From 3c9cbf1989aa93febc7e3dde5acb1e6261559895 Mon Sep 17 00:00:00 2001 From: Andrew Lorimer Date: Mon, 29 Jul 2019 09:24:05 +1000 Subject: [PATCH] [methods] expected values --- methods/statistics.pdf | Bin 104971 -> 127667 bytes methods/statistics.tex | 20 +++++++++++++++++++- 2 files changed, 19 insertions(+), 1 deletion(-) diff --git a/methods/statistics.pdf b/methods/statistics.pdf index b0114ea7d48adadfd69575a960fe266aaa589db6..991c4494fa9d2ab8f5fd0a7b74007e69b63034d4 100644 GIT binary patch delta 87852 zcmV)5K*_(0v<9=~2aqBJGcYhVm+_7PD1XITS&!Q|5`OPr;YS%8b9j>qkOh+2&0+?a zMRpSm21w>XvDLA5eDqjyAOC)h^{ zGc{p`aHizs)AfXFO_J4$1k#%p~v0gNxHf`rnI$p+|)l;6!1Yekt z&te6bG6A15#Dc@l;Ft<=j;Q*{-l8ArEheE51)NEaBXm9GHrZGEY_)or&V-Ojem`IB z%i{Rctre3f43#xj7kd5*}JuSbrB(sh_UG zo>TuXvIHkaU*^3*g=leRiGXL<#K`aFm-^CByZYy+t3R(8T&5E?;mQyt^h9Yv6iX-b z_0{L!>0|+eKTjxts-4`qsq2YUgmR3^)#T&Ve>@y_cSA6?)J&9;gr%2h;9TJ+9DI#R zP_Y$Zhr4CI%cnC%>EX?s=zkYS@CcN&YRf z@LxJOPD48zFC$56*@e)4W~g4Az#grqp=1nkAvJ(yjk`gZu;9dz1P6&MAGvzBU?T2|SVo8%6&ib%HC{#b1*mlPn;U{U}-4tW8lLVp5cqMKJWBkZz} zItjJv8KCxXYW?uSL1~^0ZG9KwalR$abD<0M#DJ084(V7`#m%aiXGj#hM^wvvyUW+D z2O!H3D(y3?_frf0wDbN{Y!>+qC?B{AoNaL7%8%rp!EDg8s`9lnd?j3xI7h$hK* z#kxgAX*_1aq-*LnE3>W@?)d52XBVjr(HiS^XEHwrauDpzQ@1XxSzOso=?e4c40b3%64(lWeumBc_KON|^5YH0{WV`!BP~ z3pUR-{?b>U9{r#BcJEyxU!d2%@^iuW{7LiljTPX$D1SpX#x9&X|^hH zmb9b5g@2J{R{Eii7r^Da<+jZIz&Idb{C28Ta52BZF3iqcfWsBfskUWN6^+y5xN{U3 zU*%=E7d$SAx83Cak^|M5(8~8q2Cy#DlqjRd;Mune;k-$ZG@2cB%c#Fl9%D}6sG=>1 zZpPavLRl}GV!43WR@(d68akCHI1=Oms>j0Gp?|E6EX+rz$0_hp4vEgkUGP6|34n`h z2kUThw=5bQHE9SwI4SpQf8uH|IC>+S2IBmm)=>)Q7AEyU3djAX^&a>e%&TP7ypUP} zo<&3TNF_&6>YaNvIOng^~|`ys=M@Ay!OQ*cWxc+A+{!O`>Qk5+p8G2 z*Z8vGh-j%pkT71;iKswabl>ZoS_%a^;n@n%OR1AJ(P7X2CC{Ro17e$Y(h=7&S$|ba zjb<3MJXz;ixpyfX{y3C}<2-oa&h^{iLghLn^M@&L6oQR(mb_gdF&6*=j>G{e-}t#% z8G#T^1>r5sc<@+3dEm%dc+=x>rPx$s$u)&4$eaQx(emW{{>HBiKl92R7JipoM$Ixi=WScz^q`)>|HY{JLhU?od9g*EuXSuiKdQx_~98LD74` z6C4N41woE_*skiDS#++cGaJ zKXQY`a?2!Lvlb_9uVVoR>D?%H44MR?Z7;TwqC|)R-_%e6{o)&hdHoz{U%h_GPzNlN}iz13hk`dJa(mGa;l2*5fMv?{MDS1x=lE+;|GoU3WU_Nce z%YEA^;B~DFTOQ1j$`aF(_kZ6abQMh|?5R3}65aaqI@S&{a`;*xWv(w3r} zC7ybI@nVv3PGp;BUPoX5v|LtUXGN!>vl3aVb+xtMIueI4PYeq_Hh8(k&z1=3x@?*e zXL_T7nm#=STkt5N*~9r?pzNSwX8Vbx<|I4U-!jS46$cG_5_Nk-LVx~t;a9&Xi`B6y z5V0eIL6iv9ZF5N(HwGXxYg6PpiiWBU>Fz7;;Yy0g)SR$Kvy`VJ8$3n>mShW?quVmFw#{jK`O0oaFrnrJ&Jp8U6|-+xTvy46x(6V+wn81{lE zS#hRb^%1?MY0#@~VoxdwX0`B8M>2@Mush{eeKYRKaL6KH+Hp_D4l72}YsoyaMGw0GS>c}K__fq{q38~QLgPYalThe@##j>=NfG&*r@Bu z#$Rk6QPE##H-CFjrYH1N1W{U?@3rR`H{j0ORh92HS=(@D$?D;CWCy5Q@uSN@hw#zJ zV*m|D$b(t>S1ddZA`gdCrcQ8@L!VHNy1__F{Oj7Yy1~4s-R=W>?Vj)&4F#PzC)#@n z_Ah*YF#N`X9*{NCJQ{cdMBPw1M;cw!b(?0u&6H%1;D00^E1*KzZsFTai~P38+79*r zG{Bds9OuzN6pOY&=7@)GyI=UnvkTQ>92(zlyJKJkIxqrk;NVnGAp(D>SLn>HsexkQ z)1yFEbWIBU^z0Ap^@b0^0Ry0F?Zs#L=ia|&!;-*vGqzRt2eU50hkaKJ&a0cHa8$ep{8w;VRVQ1fa z-~cUDL6o#5l|aBDC8k6o2@Pq9`1Kvzv9a+g51Nx7J3I5uH{a|IXTKO{pQFQmw0G>7 z2XBO7{X3=&7%!PaNl(@vva9&VWHj$2Qp#9n4;6n&=l9c2B5XW-D*l|$2lLU>d~{3S zULubVCc}RY#7VQ!D_e^x(E}Hb0Oj!nZQ`8AAA4t?y8UkN z?BKNU@b!C#V)hOX4!ft_{$=JVI_gKiBc!dIVFjL(Z?4$wIJ&ywY)ES-jDz%!J?EBV zrW}Iv^!mWgqi+$f)1ge84{J3Dsg?i%Ap?n;$47sQM*=6}^fselI-w6ID+Hr;fo)OnTQ8{tWkgBtezwjK!ICcncA3&O z=jNJgUhHm!AzNYh78swcF}f1r z=}qbexbs_Q&Jt??9n}XFc%@d>$8C^C1@k2&FmCZZ#J&_zwF4vvn?Uvd$vE}4s8ac` zj>^j*2=CsL>n^z8NJ5DaBA6OA5v{MmvlYP`@e@2eI3V{s6X&`fGXX%HI?G$>UVVSi zMT1K$lhCDzbcZB0quK!gO zk^taD(@jXTR6=q?yPOD3+ZTTwFmf8NLL5pEPVQ2%n+W8lu(7pL(M+dAUMg9RoY}-u zPJvB_G~IzDP7)(XG#o=aXx8}$afudPn&%X`r9C-oaKvxSBfC3Xh*3K5>gg_}~XYb)? zVP@|9p6B0>02*Uj04om<7sH?K01+FIqlGch7N7uhHV4_fXEX*{161vdEkMp5{}qCU z-`v^Ro|l=~&CQJoXye3W=V&HK%K&h*aDO%jsDPY6j;;`lM0p11H7RDf3r*{_@TN98Y;5|D)RYo50$sT0;FJt+C8886;IvfBi z6YGD%{pI~fAPd_+oq@*2b~g4vTMr9cGk~duH3;xYQl81#-I)OZv^Dv|5NPdW_kZpW zbOl;i1C8Dd{wy5`kQ7k{0N*?Ot3M}WM+pyyA{v*u$F-zE*h}qfLfNY(e z5dNr7+`>Iw*m6DFa^E;Ab2_f zT|oe6M;DN{=RXzyjSyH_0VWp4&Hy8jnT0LF-_hU2Ak%;0_xU?oxC3-q-s#5*VENj@M-~7pD}N^kfb0Fi z`@iET0WJQj;~%~SUaO?