeZ z3g>>DGq>&#zN7f3n2Irr$lY`jh=|7hRLit!rZa3+Xay%5bV6@&WPnviRi$$s)W)@L zh=q4;Zy>=O>Peo{6ul~ETG#Nrx-xmbQ{(_mMiL>jG8W;}q#mAq8w{W1*PH$Eb0o+i zL$hmtP3!7I-v&9#M&>WxtoXWNEpNQC;oG8U>!w8K25Kvc?+|3urE%U>sifL~uuN0k zEK{|6^$|{R4=(J*d|z5D_r0#ku5ghPo(xwGcw`BqN>E=+R|pgudW~84bm|QT=yZS2 zm~`}Co1%D(861AMnjS%J`s)_bqW)?!b<-=|PC9oL_i6g)mUV6|^@Q*BmICFE`0?Z0 zo~eK0P~)3hGUyXPN$V@%3ccRt%3|xiIuJ33^8@o?<)jIzV^6+Hnm5E2`c;+WiuuhD zhD9H~3Zyrjp@LHK64GRhJp@}TPx0kY%?_oEtzgyD75gLN5JANX?LHS@uAdStoD0e? z1?`iKZ{2~nvGOKF{8sOU$kD=4o#ph}6&ecdY1rDHJ*TbRoh<1%0e@aMCp`e-WU85( zhU4u5_*gtYX!-C<7jF|bueuu4#l5d8XhRlY55L9x6aq-4V$-PD%@ufjBd3LU?nLjH zZfK9q52aZNs@fG|ptA{5vX9fTV6sMN8R9V3D(f2s`?J5Y>rUa#2CxG(fQ`KWqAXE> zsm{_8ao^R*<~{h^&NEh#SPD{3UWHb*vXwBe2KLJ6KOi{Md2dDA{1}1A} zwRY)62pI_6?Hh;=mJmr>obaJMSeD%$< zfc_Xp0gFaSRG$2F)l=Pl4|c+6*e{mhUFfB zda`fk2ReQ-%(MXUM|=ujhBZ_HPnQ^Fn_8IimCK&5Di6K!n6Eynv_nrVioUB$RoWeR zqSg4;mrF0JcVg=6ug{(n_U`EQ?X+r=)PqNvND-PV|0QNc$eS}uJ%(suEMZb1*vt&U zYanna8=e#b>qZB~Od~L8<(4%4ToHq(X5*ipG0$%E@rmQ!Tc80Z^AL3;g^h-wq_853 zxB1{yVBBr(R0-qGI8Y<<$x(7b*fnTx!Ps@i!IM*?WwHzMbfN;-mn@P~#=JH6H+#|B z93P~XDc5%r%Gw~-E}Xp4gdWRzHZ?$+$q)pzhf%SG#!T)*C*nPE+3?jYaLt_nAq zPJU2yiLEMz)D*~qU$v)uHy)%`9xr%pIzemq#Ewx1jKSis7I2t^#@EhWt^rZKR1wYi z4r;8e&C2(*WS2liu0~QDGU*QV89GCiyvY<$s*&PV*rBd%;j&SqG&DZVH~b%rol}e` zVS{bkwr$(CZJf4kpSEq=wr$(pr)}HT?YYS$Gs*ujmDE$cSACVe*Is8Y`l-=gV;uTE z(%#<~(gCMz<2S&*^VG++5tjB(m5r5W-4|aiZL4Xc$cfdCH5Cl1(@pGigV+s7Ftify z?{ZADH{q5GpNiHBU-nNf{pIe~NAQPD0T&-5Uw7*OiEm~JC?>3hTR*@%56M^mDIVnf z5Ah%q0|U!{2ZBrlj4Vt{|1lqAWMyGv{r>^s{{hD9097#7K%$HCJg5oo{I5&7t#h%h zll7WqPU2v_t+SJ@CYpW5$kf%%^yPQp}n#h(6+ z)a+E>5HLcr`W_eqV?ERF-4~x&snNa;^ph|UZv~L8Q-yQs{+*BR0*2M;Gd2{Z!#{P1 zdkM&7+X7&!2EYss&rA-FjO-U29{#Zt0yo10z-Z(~&FsemEHKiKcM2p?fyv9mgAsM5je(Oz3sQClfTvcI0)UzaJ-3Ey4)z*IC(yqN_e#zP#^LCfQJg%f zXQ&G9qz-RnMzAZaZ)F12?J zKQ)1A{;udkKf)ioJhI(CxP4OF+@9Q>{)Ue-wTXkdd{v#b>9=6`)9{MW|3%vf&;hiX zo|eYZt^puG4luX4lyDcjYpEO4$Dcgq8^(YC^5EcX50d7q0PwDn4$SYf>!lsFz&JLQO{8L&{`d9Roc!h&qBriNa<&86`E&7D{>_T9nbN`cs+g%KDuKXy6IG@q;oyAv!RDY+hn~WNG=PUinF?{$tcs#T6FZ{5h6|s@YmG;G`Lvx7(U}R=yMBf%m{4H<^ zfPWmz$O7!~z19yP2IdLA0*~GY&dcxD9>~0je=^<=sgLp{{D{5}#1QcX?!W|yLHaE= z1t2!wi%9LK_|6}80bKqK?%+Gb@{R31#PWvi0E{8~6S&InTmsjEfA~XdVDuquX!g?j zgRg49@&W!i2K?#<5(EEu68{-Gi0?t(8q4>-5e(XA{@pq$-f*mT-RFDCPlER2htK)v z8@K@&qxu_=e|7B>*hk^@L=FG*@;hV-zkTBe*yr&0mVE_&BUXHXe+l26>%02<*5$J; z^~%Qo*mu#$=sR`kt@lr(_fr3zQ5w#74ax>MwYV00s_)Pb!SN^jtKensdMtu3_$P*n zn7XvtF2B@Qd~9XtAU_Tt)!y^(^U(vlv3rB-H~3e?*$e#Jz>1fhavzj=?9*SV`OmqX zGW!X9O^xq1KmPQO-RDUm2*e{u#y~Xl}{nro5uam z!7E5auH@f{#(eTkm&2t9-Q8O~>s-z}`Sdq?YX;=%`fWget-TC0D4Lk|;@Y}nIoVgd zsPjC1-%xAd{$h0byXzi^&&0x4v*Jx0kr%Wr%3Ab~I?L!eeLHq&E)& zUc`#ABBj~kFk|4@0AF#>Utxk{#}qSQ{w2t3jKA+Tm{IFNDsGc^Ji2%ohY+V!VNoZW ze;oH{zT73t9e01K2tbhjDmir>ZQPkV@|nYl#AG`SSTd|=D`Dey%NDhb3lDS)M>n}} zeUm*~zH#gNB(tCdJ9j+GtbzXF+Gqn1|T6<;*`cRasH8u zCjigB;t$*C|sdgVg?3OE1VEWe|O;n~F_XDV|logFS! zL9-9yCaq}V-s@twlLo^hd>hMg>)4H-$V!a4#ZLZjJRJ(vn8N}Ki>e)?SGm!O2F1OZ zH?CuP1|L~{1$I6jqJo-TspqMHZ9S`B)3=TRcwa)IG?k-r5q{#e_dwKhTO+G6c-&G) z#XI8VOarp4>L)uZ{hjjA?;-87+TiCrvLNo$Ni;rB_a6odY7UME$^@ zwgzZ=s&V1B-EgB%WCjjx@Ymbw07Jdh-!UAhQAQ0C#VoNa+>3ErXefKp3Up1O6&5w8 zFK4@)1*>*_a|wqNZRU>B`)VTzm!!aH|U` zRTbEKX@--e5iI7YLDK7(USVaI_md?9_D$jhq88WG&>-tP^%|F86`DweX^8`60qCcK z->L=nytb@oSusZE~S{q_!7-Nn5Jgba2I#_C-N zNr{%-roN0rr}aoF_>rySgESQ&8Jm=+pd9B6YkM5xP&zIW3_T?Uv)rtM`u*Ms;SAQ- z`J1shN`k>?=frV}zI6ob-kG-OW-}l$c>uxsR{XA507gszEww9BY0zaH+oHky>9kp) z=>{rwSYmgf{AX8ueG}Q-W=H!6n+QhdCW;|qf)We5mymt}4Jts_KU2v2EJkfy6u=nNDKO~AMTQQ%rNmXM9@Set zl!qxHnz_^in<-CZBnJZ0V}0R2RfS3vH$E%z|7;EyWmu7{i7u#}Z^avlx0SH~vUzyX z58!*!qeNxge6{e2I9EGA)^-{r)-<_w(Z)jZ?GH-|7fI3rNlN$2ynMD4jo%b-!`LmS zJAExZD&dPX?Xn<-*J?w&!Gzh?`XE_tL-SFwYvX)%7-!i_%zEO;Xgy`4+85UAXdgW z8v>bs>%JtKIT@0d6KoARXn6%c<77h?L#eDT$y~s)oM@%sWVGjBR$DK=4c}X3!2p-p zSXb?c)}oJB=(w=g6P}%`%O|ew#9Tsk*s)OQ(w$Knm-3KBojeHvT*2%qu8~8q;6F4Z z)BezBEjx+y8sHnaf;5zSPL!tzjw060Cxhz~cfxW&Xp)MSWR!{4Pd9?w5O>mQzLrMD z2pZ~Md;n8PukVK7NX`#E2+JR2tnV-4j8#`{EBTf=>R(`n%qNq6m;n$55$NR1>SB6n=1yG%iqZ4uv0Z7zNV z%0=htMiOm|fM>DN4XR0uGg)0w$}2)PPka-}Ccv4xed0ts8pF~M@*~!uOxNl`Z-{9> z5VlVn(9r1S`Pf|xb<*_Pjv=ig4h?>|pKrq=GM|QNT0@-h)~F&y@A&WBJ9Nq;Mkr3F zX*kNyBZ_g4&D6>IqFpWkVdc$&4;djnNB*3ng~?b1G&CyZ4B{b=C416O&JcNVhDPGF zQwH7^bAid5A+C-PmxRN@3>6MV6Y)n-DL{zy327e=foIY?qX@h?SD!`w8;1EZ0s+zO z7q<-#eeM+4u^NY^{ktQgxvm2p>#@1Y%kory^n|gq0=u$o;#-GgWeRe%Y3ZTX8?{7K z;KIt`tjg};Z4HqjtwN07F#zkQqzM#WVrq&iu<*oRpEq0`(aLG^S4pOOOoO#^)*MFqF%d(7%G z`q+|pk*{S%7Ey=k$fykiXys1WT}KW;cX;!7^Deum!#&*HmD?SB={_3!QCZho8mgI? zReO1542H+vO{Qvq5Mg4vT%y|!K8p{G0xtHBf1J<3{rbPYBcsFuHS*I$AE|xI1`CYH zn_LC=o`<9E?8lIT5}svEO_Z%@ERl|99teOuejw)@eCgv&j7lDalStDYrAC46u2E9<9)e$%IRhI z*$W2wT63LCIb9&3biS47zh3y~%3-LVBNG5@Y<3I8s;mOgVx{)_VSlkEE+f~mQO}js zv71JQ^4J;UD;$NPs8zsn;r)ofbSyv>>j{$*Hsjm!k6r1=d!{{c;$dld8ZB zlr+g$F**e2X|w>RaJ{9TTH<3yA<;aB8CgT|JRq|E``Eg0JSbZ-KSfN zg|u~EC)!&i^`Oz-u`*c~2`tW*>prIdAv`fU#(aywx&3g=os}<|9lY)5+-P+Os;Fk8 z?F`bX!|#rV@Y71a=+4duVgyi`k=#0pDRR5bS(LbAt{FbC)qk+kdiBmer|o57kau_^ z|C!{VS)d=s9G0kU!dME&_#OaF4~WXx=N~X6*RQ5FaPK?PHUqdRs`ch+edd+kJ0W+wN<0AyGr6?Nr8GOf&Ev^ zI(f|W&XKRe;8sY(cd?{4GgYr0WnsFu4m`L%HGt-I9xF|GkTQC1=hNCbLo2%r_IS_M zq?m|JK-T#b^W9<B+;Ngk?w!pN6Zrx{r5oN~Ki(Q@+Kv|4KvI+rkFB3aKKwYB7?7nhLg8En%a zK_66VHAcQ+J&)Cf(X;d-ja^>=;17+1p5%_<`wV9`=O%CUjzbS21_y{BzOaz9)rI?L zw??=q;5vDqe2ZsExn9R7YdkTg{y&%L&7jgHbAM<65#T9O@kX`XSGM$_ehmwM&rQ*7 zZ0nRSU3(Evt~KPYG8yY?mCnuKqzh?(j-W{>#$cBba;Wu;`goR|+(@n)D=J`?$R*h%&NG7@{47cstn3gaJKgJ;^Ac}7e4+rhtl1&Qi}5SzMR3X=WG6YSm1GYnUro% zy%4DBY!W%W=*HV(GkXxgk4oSZ^zlF;AG}OEWHH^>U8oX&5(AN;&7+%rB@^TN&c#wH z-8||fpXq{26=kn45C74x=sR!+$NkTBhzG-0V0I^E|N0dw=gzcb_Ed zAkAfklLvvSr`^)Y;AM^*+rb7w{_+q;sDq2*6#_$%$K-L{S+#R_g=qEbB3fA^7YP3x;5+x@9)q>F_7jsRmOxaD=Co{GrwyHPnXHwO>Jz+*|#0jpDbIMLkD zUNZAyS5pQNy&}#D1w}&wXdRy~zKz>{=}tSkykngKhl; z51D$_OX=xHC8TIg7r#=#$CwOW`2+R=)jlNtFb!4;t-~?>-7~ob$ofJp>%x5KS=KkG zrDTVtUMSBr@~UxTi@;*cF=ZBonzM!EGcgq&wa@f_7vzh-6^yW%UlwsEZfdoA?3elY zV7=o&>k@;nca6U7y93$L0Yua+`Rgw7Sw`KxiXq{O%&4^`JB@buY<*z_nC{(5UGX>h zsp0DE(f^k3?IhBATi+%8X7NNT`e^bBr=;dfg?-B?XzNK~!gbVV$u*_!${cpo+=jm@ zBQ3j?UEnIQFRZLF*~u4Fq=1Iq*=0rEHOGUYq z4*ycz@Z{0>u_`;0vXcPEc~t}n3WmUh{0gn*Ys{Mr* zuD;U1a3=_FBiALa-Q_Yhq8-V`+|~ZUpPyWS)<@a!c~Cp3d7wn$!+23y!pou%_!0xZ zxi!Mj~-dZ=N`{w*bp|5lY7niZM0YzuUq{;TsZO-a_D=))u` z*ycDObrSC8(_Jhbw3g8=;R9H$tg2ZAqG?A~MG< zFnz&Qt0UGDX=D;Xh)F;g!)qi9kH7{Y9E_O7#~c-U*K3Ctb%Ooo;;oskx@PSPkojH6 z(R3%sj!xT>1NR70!pdn&xNLz*ThuXQ8Y+U^%OmY)FOjS!@uzABCG6>)CQ-F)`GbNP z;p>`euKH2i)e9U|qr9G{uzxE@+;@GT{!UK5T_S-C>gf-6Xw{(bcF2!P*2+4@9C=%6 z#H=3i`4$ibl$C1EIe+&3%}Q!7;#kDU;^&yo{7m1N@+br+!BOLs~xFaaY^ zz}B`fk+gMG8j&8+lJuG|;PaX}m@Cy>suYk%A$n5U(pb_^Ww^+GLhWPEksB4({R~c>sWHXB`rcl56<~*l^$Nq;@-fUP zjO$wdc31L2OanbwaFIj2E%u=e<{K@bxXW&{e|}V)8@ZBK_*c(!?5Mqg-PJ(`o{t_B z9rF}0yaelhe>236jJvE*reEyUrJlGPyv;BvbA$}Ksj|9ybfNx?bBD2K1W4liWdko&1e4CC1|*ONBQm$S!+#WVUN;xWL}Fjj?q}no$F#ig?mD z4XkBrW5S-l^{2oOfwQ-K1DZ6j`;nxH<6b&Ii9dYJoF=V(eC|7VggS_T4W;+|5{idP zZiw@+5Kc^~u2UrGjSz6UMNRE2GezQ%r`9MZXb@}?H31%JbbWH%o#N;s_6WOR!HtXL z%HF!`AG;{&-f?pM`Ivtx(+6A|LRg*E23!3o6fx>0`0}|z!@!6~1dJ9q zUK~@;!1o2dXXP^q>fH^8c7SVU_N*6~!-*&1rC6+Uc0Cnc@Ehwju>HkQnltG1A8~GF z*>@Z`Pf8zOoM!U5bsce&d!F70#-X>D5-`0^+5nH0)Y-`|kX0pg-|cVhb1lfSMBuwa z$J`=5lfc{(>TNaN@1GXjw~eicm+jm9p+ifv&l6+jau!KZ+sD&iV6V+%JzV?;>Xxf&cgd90xanG*97^u;oKS>ND6jI*AX~Y z!oSayRf}Et6M?ae@rb&$*=wxSHUkEw2TLeIiU9=pNcNG8blIt?1qC7@SRA7NIZ-&x zSCRCkN7iJV`8aCElY`~BA(C5d?A)`WiSw*x@n2LB@^s?1lu4(Ws^+)5&XoEo7h4Q@ zmHBPlFq5fpY|$;(Obck$TMyD!SM1=W>>FCI8QK6v=Sn`G6q2y{Q|qIcC1@}4g^2AeK59^sLaqn)u98Rm{f+3(-*YuLa_ z_Bo1~yX^PMJ;OfUKGS`%9nXS?TMK^L|CA)>-}7ya>jYBN{}^tbg5k2GL^W1F=+_gai-6?MiTC0TD02W^aS+pPEDeU_};N8#&5c(+1A z#v-{6EcQ}uKMCoV-|(jd2oTzT zl>MbXutxR5+aY(mSWj1&0*=E=w_fkFC9A!NF z$KS{~fP*ASn(0rTh1euRCq3dmX7YKRx)xC%?0mmK8D6NF#L@@|j07r1m*CVuKqbZ9wqaP(dg)S4f;sq!?7c(86<$aTO)6^U#x z-&y$Ahk=;-K+rX+-+@(lsPoCT9m0RvnHB=94TrAdY=*<4Lk8!jJ(gT)xv^CZ&{i zw_g?qYb*iTJcYW34iJ?XuC-3@0U*2RF}A;Y5*b;@3PS87g@-b;yeNzl>Ihp!Z_1q> z{)e)~T^s^2cpCRMN#0&Rg#uF9?^_#^lque^L~Z+^CKM&_f0NYheg0N{xEOPgsQXaD zN_=R?{*{;|2O}l&uXYF7Gf2Bz@nW-AoTLqThWEk>!hDPwB|H>y*+_u8!DH}l2x8wQ z#1$Lc`;+vTvvLyj^fvg4kfp{W#D;1 zNLEdnAtG9A!Bz4Dkv#0pAwH!L5QqaVB{iI&Q))kd60UD?Q9Slz_)6U7=XsCcvKTmx z?@hpd9b!O8^r+^n(lz0F=J$SrT02O~8x1Kh`mu8iABFg-A#&;4kfcw7v&)bhb1>+r z6DprbWP)g?`Iodpik~y_b7@gmcB&Rj4MyL=>g5W83w2VV(l2B<78~@m^<;h784m8iH!5IstTkJ6j?~EuQ zNu2JD36PTs@K4ht^Y6RWRG}#q$L3a-(&`)(PZlc~FRcWzg@d!R5s1ji9WGp#AJt}= z#bt<*M)t^n)(sH%k+|>8!^!8yA5-N(v9|HgHa~C<61(PP*R1Z%Jg?`Kpq;^)6)ij& zArW$iyBEp7gBI^a3qwG)65S`p7_HVwH1>8jZsU7l3b3P^lZvQU>#Tcu#2ZuWV+889 zZ4x*q7D-x6`qCtVxLOY~nE24YFh1Z>c2&g=>eBrVhI_UVsf}g@PY%+$n$~7a4%)M5 zN=Ft$T{n-i>#EFoag1#*pxox)j~fMW6nH94BtRVzQNebo5jgADFmhCEh6BTGTAL$q zsm~cHP=(DL8pCNtq{x)H#?qYr%Up~`78qP>L37#u$D-iF%?t~@Z$-9=xKyaSV~MZs zOeX+IigR4zhgBloyZ}%k#E|U{3Pi$> zcEVE<5Lu=0D+9sH9*^m|#dYXGE4oFUB|>_IW@TE!YW~JWHrbPk?w`uw?IUJTjH_0$ z9?(ZXK`$`mF2j{nBwx^fzwUc9guym5EGFDPD3-f+Xm;usbD|?D$yqnc2xmb1j5$T3 zl1Lw6b1tGY&#Jc59&f4md&4uBZ$Z0H;V1UYiNdO;6c)2I%Z}%}ptN4+<(1A0zZIU- z)fS09UCiQ3lX%WuR9ZK7otRO|aVzHZEpCD1&76be@7DaDR|eZ%WR!%Qq2a1kp9iD@ z#utGWWBRh!6+v|v%M5}r%LmOEqHi*FvR4Ga6SL%>PfQ}#mW!&3%fFVk0szBrqCFa- zXsBy%TvI0?FC^PY5>=?^EX6~-!sP`2f*dZ$?Yax1mFs-H$W5+Ecw9ABYarj@FhHu0 zT6nEjS}n1;ug4N}oCgr!FUpw@qyFuU6o;0pV7wO1Y_-HFLJE;a*5TGWzB?c} z^*7Q89_^%Ne$H)RjST93gh0-LR{41rA!#JHnh_3Vqtr=ekxJk3YB>g*88;QH(MpTw z5V#;vaE}*}YJD}~`*qaR^15zQ5GZ9$gEte)6;M-qJx@7kfq#(2tmr5HjhBfrxr*RU zuzx4e{d=WaK1#)IDs)r4(u^9Cw~gdfgD^EFfsfMeii^A^GsWHLk!eWyK{pD~Qv*CK#Wr}-uMD||;?bri+S0zT`9KMx4{U4M#?!)yuJ3>=tyqvJTL;be zt;P1A-OUu!5%*$PY)pT3k&(zl0wLR}@fr;)%zmhIQ%`atS%NZsD$dEGih6%L$}Eu# zw^Z*LOus5gc-K7ZHkLt85I>y&Ay6^GYeJLWfI{EKBWHakYjO52rfK8R_$X#1bZPZs z9B#jm7m%~O$zshh%`V;x60gokhYH5BITT5BSc{bGu}51&ir_}1OUTD%W2>ZnM3>Y3 z{zKQ^dC3%t6!xOrRD2}Ogt=^^k!xblS4`6_mB!