From 180409edc3a2f23e4cc671c178613aeb11c9936c Mon Sep 17 00:00:00 2001 From: Samuel Ortion Date: Sat, 23 Sep 2023 09:00:51 +0200 Subject: [PATCH] feat: Add ordinary least square figure --- content/chapters/part1/1.tex | 9 ++++- content/chapters/part1/2.tex | 2 +- figures/schemes/ordinary_least_squares.tex | 45 +++++++++++++++++++++ main.pdf | Bin 247349 -> 255533 bytes 4 files changed, 54 insertions(+), 2 deletions(-) create mode 100644 figures/schemes/ordinary_least_squares.tex diff --git a/content/chapters/part1/1.tex b/content/chapters/part1/1.tex index a83f2c5..ceb60eb 100644 --- a/content/chapters/part1/1.tex +++ b/content/chapters/part1/1.tex @@ -135,4 +135,11 @@ If $H$ is the projection matrix of the subspace generated by $\X$, $X\Y$ is the \includestandalone{figures/schemes/orthogonal_projection} \caption{Orthogonal projection of $\Y$ on plan generated by the base described by $\X$. $\color{blue}a$ corresponds to $\norm{\X\hat{\beta} - \bar{\Y}}^2$ and $\color{blue}b$ corresponds to $\norm{\Y - \hat{\beta}\X}^2$} \label{fig:scheme-orthogonal-projection} -\end{figure} \ No newline at end of file +\end{figure} + +\begin{figure} + \centering + \includestandalone{figures/schemes/ordinary_least_squares} + \caption{Ordinary least squares and regression line with simulated data.} + \label{fig:ordinary-least-squares} +\end{figure} diff --git a/content/chapters/part1/2.tex b/content/chapters/part1/2.tex index f614b6a..0c78cd7 100644 --- a/content/chapters/part1/2.tex +++ b/content/chapters/part1/2.tex @@ -69,7 +69,7 @@ Let $u = \begin{pmatrix} \begin{figure} \centering \includestandalone{figures/schemes/vector_orthogonality} - \caption{Illustration for the scalar product of two orthogonal vectors.} + \caption{Scalar product of two orthogonal vectors.} \label{fig:scheme-orthogonal-scalar-product} \end{figure} diff --git a/figures/schemes/ordinary_least_squares.tex b/figures/schemes/ordinary_least_squares.tex new file mode 100644 index 0000000..39190b2 --- /dev/null +++ b/figures/schemes/ordinary_least_squares.tex @@ -0,0 +1,45 @@ +\documentclass[margin=0.5cm]{standalone} +\usepackage{tikz} +\usepackage{luacode} + + +\begin{document} + +\begin{tikzpicture} + % Draw axes + \draw[->] (0,0) -- (5,0); + \draw[->] (0,0) -- (0,5); + + \directlua{ + function runif(min, max) + return min + (max - min) * math.random() + end + math.randomseed(42) + x_min = 0 + x_max = 5 + error_min = -1 + error_max = 1 + beta0 = 2 + beta1 = 1/5 + x_values = {} + y_values = {} + for i=1,42 do + x = runif(x_min, x_max) + epsilon = runif(error_min, error_max) + y_hat = beta0 + beta1 * x + y = y_hat + epsilon + tex.print("\\draw[-,very thin, lightgray] ("..x..","..y_hat..") -- ("..x..","..y..") ;") + x_values[i] = x + y_values[i] = y + end + for i=1,42 do + x = x_values[i] + y = y_values[i] + tex.print("\\node[black] at ("..x..","..y..") {.};") + end + } + % Draw least square line + \draw[-,blue,thick] (0,2) -- (5,\directlua{tex.print(5*beta1+beta0)}); + % Draw square norm +\end{tikzpicture} +\end{document} \ No newline at end of file diff --git a/main.pdf b/main.pdf index a0ebaace980c8d030daa224108604951bf467e3d..f922198c8b054794625145f8982f1f8d08562bbb 100644 GIT binary patch delta 46163 zcmZs@V|Zju*ESs6nHUpIII%IYI<{@w>e%eqnAn_TV%xUONiwm%T-SYk?|VPT`~2G7 zXPtXh?Q^YKUA0#o-4u;lHI7=FjhI?m42hgtkqb@;#lphMoH|_u{snlEC2LQ>i57bG zj^!*l3SY%boPD)`_oCrTW%hYe+NqB6^mq-)(|6%Wa? z-6Ko(>4C~zrJ6EijNcwTpWmvQ-ZxiQGzqr0oZdX-uAEFJzft+dmL}V6D2nJ z#tqAhDRXyQ16DFXvq>P%o~c>E(}L`=4co|s%YjW5yA)g5E?^sS_1#_oaUSG56N-4( z-?Q0Y(!6Hs7NQRqk`G((t8Obt%DM~})NhK6#EHg6pm?Z+Rx?lwDqzL>gj zq+YiG^U&e*V^oPH_OUKjMi?ZnhK`?le=hAD$WRsaY~o-#Jr%z--+5HeoO$?@|eBmlGh$#_saFQY}p{!bRV_Uz|q?o%svE;th zK@4M#criHyPE~6yX^+smXQtzU9I3SQI&;4S5ANm}oKS2{-f)dTCk8H&cmmCZ6;HBj*ktg>7^Wc@#6rH1 z$0QEcBeHS}&Sp3x)pyj3~D%K24@rWC2ID zCC-|)l1(Lq*e6mG8K(E>;b)AshA&zN@P5dJH4#${aaaDp55tH3P@=iO3BiKh_cSFRDgT_b>5Z zbU7AF&}N7UXj%9Fv#=y>{@dJtcM@@d3mZX17rz|KNTF*mq>W)P#G0-1>dD=yKUT*} zSo8jC%3c)IoV&w!jW>@OD{QsXzQ%cku;Q4bA_uuopPsb@787UafOZ5y*k1<*>qx5r z7Ng)F#D%#HB#DLM3daOT*%izKJM{!RlqBpH%7Sq~3j>Fq9){ow{|Sb&OYupC+a{R= zN615mbU-TsBkU&ygN;GT>&8O|g8@Kv3lV}jpuKcKSR4zW7`+S$egEJJ-}nk!_e|#> z`m{%a4J2f1|9Vt=|M~S!AI?kfxtXN@2>|ekJ^~gB%)en>Q$D_FaYp%}g88&zImVD- z{6^U{>TPYLC^7Dl)T%BrcUSj{h#)BX#>Q^@K3$XdfOx#3e`VA54n7;2*uVNkQe@3w zde@c<(2qyPh)o5qS?TfFVEtJc-I^F!)_v)gI{SKe z!l;(q>0L7G<2#&ImH+VZH)~zJh}@Ku5vcl;A+^x`4XhflM*+{p1%N=21Nr|H#0Q6k zp$CVh0(AEPFdV)}5;{15pa`=l{&&c+TM^8$I{+a4FZ&-RGzRQ{v;PO=*xe)aADavm zK;67VZH$7%fY6F!XP)0xyZj$-+6jaAs;AWnol%Di2efT!;CHlK00gx!k~(#PiG?Q6 zRDcNtIZy!>G=>CJ76m#u6+pBbfPwA+5`}`E4Tod0h=Ah)kU_|S!t(@o!~GK}$hIl| zcPN4!7zhzg4k4rUFZ~}Xbv)O9)Bgt)K@NfPAEOSWCxPL$-$>DW5(twT;0={W`PUK< zR+rfJtmu;NHRR3^r^cX<-VMVEEpaN3`ly3amxvfO9uU%47yyiS^f%1XFEL?fL{@9S zkuxlWgYPiVL85sE@sF4&M!tbUM)FLO`|vOkygej}RD}J9P(h+u2Js%4NJh53+%~e* z773KN6qBE5x&s;kCK85WpwO-~lcdY%E%ZAiDc^7@s-c23k_}?hFi?yXTajD>sB8t* zEih6eHMAT~GFSEMek#)LF7axzfdfaw6psns9EV13+~`GRorU!nYW$X$lB1{YIm??~ z7W05hZGR698A^WX|IN=>8I*<9d%O2)rx>D1&k#xHWQ<71MwviRO3oTm^R9V4n}c+> zTN^qc+p^pCQ>kvZAR2XRoRV`7`5|M>5Gq$UR>M>Iz+`KxkkBlaWK?DqwP8r)!wpufR;^iU*Z$w4E=pes;-JR_@ao z;Uy`5L#Qsvb^d(Ahp&8l{+Q>^8s}Nx-sp9~$d^Axc~2>Ce~*qb89B8Im*?l%a_U=u zpxn?s1#k)g-R53^_WZwMD)eolET4*+XE)bWgI=nqNbphJTj;m7FG03R@0@D#bfK3pqj`EE6z?!* z4E#e7^X>L}i^+4}lSN$Z&A?sA|KDe0X5#wyfuLA8nOXj`j9bu>jw5VF@4TuxK5j%b zw8Y+$p$xK6(}L{$wh{!fRzh+A4FTip&ErFvQKC(K+lZOAHFyA1#>yov_Ss#X21PE{ z`^(ADpMeqqA75C^w?3*{RG*tEUaz7Kv)+sm8iPrBfj8IZoy!MzpS};^pJ0GxNX{Q^ zj}ZM$M=WYLeIUuu#ldBTIT$%WpZM27SQpk_xuXzlg2)H#7o%C?JPI{ zeamqI6KCs4c+FDT+4mR`!Tho#TN_kXL>u_7bU$znF1ON z)o0t?FltMvj8>1+Rb-1pgK};{F@6w)u*`rHVLWl#L+9bMx_*2!Qq~Hbme^jWH?#p; zd5k=qhuNNZ1IZF`v%|R5mx~__Bp{0fS5dLFX5g$U3H6s9`ra}enLQrmz8G3@zQLNOH}O$`m(o;)oH;!9n7NM|SWvpgZCq;F(o?s% zHS@Iw1&j9aXWAgCl1Fh&jV4UIFiVjYD-jv=VEFnl9u$I!lb!7*vckDEW#05|VW=>| zxTCMQ2r2y>6g>e}TdQGyMWg1~eboN+Ef6EL0EtciCV55V3+-WQymV)J(YjAeFQ-~Z z79RPuvgyJZF4dmF24uP7-K9zwFFCkZ*j}vBkEHfcVRqH-w^4P0xWbbNrRLZOPs`DR zl>TWp9i}e9iXsPjc2_ubAYeeMp4+9CRP;RSkh&Z1xhrc5j)vvVX#42|q| zE9J5}usDKa(3DmN88(XJigygB^*7N5b)moGW$GV?K^goVZ3B!V3%T+!6SxdEG4s_G z)s>60fdLcXb!k@P+kv>U?`65>I`AV1ZDT{f=I_PTM`xU02(5;I(MlOd>v5+|+)D3) z)_p#cPT3C|q_DHopGviEaWa>6u$MI7`PaTqhUV-CEfdhCrRWwaB3TcvG7QPZtFgq? zw$w|d61SUp|fV(9Vs)ZG?KRy0x@#pV(B?g9J9x4fX zeyOw@6AkQiMoPkllOO&)qHFk9`*-Q&)SlB*DFr~O>?ZTc7_Cqaz@(9ag-@e6q3`BL zHWiL^hG7D|_C00HX_IP+-f2|Uvkp`Yf0S%Yxx`$b8`WxZaO)Yo(ndFhZ;-OKzoLXQ z%LpA+oleApIF4lM2)H}Y;|JnWFR(kbQtMl>Q>*oCs(?$qTHaN$T5=e#u$m z4>6b&i4!)W2dkG3xTcql6Q;&i{CIcwHFgL=WhO3-NyrfT4cWHV1HO$b?EhUuf=kie z0i}@ow5?59Y1%+o+&Mf*uS`VpufrR>p)9WeD}YxB2V@p%26BsJpqL<>px_0p*23==Klh%ks5aq_N%9S{;t6tIMzb$lCf)@&C!le%Hl_UX8K}!{o>2E<83^VzyzxryP zvkigW6YQMqm0cIo=+w~01(0Xyg~(@!0L(>J0Kp;-h_ccgw6hw8e?B;j|8vVFTMXH4 z1>yvf=G!ic6kgc6LnTgcQ&2#9X;c8>g2#oJ)GVnDw1xfiQ4r`dFr3w&a+tVLz!Fl6 z(h_o2cowQrW)`L~q!8XB-2~D?-^84rUL1(t=)QP0=)PEyzx~UF^zheOd*7zpcqr%i z5EbU#3AH#<&;g9%t;^pr4gBdI;pXr3Z}8GfB6u2;OCZ;?YPn0rfl276;&Wfk2A3$A zOFxYkFV)8PFYo38!8sBZp376$>r)MX7^+Fe@u36@#TR2#dp%=?v$NV&Bph-v^&NqT zT^IoMd8H4KurB`9ekH4bLK}#NyYaXe9l8Zk29V12A*S-4zm3H|V*!^2zCJEEp1DF7FEPcsU^fbxU3J*%Wn&6N@ zRhGY0kqb9@%9da;KPQuV0a8uWF#v8wM01*N_oz~MjG+xl5GJr8(dvB=uq7}~u*R4G zSYsTJ8;AnLF=z(r5U^@7B)7&@S2&uf`O5#ZgKgbCewJApT=vR|YDiaK`F=PNmC^kJ z(sST8{(o7|vZOk)Lr_DovZm&1Kw>AlG2sC-8BxJOU#QntPX=tWAlRR;UXZ^@6;hn; z;tL^qS2ch_SqUe7SVbo5&MDqsZ}@dh9!@g}7Ouapp9pME4iWg7{KVSV#fiosb?bU9 z^LD?z5ob95K)r;k`mutd9to3*TL`eP)lu>P6>WHT9}?bW_)N;YSxU*GKiK zZt6ESdq~s0a_}+FccoK@ZPDjshEWXF6g3JND{)Dr(8fTMR-Lui_ewQY*S~t_wTlV1VK%UW^jXv(2h|~ZF^!lF4e9x~=t!o|%k9LlLs)-DehAI}8PKLn* z8Cl3hxexfmt@!lJCcZPbLP1F`J}Qjz#3SyCq7suyP98LYebHH8M46)u^IR^%@TkL^ zh2eW3sm+q~P*o}^(K}F*uR^G04BWJ!jKyEz*DAq6Cf6t{?$T*aLbTD+O|*at#f$O{ znw!eoJ0`#htEp-k9s)Lg0h3WE__(0-5?;0Y;!BlI){Gkj$y!Y+D%^u@&XWPAZ#C+7 z+aZyy&O8XFJ{hwYS648;&1^?Ml(`IH>Du0eXq}q}!~uDf?QI2KZtkR4LN*5*hekA5 zA<^u2orcsmy##5A0Sy+e^DMxmMY7Xrlf|?=(tt-E^(fW8al)!di!A>|X?P)u2A+1! zZ}k*9F6_yxGkF6%4azxlc?}MdzFI*!!77agW}Mk$Qc+@h3Yxt6hOMpGg1(*#ztD>X zWo7*Q2ouf8M~G369TAMV0e`BIoQxf$`Ezp}92yDN5n5@u%Fp~6mZE|1koZWCM%DTd zyX@0FUi7afIC>jl#Dy$yo~PhU1DW7o=Ger$8^{}(lT1xbEcPl;55lG6$EC(=mv4LD ztnX4fyJR#7VSS3>b6?PY+b-{aITvO;{Nbe-M2k>ETY$l|#4bbZKOU;wfKT<%LT-uF z+q-oHvTMr|_aSF-E++*Bk3)bFHVnI#ED&&UHO1~z_*X$+T;j~_an`vQ*hPw zUIF_Swr*N#Tg9*&B@v?rBGS+^4UR=L^FBebgd$K?