|-`>VrypopJTLelC*FKnJ8H}8=L=&F8`9N|FLM+7PcTI zJ12`jt`-0zD+|m2(7kV$vDN$a;q=bQKUJXj<@xWF61K*6CVy-h+xvupj*dVNg!du8 zqmKYj*7tQZ0lELlVgNIft)26`3*fyuZ-A+tBf=jOeWy9I_#dKwA%7kKv&4T87Z-q8 z;XjC*<(*=GBX$6@>feYHz^w5f#PjY4{2RSzF!~$4XE6Q``lDlJlYc-~05j+x@I8sy zKOhHy+58{yBY@fBAMibo^*`WyBAdVA`$jO^{sX=zvilF@c(;AOrT?L312EhFt$y#$ z{++6J|EQGpy%xuRz<>8zoc;mdJ)Hjo-)G0{>}K~5_4@(2`~$vM?)o=mdpCFg2YfHp z<4^csgEw|@bbP=5{#?y>R{R_PdDntK?jU1?rFlDJz97rmp!WM}5dt^H-En~#%3aM= zT1L+$#~&__D6mPiRha?nj<+I7Lp^A#+Y&T4!pkHtp2scquzz1$6O`MYyq-VDsZ8y* zAuLYf^iLEVi`4ZI!4op73GaEmICyFJTS2yfcgj-cI=FD7DCJ|`yY))B*Y%aIjE2nb zD(_Ws${{|NPBTWSN9y?(%~IwWWzFG{!8kJ#!O>w{xTDVA+|FR+OuUiE#?d2qpG2`2 zdg^SjML*1aS$`{6V{_`lr@+_2BZ9oa7@eZ>6g^0m#a-|${vNq5u#n9a7BjdU)Ehr1 zr-4uAqlD)eRKh5b;V0jTNzs+#W}M+@tzkT&2%w@Sse|(jrYx2+O{gRvD*l{BXyN*P$mlg=wX29K9DYJc2@_*MXOtA8WQhx7RXhPezlB_$7?WD53+ zd|B}m&h(gSp0|X`kW*BBfv0ZYTOQN*J4Q=L%dcMFoo)1f@%AFRbK@$FKN%_2A0(Wg zz7%%Gnh)tVRAb#>2Tr1W?%)aCo^)n=Wlw12x(s5FVZ#+gIW5cL9+XX8XPLvYaUxWQ z(416$G=I@LAtjvZ6GEAJ$?7;Q6QXrn7qid69z&r?Sm|5NPo##k_Yp}lN7>u98*>#rZ_n{)uOb;%1lLzvc zVJN|MJD6`O`=yWP;&fTMR!-3dpX)o-IH-`lOn+7l1d~6h6It^yjroX{=co&%Raz12g&4L3+cL*L44R6HHN3s z**7f0pDM}e_*ISMWFifc{GLLM(@f{IcYlC9J?XDz!ZRxh+$e}Z3kY7;jUENYQ6!ty zvbH^&qQdGOB*C&A!gHMx163vr&}q`2<#8?1$wx?S+Z0#dlYdE^--9mLQdVKYJ1L>*X_Btft^5pY@x<3(nQI3j zlB{SjhT@}RtWweJt5BQ`Zw(Gbe?ET2+nTG$>2Cg6f?*z~eCQwl}%qxt+@yf>Al{G@gL25R?XgPo>QG(>`FII)98RJWYYB zma87U1wGkWXZ;CE&ymR2>tm8aQS(Q#x&XS4D%4J*ljS4+>d5gV@#x4phBo;tQ%m~9 zxRc?IADtuMx5qg{S!C`kJ$L5hkY(#Gy28uen+Ho|^MMFMCNgmnbnpxS%g#Ohy*^i_ zZfExvIP4Pm^LQ(XZf)!Qs(x#jO^QnEJZwnl;6*9Y+cfSKG8`0MO93?$po@SKB|}#Dt{|^)VZ&VL=R$B ze^M)V(AsPka`=Z;yuLQ=Je1?o4Kz3Pd8^?12A6bBZkr)^Z!~PXFLiGtExIE@>sI4* zbX|_r(0mm{VLqgePlnij3POZB6BM#Ugjm}qdk(bsygA4=xwmLb0yD0h^ub^3S=W7Z z%)QdKN6dk|fn3d^m46BC+Tvbwf%(#6mo899&Tx4sJFgdQ>4o6U`_PPUyfdyAwLC$% z;76q3ymXacdH3c^3y)#pGf=8mRyK%?0pJr z9$R0&2kkLz3h7)l3GY3sU@3`O2wv?>9v7aUthk11NY3ern15T<*rhgBLT{jDazl~8 zK%_yPpVPr~_7jCE%6w3EE#l#T_|o z+r3$Q_(fA-_=zngqUEIkZ{>>-J2cBS;>Zmno|;CrXL}X={b%X(*a(BKx*Z@)YtezN zE##DFqGygs#ed6Sz)sg=C{Bx@V5a~mr-)rSVUjVOn#E&k{j>xxCz||57ETku0=K>v zO2DP}6pZ0~@v(9hpFJv3fF%0ocsu@LD->=qYR|lvu1fl5jo?RrnJCPl(k#cO8zgr$ z^Gb6M(rqh^5!Jy;uCFqP_iE;YK(&M$tTnsiA^*FeXn&eYBux`1b(wpCbN$DeG&BXT z8R+yl6WMz`?NSw#GAR!~)FuuS8nkuAm~FylPcj_q2fc8BzSUqQw+2GmJ^1;B$hm;P z#J%GUKx4cvK3@}tDuWr$!d=rW2Bj|h@nWxw zN~?Ai?pCgbYhpnQ#88;f#u^a7pfjj0GfQzgpHR51+8pB`%dkpURPt-bF9vzaSsQi2 z%=QD!dQp&HI~_$eiLIUcCc7K}?WX5SgQ7z>Uw^kd@+COcRGkl><253xHXC0V#&HN7|CuD_e01^%kONl|(+#Ck;Q^Q-Rom1jD zjfB8w9xkNqg66JC&x)a<42&`z()!PajE>9JOEGlkZ4Tf88F<+{giEc9;d#zTQ1W8n zX443~wnnn>p^x&dy$&%S5(gajEk7Fc@_#^+nNAb6QzwS=>PVJk{R&G(IONIUdoQ67CwW{B_6@HGk(7 z{R2e&V`Ua6Hf6T4A0&CffKNj#VoLbPr#)z7ND#zySlm}?;F2n9`tJ$QSHND6B%%wl zlYs>p-r-TON4;AtLt;aq54_k#VZ6_lN`JgzI|IRsC0QW-(qOrqRTQ%FN8GT?VVS^E z%aLb^kV_*q+B4KD)LgQtkUGHzw|~Pm*QdHoFA7{Hj-v!R;Tb2P6$Fd>&cvUk zOL{W9A3_~TvW6drab?X2kg~cqdG}Vth44O<3N+{?z(@=SCyesf%Lv=TWk4v3$)QS&sTOLVN z)bPyNs=ymwqGuPi!A~z#S_Qd(j7&1^=u``>`m5Kf$Hcjd&#p4Md6`wGD~AT`OhGO< z_92FxX6tws_hoUSZx1_WG=KOL`keN&!D1Zasp1licPf!L;#>mLRh*_p88)zBI*333 z+%2$3h_LK~&uFF&Bu6>m?5yEj5p7J+o$nXQ5JHhpXr?i9uJpk~89j0ID5a>)VIw2g zBoa=xYC7BbO9x zJjt-cT0wz!w97^Ai^gz@*z6pW-3Tgj7LqBu`$T6K-TE2jvC$_9^#M{syuJ}Vl3%e- zm~IkpSNG*rODCMIWtt07h#{ED-0;Y!b^J(_?