$+!GJ|O} z2m-^|_?smfTF&u~(rlE{N_Yf5v5#_DfejjRGD~Js2Xb+~)|O3$yz)Fi`;Fy!hk2w= zhy@6;lqtUD^F_1uSDPybasb2?96W9gAYcwo=7(s$0F`2by3Q_h--CCAML~kjIldjs zIHKC(d-lOX@z9lQJ%P<6_D_M97nJQ(|GbH(L5`(46nB^RwQ_#Aesee+{RstwKmFFl zivoCPHt2v=h}0U;z6{|d{Us`D-ZtK+hp*npEu1U_A8-w+PxR~E@iheu4Ea-JyJi>Y zlsqc`*M3*qb}_qB;7lU(cc91o^BA^gz{(rv&^|s<)*UIh!QI)Q(=)8nC$n30f&5;B zoSpH8PW(Qk%oG32RD=%4$G7Th=6MDvF9m)}e*o50QvYIt|p8Vo~MNP&8?in{s zncu=?ElZ!;6_P{@im^FN%obT@pH$~H`{{^ z1(J;K)5D+^L9b=Kx}~N0SiU*Q4(imGZ6dSHN--?cQ7n?4HX918O16;~{~f({UYjXp zAZ(uVT@ecP;pgGVnR>B&crq~$vGQW7DT&8C5A4*UwbxM!7h5`PJArgZL{TZ4%C1#f z_eY&Q+DXVg!4(l2_ryShgFTOU;?w!RXF-F8`e3 z_d&Y;jbi6H6hDq17?4VBTU0q$I_>C-x~jt1`g#Ea~dLun!UotMI90H zXtn6!ajsg9;b>$p$*KXL$PZBunZM(-MH&Xu-s4?qL&wnds)+YHuWOgJVFDu!UXPzfpA3a~~8iKGc7OYut zAv(4pxt$C4wf3kjV6PM@rD-Q?}>KB^=HM zOcB1$j!86*GJGEErA9{*KTr)ULmwJ=85q`yrSEu6#3a(0Fr%>~*La;DedMOgoOkwk zq8D(GAxbea!sW+Mw19jZQVV;gnN}(Zlj$cD3TEUE$`&(<4@!v&lzg57Kqvf3Ngt@3 z(1sbClj@L=6m$oh=J0M0iq0C6rg*vcXk-&(9RM;7UY$f5E^a{iQYKr(&^p~k}Rsswv?m;cWh44xiU4onaY}W3gi91yQOlYR{R^?h2oAAqY+cwVc}O#U)W6ra1BSZl6C6(i zDH|rDm9OKDHTH0X2sm#2yYg$UT_-HL-$QgQ(X+Ya8(T9=O*hjJmi1@v4aTHaW6y@F zEVi?$uemv5j?`gi@*%w@9|nElb3ok^-VA#A^H8r>N6AKS^@cgES-Ex(Kh(FO+AqBX zVG2Uuf0jt5Sc3WxzQ}@22G>Nm7}BQq*2$wm1a;T%4=!9M1V?@dX4|aO@#;Ah)|$nQ zW5lb8vVCSau5NyHSl*3ulbBdXp9V44swpW+wD3a|K9+2ioXXuI*E z)#~iDRM|4-ac)JVTvEw+cE-voOieR7dE=U>4EcDRY(@0-#46RG8yhxSy4oe=5&hJ& zV?J7LIGh;ikVN_h-e6LLi}d39pk&jcA-yrSM>l^LPkg>dn7${j~Q&KLVO)#!|Yxi692Og_W$4wKH7k-YpzwDxyLzt!h zo!mcV;|yc;L0&Y$w4Wi_yCpx*Vyk+SiisyFj#1tk?Y-{5w6uFx6r@97#5zXdzB1$u zmV*`=0I`(fu8%;bV|t#6Zel{U{~VSt82WmfwJ9d<^L+hna%bC^1p zoMbBb;86=v^pGm4+1ZN6Ck0EIWPl;{t)O<~852#q(q7ae!Q`Iv1VkRV6lRYHA?C;-BvTC% z2*`+R$BvC=OzC`|>Y~wBLs2dqAL9a+?e(3Hjp3SDJiBZi7Ts5#@T~B5hf+oHaam8i z{Bhq@h-8!zd$43gc_?>l9&6vyol!Z|3_llL|03{Wk4U}MCG;(Uz+dO7>p<6L%~ zKIc>ReC3*A^YCqH^ZstmaHmfcF0^Bp+Y-DpTX9%ZqKyj8KUJ0#i1q{YEw5v}6am0w zdUH2r6jk^{?$6jg@*Lzwx|S_gYxX=H;SN*!WeoaoEbk?%_ZJRut0KS>jvE0;h>9(f zItq09DyJa7`}d=F6>>LS;=p8e4c{g91LVQneBkoKc#e#-;3Tq|arbo>_H?zklP}W?rqH^C#Nk~eC8LO)HX&HUz zIcuChl$P+eef=12rl20Uv$pm6)HaRt?p12+JVzr}shpjiqhK|brEJW-}mqm`FUifLGtZWmqYHqptNA_<~Sd~#8XRX0cd6@RRjkMT`ku!?WZtR6#rrD+bkEXbT81@)E_J?2yK zBuNAx*D;-av!FJUTZP zdzp3AEf`tv!C*KC!`4q2gE^#tJ=sE|P4<(58EN{nS$aMGa^aYn$IgrXmQ90{BsLi? zchigbqd!G&>)R|`2wNO8jPd?X-5w{V%(ka|1`$5E?@l|NNsVP(h@V)2PowzCh4_iX zrirOn&uuOuyFU7}q(JuT?~|e91>@ZUj@^^6NCZ(kv4nfehrWV=c`4YhgolM$G?;rX%M*}|HKSF}@h%}w1JeU>K`TgvI7xY=-%8i@5*%r_8# zD4w#hiCrNq)t<6WPIPfvScWyGIZFNMHfN8Q$v85qdU85c?c>&xWbd_PpK<$R{8hsW z+~ltq@;v9~iy{1O$wR%q1xD-&EsO0Vk&u?s%lhxmBIkmfp3^A23USwoB^*kOqWx|= z0oxXa#iQa7+V1dxRIY;E#ORcJ6>#Jcv&)!|T{IP;^ zRCQc3JpA=ZBtY4;ING|Tj3YqqM%3yMU5`ghq<2^J0YmCr(Rx~+?rpUx@W+K%N$KkG z%po+asg!fJ?;oQI2+q0dbF&1`Jclw&LWZrn65r)_4R+aV}+ZlWcHC67}5@m*b*V^Q> zkyjJ~_j43x`_DFtPdH5EP9~p+>D}7-9A|fAxJv2vsW*3I&wO<{i=_1oRTgH9oOnVn z2CLq6l=^%k4k(L6=1nc-zE2*Ov+ynKd&W|C9oQezq3Cg^47J#Q|EatdnlP*n-ii>g zX@Z}(8ei;|5Q`K^E-sR(PQPYif>p^;YsMebL=FL%|1F&#?CBL(suPq*L%!NC$-?0Z zvHgU0GkO0bZsPaoX<#5qcaqb7m9%S?!2;ozmxY{$H_hwMsP--0`3c2ny8<9_2mq`CBmY|PS0dQS`E*jlI0<&05(FVq@0Mv7~57v7i#U6o|x=$Gh~Wu85E)i z##xg;Z;q<(dL*%y)M}yJZCkP$s+fKYF^wpd?Nbs3MNTc(I|R=tbUWtEAeN)ZCDBHj zm;$hnNT5_(+keY|WaK?4Qm()@4`Az$u>;dy=kJw7@h&7BiugTjUGug8;hetJ?u4IM zoGEbLBdJS6TnZF>cH(-n3#XRdjB2_(p=)wuv6~D)2LzZoH_7P8pl;?wComABgjH<} zuD#Il*3TD@Lz2;Iw94k)FnP-WO21{|fQmc-@g(NflS8s_D3=ZtV{;##oXj_5NDs{Q z33G9Vl|g_YS~9hm?)HibX{$5(sQ#SL!^bG64o}sBiTpZ=mwDI`4Qk%HnO8|;T+M$) zJ#^H#Ffr^>mhrE)iaTRrPvxeZ*$dFyjH!mkiQCvkRBvNy?%M`wu(lT zQxzvW<%^|J?y=umg@aO8+MY0XE4p%#3ZRob7^$i8GA(#TiT-qD-SFcB_}z3WY~`sV zTb=UyVY8>)7QHDrjY(3zytG#H`x*TkB3GJ=CAk%fB)N+F9jurhYtTEKiKtd51`>g` zj3kvWbKj(QV9o*vOe};VfA}q29@gYyOaU_i7ri|L(BS56f%YLl)fz=@Io{x~74w#* zpRji=XRLnV^M-w(dc0v>64pxi7QcF0c^EhLPoNIM;$qeH>X1oI$g8KIhb~!OUd^d4 zjQ2X_WMHR$-Nnk4Yn@zdv0jHA8%55zVe12Aj(s}S^z8Ou%`y;HyIt14_KSRF$G=2} z2XiV~$8A72)gzTq2>q1V#-&e&W&6aJ-UDXfBvCt591;zC6QtdD0tInWxIIUjt||!1 zdK42C=*_A=+ydoA{?st}*E5U8Q@6+&IHMkM-Oi@+@Ol)ENDqF7Xl~BIg1T`yj0xzC zNAFCZYcaRV@**OL{UAXA0X50WkRj?FO-@F~L2<6LEy_xKPdDY~f=NksmPyGyz#!Jz zuaCKtHtjK;zJe$$kRJk!1Z1UJ^8WUeqAKZ9c^c3His0-*Z`?ePjE>-BQ&x4UU6T`_ zgbGZ%nL1>bzil_4PmQEBvzBr~f%NPlnfy0b_5!m7Q>|9aSw2!(FN0kcK4}k#7@n)r z=&DnI)Zx-5&iE`REe`j#?37}av+1q+xYqq#h}`pQ@se6E)!(JoXxIYE_ugsJtE_m9 z=1WAqUeyN}ygy8biC##vp1E1GYGgkK8(*D)I3CM%Ka@=Y0h~QHui1=FHZE#iE@NuW zLB+bLyyR}0KZy+6Qq%BX#n$+_rRz+hH6K>Kk_i-Hawn^XbT!DcZ5k&JhScC;?a;N* z7Vc+qv-x=G$%epyy!V&AY&{)?b`^<|x5|&+j)oyr~-~+>ZA5qrG$Y|CrfW z*^s?kq?DMlmlj9>rHyXJ=i#P_0)4>kPE?YS$q_j>nb7yq9;S)=3hVK~wiJ8B05W8> zY~)WVnyhiwL@L^NmF)aFdvC@2|TFviL983e5lWXt31f3@Kn`83gig04QY>z$Nj0ca`}yn7QNxV&*WLYNC-`n924vHC$5^^(N^9z zbf%1-M5wcI!6ghFZi80kZ+XKB%=6li?@jYnuM#1J`%Tvj?5mRcKH`V3uM7iE+MF z340=?xCDD0m$9wnr7YP*#n843&rUR1C4xLW3?ZE6nU*)T=3`i)!c|#*ku8Yiw7v1_ z-`lNANiWOYlmGQ=oJ%kOh9YqszKuf;i*=unErZ;gJJ3kmZ*BU?v1fYnjyV45ak%#d zh^D|T`45CM8{>Z;TVr z33NPCw*`xW5C{;E2=W6Tsk+@j&O`+~)GHpzBoyNcoXdfT2GDtPJa5{6djGvtS0#6S zq??(}Ub>r-Q(I4UfO*~jN~FV}fMWK6@1doDP?}+;`~m<31r2-z1qp%J*n}ydz}~RQ z^_fH32=gJ@4t*I=wg?DNu#|!F=R{~haBjzN!2qCu{R$EU7$pS-{o?ZShIT}PGD!p= z4*{D&&F_Hm2zL=k05gdOhBsg>Z~TOA9$tw3kf%Taq$I-bzFon`xP>?K^bv6KK!rF3 zvgWx11R4AQfnb93x_%G?9`b>qj)*7;cF)en;T^^9i8n7z+WrFOC?o;@3P*$5+y$%w zd!@k41G5Nyr4GpTfibuQ;(ak;5L_wbv0;8M(w^Sd8n zH-#4f6b2y`77+meh@cKI1bsc?2~`; zt99~6{;0R$vsUQmCQ4<~pl-)?rWfKT7WWV)*!{;KFZm)yNZua}h!^_yrzAt*8%u{a zjCN`3t+)D|0>K08aPQe%^Z^k67MkxBI+RE?PZvQ;hXU&IHr4WbAlhdd8wM)$lqhaa zj~!-RTH&_W`jiluJKqkGL^GpT7U2=*%Sq3K1H<6MYBfki1dxE8J&ql)W92j%qVKoi zBBd4f+wcGedEJ9RSqJs2na9@;{eO(TL#!}d(4~89+qP}nwr$(zJ+^Jzwr$(C?fZ3Z zy7Lcu(8HSTq-yW%DW2q74n2Hc=2OwpuNUL(%dxE7yi=wYACz#1 zzwSYNox%Cn1hzLs5pCeApAZeNRn9emVqC!RCeBti@rKDQl}xp`$J0q#VV>^z%otJ^ zfVsc~CZ#hLE|nTzoi+MX1}5_rmDTz+q~*3Q`xA`2uxn97Uiw_V;~5k#Bguy zei=GcVJCxF8X|YnNL5$`fRh%Rldda`t=X9BTf$fO_nzLfFtuz(;z5}$7C9?sZ(deO6fv_($pEOG2EXBIV8!;FTJ^7$z4!{P2Q#ckcGp&9TJJvyyc;&k!F; z8>U(cjtL}fs4Ck?R5PU?PJTEO6Fz{YTXySy*Gu#!YmOf|NM@ci?>dB2!?x8jpTmdZ zL1jKjyYwI9il}eqlN|CY}|ptnn*oh(uzhg%{HsK z?<$h4nt#QmlgFy`UqW|Htls`YKKwgQ6^DlCcUV~MeV9B@DOaI=&k5p=tA5_ComP7L zA|{%Ez623-|{zQvmNQOS6OEZPC@FWG(hoVW@!g|^U%W1 zf!xtrEI}tn7t4Z~(fpi}94FnzoJ~yL0ME}rZeuQ>u~J8Y4^qBlXvH0X&qR5mxwDEA z@4*~0AhA++JwP%F{fon4*rNCP43Ut>HCefHv)fz7< z_7JF4dL?|t2Zv+eT!?VD9|?mP zJm?K34E9Ck+SZ3vbXpvt$}rwNj7M@B2NdL9QElW zqR`Vxs@U-gFgdPe<7!adWPfMEPdA4 zS({ld!DbNcUK3l>m=7OkD*PuEi?#XjzO)OuWov^ zehJJaiveYP84vQr0Y| zWvqERyt(_j#@l%=IAxs3u1V%66hVyzL`d2jajvB(>&MxIW`u^mXL6flF=lmds;BsN zl<#Y0w%jZ9FNZbfcg}RPavD%GO$ks&llni~&TzJ4;h5wbp&y)K1ZKOpDg5~hU)y4e zxLW%;(zj_iedhx%Z~x9Lg%tUW^&_2#Ic|5VK&we=0(RbjR?K0NyUITps;OBe)ZPPY zjfPsoUe{#NR2BUP6L|~kJU%?pV)}tRD}&bz^RWyA#sqmtMv#bE6IJzplm9GZjEqp-umf30FWvpNM;9jg_lsZQ^?*GLd ze^ur`_DUb~?7?fu3T73hIqJ)(C|% z>`>f>o*_th`b6kTqKB3(8G*1Kg#X8rc&p($B|yg5y~XW2S*5q#dRy_@eU z&KPHONSMqp(&H&Bbl7-7KCb7O>r+VILZd!T(a8*Yd7R#*vKlAG?HfZuGh7}V{kfo0 z!FQs5@)&Ccrw^KnePPS&2{Na^@43=-w>iAEUL2$3mUeyZCGfvv`>FJKKK>AeB9weh z-UTM<=vb+=Q&07-(3*STv|miG#}19`yGM?fHe8bkwOgOR%8>TC+D^i_nMgXt(ONUD z8^(?(Jxh@^1SR5>cwqQYZh{iqIm^;bl5f1NS~=W-WLP~L&|$JWzSHpVVWyaC9CyP0 zd9gW``K{Iyhg7pO8%jF+guE}@4m`A$AT?i?c}^6N{O30lhE{-gTI4+?hM4BJfnoXP z*cXKncDpHyDSFp_3HFhvFZ(6=A8ah}pL-5Jf4_J=v?FXHiIu`U`ex@NcSdHoU+)?R ze_Va+O?Y*#MnNJ}#(_ec`el<&cZpY9O6QZ8$LjB+%~ui=XJ6(b(nt?ooYS<88a*~I zc>6EtV1CgB`3j6L%x0Ri3&-CVCBP!SszzHHy0d|6J0TAaflha+X#G~rfQ8R@(u<-% zXI(5~pF;M2S_n;{BjxHULfKf9h{#8;`f^0X%^JHg5ZcQCIjF?1* zx-P8@kL6I5Sqz0##t*c2xuwX@z3VdAeKwz8|JkJnIPAAWTd~6PaEu*qH4lOt>&kEV zzuz>tM^07a?(tFx+MUe(7kYE-9;U1%UC}4QLJ3o922gFyloU*AX|12}n2c*wgm-aM zAilc65^@{8lzw-NvYp|9W-2^ldx>(bdY0}EC-2=6G^X-t+iXRAkzt1;25G|t>{N3@ z;pVDn?K?Ml<%URh*e*Kf=B-FRN_Wm-F z-_1@|P6$*k3WKAo!O~D**)Gnk_jp)_*p?s?-L#r+dWjcq)E*m$RCALmHk_IxlSw$^ z*VL#Uw-(EGNFGGiBoEbng08|QeDZ29MAwQXFu76qi)%?E<59AqCc@dS*D5Q^smdv> zPk=^LZ~r?01W$yL_8noQ`lF6@Pdx<`$#t=G{(6h=ZB@1iqt5o%G_ys38EaB>Udo_{ z>rwz(iu38w@a6Ha)q_D>D9{&z&6<*frtoHMxNRbtJCD<&FvlCsP6%YF`V)`lowONB z>x>m<$iJzHn$e`Q=g^5-T`J|nb+xsoM-$1NdtIjQ-S#hFnKT$2KfR6UQq zGo88yGwtV^d}3PD+j-+@L3OtcO{e9~v<1w$wf>UwYe9H^k8o*g z*aAmC6^PaV;a^KL51dC*<_0%0WHaLuUUEY_Z+jz>$75R~HlcUA&3Sw}R!%_0<`%D1 zdNFm+8=I}8!@{0a++?y`1&7B?L8&>F=k5zyU0gIXVU=FxJdo^foiZz)NQe8Y_5Hr6 zOnIdnK1BVH^ko|lPM%bmS^uMkPDff@oB8%p=HvOjB^xSeu#EHr&T1)*?v_?k&|{;` zjdWukyUG_eZ!T#YD#cqt-eBM;L=JOkvrsCmr>?k{c~(3~5nfpQ49 zal^sRz!L6QvAk;To$|mesWLv!&1R_~rh8*!sn)pKK4~lk37z7n1IY+tnE}R~WFg3v z{mCxemCMOIx%%#^x>9U;8}$@O{r+W`k{w~LW+n{}OeB(ClPsT~vvVW~p=%2Pb^%%x znD!T$4!17^*rL_7WvL=L<$heAZJj_E;!C3bl9wwJHRNSyPane1nS$wEgrJ=h*G3d5 zkf#}4m2t_TKS3i&6&hj{X6|&UH(nJ}@L&~|ym&dpVd{G*d8<=y{7{zY5=w@MtcP`| z$s5BXJSQLd1?vOtv%`khCUQeU>XP_pefrB0E%5_%cl%VAm3t+H=+KjlHBx}mPXKZn>R~P3 zHLon+{i%Gq{H|+Ja+7dGul)z{-kaog0{_l*EWb)&Yr=ri$pt#H#8Vw4ib)c2$sDaV zE2)_w+xUBGY8xpjw}PZHxT&U=1?uKy~YYreh zUs4K!nZkk#&k7VTs@^uG4>KXO$4HO8jSLqdFbAi!g>PVW zzGb#B9QXX9jxf$vbpjwVxq-!tJ#X%gC?ahwc`b4?3`37HOLBCXJ&AP2<=dDum{Y!7 zoJUkl5SNjCV>?NZtjAVpHtesHPz#-nN59Zr`bKl4C^areu9C^2{qIiI+KF}W58>>` zjBNE3@dYK&oafs!#NeJb;$S3q5GAk zy#fccPgrl=BdZ0yZqTbvcvTh%wD-c($1u0tDSDPZHCz(8V1_c>JtqhL%^g4NcoB=^=@_P zNkgn|P{KP%b<|7f!*2!bJ(+V?5WShBin|4^7TI6<@Nc&Ca!2c5CMF+jH7b?TNtL9R zJ}4tf_cyVvechN=gzQm9iTncW7Wyy6y}ay6_(baNOq;LV7T5}?24?LI&V&S zYOSYWn8!Y+-+}P#!~ja*D#vFt7C?WJK2(3N$!?hhuBU+^;Uls`bA3#a2fIVxX!@Feo3 zC+Kp1y7I|c@(71_$2F{Bktw4U1tmD^8b^PQ=rRAUoN&xivk*A15;cv$@c6T3f|h8< zo78$n$i?3$OUk#u`tY$Z3U9~h2vVk!*`QzJlb)AH5VyCLu#4K2Wh9of;o$c0>JX-` z2f|m~TZoiH6;JHVij~tLWdbPl$Zp|m-^*lE1ui2=vK`GjA%)E(x8!HE;iL!1ptiB+ zb*tuhZTO|Q1-;TXaM54YoSo%cH&$6~J{4pz{S}_;!#b2{?mZxa7GO(_s_~K78^H^I zWLx4>>s8l+thqBnxxKYSopow0;U6a9u5U8|v)4t5!Kqf`e(O3)dJr<8i<3FF*OtVG zqUrz6xPpDEb<(GDeIT-XU_eBC8}oos1E2;(~rK!%Qe1J!|y{*!Ir;!iGE_Z{>qo5B$>9{v|i_BVxq4jK8`#xJKEDi)Y_Jvp82p^u>y zYsB;4?WhMqPTQKFs$Kn^)&#rEj|HMpsMnK|dy8#H_!!uYt8k{1GD_7Oh}Fzt_69bsm8W7 zn|V0h;E_~M34v1MPrRN7m@c0>S-Ow%LzRZ=OuQB3op?CRyQLy%UN8q@xVu7}P*A&FkjbC4Ku8GonFBZ8 z)vw^74FNPCn2&2fmyT;oIQtK95e-iG>$?aftr-~WhH7H&?&M?y+|lt&xbXVUF$jR3 zV-s*btYb(amx1Em+CTvN5a^2;6CV-W;2gmHF9@69W?l~g1*RWh)uD7Ajmt&ukNk=Yn_n8@SRC`4ejCxYT$hU@iicKJ2T9@ z;=-}8cab0f2;h%sFh>_L;|GE~#5U$5g7EteCx}AA8ZbdR;9u;ST~uIK;m*hQ!EB${ z@t-P~^W-E%Inm+>XsAFJ^3SC_WNhGuQS46G-`orrVZ0thUmr9#2awg9HAHzB^&c?E z_6%@o>2q3OK=^Oa#?bsf2n`_>6%CYs9e@n>+Tg$XC$PRchJ8UmeFoDYfPS?S>iuxc zAT$7W;6pwLA05Ixh5%S6fYA3}djbBn;UFLY6x(R9Ji!}7h$4R#u>po|{;TOz;sZT^ z&J1GSKmhM+S9^OjjE{jth_ifu1%JKzzh7FNlT>Eze=^^9>489t*!RdN03M{lA%K8} zhK>R`^UN5_p6fz+|91J;^z9vh|Ef!3hQrao9Dc-) z&EU7ckuI34y(TAV{!