{;?)g!F2(*x--n=X`(%&J*~ z*}I=dM(}bMLC+AV{f1C{X6=&J)CQ^Sj*H%lc_YMLr2%=LGqvJ7y;Qw;?*rL(qjwTNg*HwL|PTt zx}v@EcxW*^ZlKczn9{PCR}~gM-~Pfz>l}~XtuPie{XPVgYKAJm!@~C;B`FLhT_7}F z3$GfMIgCDcD-uZ?m1&=O%}8J`a8NTZF@cC?sFW|O6I6rW-)?f)vaLZQk%dV?z6*1b zkTMXLJ32i%FL9ymCSArhlgi7QiH&$I{!M2wI>5S%VPBQ*p`=5`lo!%+XE($`B+w~h zI7XE3I>HSkMV{gOwsmi78^U^R3qE2X7>*?*73zIha62&ncxDtD2nO6SyZv0*+ zj+0U{HyiskTx5JiQ*&~`I8l8J96aG1N3v@q%oyd^YppW%F;BOYq@W;O*Wd@wCSC0Y zCqbJ=P{g?Sas?g5w7jZ{1QOz^LmHV90C3r2h-V1oI^{@fLPEr&I8AU}U~{iwvkO&- z@Gy88wE!0_FAHVYSn;>WXu@GgYmjOxWkaiZu{7gW+tSRP*+L;BA*pn4= zzp&8AV|XjVj=?FOD~Tn0WzfQ>@Nh^i5$+3Z9mj97baU(J$>x)?%n2K+Lffe&k+XH- zW=ny^yP82126~Mp$e?Jf(b5LQ0G^qjv0C~OC-j>(=4%SW`1AQtkS$j!!(M2yiW@Zc zIBqk628>_4li32B9pj*)qF32}c3=<(Z0x9sHSyJ1V0lgFXQLmnHSU0Fp(3UuFw%v& zqGbjP(==Ilz#e`vR%(~qcmL>4yxkY>g|q-(87!|Zsd%U3VnER8Ix8VVdr_%q)jH!N zNzzy8F<7OOKpRy9ieuvw1# z0THo@@>ga}VB)9Rh`Sf#?XbL3WVVDa^`tMR?`lip8?g_@NZO9fO{)bjH7=XHBh?1b z!h|#&=zMTar+T}Cy6z>;1z(rt-YU|;|74IXa69f%y@w}=krPTgCa^#EM@GI?KhfoJ zb~}N3Vm>CmdG~CWGDfktOrk72NtZWB$(#0hzr$6`Ivj7(b2QOVf;T0q1wR5?Ipq zq}9-zdg;2YO_!zvnpI2k_g4W06vgSTKBCfcmb>(L>NyMJY5=F2plKSfoX?3dXw zS_~;t)JU5VYDTuN!Yku!!SDhO5&k@`tN?$=M{Qycy$YaTN=v~sg!yRhM=YLZJXj>o0@qk zU?Y2^?nsZa#CWKs&CVFJv2PU^c~R9qPNsFcY3fAd9iOsf#jb82u}N_dlVK<^C7I2qsom#ac&BEzJBo$vAh;!Qf$1*<*v zz*d}d^K(=QN+qUcz*LKNG(y#bSb~%24jIs5CK?z~{R*U=^RoHs3KAtH4wccoWD_O* zfl^HQBm`Pnq0LonU)_{nl;YA8N~yX0ZAD}YgYHx6$+vbgnbiJGn1w{~VW?H53Tv?< z@^E;>9q1#A5Nn6}D<|#mMxs>9o1e0LEh}qD#{K2ez#ciEIMAafE?af~(#?JT_k%|@ zqBl@+vIux%+UCg#vy-H^1l(JfuTM;OnIB$JG{pHc95693Ac0Uos7i#Cp z%^AYfL3!fa#*YA}6Az$xlb63{7Gq@&5&KldEKb8hUXf3IM(lys zOTpNBi=>#k(_Yr`6JU}u9i^`dFH^)HjZ*%$o z?B~E33(ppL_v?&{^P4z#vv(g#P-|mVR;H+k9PmnzWv709z47%_?EBi~GYts@E3*fC zdJ52gIxmVal$0Aw3e$h*_j&m9m}j>NeE!^y9`}?|cQ^;dsZpASp?>Wt2c{r=$cXId z2Zn`hdZqFBD9j%2hkYQ4dhDC~1Z~CLRjEl0650^^5fZy7DVZmqD;xX*+YZ~=k?-r1 zFOuGPrpun#1U_=fP+aV>L*daMvW{h)BWgVV{s8*y=+`I9o&bGL}r@7G_=c^x&}ajXg9!XwOXXE*j(C>)sl8bl&K&p+b}Cs9@5 zNBTNl384&&J*(UQ97%%&VXrc3=Ahw7BgiV2vZ=w#<#O6VHYIKa3p88FY*2z_15?R2 zWpZ@b9}4YHVK7wqL)3oXxeXOwG(D4N7EFm@G?P1uB1mt%-GaTr4GE7~n1y1OC#tKI zLv9h0Ful=MoHF0Vcx3-#o$R^NzSRzVJg<_61gZ%!8SK8fllw_rEnf+s=zkopsc*G^oQ6gTv;*t020gNHzr^%K z^b8ew{n*s*k822#kVa1~*0Q>JTj}cjxNQE~3GMOtzSVrXd~j#%OTZW2peR53?tHcz zwRJKpbXMc1(11?6A9BnOIF;2Wc*9K6GBy=G2@DyuI#CH#0><^bgW-gxYKCz2@MXtN zd7YX;lr9$dVY5cBhPB`U#=}nk%2*_Cm;H>$Miuk7b_8-(vbB<_mKonPKnV$7jg5wx5j2oV}b??zp>DH%ui*-m|B!`dC(> zsY_QlGBekS03}PX+O4HBKTeEQ)82U`GA*+-fQ*Yo;hxgJaG52d+e)1~I)z$JjM;}# zqqN~SkKVtEzB_tk|FG^2}U`rn;ST}}kZFVTyW5Eg@t07^= z{Gt~hcp@Um(%mV}rY$VY856g#haMIO7M!ywj&(@Uy>x2umIbkFe}Q}MHdxD6FI${Z z^hE1ns6xZ`1RWJEy|QgX7(x(8C5q$vc5!J`4P3>j>aUP(oTHK=d?dQ*w)owORUKXu*CXRu+rU|8d_8l z5XJn8DG<2>c#PKHj0~l<-T>nW3R9M-I`Rm^>>Y_&sl|L8)CWjy>)>6}f7EDD+R5ijkoxQIQR5b1N~goG7M*3TL4z*ttu8k2N`N-lzt z<0O$MIstOW{iOXwGaYiTGpq|=B#J1Ed1WCqWk76P@*1}X(8c#R=kzbktjYW4a*Uzw%Xy9^0S+yuS%Qd z?o{&zqZkh5XMBmRy=iagcQQWNaL)QaQ;0vr4pknCV&OPRvYH$MZz)%XHIALb7qqLU z+FMIr=k&n6rZ{g^CWJM^7`4G*_^IeMiS~Nw-@d*u6$LjHpA@xjoll^=0Ykqg78Soi zKyz}F*E=v~sYDHnOMD1-h_sO5g>@Qe3UUpz%_ffRmIe_&6-Z+Wga?RhOD*<^BO z)37fj(~M*|3bB4rGSS_*CO3ZL5m#mlQ+Kg^{G`skqjD_4I?^8G@zwfYF9}APZ}FeN ztRqJTmqAYm(P>|xTEe`S1|?ww`bjM{jMVp8z%^-DpSUh$=sOH`hk<4=&J-OzIw>>I z*{I6ZAd}We9~wYr#xxamu`o2j#?E^KTcr%Nnh4uDnYTStCdCc<{#lr19E)WI;>92= z7VQO5B+1g+IqDcuM>&)?PMuUEN6`cN;f`+s%aG;6Y%AD7cmjJbPX%Vu)%LwFPbFI| z4^Iyxl-dAUufEj;98krChWL`mGk7T;UOjd~2&*dHU+>xEFZ}PYbJc?FZ1%E|j$Tkn z#$jJJm7NelwWpUNMc}zFRBxho@~&aB3|#UUGXkYnib?$gO7Og{%F0(Yd?Ff+64*i{ zaXRJ7WvGGY-Nh$IV*|sUs(L@k@LV6ch1i&BIGmqZ&0#NbNWj<@bN|?SdQ9G4w2(uG zK@i@hzg1yDZ4b?i85a3^zLqIWK26TFrzH4g3{PC%JZE-|Ak+)IWsjiDxCY@^|)U>+|_W9m~lUhGUBH4;>(IvMX;XJxl0KIn6n zIHS7PO#}E)y@9=8>*9?Q@G~ z7`$V|{0z{{G|C!3VErHvgD8c&fJ_uTqhbSU5bTQ=tZ-Ofbioq!EumXDW zX!fHouh+O3DcatW`SF%I7LIyhR(3Dc?tI-00L{M+S$vdb+k9TFTKQ?Vg@DUH{Wswx zySUmsEI@V*d_&3Y9l=;$+xYXq5bdaOo4_(s3D{nx!R=UW$+7X_77X#jEGs4s2%<&I zFYg|>5&M(Stt!fpI2l_g(&IuN!+WK2y#!+B$Eg1L? zH#m_|su45B$AwjQ|MB8VN|GCet*hC&Hn>bKD{S7M`y~JJQA1X{vCImONT%C2MxSCm z+A*8fd^7wsi;7X&SjLalMs6={9?^v%XDlM)qeDt)E2X6))62a=;+`5Yv?9x#>L$Vk zBmoncl_?9ynew?L4N_3emwwT^x=ppBfW@j?Qi2{Co*lV?n?5XXX@_5Ed5`xHF z=NPeDsxiseSLWfZ=9(63*dyXY1-8 z<5JIi8-SWv7h*?x_h2VsqxyqIUaz4|?CJ8J7zix2{^(R`9~@`1v3YJvZ;o@|wdz2O z1O`r@*}C!!?|p2y`HI0s7cG^M(E$hxra62c#;WX9^J!nB*SE4(<@-sf5B{gIl&SI_ zuMkza{{GQ#HxaYt<5nI#ZJl4fV(ur#CAfCULT-FI2nDjyrWRY?R5bb@S&6^(%9!w1 zC&)*Jg%#+^cG|FM&z3C{0X?<3q+gS5@Cl4|_b_%WF87mZ3t7!wsmQ#lQiim<%6OpL z$gifepx?E)KIOW0j5zu%%I&tEUzRxL09qUOJz*1fOl6nHeHDkEG&{%3cU&|<+8sb+>T_wdB*mmpZ7rk0;Gs^W0YI3gmPr&y1 z!v95R?)C*9C4MufOSD^|kw3Ia&Z7GiSJ6q2LnAed?q45(Xj7U{*8614tp$93^^QA5 zSIrj~xbG9C4?qBQm8xvQBjTh_uhCq8t-l?V#T7Rk%Bx3Fh5CzlkspA(HX*wj`J zssHP!K`NnDzRtY9lhM$`e8K~hSNvae1VF3~<10ASROH29B}`qv!}P7 zI8!19w!d$-``k9gJ~gAe%HV97Xd8}5)A&8uaZ9b7_wHbSQ|Mk|r0mzt@~Hzt#Vw3GLWPN#OuNoLaII<2 z*x&|YD#z0{-cfUP0=edM73=PK?-`^$CC4vnz7NVEr3^MlRpFx}P%w9+cP_nSCap!!K@~S24m&uKjXH@ z+$eGijfwNkNtEBdC1B$l0VYW|aQvTqV&}f9>xu1Wa)9t;!f%PK`DL!ey`7CL&Z#aa ztl&s?X!A3yV>5Q@d!+bdFq!L|A}-+hZu%doO6G>xqW7=soi>MtE}ZfI(R7$L1=;RO zhvXkGB0LG2qqELOy-i~Kf+WU;o-|5Zw)hT|>j-Xuu_FA4uXnaO{|5JhWpFr2R*@vI z)xu&1z9x!I+2X_IKNGXXd}Vvm5$cA_Y+Prro8&oZRD^lQMl%OT|C&1UIzZw#=UMqb z{gzfR5UhLDjz*?={4T9T_uPby7}LbG9le9C>MrMyb@|K~Z3qOnFwMy^8k4Wlz)GF^ znmsAO0V=ff753ssl{U*e=7!&c|IG4)Oa_9=X19Nn0mj=7=5B)PlZPI#7R+N0N&3hv z>|NzEEUd?THw~%;lK+uI@n8trF54`3O5HEo{wd_aOyXeZF@pikTm8U%bNkm#UrbL# zqBNmTJV$Z~oD#owqJ$1Gb5&6$m4kKea~`?R?|;T2LnjNFxEw=y6rOqxB*$h}O;j1E z<<`yg$bEj`pRBkraENSoW>idZNlrI4YVIpPd|t5Sq-j7c-;()0FWxBk`{p~WUaqg` z!?LVKu`bP$y~v~MRgYD(T=+^8=F~<|5%O2iZBT5}>_HiKo92(D6;J7>1rY~GmOAjP+!^U;pXtMKJT@5AIQ3!XnYj3 zJs(VvB9GGTjmYh398l|pw@SC&Hhb~WRMMK@dgQU4fWJ$;Dp;V?HYTd{Kw&KSbqwYe z`3`A|M;OmH-07o~SUOfd{ZvJVcd#y4 zG%+8q3S#fcyN8sl7L+-hTIpYOZ>`C(i1#^jwy#7!*g-6-K<>HM>GizZAVkY1nbX~) zw!_1kiHR;AGd2fM*Uifr>co87T%?>9?V)&9>>P@&A8jY$dqw6Et1F-mHIzVYl540S zR9)Okz6#hJ;{{v@!4n}rHxHNj6W}0;5DZcjpRrzJ!Z#mD3(XE}>l=?=RO-cC?sbBj zu%d75egugr{PH7uVAm(p@2&lat9~q6>t`a_ zUt0pC=vhxE9O#+KWa>0))Z}k)e)m&U7`{21Z7ouyZ+3gpyL*C;qA;yGKOv3pkuN9f0nQ3z@*=FCdwytVD)wr^kjWi!SFZ zj|RgS$TH~gx6?|85GFB7i30fDyqm+_+IzXi_Oh!$WQdqJCt7#yz4Q5(=?pXlZZm&> zl=l*RY+o95j!2RK(S7Ks$VO{;zn=Sa9tDp}7~bA*R-|XSQ{ol~vY=Ro3((@FIrCJ*9w1w7jW!&15yZdpd1c zOwE6Oq3@3irB?t_eqGRwfNWtGZmM!YW|8A+O_i2OU*ys4mrl zzoWlo2p@il&F*_l6h|WsQ7^KS4wyYlgy+6L-cRJ}f5?hL>m7L7-de8iTjPDzoa`9?k`4+lTnBf=*hSJShX%g67#>3YT(eJrHPWKYHX30y_jkNg4n0iR zalduLt0lN1pG>yEnAH<6#)I2ayDp1`v{XK>bu7DD#jlX0AOu)GY~jrbpZ5v3`o~=` z`-hF$*thzHu3MoQ*UcR+?(aN#bXwEo$BX21=*ww4&`#LEQ;<7v=K0TL)l|wQVuRLv zsxwS8W;~QY1a7ff?Uo~mYS|d*S+HJuYgxxZd)50pSyR=%ZBLTLbVx) zEj5YwN$K((h+S20%tbY3k9nyB8}R$7mTRWPiSg{x(|2>-)WZ#F{cgHSq$rcg*56_X z1eleB-ouCWFt$#a4sQg_caU&(1d8utdHIS7GF99qh@%-v3jHy~Hc*F0>O~2x>pM5S zW19CH_nekj{$c%%@#1vkl;QaV3nX2bf?sBeGlM?OSab<1=vvfqj`}*?E_muhM)38w z+=Q?Dsz0`InmNqV<3M6c`<4bdMO^#(IMQurqP-d+@WN6(kAm*h8AF#yC<^>H2HD`X zpU`NOC-Yye?A&@T|HXKIz$i=IW@bIE+T>bAF+BNDhb6?GrNffVSihsac6^@KSx3PIjreG#jO09dR%AX#uwwcR-KBCSD$Amy(PmUNF=eJ$eN3xT z{e;;P=qaPcZ#cUv$&qfIn4;qioK+g;7O-@zC(JHSOsQ{r0i|fp|FErrO@s`&QJJ zD@hf*$De}q%{b}U4~5Q>$NNFewgoh@hj;R*LY(M$3&b<*XQ3uCY2X3rVKp!Bn^V)7 zAya7#RLE_@@a$20`Qg7i@roCxf>Q^KX6-`5(TZ_F_+mh@*KJ1S5jM77K5u=F(5}ZH z;kx_`h&j|@8z9!yb@~+XIY!*b@MLG6??Mw^*X#;k>Ira`=_lzc|1;?q=HZ4mp9ZXs z5_apEB^WnL52xUh#<){y4aK2;*+To%C%B9OX$aIw$NCa+che+$`B!H7mhnJ?)rpCo(Nv6je zyu8l?d0=asLNd~~V#7A;87AF&3ya3AvcnlB3AMdYF%ck}yldQP%7=?m&Y>t4UCdj? zj+`P)9b8J9;zBhW&%uG$qA-bTMGR!o#iD-nce2#6XmQP;{k1w4L$36xk`T|T_VbyP z-p+L$^CW2@R#42s_%;?j+p5NRv{U+CH=K4<`X3Ej9JMWtaT!3}vW;w}D{F(eFy(1w z`qOYSJP{D}y1i3VI+k9XHI^+EFYa!ZVrAxsN zD`qkr|I=3atV>!mCC4&!3?&94V_i-TA+cr)>f98wgGIKh*@aR^x&R8^LJz<-rx(su_jtNt6Vi}C=jK4KV<{|onrzU3wuhu~_ks3GP4tt_>m zU))U~lw^Sdpnj)NtD2|n$0&I~Pyg-%b#5CmdG95nAoRdtX@a&rMTZjFwfMXcO8lV_ zN3RZBy{jIE$|M@Z`EHhzU%zV_4$ZP1ZyWG*xlG5l*%=h`BoeQm#|;?hhofykYs_aP z@EB?3kbuD&V=0gC#zI!*PU)#M+|?NkH77m(T{OWlehvrTd&Sa_*sM^fdrDq-!++tc z0$@~G38!%?Tzb)6?b{=tUdri|sGS?UoYhnM=5%)Y6;XE>OPS|%RH9f7B3U2F9~meV zjI_)kemFQU1sGW!SvNf`Rudd)VcYa7M57|uj8`F`kpjh)bkIpeg7$A)nG`|uArb7V z9KFF*rl1WhN-3ITL!+=5=QNFmYw@(@{C6};H;df9ek}>R;0U7CBc{5aSI(cfFAC<} zX`G=^wI6Ih-H`FIPEr?MsuepEZ-eJ4%ljfNdmBGkW$W z+zyJK0w$$8t^h(}6oKzF?~QddrmFs?Qjt|}u)htMQm@0_X@?hMY&BCdtd%{D*Jx7@ zlL!#I>qY!cN(vwA?Tz0$j>_Vy+tXdEKtZx~=;gT{j)BbRRs*32E03GO=3P%~p@vr< z5S8;Y-2b)zO5N20$NKlb7a&Sqvcsu9H_ z(Asj}XFFQG{Ju?XKSZy0ws`r3H5G)%W}WfXmf*Cv%EN0(Za%_Mb|bbpVY$CL9HlsXE1SC?sS!_sG;?AmNpkophn?-Q4kGkG(N|LTGPQoaE;4QI<&w-DJWu!-9R2TIjFVY