$%WP1Vsq**A-}IKBDGZ0vnR``RinC zdM)}4JH9hD!j2%CVt*8C$$h%MaBZ&VrKsga!ve$_dsQLIW(%*8hzDmcFkQGi93%b* z0xkuChs6`pqw~a=!K2w~5q$g3w~pBv)6_(-HJF|kx{NA)+qf`9%#9deQSc)Yxly7Or?kb^{v zASy(sihL=2z^k9!qA-QmlDK9?TExsXvyx&RjKO3QI~|MM&5r+J@5^d`6Rr0QWTot( zf*IK~#m7hP%g-HVWnxZjVhvmja#=a3bJ;?0<89*;w7Gjpp&Y-E9#K|V$-#T)F zelE&=w=7D#GPc+E^-1IA?-JgQ?M`KH{ASs*%YT;jHGnb+oQF$s{DR_(Ppm;tcQ}Ng zjr>n}#ciHDkFevqZv2oFI4}TkffitEFWW z8P1KI81=Kt7Xmn)Q5RZ=%?(e$Bjzp24II1qw(7}x#=a8v2DBAOec4?f@0kGf_*_fLiNF}cO_$2ZX;usbBW@GiuG9op#O>mlQT9U?R z2{{9k70UW9vfr<&5lnJ@r8!hyTn=B|=6|GK@E0>4vne(-!lo4SIu>88ZKgRL*z{yV zd^b`eTUWuxI!_A7LWP0sw7m$qh~SD`2eMpsBv7-PtXw6#^K$iH=p^{?)*pt)@X!tI zD4mEghg5{9C~OB(m#5RFkPjmC#4#4d5rQ-dbTW3rSMP2xeHOT?7??Vm zc32)~$))-Ih&-ciIv!>QHgRFNZhvT?Ra8TY#&^SF2UmATrbttSU%2^TJ42wF^H!(| z^Uw?oJ(2=hZCI-07$eW0MbSzACGDyxC{hM+gM@J-b4Qs^Ho<%6GdMo_F1;&f}m&CW2ezemzFGB9R=C)NX1pc7FxbAxy8e z+U+$^L5cl!jT1Je0k<4$>XQeZ8FS)!Z}Bo$`H?CBiQfWC*K#n?xc5cVRjv>oe{iM3 zT}!K<974t}m@5J?y6bioeQp!6Sk`!pcZgnhax)}bke6vsao06 z&$PNa?NP0lKleEK_4(EEet#rYWucM(d>in4v}F#?k-4d?8#luYwtLlsX#1DkHwNt3 z9y_d$s?x~hayh8Dx>QID<#>D7#(hY+_|U)k_%lpeNYJ2u)~;{$i!4ze(i3tEdw3|T z9=i;qpC?XeeR<8cIb33QU$_plkRy$%aB_*5j5mp>TM}@@6RXh@x_`264@?@>@YOW& zSX=ohiyB)ubzrr6%yK++kEq((X0Ey>*Rm5u+l&qEN9?!oSo$F>slmG0Xw&I}p!(Gl z{Fqn9v)+&jplbg*H;YsYo}U_5sr}2W2vU%z+Z&@+I0oNm4AzCQR-CG$+A<+GJjQ!$ z#qsS5YgH94*?WnPoj-ZyXt;s@CA$BmzEv@6yNt>j+$* z@U}y9o=)Ra46#Cm^YT1{>V?^7xX=0xxh%oql}C(H!&-CqUw`Tj=%u{k;qpvB$2;mv zNX4zJ107Z}qs?NAY~bhg8x(B6y`{jp(o~DrGS^=(%Nv!U`yNItm~5RdsZ{W-NM#5K z0cC$`sG)AYdKet6RJ=8reY5e|NH?t2VT(N2oDB7ffS&Z+5s@`cQC7JxKyt7(q4|Zn zlIfB5yXn?We1FVPtyESl25R+6`s)`J;Oh0j43W}v?aQ}?M6`vYuwnQ9OfliM*T@6~ z`*D8Vm?)MBq2d?N03U>o+R=3keQ=42ZobvMS>Hra)EgFd;1q5m5IVS%tkeO;pvGwa zqPk;!X%L=n``H)&^~CY+Wa-kYl9#s$O#@mnR`gT1`hORcp;c+43!qe$xHL-DDFr75 zhqHWp16q}=5qJYayUdxQ44&A0rb7deNiGeYp}zu2&`&Jh1Hn28j*B|m#xwzus@`sx zwQsY8H+awDbvn2NebKe>;w zI(;rF$EVR_8{XF0>Cj=CSw)Z%x?9^K@IL~5$cn6YX>8;^L`G%buup#GMi+NrNa*jN zx?e-pWmiDD-gJWLb)IL&oG9&XRzu?3KZ}2AM1K|I!%ox}7q4+)S%ZN6hBQ~8{H!bR z#qV{vP$`d2PE6e)-YOR?F>srF0!wJ$s-+qcnN|V*^7KiHP=&a9KvM>pgiJ-7>!L{W zwQY48Z02abzxp`rJZ+nWUUEzut-d~Jcw*c7FIPLoek5$uxMa3);9|wwpF_7LWx1zbe!h$jv3Xv1 ze%CcdLuU<)#2$b*1=ku1YXM8b$lvtrtbaI=Sq{dK%pZgwE@qL+%Ipf=JoxmjMiG&> z*=VjcD6l~ipM5p^d-i7wQw`Z*~b0VjDSlcX=U9CtjQAM zOVV09zqJfRGB6qrn@bc_Y`&GNT|s526^Vdg%>zED!<#;OX5wtqifk`_{^Z*iB7ZuI zV4H2&kpqf!te>80ee&~J6?A%}foQDAjAJ%F<=jA!e28h{-5!9N4FBq)!`0?w*m-zH#e3mo}Zb7w39}TqjTm_8I%?uNK|$YGS-54;>fD zj|gLiPY&Q%emB_8qYaN}$lE*BQ!ywdiWRCocb|%3w}Nl+TP>RZk!uoozkddG9~)x3 zFVL|8lW3Y(H_Iq!)wK1ZRS@YexG6B9$3&qpsIGBqI&kVACLGq(>g4rQE24o_MV%CM zc4qoApXeEQ5`|68#Zl$X1mnR9D{C`RI9YD&bWiiSZ#0y&+J5Kb90pPx@T*|@3&*N$ zlp#=br&fH=GFZ$9(Bc}{pMUioQT#>pL=di$C5U-~4@J?UrXp7!vDq;ICZrdmb0AXG zCmNa{?NA?}vow3013X7a)(-NGSe+%0(X@qch+9Lo2)Zeu+~hdeS+Es+%)idATDwbI zO8c$75vD7CgD$PhQY-}z{fTFe633k=16%ng2^yV`fK~g!A#EGh+kfF+%Bv|*cT|Zo)TqXTXM)#y7>i9b<4II*AkU#4Leuw})ky>I4l$-^04n<5I`Q zIRC|_Z$Y_n_J7)1mCXu+Dx^)?yn@HO9QDtaa@cw1vU;`g#LKT2+eC*PF+YCN zVU)$huzwfJ$-9l&I|9E7h2_6`7x1XgIeEw%08E82UQ!nBmXGh@X)gCOo4+N$VU7k& z#KbU)^81^H;H;#!@P zfV{iS&@R7HWeguhNGkKZJ?$FhZnCMXDe=?r15#n`R18#rmlwsz z&^Mlm1U#DhFqvCQv~7{}i^IM742xcNq-6}LpCxNs*u)rMCFv0xXmIsBq;JAtpp{cacz>@ccM8%8WQY4{s5=|vH`3x-Vl3iwT!GhJqGMKmeG}AfLWhs$gG!zS~)4CFuQ(X0lykC)+=P>f3SN++- zA#h%Iwg|uK*lp|5`3yc~oXBfTYs)JVdXlJFrA4ybqc}bciyPrV^_GO)d>Yrfxk?qL zvJ@P?