~f%Z>h0IU-#iuBc@!rXWDBjVlmDHQsvw7v)w zFo1p00!+95Y5ln|!<@o4k!I$IZAyi3uZFhes!cI_J=nqM>uXuY$uZr;APG9p9)EIL z9P+E;x+~WQsBQbC)qWKmFRVB76VIhBA=*dPR>zMte{ovSob0lO`0k?H&-J=)4A}`L zz`Pb2T`X89>nFXWPuNa7&fFDa$m@%RyF%Nl+Vy@f-1eH1H9)rmgp8q7TSlLId|bco zST~ebUsIn8DnmyGV^ciAzzes47xCAQ3?j>+XdRu;`K(SOGl8R{fi-@5Erq~6v3OOA zP~#~sD1TKpne};Z%gZNam;7$xMkxy(Yc!CsUarXKqd#(Dim z5fO}X`U}9~)L}f>pQZW7QX56)iMn7ah4*=mbFvL}*3lb`R)cHylD3nhDPBW3&P7q3 zu@wpMp%ejcrWigJfvSJ0oJgIrB-y9! z=8BifRV&e4!DiocqbgFj=Vm>{jvePdcaWQ057kVyib%&I&0yjTya zY&J{o^MxM`09$c_P{+z|lBOz7!R2Agg!hcEQXhA;>i5qcn8u5;5~?6BTu+(?mNaV! z96fri{T`l<=h@o(yMFk74ent}ZPcyou?uwEbBamis(Q+k2Jm6`ic9&=s}gLav`XLx zuQPW=SWs6oOSWziFFWdJvDtQAGc&&o8I09R)U79sTLcQsY;=-Z+0_rSi{}WBI$y8F zqSko_J(;$yj#sX^+s(!vJol8*@7@~qIXU+cL^5_{EX`yTj7Z)$E06^UXPg!Qiq_%@ zK~zR?+MF8OgBsrGE(Ke@DmqX@wn@!mNzIAh)QJ?3d4dl-?#Skl$wV~#G+bOVXWw~v zvy<|qm3BUf$XPVCi^!3Pi?eLQ61^DgtIP5jKABSGqdC{~ZHRuSe%okc^8tai!i;-! zr4K`;@kt8q2Vfn<0RMEV`>@IIy!d*iVcUxss*&%Z^zvi zh3hK+Th-yogSOX~5O03#YxL0)`J{P%0+j#H)c4#qrd0yxBF=*Gs>^;|bd`?!8 z-qfRj*Zn&G&QA2u7CaKCs3^8P)8c;0+i7U7wa;?@)Yr{7Q>NPtN$N~rKahi8EmXG; zfBpB~h9!N3IGkQ&9F=>cS%%#D#4~husYQiMj+mX6funwrxsk2&nm|4ztt`Oa`g$zU zK!w?J<+VN`I;OAPscnS0vEeri%&p_mc%gHyZZiXHxFymi+>+YH1{%~!;2PI-)QvD9 z`1f_?bY>a6mxyL>v2rtWBBUBE9P+36?d@srxA`#&r%-XVXHF?%?z8mGhLq+{nC!f~ zE1{S$>TwvupcOF@;PKEk)dnR~6`^w}c`m8Q`WZjMKU&Vv!0kNz@?ooh1DuMiqiwU4 z4?7!yGC*Z-22OQfO~LuF2IP>+`ZXT>-BL4Am4!mzj0XDJ&sy`42oV(UIYHz{TP|W* z z*G>PI^+0jk@EdRjOaA*vs)B7@yV45@xUs{ylpd^cIgqhxMIf-nbu~ks~AsN*kVT;7~cR$tHnu2$;yoM_b=ErBdWpzyyP*1-fO&+q5t0%P^9juzu&S=}3E^{zXi4~+OUffcgY z^9!n3H19(_p*=jvHadzx7^%OG?iRWsmAI?p6Mm*$I%nr-#M?BK|VcWe#>NvpeSsO zk!jz?^<==x!aSB@H}%u=yVG)9zoJdZU#GegXb8jm^pPY*`rw-aGvZvoNv3S9zD7enE(DVYOV=@AYvg zyPZrleh+ZM&J~QK%l;0xc~*XXAgS>LgsWhIQy zZP4-m_+$T?J@95Iupo`JS)*?ON934S#2$L(8z2`|y>n~uQ}6p;biK_l~#;HVT zN7=u5XrXi3X7K4CaHqZeN7|d-zxRi!B8)cwNjlm2wF2xCzJ;b77n>!!y|S)WL*$v2 z8&7R7+QQyY6it%PU{BrcUh&#F;WX;qF=H3)`2KZn2@(to3#C4rkfQLsTY4V)DhUAU z{l47`@0W}db&7|im9Nn#%{M#Q@Yve$XtrDcwe@!zVQu6J$GVr_Y}d}M`qWy8FJbt< zIF4|+eM1vFO7TaD@PB&c!D8C7hvZqf)HE5ancW&kxiR#-b`?lwEx)bk1pkiek@fJ53z0GGr}uv0g?2wruX$Uu{wlZ_iSEb`dcNVTd6c)7{cl z!nl!JTv=h_vCz|VHe4C9k46-9hU(__@trm2YhJSD;iOApa=>sG_W7MT1uI`-o=bgn z8mKN~y^_4O_vU1Ry2>9dd0dB%)d^MG=Pu0g1~H*4M&G@+w}*>lE^}{mrNTf$oBQ=* zyq9A{d)JHcH4frBXc?74cQe*(DwVTcex`qX_E-^^LJv$>K@+6sE}3CwedQ~P2GpiI zctgq)5OOo4*sI*0$so*h-fid5B+fT(fAnl9SLdD(w2+ix;4P?b5Wp(VlSkH4xHEbX zp??S_Vi8Z28G~Ru)qmDZnD+To~h(L-z zX-Z5Kt&oX|TZFHv?*h{hC%ne}kdez#K07X~`9h*hPOD!bhMl8V zjdceLd|J5`-G1_KIx{zal6bn`Kr8f0y6>(Z4NYG|nw1zjfWx{OzpgRs&5^Jjf97Qz zV2pd{y_pVXWLMkKW3sW&5HJQVW@bZOf(f^#6r~8(4v!-kZnl~jBA=VL_u)|iqt>{c zeG?Z?t3)cc7In@eWuPY%ChzeK4G_Yrna-70D> zBp$g*qUFJXY_-Kr+Ixj$A}>*uTxu86oE|ChC`;}M+J}STF=(?}Vl>p`Ezn)SLldSA zcunnY0sa~gKIx47E-fEBDFFYnUDC#M(B2X{lB_(SMpc|DPZ)C(jy1;?%N44)Rp1Ux z+Vz{pL7N=RUW)o%cTsOjfrknz9c_C(ezD$&!ND7;rYVo~QBgGEW?%JKI$5$>Q_13f zJj;CK#&Kei`5I1SBN=kp(GW)-7v>7x@^kna6}H+V4v+?e$vPxNcYdD&mPZ*SWSO{C z(-EB4eM%|BI3k)n2ybsb*l7S0wnJ_LlFa4E&IwZw%{Q|*eY8IGv zAeRE2dM?Y-iod|If)qcPx+3dGe6jpX@tF`W?!fe)Tx*rE>WfgZGw91of8SXCq04b% zOL*V9aMg#A?6=fVIS`~h{^K8>Zk!rA{;8#fX3w_+kW?xl8hOymtc z(5;<*XN^VD$h5ww%{Pt_jR)E|iB#teAWN1-nFDm&s?w^paHn@-IQ-{DQBNAq11FeQBBGbcu{{zGq%x-W%sb*mN#W zQ?unRyBQYsO{ON5YwYVbI?-u-dLM?_N_d0n`5F3ED62UzPpKkbi(l=iWraO2aqC$V zN2aT$ikNXqGBwwS#cfX?rtMXXg+NU%8H3{CIA0kNlpNHu_431dOZeAqC`4;GMPI=$y!L!iRo)(j1r*FX zjIaIC8gAV^D{Dd)XDA)lsUJ6(Rc;@Y7gAoop?R*(yZ@@qsJ)ks@2;5GKl|!YLVdLA zbosGV7^|2O^}O+k?_t@g6d>ciN^Z|b@Ab0upTEnkrD2p~0>)@aji;}#YJ>1)6draP-K0Z z)P?;<{!VE!(CuV6SE=btjg0g=gXUrQlAJ*UM8x zs5RE{#-;WLUNsKyt<<$@)vipX(a+Ybk3T!k>~q38h2H4)3)Wv?ie=x3*j9(B`(yID zDc!Q%DsArckgeArXZ1^l7|n*0X5kEJ^c2=v7`Arp?uXY7A-@g zruMiE@Jr=ReMFfETIpw);jmQFm@wTM7H}!9v~wqPt1Q71Z`#PGQEq=gdVtD&_GGi8 zs&qVbSN%b#d10|SbYqHp$OW26P|w85-Fg??XO!?;blBvtK|5J6$BbU~uDvS#73A3U zJ3#{w8IskDrBPk&SS01Pa#HCb{FuL}K4H&dOxqq@F~`P|a~-jE zdk9jpzMZm`iQur!$3fWt3jt<8j5GGCF1pMK5k65sq{gzg@nd5uq}}7Z&1pV!7{&Q_ z^zXW(f!8a}X?pS$ZI!xqIWmHKO_wj5?&#G%+2z25WBN?f(~L@C(SN5H*6)CN{Eu@G zuc|Xynd47V6-ijhv*Kxsu(FPM@KK@AoEcf6sKT%JCrz9Ay9551f2X1*L+WSKqwY+Z zWgtrRuBR&kYWtnGi$6=X!vu&Mvu4^oFKX80q)*pIxj zJGz{UpUExt$oltI#IzKw|4F`-Zw;@fE-XPagfEBOUl!WlT&+F%;FCHi9rz7HQ0?p! zraqpmPRP4aw)d#M9kN1hT;rZEihR{H)3_y@#%zF%z$_O>)E1=PGttVDL59a%&9&hm zfl3oYPs|~n?uz+)z1lLs^JYv)3tjE3QEk3@uO!iAGGtHec(yR>ciZXD8X2X7w_ZkW zuY5DiMC&Cqu`d16a^mc_Sb;~HksQ4hRf|Cz3ZJv{Zj0KNO_Z8EJV~)Ec>XX;mATpqj zl#lY;kzfbedqnlr@bZ&jj)fe{K_@BoE4+nPJXgrLX?nbG@jkKyAoJF62WJm|tFmb8 zHtB*U?T%~2^-SNJpe)9?Mj)i5p(kYdTzD1@RKaO7Ag^0nC~WMBYD$Dk;IOArzn*fK ziQv1s%G)$7i|j1B?r4?K73qGXQ}wD!9-R6Qg!Xzy4)xbv#Y}Hpx64$7&4q^mzVMU( zInVsxkR9v)4cW0U{!e7b$nbxv|B39_8Q9qVpOKvls7mtPD;+J8(jqGa1r?)zJ~wc zkN`&%?yCqDcP-MBn9=%X`t$&S_Ok#KH8m{<_AUTW*(tEVzz6|8396ZwVf%u3LYE5M-K0EPhg!NM>AbO`>* zkjV_dGq{Et{_c}Wh*y(Cz=G}ra=^fd8r)-YfPh4T?X!cYTU-IcC@Ku&H}2vG671h? z0EmQ${{8>Rj^RIKhkz07A{>CQ%Mgs*j|dh91jG6q+@Pl+2mk^2@t-V^QNoAsKUrW< z5YBz@UQQ4I7S$*Kf?t2%kzv0D22>Q{X#akn7|Mq#nE#|ZA_8l17B))2h{E@!JZ@-c z;KSH0?cG1dwS-F-ZVG zIXA#1s2kdc>h3Z&=npQ+59ks3{hKJEB7pcef`WfKG0LC#K@^~;0H6j7+~wU@AMl@! zVt6DF0RsctK7eZ=A;qsUF1#@AU-d&;T&O3Y%|DNu2%vv`et&*lacSrv5&yjZ!hXN} zL{(~Do>^t>|1#e97*$n^(fidUWY7pms40OFP*dW8B&4N*zyCBxAwa&i!0!1wHX+1G z1YYIa-i<%i$MF0?3GUZ$*a82lP5%v7p+Ozn z__G%W1P%Fzf%=X8#r@Y$u(x07{wTDt5o`hch&I5(z6!K?{?e5&Ap?%KzgR0{K@Z|` zg6w-EG^7*+FsbhWLk!q-bQB|yp}?F!iBovH*C{Ip3?QrE;eJ0~?R!muegBdBU!bnT zK75RBI{&bIkFRg%y)Fm_q{k_9qeLYD1T5IcQh>t~5;982d(;tZB%qhi8k2wF3_uYh zWdQfgpTIZ?7LodERCHhn1LlOh2MXfXb@TQrC={RwjsOLJumFHWb_^hJPuTC`zy>&2 zG3O>4!_;BpSa7(mO@1Nm!_E@&)$x6J}@JM2FR%gQN{>}}N-=z?p)tPq#(gcWOxLDgkCyW?k!ozI`*wSQm$3@B{TIK|ZMgQ+lE(JJM$W_wheMv_E^Y5lD@p^R;AR_IZn*nk6kLTTl7?fWtUXv}HxU+e)N!SwC z%cRX`D5^4i*C|VfHnGX8)LwGg@q?60*N+Vz{#RWJb1QQPG*}H+l~FSfKwZ|BHhjH} zuM?(~ASi3&FcKkFA{80A(cA1c-$G zy6{}l-|1}DWMlYSJ~lkN*I0%{V*{ve)-Z6Cc{;RTI+~`aVn$j~fh<0#iJ{*v5;o9S z5fm&sMD+)YjW2CWIQr_ZZzt#tDeRON3?bzx&Ue&lVysy@ z4p&jLrm2CzD!l>7K4{Bq9!8%nT=;Z8_PIG1y#JBQiX=%-*EXm@Do2o4XM zQ^^?52UM#ps!qvX^|v*7GJgHnK1#d8^M8-4e;<|uhpx+6ek@BdqY0^O6e0( zB{1V+R?CA?)s{QdpCJg-d!pS-_mU-cCWMd#Mqfsw^vK76Q)!i z7nXnx5nsLsyh(}AKVa`-U)LCgMVgw{c45G0vK3h}FJe|T8eUq?tHke*(Ke5*U^+eZ zJom|2iE)vXO4=XH=rznePh15?N=r<`F-t0`-ippdamCQmH9G}gs$b}S&?_&kE`nB{zt_}ux%R7T z5AV&32R^v2*zfvf7bkJ$qEuv%LNS(V?*b&FZ#8r+2BxWT<+;Q$PSx%}y7JvjX}gjV z$LwDy0>W_$R-fM@$VR^QEXT&F*cY*K>icB6)k}|-P0ystqc*CF+FR|g0REcO5*+W} zpE8iQV!S}>@@2UAga^ChXU%ddPG~Z+5Nagl91~vfIO zQUO8BSjs8OzrLP_{xEA1zd@JF15I^<4%R1!uo>Ih_k>J_=kO9wI1(4<%9nZi?m~we zheg?<#(ls~iFaa5J1fnc7V54^u`nIra|OATfkxsrw^O_9A-}yT+N-2`|C6rNjMWc6 z<~bQ^!IN1AyIynx|Nj^}rzXvU1&fw#ciFaW+qP{RU1pbUv&*(^+x*JrbWFrd%)@<{ z{0Ao@Urz3|*EWUuI_l7RdEXabyVc=gpu$+~(Sxx;`|R0(@e*|2SSe2~6K!n;_Ze6h zHX(dEAjY^Orr|?2e=K5Og}2Xy2Z_T#LlVx(9jU*h6V@Wh;hSONH|OUXABhjg?iQr4 z5Au-L{Y!QN3$Mp@&H{_VePpTpEmTDQSM0Lr8vT_$By%J~ z82i066Znp=K`O0zQ2YX~G(d1x(#}RJilVE6+lJ1SjX7HOvAqnqpNo0SzvB>kji^^=HaIaw$#h2cU5{! zn~KS)UN7q|0I5}2=Z}`mo(UWTWZ}Si5sProVcr2|N3Vp(g9Bx**8cwK3(B9G{E@h zQa6vcr7`%Y^JB`P41qe`_*=h!T^dLK5y`ydh|fBWzo&$*51AOOIu43aMn!}Mlh~s{u;2H9!oOcvBVNIZ`PjeW1QCW^xn}I zv(u1DBCp$>*vIvoepg%!7>~B5O~F$upGhxBqA!vYHP)XxeITXZJ#wiN#So_DzuA(@i1hlW@nVjX-#h7(f*`$O{T-(bml)! z!91C_9;pP(p)sP6J!d+(Sl+`?dMi>_FT8PgS+|)BaNB{#Xb#)!!kBr9kgJFghsU_XDBFxf=D~EM=j!)}T8n=TD>-=E}i**W_$Fek1 zdMOg5zAY5l)@TpZe<^%q5%SBQl2#l-J;@A`3F?$a<*sXJHTdoL4Mb3?&v#?xRFVaX zZ`g%4dcq4ignPtum4O;Crs{V)^k=ge7X3q6+kr5tl7?X#$%jS!1g+lxRAk7H5W9U4 z{Tke1H_FhXNCV&~H?0A|B>Rl3*in!Qb!5 zsDM61hEoNnA6bpMQ~&8*&tCEQUL+HYP1ksNAzGvMS3u#~_wDSA(znF_)kh@=Bu-5E zqLdzFnsJRrA=UT&`l{ynBXt(8D7zLz$p;%se9eFrZ96C>waUsJjWtSvc>Q~Z8u^8C@Un72Ac^rZEylsM zW3(a^bHN~JElYELDp|{#Qupi~Dh-6FsIh&Wl4dg5#NA*2Zg5d6&iWv)*18G|E!7eF z!ttB0J-Rl|zurOK1y+*{Z}84GE6+pxs?S|SDCof=ZEIIf2CHLs_w)GQ7S1nX^E%_jjPwhyGK>gA* zqMcT41!Ixe%u6t6ylQHKf^=6INpo6OHUdi1%~KzLAN?zZ@olRvFjqd#BPh%erq=4O zQ(^L-+;v{+&I{PL8UA)+_MeVD7V4LeNe&QYX?Ov4NmIJ2L2=DCj+62M#y_y&%or@( zFeYn-gC!+mSoOSRVtZ>zG0boCcDmW9mb~QqLbbONt7}HYDrLc>DLaJ1P7udQ=jqeQ zR%1tRA+oFMp+d{z7i|%BXyJ>+WfQnFL;EA-_pRvd`n&nvs!tbm39g^1#eUW0GF-}b|D>awGCv&H<~LtI+3Ki?;Y-WCQr-ygNY4`gB_-!~RDTc}ZQ zy;0mX-@{+~TNZ*@GR~`Oi#=I~}FC~HubEI69;J>up7aX*y zPMcd1&%UIDH(=Z>_}&s02YVwkQlaUu|%9i023_(M)&uTe-l+EX=d%-5S48o%I0w>bjg8 zG=(ed7}WY+-2N~lSLI|A^!*QFhuA&$6uGdZt>C|!=5f|C6k00yIJQ$f-5N2S;5OG? z5iHh-Z!|>5AiQlx>#B?iSjJGKGIYvw9rkDk*E1b?c6NnHNrzOYsCdxj%+AK>Wm+lE z{KuwIJ`&&9{|(j+yYo*4htj)CvRPaerPul%;x{CosV`xXGLX#)>Dwq+efH=`@c7`TVQmQgRd;Wiza! znob3mV2QU&taj)hkDO>ELBlh2W<*j!PLw?w#{J^F&s8mfeATD$Y(3h;`o&oi?+MBTw(^ ztaGTmAet3t*1RaghTs&ia`tj!G zX~{z8K&PNEFllqsdL7TiU)+b4@|%B;FLfcPG&%ywJ|xms$pYxr@seC3QFPNoeFfPg z<#9u1wTLqB7oE#RGYuOc*YQF>Wc$_1m4ug$d1!{*sO)W26~*NS+E|x%Q>a2XxkX1`uU%XM=d)7CMdiUuxV$RD)>D7q)TC5p#{nsSh zZC7h5C+T5RlDSa#i3syFHbqUlhjksJ5KtLSIML-x6aTyfmHP%T!%iYK_YP%*VrSV= z=zOf1;6;BoF4Ws=YTn}tQO4q z$?pJrL(QZ2Qr?_id((Sr3dgq~*f3!IJ<_Kmdj?RYyQN4Y3vL;4@w9EizjNHy=0gILo>lQW<@ru?aK|{kzsj^u|VU+0YAb zu(z@WhHc$Vs9H&XR=61Mj1@8ba+wb;s)Zk0&x%ML&6+AVtNd2E;Q&k5Dd$1)vmq|2 z7rhfNEPnB6I49>m(v*ALQq=|0RkC(B-sVm|?%D(Y9FU$HsL$4#AoUp(L`Ew0@AK_- z=l%?b?IV zYc8jF{y=?AIFo_iYBJ}zH4q-fNCqW-kLi+D+jB`#9|6Cc4;!W9?^~J@bzE}4TJ?oi z$7F12qmEa>Qp0p-1EaS2o)!9xo155eVtfDzX2)a#V8xJ z8}W90pCF|YRkKIqQwjsAggt1)y{Dkc&a;`t=d$657P$aMNxX5l?k9oO zFbBiM3^SIT>=MN(4FnVD2(MalvR3H6kvJ<23on_Ok6K^C?N-g{nlUUq&0 zYHoBIR~%*2!qD0AJ_^Vk$yGg$+|ex;;CCZ*KGxyu7WV^nsXy-$q5jxO_rGj&TR+ z_6y4Vs{*3fLppnJAzPk9&4q&W6Sl1eloZ^I4n)KjnB7nU zNl-;87WNwY6i8FJIslap&uDJcQ^rH)Z&ArI$-csQDv+3#UEr}vc)$xJXh(3)J|jKW z+MP%IR_`J&ej~_`Hp0abSa6?_X76PZWM^<-{OR@Z*UK@tU_L%lUH}me7-)J03v2TZ&BIrv2b{!;K!m+_Yk^u@3pmrd^TtS}eU7Ry7u8?m|uYfE9pW6qg zFm6y={7s;@AUnbM08M^I84o0&>kEkchqtoBUStdghCXb#-=NikErw7l0Sy9~LhJ$i zqaPmNJ|Oycyc6-5eGeZmH!0^u1Jwmc5_LawKe|k+pB z`>E1H_1zN`WZgpD0}%*x{meT5px*zK-S29B{}YDpMxkxv;{Cj8eG`8Me5T49O4RlK zil1-`5s(k!essbh{E=Y;`(o?3Ahh|LwfN($wwD^eNC;c+r^-rE2ZR~lXW-5#i+ly$ zumUm|f0#@-{P$IMJ*7h zV5K)aRzVTU@ciFPY3P&ZYP=-U-rxsk$_nAEfH8!li%|aUC{mwEygv|5InByVG&%}| z=|fg)5N{150)m2ZAl z)#V}W&-}WH!_PnfJ_6DhD%enFUJ%Hz$d!