?+@ylJbnSvu{7h4A+O(36j{r**=MOT!@4bBaq;!!7n%QiP;Hq>nX>B1Bpxb z9n0XGEF0^Sp?oMIY@|obkRNo^Y-zId zoa!+eEwkAP_Hgffa0~};ziB(E0lkt&mI+Fb&8>0UOmPsjHDQ#K(8D`1KmMdWYRr{=F8Cbvdc|J*v;18IP*X4W z)L>_w#lYj|=F!ITmGjQe`rqN;`Om5^*X*6A7<1T2L!=w9Ml;F@95r{ zOVnU&;5o1rq{3lqrXeUN{0h6{jtj^Tk=ab^Ly z6ay5dqj4*=_7+<%C2WCu@Hr{+z}_zyQ*N&DZhkB!J6#6u8YTC)CHKG*%tZ2mw5{mf z8P$Lt+nz;24yyG}A6~7EKv8r#V=Uh^|nD7C0wGx z-1u`>Rs&8k;ia`6mLY$$u8YUKr`m{wh@doO3-eOd_dt&+2SK{`a5-bGA zM!AId4>3ptVVpWmMbohhh^MIV?SYzIO62eeb!5q~>biaQ{oD*E$T$+J=pBcdb7J4B z_vRu459=Z@e>_y+NQQjTd7H>KLyP}e;;No1mN>S$D$gr5sm(avOp9EmJk2&XwNRI{ zfym6eW+wJ7{YcOHmbu|`)YmLYR}zzjw56TJLDe?k#IvdZ5u)nY+Dv6(s`yphqv6W? zqoZ+i+Ojlq0a-7(4;Pu;$0g!Jq^3l&B2f00v3(=LW5ZLRZ&yiGCOAN=v!nqNb|6M~ z(u0XOdOZ;>6@n6a(4-I(b+k1FDf+GMCGSU<#o=D#aCn0Dq< zT-}v|72r~<3~DP`i!qH$C6b`d{o389uAwTpnJwSsl3`y4ZlGIH*Ywb-II%j4i_o^*T7q-e za#VMoSWi=CY2U>ZYs9mUb<{Cxc|y){YE=Dr>)QGSfy2f^yXIKvPO1=iZ&=U-X#9{t zxE+?$Ob>dV=(59CMqWp-q98bLP3>2yLV6dc3?hF7VodT!3?Q1B2QD}ks3R7;$I4vC zh!H6mjUyN6p+4nE)0kAQ8+4dmW-i{1d)|rX@T7gz?wlbZESg)9UvtGLJ(|@=l>I^n z{ z9mrmA5I}@9+zopfjI`X?+@P36hBFf?Mll~&kg=sql)a7=`7Ly5fl`7-e_Ukkcv_nq zX1w8>wj0R6nP98L_O#_{vh98!W@l&YS0Hu9dRzP_qS9Z4T#apo_T5~mtEuR{1mcpY zNJgKje;+6iWTQ@XZa|5LxM)SE5Yj){(t`M_9wqn2V?QUU3Oeg-GOsujDuO!A) zq(&;K6Q#MAbX>}m2W6l2G|wMs1=2ssQI?OC-yfj7X*jKUWysLz} zk6A#ftBG4}(z}$i@cLz1DW=zlQ>Y__<*2>ID?Zwp%Zweit&E?H?Jley(^|48t$OAI zt*Nr>1{7Mh+#nmX$_fzw-b>46Ia%(7Te|Y#rzaM_-{x_&!GTu`MO>Lj)!7e@=_av3 z;K%H}OIX(j#Yf={jtN|Q-k+fIE4SIChZZ3Y!5@Q1JIER?0!|zTRz4JWjfI%_!yk=o z-=!I?YFa#EeGDD<5+2Mk8*blm^d5>JI&hl{dg9&qR*mLng+n+ud9NJscCJWrsV8g>jyw1;j^c%`(6YOf7122}DcPU<@w0v7WU8CQj8vzFW?^ym#JUv{K^J8091 z;tmU|B3&qMnzU1&^MIPUFBed&$%9N{+hgw6QaW1domT@$*c-<^4>7y(|?I1h~ghBpF=; zhF%v>UP-;|RRL>?mSqeOo~Jf||0H5!82%~mW?+x2=0N(>lhW;;KU~5-N&Dq!|$e7zHObT#%4JH1aC$d zXZ%d%cj5^;wV;DZGbDc-b1Rn)sN~hY9su&=dqyH#i*jDOmDnZ zzojV)Qacw5YYTykV3=S+7Jt54i+f5_xY=EG5uC!TPCg$_P$7=$7&sA;&mo zW)O+cZj>+2BFqOe}@SQpQmZ{vg#u<#L-gdS0 z%e7OTLpq68X2#{PH$P?mZ6^`&z$;TDApvI_S4+h9qO~SV)WRiu3FhO;SAG(-c3`$b8-|$?X9+MxdKo01u z#uo5K#@Kw)EQOI8kUAU?Uh!d{$G8O33uX7yCcpc_ZZ49aMW8@uNg=6xKQ6-JtIH)4qF?q(PX#iVzGG6QBS z@Bq;WOq(rI_~0U#XwCI#ppAB(8{n6W0zkV-e~6G)tb;ZJ$)6tOWOFDIj#&DDep4dN zAzlS{pn|tL1-0~c%tzK!`_~xI1YOxxoZ<_#xxW{NI*KI47n&%xbd^+6#-2!GMmJ?| zPUAt^OtXBgWAba^A2@eGD?k7Uw~SP6dpbS?gT=^e27wB^aKx+jG!@5nWIrbC{?!klX7TOvtN z-_f3~p#Jl|oWT5QGJ5OGyg3hgV%6`IR5Y4@@Hi!s-Jp9=+3RWxB7cO{nLD|CZe(itYo8(#PJ*;7E>;JaE!K*OvOQb$P27_Has*IBL zW&3;eQbISz0YWq-Yoq^^Yp>NKLbNZmiOd(LH)Zc@uP&DOo$tx3NiZEjzw64V8(!=< zyFOiQ^SXo2E;z3~b&c`jS9;%*PBclsb@JJA`i)@_AEz{1cAvo~Aq`S>G<1)&QqbVR z9$WdAbn&P?D%6W!R)mySBv=8yD(f%QAMxlf-hF%B@A_o?LU1e*mMq&gL=Ri0nmU{n zjb|7@Tb5_=W}4)A5A-T6oM@FZIrjNPOs%f$#}A?e_piR}rv|fH`t55J_j;XqbY(!IC4=gP<)hW6KRg$_VeVaoM`12DMolXNax03jCfZY*(ztSy9m2%b!bIdPBdp#}y^YeyyUZSYrOe_Q7S z!563@(Urt^fQZb2#4t~MT49(>U!>_%cmP`*6+2&)FPS&UwxgV`Iw zC43nF>VQvV1@DO7;ZMt+Cc6!>4()q$kC}eko58Q4~^axpRqBG>zM;yNj&NuI5 z#ZWe>gGdAnK^&BZM^U&!yj2AVXSLL_k}k$x3jtbkNXuvR?R}}l4#sj*3>0;yf#X6( zmSAi^RQ!NtL%WTz8a{oRm%H9TPjp7E9{a^yrh(M(QXASw(92%iYvi|(*`qjI^0D|K zuI1$fn-Ou7SKCOgwRasKw>&Vg*j9WQDbW^t4~R#TLA-U_lP;|?iBAhA#x_&c2Ph_c z3h=|lqZze@jOipwf>TS0(q2DS66N_O*AgqVtk0R2Y$$s^WjqrWgY<;7?5s5G1a<8$ zFs!5EG--Wjh|#BaRjh3}__zABq+-JLrnGkCZ=tTj-{=6Bdy+8i9Zd_j_dJva9PR7UH4GVTiqFJi zG(&R`cZ{>)vRm9sk;+M4@Ty~uE1J#3G64l2K>|!QC#YBEOoq=gOKlM9zxt`AA+-^A zajtVoFH&K;3t1?m^;%hFpXVdhN2ke=-vU$M?dvzI8a`f64U%nukF{e2712vu-%qZx zdCp>Cn_@b5`$n(4+r(PJ#Uxg=#S7PAgZ(yPsq{0&NX`x5le zwCB%%e^Sn|asQo`EosXp4RlFnqPJCm%U-&>(Qwfz9>9Ve+`4!OGyH`^eHxKM+@T9}w;MuXV7*fo zCi=+~c4pr5AjGZH%O~{fr5yQ%bjfFZ`%0uh^Y32oLSnnQySPxQw?G!{-Fq!emC0;kiL3dB!TwJdAb`Q@G^F|i#RM+1N^FWLL=)sk3s2&m5Cyx;p%{Jf{ z3sT#b_CiIX(rcC7NN#L+c0*fkblgrPo3zZ#dK;n=W! z_uIcStQBPvXyB|#WKO~zglFl#FxItJT{2_g287LQi!{g0-2=^UgAC^+Fp|-V@uxm- zkkGZ+N{UF9j54qre>Z>2Vk#jagAqPQSmVz^@$eGYG#|vNAoBJ)@PBSLNj>W7}*Qf=@il@LxZ4La&v>389AG2^$ywTT$L*= zWFM*D49sLtD0**=bq*JsiCk9JhiBRv`1d<$jz9O_uN^;RKQZ?IavZ&(ofbGHYGO)( zgM8|Lp5!l1Wi#h?HHLO*KdM~KsHBsme7JP4;pf#aURuy@?kY}N&IyDI&_OnvMcP}K zZCf&0E-eB*RCF%K$Y5;Z=S!QkeDcZTnCnzNZxHI~#MSzNn3#KwXI3<*36?rW8asb` z*7-76Qo{1~J!{3s*OjB1ls>k;ueHPlsM~ea^d6R8`?WbQ9@vQ2FlhV?L^V3ybx>x7 zu|BBHN_dpJ21U&(E*FB13q@ajEq*bJ<Y$Hs#Lo}=>_=e#wGxNpH!wH7%;n&dCrD@+?3I|pfYSu>e4_qzB;Y9?|89kh|-CoFI*d&k>JxJU0lSzlH>SX;@RXcS2`=TuCE1pjNhWq=m{54{v z_h|vWyohcb;6`hsHGoCoX8Iey{5XS z{V!(7@$!sRHxk=X@IR6^lgnGT?tiZs^ql*Sn)Z%1$cL5CWvoiyc*VRPVTpieK(On< z*juQTqHx3WxL9nwa;}`1_^JrdCDEIV5BV50?3Lf}O7W(#RuObPg1DaEs8P&5lZYyDvh){n9W^Hs`SPU(s6Y!@Tbpk;6&YOB+J17@ zn%_Uk>T`sQ=KyNqgrZvA^-_$#l2DQ`IZ6&kUKVj^^QN3t_t53tPG`a4NtVNQc8f^P zp0R7;I5U?6U)8VTjrri|h5RP%Msjx0;pr)=?$H zjT{d@oqm}P9={XJ6Bx?qR#!I|TYh_)>J`E;6Bzq*Q*+C89<;g)o*foXwV)5h8g2)a z3vj9;DitSnX!Fx(XUm<_K@#@G{OU>XxTY$@uvI9Z@GZNTtZyU?@@6+F^OeuN2%nW1 z+%D%(*OAyc3NjhHd-&DNvLDaVP&;p>u{tHjI=Nz?vyR@yVA1PbU%dVdKA3z20jS&k z%>F+!EFR9fJvVt4Bn~xJUVbhfFXbi+@b>r0e>?DP=if%0qEdgh7h?(U4T7U&GX%(k zqAPlBAfhZc*1H1ung5^yBl;BW(KsJC6{9YGQ4^f5( zHp`)c}AFH|h^LM{v zP0&c-U}HcLM4I=HG#*&o1b_o%X9J@fLOOCV0VF`Pv$27pO#$_PYRUZpv|!gh015cT z6hHxHiUpv7Got{UO~z&bI0UdvBt)OT9iX0&osE->l}v?3x|-T@&)lMn@X-(>0n_<;;| zOMqAk!HEmj1p)F2*jfJzE8oAdVkAMZ%K8JI06wH|BaR% z9H0lp1sg^}?if)JfDV<7_aB%%VC5iyHW0E*zaj{LPt5*jjQ&s#9ZoJ@W^OXQ|JcmV z1>Oh(yalrVz0M!39R(l)O9TT5f$Y403=wI{4F=c(f$ZF1HV}XT%ohg8LSz4zroV?A zTvGy#^%qdcNHmd$1L6PxcJTK+fDHIP0+KnKgZ1wLXaBdc|4|NU`Def(vbf;1NB}x2 zJNJJKfx!D?2tLOj^Zzn{jE$9(Ooxn@4PphE9$2Rgq6-3=3p`%|Ky8A!NFop%RRll< z$LImcz&f#jTq=(L@(_-Hd&oaPxc=JM&?FTHNcsc*uaP~E2j~Mi{`M9`j(>X#7^4p2 zB9Kw10#_#hXi+%+aSo2ZoC65iG9j7>a0YiK0(8M}^#D4scoKjDF%+KM7z!B&SPIVT z17HC;|Mn9Yc5be}_fmlD)NRzT=5e#}*|8X;%n)Xyvk1y@%G!N?=T+b;_igHwQb?>N zOp*aG^&BObwQm)x z<7ON9-;a-G*6ocpb#-)g#6>&0P@1x*%@0(^9L0}F)keB(N(6%RUxX71fljAC3rn1) zPJilQDc<5CSfh|rwj+dkiiA%$7Rq0PyE2d7;`4&OvI((pywh^n-GhT0zjBK~zB2>~ zGYU@`jgvD}#=9ynRsjgy~xOV!o?UM0GeV&%ZVi zx2M2QQpJ<;6AupNOI_k~OxiF&=N*x%$e}8ws{fHd*NzQnUgEC8+r?@q{Tv{eo5&`5Yo5qFmT5drS!lz(@eu~yB?25VA8u$YR1<(eLlG`R z5gSf}8IIi}VoND6ft$btE=^`;>G>h~jVM9Nhf#;>h?v8E6zd-IUi6;FzN!Va8I@k0 zmNcnoo5>o4HT#W|{#C%8sJ^TZNiL2zZ?FJa5JUc3sH}@2=5x>&M3dQBfvMAW%;idB z_fJx;_EbT9Fv7lXDb9gz(lN8%@dcEZ?hCb1oHZmZgWAi7pU;fV7QIs|2lM1uLsC3P z;yQo5Vd;V&aaO!Wj)1uk5QP(F{p5q|v)v2c_{>!Z+S1A$P(GHa#tlz6W6i?>Csq@f zcf)vQ^a{IkrQ+Cf_EqOiUAdPVouga`d=d5Yrr{~fISMaFxSlT!wUXQ87ESi(@fQ6& zwS#mFpNNL_)(dgwu%k2s>s5S8k+@bmuc$J$fC|kazm>;<{V(-@o=z%e^VL4hzYu zYcgWrRHtOrybcXCXy<@Jwk(6+Z1{^4f7s@ay= zeYN*-FsXX?g3%Lkmp^C5u`^eBOUTr!siUb=548Am<;orz+C=W6&Rd{_aE=l{2y2PI z<46dDaGpu_)=yIRt0HWa@iq-!fCm*&R(c+tzyEg-iq=Obpn2{EBbO#YQ!v)A;8fjO z8hhL}0z!Y9jiP~m&tvl83?c}xxkF+P{2Z9u}*@d`1_=6El|?@imvK>pK(wXKU~F^!D;Z%y}Sv<9I2eu zt~m8R$6S1ZDn&(a}F==&F_Fvd9Ozm@lI zFx8`kv3(KY+iJH9rWjjVb>#v^@^WcF%xGV;9%7q$JA|1l#m`*bU3s-4xMT%?TY`Wh ze4Zoy_A;tL)P@LMfd;5PfREi+XOG`)&L29+zkD~IpuhGBMufZ<08VF|{2DHSzFn0~ zojC_5t9cH;4po&T>ZO*{RU#$vhY~~q(Mh!Kr(o3m?Y-l(B!>--ONRP+V17A5kWOE_lv@-rDS<7 z=AqLgC8yc)2`<-DX+&27kYhXMwgXJ~j`tc+m% zyi*;TAB228uG;pIo%N{XEMTj;1n&lI5xY?}in*^k1U{id5!yTQhPk|MxvXq4Noel} z;g<U0;GW2Dsm;XHiy?wh0}g9t-;A6xk~_g@8V`DS5?rt`j6uHzOk}VMq1hj zYW+LugyskAynGudEdf3wVMb6z z_sLQ7ZZHU)ppj%T7hJ8^&QS8CkPb++-+Ov!C|fd2NF&%k8-KEt62?=|wOO!>>%f|5Pv zXI628)FIp67lij2o>Y*N#oQ~U*UefQR2Qx8jpz9ll%Pf~$D0or4a=gUrp66whNWs! z!1?0WjCOXF%J>iC1(fm(ca&eq^N_)Z2d^*)6Bl;`G8Ir02*1UrpsByTpOjL`gG+J} zBD6HkgEdF+gbTL$ikVZI#!)e1N@uZ(j_6%fozwnOm(>Ue{Jt$!~a7@~?y!2`$ANZRqe2eP|zQTD>X;<@Y|u61>gIbW@} zS0)^%Phk3&lW{ZHp5SF#&NHFM?3|+=jo{O)`{ytdB%!G(wa{1&CZO!q+#N0U;3QTO zE~Rv>8nJbovJt$7F+<}*xhK0mKf(Jq88{wN3RphMDB@Lepv*X8Z^g&(KzSe7!Cy=H zz>G1&EHNEBzQuQZ^69CCLBt);DmA&tZ4NP!fg^HapS;KQTf53<0Lb5Y2?A>*FAhr& zhT-=)#dSWPlH0)Z90q&N?*#I~6;D5%-}csP$1gEaS0JT-M3RoJz?>W~vGm}u_zW+r zbfN9z!yX$_2a0rfmn%9Kti_yrMl*hoYIzVYAK+3*A;ri4Hcx+m@2)<4m@F(Ya*q<0 zL`_RCfROk@I!ndZhIv-{i*?OqI(=MIR1w*jh{UL-!b)l-?w^f`^3;>${ZNRdBC5J% zSwH5E9)At9~PM~;`cE{9y&|kLlroaWYa`OKcXDK$hRN!qY?