#QR_VqjpWX%VJ7BG-l*SDn72%SAYJ77AHMaVzU~C`S(HYAR>7y@tN$kuM5np zj#O))JKFT)NE#_sk)X`5vqqp~kK-DH&9P}FAi?5_b7WW=1r-)5OvD?;A>qKRZKG%X z>{zHx@C3ZcGqA~q3l*X78Sl)iKK~XV)h6PE{7#kSS&Qi?oU@o@t3{-id$gW)?tjAY zWW+X`EmzThBO1Op6#FF%ab1%EuSn3>n3B(*ku|cgNpQ4*+sD}Z&DZ^Rz7#-3-1pv2 ztPb-fLdbs7z`>G?MHeB+70&_O#+69Y-U;KymNgPUB(gyvekGrsavwT90|Td+^iSkRdPURx);kQWHU~!jd|Ju z3$g2a(Rn(NO*!1BH4)XA&Fa^n*z-5eqDfb5Wpz?nN;C68N%b$O{4Sg-MSo0JP<}sH zZZeo!`Me&BGdD1ess||Hp2P#aqAL^>ABMT%D8GPr?mSOg9S6riNp}@2JJ#;!Xte7q z3K|O-4t#Z(?z*j#gZs*{f83QZjhoKhOf3{k072-Y!zv;j*pq4glM4D{pkARBCm_(K zxJ_@Hpwy9Zg|k&dbXxToS&C512prVL$7BSUFdC zzL?$=AmP1swEAV#gm0Lf3|n1QK8R*kuOBKP(#;p8ul%BTz?7DW2VWYHSKZL zdt2CO{(dPTjV?D{h_KyGuc^D*Buigd&+$J{pYzo3%1j!PAYfMTe1TTs_+XtvW7#%ShJ4H?nSauZ^V5YfFR-P{)M(JIaMPcgf0d+Q+%)* zjJzDZZ%AYsPFNAxw}JimKa6zygH9hBx-D#j+g#h2P(EczckX!Mrl8tqw+TE|jcty> zB5zvw^bDroT=W5MnX-M+a}!5zT_;r=2pC~%GoT6&ZMCLr0e^^(l-L13@)^O-^dDJ& zVp*rkeu9*BYTowi#C0moo@F#q@uU_EFXdswvWzjxRkUMEg1>kyij57d20*=Da4CL& zAfcF~9Bj=9$T)4-UNe+m^I(HqHeKl;4v#T28??wb!S0F=kJz)Yp^j2|V6Bb~7B(ZL zj<>LT$TS+2d4K9A9EtY<F7|HX}u1DMxO+C8^QM8dID_2lPmYRdECg`kW zVswWizJHtzneAwWGS)8*HF3c_&;WcQdP_g7E*_ZbdYz1>rU#n)p9oHD7&FhBp+pSX4=e=n5pHMt_j|$yUEF57qg^cn+Q0@*TmdAIl&R z{S(8gR6oxD%B^{07a+u>LTcFTcgvKXT=>Gx3(6BMomxsiHuKKrkXrs7%5mZS;#n7A zS%v(j4OYOqs6kDx0?}~zCL>yN;xn)GDd6Q$CYTua@{5k#hBT{%U-W)zWiOIxk7WpD zY<~jPqFAdV>w~^G;}{K|?QDnlykY0wcBlLWA#yr&tx|6OX=EjthjB`(U< zwvIR-g<9{UPdAed0WXx?FL2~(7>&#<_T!DIO(M>s{;1_6d7)E)VZmmG1m`p}Ey9Lt zgt~DyBxmW3zP``;;vzD`zZ0liIC^{-;eR2jV6(Yf;9<2h+FUoJ5Y%`Xdz$><)nmr_ zS>El5VV<8Lp}Q2MN)s$_PYJBP$mPsvWBJmz7NO+fI(sEIH_(1)K~Q1mIBZE>&0GAD zf3>K;!^hp4t~V<yS^VrA_=Xh;DB%aF@K#A zKf3%)$RBkm)s;3Hd=YwU_DRiFl#gxkh&Ae|ZZGCumcp%7;v8nS(A6Y+l%~5|;Ni5+ z)HOh>Py1D7H#+l@CY>rQxgoI}HvnTzYIwI9^H(uO^>#>ZykaL4uXkLI2%prHC)F&i z=}oGofa-514+&V=faC9Tj;T-Jm48HC;WN^T8tfc0P!j4reMxe~LxhVZIHQuX5^ z!6sjGgG_NWS7b)a>Zx5Vda!j<1onhiXgN@jtivcW=)Ft9+DE8fPA-?KG`riC=bxLr zX;@@Dn(al9);T|$ykzfHa^c-@3XZv2vUPxdO)!ej^1eSi232Q4b* zh114)pBOGdgT%sL9 zD`|b-x^a4=T?{QIfd_heVZUia);)$n7HOLk#L64kWw46!7S$~8PGR6k(drG6sw<;P zJz17!{iWe(#%ZIEFFI)mOn()o!5v%l?2Yo_?!>+n|B?xYFc zAxX@bIDBLz<$)3m_7}-V)yBpOV=}=TsC0`hHs}^=m?9StB%(2fX4Q9>!{o3 zKo5hDS0AbgA7(G*NHHQFY2=h^Wb`3~eIt8TlM5-)E}v2i8AB@)&VO)2!fU#Eli4h7 zk_=hMx;f7+m>frc8w;*hwiNTF7HtJE?*Wa})4zxG(U$tJlTpSrLMTj_DoPQ9h<(9~ z^~s3c70-TQV7U~M-++{QkGGv4aXrtJa8(x z&Jxql+1g?Qaq^K=CvZ**!sj7VF?o?C8A(Yt=SF+WNPQcWIqP8e zVg)g4Ulif}{hQrhIiWYeQ@@I1r#sM*l@f6+0}*DWVvv6Pz<*6>b!BjJ^+7IdfXr@R z=*m!`jGz?pmre=jo2j`1{t7Nzj1-vjft${rj>D4wE905NVC)a)#slsk8J|pILa(4> zEKlHeRc1$CgK!P}w^Ed64diGu^IZ3%HMr~rTF6m=qE9|~;o?CUJ?CWOI$GoH2)!lJ zoZ{0lu@Md~H-F<0Gnz?hQ{P0o-X849UNKqSIP-hj|vTlS(!JttC-%750qN%^<^y3u!;BOkHjjnJZE zdP7IZghT(|y*9ItF|nR2cY4{d9T#y-pe}C;VoK*2g zJi9S2qkja|F=-#0l}FP&UIwZv^SDwWHw85Cgbh;6$_FQ6=g;)Tr`&!=wPMR`S2sbC zw8Hn~dubW*IJn8JuQknyTF%}cwE!sSZBYLGNPE=!^bp>)2RD)R00X|?c^nJF98dPo z8icFBM()WS5rg8hkwq;Sx}katE1n-Ro94lHx8z*%J7i6 zQa&+r{&ti*r83+|j(;dF`3l8w2YVnMTL6yZJOvm~CjxQ1$QO$;6AQ6;7t`zx zvD1>}A{?$Q{_>uRSs0XbcgLa}`(`f;Igb`c8ruH0$TK&2UzWYfmC}C|by|R(aQzCb z8GqTAvg%wB4O7U6A)SeYjSAfF?GAADJD>GhMd0vkk`k3Wh&KDg#>Y;8>)nJV3SUFJ z1ZBuWGG;lmi@Z~(GYV`ZFQ{*}Ve9vmL|4(rJr;dzGiCB=aQ6`<+@42d*JOC%crKg$ z?h+8N@-*|Hn5jG7zT}Yeth*~V27~r$-G9cM%>I=smFDBxBpbZOG?rjsQ&1~XP9`6j zd-O}o4wa(2?2q&h#!_6%f=3$gfxNq3oy{IlegdNtCP!sg`;1{irpBmkeRvW#aFMk9 z(w1Lm_6ajxXy#c|6MfxU(tj!33Uib%5OI+6tdOfhSfb;cBL4VFOD1|@gslS?>3{L1 zht!aO=0JN!_RfcPD+DseRWvvGfv+MX3N(}})L^qKRl=g`TT+wv1{g~_#jfNcD(a@u zENXP-Ka!w;()PQkoJo--ES6|sfoxBjV55R5ds#krkW1+iJ>+X^V-i==eZewRo6RTK z_@3J6!m?es>R34T{de@s5#aU*gMaMa2c)M6ZT{K-ieb_*RDX1WIhbAPHZ8@F>ux`7 zx>#BjtnM3~#LA>~u8+F4$tuQqsnq;SEPVAlX-={zz6zHK%5On4p@O(`(l~BgzP${V z?7sD^y?P;jYRH23FU?zPh68twKQ!