$-Hhq<8o~NTf!7*wdfG3V~m~l%r-*tBZ zAu*|qdw(`II|-2fj_lPe-88B3ICo|!I&x^(a*%~hCC+ZJ8fkB6;tPS$Z<^ zBGTObRRS(Bw2^wXmo$SJuaY69?u?LDbhG$tQyN7!kD7i0fH0SVi95~!nqTO^gj?K-wHx^VarMV;=5mG6{Y-L&+~ z1kc>&K0aX~h-K1r12XzAV15+sA`ffDPi-TseR8I>R3-nIbS@*EKnmFFC*2j8N>hJZ z^LnLPA=d_@Uv;K~lHfva%I>h)DI$hu@c&+tChRV`?Wy?&_m@;~pWXSZ{s0*k~iI&&5wZ5*NTwYOet7UFch{CQC$S4D+Qdf{;H{03?AT~E* zysRZi4f!O4mCr#*Mo@a`H!#N7E8w)N)c@)U5d&BkY|V;LGXi3+pN1>$+r82F;n^+7w?qi=@TT+l=Bv-YbqJg$m-Z%aUl^Z-V&moz< z(ZXrkj7@*%HiHmg#rtM62ni= z1U?3!A)pDUA36SzpPQp{mU==_;x#7l@NS_4W-4IL3@PJ1BrYdN%n^GwjYjFzSYX3g z{#=c!;&ctSxq~vMqQD@1AQU-7&behjnQ8x;gg?x~_Zrq;Olw3hLo>Yk3_5c;3EJjb zuvmE!v4w)KF61?A<^z^g)_&lZ1`44`7;QgkusyXYjV$VJwTl|#gDqT@_FhRTl}2f~ z9nYsPtA(Wc=;kniBK&Q_#i-jCDBEll&4p6{Gnw|5-DVB;zv=pOYYwc|+rxKp<+BmM za~2u?MG^e(&`9d5v&O`;yyC*k*jO>sK_|tfBc!}_b9uj&`S!zEtw$BecP&>uiqYfk zZh1B8TGss*oba~H8PAod1rqb%alqF>&oi^G-_}+C2*5$0mHylMuetWTVz!Mg=|2zt zE4{uUE1uQZjPTTRWQ(2lPAVCqq3dzRpcP zkCv9@bZ5$Td+v-6sFVt>AFng=&;I;$^FN2v!Ci?U7M^wfUh3;2YQr=p%#G1@1trzJk>)|t;ZoP)nkaP4A zs4{BWN^RC}ypi=Cz0XLJdsTB+R$7ipGX1;Z1+tXr)xXNW71Mp8z`KO^G6>l^sGp9H zmug@c1cU!;lYlex?PkiveJ4uvmro8Ty zktKasEj-5oSZuHjnI>`2M7||~6TI)gZCJB4rWL{#4Dnd!aB*dS&vM+~9%k81$}N`# z6#-Kj`#*ry6mDHSl(PFwTZ%u#v5&TAuSOO1xCGjp0JYHGFo~7B8=&~3bL@6Q38uO7 z0DN5T5L&e+iktggaAP!5L4SKOblC_{QQQx;nb{{os0S?D>Hh9HWN#6)XfZ=4{YATu z!BPR!F!*DceO9?7owalXj#QKD4rmbpGykq`tZsdxuh0xqj_bBa@Uo!}&QW<*vZxZ; zSG{by9-FJJg*37+Ufxvw6R2uN-?{Bm|9pzrtYpB=6-tfRdn&-}t@F@I<4OIRk*%<` z3uPJI{#4cTV##L~J|_3p*_t=oR{%v|9Wta$Ys2N(9c(E(M-@vY`mD1I^!J7>C)~s& z#q|4VMFelCpUz2d20SrA$coh~l_a}OPO2g<5a3jHD>&qJV+-HE*_tk@>c#1aN`Wf^ z=eyxt0}RJ#gr)W5X)NLwO-ASC3nJ+)mg1oBQ&P0&N6g;D3?hSDxn=W>}z=A$8PF|nbBaCN~dRCoI!^>y~OkIT~#E5A`R9pfk(dgOz- zR_wF4AnaGPt+mi8Z{b&S9N=sHF4LRo{LLnQod#Jcm$NwD_}EI=Ms;j^tNy8M4YH6BCkmtvSN; zSbRtsq9V~I=}70btk`zJiyhXVTHw$_m6o>SU@$i+=A^wQt^B7*V~w`a_?&Esk}?!x z>-V3K1+^_S$>4&8CJv;07C*G|F=6mc+n*bywMmEdmALkA6m+vOWs z&kW}~eIr{!#t`QnrUzR)qI5I>Qbp^)aJh;8rhE0{)0e8L2h4_(+)*A;6_q(j&|s`; zUfVfg)x2rJ4AK<@Jo@nqe;$h9XB-M&^|5Hex(OzN^H!HbfSNrS_v`s)N|=1TjU)>M zNj&xPg^<9ixXdF1%^&>kY*ns2Cn4gY0b|!HNkXG*%HmWY1*2#R z-eu`4XM3gBcJH5~p!Dl-Rn%5>E_ol-!wWg|6|10 zUOa5~@_B6@%s_qg^c(w72=T#I}tL2DsmatM|$!`L{Yk zBWYnKa4&$14P$K+xe)_37nAQ{e{&Y2FSta{hwQS1Nif zoJbSaVR-Q?AJOL@PAs!e+X{WKs~MQJ)H0sob?) zVl+6lt*vT9%+5x%YvviTZMR{~ka#S)!Eyv#vZnfQJp7j`Ng(Xi%>#nT=(1 zsok+xV}KUz5q$k-5m>7Glm_zlx0v*ACB_$vXW)tuXoM2&wU#BEt#GvFL`#-eiqra& z(s!uY25j!6E)Po-$43NCEV!sqF=&9qGp0f9Qr-wJ60aW=A%?Dljuq|ia9KpFPB@LL z=`wjrE+C27)n~tZW+p#aH+}=6?Fu3k!ynQc7BZ)_q~?$Dx$s%ybO0GOSpy9XG01lR zDPG6aU={Tn3Vv=4Px%|T#EPCaH!~TNO^Fw_RT0%pA29j(nf;R;Ehe&*XZ;tZYJY zY$k(0L7-o}8@e=7hE=Jd(~jmsTX*pRzCzQRslhAZT$o~WNh;n-Hr-9mFeJ}~7+r_M z8nWTd7J{V>><>LT87#D8&&pwL#?O%HBN885LT`3=Ip#D`5$31(RuS6AccEw0{h_~F zzriXcv$^!HWFVv>UQ)IfR7$S zn!`{UGAEm<^nR48T`Lh zG!JgcTF95})*eqD9u2#WOJMhl&-EI1)pWle2wFu4+*#*@C=GQgNJ7kk@@bl?X$SY1 ze@5H~$<$=TUn!%EwgafLpi_~KXFJtIGf*Q9(bT>6E$ks=w(+Wc%m{EhBME$6~eiCW2H)X+a!af1slm#5$;`mwp4E4vO) z*nwTWR9;5IDi{sHhcM@`*xv$ zpm|DS(Slbhw+ecdJMq@Z8^u2g-QDs92J<3y#ng5xkpk;pFFG*d)U9`9!(iWNv_~%O z=1=m+-8;Il1S@pcjskUgBkjkhcZz85wl}VHDEL^e)QMP#)6wu3UmWNJSZ+j@xeULJ zono4b6;DdH(u#cZS2)bS0y}`_Y+}QMI|}k%;`J0j_;vm|h!_ZWQqCbIf4+AA>KMg1 zAg)?Od#vrX@)S@k&W!c_BhKb;GfCKd6eW*D+UfK58QW@4LhNZlbsW2@#aP)xelnR$ zOLi_xadgMr{QVVPvrfV)L02}h`WxO7GMa3L83~~-kls4zR|B#p(LuguU75JIANia6 z-^xE^1Yc|z;;aogTOlR;?g$CgxGOTcDy>Y}KQ8Wg3YF~+M9Hs-B6m1PLz7G5>z^~S zx}dW%S_1efJ{h@jPwS7MpQsza8h46@PLKdi?lqFF2NB|9mApVaT!!{VGh8m3-LX15 zwBt3f*y)OcWgMx2A%q<0NUy96#LCW&uF;ws4g<}o6(0s1_de%vl+o(rDn+K4^ z*=kIdL%=48<{Muc7LmtP9MEs}1t7KQflFx$Jd`9ebRi4IiqhWvB@LZlhhqKHr0$h> z^z)rh3XQSQyr6E)lnBJko~`>SpqvgfRh+lFiDr-;D5(iY9)npe;H5K}vc;3}@+XPc*l`4P*$4X0y57faQ_1yW!eVH(hXf{PciHSOtltL^#v2p^ zwZvyewv|`%U8;-JwF;|0xhJfiPdN}|Vy7t7N{a=3PTps0%$v;Gvl+#+lT!xo!c2

s+NDGqUBW75J76O|F%B zm6Iifb_wGkqF+WtBSYXGagna0i1-WY<^oFdd+3H6eCS;jZOnI@x&;Am_R15|+~wjW zwE7RRKxn6%=N%`}g@e&u4;vpfl&i@VQeH=n^>hAzED+>gd>4$+yelX_a920LM|9Gu z2gcsAd)l`0hxgxV!L{!hPH$yYS7$jWBujR=^>Vsz9fQ+X&e>^a z0h+`Tb8t2g6L6E=D$8SS0bxC41Bu(p=@#c6yE5=ov#l2PZ2*Wnp*8G6WWYf520Ipi zM5XgrB~Km@I(YHNS~3cbmLezrI9JvO{QIit>oJW8$t+#oPy5(=&7G24Q@IzGf zW-IVF@Zj2#NKk6MZ6z>DblpX2+{PhNcs+$gpYM}La-?Uou9xc85c2yjV0~&j4aF+6 zB1wJET=w7XLuT!1Q^XQHt-+KI%U)qZeA#iOidRx>4zq19R$HERt(St!xAeI$oO~BL z_v-Ae^`N??bkQ=bg14^|B856Qfq~P|OJWGO-3svchl4`pu8SP;zaTK4T+>wk*^LTm zJaQw_A_2H#TvTPs>`M=m9BIeA=g!ieeK;oVLOF>q=UU~ZzH&zFaev>40u^BtyqqQK z;ny1Ti4>?kUhN>DWgFpTumrZCtRxG|y`ovw-x4K7)hU^jo=Q5llT0Z>VaY6t5LL8J zakNejrd6}-6~^25Ph-@m`H$-o zU<7wK-)D0~677GuyEVoJ8ofJm)nfrG`V>IzLa@f@+2H((f|MCE+Z#-I-&G}9>4D5oc|DQ)U7vc^x}N5t z6iR`VjP)|#U+4JAzU!RN0R#EoXCMc`Vvu~GTxWbf`6d3c zc$ykQ=6ie}^quMq5QkSCasisOx(D-mQ#UR6ikzCESxYi2i znSOAk)Q+TStIFl_5Y&j9dN*#8s;sd_fmW0NeWRV&j54HXuiU=$fFRJh62&G&$CVe4F zD>oAO^78d6{7n^?-0wm9MoAmdJDMAW$3Rh!z-VM_9=HTbhbNN{;$^ut;k!%;+-lUgPKn|_ zsP0~p_3A-DpqQKu#zh`~ZQ4`wehJud^iX1)A%RJ?$4*W#-6(jImFe~zbPCVS)obJ+ zIy@U^)1`{3k})p*`X~(yF6VX?Tk~b15fksMKo{knGc5R$UsUE7vKg|%c)n+cXQZn`69jYovwEHa3O7V)nCkT4;@n17Pfz*e4!%E?|*-Z#Oii_*YhA z@>DfTJZ3>qs|+1KF`OE%yYWtI&}V7W6t$40#(vxjpSIh{<1%0F#oo4iKHU``I+cK4 z9LCnSQ|vSq%i}9@0S0& zEem=h@9MSlVFO=J#uu&QS(E6db~BnZInOyFY3*T4U{2nCxiR$=*_CU#<$(6H}gp)t%i**tb|woQoP!u z_yB`1_ zYYW1F046S!F@f#k@FGDixrB)vGN5IG;)GKLdB0=iDk{F2X=J|(rTLfEQqYlwj2-Tg zwm!VQb|YoToZNH8%+AHqp#m}I5FL`uTrEqzSP^nUiDg9*G4ZVit8F*_^~7I?1>W%dSk@dK(^1Clu{<&M56R;hTJ>hViKZXVP^TIUy*tA52f92x+ zG{y_M!hgzR?e?Cv6HC5mQywKFrdNpgAKT9s?DFxFY_ke zHd;b;(HCaPkbWWJ?lSl>SW~-binapV>)@gyr(ubU zlDm>z;C&GX>sd?}8#x_KysE+wcFEWU#PMF6#Vi#6p)BSLhE8|Z%(aU^NhRGVI?%s` z1lxl==iRNloj>!oHUyQLcFB1{3~N&v}zKW;%4g$aidwh9*EyYO-&++j;uJ(iGCdjsLs zx;&0b%f#|^+4(r|(RuSygEuLqS!}gWnE-e6$E|76$BUffiuM8XwTz1YzyA~E>@L<2 zq42`8Yp7%h#fEm5N;1;tWj1HYA;^hEl81_pXIQJZETu@qvRYL^(LoKJP-xwZ9wugl zZ|^#&SC02o{mA&H_axg zDsXp`lK3JQRoO*8u_S?4sP0T+PVWO@`)AHWqKH#^R3&=h&FBts5x9?~>!?uJR=mk> zAcmIrf(w}*V|Zsv)6l|awlG0n!2ahPz&T+6(3}<1S|sf7nu8Dp`1j1X?F`L1-!-n1 zxOPKcKi|vfqw_+hwHE1b*#4MLy=Cu&WlH5;n}@Nt9u7{TgsYxzG_~*3rvF;ewH)@w z2CJI*0*AM@p;G0og`SVA(n>B zv{@+!hWsH8l5nLAue;_B#hufL`NLmcsv+bf-1iF+MK5v@jW#QPJtFYGomk-6h1r)x z+UH7a0dF%Et%#*H0bx~a+Hx{8f@yX=y)R7`M|x>u+pv_;<2X$X6R>=`R?gnOd`0-! z>p8-Cj6+3YGIanGo8F1|6mUG=xTtDH?UEBE$Y?qeZ(Y9X)u>ft*Q25EEvMqp6put0lf}F7_yBARXS-C4nN*ZXu@CjY$y|j~ z)yM!U&MEEHk;99}!g1Ajuu^f>*4XrFEA&QG$jk7Jr4OtV+2s71 z6+sxeP&@A}e_HVf$kySjDdhOfz*LpbmPx~@Z8RIes8b9M1yl4B<}_(dVsg%I`iYV5 zH7nd>6{rXedJ*tO$+6c=guBq$4&u4_yf7jVFsE!%QlGp1g*L+%-uKWCFzNaS`+p*n zxc(EF#L3C_KP(b6Armtb%m1z#|6eqTiG_uU>%Z9~7zS}GTURq@LI!bLBUdv~GZP0> zGZ=n;7#CM(Gb1|~&yCm)aK-FR6uKDH?7bO5M~{D}6&S*UqD{onBiP1K#?j+t4}nP1 z(dTH(u zNLIEQPF9xo_UOo(5EEyw7jS!oEl6RJ(2X}s0H;KeUq6{8H??*gOX=VMnc&n6%-9H$ z&gGfT<&~ZeL@O)1^+UeFa|bjOvn^;2lc%Vg)BB7!lPjF{#7{&6VrLdwNUU2!JjllKpvkpzwHWA(~7O{0z?388j2vUj~8_YZK%rbp%KOL9r2x>u0jS+Tr@Z{t67N z>zA!ysUXj3E0P8eOFrtJom*gK6RzMqu;mLw!&WbpYhW)2WZzWZXP#?-#E(2!!w1dU z+S1a_O8?pns;LDqBjh>|a1@F&96dh0E076KSi-rwNBiLTvpw&VJoOEHKKz z1kfQzXuzclyBi2s8z&2Ah^@bk>1WP~UDhyQN)%vc7vxSqbK84~3d#j6xBI-Ebayk@ z+|uaL`tZ%c47r|>@snzFa?w}*56*H0myZ6L_G0P(F=+(q09wmPPjA!I0uqz}nj2h7 zyn6w$&PC|!&7SI=cEI-S#=F7;I&okQ>>>Pzn?iQAHrC@H?HwG!JU)Fd-t9u=X8baQ zV0Hse2ci>nzx^={U;&-}3EiF9g+2nFGxN3)Fb7(^Sq;d2+~uB{+L;-7Ab2;Bm?|%+ zt)VUv{AfM;;S>|S;se@wv<33UP*(@yp`i#2$pYQ`*wspo5em?_lPGS=Y3B?4Fc|Iu zEcC*38V_!8fwqW-2G5HR#f9@6j{_+0wNd2+N`f(6L zsbyymc&qppd;NKhwG(2`4Pe=MUs*o3gE#{0lJ{Q+RAlxAz}NE5!5vwD^y*t-9=2*B zwKV>Hn-vevCKJRLWFbq4t~fU6zGG;7zu{^GUI$LO$`R^yzyRW7L0$ZL-3gmqdIvl^ z`rC~6>h`s+zulk@17rcy{)oR|c_91N#>dxCbI)s%G}qRFccvT`Eg>FXt0IA8;M||- z9f$%s+}3gF3he20vj_BXFtz;jwGtVBl00m#F>m|;@4~pfmL+r4 z4sPmMTY$29yp2wLwmun{+!8$KC^>AxH2j$0r0*tkeF5*9a{i#+s<$-8);As#{BFhl zG4-`U6vuoKsPc(+`~vNPcKd*A=$hyI4s z1j-y>U|7q#htOFD59t0Nj=7QV<>(iX=_$()m%Hh{dYpa&{>7frK~Cd1crMQA)duNi zCy{-jZ5jHy{!!cv%wA2W)c!SpI?kwX=3R&9Zv|sx*l;V_){}=67pO01xqG@kFG13W z-GJVu62?0_p8~5@0rWM~t*}tk)9dR->uRLn)f*;)v0vdE#xKsN&5&;z$Gc1FgCCAI z5}JF92fxt{IkELLO{;xCdHa|Mz77Zjhpj#!m6do zBH9jdI2H3+^iIj}JkDn{m+TUpA&$w{5Pwk)seq^Jaq;}$4BPC~cCyhi-_6TkpiSP$ z`wh>kvAC8Oxbg{@PL|W#+hnA$XgX0JaL?fbd-j7lmeWVu#zyG8-7l@F1+~ozwPp(b zOL7<9v1geMgZ&OBwQSM8m_7(DkHZP!M6b=W%f~8~DO%#{m)kaMUKfm)^*06YcKO1e zQ|Q0&TNt_Uz|p%Iiz1VJIlntFa^w(e!#cOY;NGIfV zS4C-^JVHffato&Qtew!>EcGc?pNM!<(ojc_k{zNmTLYo{&g;ZGF7Ci~IxnCEfwibuneB#(dbW_EW7#cl?Q^Y=8lHM2OvY0lKm{+LAa!pG~b zNIpVomlsc_E?-K-jNVnuP=mL)b{7t*W84{}Ib6meKa$g52E5%e*~wb8=va)q44IUZ zchFb6GYTdN%X0WXL(wLI)Hv1I<)$TP<@1S-zwES<_!l*LY`l8+NA=%&5tBQZsYbQk zb#D8|^xtg<`dr;s`##XdhTBc@uJpLOQIDkeonxbfEaH2cWrwtLBx$B0hAR#WT`RHI zeKVQJg_q18p$+OqMlmkE-(s$FNp8|+;e@ckOtS@CmEVNyh)#o_&bFZVdF}?NBbjp) zyC2j|l_55cNR9a?kHF9!pbaP=qUk3EsHzIbneKf(^3iKs|HeS8RLdH?)Jbzp3#oTl zuB&mQ>p9aF`g~&fFzg((&W?CoJ*fGVR0CR3(ZVkaxo^c{Cs%Q-cx?A-anaaTA@u+_ zbW{D}@>!=faMLR_50g+<=a=9xh1UL-j<;nR-|#NbBL7YJ5YB-^$s9!rN*PKRW-5LQ zmY)c5qL-``K>eVU_syl~j$#)F?_v-{zoL2O9L{Z#x}lOdYLJmJ%l)=^ zge0G8K$Ub@Dg37&y}OKTf!I5?m6(T}0M|o1I+C zM{i9{2yh&^_EnQ6D=VPIkn&Ot8a*Qlbl|3SJ8I7#JKp{KMLUOFw;af0o-Y?MYj9Czs?rKFoUS1M%=IH2JnhH%|4 z9Y+`#_f~Gd#I(7;akYn{(;>~U_fklBy&ZJ;@h4MQL`45;76HD+=O3xTEz2uG%nQ&% zj%_%0zb*Ky9-1ZY(!hC2q~FfzVmOXzdqpfsp*-W$7dbDYqc1|-GeRN4)U6pCm4%<$ z2DZ*qX%K6lnn-QYB?^Jv&`qaj0(b@gROAG}5No^l!r(pi(+`g$xS`fWDuZ|fBn6ji zM{$2if!R&=Q75{pb$P-cAwK(KSmd9)(`FwVi)L{f1$6mlKh}1@j0=px4qE07oetMc zq?dYcT?yh5A;6?&_KRiqEin1tk!44OK{L#3$D52zW9SbH&?O#YcqJU{PhT#wxMmWol3k?8a@Esj(-`68K{rlbXq8^fo zi)VK^=WQCxM)_aty;F4W-IgsHXT`R&V%xTDn=7_$YsFfzZQHhO+sVndYggTBcYn8? zI;WkNb6dTn{ab#ov(Mf~?{kdt%%nZhc`ZIanJk^7ezahI9O2T2e={oeL_etm8I|C=UvceOQsN|?U$b132(2h6omzp9oEQ}z|jOYa1>i4~ghh~~@pXr~Rm#D%SgMd=VmiM1qU^g>3Wi zAlP|G`I4fdaLtUoqJR$9I6~LdCle6prye{EGUFc!iNY2_(}6hw#}Z$jVlHb%_w&1N z)09Fiu+)W_S7d*NGBJ=BI%VjsEG`X6C_w-M$VO4OUV;o!iQ}~&To(RbQhonDM)0kh zEeD*B^I8uHhz*+%Oym~FA7i&seF8$!;H4ncbrMsh(-X_*AR-fgK2h8l& zica&wuaTV{Hfw}q*}`vI7xNSl+}Pg3(HiN+qH;9kv4U%h_J!6H0&4(EM6$$LNmOJg z6&;b&l83%Z@n;IRfiS37GiF>c#*x*N>g+ysP)E9&|9-_>(+Fx$Txlksc2%U-Hk(=~t)5X|JjVn7IWod*_$R@>w(VAl z0bR&iL$alQMyxozmJ%=aa9)q&c3a#W1!j=q5+ERA?fnTov<8*+xkOoR_nQl#*m&ts zsmXL#x9wy7$fQ7IF_cGXWzm~0s$0&_nn{j?t+Su&B{?Uu;$o_0>K+-U8tN(gV#H}3 zhB>=_SDT;eal+m3+@Nt1I>+0~>YtJTV^s>>+rwi4)&pz!