=rmG!x$psRv%BTaiLRG?P| zDQ=y5I7DJ?Ja~_9rhRWNFR?UMRzqsng3La}M*0?gLc6_qg_jeO%lc~?3f8QGOqB&e z05UlB59&%vs^INxz!xgc|Kcee|7YsX`FHL(AQulfz6?U()^i|dvIh%NG|D(>lxax2n5-u|4N%X??!!G7~n5nSc+>rM8gVo@H znzu_gNZhD-qFR_}7C#q8cRTF;CET}gc)smB+|r!uIW;$kV1fqOLd_z@=jTvdnOM*n zN1-fbafz;y0WvS*C7N#hl!U!^ToKX{zH>|5A5x1kioCS>z1=u7$nBKGKVTK2&`Ddw zZnt5_ny>MBB=^e@QO!)_)43%p7p4{T{7j<68dgzMmW!{p2>t4EtmT>@ORMcr7 zLwK5ZUiO~cOh)EQ>-T4zE6lyUT{CGrhtc_#T2UL9(o^l0y1Ei-DxcMM^@hd~-<1@S zSKd@%?(X+;&gfcyIM9FP1!Vg}-eh6__6M|l02Pq)Uo4dK|FBTbzqyhlMCxA`q~!z1 zQ91tMq7XXthr+$#{KLBbqHw%??96=NsYQSd*s%qG39cxBge5pR!H9)`Tp%YGxU3Ms z{b#TFRv|#*4;%h-786*h2p|CD0Zl`p<2rVQ{60L=zjWBwPx_OAf20=Xaz9uf|~;`-a=|JOxEyg)uMMkRm=m6PW` zloSH&k39gcrut?8DF7_j2S99EZUMjoAS86770?g)Q_=>Z?vO|0FXT^c06rksUu;^m z$+I1x2LxX%{5vcF>;mLda{VtpO~%gkx3>R<8uM-0|4^z{EgqI2k;h*&;ucp z+<#MSM6Q27r{LFR2%8?wgFKmkMKd6xET~-n@M^BVc{PB$39A>t3jiZMLS6$*{*WLO zB<3OlgzPx^D~NI32OvNPaR0f-j9`IT2$$ymFD}jff4DUFzqmB@9Do`4Cl2-3SZ6H& zn1I~>BGcUeA=4~R{|hEWitt}S7w&&}HTPe<8UmwZ5fBH2d^GJU0LTEj`I>l|06qX9 z4=Y%42_Oi~13?|X1R#R{6Ce1)sw)OQUUE2S&@^4McWG6)b!fKb{tlv*^bO zC}KQ5UDflhLY8w95rO%979$Zuof`fw^(o>V8@b2%C1~P(Tj|B4$>riVan3tQK64k&oqUak+_HzV8}dRl_cb*#hoR0qBBIQ6nSl^HtqloxUur=VP!<@L>6#&Ra}b z$xp^#c@Yf)G#2C!*_(e%RVKADpQO)UyYZCRcexp?>iq<5{UpV+-CHI-Jy`fTBR6BC zRfW~Dcg=kG+?JK4#~FY{^B8@6C6b>ac-U5bHlM@mlep#}(-r7P@@)2e7N0f)RvUz3 z{ncGUw9odN&YS?N?}_R zPF5dTTx<>qn@G@|-|F$lxdAG=MwF(H$(OG^xj&{4(t^&hFkm*ZEbC>!J;`H7L4pu(jJ{^H6@8Fy5-?dUzv0iyNX z>?(a+OO9n0+YV$|+LHHg+Gd;`&+?4ZzicI_9Jq(mcf{Wc1$FXLle-q|KJYm>R|$B3 zYr#>JE3jMUIY+O@hn!IYpQi44bDycv7vK)ZoFbTh!-TmzIT2N*-zh6h=eNTA$w zXH&|>%iN0ay$y6VuZeM4V&7&59EY5m{?8O z^9uTd$&mE!?bkm;Crg_=qo_Ml18^L16g9hS8x8svoN1B=kjKt5F}!(}8yXnxLmt#O z(KTSqFlA6c5q%tbO|BOq5PoKS37-h*e#*kwXq^o=JhLexCvFM%A+V zbn4iL(o*fNEa9EfKLQ z;6aCi-=Oe65a5U51-hC!vxh6>^6-ZrcJL6B$mXS3Vy64+CctM#4|L-=jvx<-5Um}2 z`hZpLJ7Q2-f^P%hanH`#Bd-xGA-yfi>bzVSUc8ch4X3!gn8%2#KZH; z+}!i?+}z9a!^6u=r%5ts%hJ?r+rD!On2Es>$_L`0BhUkk0bK1k)Xl4n^Ns7@1x|w3Stah#B zaJKmdov?wXRvk&4ffMpZf6A@d#XaJIH2x`1ChZ;Br+AdAH_jD~`AYMmy$LWFETN(o zJJ4-5@}tI?Ur^u8A>}Hc=0*&R1&lj`G)5Lnj6d>XEfos?l;GZ<(0H4>I4#sb^R;z1 zYn(Bu1KJYXXJmA{Y)|kpK19{C3tliZL*B7)*buW(&Zv<}KKi(qVmEgY`|y=}OD_A@ zL>)9W2el?Pb#`HLOzvQJUsDJLM(ep-rI?(*(bt{GVwd)7%E$u|1yQsQWi=_e2}KU%O7=>5Y6&=kLGM6s z0Zx{mp^&1|`m4KO`Xe^Z>mQ3(XO0*pye_|fP1R_)Zku8Y22A08b^0Gb$-BO&@yAqch~bO)(FI`JkTk(Wnp?Y z&`qfKVXH4)nXD-`U@7cwLhB63`feOVC4^WU5wVd)zRw&=DIXioY-qc|_uZKSSFt_E z2wUVR)gmsqx}&3{u)EED^=bGBZW+{o={(1| z4z0N|o@LOhrL5_d!2jcLnBx-4a8voqNpXb>4<|W;NZXlo{$drRu$gk`}AO8Hv#S zKmeDF%Fm003<^BuV4U3=t`1k^BtscEf2tdlC}>1w6#hU45i$MNHBfx27@jFl=2JGm z{nED~L!|cWY$92MYW9_w8MZy2)uo1R)0CmB| z5Nb}Y}lZ=xrs)Va!4o~BQ ze0L@+_AY>d50*z>1z%^2;2_`GqX4n6+|7k!i0%;!6^$eZ2r;h z#?xwUOInV-I&Zr%>%CwZ3)mdF@bqRW~A4SS?+oDTfT!6#O(?5T~zW3eP9v`Jr-~cS$rmF zf6V4!Jk|K+f#R^L!C*0&XTE-V-pRFAb2o5n$8j-~o|ijz+Wq#Y4gwZTyG2xzDiMKV zIF?2H%yCbOJkI)T^x0S)d-&lY=h7<5lmpXkR3SSkpJFm@o}Sz+ugx8-mUcJiht@)X z?DwmON#L`fz|G($?k3HChjI^{6X!_#UWGgdqsj`O-}H1LLOjujy^`eZPl-5@iN6db zP4^#uc3X6Ic;3?~{I+^)`aDm`t4d=Pn!YtXcWEbQf;=^1c0Tv{M>ir19EM|_Oxec| z9PxDXpa~1JNpLLJk(?VhVgV+&FPFr=~Gvj-3 z^8x7{jSGFx$TXFHEAHeuDh{DtW29C%qg8=U>yQnk?^Vn!i+QmvaUxKVPI=>iEgTe- z6J;3K>Gz$_UoX(B&BDFbnc)`tqleKQOA|K^-FVfWn^I`0xwwR*Mz~E)OU`4eJHlk< zK~8#4ot=c8yN_mD8X~LTDcyczN*7(&IbFQ>g+rHK`uHLq;&oz3Dk)$ppz6}t%>2gO zZ!qF)>ihe_s_Cu@uFavrvXfVh1oOm0#!h;BZJY_E6BU=B{d_4sl&6iV?o{+*6WrLP zW}vcSyLwZWn8C=m{`+^@cEYN~b5>1BB%po}v@Usedg0IF(q?6niN}8P!}me_-r&xV=m6oPRj_b!KCF`eegQ=v zig61XkmBH^nsr@W-Rmh3{c^XV>enR`MRv>QvlqH4po=&+C zAu`_gcaBtnQ2C?89v-IVP>AskT=$1C^G4YTt zn49}{)N7FrX)=I8RpPo-4|DY(3(FmWsdZ={JnyicrA3R}q}0f4(QiWptj4#xr8Gp{ z!)d(c%K+oEw)5 zX3l{E(h}%9qp1;F@ZY%?#*#?Gf1!KCSdcsMHO;e)LRnA+u++G_RdtK^+U(z@-xaK; ztIF!5JOX?_6f|~O=fv@Jc=BR}t&-n7GnmV)Gx>wvd=Q>6P=D}$>M>!ik@l|CmpDRl@7(nZg+|+3r4<63SP4Oyx{&V9cky_E`_9@ zjnnf;t85JQK=S_@`^tc*p6_qj1yQ=YyJ6V{cBP~Rq!FaMyCeixx&=X4N*4IpB2HRekFOLgmH>MyhCw&WJejAh=ywmCX#3IK<4$%1UBejWlhAkzvUV>h z?3OF9MMAx1muhHAa#fdB**EJH8v7XX!B`7BKZgy4JcHTep%L7PVMxu*e2zQZeGUd1 zZ4q6FL#n#|;5SDF3M9VY=Sh(%oq@Xnu`AbN=>(g2zV#2^=o6=qW<|bz)e}=@IV~6@ z!<;F@s%bWQbf9VPRq0?>|5yfB`erJl*Om&1tYgRh#tjZ8Yg`e#ZYxt4pO&$JUDw?% zpH`&s(EggJ-^%Jzu^H`#x-_rL)M&#}x*IQq<|~K0nezL9Y1vNVhQN7}3@V|iYQC3) zfqP!B@#RN2$6p-0BO^mT49~`!FEb`D)Z|*}_FA;kOMHK9U)|q_l@4$L5Nu?dRhQ>R z|DH%;FWh^_mUQo1P}l1IwdThfv!sfCtx*4tHK_)9kNdrZNw7rve9Y}=!+`95ePTry z75KgtjMPit!(V4(a^dvDfSXy9+G$+Zui<6b;rCEX&XCz+zY`y%mrk=QvBj3Q1pb1b z4D?62)&B1*6D*$Bf7tKjMO#U!73;Q?Oojg{qhed;xJ41Bq10*57KT_5PPBpz9acDM z%1Q>0^{qe|Ix)7I8Y>Gon3)%asu~Lv^)_z2wR`LY!>=5?JrEe@a8@?D?qNATu=IAW za4lF*qrCoc%`vn#uN)-0 zDPM;L>u3x%)4#FiWQ={)kT2|^Z<*4l=3t-NE{$;eI?XNf0{D7IMZSKHuG!ewl(hrt z!;Bb=Xq>Aq9lj5{*1exfi9fv>@nn*;j`9A)G6bt-ItZiE&(FS4%WM#zuc2HLZ-!8b zj-%)e!MKtqi@Uxv!G_t_^!ZeauW7Hie(@RT5C0@GEPRx_>R=KmDoDXkab^jDD}ybq z?0r0q18XOX`UmKd>jjCGpIMaVLcXXVbVv;g4>=|ynk;U&QHr3ZzpMeD(EgB)J+*3F zFUr1IS$M*iTJ+t!ySvVm@TWqzsOu4-y()JUWYVh0KRC@%T%MMYq7jk&(mGd<#MWSX7|RZR+HWD${jM#vkGHdJ0jGU22|T<^qfQ2?#jHn zZYvQ%T_gpbq;JAc+E@}N;hKH)t+mBn+w=iHoih2ID{2%-oeaDu#B63Y510aoHZ1hM zwTFa`c6_E#*bF8F`M11dwZGoWtMY7bA|*F1gmw31xIhA`#H;or_Ey^KH#U#&wVU8W zWj@Nc1{0bK_N70sZ<5PJ{bKo1ml(lEH<;J4^w`!i?XEb#<_(Dn#Yd#;U|oJiNn~7Q zyQ$BK=dww!57HhS`J|(&-57Q~_XPSH`K!YpZl}D--y+%cq)p#{f0BM@Hf)47^1UHq zV6N#^20uiPaRzknqtbZlbU@kalR)DNTb~kK(xwRw`l9+_jxZ;ZQcRaT(MP&Pp|Sz( zzfC*e%-g>XVWRvz5xyLl{*rC1DYAl)`#KI`)II8>ua-!zhYcDzr;g2^n)Z${kleob-;gO$lm4l-NJj7i{NGQRGaEj|ToqX3(KERSGmJe}P+=bmOQsXxSZaMW zEiw2eh_M$r#h%*t(X;+Kv--MR&Y3a*PK?f^e4m~axB^%6jwE!?E8U%$x+$40!}=rL zoR7{Y0QsrgF@R2eaLLYgqhY_VBDX2%#dFDCVIe1LhDlAF=y%Xv4;Ke}%=BD62VI!q zWDP#TGvF}~VZoK!Lp-73R>NI`*J}pyY5Hc|S55tqc+(Txigl8bcb=+}f7jX7rlxu? z+3QqNaccNEXRE?sstI!JZ(NtCx)_o6A@RY#t8Y3mR#XWy1*v0JIh#<8CiFe`G#{=~=M>m%<>3YB^S^1xelTzYy!y2ug87pwm0{PnG85LP*|Joka{hngF1+@vT)QD+|I#X&Oc79*yA9gT=P@2 zV6m7ep9`UyoFuCUd$@3x@+2}gSkMf_dIQstFqvlX5CW@9pN}E>+by! zWYjJH+qqsZJ`Ag>*}Z=<;?5wZ>Rq~!R`sxUQ4fRkb0i93Ov(I<+SuW=Tjuj`7lGag zS(EO>#h0ZGsjT+j^9l+AZD*?Q6#5RIMnX~9-qnAZ!|VcSiGT0c#88<;7z49s|bzH#6wIxlCz_CEkjqr zkt*p%L(7b_vY2wl{fjCg{^v$*rB$@2A<3BQ+R#-ej}~v zX0ASE!J4C*ch2|k@p_`WUh*?K?vYNZJ%b?sm5f%hT8@)URm#;Y^_sLNNd;LqaD7Y+ zHe0K!N@_zQ)(%gX8HICBa@DS&e6rWyOFqdWl>Tz)n#k8TprV@Z6Yz@QN|3iObt2q% z!t;jc{)y1UA^p0e)PeL_V&ws$d4Pw4?yqM#mQ`pdT zFMTm)T53$H??J!+T*4pO3+N2roKaJYfCXiAnBP)UU7h`kykcHj-+b|Ak%$4rcU9lu zj`A%<)R%pX4Adk8NEJggIhc(S8UDm1Ay0@bV(Wl>2A6a>gqW-DYgZzd-PsH zEV?LpT#VKqb8b_=;2g;!PI=q&StGmqE{IUUEn1}EnE2xE+lQ5R^mC?U4<=M+fs>Z4 z0`EBskMs*w?wID!K<~S)S>^|b4(jcuR2^a`w|?y2HZF4-YfrZQuDNOygWTwhFxne9 zJ2*P}zV`8KzqU%FnE;HeBv`hZJq+fb(gPOuGtT66p%zM8*Jq4n8)b&lFMdF-fp*QG z4OB=?sNI{53acHybJ+ILM%8iRz2mPpQ7LzZNt@>utfyKi z++XmP_RDW<&~+&!boSFIP)1H>WiFLeFj4q9^sCg1Inm~r?j~EZuDvdU4VSe~*DvVR zy@JIkJd(R50Gta}Gc6JQjJ>E9hcDC5p}MOqSva7vedSJz^hj6!1Rb}m<&Sjh9~4&`44XU&0Y!bx|=3=hIs^Ca$QIgqL;WV-pd+H z!M8Dzdf5VGIX=b9j0Wqf5|whW*o+2030}BzKP~juGL`&|XiK7f2D#$2;9O_~Da0Fx zMO%^n7B%s493|6l?x@_1{QID%+a#DzL$2LGycZ45DSAz;tD1+|(mhMM&YVY}N&gH` zNE$2fDt_QD)Dc9i$q|jr<-16%6wIeT6n+FH(d_Z~2r?wes(h`i%JRF_OxyxrFFYwFQe@ntDREe}^CXymkz_lq8N)^wHf1pkTA_)1SRG5cz- zxsOvHk8lNDpZ*PggK8}X3!u&tFbR3rHqzE7>3KM1$fk1#4_d-Cf2)YauiiQOM z#~{$J^U+e^r~z6E0S;B5bHpI%9Qa><(YbI@F?5cYAv){4P9XoHJlcks5c-G!91e(} zLTDQZQFKyF7@b5*VZ!JnL(E!dE?8Jh4E3Q9gB%&Je_fMIpJvk|%{7is8Q49B-D^~mVDXIF z9xEYM_z^+%LpIDJ!U=9`F0U1lnJ$Lc>CT8lC8MzTgJRS#axccVHZ|jk0p52RwK%?9ezp0FaqjGF4%mir_hexsx&8_c`;woc%E52MKvp$;=%;}+ zO(UXQ^{bKp60X%7PCk9zqCnmp`+Alx)%UQs&9@j|!e33teR!EXv#CxqaVsS8Tl;F0 z*#p|E&2bcG%~`(GYiaPWI|4HJENqx+Tv2vif?d@lrPjSU4p|GU8_NkKDn?KK9gjpb%o36~DyEX8)UC#mCQ>EQhEY zn^*2PS*5VSKzS0WHc36Hyw5zW2V`mm0JxzvS^2_k}0OhR(j>#CDT^@r964PGw0;k06ZT3ByI>gh?GL)dTzxZQ_#^WZ+J2jQx zs%*XMV#Gn()O1XQ8cC(R&WGwtAcJ~J5s$mrTChi)8@W|d1{0n^weGf-t*2u>ESw>lj#Pem?F3A7g zvT-q8vUf|u z-HdczPHVn+2@i>Pkk=2M*8Mn6k?S9P>PWCwN}4I_;(NFup2b*c~Np)M4#-~=l zd0Ze-HK6VLi+K0W-uGq-Eq|qcXvqsXRUjJZ(mr693qedWaCGf-9i)`GwrxrHGX*0&-628i!{Wt57zH_9EDCp>2z{>iPK zinPz%^~`N0ZkAv;5{w*`?tJvBg$r(58gt@$1XG2-5TWaKURdxx9MAH$8!@QWaQ*qv zxLAMvbB>ns=+~-!=+nhgCxh0lvmo}`205nzY56?Z3P}M-JF*fC@n!OyLf?LTHSK_u`-7aiCBV)a3;;fee3**X)e$=zM{}| zf8_o(kdm*aPj71Kb0Jbv+Pfq1558ELVLxC(F+B`8{nA^{g1m=nCK8FMv`xLX|5cF9 zMf&xT^erp~#bMNf(MQMeC_Nt!zi2Oa1NlDU?ix9ECD(e6Vpwgu&DqSb^pVHV~T<}2Cxcy%m8-@MO8INqR{<9!pW zm0A(YMioWPlmL=Ju6_{V&Kq()FOn4R*T4qTy}0>+zDA+jJb0VA{E9}dl13;yzW0_p zw~MBY1*Q_yNZ#9zIJtS6uRME@-@{FK#2mF2X&&)NSUx(~S%KV`UV!6my=$9E0LiDo z{xQSq^~p*qdqOi==LF0Gq0{?HGU5O!