*Y-|nLYT(_50mgVWJfql6OGM>)9Fn>*^6bI8_ z8iAvBU`UeDs9e&f(lWcyE;Uc&m3RP`WP#Jp^>`*pb_a~qAkoTRX?Y9&VpGX3?NDnH zgJnF-`c_S(5k+jQpJxzOT`y#sa&6M*XM-nn44**ldjGpq#Y88Fvqx0Fu^HorG^p&9 z13ikqi4<1R-VQt`;alTXt$#G3axKDwzGY-HgI!z%PO?DK4}A6mzjB&sd%0w2?NP!3 zF^aiY`qQeraz)Z?m(xYG+-?T2-}oio5HD74HDU3b2 zwrBA!&a&#MDqU*`-F4a-hO2OEl?Tk81$=_+`yF-mV}JC$9Dpdj7mt^djir~R9D5># zcTn!Oo&tTM(U$FTN6S>F-=;Rx%SdKx4c0j`Y06K9aciD8J1gX5Yp&gjC#TsGV)hsO z7w)QsX#`AVg!}h@YEuB&W7VdT1Kv6G44Gy}ko*`*vZzO3G$cf-ux>2^l@GeKWRq$i zqoeTJ4n_(M0ueJf^&v}yT;68X2OnILMG$~!m z0E3O197FSCfj@TczXGK%p)T6+!-z6$xdK@$@Xt@nLGg|1=X4Yo7(NIB6FEeS&;n7f z1>K(&_zyRcBfcT28!~h5uIH~&J5+^ivS1>vs|z{oPJkk(p(?c=M(BZy1~|0%KLzqa z?9-yn-Y%Bdd)dVV>55%KPr-}sIkq|X|Bkw*B`DKx1F{WTEoq1%HfFp>`|_MhQ@}C^S$o2C zPs;o`a{(>y^sr>|_RI(F{=GLzi-w+>d3p|$jAN|+3Nd|Utw1zKq#0HbZQq#WP^5zg z_%-A1+=0E4kGU=za0$^M!|529WT-ADf4nkHA?M754&Q&;)0*rRX=So>Gb*|?0USo@ z%opv~qQ+Y1S0wjlL-3r5m6pS>(&EahidE8)m4Htqlw;Y3B@$7w%f7+w!NITx+m>@u z{IBCr92YCwxyzK3u4Ip^ zGh0cW@T{R{hn8$;S$uJMShxkj1^c^&S_?2yC!a-C`gN#3&Z8)fgQ8o6+oVJ>an9 z31%x5L?<{r1W{Q>^=4-_S9;;tNLi@5Kbq_X$le8x-$V7<$#Cm2H`}K4bpW>X?>(yv z$<3dK#JTZb>uaUa)SxInRi*Jb_0oaaGl1<=T1{|2f-~Mtn;SL7#gNz*$Zna3XAy}x z^hPvxH=Ye7@6#YsExm}X>;0U2+2L7B1!sRR7qt}RNs|(Bprgoi?W78Zng-j}Y#%Ki zzffq=qCbMy=2%j04%6v@$EzDG9%HR`=dGJEQtjItVv_6K+hUh!RBX7*mq3_|HZZ2t z<1MkR3n`$b&(T-X7V>i;6`BZ1syd2SSN+>>OB~4sYVy}`aLTG@FuyEW^@IN3rw2BN z6?fJhag%*>s#~t&s+?dRgzb}!SWyg~%c=OiIV6d-`#!>xF%_c7(W>UU3xCFIF-zYh4TT zgYqOq`T~J(4Ugc*5hTU6RN^`bGW021x~^fiw|{n2DTBGF6^I}66o;SgAHvh0;UV9x zC#vxLj_M`hy31?+Dqab%icU*=O796$8k`~XoO&n7Ku33uV!Bo)Z7D-pGC(ToEe6jh zlRZeDWKjqO!DrPeM%g)=W{v?0|G2c>l8_fZSV=Gp;T=R~C&n7HwLNNSm&L-?y(lQQ z10|5M3~5K6f{g6TOlJG2JjfRc_kv0{aujdm!UZb6C2O^WED+P7f~yhLSrVD>>U~?p zb3N29HcO4hpNS6$lJyZ30^JdlP>Atj@M-9ha{=1CS_xiGb6!U=L%ggwdr_$C(f0^Q zOL;e%{Mmxx`HHTJ5uB;uPQcGzfxFYPTWGKL{DoC15L2ZV%=&pZ>^zXoQ#q;Bz2syO zX1DiGH$stZgxT9t7i>J;f(=XAUJrqeP|KU!eMx@k!|-U0HAh1dlM@RPZ1D#GBCVC| zfni9&4osyV#)YjObx}0wu~gjoWr2ye98cFYg7Vm4{UJaruV&7$+n!h@*?N4(Uv;%t zss%hpsnizT;e%+n8C?AT6NBSQ-!lZoXmA!}pax@OYACRp#sgzx`9F`ytla-M8^_Jb z!jv2+hzZWc#PmPWxE4sY6h}0UIAR&8A5!B<^K@HVTNG`*V6y-E8Mb2G!i(IbTZ)S2 z=@C%pBiMfUzDzv(eSf=lUte-xx=!h_K2L70@L3l8QCTrbtqsWxHZO>S(Lm(LCl-a*=i#x3=_mYXAqZB$x`YoGB7po3COLwK0!Rq$=7|Tvl_Aezl-%l| zot!|qJR!MXAOeLzD3PgdI8n~&U=pC(MCd?i>_Egz$*|*uDIr6>xI`=Mk&#Y5K4FY% zjUb$0U~cL@P!JQGKzK#zgyKLjko%!7Z=4DtM+x&Gn*st*2)|Q1rd{-s?2ba$@Kk!>T&tS}!J-2|gAQmA6DEE)#$`8sw$eR@>5PUoQ@1l3wHxJT?1EM}+ zIJi=9_`_3B=SCG1H^%8;*aO2Xc5KjH(7Su*+k22+1(4c~P=xnu z@J4=?<XZrs5>t7G# ze^vh%i$h`hXd;OT_*VG)!!LmWyZ5GMJ~n_)C^}pa|9i&!o9ysg@wlhq!!Y%$2V<;# zb>n-_@+JA^`!*P#_=yl;CM>!L^3(#yI2~Z&`eIZ^`Z&2N51=PuK>WT?7YZO;7Ve(| z-h}5X@i*;+t_1%fx6%y~*p(p)Yps4zX9@n}>A{*N+=tN!?k2kUxx%kO93zM|gj&^6zTV;W;pySD$w-FHcZnOUnf4;ejJTV!{Bdk%3H| zpsjBu&VZaLlqgRaP`-yt@Y*0A(~oYz%7750W6*ISF9NHV;gt~;q;}#X_~jM!^6k42 zI(PbJXjL%b zgoO7}SW#&L04IzK7p)}tq7Mv4gE8{>Mj8b*dVWEANtnAwdNCYmbaHn0|NR6I>E1A% z_1qF&vooy{*ab2R!ZjiPXs$wV=qOJkb~W9?#gO1v=$Jn-BcNvz7JV3#%dDofGB;sG7nOGxYoK1W4of*z^y}lj@U@1l$j%YqdlZuEY8npZQ^Yi^pa`I)adyg1Y2NXX7INiJw_gr@8~ z<5{`0ybR#TQHf_$Tu^svY-I~u1=n^$&uyc72|wn>-0~~3txdWS+A}Mx!)~VMtgI&m zq=J89Y&5B4zDw^%tzD7L16KXv^u!9oV8#iG*;=bJMSh)9l(|kOhRG8?nQu9fdgyhe zIkcy8K6BIgGUX4KbIy~k{RoX#YaI3dVk8vs_!&TNI6CB7yNT@w(4zi^!76UMVh7ZT zSb84|*~Vls)b_38rF1;@BNp);O18V@{N?{Uy~j>?lbzDb{475y*L)e2-sb-9l(m#R zTNB=P-L*}nc(oAj@ypnEdFDTYQ?Jq8)oZbqh6eM-*SNue_j!W&L2BXOzr}W9iPZ^s zrwM==>K*BUvx*n}aBEPEP!K7r&M(My0C@xM%}cmy(f3O*8@bO`gHu5NWdlt*W~tyK zzKN~mA(`J`7tXT(g4;fMNp5{PSjYLSJ$LBbtSPM0D^fwS;Y33%RfbzgvnAk<8-~EO zQ8Xi6kJlQqbF{>+Bp#8Rr^kvHlU>?Oc-vlN(384^S@y3M?d@ z-_u`Gi}e4A!HO>xox*OvzD+$eKc0XSfv>Fk%0`?;oMQ+zc!XT{dECrnn1XiDOZ|H+WlO7U- zq1E0+2@t&<5A|X2iP&B}BGm`g(Ss6^e{vE@5f|2Vd%hu&5pR$lw7Lt;z> zEr%|y8q;J0uL6}Xj#bg97-tMd#5@|Ta_!Q!9w+jL!OsP@t#rLo&T|bbmU6>P4(EDL zUqmX|bv-DR>Jkr+9?