`s+$t@2hBJ+Q%1-bI z&agM<(wLTztcgWX)jQL@yn@JeZPwRg@Fm(jO2iUDhW-vo7BmH=*KpdaC%4fy%}XDE21$F*8fcuIY`+QZ z*{;)v&1TZRZXJPHw}}6I*=kdBmVBRq*I*lbDmh}3z?D=_>Zm(s{w+FYM#IwCM~-n! z0S*qtZ4Q~D_xy~av%jn&p8=y3O$^<4c4=Jg8qXT}ncIGaFrdM0jbSxC^yk-@EzWC< z>~9SD0aO#a7QU}$ZMN;&(Z1uHtWd=35jEueCQGufRc|Hy(><#=*e-}r-8**y0C~fN zUU~U?-$Uxg=JK#suGlzVki^qkE-h!5(l{eR31cg+o6a(LlkDk9Anout#PUv4)xgr} zGzIYBHA9{|t#mP!``lviYL$o8ShCj=dNa8myFM1075@ac5??7Ou&!0motG%ROlS$qCt^ zW3c~Gi5)kBZNjP@74!#(813+SPR>o48G8GgvcGkU@@#=wb*2Gm$LY=C$uj}Na^7Q=@#nbKP@F* z0^3~0tFu3e6g&nY>1B?5sZ@d(@L*Z`N4xQ30dyR@@abOjJ>ElC@o%pO~F`SWSYFUWKwlc;?A z^Gc|Gfl6*JM^8o1!mDQfb|G?(q!+l)fs%w^oSyNB%06Q4NN2Jk9L8KbKIKlmI0!Aa zgH__n`!WTL+Iu9TitIt*k3255q_Vcs3S%AtPqqBBUk9?Kzcn+qN-*Hg=fpyF7YJgA zuQ_l?!*KOnV=`X+jcuRo%dToi*-O<0&@+^TIU8uP|D#opzN2W_ZG@x6bDS(GMx9eV zyYx%1S-@PNq73NTg)ug=f};4Jb*M&}X`YS@87DK<_@{j?{bU9iT4~QSB^1RR$K%ttJw)sLNHnV7zJ` zV|nYj(jWjYwkqC3_jNl-MS&cXO0k_4|-5 z!cT10KWCmXf-AA(>)?D0G3u;>O6nq-)ZrYctlAO$5@C&@w9#J}XX@n2e=N+}?H^LK0$cXo#!**4`A%i2M8Kby-5ge%!AS~fQ{pzd0?$s-sXDa@Lhi0u1GYt z4!CO2*+C^T#Uj$`j$|J{7eq~ie!>uLb)+&H4$KZ7DB2i3p zj(gg!FHlagL`-uw$-V7NpjfRuA(4ok@Kd(N059|pM!j7;=Xmsb+@g1ekZ?E)Fd4rS zAmBByd5=9uNb%6H;KG0_8WWx`d& z2ju_F(;V3=Pk;Idaq)Z|j%wq3g2icfK5nV~6V$SCn%@&8DjWn@vA;D;jwfoGg@T(d zo*ubmg{YP))uEkD;7EXI2gjs21H1n!|Kuz&p{oM>-7VI9HdTp=HX_~P+{%D9oxH<_ zwF39omj4xx4ZrJ1+B7%b9#Ylpju_eVXS@GxF0?V8)`NbJjyu0#6`Zp&UVV-UJu*t3 zWpnPFnX3hggxtpqaac!nVWNWH7>+Pc2KH~2j3H`F9{WHh^jhP_chl4@l|Obh;HX#m zEW4z6?wb8;t6_k8;|EjO#`z?Z>G-06tvp;fZ3w-avr>y6S!Ubw=*sdH1Ksf-hV+N3 z0K6+Dqh5EG)_Y?b2f&WfG{pOj&@m;-?3Q*p>`?6j0zcu(ip{XA2v0+?$g}YlW{n=OhRRSowg^~JgsC*n7V9i{I*9z?$;#^6Ahne#91 z!ePGTCo7$~%eMBp-+G0@>*UO$8lk0HMP{2TH^X-;t4R#M7E>lGjuMSz>QiYjru5%3 z=6mL`8j!xOUcWeI0+_a;$eALzHIq8qZNbcDt_8c< z!zdhdc(e>4y`|F^Lf{WJ7j{LQH(ytnd9#%)IqC!%N?%{_!z_Ol^OoShb6xN&L_YU% zon*WllXTczUq*OLF#yJYnLmqPnQ?C@6y5g9I0l$}+mh_hW;BjkLFi!e%nU4@lF$re zQ#zrqHEK}cOk|LLN=z||($3J<_7MtTSn4X|=%h@?%cWV4{EqF7F|vN90GSpXEhgKK z=OrU|;YPoAWiUkqsc zls*O9ZH}-yznx^;k_>}lnG?X3ASReVHy6KN1tZ7kS66QfuBLPpQkjpDX0wINFzM4| z2Tzar6D=ye8J_+5GdXOfEpp@M$GUiBMHA(7xWi4uZH5smbPh)Bo!6+FI~Wgl?u$A1 zD0r2Mn4=B&Yc10hP2?T(o6zyki6w2Z|Wq_(eIZLjij#^PZ2-b%>dLk8#|IVedhN=;T{CAc%^Bh zRG=(q3hvTvuosJcF{*_0pXHJaRApC@I~PQERgW09y#30WTV9w9aoW*yOoip3Fn-^q zV(XwQ!X!_?Y1)QztJ&8`peHko&?l**;{N>r!~LqMll4m!p5G z6D6ekE&Dy|9;H~BucTy56S@SXSWjq;jIihtU%x&y9*%2*Wm}2DLR)yu*}?lrM7pe! z836E)Vgx3p039lV{60z763|*;m}0|*{vLazdiEG6brq)I0Io!a8j*g|n($YYSWM!2 z8O?Q%Yxj)7k#EbE*Gq%R+nE8D@V#u1AIn4h!m_L9`epY`wY9fn5#|Fbj3@ouu9ui5 z!il_vOQ@qU?8r<++n5YEkpu5zNDyF1beeNzLGSd zLE|_;hH#+a_`e)2jzKqO-vN0`3qIN2i2KqtjA11+)EY7K=JV=RLP5sv8f1)l418DG zbakK$IBqeMqIR5kYY|XpRnlc>9wlFjg87Ev>H-_W9rXiU^GtVE$xdLdcoLWHZ1(`7 zE8zhIoE>=jddU;wg&`7e!&volHrhv>w@Yta1~zD!{2 zO0>9<^#KJy#E}Ct&TVE#841ht?o@39?Q-W6rYcB>(=xFJmP1%qY);%07}|kzX^qFM zKNLqKejy-0mblt-e&HUcT!irIR!@zg9prKHbF36{4C_*ksNj(CA043Nc>WY_O}}fkz`(sgWMP*0FQ} ziOveD-oHlc_r$Loybs$Lih+j3m{Y^P0;5|SD)1W1N5)9J#ke6{PX-*L^^|&)iIB{p z=-}p&9)4irgtt=WOC-dIsMvVPA?t8Ok|K%svjr5Tbn=URiGNVN(QJ<_capEOo8}tt zIi~|-q*R>o737EC>Rz>GwFvC`lcd@vW`d6nGQe^mG!q9ILq;Ajo#?=W0KU}0!$wUM zTB(E}O}$)n6L8CDXO=xQ&F)|?fY%A;Hr*IRlH7RT;T%7CL*lxo@VY>eNgzZu(va^d z?}5Bfy_XgDrv3zPd9#VF4Y~nM-NZ&ETRD(g z9Ff!MH&Dd)*?Kc5Bn?Y@Rh363NFy3V(|2Pn*0{-2I;@KR#A@nCy|cv@^@pVL_n~v@ zMkNaFhWDzWvht`^6o;MeG{uP*4@@WZL>58j+)GN&m;RXlZ9giceu*+t1&uqj0-5Y- zF%+A8Zin!Awdd)yEE4EfY)NP;4m8%MLa3Bf#?TY74c>xDOmp|DbBDza?1y%y-qGBJ zvSdlP##V|wEab-sW1onuqc>&2CvAc6P0USBWTb0$gKa{o-_q~PxVSbCbmgk$de}5NjT@!$YIf z&#vziW)zHPpF$zqwLr2X&U4#HNY$Ub719RM>Be^$Z#U_SP2MY zO#kQ;xJn3unt15gT_6mE57vo1u{mdUA=b%_b_A+=$q8GyEC|!hZCuYEHrh9s_dL!aZW@sianFZjj#C&MhmZ_AT=3g&C44 zOi!7TUi2J9qjWag-tqgR&@WU_8Xazr7-;G=ox4$z&YPzlKDzQR$L)aQz(7F0j#C2@ zF{0=bjIK%bGxrM>+*HhtcqKZeWy;aeG<@P6pf8X9p=r-*jdz&)Pz@Q}9|@cvBmBlup$n zCpVJwk&9LqBl@z8T!R8!p5%%eN|+_xQ~X0Nb-X%qoV(FAN@>n5cyQ@l|M)~Z^iJHD z72_U2`4NKW;t0Y9Z6fW&z1pp}^uig%>eKvX<9CuBjUy6oh*nQVCYO$qU0PL2y$XA| z9^wd{DsRsbVz}=GfbIQms;F?S;|;9Nfw0xrp_L9=*u_)RQo+$)wzws1?XGPBBCYL$ z8Vy+@QgWwZJ+Y4h`;fnd#$&8WE=Hi+=zUq$PnXWZSdI}U?2WxB$X}w9HjF9)iPbhl zYvX)Q=Y}A2n=?KwG#^g+x1(Czg(Iv|y1mvbQW$h&!CQ)mX z_m{qow6Dy|qR209*v1-U|&Zz0fos#1+R*%6N>=ffy3S~1w?)vCak~#}>|s#lKa>N?4-KowdSfiS+FF)D zg=Lx=GV4CJIw88b32es)4)&BQXCtEHpnQOQ9iuD z^AbWjl!f|K%zf%87h@jG{xy;@KebpxR(HEE>WmtI9bCY48y*OM7$fERh-UVjWH zwv0LMsrgZ0)4k9Nl?8T>p8={rMqBcn6lsID(=G;-;10Yj(aq6Um(Le5i4uST`DHI@ z`bhBiB(Szo!Z<_tyy<(-O^o>=&$e>XgmOkV%p20bPP$eBBePHC6t1*jI~3SOr^UF9 zs8T6~SJ@-YpiEgPUsK^_2plAgg%3x_a3by#2%;%X>*Grw>bX@pF?IUXtZ32}FYI0_NW$)nbL z$>Ewi0i$)?7aI0IerfDJLvc{$g@mSAaMD+>n0k3T8TnJ!gLuPL_C;iEsXCiA`3L$F z%?_bXC?5P4+gpaP9+T9Z6ze!E+H)*4P)kzMX_Ekn$eyt7J`q`N6YB!n(*xcTn^+Db zF*U&=@Qk~JJ2YAqF(R%*V#nl9qoUd}DSmrwd-&rRqQE+2majg@uS?sHHhOSDt5WHn zDL}jbcJl#Rels&Z%f^F6()RShQIXnl`_7b_#%&Z&M-RRDC;0X*O|n|Km~jKHvH103 zr~?-JGy~BVa{spF813Q+@%kJW3wLBwOc@ff9Zj`+h8ld+4WdnC#Zn*+%-5+@;S#d< zd7ws@RG^A7%URi9`DZV!hE~p%?X*}0AwRSck~6X88sBR~e2}rZR7M~)pV2y#JEy!2 z*3~6|!<-V~vXfUb=Yx9`R(~k z;6dxHc$qNN1mOO4^12%%J)>fWLI^wyPZ_xg&l)AMK_<7Y!(oO|*c#ryxuZn5v0f4F zf;W#R$U&OW*m`D*42t5kafE>1nJ~5ISsw$^(~uM1nI=OhAO#N9C(fd7;9)3 z=2p*difpP}epAT3!;vx`dK$4*VU3^ zl`jbCvGr-8ba&=dc!N-@zlt1Xa!h(zi5`(Bt}8y(hZ_vVX`#(ToL#F#3;SHiXKUa{ z-m7y7C$EG9uWDeHRF%^t2kt(c2u3ivyQ;@*W~}pW^4U1_$sG0$bQqePoI0P_-c4H6 zMwZdWk)NzlbC_puGFk5qtgE990&+oj-M82h68cb?w7D7jWQf^z#u0Aj?B~e3cq`=x zFuM*Vn^O#TawLq1A#o3Ic}s6FO_hm4Q`N_=mRoy0JairSm|oMeEC04J;Y#umh9UfX z5zr~7T*ZQj8Yn=2bsb{mU;z>Dj&#>q#a6;N_d8&>0y67uKEw}4$@z*=H#pNDAD&Zo zgbiA)hKpav+@#VE-=-Jt7`N*5GPV*;NsN z@e*irlqmoLck9oNJ}AjcgF8WMBLFg88AZX8p%&6S*Od@!B9!#bg>ZccbMyC>lJ{0r ze>e0Vss+@oB_3heJrX#u?Vl|vm`|ylQ08mJp`q~D`?Vz8d`}W~umz3t)%j)5Oh)-* z*2IJQKgx13;YvB&bVOah9{1vXA`sYBa1K^eQgSYA{n3$e58A2?ul8Ug#DyIha2L4- zn*og{Ba<6}X$NiW+=!G{aw%#z9}if>rQCMfNjBilh<4c~yM8m~?6+_17{%uW6WNE`7@n?vX1nwOktC26dO1$Ot&a8JfV2?L9Pq09&6T7Xtghyx)g{ z7P#U5UH7ateO%cX*-XPsbVLF-1e$;5fv(!Bc)ugVU?zi%FM$a>5s`6RQ!dxhs zgAl=;G*&gMQ9QNATkA!vBz;W&qsaD}Z6$`Cazc2LH0qB;2cE3S;r(uzw)1P9g93}F zz8Ri|$(1A>#h9Px79SLO{HsDNMCpiH(IKIH9CfWao$qnpiqa?qXBU2dB^fVB<{o)5 zP}UOVdBP2Boe+jl(o7hI~+0dJP5}En=P3D zFNR|7=r%@JzdhRRpH(d^R;By%qx?!iHL2P34CIVCdR*GL$Ov!4dw7!8WW#NXNuV4v z?+s>eGUw}hw#@<>bmuza_Ud9e-0@Ykg|~QGluAMUGv!1V=Z+V>(Uaa0<|g9>QJ>#V zUDwFWLPX;#O4OnN~X6l0)- zlBZ^;p;l;XePj5=AgAq!GDd%jrxjb^yoGmoV;rq=!qjjitml_O7fuu0$uSpDnz+8A zvq}{%-}o*J(Z2LDdAfnQ0*(Gv$NGiO@3yMWKD>7LtfA*OX5qVrErAmn8DVnB6g$|R;i#1ESIq5{{D2)VS zi_kD(0TCM`u2Ex?2$4c(4lXGch7J+#Zz`+o-?ok2b|UCa$2XJr%={SNdhpHLD3!&2 zA^$EU6B!@DAf`JmgDLS0UyoCy6^#ZQa=J1Vum&v6D(gqM{kXQ;g7Yay11+_&@^okd z!FofMf-8zgmj_Xfx6rW);zfJ0{2j0q3(n*D3rl-H;R#iZM)Jh=PinT85pw(r^?Or- zGMsCp9c9@&!vw)1iy#@T)&n~ZU*B#$1<>;-3i=?_jvNpmgBJ5c8tJkgd$#PY_=om; zAgY$R63%n&fi{>=j0y}Y!|7vTU>|W_Nd!OjS|+X|3z&PdpDL3U!=G>h^|ItfGOet% zO99a|B%ZD7N{^f>Wg0yGwqJ4SY!oLC+&o#4r!IMr<=>Oh3*X|A69dbU9jCh6L&HO! zT_}2N4OEf4f2d40f(G`o;7&$i`)3xG&WO%Iya6AsrW3W0J8{hQ4zZA(gP4aslQ`v& z?H{%<^2a+lbx(=LUE_`o3zNm6UlIKP1qjp69cYP>*1t^E&H2fBq*ovnWnBAs}PzC8jl53ITPJ3|P_3L1pn(Y|a zqs$EvYv#j-U%%dxQ;rVltn z3dN|pBhts&hJ(TTa~^Hev%*U}Dz}Zq5J_W^#U&!E&9gzpYPdEZ#x9ZryC>1>kxK=< z*Va_q*saq~J#pPhMopt8;X~99ri~WsbW##r_M^sFR^?S({XJ|caPnUq;cH9M3o!1> zu%|!->dMI|Q+JgjQy$6gw^|d~jvOYId{(G{%N0Ibx_M?nJgtpbx|KGXq$(9vD0t zqK&6-(wf>)f9Ahsk3c7(QnGTsFQm11e{BiV0q z2}X)xy#?N(y%1+lE*0!%!|s%Nk3__?u~1&ui&Lkf!ac2(&K>d)v#|<1t&xp|`C~BK zIlT|>@^9C;N_JUf)3y%9Bc|MDZymB6kMHtLd1N_m-DYd15@bBH?$?jRX+5**zyGm% zBwqCW>CSDoWh#NjGfUy}E)g=jNa>ZUpzbWQMYr>-@c$Fk4F5N3{u?#_$5G>MU25=msQGSQ z#kVoAfaK!(_wLsJE4jv$entCKP?r@6_EK{LkLsw*+{E&{aBw|7yO49q>aM^4=g~Uq zZK1^4Pp*uBlbir)QRBDPl2(4`HGU0zqO#LkJdw*buGPNo-HD+V)*+`ln}CCOY2Azc zmMfl&-VnXlb>+gcbQfozyz$9jG(~ege4u+h76TM@O)wQtcx!q3b5+nf2?;RIl7hGC;7@~&c zZqQUEu%KK-<$k7t4%?y5+uii~OQy>!6+trO`DfxJyXbh4io7~{883F>cAs!Q`^Zhq z*MWEV0vSQR;2!Z1)kHM+5J!Gz7}a<9ibHm|Mqm~GmHa!g!U9g9TtyAhd+j&lcE_;x zt_YLqq1(E#RlPSOil=Psc0_b9wr>*rO)wwdd)7_5A@rYNONxL<^Ro!p2r}b>v&=#P zCW#1TKx7gVbj?B`Z-cVvNqLxvFcx}bL$h;b1voaeDP%b8vLv3@$xa;d1hTQ1?^@*J zzUjuxT4~oIFL5gBPdVAKe1OZ)lxLQbcRH!^`l0yU8khMEyR3%yWCE;L*8TXAxac>h zJi5(>O(kT#ah(KBC8+SoYJC5iKNA0oiJshMgQgTmy|NT`?h+-kiyWOh7@x*mx*Xf3 zT}7*^blgrj-tb$87P%c=cTWekw)PY~dMTdl;9j1a{AL^w-a&~jOJe^HHB5hl8v6eQ zg{JhELWA%4PYO*r(CA2TxB5RRG$QQRt0hK3bchE4cZ@EKuJQKqzN)8-@%fF-iC$B3 zp7m+%*U^dEtu}}2>sXhCgZv|g8g4U=Fx_8lSI|L={LvfyhwpD;cdm;^}LmMX_a0Gr|J?X zz`~lQ8xWgDKMqxy4R}sCnXEQ+iNm;mKqsO)DMl@kzE{a~634cG;EK4c)`!rDDbjyk zhx9G`DBQphLT2=R;tVVC;*7l7lIXpQ_A{rO-(I5$AibS<)>SwFNatgtVkK>`vRY z&4q^0?1t(E-43;m^)>8OJ91|{^p~k%TC5LM%~3ZAjLV)IBld;r2V*BTIKxV%m@g3s zrJO!V2lgx|fy?0!>emGj$>b1(J)LJimY-J-U`7hZ>XsZ8hCNMYw=bRoJyvA{LGd$5 z(r*{yIhl%8gck)S`EadLxsT4#wZv40Wg}?6WowP51D0a`xh(|R0W}{ZF$?{!hKP4c z%0A$i4bL0G0b$;)jxLUwqbhQ<9(CA~9(!bs%H@J|vo1aEzzQ+7fu7Yy(1$r~SghJV zwE|bD$D0!Wp-24IL-81}a1M@Di+Aq-q4)DKAZi7UMW1*1`%C3A++sCexiRl@dyAw#lP|559VbydqF=&q;~#RQ?gx z&p)caRvM<#LGnl>3<-u2%kt&TjVrdG49g#5x{1*RoG?=L)RA5G3gZ1fz5-tFWJC0v zzBM$ME+s_$2I=?&nZp;g@)*>Su5p=bI5#14?zqCOej_txS*54MjaspzaB2gw*;feu zd~XcuBY2tpdb^smdPK&PxUmq9dzcDSo6Ub1{^@HzrqNY>o$6o>tXaY06l7ShL#L+S zV|J-!VGPE59(dVKXHc5BVQVj|zVhTZ@TR%O-!ONyDyfL-xootSntu1Z4{9UgNB$5b z?W0jw;byfp}%9U|b$-a)M7sna0FS!W0dPvrT{Q%mYco$h9 z9Oss^;M0=3>xi3gpkH8Mj>k1=T4^vo;8O9#H5sSb;S=CB{StGS=DOSvDI z@^dOw`y%5W^wxiu{WhLWNC&|t)?pXjP5S(D6<&1MUk%?T3~As0QXqR|8;^Np+b4|c zd8jSE=d1S?(lU=s$cBB<9(RYT*REZFm(US2`a@XA?ws7fAVZa?|5$zeSh|hJ!C=W$ z_}s#7lPvPEZ^_mMuZ!q%!%N)ACUOI>DZ`rDmOujL>BH(2tZaRX`tw<~Z%%XP0~kaK zJLK<<56izE9~L&o|N8Msl>O^k9k_Zy-V`i&WpeiQCiby1n z2>bDPmP#O{{C%&cw%25TC>~xeomrcdK5m=rswJKTLfBdSw%(GqwdJBDXd2&(7ID5$J!viiRo|TH*_9OAARsq- z#7T30D1}989y#Z|>8eWJxEazby}zO%lHanl@0EebieEI}VH#?c-#=P>k7FsbW~n<( zVlNH#0g`Yuk?EC@LlP)0T7O#5wEmND3DThy{uI()0>@w1oP)(k&e4(uD2m-F9Cy5g zaX9ao5T-I!Zo^kcf!3X_Ykb;J?kHAQeZ1OtoMOP;&wDic4=HI3nDmRCF3gKley*x$ zA|SKT^sLPZyTt6aY%$uE?MuOuSSux4mHhamnTe@@i7BCpDeCxS|M(=)_$0cCDV6as z-<;b>HofBaYYRm>Mat9?G zzCBWOJ{A3x8FcHJe@gl&L}rEAw3MQq;tC@ch)DIKV2ekY#eC2ng8PC($rkB z;Ns@3S?Z*0a@KoVA=#>bxZWO4Z{*UU;H>o~!FZEz^7H38|J?Y@Oq5oH;#tu>-IHrV zg1zP1rayaCBL@`RdA9_4$waiX&-Ou3E+fY$o(u;Ip>X6W%lV8uZF8eGExyYqK zj8}GI*V;N(XSwA078G1?jVs@RLW5@IegY>egZQjo3Gh>B$H3Ihz2i7DJKEUlR0{Z_B2yA~t0_@EHw*i4P;iG^D)`@dx zyK|{;#?G6=1lCZOPK4a&mrrHeV_2BzWDD@3Rgx2o37hC#87vD<63%JkX_dh;?kwS7 z-e=!KRF?4`4e-d?)SX_sw8!zE?