{+@{x@Hrn1(U~S>#lup++csAiR;3~0pHsuf zgNSRB@MvXmj4U3%>ksnZ#MSLH7K}G&1Xm{Lcus~{TeS|GPdf4l-B>2eo!*G4JLSq| z%Xw0rzMS)7RQz7>MuxP0hK=yD_!US7{0VVd@%V%!ZbawthnzQ2ZLm`XuG3-sh$}e+ zff7G`4c=1>;drX?6enwK)lW_oSc`g3?dE@$>z_zW zDQ@d8AYBhZC$B=)0$dW7zr*ud*@XnYc6nWeyz^N4{gJ;=W?UC{_=wLo3IE!oT~F#b zN0>Y%yyGyNoJrOR%z!4NIk z$AU#m4gWS*y#cALixJh%3-pHyx~*GmZ&dCxHcLEYoYUSR2+bk`xBEE+xYdlSi25+~ z=wBfS)QiO4DPk+PU>nGr)XSrH^Y&mL_g@gwHxZnCT}p1ozJ%=cL=v_i@BB(gnDIS3 zD0J;2(nhj=m@Y1|nR{esa+t%D$L^`dGWLbDa9HCL?UT;rFX8Kh=Ao2L?rdpa z8H_qoRBsV*R8uO3H9C7+OB)nx^uj))EW)ZtlvXQ0v-y2q5Gsp(cmFGvc(+Xbf_&;{ z(D#sl??=!yp|AjdbvTl)zFG?Pxd=>>R?1uT>0YZb{aLvMay3{!RW7cdE%KQgRf%HO zYooPo2lcVS2a62XP7~B?*4*Vsv35UmJ!Ri7*6QJ!wr5q*w{R_e{)9yVq8%2N;t;3H zQpwlN{F3b!vE!p5_BOeGP1VO)cD4?S#+#3`Vp-RX$Zz?UAUp-kj0*TaCKqB#j*wiJ zw8|3fu)eM!`{CM=wj+1vgwFba`#t(TlK0tCdBr0_s_TbBs;S@naQ8>wg{M~@854+d z7m9UO70q1n`c?Vx!^Vb<8}LcWs*~ey)RQT*W*nBZHK<1&7{*u^z0cMFz}XRS;2H69 zI8-$NaO*BO$R2=Ye?G#n00GCX&yUpuplTY_{bK-~02gTlPyqp0AUN~_q<#wo%A3@YryzV(kO+tlb$|_$1tB08koll%pd@k(II0E>X+KB* zOE7@4SrHfLiN8ET{0DLXpdzqAT#f9Eph@89JoExLkGMDq|2H%Mkn=y>yg3Vq6CZd! zJ|{sy`v^bBCx8&J#vd#o8UQXJdJ!-v8%PF)BLT+0AX2Dj0}T?Q&*z`x`m11|TsFid z%Ha={0`R1Zw)*#)FVGl`=^~(9z(d4E-~dVq>APTh)T`(}cmq5*=;9zhfiU8-9{|@7 zFtlq1U?@O0p>-Eb-YAOzNwT5L)4>9bl_sDd4AjjGFn6Pl8AuzBswe=YBPb9n2FkAx zOoHmG0283_>A*OROzEI>I#h54m<;uL9~cD7^`HWBDDeFKPiLV*0P^H6n5?m`0Yu7( z@~r{NqmfRiy-%PjG9dRq`Y27bQ-fommz;o)@QcXQor1Oi>wl0He>el609nPk^}#dH z9a@xV;~#G{Xu;X!K<>Y-L!cM>6m;Mv22^DSpid+YUM7S7MOg7a(`bAUes6_m=v{H2&Mr*Fad>N zIn?bUFaye}9FPVTfoVuZ|6L6*B<4%N5Y!Z)2gDqPIxYfplL9+3|LjX3*yo%KLPcOY zltVF?9?%sp$TGM&r53Ul(d{6lDpRn@r^2Y5?ftLNB}oZ4LkhwUvUo zLBcT9YAIM2MN$f;1Ej(z2p}aB{Wqit0uW}L*OGIg2RkoKBK&VS3_uu?4yHt%`^{U1 zZX?i1x66QvM1)bsr9gz50VzNuqFM%~2Z=&ar-fizlvW8ChEga81H2qUDBE&C8-PVU zE(b%9z+Th&g)Zmj|#_wE+IlDf4k-(Vt;^J5)w=(=?XA~;J=*s%LmA1?SC&01sF`iD!{@N=Vr8l zowEN;Cs2T&WUvCvLL_#HOuB6WkU$FyAyB6kU@BoC0eFXoi~%(Z>NCS?)5H z7b?J-^%GD*$yR}liT{N4(idRO{ZRp?0rA671y$f1#6UM+wEnV*2-Hax7)@0qiuMxV ztpOI9I$&~rR0F29gIu!wa4CD+xCjVyGeH2}7_Qxe7o8gwd)HVB8Vb0`ZZn1yf!H_>Uk^7+OGnRTM}Akj3+~ z7?1{#YUZ_ICgdgFkIUV{&PD)&HgP#GUPyqt{_!6$d3g_Tkq-k3Tn@_%fe2b~5#9>{ zy5h@u`a*!N{gSDM%N>cX7LJx&w&>gs1R%JCIRa%oE$lok-0gV;(6%pOpJ=i7d5bTv zATD=LH+LIPZ~t>4uyuYOA1@m#ba;3K(0&42^nVuuF@tbhFo|7Oe5s0#BoN<=e&za~ z5NJ63vLC#BEdM7*8)3Q}a$Nt)K^qc6&AtFrf#47nNgbG<1Tgc@SqA_=)`6K(=B5}} zSK;RlqJEfRkX^mFMMQM~#94Hgw~zlce@=r1+$KJ+1Jj}J&wyX*t3ZtqfF9{QjqZJb z+2=fsZobH68XZLdX?iY4cMdT5pQq9N0)RKq)94-%y^y0`*Ml)ZV#28TdN2hR&{*Ie z4oK3V7l@O3U`6e!2NR)q8^E~Cm(Xl3Z!622R<7PRJ#AbpJe|&my2yDzQCkgQaxg>$ zfpTjAGoCjZmD~VkW;~}^`ZGOUt|HKLrYLP-E)_wIG=QbJgwgT;qa<(R;A(@`{d2KexSanLLj^U0*+F8!#oP$?1PLP=shR-BG;H8@ zO9TPjas)Jk>Hhljv>E&W3;_V8bT7fQxT1f)5&#ngJ`%u)0o)eV0ig3r?E%M5A)?k_ zyi2&wl@**}bd#f!Y`>NS-`Mf4EB)A9 zYgO@I7HZWk`|17anG=bS;30y0L*@1d@}Gn!Ee#5FWvK?`Fda6uf*Gq zR`y?0D`~H0M!Gbv>04yZ3@ZJa-^g#?+^;|x51CRX;d{p5EE}No>H{d|smd(ErtNx; zpWGeu3k-+da2|HNi>b~ktsE+Y zGx||b`D`yhz#o!PoU{}2y8TKuNpocKJT@5yFfcp7ECj&YGZQ939ftrL^qVx)mkuzw z)F4 zYvR4vd!P6C@fng@D_sommBD6jN;qY4nFq9HP6=wq--a`Yg>(uc_k7Q;q<~W(YdC6L zGTqq2Wy{r*mQWLu-W8SL5n~WjBX~$vomNeyzxI{LYrDHmMRPB*n&ch+>W@1~t^($D zvRoj_!g(GloYEzdhQrKc=I)RT#QTr~Wy|%@_p*{!flf39og#@Co%4phVZ=ftwM?{C zp;|(d#sTG9JV?TbbXCWF2xZS*q3;^_>C^eltb);BLvaU#%byW(ykSejvk}5_4av0N z7>q!;)5e7ddii6ujexjnH7N;yE?-4fj#n&0CkPO zHC~mU6Y5ys6*-*vEErYwt7PHR$=i{jHGEBik!PTybY3Lms*zn9{rdhVz89&YMZ;ge z8oP8Un9W?nou}|3Z#k~_7hf$2vy3lIb8qVx7|cnBso2BdKSGU{utv^0E)$hN=XY>McqQ4NZvy z=1<@}3(T50M`CZ@Y_m)PM=Ntjm(Mw5PN7~@wB*3l`BbCg2GfnYmJVo!gL_1CSYr%wIr@}O za#LbM(LH=uEH*z$<4&Xc;4IVF8HZl^(a?hvL>M1ULi7)VZN<{xW%AxT9&7QTDg=Av t9)@=OqwRRJ7?PDkzFRR~v@>UO4w$DXydE$;o(K#I6~SR=SI|(z`9J;a_2K{k delta 37987 zcmV)hK%>8{%n!AU53rpJ0yQ?1kwhp0Ha3^>9Rd}9y_CUj+b|4a!!m!7`bbJbCnyEbNld=0!|S3%AJi=oO7#wf zf`xs5Qc<6A9=21=z}`v8iDACi+Shn&AS;MWH5zq6V`GA*(ghj>?7MGpfo} zsnExHRgc9iH1^c0YGayuG~Sy+lPQc{@s~?~`c}zb&`00S(ACHJNRQcTfh%2&=`XFI zl_sOn2kO*oD@J>*EhicKDQJw*{90pV$-HI~EQcPydq>sTTm9Plon<^$Mk`0MvecY| zMoFq>X}SAjdkQmfWY?N!DaK|0l#~6_u=eLEccg05rTrA2*;nh94atQP|5@*ahNkjo zY_mSkYv4#x4?zG9;>a`H9rQx-&MPY0l#{WEi|1n4em!{D|JKXu`U5YPzUZd&Zcc#P zSwBBXeZKB{mt%q8UCwDeMdQ03WN%_>3N2Ucg+M zv}pr!gW?HpN;h%zoE*IOA8b7Y;pPJg;ZOdbz!w6lH9bB;a5*{;t*SE*)p@xVMT^Ku zAqS7yV7kNT&W;xM|L^RI>xLMB2~{~Vl(Bx@LJyn>MFpY+j0WWi*DX<$UVK%*pH->0 z^&8Ptx8VC*H94&a+zp(-(3Ca&!ir=}Ap^JU%PO`q&C)p(_Xd!mb5jasZe(+Ga%Ev{ z3T19&Z(?c+I5d;NRwx2DF_*Ef0TqAMT1%7Mwh_MXuV8fAE!Dzkyb({PqFHHO<(r*7 zC}sPU*uF%m#D_foeY!ya1V{n|Wm#1z)o5nPZZx{l{h{%ZeB$`;m!HEIpT7O-4kr4C zSLPph<)3$SOMA_PHIq}ooS%OAar)`*n>)VI|3A3Gq_jd$_$|D`FYmYt61#slP~-M; z_r)`SnuKE3S+1v-pD<7~9!$nE<@IE>WLAjj<-_#dg>xl*@K5=C2v_8kJCG+%l2=e{8!QDtKX==1O>tiAt3-=tDZ@|DT=50BR2FrcC?TG-LG zoN11>0dv;o?6G3b1>@XM;teWXBAMU>U z0q^`3KVK7UWA*$y$bP`8VoFN<`M2p$xKRZNw`$jV8r5OxL##iD6EE3Xri*!tM~Rq;h{v6%%$Es(~BTM_Vt~ zJZ&xU$DAr@2U6LprQ2=OqnAnP|S$E31bjRID!{mwGdyl`@p5L2z?CXHUTj$@ zIN0}q+Ua8Z=`X3nPs*WsY*K%umA8j0pLA9FYc}c@J$Z|< z%afFGq3BMyI@=Q~hr-np4!P2yAX+;__pHLJYMEeKXfiXG2g;Z-1g;x`efMXX7-QU` z!qjlE81w#O`NB81;~S+EFwXsw9?qCaBXkQapp?zYb(sP|lcwxUr@E@LeZ8@myk0yy zCvAVL(bRvNyJ{Bq{~$DX_tz_Z`}@D|BVXYP_Kw(cs*NwYZ`)(FaJ9C5Xbg9051YW@ zp8BX1td~co<*^6LQ$&1@Kb%cH$p>*ab}y~CNTV3`i*;O%7eQLdG{WL4E;+;HrYwVt z>#`h<&Bx@XHf4TVF)xc0sW`x{io@!#t)?};ElYnupAdeJ!wGXKpgbB@w`C&1-#G`$ z2!t!NxM{h<=(lo1ov+8O@=-~$q*B*6>&GNWEJ+AhwiQT}=;m)bKapodfprP8LTr}E zWjk-v(k*t%19`ENrU~brV;0vjv!9EeWVPn=2=nT$R@MNs+@_T+eIfr+vglgbp|Zfr zP!@l;R9~LsLx56G1E(AErB8!m7u@9o)YB6FLN8specql*bIqiIR!?PaV?EVs7z0a+ zChQA|@>!TefF{#swVjlu<8bb$^tI2m5w#&orF=|j*})Tl@osHL_BS&;s!OdaI|Uin zn4DG^{YvL`|HOt{gYmV-t1clBkF?4drg(p3cIGqFT0%K2%y{0p?Mn#eJoF?a_5mQf z5}4c4^dy905%KT;*bfF*coFk~=!--GW#)C4xdGsqLVzmRLpV`0HwRV}@$K%E6%3e= zF&yH6BXtOe9^*rVR<7n6{jv}pg~{ZB6z0lGrst$W6`Z)!Q2V$~O_7fR-B;XW-rIk= zN!d?Ds$b)6or_TAKo%*J@u?wFWMf05Ovjc;k&g|LA|c;A3}KDLXbM?_O(P}=Yufdh zMcM_rh%_rSi?mC05oy+F7TGD%MobVF73jK14=N5@1Bdo2mG}LMv-BinzpM}DRhISO zyh@d^d7S_PY;80`dmjjrP#*}g)E0jT7M~1rAP>wXp}x5+wTC+gt55>Z@hV8Y!m9Uu ztTLV%n%N1g!VQ+wT6eH2iFB|ki?p#SiFB|ki?p#SiEOZHVTkc0MKRDsRAyRJ9W%s| z(@utmGwHT%&3@K<7bdEt#}jDdL>X{#g>FSz`oSpI!x&her=`f&Oit#dB4a`8Qu1BaEDVv!tcQiG zR|Vat@IU)5a2b2Ch3*5 z#930B%jca1sA#%S3yoJ^ApUE=?%NXTIJQ3M=!e(*DMey;_EZj z1ChYy=En%dlj6+i>RW$AYO#GEWu2TeawP4UKfVr7bM#sSxE?h}uV)$MI;0uB^JQ$0 znxp=on8S{Q#bzR=+5q#WJc2SNjgD>ifBT&}bt+b)3LaDpj1q5X1U$AH@j=0$5sHRP zZ$F74Bj`I8)hQ#mw`&uh&dDJoM&q`c4UrcSU3?9a)GwijM?$u8c=@if+(yX8?(k`JavR6Yb>VrC4Q5Vrc zMQ9%mqLs>j`k90|CstK=U<4aQg9n5&M(ByNw<|MZ$o;Ck$K0<}M%=IQV9fn9Mxy(* znL+nU;2CtkR2hGAze1`(_fHr}?pJ08-7g?<(ECDT$oUFF2b~|ck$kVLh(2y17+Gqy zI!GNwdPto`+DM&5I!K*Fwn)7YW{v^S&P}hC=v^u+igYkEi_ojgiK#oFn1DzQszlF> zgF#AA2!WlY3)CR7Dg)eOHiUEYQk*qJFYC&o3eJWsF+P9ltRd`X6DuPQ*hd^j+Iq=W zTu&6~q)!$pm+Z~qyR$CDq}as|m{Nr*5_-FM66x&Xi%2^IlSq3P&m!ZUu+X?m27aR0 zEe{w<0~j22rWHhx=|hf!JYmC?tHl6M>bkP-gUt!5n}htpSpK9 zPd9Qw|9@~tXzj^%xKcE@#2`(2WAys zGatsONdwm48dz6ZPsR^VA9@Xc_S(%)?PGseUwfS=9S=YMt6FqH3Zp_xiuI#Wkaa~b2klYP?@^sRdnDgQ5gj>G%HgF54zqDm5XCHpfx@*PW&l4~qlDlA z6f;V%2P#&Ph+c=v=Ry=FFgq=RF{AB-ZB~Fk=WUbK`plH{!YznQGAk&5Q|ss1B=0Hk zaI(Ki z43B4{$Q}#maSC5KG4QSoZevhO{+^$3P_!J>3c4vMs_TF(*Ng{$0}>3_Vy>S9-ZhZH zdX3qQHsRHM=m9DNkf$E}Qmh#OF->CxJ3GP}!&p{EhBdzWP>#3+$gIQ+i9IjezgBPQ z`^$vGalmGpu(=P9+eS@J!6x)#-lGRKs9*!CA}YahUBl!7#z@L%tj5Vb?noMgu<-S{ zq}%SN5!;B&oN5SvA2aZWQx^H{w0Z*vr`A!N1aP&Wz5VMR?t7tuoHe^~A`Lba1nEk~ z5>uO~9}o!LoYnT~GJFR+XEm;FLq4m4j%HO4Ex`98CfSTYbm~cH(}dXU5N<6wp=B(w zl<`APiC#NFQi8%_fLHvplOqBAV_Z-=2F=Zd%eEysk}e~EXlvmRHoUeK*@2Z)M(DU; zwwJ|_MhsCk)r-w+iL;5IeNFQ7FP!<@{^Kt@%dQ1Dg46*+M({v^lsU%rppEQQhMMd* zqY@i5kPcFmG*!;CE+DK-lU)e7w_->SqIQcFvq!AM1f(Rc;1#yjuVBW$rux^mdm`6l z9IQxan+Xtq$LX1DAF;#^dPfX0V0qE*_TSsaWv$TAST)LyadCd8&3t+nZF>_7lZiEK zB_fzhhXF9UH(BycF(Ve+y2V1sO-TVbP*F{^tqy`;2T#idzdK?juuMhftd*2hf8N#t zB9oa>d~pn@jO8%smO!<>LIY44M2j$Fk)v!IVG~Jz$DEPfE?|(Ys+oAB`89)PL_Ms| zPRRrqU09z|V}Yy^NUv+*zTI9SK$;9J8_Ejhj#RdcoX*wL+0WKgfJ3k?%#=VmSsioq zO>rIShrhRymS>8KQ4WzU|xE3TNWk{GcQ| zQ2Azmw}XXyrw>=Yr~_@F1+yL3(=b)(>zVDj9`84hK07V=5r>$Qv$C9q$0o0q0|Fx1 zFOXT2562wP^|o0r@j<&#K}1C}yTE#MyaiypuQoQP1{0Z$uvaojpr5L!ju;lS;V?y{ zl9JqU!!p8f)NL?p85S}~lp5=*X>Lks+zg?A67j&Ul+gl+R8tLWu(G$%G;1$hFlUu& zQEM1FtyIo>^@7)qv!XtZc4jOu7PdA;2P~Xdr)?