>kug;{u&q^e00Pv&dYbz%km&$Cm(7U~NyB4L2~9|9;V=w$jE z($*9Xg{s=-e{jKVN>DCr%c+vm*WRP}vF~CIr*W~I5zuk@uwMPw2am@EE(`zgxxYXU zrjz12c-eUPit+XITaQ8{pJ?5=$wj6t4ejGW3G^tXmTxYrwEYgmpE073_-T6Z7_T4Z z$iKm}XOh`aJa;jcw0!{VL>7HAAAOQ#l}mG&Jl;Er-4mQ$1-TR^lo5p$OGFid*_+zR z#P<;oV409Y{};(PNq>zB8-(rFXlSJZqoY3R{AFnP+hy}m@wFY4N$@f~$+j*(%6Tvf zvcNcZT1M`<%6pX+!huTA21nF)v{;OLIdVXdXI1!`l-dJ1&x{m!!zqy`MsA^62>LHn zYcbWHz_LLQs!HDjxAAirYD~~eI@aP)+vy!8-OuIRyf&tapOQ~VUa_;{;%zaNJqV3O8fpwKi;TN7MEMsz~)X?{MEh0!7peX`0cOaYqvk6O2GI<=I`$2Pe!G|Bw;_~<2y^A1E7MdUPS1Fh@Bmy6k2 z@*jMLP9f7)Z4ilm?fU19Ww9_^(yQzxld!Gpq^6ciPj`DFo%(mx%O5K<{{Bkd+GogZ zbloO8#J4tpPxZyG3pFeOT)3*A*jvUr>&QobZklY99;ZG>&z!#%AJS1N99{{?`A%kf z%mtb+l`smo<(?`0SrV1zL3Qmrq$uouCMMDLKPjpa%#_8Q=|5tEQStNd5B*Eh>dGc$ zV%@l`#V{KY^ACJzXITFJQYeXtI}1ynJe{!qbNJ*9?2B~XoOIDYQt4nv{qy;*{?czD z6oX+cGJ{mn&e!6|*?O?Wovl_~<$NIMHl58h$J&!;A7gdO|;gjLSH^`Srfqgx(7cb2IsG0Wj!fLb~tr-Uz2rh z)Clqhpy??wEAUszX$MvMHiDxboJXgEF)aQVEI-C1AIQa&I&qNvMVrcS%2@k8<(Bdo z9G_Ej7xL0F5EZW_>O$J}^N7Rn3Hx6;iw^PW$Fb_I=Dt%hmgbeqv)yfh71#TqO?rW& zp(Np&hW#k26=PGZY29p4T(A^7R)yoPhVZ7_S9FUCN@Fwj{y{&NhU5Rr$WZ%8Fuy7xU2r|A$E zct5IhMnbu3Kt)p|%qRsxRb21rC5axu*iFdMfS_yE-{-BDuVck$E#lvVS9d1Aoo1-7 zGS^ZVw#f9CjA5dJNci@xN}8nOwiVSQPNG4uA+OGcnO9(67BeE;^>o+hA~iqnUPSp} zo|-|t^+P(uf0pCBeRHfqduj2tB8RmM5N-Sr8rzDjC~^9iOkMbU-*4Dqv-LS-8(*J` z3D7dr{b|ry&K~*i_k!6}TeT8Xc%XEQA9 z!BWaic!w*rbOLr@1Kbgll1VoZ0kDjY@5~og@Jv^o6Osu&%WkpfZRpmGM>?oZ2 z5D!3ENW7-U6P|RK->2Vn;J`knc*!68Cs=8ibiVcpX@kg);drUvg*w}utX%fztF{!M z=xdfJJJ6(OW9Bwb`s&C&sqmnI&<__kPe-Fa_IXe5S!xOpB}tC>j)L<#R`0st5|9pL+fBhyMF{{xT)H(Mt@b&AhUwxeZ%05vo zuu?r3g@5Z!88jJJ+QnbOgG<1}Fe!v@Gsa2HA>RTMd z1N>R74q{vtFhUeytC81n`k(R^FHC9c9=cLGz{iWK;tR82ljXQa4Q`#U-++4WY(Izb3|NBEvSCYeD{?%Lk1QB@asrSsy zTI|=JxE}wc!?(V4YL0+RpO&E5m{B1mXU_uXpgL9|-hv6}ibpAun-gQG6BcO-1P$ZW zgNKeT0nvwZwU`VDxOClkOoAzp4)&DRa6@v0yq$#9cnG&JD4&+I3dNK2=4a+h?`pYA zZqK&nk%v;!-!5T_+d8|X(j_bK$v=%Ue~?`M)zo6Ge`=*Zjfw{Fl+9(U;}@iJ_34S0 zlLSN(l_rc!;X{G?@&Z$>H(0z>gOrlvB1w7EP;ny~f_IG`<{hqsLR9BO?xj_E8FACq zbWF_hhN`R2O}7S~n%ZAeu$1|uwtAn`%8mpy>0E{7?8wG*Gu)pQzov2W=-s@69VKXn z#bj7K_+3geh0K68ZijxlBWU5jT?;-?3I|8iZt6_hY4ZxGwQ>7Gm7b`>i7sA2)~Gp8 z;8_94Gjdy+7r828)~^O~$KJY;bY#KZajy^Z-3=)8lsr{?dgvYRbTJj+*54I@(;Yub zh!>%LnlE9SmC3=f5m*@%Kp9S->wE$^){7*U){8%SOvzJdG`=X zMzpLjly7|h%uFEh%5)f}xHSb^jlW8-{HaeiW(gv2$ZM#lj4-3SVMcTHrtua-pZ3^6 zr$zkj_nlHSQ+np#nN*7xK7SE6&Dz&&q$(1;Ohd0&pU#SeFV<{z^Ur}qh0eDbW!)EF ziR$#>cPRkO4vSj1eJN;2t?mj~@*So-#y`j3{Z)Uk?mV$vznso#5l>McLG3#Bu?K&B z6y*FzdwR(~6W}P^ed8E8f38x#DI*a(A=o@*W~IPJK*^X~_PqShD$R8ob+F0Bu@i$C z=X&NamN1#0;V;;~7_Z)Z0Wt6(rBPYXwO=QI zOpX2(FICj?A+~u*gTB2apTovYYSCHrSvp#J3sZUW=fgeEP~^@%7beS)((<^GuYYxv z1kuu;nmj1=R?A^-W+s^^U2y_Of=Ea9efY}PRm>N>s(^|fwP>H{i}?r=bm~N>_Iaj} z^}ZaaVO(I&BS{%}p|lAo%Nyt#`TNAPXuwj<6YID){*!E0biI zPK@qlBaQ7m+^WdaW#Bg}(pk~#bP1xj_+K^v_Bb*B9o>;rf)BERJ^Ps-8F>_M5y{cg zTy=6jOxYDdCSt+SC!&Q2)i39V8E{7q(MAh7?vE1vn|R1=L{5O;lJKX=zAaxG5o^~x zvH;n!Q)tC&3xu^`xo%_Do^;b<_)gL2$RdRH`dQygb2c9vWhk^kb%$wGcAZ6gnBW&c z!6~t;YCr38Xq_nFr@=lv4kIk!Je#9$UaI7uRbOC9p#63_?WGpd1yz!qE2^;}Is8%- zd$DCxhe^QQCDS13)*YxOjN1PCDB-Hi#@Zf&SD+#=Y|b0-;ph9)yBq%cXJ}Wh>+c)1 zs}9=KnZHHD>w9P2HS>BERQ^%co<^%cb!dzwRwd=@FVnwX4H~*s2Lgx!6)XNR>8^)o zyb;L?tU8oQ{RcOajK*JG|gD~BJ72)w?VogY*A$eX6AvSPWKg>{(u?@{DBKblt zDp(^399B)EB7YCviq8d*voImctf!&SvgQBsU>#V-WA>?Ks0dXzlT6_)Ld^9?#Gi-? zN_!D4-uCkqHHVM4pnUKitCmmEH z---1$n+zwQ5J*xC6xM0J{zY$B9~=4a3`=uo?1>Jp*>_N#cJ;q%1e_S5KS`K$!cl{w zKMG96{AEB$w?