|O7=eaG#XSA0j1$?Jr2ZRrBM?d#8Y<}cc!xfub_ zy_xTN)Wa5Z<9w=Zu=Ye2c$4fZn{PC)3hrJtL2T3mw7^F0885jZ}|3|igJpdFynr|d9A55GFA0U|)RS>uW zxLE!eXf6q`ucP^o985?n6!Z*A0LJ{G`JgF$DlkqFv{a($INvyT5ujiZw2mKr=Htdf z=#yjscXS#2t@QeAMU#MT=#x1jgMGHCAUW23Et+^$E-ZLeZSPHIRg<<2e3&87rRwlHde;1&)?|;HhoJ>mlFj#C4q6f4 zf9B&lZTOq7&Pbf?P7QZ+3L|0EC3S`{o=4LOa&KzOpWiJ=Z6`W#*XvMwXsH8q zH9))Wsh$h=wv%PP;Q-@pj`Ke2c0D${ovaSh#b9?A(Mk0he?2vb+IkUrJNsmvIbHgP z*$-5{>9KJ_W&=X~K98A=M!UTOdB*3@zW>GF;ox7VkbM)v|8+Ph`fnWkHxB+wIB47P zzx^8=u+jY==7Ye$YJxy9?8XX-hE+4K@*(ILltG6OGc$Tx_?E z0F1llP9Pbh1GKBq$51{{p556VR zzw?3mUwkmyXIt_ge9(wq)%N^dWqk92(0}j&=r)s)zJGQNNZP>Y?R^`-e7ix|THUq5T=4Yl87EF)%^< zT6-+n%ZsIX+{hR%xz*+*P!_%jf-1DIyvB023i}^?us`E-vF88&cR2XFRG9JKW=-P% z@1?^3>N�emtGs{B&J;1i<8t$u>RjS^sd=mQ~uYnjrH0#z97_gKnz$qk{wV<>hT9 z2c8rs7nWkWdj>c6cY#p0X!2bkQ0O*HT@fQ&4q1+aLb{e$0RR^ydB} zM1ntQrUi3DG_+i5T17xdJe8C_R_@XM&Zmd^cc1>KwoVf&Q$cJgL8_mg2i?@Wy_@Z6 z4|;DG?{k>k#&R3th(C}G3J~s*2uV*|>lkSgc!^Q(h~Ff7k82oP15`VpmmnhW6w+13 z5@*P5uVrr<2l<*XgB78t3tzWjFQI7M4susa?{?=g$=@35wIJVe+z+Yu8b?7ER7Q+j z&{lxsCk*!tF%VlqC>sKsJim7?0mTTK`(VcNbnLzoI4^;BG!Mjyqe}_fNxvJ#jzeDl zR1~C__5Apeh%gT;#bb+n*i@7P4{LbspBz!`?@ajeEn}ga+2qvv>K}g6<+^t8KYV(g=C-l6Q+xZ1=X0%#Q}c&+ zBAt-GeEN0MfB5tP|JkP({r2e}5uUF8^66n_{@taQ+xm9t$$85m@ep+dfsj6%ch(&* z669hOB=E>qInHEkeI4k!!r|}47jw|?H|>L9?YA9&rO^hlF?*cm#?MAn#lcTHc_i5+N!K6}4e%0J?nQc# z{2?BIh`568S#W~`I|I6HyI7Ly6r)&DlzenC`Z7&iC(YB8Yg)gh&FQg~HfN^e^ff zmC6-C5>)aPbzyH)Ndluh?&rv42H*;_T2`9~*a5qWw+!=tFo?o#H~_w) zu<#4#s2iix#>u`i?j!fl_=@vhmZ4-K+*?Xli~^Dds^W?+p_=%Xn1Eyy=hX3i6cbH! z#}MD-ddDkbKSSI&6eq-jod?C`1741jUAE1vyCB(bP58fA6JEB3wOoN3*F7?}~5C4cYe-vzNegOTFdB@V%>eg$U$US9%_7>W??^^*@EHdA) z;(OGFQ-9tz$_!@n>`3hKv6YDP`8!nnZRY#Wjq3kfOalE+CRr=}MumVuYaD)<0Nedm z)s_bY%^EJ>-qFonBzH<19_?CcW#2 zqNamI*mIr@qx3>t-0#-h#34yz(#0nt!>#Z4MS6J7UnXDUql#4~Z<1cvrzV4buPSh& zqAw=DTM*y044Su_E~cE;xae<&*k8VCf3MjDsk?(Xgc zC%6+_5-d0b*FbQ0cMT9out0EV96G>jelvIOyqZ+a+^YA-dsVOMR2}KP`<&gU*ZJ1o zYkg-UAWil9MRUhnRal~6je)MGRj<-ar*!{A#FnRpF-D6<(t%b4c~!Q$J?}oYyjeDJQq4ZkxC+ zA5`((q>6smFK+=|s{zZ^Z3hr9XJ#a7KDYB3CBrplf;cWwWwY#{EtTx8CM2N{O34>C z)IDK>a)`RPM3*R+J(F-i-}j7eGhq|2EAt&@Tt>vzjNpyu^nd2_=2AzVP$9F!bw5MFpba9Z@sjn7#P|9syWWS#p3C^{RgUObY%znYA zrW`2tY%kg)ao-9!t{jkzVcR4c+eRd=65`BnaIIzCN=SKzXB7A=pA;%;qk`Ij_v z9$9sO6StLA7^SeU%(J}+s`c(e?L`smyQ5JxKAg}{qPTZqNhqT7>fDDDYA;d~QL)~? zu!QQp(hwn%?F&owJo@B2p^UX(qxd2!j5j{=Q012?Aa`!?YU=D`Vz-BP)&@bRi0@AE z>36><6;=_Cvw_9<&aNS&)n2CG8(bm}7Cn2dFCJlwBuWGS1e!ldzW+z)*MEaXjQTm0 zY|FU(Z}dy=AM|VSU+LFx&Jvz0K0jY`_5hvg$)1yXtuFhl&E6!PH;tl8)|LS(bGw~( z!ibPs2=9fBI>r50lZ>k zcS*%ot>}sdPtTUTW2b*u^3c^u^jR$MTLzngM^!b!?+0v>Bk6IFz28) ziHLu(N!+*Zvw!nx>ETQmQa>lwRi}W0Mi+ki1yK*qaZiXv-{)y7n`T0R;`g7QLE{gc z`t2R!dNNEhG)Vvd>DNEeFJ|9>%V+v^Gb7yiU-XOg@APYEI0!v1cYFizy|XmxPnh|G z9Lx{=p9Pv#0ql-Lo!Us4{a%nLtvVYze32zQ|0TTA+1clWfuAT*RuWBEcQ=Xk4q0zL zNW?9=v}lmUh>n4#(iIHO_ulY{cH1>JB};* zXX)l;T9Sw%5ej}#XeiGEUg>r%pd0l{N8F~moBfkwd5o#aO{6xeo#Gi|EF zzFzT4Mu2ex^ z_!?AgH*An=^10P>ELG`#)>o}Mrg)A~J0kcS90RN-!ZL0!;s%U&H|z#1!jA&j{9JpV zSmauyTIwFynFW~CMtx$Kg&xig7*%1K5`9bJ1)yPnm`u64;iu*lMz%BpPNu1uGBfIM ztq#NimWcX=RoS!Jd{bs5d+2NJ*u%)`m(CN1onzF1M~){Q|O#o(%+S9U;Vjs?V&k`En-IhQ-UU~ zE)07)qZ8xqOC9`=;m!=Z$<96M`ajS}XcY=vxRVm}n^?`a468Xx)@tQ{qU@^D$bdiS zE~r(7+F`TvA-6e<8VC33yT%FVyT^5A@~2qlXI6{fp(QY`yDQ$Yo+9#g?s|u$Ps@j7 zed?Mstuf0T?PRnr9;Jt(HU1Rnx=Co#rg}|hpG@CW=BfQEX9}@3)0L8(o0>whZ+DAplR%Zop z<~j42O||^Q7F!n_vW&hD{6$-=_F1AuH8)>N(kVj6&t)BtJEKVf)j-q4%{X%Kmozv1 z1XnhvNe-i7jNuK9r(F{Ea?Ewr)Q3~g>u%nar>=>|8?Ec^=9Q-(R!y$`iHaQ{*d1H-}GJNynrtRFVfhwr(>*=L-AolR1|xeoD}Z@BK1@<40~o z|6{PxrHu3D6?kwdQ3)*iS@(eQPoVyTNYBU5_n+%CPYbE zXq(@O4Qw~Uh0g-4CziJO5u02Ox-sr{&uxLZJMsFb2Y(MQ4BHW#3_buR=Ek<~T)bmV zsV%?gM~ie7h1y-8t{UNABqDVb3v~htW-hDKwVF@2!L`R*4HPC8UsBxY(y}HiqAZ@4 zGT(OW-0frD|DH1%&lIOu?FM5mI`Kt)rG+fz9EC5e7(U+3Ug4N*6a=A z07C{x4x@yjs#p0A_B93zJSNQIOY;h;2r-O)kdSu@(;$JbLdKT49(CasdORtixbC3A z>j`r{h0b^cEHu<6^L!*2;UlpX6xaY?!f_ZyFakVJU-e^u!ZKg)j2;;7Ad& zKp1622UT{j<2Rsi2K5O*kzMmaZyw1VbYEg8aCBJy^}u)Rd(i5>`HO0T16iq1#IvN# ztu%8HHz`-S+X!=!J0zCkozC}Sb+o85FZau=R%u>MEs|P{VN^=ynqtzq;RB+jC(hzwN(!)1k_;pNH<2|1*S6{eK#jr4Qj;gt1rW0!e{1frCJT=2d5vPgaA?T~dI8)gK zw;!vb#gqr{NVUsuAMGd9!Ht!@E9XA^XAKD!F7<0mpSn61#FWMZMhDU$P53p8-39(% zD+X9jwwPU9ic)!jHSM;DPkdkH!@`*FlzS8s0;E2!FIK_tAYT(tjo<(r7)y83&p^W- z6ujhNDi2vU9Yq5E5>ON`K~Ze^1mT3N>p-`xpZq>PoE{!MQPn?%jXh#P!JU5eq-y;X z`ThZrdGs{&Q!n$J=jC^|w#D0D36Xo(jvl}4wJ+5-;)#d6{bn#B@NZ`Uo#9Jf zL?)sr1Ztl9gQRfssZNET3wr9?eS$B7=^w$mc=hp|Z^RAomqVOCT5oP=*acvC zEBN?|N`Bfm;HY$3AKo@w9kdhd8Zu|xk!Rt}(!v>jtN|T+k6(;~nw4AYFjPet{Fd`?U_-0>j1t$b^S|3iC?6)gckHGzc2MS^K1!%A)?X^*Yw-5LH%AIfg zvc3dk*Zxvz-eY-5qk8cwrTwXCeh^!qdErA00@?;0XpnW#|7Xlr(iz5}|2c-P{J0-= zn57(kg7lo)c$1W3b|q*ig-knIsFz&+CxZxXtU!zw5MvAR*K04<6*N^{<^(kvhlDRW zT#-rWn)O-?LA@M1ehG}-JDnRPOXTd>7kZ2?Tnjp+N1zF=R^GuX?u>z2ZBD9Jcse00 z`mTzevdk6?c{V8<*51-`caFx1D;Vnl6nK)RPMU0f<}-FZys+$;3s99R_+c@6-ujq6Ufi<@K>bx)mB zk2kL%>mQ+^dhGFr2eRIN6l7xagq-mJ(7XcQ`(9BrhE8Aqy65{k83%v+{1Uj!V-a_`w^^3Dm*dwG-+BHL42)=;D;k7D z;;7S2%4+Wn?u?<1m?)9C78Yw7p9)Eowt-EU`tx3O`p5lyl5bGFgs*`AD ze$(wB;`rXB%UVvY3Vv1d>3C4{i>Ttvve+H2hoXO z5waYuA-RKM3!kj{a-4?kz&ke-4B^WI-hwgc_+MUgkNsD`9C?{ro@lTwAr1PF& z<`|3tv>5j&34ss^a<#YsHhK%zvlMZ26^8o}rsmq`4!IAu!V z`6ll_!-0z!r4*HkQ8@N{+>7&LFAGnxzA>aj-#eKrab}=xs2BCC(aD=NWhCW(t%eQYCmkO zHv_E2Pr2}X@-mho6D*z66JwAG+fy!!j%me%0Bg=uu4KQwj6Mj<&JUaNGZBU28@;xc zE)r#gY#3m@X`k`1na_zIFQY5^Hca@e4)3)}s;S>gqSbIhfC~b7c<2 zO6SV1!BQMnZinaMzWQqPm9X4u;t&qveJ#Wb;-{T6tai4tIhQ>&G|BfKDjockThHYJ zSek^PCkL(s+Uno@l@^1Hs*`n%Zh=1go9W#oz3cGM;)52JU~rqPtTykW_d}nT=k*Qj zX#2ET!>?+=rdi*~UFSy^Vu;GZE%qc-ZM%+#nBJHa-xWUlPzj-Syf-{mO)@64(@!0u z20Tx1hsb_C%g$TPFWM@ank1TQ9J{>$Jo@fkW`}ial3y2}a_FeHU9!tEO3&#!%u^i; z8u2N|@!{4i0Kxr5=pn^eMLi>^=tVuMJ*t%k80(%DdEj!BE1PwbRIoPzggYUJRt0t( zJMvx#Qy1PC!4O7S92t`jgZR);(BgAwrntFMyf-3lD+=+QPdXhu`H<=e3YUG5vqOl0 z6uK*{KxwthIcVj>6O z{tJwEWnAZK?4vTBG=N6v@(R#M4e(SJISBP%pu4l>yR${Ov!%VWH9sF@aSGf7L|AGVX>c*>DX`7%JZ}7aOoaw8jG9M^sQJiwk5;1;KKzG2JhTh<-l zZqAmT7SPEH8C)!_HLY}6IoP;?Y@8rQRCX~>4_jw921a&GI}b-I=vu?m+}_H<1G*&v zo!HO=`kA5`vm-)jzgUXh25iw*iiKxcBaasics1U(4XaeT4LYTvci4-Ke#DLh^1oH{~3He3HFH$E%@elnt zHkvf$IKO5@Z{6g$-4M1=hr-_)wzGxGtP!C0MuoO??AX#0BezS23gY$#QS*xhOEa*3 zu$JYEqe473bV*`MN(t_MJ?AoqFLx4}C$8@H9nM9aAK%XV1Q?%>wr}tBnnsFGO1!_B zBo&?zcF)w&6vcLvtm9Mk7LfFo36_G>mfjS`9w?s>T&ONhV_OQ#z&$U`GJ`7#FS_)e zU^f(AV9D@BQLEb~+^wv%{)Cn+vub>=MK!TQ!0+Y0LK6qTrc+DI^ur_{>Q`6d#w3V? zGm6T|s*1^~$>aCdwzeV!N|uflr09mh6}{V-t~|F0<#?u)o(2cGzy=pTE~o=Xovq=> z`!E+UvFmbpM#$5jZd1A-)DhPy1$3&hMgy>z5)VC|Q@+Z72ks$cc5vAj|e=vGmT(dRjCj*9bVzkbQ3cPr{0qJx;Gic3~YZoJ-%ywr2v z#CCx&s*8K`WG2U%FecmsMt3{K4U#)QMOxp&>FTEp9I_C?EC9ddH@dB%>ZdV09!NI@ zK!VWCO;v0Uq*1(BBOdT&=Zd^s=O3-PKZ5j<qVinYYW~<`dsvg{+qqVaj+F z&I&UK_*Yc&l$5lMz6uX5(eJWDg#+klAeL(pET9^9yz3@~c#~A2dpYAm?{-L$y{4L< zPT2H!XOz){OY7PfZM6!)!laH?hWD8G#TCWrGfZ=KnpIO>S2b+XC^_)s`3~31wWAS? z^QRnE9chU~Qk&DXzImNxF-C>=p6*vO0d0tH3-5DE*K~kj<;o5>%%47)lkT!QBYiZD z(mRLX6T4+DW{9n3djmWdCOsCWL4eLql$t)3wbRW2vExCa?y~R^>!%UNj>V!nf2CN3 z>%7)F&lXF%@vFYo38l$ztP85uF=LA@1#!|J8Yb;d5-AJ|m$Zblv2M8LNDMy}R<(fFNT z0p|;<U9Tyerai}aWh)5K)>=% zRVxpz&M#_?%&bOK*#iEelYXt5AjJ0~Izu1wd1&l$S&-#+H7nA2dH_jl7?ThE>0E@Qs&Ls49idVT5=cXga6|NCrv3o z&7t=j>QK5d@gl8iNrK=6h7VtHR*(kdugY|(-Ggm?rpV{W-+N{@!bZPCXrQ6oGd_?n*62ocU8iZ@u>O(1vuD{~>TX0FA)Kgv?Q@h!cV1`{qgY+iM z3fn+7=1tIYdTFmC*&R}3J(;TwEIK#Fc4ssho{Ew~8EA<4A==vuO9XTLJ3ZzC(hZO0 z*NSla?L>^9L3H;;6kQo3C>@H8@iVH+tQd&qE9kUlE3f++`gYZJsefjDwMeCpT4}*w zcGSH`a3xEF=OIf&Yx31SFPibdVrISHm8#yK>?l?0zB@4>k4de-G@A{5yIbvK*Sqh1 zHm}0xP|S?=jY9OMa@2scSU-cPuiY@~PNz0*vpqf!q#PG;x?_*Pg159B}=8q%?Gr%=T?)A!ZP2==fLD6rRcdaQ4YMD68Lq}c`fqm z1Y6u2|J{3i%tclB-lIiPIJ<1w7+EBopQ_BXgYRLJ%arJg^8tz_+OH3=GJx;CajO$r zN>DbI7r_Ft<;!=HbA!cHrQ;(t!Zzg?N{8~xse$-uY8K}UKw`{kwZhSb7v8ASeGJ4H zcZ7YWCYQv-R?hx1)GzaD7_t zn`xL9L@UuBaXKF-5gIvo2Yl;|O+V0*dR98Z z&+sY^8!s_xZF;asgrgYdk?`(flZfLum|-M>ci>X6;0#agvYH`KZ^9Oz>ohj0wSZe9 zrIUFq2)Ewb>6*DfJWo@%R-@tZFh>MKAs^M+plsrbOktD6n~*7gPJB_TTM&7-PY7+i z*|x)8`g1uE^KLIz!8L^%uU?e^>w%wCe^9{}^(u^+mzjicN}pFTx?`<*%!LIP)RESs z;&D3Icsgl$MDY!7;9oi)60Rx?By^h7SNe0{o%l^(n1#HP&7)5hP}J#zToH4-#fl&813sP%jL=1K~^!Cuzy;guePpc&27raVWOk!-7>IW z`@DXkzy*0!Q2DT8A}BOSh#|Pg*k6#gF0^kdsCrtSCzazTbk$te+^bO{74Snk$;$OB zo5~8|uSOqIQ`bob6?j&sc`rbB2`@2VZk \mathrm{max}$} + \State $\mathrm{max} \gets |A_{ij}|$ + \State $k \gets i$ + \State $l \gets j$ + \EndIf + \EndFor + \EndFor + \State \Return $\mathrm{max}$ + \EndFunction + \end{algorithmic} + \end{algorithm} +\end{figure} + +\subsection*{Subproblem (b)} +The code correctly identifies the largest off-diagonal element as $0.7$ at position $(1, 2)$. The function call is tested in \texttt{src/project2/off\_diagonal\_finder.cpp}. + + +\section*{Problem 4} +The Jacobi rotation algorithm is implemented as described in the lecture notes. The implementation is found in \texttt{src/helpers.cpp} as the function \texttt{void jacobi\_eigensolver(const arma::mat\& A, double eps, arma::vec\& eigenvalues, arma::mat\& eigenvectors, const int maxiter, int\& iterations, bool\& converged)}. It uses the \texttt{jacobi\_rotate} function to perform the actual rotation. The algorithm is tested in \texttt{src/\-project2/\-arma\_\-eigenproblem\_\-checker.cpp}. It modifies the eigenvalues and eigenvectors passed by reference. The function also returns the number of iterations used and whether the algorithm converged within the maximum number of iterations by modifying the variables passed by reference. + +\section*{Problem 5} +\subsection*{Subproblem (a)} +The scaling of the number of iterations is tested in \texttt{src/project2/scaling\_tester.cpp}. The results are shown in \autoref{fig:scaling}. On the logarithmic scale, we see a trend that is roughly of the order $\sqrt{\log N}$. + +\begin{figure} + \centering + \includegraphics[width=0.7\textwidth]{include/scaling_data_iterations.pdf} + \caption{Scaling of the number of iterations with the matrix size $N$. } + \label{fig:scaling} +\end{figure} + +\subsection*{Subproblem (b)} +The scaling is also tested for a dense matrix, i.e. a matrix without the tridiagonal structure. The results show nearly no dependance on the density of the matrix. This is to be expected, since the Jacobi algorithm creates new non-zero elements in each iteration, quickly filling up the matrix before conerging to the solution. + +\section*{Problem 6} +\begin{figure} + \centering + \includegraphics[width=\textwidth]{include/eigen_data_10_plot.pdf} + \caption{Comparison of the numerical and analytical solution of the buckling beam problem for $N=10$.