`BMjCfk577fi^jSTSgqa`^pEE8( z(iH4T+v1qzIlDe(TSN*vS4VBDAukG2LuVI)G^(k1)*uO(7wu_-Bx8j#>g+xAQ3uIB2x&5k;#}8GfPGX;NJFybxZXPxCeN0o?J+H z0PP(NTl<=7FB3yTV5MtLs-Zydgh~s4c20u3Gj0Dgk6I<)>AlP&KS?Qe9`&JU z=O%h?mG`6GUy?}146VlN;uJx_pxKZ>$(BuX?b#ar%DB;wjR7A?Iok6KR z6@BvFy5gjV8Cp1H!`JO>yz*v5Bw7ruEB@I`QA0=P4+2EQ%Wy#Wg|P8ZjX5;eOE&u@ zW<BA%9rWPC15SqpyKGQV&Q%}PX&g)><*r8dUvI_%`}qyO)ePl-k+n{Aht@j1 zS-{sWGGoP@^>Y=q*1IHR4`1k(9=11dP^cSrhH@Rhz1x-2TQH-Al>6}mv90Q&v?G1eaMu& z5z;S@O};#K%5+A~$N18b3YF8E>kw6^BMw?UFAtN9h}NG2{BnLKwLY1#JcU{uFGH5F zCM&mZJgmQz_4ai}3RDnlCufi<@<{=BypYb7Ex02GSH65R_ZIGdlktw$+xIsgx|{rB zH_`IqM${c2JAUCQ{fobO7}=qkkjC-=@MSD<|5JW``@Wk7-xlzx9QiU0J@V!8K9--J zDsgxx!*gq_-$g$vR6XNDh)W*uGL86@nI4oy1KDNxoU%+Ko|Ppip%r~jS*8(tS+Y0) zw&@?He)jW^?|%D#_7BYK$A9)>^3VJJBX5mFL*3uH8^bxciGZKgoBTFz{M6mN`($ox z{K`gMkGy{OllhIqlW;;^AR?@{c1n)i=|RA2uB3;k(-7@F4OyfOxRNbIGa|7!Rk zDR*{;Yx!FK{I;9UE6%zEN)P)Qe<(h>^-%mk2Rh%MPQy1h06`Jny+e47n8>VZ|6H_TVLOd2j?= zSgaM(QJh=#p)#$|`c& z896(DD(nIt`C+-TTwWyX`tAoj_#=M4?ov2KH04*{cb1QAA$TAe_~z!Rca`=LUFRV- zv=!7rbHNl*#gsG$&MLc@PH|M64y+>5Q8-y@_fAdJ-BtAcX6{nNqpJvy(6p|W)+%Ck zR4=Kv@rZYGDbJIdd3S2iZJ+(4^nD9IN2@`9nNyDyPt_?XApVw4R4eAcDUR(AueUt3 z`8@-l4%ME+9cV{zW^@8~$a7IlCvk@W1CEIpI>mR=naTBMu0Pe8c^$p=r<@t<=yhCo<_4GOgi1klJ%Lz% zSBXaA=)%mA)#hH_kP78YC~v5lslQt7WtLyY9COa{^kV)FQ=^}^NxRd0GPtSclI}L2 zTA`M%E zmtt=)p-7`MhMbdqoA}wd?QZ{@?~i{8(j930KheHt1C!BU69O?dlaWLx0Wp`*K?4_m z%~?xt95)QU@2}9YK8zxXq8>nCv`Oj!y}2>aLz)7KTPJAaph*w?`~9fL%4_nSDab97*z6Br>s8xp>B4UJF}Ai z_9?d9SmjLA?7gCt;aODIw{X>JgCEy_SmayCYS*RJq;O|6<;3b=B@CDHj5qk))>~_g zjyX_P@72yGqir^c4v|Fygm-H9i`soCDs9tOl+Et1Z`EYd{d^5UN5Xt&os&DkrH}pZ z^2Bd(E4!k}s4@h!zf`Y^1HZ#J^^<)4DV!;?yd5~`5OZ{Dut_@`Y?M%LkrAkW#M;;# z7F26V6K9_k1?|bzC=V`aqUfklT?*Vn{bb8rE!N2Q^PLQxeC9r_8_&d)NexcJf~44M z3eLhRuQNHP816xJRzuJx8V>3jVwIRWv6$|opfCkB;Krovlt;#;V4yu~c0|fUDYFru zowgp%iZ)N$1_*#^AQ@a#Ui_hdkVMia3<|#kTjs(O5SC&`qq>or#1Mi$lRb!5#~|Yp z)Om*p3(0sJypo9eWLQS91|vb;iv~-<-}Cuxzt&iHOv0NKEOf#OTmi~E0pEc%DK@oO z)tedM2LjeDA)1t(W_SkuPp)>4E;uPSpBc?4A4SR=xc0_1UX`tDjb0{CIUx z3S(SO4i3%3$-&EgcwKHK@#QS>q*6p<1(sI)e)RX-oA0k*gRI{EvxZ}j*ZX=K7{*bw z6WBjC6;FS#MM2Y7AIxloN;#38lNQ|c+~`jLwMAw`?E?X^R(q2H>e2X4ki=k}O^6eX zWzpemCp8nnG>Q5=%s8rlj$t*@FdwShGqF{JCq1V@oNb1to6)1i)


GBab z_Rfma`8#{BIJ~TXI7`O;ic?(}CLcz$M{N>w?ith{8D$Hz-WTK9?kXMUvMvvv&;W;cM_1X|J9p_S-`v$zE~WN?*!&wN2T$rMmrV?o z*%*-Y*f@DK^l<_x${IHN==!17b^;;X+5I&3#@$L0yH)eE&$sA(ng_$=LY>{^)FR8Hv&i5fA?c#Y zdvlxFnbJ0s;UZJ7;~S|FR5pDXdp_CfeXH|Z|30XHZR8(56dBs7$S@s?%vIgu z&+2vVeR1TXb2>VANz4gCF^?P1MVqF^)1=)V^`hzSfiX3*&{(534dmKDxejz!#AInP zyp9;%6*2FFtnaIcr4e5HE9aq=(KG4b_rW}Wp0}KUQ6JCXYj5X{@2-Nz$Y0L8k_fI=FyI{DTPqSEXyn^acm*_ zt&OxDRqGjTT--PAS7ZIzQI{|mk=;_tn6snip-JN+m9$T>OSy1IEMyO4{VEoGJn9jD zbw9f8sH2Y!Xj%y?-JVF4!&!(R$GM&8xw9>Nk0J?u=gPF2_a)Iz!?-hO)$C$6-rN)8 zqY^plwM(0h;yZ2Po9>5itiU?Qli=+VdUv)bPAL{eo!qIYBNMbkFLFXs5T+p}KA04T zdNs6HvK>5>wA)_EiEuFf6rhsq(29K@E1>?r|0p{INy6e0u?KbXuE!<#^RI0&8s`51 zb>O*^&|nk-GBLBkRwD`mGccF&q5&xaG&GYDVJCl+)Y@KE`L>a&a*%yU$&szZO8F7T ze?MQ71PO9DLvUu~#8oTR?#zPdZgiv3_!kc`rinpf|e z*MEQ1+TR~qr!~GA(%MFRGCuEz&(BdK;fD{caS^o~YMGG#vH?FsJ;Mh_D5K9%U*{Th ze=uE5;XH6<)72PiAHII|<%R0rs^p7TlbLK%!KKDWd{S!Oyhk^Y()j0xD)L*3o4d@Q znRwo5WfIK%YaGkaS9H=+F*o9HoObB)WAWwqw{Bj{)Fs6}7;acO;~a}RMg&uZl?9xCL`G9JQQsS;@WEBNtQo~Uh>!XM^PFZ7Y0@tLXMLT~6 zUdJZM+|Tk`Eei^R0S!hOMXzncXq+Wu8g>fq4l^@aO9@Y43(FxiZ=kSK#xO=8;Y(uJ zSF8}g7yld5DjM+xqm>IryhB-=U^8P>A~FaRierqz$`FRM)~SKhkkG(}-g>cbU>$?d znBX`xErYGMwxeqw>+4&g6e4AY^#7uqA`G8t8~3=Lj9xLRB`AAOLn{83~ zN(9WchsqKFKl zVR9>~WE&MBZJ{@e^w<?Kno-iw9yEJmBpKK?4ILB@M3MkCW?T z8W`Pt-7)_LT7QY3f5@QFff0Kc1CcO*-%FDnWFi)6UN(fjyPC{IrsPB2nfLm6LkwfkmA*TV2D+c2|6IeJHIi=bM2vW zG0l{d#k|sTvgn&XwZ8Ax#}1-C?!%yM4?^1sg_fKuGax{zz|voa0khB{5!RO)s}JVV zd!XMINWU{4(W>zSvMXdvKxmFnWI4|t z0M6E=B`+~=Da{T!n*4Oqc*xK6kawlNHIk*-&(R7atuUc4>9Vq}MCzG`p{0F^%Jzjc zKz0Gi9wuBv7e<^i24sfq#IZn!Rc#SeSc&~B+cI(7+ZIW_<1L#qG8|)L*Mt6Z{c z|KZ!We}3~f5%ulQN9zO$DWn%Tg-H?fn{qahKT&@=trfhzSe`gPCOS9gyk2^-ypdg2 z5}`jJja(?XT3R-xl+4N|gaql}A<83h)?Gs=F+gKC8>~I(=8w_RxlPl$!>P4`g<^$I zNgy{(5YS^U8vdD4L`!XBRM7sy<(bQDF*rmgUYq5g7Qn~D)cLclmcPFNkY7G;mkipH zQYe4Mnq!UCs%;_VsKODCg^=%NKL2(*1$}vh;`?rC$9~!B-}#{EI`4R#92XtY6)os- zdFzos2^h_w1(^_aO9FNVBcheHoF>;Ez`vnq>l0=%84iL9IYqErxaR@{PK`}KVdxN# zjL>Tu8*8H^yU95?UWs|MS5ePfD^TN$e(HY@pZDOv@(RugP5=T*xnEC)MfAFm=oLtp zLhNS~rm**i>&(;kaiE<7!8i|W#g3?C;iM*XESAEuV>l;^dJ~#mhnKneusG4U7a*(o zdDY+CXLxoB+$|C0IhZy;v{NZ6X{Um5jRU-~H4Ae@TFHVyL2!OujtF>~*8~K!S|4M{ z2_c3Q1fOOBc0D~n*g-IMn7ynXhT0D~yZUjeXRTzrT|HSdMnAnq%8G5!k>lPp zf$=oBTefB5xVJ4xP`&lHY|F&)s-(p`8IR=W$bG%^7DlZ5*R@GYuDw5LDdb$9v^ZJhPSr_E z+1h98nk_;8)MGC~>S!f%(u*dT`s%*J*`P8xFU&QHF1_w&Cu zfITbEG^hGXyYu^Dgo#qto@P`_ka|L(>~DZ%DUhDE9Kw`UtRq~2#}wwY8vuV7_*^zv z=Pf-iB*=zsTDEXwi;yCy%)*cxcs&NCDXytg0s)dK0VwYz|{clAJeA;jsL^9Wh^frBh}`@?l+%)n&|7}W^dVaD5o zu+IXE+>VjybpT4BGN*V2f=UsNKpzA_O|17KCyZ$$E+>2WH6Qqac^5- zQSEPfeq!Qy6^0^W<(v*nP_tfq3lxRy#szkZa|`RG7t0&jWi>Uzv3Gv4+Igb5Y|Kd< zMU2XF!W(5QM=uGPTt73dKN{e}WZIj7sbrP0Hv&_9F_ya2AWwLz5>N5}7ET$Ug1}Uq z0M+7uOaM2+9EPu6mYg?MyNBt1Uw^_A-~EW7 z?ypoOLy2kF?picV*DM+uEhn{kG|Y+BxM9%{%~Rc@y5&Eel&3jS#Y$tpX1G(7K`eqL zW>mE+jZS&F^tBL3-D=}NX}k3oBa6u8GNVz}Ao+HzOc>7l^Lc+^UMnwqw5705H`f{E zs?m&OV>L5)MGK8K7Biz<5jir#)?y|+R@;TuHx@HfQYDS;VBU5V(JFI7WBwT2j2L&bEsPc4B=yU3=wXIO5)N5)U*RH;3dda**4sRwb%B zR+PG{JadYzGd%DG%oQ_|?Y`+fXhu}&3kJRbBkzfC5(td zGm?#%>VuNINIUvS!Z6!qAGOAP)EO{rZsN!i$}Y9wY{Y*HwLU&8gf%OjXpdTq$OWLf z?i1&`ikVbgYJ`N8OUGE(jZIL|EgH(_rCGU)&AW87zFTd(z~9-+-C}!@8=BbdH|=r5 zl4NUYXSpRjC)selfb>=McSo4LMrdm-ba=6LY0k} zB1d|?-=#e~J_3F1>3ak_ZR{@XB~>D~uKuaeg&T5Tu|xYDCU*3F4ih`H&talo{V`0; z)$f3K<+v{?E64rJ2lkEolJwp3MG8Zzjo85P>0-vy#f+zm8BZ58o-SrQ?SKA1o+l%D zKOt8hCmSm7KTS4Cx%@Dh+{;buYqvj(w#t9*r^#=zkvG~LT0{9=G<@!0nd6FsWl2^a z-9n(J6ED?azkI1qSbM2XUoGFe9{;L(bxv1X?qr9Pug*DK)pOTf5V>lvH?kbKsJtIC zRIa)t4iASPmK1;5*p#v=z%nJp*8YQBFqq5uLw^-y>&CV$OU<>Zys>SSOLNMN1z*!I%iOV#D%md~d=Rzxg|iVekI}j*Q{W zlhI%lmm<0WCCCc97nbfr4}4HN-P zHY~98_zsIS&?xDI3sm8`{`(_dr0!qN2cJ6~q@(%5^*hATz`B z%Q_xygs0f%#+%NG=rt6v0*QaZE6Cd!;jk46gffV3Vli09_!`Rx>x5Y^42F(~*^w~D zw#B?a7?ei4*=GK39ZLWR*+W7OR@fx5{X&jXm`H6QlW$^)h6m>dfS%!WYn{(J<-d|8 z2>r{k<)FcO$YEw2&i`En@$9CjL8;I-TqJB%b0X|he%-8*PeBWF4j6xK)+7sS?6I>R zDycp7Qu_U)6A_iCWnu4?7g13SOzRs-1gk&8_ua;sge7;O2Ko8@Md?zGKYyUM%-2&PsbX2Z-% z*fL*(Y;dhiui+)gPOg7ppQDU5=*EU>C+v)+VL#=gJtqS)3DFPY+u%$_;ZzN>mobhmx0%{O>`(!nCf(7j1>U*m-% z2Mhg=?lZ(@^%~Z=4wemiVpi9%Fv$U*7S{kBW`mB!HAsU#eGh+LW}yyDwun6=KXz9+ za_OdE<|-{_u^LZ!p8m!Ec^TPh){;a4tS(UZuk!QD*WI-EdSLdvT=_IDJ>uo{-jtu7 zSL6_zN*DtulSj0)m#CWKf{0UI@HDOXJR{vniz0;k=908bD;}i<5|!qnv`j1Zv}AIi zfYUz={rHD(Uwwc0@+-#m?Z0|5`SrU0Xb^UivmRP{Wvs>liLmYMQJ#;1@4Bm3_r{0q zv?frfS8k8q8{fEGW)d-+K_EM0vN>9kQesAY8WC9W7BgyTK!KHs5ETi2h>uhA3qEj@ zq-`c@;O?`oeH?#0K8GIWCMrBNBS4=YJw@ zjt;WU@8z`o`DJ%?nty+qFK{X$8Dg9{&S*|O6Ddd(XXW8Zv6Orybfb1ndrxz2@0N&a2g< zc7l%hV1$3{5fyj}b2n4Z(b9ci8^wS~RBI--_uH9R6Aa5mN7(IAWRmNOcYUa>s<7uiih}C1i4x2DeH2B7m|Gu`G1Mp+dqnfJ zB#x7ObeDg(LXcQ9*&HoNxoB!P%JgEX9q~2SyVUMoYWEgXJB#Q##;`NB%d?NCb_JgM zr*<|HrkcH}T}ds6<{$ULxPR7Hl+92uGedTg@|Kk1IfL1`+7)CQNk9N@XpY3nKF!I| zf2!c$W&}fm6o81_kW%q%t8Px@IUh1Z(eCz)wuh6GbuI$Mz>~vuLn|~AC?p6_5QES? znjS=LcQ`mogoOd(4>josO+7Y@3pFxQO$TJzq(i0}yOS|?DI_~7z;o0!$fxTPabOEE zj^*wUWowBn9}ndTF^ry{kN#38brO?)b{c&FB% zwT{^8YKlkPlj(MD({1&#Hig>?>u#&HJ#GClQ44Kc+rTah&Pwj&J2UEq*IYu#_QHS7 z5pF9imw(|i&UWhQo=z7NVP@@2E0(q=MQ|NaXr(baOmv!}D7~QPofzdxYr3%NfX}iryRR>xsLRn!Tx{~7YsB@s8!gutqfd%u3&7h zu$sos89F=vJsUbdA26|#4ARkVOWiGC1@;TwV0i5;w zmxnlzLiqJI%0tuAhkO4Z8XGTK2pLyA-22B~^P-iiyx>tv;QCqbFG$L?;)BXVP}-=t zwX&*_v_~&d9^#sej@o~oS8C2j?~QLt+sT(mqi$doQu9ztNuPySq{ zJmlY%hyE|iL;kld4`~xbuVXu^L&N0b#i0pHvo_@S)P~q)$LROgh6-8_m4>w5UmB`$ zn2)CCvhrn}H#ZNGQLd&;reJqf2P6jnkXAyiNH`OgS_y?LiY|W~z`=9rIL1YaTL2?J z32Sbfa>?K3$Tj^n-h_^SadyV9^dwx7$JM*n_vIPsTcKltC(m>F0y=%CeV_1|XA3u+ zY1a9=>Ph`Xo*ACfw8;L35?{YFt(D+ux_lg{fQ?-=RBX|&$49R zayUKY#EtYi>%o7pvFpM*)TLEuSVQMW1%6nU7HJDRZXeR7B?G+M+j$75So?6JmXe(B zUNrulmOL5(#~@6&XoJ+W;^Ag3$&V)6izX@4k`IczWgBLaWksE>2nUk$sN(iLXkvvs>8Fb56Zsrljyk@?W0wLi*ypggA* ztC>0@-NpLbw2j){(J7k zlr;AG>sdpR5y3J|uo-qh@G?#H*Wawu#&r1nE+waZD4UO}`=3E5e2V zEF7u^h!G|i=ha53*r%?+63KSAl7p=;A--kaAPZaRaA-@iXq$JKlED3%Llf@HE#9R_ z*1`FGjPuXm=?cRZ<1Pg~CB!#77$;j&wWW?