~zn6*~#=^EuQNx=_fzts-aK$gnx!_>S3*T`jq+j>3#J%I{m46C3#5 zj|xV^kTT%%Miy~sZ9~A~Gpcb@5tC1TXAO$?*;T^L)|aj3@KPtqpk|LyU%!3+6FeY% zR>XcyvSLA-Z+{X3REyviuqs70=dSp`s-ImvgbvYtZ`S=KNTaVML)`IKCto4$wpu6| zp*Lh%s|&3opavu9?ouc6gh%Z1=RiQRjhJVj{Ob6@mtRv{}_@+ zPxX*7?Fgh^IaCY`#6R#ZPamJ#S^fN^Xv&Hwr@NDD-)>(3PQ*I(EA<@OSr5A-EPTrS zFYUzaq`tsqX&lZgX)`}~RkyVp zc5hIi*x=UeNSYw&`#ceKn>ci6JIZQq6k`6BCMmDNfQO;y#;f&c7`E2TWM}7IY%GWt zx!o2o?U_^oILc|}bmn^Du1&V#^KO(mTzQlH+SBj39k+~q58rR6mIxTVciz#gB%O^*lHBb_;yCewHv}aY zsQJ4__5w!)9D8XK6XLe*_GqgIgK}D$Cv(3=cXa{*VMkilz#KNNG#$hY& zxSHM*=pxopB>bsQEy^o9{{=&fRc8|l3ZL!dV~mmbgtmr*_9r$g;nW&z4AG;Or%M?; zY+LHoKE>dGgauFuu8Yr?EEPu}Q3$ZTe_?d?xgQvzCaUzFSWI;(S2DirO}3u@qc)-6 zr!+HJU56w3TEo35Czq$NJ&utI1~t{9=En8No4 z6gBo|r(~OtQg!2)_{=E^h7U;={2cC+V&&2g)imPia6L1qwu6l?;1P-gC!l+$sgC@A z(GU5@L>m=Hc*Yvw;0cLD426R}Piu0eAnn`zMl1ZT3(q1m4SGNDiY^X(KgkOm)vW26 zJ%iYJd$9gy*)F&Fi+eisA@dS8F8L?{*r>|J5L8bmn!nj(*n#Z@IovkGO^k0z?o28T z{*XW!<`*#Lf?g^c_3A-KfB2{O`@b@cYGj`PiY^|3h2M5zt1^rW`mUl9AsKRH7vQW7 zl^U41Jv${VNyb4g{PNRGj~pCny63{I;@Q;x z`I?6Z%6JKT4T>1^Wxm&6!|@OC1Nw{;Qg%&2Q);*$itb0AVp85`P=(5b0E9sO*xt;_AjtiJZ$Q|gyy3H;1o%I&4<0-Pl5fdq+Ktnsel zF^nJ=YG?Dwtljal1QD4x+3-nq$u+EW;pA1# zG8-dQc->V-g9*io)mt_QFpS+)`l+l~aDsYrtQz;4PX|LAH2#3qKaQ<0@q%!G{FJm*UY}HdI zOY#QrrQ_t#W&CR8QhuP*I?>{Jg*5)!_gdhbKg0C#!PgDnyXfECnjRCU7rnyR(QgaE z2V2WZKaj~O62`p=tIFHod$F`J{DN0odWnj*nhMUuJqE}9 zZbPFaYe?+(sL*_`c*TXqL$F-TgEb#yE9I-Ff)|%?%kkA0uy$ZQ?xd^(#|GQHTu}LQ zJf~lz`4k+`H%ox@fRd^Z2?OU6yBD|(oln#2CyK2=;{AbC_id9q7((-xt^kS4>PZce zsXNZeYtTU82mX1)GphcJ{yq`oZU+}TQT$KMizjQNg3O}z+R5zXZivBb-&N;gz1B`x_tETE88EGNYBapjIJFO;U;MwemM z8(+RbFB)+ot=0G_M*LX5_CVP&!Wte6B*Sh%4(sCOi{&Fs9-N{bnOyYZ0J4LwP!C!((q zO~V4{W2YHkDg*v?y!`%4#KBzAZ98LXia>rpvCsPVpiAiop<3{6QkcoIGfsEY0bhcp z_#E;M!Vxmwbn6GEQx(EuW;LW6V`+7TgkWPc?@qip{vidY&-=Jr9-%h2DepN%yyX z3wm?IP2YG~H%H{m_(lvgxJ0gMP`@RInJ8{LLApQKMTOk3>37Gu-Tks+6`UdLg(*0v zdPs#JkJ4JToZEW0>g#U{fssYw((H76VZoymX35^Z%k*7uLSO7p_3sL&!$-=RxlL-| zx}K%KijkYbX7n<$G^VuUmO7G0f%=jhd8AyJ=Fw}7Nj}s8JUxNvP$wc2{L9i{LGY*W z!6$XtXvy_3lI!HtzSxlii`=JX++~hpyC&A`+iO zSjPBF`elXMxakPUSaM|1IdMzhL=GX4a>Tw8-OMVD0XyWVK-jNpHqAxwP{f?K5v=}( z@17Vb%v?p#j$wMtd6+Wl0@W;>){>b~-|a|h!Tm0;K$;5f*m(J?DT1NLxxGV4HlpY7 zA~X7$wT(`d9XPj5b>8yVnc?>7u&GUX$7k-Yjtu{try*Wm2c_kftWYHvrdI|0InH(a zMrQj612Z=@<0E@@7(Cv|zYg-;oJDww2GPAkTF#A}e$02Z;6ZL4;HQs?cmLz#YACoi zD&o|5sN2rr=1kVcV2WJ04~1)J|4SLzf05|?@g96nMrGxiv2h)>=vAR=JadCY9*zyW zl$K4D#~2znAZ^)>Ci@Q0oSq3}o!)Gs#*6^=hTb*LC`rEatQ z>4u~`t@*7c)5&yicORQ2#npjy;VJ~8GL|)3iU|zpr#hN#(vL_#)uS&A$H|~z9#Ft( zh=c@)Ql72|J`e>Fd|HYS6{`quEi|yD;G9+EegGZ+T3jD5E%ML0< zu8d^CqArN3c>y}kOu^j7=0l$N8<(%eQz?gzG}M zE9QJHS;pck?i0ye8VY2LJ79B_V;Z@OB}g%%=fdoZ7p7<~wdai4)YiV=4fZMpK7HW1 zOO`Tk-k@nip)VOQwj(lSV=+D!X-S zJj~f=nMXAgiq#s$GS}(dA3mNpJI*aE+>3>s>UZv6-^!`#^&eP~Fd{EJ~!S7TCUZOP+6YnOuB zkrZ-yi+05s<6izo^;|t0t-RufnM=F)kxhe6FgmZOQLra9PsW@G;@7l-{%b#2p<7DT zbimE6z$%+cQAcE4)j8WD&Lt^lA2po#^rNx#@rDHjN z7PZxpJd#_SvAfsVqj=TY$2Ubag)~zRwzx^dB+RAj25j(DE(x=7YbWY+_3Wnfb5Ix= zGV`<2gPv=dmDiIo;r=BN6_(#43!duo?UHdhe+s-fi3TQU)wSORlCK}DH*xNzaAFu2p$Hyb{f+^Oa#JgcZcM(&6T_4(AM~sv1xyd!0ts5C zU?8=I&HyBy4gat4IS7RUb|~u=b)obfZI~GXyU0P;1@lg1StG>RZKz!tcGgXOD*Gu0 zWQU0Jt*QK5FcHnrp&rktD`@3|M3L>&{hTzI!u8Ja_0REozYEQuRswjK{ltp|?-&UK zA@jk02*m<~UPYFZnnN%BUXbd}_1XV~icnXUf`P$avuz3{hfe3Jnq7 z4V<^IREVSdQFH5JCk(u~X6UE~zUs6eY+G&A?jc}x=~bQ`V#tJ8 z4RC>4>7HcB{=y)Zp3R#QZNZ@3*b_cLPhAXY-XNlWP^9zQM#{(+?s2t>yWX`?