} + \label{fig:buckling_beam_10} +\end{figure} +\begin{figure} + \centering + \includegraphics[width=\textwidth]{include/eigen_data_100_plot.pdf} + \caption{Comparison of the numerical and analytical solution of the buckling beam problem for $N=100$.} + \label{fig:buckling_beam_100} +\end{figure} + +The numerical and analytical solution of the buckling beam problem is compared in \autoref{fig:buckling_beam_10} for $N=10$ and in \autoref{fig:buckling_beam_100} for $N=100$. The numerical solution is in very good agreement with the analytical solution, even for the small value of $N=10$. For $N=100$, the solutions are visually indistinguishable. Nevertheless, the absolute error between the solutions is displayed on the right-hand side of the figures. The code to generate the plots is found in \texttt{src/project2/python/buckling\_beam\_plotter.py}. +\bibliography{include/citations} +\end{document} + \ No newline at end of file diff --git a/projects/project2/mainNotes.bib b/projects/project2/mainNotes.bib new file mode 100644 index 0000000..f275e40 --- /dev/null +++ b/projects/project2/mainNotes.bib @@ -0,0 +1,2 @@ +@CONTROL{REVTEX41Control} +@CONTROL{apsrev41Control,author="08",editor="1",pages="0",title="",year="1"} diff --git a/src/project2/arma_eigenproblem_checker.cpp b/src/project2/arma_eigenproblem_checker.cpp new file mode 100644 index 0000000..a8ee75f --- /dev/null +++ b/src/project2/arma_eigenproblem_checker.cpp @@ -0,0 +1,60 @@ +#include "include/helpers.hpp" +#include +#include + +using namespace std; +using namespace arma; +int main(int argc, char** argv) { + int N = 6; + if (argc > 1){ // Allow user to specify matrix size during call + N = std::stoi(argv[1]); + } + + // Setup of the matrix + double h = 1.0 / (N + 1); + mat A = create_tridiagonal_matrix(N, h); + cout << "Tridiagonal matrix A:" << endl << A << endl; + + // Using Armadillo's built-in solver for comparison + vec eigenvalues; + mat eigenvectors; + // Calling arma + eig_sym(eigenvalues, eigenvectors, A); + // Sorting and normalizing the results + normalize_columns(eigenvectors); + sort_eigenpairs(eigenvalues, eigenvectors); + cout << "Eigenvalues:" << endl << eigenvalues << endl; + cout << "Normalized eigenvectors:" << endl << eigenvectors << endl; + + // Generate analytical solution + vec analytical_eigenvalues; + mat analytical_eigenvectors; + analytical_solution(N, h, analytical_eigenvalues, analytical_eigenvectors); + // Again: Sort the pairs of eigenvalues and eigenvectors by eigenvalue magnitude + normalize_columns(analytical_eigenvectors); + sort_eigenpairs(analytical_eigenvalues, analytical_eigenvectors); + cout << "Analytical Eigenvalues:" << endl << analytical_eigenvalues << endl; + cout << "Analytical Normalized Eigenvectors:" << endl << analytical_eigenvectors << endl; + + // Using self-made Jacobi solver + // Setup variables to capture output + vec jacobi_eigenvalues; + mat jacobi_eigenvectors; + int iterations; + bool converged; + double eps = 1e-8; + int maxiter = 1e5; + // Calling the solver + jacobi_eigensolver(A, eps, jacobi_eigenvalues, jacobi_eigenvectors, maxiter, iterations, converged); + if (converged) { + cout << "Jacobi method converged in " << iterations << " iterations." << endl; + } else { + cout << "Jacobi method did not converge within the maximum number of iterations." << endl; + } + normalize_columns(jacobi_eigenvectors); // Normalize the eigenvectors + sort_eigenpairs(jacobi_eigenvalues, jacobi_eigenvectors); + cout << "Jacobi Eigenvalues:" << endl << jacobi_eigenvalues << endl; + cout << "Jacobi Normalized Eigenvectors:" << endl << jacobi_eigenvectors << endl; + + return 0; +} \ No newline at end of file diff --git a/src/project2/buckling_beam_solver.cpp b/src/project2/buckling_beam_solver.cpp new file mode 100644 index 0000000..fa2b659 --- /dev/null +++ b/src/project2/buckling_beam_solver.cpp @@ -0,0 +1,85 @@ +#include +#include +#include +#include + +#include "include/helpers.hpp" + +using namespace std; +using namespace arma; + +void write_boundary_conditions(ofstream& outfile, int num_eigenvectors, int decimal_precision){ + for(int i = 0; i < num_eigenvectors; i++){ + outfile << setprecision(decimal_precision) << scientific << 0.0 << "," << 0.0; // Boundary condition at x=1 + if (i < num_eigenvectors - 1) { + outfile << ","; + } + else { + outfile << endl; + } + } +} + +int main(int argc, char** argv) { + int n = 10; + const int NUM_EIGENVECTORS = 3; // Number of eigenvectors to save + const int DECIMAL_PRECISION = 12; // Decimal precision for output + if (argc > 1){ + n = std::stoi(argv[1]); + } + int N = n - 1; // Number of interior points + double h = 1.0 / (n); // Step size + mat A = create_tridiagonal_matrix(N, h); + + + // Generate analytical solution + vec analytical_eigenvalues; + mat analytical_eigenvectors; + analytical_solution(N, h, analytical_eigenvalues, analytical_eigenvectors); + normalize_columns(analytical_eigenvectors); + sort_eigenpairs(analytical_eigenvalues, analytical_eigenvectors); + + // Using self-made Jacobi solver + vec jacobi_eigenvalues; + mat jacobi_eigenvectors; + int iterations; + bool converged; + double eps = 1e-8; + int maxiter = 1e6; + jacobi_eigensolver(A, eps, jacobi_eigenvalues, jacobi_eigenvectors, maxiter, iterations, converged); + if (converged) { + cout << "Jacobi method converged in " << iterations << " iterations." << endl; + } else { + cout << "Jacobi method did not converge within the maximum number of iterations." << endl; + return 1; + } + normalize_columns(jacobi_eigenvectors); // Normalize the eigenvectors + sort_eigenpairs(jacobi_eigenvalues, jacobi_eigenvectors); + + // Write results to file + ofstream outfile; + string filename = "eigen_data_" + to_string(n) + ".txt"; // e.g., eigen_data_10.txt + outfile.open(filename); + for(int i = 0; i < NUM_EIGENVECTORS; i++){ + outfile << "analytical_solution_" << i+1 << "," << "jacobi_solution_" << i+1; // Column headers + if(i < NUM_EIGENVECTORS - 1){ + outfile << ","; + } else { + outfile << endl; + } + } + write_boundary_conditions(outfile, NUM_EIGENVECTORS, DECIMAL_PRECISION); // Boundary condition at x=0 + for(int j = 0; j < N; j++){ + for(int i = 0; i < NUM_EIGENVECTORS; i++){ + outfile << setprecision(DECIMAL_PRECISION) << scientific << analytical_eigenvectors(j,i) << "," << jacobi_eigenvectors(j,i); + if(i < NUM_EIGENVECTORS - 1){ + outfile << ","; + } else { + outfile << endl; + } + } + } + write_boundary_conditions(outfile, NUM_EIGENVECTORS, DECIMAL_PRECISION); // Boundary condition at x=1 + outfile.close(); + return 0; +} \ No newline at end of file diff --git a/src/project2/generate_results.sh b/src/project2/generate_results.sh new file mode 100755 index 0000000..6380193 --- /dev/null +++ b/src/project2/generate_results.sh @@ -0,0 +1,25 @@ +#!/bin/bash +echo "Cleaning up old results..." +rm -f eigen_data_*.txt scaling_data*.txt +rm -f arma_eigenproblem_checker buckling_beam_solver off_diagonal_finder scaling_tester +rm -f ../../projects/project2/include/*.pdf + +echo "Compiling the C++ code..." +g++ -larmadillo src/* arma_eigenproblem_checker.cpp -o arma_eigenproblem_checker +g++ -larmadillo src/* buckling_beam_solver.cpp -o buckling_beam_solver +g++ -larmadillo src/* off_diagonal_finder.cpp -o off_diagonal_finder +g++ -larmadillo src/* scaling_tester.cpp -o scaling_tester +echo "Compilation finished." + +echo "Generating numerical results..." +./scaling_tester 250 +./scaling_tester 250 dense +uv run python/scaling_plotter.py scaling_data.txt +uv run python/scaling_plotter.py scaling_data_dense.txt + +./buckling_beam_solver 10 +./buckling_beam_solver 100 +uv run python/buckling_beam_plotter.py eigen_data_10.txt +uv run python/buckling_beam_plotter.py eigen_data_100.txt + +echo "All done!" \ No newline at end of file diff --git a/src/project2/include/helpers.hpp b/src/project2/include/helpers.hpp new file mode 100644 index 0000000..5a234ff --- /dev/null +++ b/src/project2/include/helpers.hpp @@ -0,0 +1,18 @@ +#include +#include + +arma::mat create_tridiagonal_matrix(int N, double h); + +arma::mat create_dense_matrix(int N, double h); + +void normalize_columns(arma::mat& A); + +void analytical_solution(int N, double h, arma::vec& eigenvalues, arma::mat& eigenvectors); + +double max_offdiag_symmetric(const arma::mat& A, int& k, int &l); + +void jacobi_rotate(arma::mat& A, arma::mat& R, int k, int l); + +void jacobi_eigensolver(const arma::mat& A, double eps, arma::vec& eigenvalues, arma::mat& eigenvectors, const int maxiter, int& iterations, bool& converged); + +void sort_eigenpairs(arma::vec& eigenvalues, arma::mat& eigenvectors); \ No newline at end of file diff --git a/src/project2/off_diagonal_finder.cpp b/src/project2/off_diagonal_finder.cpp new file mode 100644 index 0000000..625f21c --- /dev/null +++ b/src/project2/off_diagonal_finder.cpp @@ -0,0 +1,23 @@ +#include "include/helpers.hpp" +#include +#include + +using namespace std; +using namespace arma; + +int main(){ + // Setup of the test matrix + mat A = {{1., 0., 0., 0.5}, + {0., 1., -0.7, 0.}, + {0., -0.7, 1., 0.}, + {0.5, 0., 0., 1.