&9Ok9cl=pVuQcoe$h5Om>)$=~QuLo>e zbJLqoRoSt3hI=f0{Gb02AO!kfPf}QOlhI%k0yQv`!B#1g+=iEbkPtrD#z!q=P|d@0 z^W9r1-OaYOQsPc4DNVqYaJ|XbJ3vHyXxnNV0A&HCeR(n-pA4sIYZcbiE#PH=P&Zqh zAQ^MUN;*Mg=tzm#2KjRI5KF{5))52I6ee-j3rHm1htab-h86FFto2x%JSAS0kRmR4j`u_2` z85mj?wn(alRUYyRY4i#5{L&E`q#`e(3A%9mewI%PLK$yu#q4*@_vz^e@bV2lKQ%3Q z@kFK}&{Wa@d#i+t+VQ?#P~PK(n)M{`H1Er9P_@DB#>x zG_wFb|GOst1G6TIpmZ?Bh~5kDNZDm80xCLXUXc+4Hv4!XBO*eIK(y9~1$^0vQ>cj% zvj7t#PR-YUKNn~0O<3e?i?9P|amm+VN#liz)Mzb&Jl`FW47CO$o+Ga^$J{Z47wBZk zfA6{D1ZrZ*EI>O*P&;IdNITxeVo?Q4T5n@q_DBZv-qLIGNrk{OC3vT5_ipinE;x0z1w&u8e}16VC}R zgk#3d-~~Dv_dk2aoj^^KXD7iRKp$~;si5ASRx!6-$=nV#bB$?b&xRD?iLIt7a@3A| z>=Sq`q*z zFT1`cKT9oGp|LcfM(?<1+_qGjMd<(Z z>SAl*`kGE|eF_=`Z7q~lD;#52?`nr_qju_lxB6~3B1MQ{h#ZaOHt~gySo=l6*Y*he zI%F*;NPyN~l$9Q1T^6w$G{b+q`}!ZBp1yqiz_dR7bFaTv(g~aybTWv~2J%@Gl{>UN zbl6Y-JBkD^#X)CfBW^2r7NCsOk*@(4>f*!vs}xgeE}jPtyA-wW4BSBo6eI{Y(V#Sc zF@bp7`@IYxc-|3}Akt^X{~#>FnMNR1Cwtr>!%SAPCQ8C)f>KW(4HBY*vdgswEBBAc z>C^Y^6hT|>1ecR#f%?_Hayyd>);?rvtXFK=w@9k>XUAEpg1I@Jj7DAK5^j z(^Ci@F(cXSz`M?p2j3k=IdJJwG_hiToC$(bHC$4i&oTPxn9W?gG*v-JO!VGy;NjgQOrR(n?9EOLrq&L0SQ61W74DkWQsrK%`Sr`Ch{3 zd4Jx|@Aucv%$+%N=A1Kg@0@v^S*A!)a_7L?q8|f7Tn$9gmm5x*-Uoj%AX=2(Fu5Os zPWpQwgROfxDADDetkitIMs1X=V(SC@I-AbgffPiM>da4ZH4SQA1_Y)m|m6M^GRs$@C?KNRluL^&boPh!^m}=2Nq)NbVn0rSZfe zcqc->I=#fG?^>?y9M!N`nQm~K)J`5WLW~}W$M(_b4PnM4ePe$-YSh4~)gTsB#wMxK zQ@qtHhK^f&|2^z@S5@AvQA4k*?5>d7ZFgnXZ_BNe{C7UtNGxFLO^fCJC_6Su2#Tae zW>4%#9k8fM4)-`G-)1rxTlGHtkPU(0W7TX6$}QJ#A>93~;aC zwV~YP4H{f4h3ygNewS>baadK7DVj4rZxPNp+ga3tXj4QhH>^U-- zj|f$5(7pQ$W2%S*%hMimE~n*tDG8}9g8pMbgx)S;qJ`>VxCJmkH zb0LlC9ts;!creAMqAp`u(6+$x<2$`u3|c@wuhnVSTxzXmy6}f@9VR6z`0*^@_nGM< zHirhcN5KL=m0h%*CG?z^b3d{+*bd_$0r#I?NBC=78^i65GT7!$e@Zei#R!#j6q;Jh znbaK-Xla(Bo+!NAq`lR$BHS^FZ zs}hne+fDdysv_Hux(u{`+PTa(c#nKxEP)*4GjhuqG4hD&Q}CvXE;8`j++NkNP|SwBS$eFchnES{Wc$?-Sk$jL|&sXO1>U;WT~q*5xc7syW)Gp*e*{w*aj zz_gKn3b1-bz<8TLOho;|uSbiYkh&xJ#v=2E!@s)rgIbgsnrA{~>iCvD^EkerYc(cn zNz`^V4lAw}y(vm=-c*&tetK`z$1v$B&AyP8uEGPp^e8eZ-`fMV;lpc%HQ{|zDC%{| z40ex6Y||_PWC$pTy-h{}<><`}|4i8PKa*1C_%h`U4?}MCQ-~!Nm z-%g74V>qUxhg;dC5j;1cT(Q-&e><@njTQ26FJ~dxG3;Imcid1y9hckkw9QY)^s3YB z+8B;PR)>|fNZlWibCE7BugdJu^n5GsAG;Oh8%Iy(STNtSdfVr@7l*6Y=^I(vZkS~F zFlXRhfQO8yi9dVEV=()NJ{GB)3!mzFIl>V&A35z!CA50>Itv|+t=7;*t(7uBp26yT z(}QoUYqikh6udQ{)FH@V;JE?Sv((L#Qm@l;QIC#Yl{N>4WFcRd5R2Q8F6VMRNtHOhi z&_?iy@(YRzh;Z;CM0t4=<{QZpBI~gdjGC)3|NAh3`jgN}?4MGM4xI##w;Qb$|u8?G?Am2qH3t;31!393f!Y}|GPY3}J>;|!h2m*ti z5N3eb9fA+0Z+byYfDm^G9aK={s!hK;1oz?^j#+oeeW(z4p~wZH2ObxN{D8Fwq#T%c zfsh0Io?xf=t`HL7i6_Jkuy%z|0O}Xq{qlt111T2|sJtLSfWSrbFJ2Hl;Hevg6ex3r zFar4A5C&k=4Z;dM@CF|+xq}ao-jD(y*BwF$$oPP5r!LBDreTi@tym z0~Q|O1B(}sIDoLMYB7lET7@ArU%C+V3LxR8!2nJtP%CUP)X1~pYOxy#CwWw1|vW~LabMJZCXhuWyIoC zR>Eup<2vXNISk1Q0?}kYvcE+s(3dEXC{Z!WMZ4cN;uL55J+UEB{i0gFTxR^{E*J8x zeU&<*%L7Ylz2fryPSIWI+3 znR|+A5cBb~gV(PHR%&ZGti*JVNOHUGHYQL{eQ_<~!8_36xXE5&O39-@U6wNX&>;wV zDybHPpq-sip&-T%lkI6|QayUxf zaGWh36D5rDTWSTL#4Zj6$F0aZSBf9y=b^^0g4#6%=CB+z7JM|t3 zJNiX`tkLRGoKn>bA3V}1bjYfI+l?I28ZB9|Ta_5N7vP0KlUMP+ONx3S%P-`_1eewC zE?)oM&?mh>^Mc~XNjSgP8MdPpGN)!leAR}0=%kVoIAg4>gry}4LXCQM9Ud}1dPsIB zVEo2GbLV_cuGQq=hs!mee!(tjb(rNVQ}3`QBohrRq*`m?0Z+)BeI%d>v^Zi&)Y-S}=7)Z$w0n1iv^u5tvN`HgHFEjcc zAk_5mmE3*O=dsGnw77+fPeX%Ia*X7n&b7%jL|mxfzZW&Ku?gw>xxV6nV0eanvZK)o z^+jyQV;aR~Lo3g3yg+TD;6+t$Hr-SY7@a%tg7Kz&GEOY;Kqq|FLIhoyVc&mo@O-&p zBE3$cE{|1DuYZL3O@~!wO|d?^MdMv%=rQko?L?s%k$IK}F~9PN^#{|Zds1W*G+EMe zL>TURf6_grzoQ-W0LS|7G10*w(nsCsfgY}4#Pg&K-$qN~n`yktqVI@zb$Fkg2)RS} z_J_6(Sh|)l9EbW?JBHW`f_xp(S^QAja2zamIJa`FZl!lV7TAYyg^;gAF)wTq8FvT7 zz&3Y1>KiBb*gI~yn~-<3l^*9#U@3OzE94{z% zML2D#y!KOFLf=n3qyiHXUrHy5`O)s&D7UWd7-{JbYyTk1^qY62^N|}fr_oV}(uWNE zm!ac{^WE9A-Qp7?21x%HaVumcyi%1FcYkPhl7Jr`RQuq;`Yvy4Hg9E8kEAS4)VmLH z)+|U5hn$LZ5yv^_J^80%=2oM#KB7xPpTd}Kp}(xne4C5Kfg<#+w%Tw6)qV!w?un$_ zeW4xyyT5;~@;REN{q9(JeC$ycSno>o@-Cds%PU;8k*hE#r?}+xtv!uqq;!!MU0VE~ zFWWy&^Bt(4Xww;O>qv41T$~vvMw?p@?b zL?onJw;v0(b$IH9=*SF@xpnp^nru+6A;uctefN@lQlDXDo8PZZ)paMON|QQ`WVeNK z>=38z1ryw~|#kagmG_gPSSg@$u!3xz&0k2RpEeS6#I0o0rP|!`{Fmsc{`jb_d_UQvlr9}yrehZEhoF70d@9g{R zb(H1DDJ9N)4LGOtVs?9RUl}LI?Tqq{M{t8$&&K<7Rwa=y=M!9qlac+}#Kc+DO(qH0 zrW_nnA**CvL)u)!hv~BNE4tg#ygD+Z^ajW0?x7vKXQ+!5H0j^-zxcC8YNibru}UAv zwLbki+boHtvb3WeIuP47oSmy)%@+T;$S3Oc(o{p_T1G~l`|uL_6VjlFx#3PPW0YJX zvO6lvzF7r9w-xlP7n6`h)7`G?ny;{+n%q%&oyR2=eOeost9r5Lg&D|qXuCnka2)He zMN1WWX?@RZ)=KU=32r*f80WsvsTh))-N3=Y9t=j~G2fA+Vx3HmDSEI<6+gkqnWV+| zFm0O(`(bRTIa`Q+tTO7EJQkBe{kpoJZ0z1>DUN}eh-bPV?H>fPB4Dwx>*)PYw7ThT zPNu|wfY6xvpgRk59^PdkPsz`wUL)f^=WJuu<60-`2pWd?Kn2=o^uwbEx$09FIG<~> zCFQm=ao+pIGzdJc(~!DpXv2jt4?M$k0fpfqy}2HH=vRrxEQ?unU=zE5Fgdi%ZG zov>s)&AxJ#i;yh>DZo)79HBPYkuT|`p0T2(Ej3y^pH1gPppg?@nYhlu^}f}cH!_6I zCaFQRe*d$yb9gT2^kHmH05$Htnl(%*G6*5N-S$T*rM8GPnr<#cxN@lEFPU3b(tH!& zJ{!zRF=*El&{D>j&PA?M-m=PMei4kd;`Q3{9QT8n0z>PAY$P(?^$X!w={vOId+Hcw zaoP5F<23zqs?Q&J}2 zu#aP`9Upa9a~nNq80+yh9%C!KT>%^nD~*o(L`r(85aZ2#?k;IPib+RJY$?DT)2?p1 z-xnxrcW~$+Ps4cpLsFuA+OB$B>DNS8SM;M_+jGiZxJkMb-G@oq6XJ5eX=5#-l&`*c zDWV}b3AiX|Kqeg&<#OYMrmH5et)&cD)O8&3k2`iytqq~9I&W^ z5FiaQi?XMO!ZV+iexlJ={v4gU*xdAJ^81G&OfG`Zm_v(Q3mc2snYHaZdaUTf@=CY^ zg_?ZmLZzytJr;&-?Ieq3H|LsJE0HW)2Jb1*5VP8oO5yXLUU77mFotxx%zg-thnDk{FxTE;p( zDcYEdi$vkh*VrKxcImFcWX5Cepf^Eo+|=gqAzX|~emNy-b0X{ccia1m9Wss|K8dc! zYdNzh90g)qcI;pT$(AnJJ-rg4~-><^@13gG0*!b^NqX2CWjQesw|JNcS>LE-} z#PuE-@jrWH(E0Iy_Q-#mku*T)aS;F6B_lvT!_^)QApm4HKvJLxLBM$xq5wq*0b-4i zOejJam}!IvLJ=YWNfSgSAx4HB2xx-bf$|}$L4U;p3Lu#Sx-~9$`Td_Ex#WERvQoak zRtnJOLclg{kOBx)Sm+;HOxX?yHPCq*N(kk<8V>+10QZ0YcK`rbiwlSEznp^%U2v|3 z;QP=1o(>^=vBN|N&>7JQ3V=yIuyZ3iVLmV^1o{z-=s-sbSSo}7lW@>4U`WT$%MYgi z>k>$4(!CAt_TeQEGW^GLk8eP4qCtYuZr*@dfE!$JTS|AiBZUbIT;E-6t7UIPXikQF zR5BHICxXoWbJbJ>!4zH5C?aa7KhJg?%>}zM$d}%Ny1_U`(5-jc#bvOpOW*usMG+2f zJKCBAnFJdVx)h(kQe+rKQYf;5*_J`dAl&E<6W2{PbwfUg1;jms?d4 z^V`Zs2Cn*gi!Z|_TIWe8SO4gIWzSYPlQih2v_@_Fh7ulXl^1$aiLCc3%v8ForOtli4v2Hly1$Vsca7 zsf*C%2M78~1!61SV;}BmB*9D;dGOU)S>US6r*xy=?;p=bmu&vAsEPQj*ATE z=5GSrm<^~~zD>HHaGw!ZFFfGX;Gh~5sdwpCm0wI7GVOLCsfN2x{+6v*bO>DD2oj>A z-E!aIH&*_Bkmu@x#4_HMaS1Il4xXL=!KM=0%*E@ZYp%a`HUQq_683t(sY&VX(=F={ zNPg02-tKCibBD;grbru~g}wORpbRx`6TP7W4|hBvEwf&z9z|)S&T;L6`*B&5FdQz( z5=l~CTQhs~*j2MR=+UeE6rIA(kca!dP@ zx~q&tEdXV~?muvWB?eM}MR{H8{6?;XeecD5BLW@0kN_wLnv|}*ytDy;O$`Oe`L11K ze?4$~|8YzGE`}gre8QJ^Ns}P&8%6j_68U62dVWa%?xxfFGxmFIllR6XIzr87ZI(xH z7b7E22AXD*;aExfQakQ_;^|J62UW`T|aw7xc@YwY}GDAnDy=cN? zeBL_jx$0b!b&J2cHQ3~CewBojnKv6XYL;w3bJnM^ER)$RdKW7hYR|22RuA7u=}+Fd z`}%Xq-e8K3!Rs!&A0;VV%uEsz$|a6>medZ#Uq9-~-iSYgnl8-`W118E`wnnn_7aBteAj+W&_l{6aQzzN zhgUbQLcAdm{_2Si2+hUsaVG=^0*E$(E_eKHNIfuhks9fSFhcn+oaU?mLk~m*Flf5= zHdd$hKpsJ%{8x4du=PW-8TtQZaQuG_?mw<%eqb96bFL;CfRsUieOjmzfIkF*Lj^9! zLj=+fX#-z!syPrYAbSYHgTwz{-ubV12QWJznAK9l5MBsG04PI3WP$3hAd>?8SB_}P zZxC{P@QFz%gcE380S^_tmLS1Q0@wc5zjHz0e?A2S1b`g_D0{WqGU&;@I4k*kHlP7g z+gX7S5efW{Ll}I$%^N|5uljlR6ZGo}T));qVGF=7g$)Hi8NUC7#6Sgv0kL(67@83s zC>KM(YaK!f1K+Jc+B!t@GI4N`0N=cT>ITIBvSeWc6ol0fC~~Szh$tD?*_r1|6FIW6 zQMBa-Y9#jO8yGh_?xKGJ=$F710DdU|m>_swME?Rtj7;>v&?g+7`4bq6eLEY`z8aYp zrfaA-HTo2FN^ilT18x8%3%wib*J;_clCOwc_UJT8gTyQ^0-X|L)iG?Kg$u$-m?Xh$*bJkj{ z_Aig+I+5ZnszSi?H#LLJDa&$CroKR>=xp6U~ za1IX-B3`Oxh`O{h4gV0!f0O2%7^3%BK}9CB=_@00%&@LYt!_lEj+-gCX_beXlz{W# z<*`SH&s%zlq26-ap?ByH+ylP~i80;ge^Q_3T#8B@!q)C;*)o@ZOV|_ zaf&93RDp{Nc_a_l^(KrKJ*;=0&dqU+`^cChK|g=r{sDM9w^++2kJ^ixGHxcZ4(ZJ~ z>IHVgpIlhc`!SJiN2EbfpXE$59ut;@jWO9E1W{iHtA4R~>{M1eCT1h?OXL@76?(-N zDqeXTj4Euy=;CHw(`RLsW1=?VRglS0+ZI97KI9mQ4P_Of)2AsoUJv13OFf)?Ipo+B zqEAN>81y(xpNu40_Q~Lw9Vdx02wZ+aa>lTj(AKmL_tKi+d`~7}o=j3jq7=c}5)()n zbjUgSpejs)l>GCb1->KCLY|_{Uy}p4>7_Cq?O&(&06z`f`v(v#O~Ua+16k+*i8u%ggxxx>pb38JqmWnVW9i1 zz=C76?K-eJd9T{jo@ZRK*KoNU@s6P+x1=aLm#+9ZkYrsT9ycqQRx>A_w)3evKdE2@ z1^Hn7G{oM85u@!)Z+=uXhDJc*Lb>M`DyFxC`tNQDt(M0OI+VStIW4gM zMUqS5qL^fpCKN0u{h51pT@G!e`9Rp@ICt6()wDHDldR-Jt1{Zku-)WzZ8_FzU8w0p z@|VhV@IN>NJkD-mQF-&KR8g9ti$}ewU#V5L4&~~P3)sqQd`_t`agUA#Uh+Cs63|v6 zwaPfSVvxUyQ2wt=_SB_!Xzt-hw;wEYVw6UW_qyU;UhnPORd2?VikYf zcj4~{GE2?ojO&TaIEIF$?qfDgOMP9hKyEC`V2WftutIZ`H+B$AK^y%fQc4dicF!B- zh%DPNkI*b@!m{&WU$kh3#Md`SCKjpb6so}lhvoUl@5Js-yLA_n_;#LJm%l;6}Cd{M6*hhpOhqVZjH73lwe0c)iVy>V1+CQ z2w-IJ4=7|@T`MeHvv%&^C|e0SG+ z+CSFCj$2nLM=n7v*CN-FWU2}8`9!J|s#ki@k0Yw`U01`Iyj`_>?K*g-J2~v*tYn*( zscgquC$UuaxUQwob2ZKfzsI56D*b|#dj2KuH;$YIv)Y(+m^t{pykM2>Vj27F<(;Kf zLnk_ajAvR#R*Z(uz*@|J&5~bxg|^lyjb2h`3~W_jA`0s`ys<~ZWS&a*hP*_;ok)jl zO?#qW3MP$A4noX%UbW6V! zdc1)6Lv_W;H&M)pO*TDOpN^cjbe(%t<*E@sC-gW-1#N%hrOxfTjdOT>g4I3=+`FX0`$uT-< zKfO6t_o`$)QGsf`y6<)6(bLhk;OH;jY-n6W-!>#jK16@;18#JO=?m{^MoZm5a@~0( zLEMs_E)`Fb(axo8X-_W8=AVhvPSbH1E49D zZGKU*dB|Z?_lUF_5ePq?i9w(INrT+_q1;+5Y@(B2WTj%8IhXmG2eU#uIUjov4|Y2? zH#@=9^>a}sI#$m!J=YwpglzSjzD&50lUVl`$ep1vsO+-iqCUE4M)9+bzYJGDJlC_q z)mnJ7H=}j}$wSARxYNRFL%LM6(~~0{Tvk20a**O(@cyg55w#_@!nX2s8-60P)pGh( z^P7fmlgN85i#H#|Fm=neq0c27-s8saODM~DerE?WmN=sb0YR;sTH}dt-A&Gocg%dV z^u%Y8+W5TS!9DKVZqa!zuB|Hd&Q)mQRzaj&}i{WufU>kS=)uI69 ziVwL5?9ao}Z4=$^9R#;J=?e#GY&C_r{+S8H8B8`Pl*U zXim05n{q#u>dpDBqCGEF>V2DZk%({LmVIwWy`3YWhwi5+(irVTZ7GdJZF4M3Z=9n; zjV%9W;)k3OSr3Sa&1?M*f(+KGdj!5V^f-{!H$cYyz46JNi(ew%_z>J^hVVGV1lno=0{PPTW6f&C5sQ7!grreMN+ZdN(&A+|HSaH#-an%F zm5zqV;&8m7Y228*Cdv3C(yX1b+EtKhzjM4Yai~*l;C3gkAoin7Pg;5(@c)6@7ym$K ze6~<64xeqGo*Zr#5@D_IA`|QnJ!TEIUi*AEOu=wp+|U@XJv|ydP7AyRovBFtnOuy` z`Z)|s;i==iXGy$0cQD@agB4j-)u+8Lg2@__PZjS|J|JA|A3hi;DDyexSdH`^{TL{Q z%{=@3)^c)#ar%i1c&9sTf1G=sNI1nTWzVjJo%8;bfXB${2L%l>IZ~vhHqp0uf%nAp z^zY#&hW#NAk4~O`!Ac>U;G5VjRd#5X7{KOR%K5mr);FS-9nn2sd>96`G{a_?bBvP% zl5$x2?2P)lvr5yRj_N!u)_+Kxihhr6wo=p<%J`*Qz$07+!9vf@oGAAuHYzmYb69SZ zdYU92m&Dsm>KX9zMmKHbX|BGb+rtyPVILKqg3{4I|o#Rt*Sq)=Q=En`yW@t z)$~mZ3H7`WM`;w{%32N!%U_P}+-N-v$fjM9(^ZMoI#xqXe|gw)xTHMwC*!P4#ioz) z5o)eKkt+e$z+&Y%%VyK_h4$G=?nUK-AJHNfn60Pxmd}Hunbh`Ek-zc2aYmS?vj{JK zydTZI`AquNBZmb;{#Cqo&13tu6ycr2#NSPYF9_-Oi9M->N~7fiX!0>4PxCeIiZ>nI znIq`h=Wfvy(qp)-Fk>1;7r8oLd`&B{ z^};Q4tp&)H?Cx(B&MP8o4O9hnP|CZ>H&KkSq8r|v{yNK8kokIkigQlSDf9<0$v=1F zeof)L*DbFz8acB?}(&fbTX>p8d?NwN*8*Iyuj=1gj3W z?^#QURlg#1oav$o?v7W|_dTe-`%)rR>rs~+k$l@tX7KjCwPP|Rr28T*1}vGKhuP^j zYfq*Jf6OduNoVpHiNh|62MJZ7O_ury4Vz7NwBX6dBt#&wF8-_c7NqJoy5BtYT&7U9 z9o$GOlSg}`lzAtmLu*UNN+c!Hfjf7f%$ZN-$rWf*dko0Mg5BgoE-D^=YCI7vNg zWZMSPj<%+kbgPg)=CiN`nZrQh@6H)%2Oeg#FI^y0DdXCb*B&l9kw~7@dx=?c`le5?j z>UlchKyJ<(qT4_RaCdue%f|0U|{@+#o8Nec2baegOma?in`vEBlgFUDP-+? zeAUtoi|J6@DQsCWO4k$@AD$c)b-e=LI2 zm+7-iGILjCwQg{KeTM>HT@Lv+ILe^)1QeEZ*q}Ej7A<5#hh#?wdT%*xVDd` zpB7|=nVn9AcP+aTD0)Tw>H8Vi#HjCPc}RG#%VY{)F`#~CdeAM%3yQ;~;@);fZTwru zaBTi_jnGDaW9JAYDq7e2NqkF3Y?pX2!c-~%gTrH{{$)_a7zbzSBUa(rofzDjT%Os}6#q)SHhSUXY|tM>g^iW*#XJV~KGzxh zd^tXJ3Q}nx85p1NHd3q7LD#RD@KaNT+tLir-}|G7mzjtWATT(U@DbqO1cu1!7YpKfE^^OE7jx14pCa*T6ILW&o|3~I_ z$hkkVHQCyrQ>{$A4{*htNF-4##;AK(WcDP+@22@;LojUyK!y73L0!*Hn@JPVum!i) zI;)x>Vtz`KKE79`RHEfy{3cn(ZAAlo7pB?5-AMax-?j@R%rB?N>@&SR?8gwl=r>Kv z6q(zgLb1ywtVHc&ITCApWTo+8R;HdqQu6^Cvbehxb%`idpUT&QI5}3$BrxMkGZ9Hi z*!$nday7T&WH=AeWJozkxZ4n$Hu;>5w`*3l#gTGJY zYMa%-p<-|Ks-4Sz{-NOjW^}&)Z)Dw5BFT?{FA}fq*nvAx|I+;H}d)=kf<77gSO>Ux%XSz1u9_GIllYsFO@6FZdwHKa~WyHWx{mRinz{`{1N zw+xgoheF!$43lEy83ELfwUdDHu4&4Uek-J0)kBV~8x!^JJ0nG{Ta9&C z!0%ncXI{I&Xp=ALXZut>=S6Zm1C4^o8Kk%_dp?I0QIKxv$JwwsZG}e?r=T-rn1+s$ z$?+A!XIL?l$M&{WVOa5wvL-AlywTXDYKh@sVc^UI`}yy^4J^UZoIwjBy8CRtqW+5x z@cE-Z+Uvqtc)t~6ixGQ#d&y*h!q3rte%<`Q)oQu^O8 z@^y!-TIVu*!woM1I8?47i@k(V~(n^5>PP<4cp)#M!t4Q{Th=+NsFbaQr@ zJw`dKd6!f5M|lIi@$QnWlh)Be4GKLH=!}9Flad#Oy|qYTu^L>I-(*Sn_VXvECuf&b zQkm3SPX1!uVa%?hZ?Tfhm>9AYAl!RSP}WwIS@cC}tRkQ1 zzUHSCwyr*Yw~BUrN|oDwqFiz5;Yi0XJAO($11pHm30;j(lRIHbL_|}hc}WB=PiPYI zd+@qu#IbU4GEg{Vti{aC&m@xY3OxD}Pzxky3=H=R+32-0T5f6sZFyU)V`n6lp+w}% z%AQV1({T8KbiJtu4qOM-+(`WB!RcvC*VutcaND_ii+BqH# z&U&+SX%e+_bS^H6XHleR94I13Cv>AcX-yZDX@bk;o11IjS1rYaG9tN@bhQXb)i%Gq z8;)O5k3+-Al6sk**VjS!%s}$^oUQBoQgh5Kl+Y7(eoglEn|n#cxuGBH7kDOn%g9B7 z3Cb+3(@;fD|os%de#q>zhq*(V6nSM$CU+MdWqDJbYa;iG7K$~wb$D%r1~TvIsI;ni zr2zjFV*UJ2to6p1X=n{H*WO%xGi=fE^R2^K4>eg$V_lNsZ$CfWSRokdZ2sEzY-C7L zk+w!{RH&@Udg=UBS}>RP+fApJ2YIxnWP;uMe6{U@UCmtFL7$EvpuroSR(OZI+OK!*n<0-oiA;WzqNPzNT#E6~Z`fEk3~6>j9e0W%0e#KqYkOb|SA1hG=Y$RO}f zs26zggSR{|w;*9O_v3}%Ph!gYYcT058$wn$1(<@PWK!8MZqB^0J%=UgMv&ycqc!dK zPFEB=`St$5(!4@X0*O5)chFnQ@iL=$Z-g?6MD=+|BF)Up+d3Xmzj)T)JPR+T7!x++ z(ygPQ=~+nRR{L?^Nbk4T;6rMT-<8PEBPQR|PL@iMC5@IDe_{@D^PQ;C{>V}H=hg4Q zKHBQxuvVPi_@`Vn)2d}iQCuM@B{E&sIi$(81I;T6@W_+g3 z%j9!c0a@sj8yFHW-aDy$_nl`BUX)N;d076#18KMCGk7zL4IDapKN%@!6Zj*LRX?i4 z**QK#c~l?d1AHt#n)vYXL%3|TG#jaE{)r%uHn8?)H#ZkY zsw-D{PfiAhSNT}jxlobrP!7+Arsu_!vncRLj*%A|}234~Y zgrUL`KlxT0T`CVrrU-gET#d3-3qKA^M-o`j!>?lso$J)(@q18@@<|2%Q>5t=3{ML| zVgEcPB?pOAK|dE6;yLmxPpG=0h;_<4);We9BJ>)jS08;Nn6i(vc%a~o9!~fU^RIFx z4^Z|9U*$5j@QW-3lIN|iB!AYT8uw~au>l-M1ohRvj4Pe zzRQ!_f7Ax&#pMC+)sgx|JP~+cdjOF)>@2|bhvDkxM< z#{l(2y}(}>KskXgtk7%*!K-uc|4yr`Q|y0qpYT4Iz4`+ilVxCIspab@xVdM%0pR!Av~yCwT}W68*D6m@wePSg(6fE0B%90 zs`-_mJ$S%46-a=~0GbKBp#}+%8A3CmfCU{$Ai@YraVaZcgAQs1yk>=B1CdfNjOu1% zs00YM6TUoqujUMZ`ap;gAgb(w@qY|USOD;of)P~@1w!u&16A};+{+-W>iZ2)#)}63 zbIJ~);J^mN)ftV@WGWa!_!@FxF$sMOR{tN2fw0I`b^a+R0qq4lmoaJ1r_d5igz#U$ z1n`~cM_s3Is3>;NboK56JTxt3mxR*Q5=8(;-LTt0zyRzPMCihhFJl|2 zfbOfu{J=W+7{v1bOO+t{;W`YG3NYxoq$CJ<^}yH(1^%rSP$}RPg#$l(VANoT!T?4u z>^27CZ#AG37s?Irbi;4}x892yBD?_53u6cPdSSPKmjf_<0JZP3905r5!`KOU|2?HH z)khED_Jj4~`(U7*h=3@`J{bE2RP(4GCJoT`UzQ495`gl8aFRaQJ)o%nf^QLFpcf=d z$p7z!LgW&Q0|)L5z-R!&ZWsYD-4Da25#*!e(X%#lwsN9FfH=zkYvGp`cP+t=0T?Z? zdeQE907iacjYNYm_(jyF{2+`*>l#u5lDi-wbR~}KDFeTb(u7|JBEqlnsBpxU5ySbf z-quF{m|SoW#Zos2qhkW`nwRT^w7rWR7zs7 z&4&@--3S7r9}dAtFW@SVMqm^W1W^1HCW_B@86OG;*J?PLyVAi0fWxma$%{(8LojN< z>>H?C%3&A|6tt!CZ!pQr46ySJW`rhuDO12}1STp57r2H9T~Yb_{h?;=4l*fx{Y=i< z(Fx27U2)2zVseoKSB;FXFbbe%5QdAicD4cIa)qwPC#qO5$q6E_^u%+;w$Q(4KKye1{}=V^<(=n(`ZcKO z|A+eZsIH0s59@;bbjYhf-GA`@_w{f={fZr)e^bArcl~Pm?{a)4s(&+kEzS#aR}B1z z+=T+!FM_PE`MVy=wa!51F3s*rXF_~{EoedyFO~kUE(ESc40dt7Sp4ncKbCgY!}Ti6 z^S6g719GR}qKP>QW3spo)@D<5Hn-(Qu+v>fbhDXSnK(F`JKpAov(sH0 z;oq{0qHCS}rwD8bzlMvmnLl?iakjR%;CYFvS4pz6h!LHzl zD^*?;J6{Y__)7C^4vzK?=8n!DmqX{jX3)vp^g<-Jxk0Ak*ULEDbs;FHi{^rym$vYa z(hGTA$Ep9L^nwBiY=lg}2!TiAFjR<0(gcj?CMaxBdwiGWUboAaJ3-OkZ@vD-5Vlz^K5lwu@i#D+MC1(w74f zxJqA$0|eP$)&Zps2XT`ZY19je^8soTFbcE_S@U020VF43C=mXu@(TfjSVZ4R7zrvU z1tH#xB#77)0#YYoG*CWapneiYPLH^nC~VHAPb5w4oFyI2ZA~1XT?`q{cd0=DJ_RF& z!ND+a+$k6>3>+80I|XB;y^MGNJD08(b-wGjAs=X%pipRl*eMttHSfg?`&(1S+{xLA zj_*2J9$fohNy4arpHnb=#=ox$br)wFYdiCcT31TuQ8Tf<%!&Y1(=cWzh<22ohB-pv z@apPmm?8M(f#Bm81V6sXXJJ(T$%xIuUL^SYP~m{zTGx|SNEnd-XQG7(BZR;!n2C`F zlXjFs_&%e0J*KA`+#zlxQod7^nWU|1ejkEqi9BA{xV)8&4_MstvM^`ocxJ0*e5XU! z_w7=Ah-GIoU&UKjaciZ;ar|fAk&Nt~l%a&=8{4gB-n)S;-R-eqW&!*0~-2j3)E;YNV_5 z;AaJi`_57w?4D_zcc^vAlq3#IxZN=23!1&H20_?|d ztB0cFpO3N@n?vYxZ!`vas`w5tqi!n#=#7!T$eu_4G8@1(zQM+-lnjANn3iEjBYPhE zxk$yoMYDR=wul?VCXimvXV)y6jo(K6c$X?{9$1Gf2AeuIe}-34Jr=NV?keNNQh7#} zT3c%zFXw*0LN?8s>h-W>eTeeY{EGYj%KBm@MoFSP-|_n?$&0?AjG;U6I!1Bku${!- zCy6Y>5>P@&P;dCs!2L`C7?WMmvG0l^jA0_XNMwz& z9ZMQZNDOLfFtU8}o$LJjetbXP>w4bjy8plTeLu^qULGv-ec)GUV})wkDe zK}D|Q*cQX4UgiLm{TJqF?lr=R6h^hdDpMWFxfgI=WEg5#7$Et2NUo4Z1pBU!>aM??i!OTsrH3y|;wD z-g>k;akK+_ac7==fPUews?{JcZQk`3L=;VLS^C}mO+|+xkCiWVTI0V2(d4#$uKaX3 zF7S76U0?pZ=^LWqy!*IM*)T#!<3W{sh7j;9=;lbYx5PLykDv>~lXl{3z5I8Db8>l9yn8XvgGuY2@r4NG5o1^-1b5|4UL=Twyv$qM% zsd@UEk!_f`I~l4xwnzK*Yy2+<-=QuGQZZtI`;r(1gF^FWXyy_P5o0op-XF@Q8a&!Y5Tk=IE)}+~hcBXmZJb7ynpv98^*kx9#NK`r_(F(4 zft-}N^^ZOJqQc~*=uG2R7ji-r_GD(UdEizoCOgDnAE8^%$;$Br30JjlqA6vhgY_W}NAw)(tk72oiB{?i=8fnj}Pz zE+rN6$($1o2KO~7N``GH1SvnVW@{FwSfETm{8R$3t5rGnniO(Fw%2?WZD5q?Akk8{ z`Y?RBr53aDxz@6)#;F$VEiY=9)SFp~{R4?ffOl1_GFm;d+O=*Qh%a|CY>*d7G4xrX z(wmOe#J!)VLJk}2&x=@rxBKIGjho7-*=zZMpLWZ$+l72*R#HDLEe*G1&8_etw;Cdx zsD$ZziTwNA#Y0muUelAh(iOC~o771=UR(U4-CNHv*GoF&_F$Bz81)tYxW~ECNXd=V zGe!(<7P^Nz)i|9VyVX8MTupSyVU(>sNAogA1WUcn45eqSVRsvL4oRTBO-J8^5c{Ym zKb89M8+bX!)E%lWzU2m&)xwK^C%EKo^y4GGE%o(i#hjW7B1KCY3V9B99+JN44KYc$SMHG7&4C5X&=lB<*A zJjC>RD$n64DMsGfogZhJ)#L)x91~gg_Q0#)+6zP^F1^uL_l*vHM6b^Dhw8|$%61zBsnVm>4~)tffVMAL z$TRPsqig>ieAJx6D;Z-|T4N8=-LKRWZxA))By}(;RN`}Oky}e>LcGBA8}sz*=O?d4 z3Tn=v?s0Upnl4;e)$gZK+K64z!qleG3s7CzhWGc*8(ZTx8j-1wtc(@w@=eC94l!Dh z1WX_V@mm;1YXE<9&0J6NvNp^(3ypsyiy8>cdhcBTC7Q|Pxu&m|h>P`0WuQCH*bMik z2-@dAkoBfynzlm-%!KM&(i+Pss6!cLij!`nm8YY1QO%ew?@uih*qAa9SEU}8?Upv< z%A04pnkH43sbpT6i_H*9ced0OOnc{g8Z2K15kunW(7HPf;c=7DAhCMCk4=X|DhuGo zpX?*8QChLy2Dln5^0f78{pw|$Y^^y*D4X5o;*&OBxkm(!yUUbYZnGyLhNW;ou8A?< z2IM(y(cC*iSJmXC?P zF5Ap26M%Jt?K}QJ(orL zd$SRh{3qr6@*V&e%}6H&+OCfXe+OnSSS|T!;6g2KIUv@KI9|EP7lqvKI)u0H#kxM1 zMEOW4QnT%?dFXy&Azu;Zn6vAC&2zPfZxXOA+A3@*^M7fF^)|&=k9hU@G=pBoYG<0p pyy59oY3Cy0Hdp`G7{>>)v|MNa){PqqWBq@k!7VGR|EB@>e*k^(7?A(~