}}; + + // Call the function + int k, l; + double max_val = max_offdiag_symmetric(A, k, l); + + // Print the results + cout << "Max off-diagonal value: " << max_val << " at (" << k << ", " << l << ")" << endl; + + return 0; +} \ No newline at end of file diff --git a/src/project2/python/buckling_beam_plotter.py b/src/project2/python/buckling_beam_plotter.py new file mode 100644 index 0000000..9514e9d --- /dev/null +++ b/src/project2/python/buckling_beam_plotter.py @@ -0,0 +1,38 @@ +import pandas as pd +import numpy as np +import matplotlib.pyplot as plt +import argparse +import os + +parser = argparse.ArgumentParser(description='Plot buckling beam data.') +parser.add_argument('input_file', type=str, help='Path to the input CSV file') + +args = parser.parse_args() +data = pd.read_csv(args.input_file) + +x = np.linspace(0, 1, len(data)) +fig, axs = plt.subplots(1, 2, figsize=(12, 5), sharex=True) +for col in data.columns: + c = f"C{int(col[-1])}" + ls = "-" if "jacobi" in col else "--" + label = col.replace("_", " ").title() + axs[0].plot(x, data[col], label=label, color=c, linestyle=ls) + if "analytical" in col: + jacobi_col = col.replace("analytical", "jacobi") + if jacobi_col in data.columns: + error = np.abs(data[col] - data[jacobi_col]) + axs[1].plot(x, error, label=f'Error {label.split(" ")[-1]}', color=c, linestyle=':') +axs[1].set_xlabel('x') +axs[1].set_ylabel('Error') +axs[1].set_title('Buckling Beam Errors') +axs[1].legend() +axs[1].grid() +axs[0].set_xlabel('x') +axs[0].set_ylabel('Displacement') +axs[0].set_title('Buckling Beam Displacements') +axs[0].legend() +axs[0].grid() + +dir = os.path.abspath(os.path.join(os.path.dirname(__file__), "../../../projects/project2/include")) +filename = args.input_file.split("/")[-1].replace(".txt", "") +fig.savefig(f"{dir}/{filename}_plot.pdf") \ No newline at end of file diff --git a/src/project2/python/scaling_plotter.py b/src/project2/python/scaling_plotter.py new file mode 100644 index 0000000..c6cd2e0 --- /dev/null +++ b/src/project2/python/scaling_plotter.py @@ -0,0 +1,37 @@ +import pandas as pd +import numpy as np +import matplotlib.pyplot as plt +import argparse +import os + +parser = argparse.ArgumentParser(description='Plot scaling data.') +parser.add_argument('input_file', type=str, help='Path to the input CSV file') +parser.add_argument("--times", "-t", action="store_true", help="Plot times instead of iterations") + +args = parser.parse_args() +data = pd.read_csv(args.input_file) + +x = data["N"] +fig, ax = plt.subplots(figsize=(8, 5)) +if args.times: + ax.plot(x, data["Jacobi_time"], label='Jacobi Time', color='C0', linestyle='-', marker='o') + ax.plot(x, data["Arma_time"], label='Armadillo Time', color='C1', linestyle='-', marker='o') + ax.set_ylabel('Time (s)') + ax.set_title('Scaling of Computation Time') + ax.set_yscale('log') + ax.legend() + ax.grid() +else: + ax.set_ylabel('Number of Iterations') + ax.set_title('Scaling of Jacobi Iterations') + ax.set_yscale('log') + ax.plot(x, data["Jacobi_iterations"], label='Jacobi Iterations', color='C0', linestyle='-', marker='o') + ax.grid() + +ax.set_xlabel('Matrix Size N') +dir = os.path.abspath(os.path.join(os.path.dirname(__file__), "../../../projects/project2/include")) +filename = args.input_file.split("/")[-1].replace(".txt", "") +if args.times: + fig.savefig(f"{dir}/{filename}_times.pdf") +else: + fig.savefig(f"{dir}/{filename}_iterations.pdf") \ No newline at end of file diff --git a/src/project2/scaling_tester.cpp b/src/project2/scaling_tester.cpp new file mode 100644 index 0000000..758c469 --- /dev/null +++ b/src/project2/scaling_tester.cpp @@ -0,0 +1,73 @@ +#include +#include +#include +#include +#include "include/helpers.hpp" + +using namespace std; +using namespace arma; + +int main(int argc, char** argv) { + int max_N = 200; // Maximum matrix size + if (argc > 1){ // Allow user to specify max matrix size during call + max_N = std::stoi(argv[1]); + } + + string filename; + mat (*matrix_creator_func)(int, double); + if (argc > 2 && string(argv[2]) == "dense") { // Use dense matrix if specified + filename = "scaling_data_dense.txt"; + matrix_creator_func = create_dense_matrix; + } else { // Default to tridiagonal matrix + filename = "scaling_data.txt"; + matrix_creator_func = create_tridiagonal_matrix; + } + ofstream outfile; + outfile.open(filename); + outfile << "N,Arma_time,Analytical_time,Jacobi_time,Jacobi_iterations,Jacobi_converged\n"; + + for(int N = 10; N <= max_N; N += 10) { // Iterate over matrix sizes in steps of 10 + double h = 1.0 / (N + 1); + mat A = matrix_creator_func(N, h); + + // Armadillo solver + vec arma_eigenvalues; + mat arma_eigenvectors; + auto start_arma = chrono::high_resolution_clock::now(); + eig_sym(arma_eigenvalues, arma_eigenvectors, A); + auto end_arma = chrono::high_resolution_clock::now(); + chrono::duration arma_duration = end_arma - start_arma; + + // Analytical solver + vec analytical_eigenvalues; + mat analytical_eigenvectors; + auto start_analytical = chrono::high_resolution_clock::now(); + analytical_solution(N, h, analytical_eigenvalues, analytical_eigenvectors); + auto end_analytical = chrono::high_resolution_clock::now(); + chrono::duration analytical_duration = end_analytical - start_analytical; + + // Jacobi solver + vec jacobi_eigenvalues; + mat jacobi_eigenvectors; + int iterations; + bool converged; + double eps = 1e-8; + int maxiter = 1e6; + auto start_jacobi = chrono::high_resolution_clock::now(); + jacobi_eigensolver(A, eps, jacobi_eigenvalues, jacobi_eigenvectors, maxiter, iterations, converged); + auto end_jacobi = chrono::high_resolution_clock::now(); + chrono::duration jacobi_duration = end_jacobi - start_jacobi; + + // Write results to file + outfile << N << "," + << arma_duration.count() << "," + << analytical_duration.count() << "," + << jacobi_duration.count() << "," + << iterations << "," + << (converged ? "true" : "false") << "\n"; + + cout << "Completed N = " << N << endl; + } + outfile.close(); + return 0; +} \ No newline at end of file diff --git a/src/project2/src/helpers.cpp b/src/project2/src/helpers.cpp new file mode 100644 index 0000000..ddf0341 --- /dev/null +++ b/src/project2/src/helpers.cpp @@ -0,0 +1,136 @@ +#include "../include/helpers.hpp" + +arma::mat create_tridiagonal_matrix(int N, double h) { + arma::mat A = arma::mat(N, N, arma::fill::zeros); + + double diag_value = 2.0 / (h * h); + double off_diag_value = -1.0 / (h * h); + + for (int i = 0; i < N; ++i) { + A(i, i) = diag_value; + if (i > 0) { // There is now lower diagnonal element in the first row + A(i, i - 1) = off_diag_value; + } + if (i < N - 1) { // There is no upper diagonal element in the last row + A(i, i + 1) = off_diag_value; + } + } + + return A; +} + +arma::mat create_dense_matrix(int N, double h) { + arma::mat A = arma::mat(N, N).randn(); + A = arma::symmatu(A); // Make it symmetric + return A; +} + +void normalize_columns(arma::mat& A) { // Useful for eigenvector normalization + A = arma::normalise(A, 2, 0); // 2-norm along columns (0) + + // Flip sign to ensure first element is positive + for (size_t col = 0; col < A.n_cols; ++col) { + if (A(0, col) < 0) { + A.col(col) = -A.col(col); + } + } +} + +void analytical_solution(int N, double h, arma::vec& eigenvalues, arma::mat& eigenvectors) { + eigenvalues = arma::vec(N); + eigenvectors = arma::mat(N, N); + double d = 2.0 / (h * h); + double a = -1.0 / (h * h); + + for (int j = 0; j < N; ++j) { + eigenvalues(j) = d + 2 * a * std::cos((j + 1) * arma::datum::pi / (N + 1)); // Eigenvalues + + for (int i = 0; i < N; ++i) { + eigenvectors(i, j) = std::sin((i + 1) * (j + 1) * arma::datum::pi / (N + 1)); // Eigenvectors + } + } + + normalize_columns(eigenvectors); // Normalize the eigenvectors +} + +double max_offdiag_symmetric(const arma::mat& A, int& k, int &l) { + int N = A.n_rows; + double max_val = 0.0; + + for (int i = 0; i < N; ++i) { + for (int j = i + 1; j < N; ++j) { // Only check upper triangle + if (std::abs(A(i, j)) > max_val) { + max_val = std::abs(A(i, j)); + k = i; + l = j; + } + } + } + + return max_val; +} + +void jacobi_rotate(arma::mat& A, arma::mat& R, int k, int l) { + if (A(k, l) != 0.0) { + double tau = (A(l, l) - A(k, k)) / (2.0 * A(k, l)); + double t; + if (tau >= 0) { + t = 1.0 / (tau + std::sqrt(1.0 + tau * tau)); + } else { + t = -1.0 / (-tau + std::sqrt(1.0 + tau * tau)); + } + double c = 1.0 / std::sqrt(1 + t * t); + double s = t * c; + double temp; + + // Update matrix A + double a_kk = A(k, k); + double a_ll = A(l, l); + A(k, k) = a_kk * c * c - 2.0 * A(k, l) * c * s + a_ll * s * s; + A(l, l) = a_ll * c * c + 2.0 * A(k, l) * c * s + a_kk * s * s; + A(k, l) = 0.0; // Hard-coding to zero + A(l, k) = 0.0; // Hard-coding to zero + + for (int i = 0; i < A.n_rows; ++i) { + if (i != k && i != l) { + temp = A(i, k); + A(i, k) = temp * c - A(i, l) * s; + A(k, i) = A(i, k); // Since A is symmetric + A(i, l) = temp * s + A(i, l) * c; + A(l, i) = A(i, l); // Since A is symmetric + } + + // Update the eigenvector matrix R + temp = R(i, k); + R(i, k) = temp * c - R(i, l) * s; + R(i, l) = temp * s + R(i, l) * c; + } + } +} + +void jacobi_eigensolver(const arma::mat& A, double eps, arma::vec& eigenvalues, arma::mat& eigenvectors, + const int maxiter, int& iterations, bool& converged) { + int N = A.n_rows; + arma::mat A_copy = A; // Make a copy to avoid modifying the original matrix + eigenvectors = arma::eye(N, N); // Initialize eigenvector matrix as identity + iterations = 0; + converged = false; + int k, l; + double max_offdiag; + while (iterations < maxiter) { + max_offdiag = max_offdiag_symmetric(A_copy, k, l); + if (max_offdiag < eps) { + converged = true; + break; + } + jacobi_rotate(A_copy, eigenvectors, k, l); + iterations++; + } + eigenvalues = A_copy.diag(); // Extract eigenvalues from the diagonal of A_copy +} + +void sort_eigenpairs(arma::vec& eigenvalues, arma::mat& eigenvectors) { + arma::uvec indices = arma::sort_index(eigenvalues, "ascend"); + eigenvalues = eigenvalues(indices); + eigenvectors = eigenvectors.cols(indices); +} \ No newline at end of file