{|%j#yEJ5xDG0#D?82l*rvEB_ynPilp!2sNC|4S8!FO-nbifdN#@7?u9df%&L|sqIOFfc7$>&t= z7yC{RIP3cn8@+E^;9AMJqYc*5gY1umW90Pup?;7VSkC-lcUODGBD-YE4Kg~(w1*AN z@xU!4%=)w9upx?K+ZLiOlP@H_Y0S%r{}*RvV@v*T)d7W-i~awSs~k)mod1nFphIvn zv9SElDq^hLf9&e@69aWbh*UZ}v)knC7V%aY4Ez9y=p?deFwDFZ%slb@R%}WL8w_a` zF)ArBHNiLYH23#Tn@5$;O6B8J%d`KJ|Fi$|y|2(ueQ*OWydriv$Vj2vpjRPO5OI2X zc4ZJ4@=<6oSY(jEFsBr>%bF|@D|lDea55CsZvZa;6e>7>R)7NLN9=+KDabkDe`F;w z2puUXW-3S^2pDm~OHY6lCu{)fAesaC>^^uY848mJSU&0e& zCKlGwYYt+9M_5~50WyRTTu^;D_aDU&k!%nsDJuN1yH`nAL~0-Oaq*zMor#HPr2Wh3 zaKNo0dG8R^vrqX6#P2unc#4QN%f4a9&1dz;&nuBy3(wjrPY}I=`O#*`9#Sa3(zq@n0 zS>WJ=mBO3HyLq+}@zFD$@2HJq{3pWAJ&Z)@3ZmytHK?O6|J3$*@4G=;5@H^1?|G#* zl+4Z!KrlYo>vs$Z=1+n$MnY! zDaQaJM(kc%VtBBCzCxn_syB*VAWz+m@@LI#~0m&sLGE!*fWHC%18D<(|21U?B1i-lDN+J5%L)x* zm*@b|vkWhBolSH*A$bGDw<{rWaz6C+oCOFx7(O{V4;XDTQT1)Iq0->&E8)$%>(DEn z40Uk)4DHDBwxQ|eO>+#4KUd9d{75oNNae0kE@xSR)2MSgUDR;m_j~j@o^@=BtJ{`5 z{hh9Sltu98*T=&Y^RZgt4lMsYn>4FLoOFG^UnFUZ0K9(KX@@@0Vs3x=1|LBFb=kz< z5NTj{I7Cx;UhtoPqrWtik(u(aKfFQvR*HE6I>5e1X7hB3anfpOn3pB_*Q$ioR_a$a z3c08Hmi`qHt`_+}b5A^iqAQ%v<`LX5QuQ?ad`;B;3KoM&itb5nAcl$;?$!<+1S*?(~fABw)5 zhkw5Tfq&!kh3&cP)aKoK|ZIK%XY3p>b?Is>nc zQW@LG^k9lJYXw|N3-?@!f-AXDm#KS z1TK_Of)+I}JBzXn^QuQ*wYKbAr<=xnNdK|F-`=YICLiOG{bYY{;~8&92#vPG(4$kX z#Bu(o=@?qZZuqY6Kcar3C#dADRFtBk{+);i+!W`i#A z%q1_AetHJLtaiyRpEe3$9&V#hFFT$)KY`ks|-mM3XiB*-An z*_5s{=~DbC)}z7`6z$ki{09d9gUMfv`$2RkTPXqCBddv$!(sm%bc0U%9a`qJE6OD^}FZnfKrRr{! z3oQZO9M0oxm3PA{@z?Ypgj9P{Fjd%wYR{f^46PPt79FBl?VOwq{n7P-<3r}|4?JIj zzL1*&%%}1-{z|8Txf{g_GCeY_1&QxA{*24hU{0(OHFRzfw?f(8`ow;Ou94DT10T-( za`ZT&i!ckatGWKaH%4WABA*J)1P#u+D|Ud(^NxlRXz@B>-j6Yqhi59MebLcmHiqiv zL2tjX?irSu9@g=;?x~!)JT^wK2T5!Tz^t~4jdV2Nzm9lk;*$8HkwVEkjvifN8CsIEo#(oR z``>1y?PHW)xnL!I%%o99IWQAHV4STex^wwDGcEfAGrpEcntsdB5c4nb!-#-FPt563 z2)noAFaOQa?qQ^{Hrsxw6^8sRKg+tcj60~^mb*#0-hb~A(NV&hsrD!&%YgJ1I<&L0 zdR=XkQfZNpEy#rcKgKUkYS3oVP+E%6A!yo|_}1aa?X=G5J}y~mhGV~bNKWRulY;AK zJ8>uh9*%7& z%|AsIJG_%dq3%EWm;KqBkpwoXsx!gx< zA)#ro6&y_Z<)Z2#yZIwC^N=MS<2Z>KP?6^&lZeJFY4UNqoa!KM0(a`=h5bHiqc&26 zYpiJpYD*bKf)#$YKcl0Lbw%UPF*uKOi5-niw8pbc4=SZO_fM1X(EtWKd@)#>d()xx zUph7v;Yv3w;O-LdX&da1B6Vy*rGH5gZgb-s#VVQ*&;-k(*fq9@tH=#D1fD0%G3I!) z+P>T>Qw~5?#dD?nHR`z}hWRDW-TR%LG4|>Vh;u%4R$OjQZl;Ci3YYti%KqYF?X$OK zGn(&}X7O&S)`{08ngfbFNRd4{FeqJn1u_Jth{n?5Oze%{bl4nj>K968N98DFm|ZTs z=J*Z;_J!yLi0sqpwurOsZcx(p%)Tq2R=vxs(YqL+a~+N6@Imc7V>~tJ5Q*s8*WFoK z9otTDXg)yy9dlu}YkDH3;r!k}y@Oqxno<2+;i>h??C-v5W1xH`Pk?o%Yr==FTRekg z3|S{=twvI4e+d=80M@NE>CGgX|175PNIEC6Xh#)hIhBycmx+af9O+FCm%8+cX(|H# z{h;jfDOenjM)A@sj=}qay5**%>EscU*-UxAWUAJv%6=Lq?c%64%4e%W6?&&_B719v zLS{v@R_IJZ0#IB1_gV1ZOAo931$T#81v9QBXDqfAy=U-@tUj8w*5L`}IQtiUx>e%K z%xZ@t3koX8ZnfU}w7lI+z`ZG!=66Adw0Fr$hO*CeKA2+R8iZ!Kr3`757?@WsNH+y0 zdsXV&8`yO9jcTnv#N$uOx8Nn0g<`Vw%Fw_jH&zWWbKpv*k5i>Rh;t>5FWaQ;8C&oH zNgmZ<(MOwxV{hJSL|U#oi$4-#9fWBWBThQ*I&7-OJSp%ZH}aBDBR4AkR1-*;+Wa~_ zJ9iG>H0-wiJJix-=%ZhjsrNf*I;ity-&3uM0{f!x;vv>+m6+XM@$-(g;;=kp(fPd6 z<0h-r2#5p=`||{8h;m7_H=TYlBYPt$yTd6>V8V@RK69E3e<^+0Dg6PZ?2+K`gJ2?4 zo%~mBe#02H^3qVAja!%iEt^2w{ChhQ9qb5Q=*Im+`ciP)t~Va#lx@-=l^tlhH4 zlTr>&Su=2fMs7xwm+2VR%n|8C0M*DBt9PoxC;WE* z2BPFiAGvD(FqFp_n~92e?`GxHYdp|M#E!%o1VuX|7sF+pk~yzHs_+-B$5%{19hhZv z(FcwsY`3!Z>LS7qM@=v))_mC7oxEtO?QhD=+!!XE;`tbK*K+X;u2po#dhzY===Q(Q zn=iljO)oLH<4DV48syXQZc8-kmt4~o1FH7UCNF2(9=R*FZl=HJrb5r??_#59Fs#Qc zrfWp#uk0rHPsnJqf8{yE?xYqpn0w0!^8QhH^S%q---6a$B3!J>B6_4UrSwBTSf`QS zJfZ4AeN?Nd6<>xb!QHA;~v$W)*iqPlCR`B!)@FUQQzuH8Me!T5)WA!ueeyQ7t$KHVM|u+1V_ar42ORZ&=0* z?RgKIxab{wN7mpCaq;>XxlHvKd}Q&Zo!*c0ozg3_gM0y9>c3yMo;w1*0Iwmtol36X ziwu$zlu-srLA z!EE=)+k?pGMe-E338EuYRiZZ@SDK}4S_n3kp};KfyZN?oM$eS_#2_6Wd5}Iz+V63c z7>I5#mV%-6V591+d(f|~07h3MT!cj-9{&q!K$X9?ExurA3?Ec%sBr=uEkocqY>w=p z_TAKmlx@Pe-D*#>2&AJp+t94waUFT3u)wToznI(QXyE2!kqt1HG8I-bc3!xtV+i4k zg?^h`R=n;eU+Z63ZQ__uMzg=W-W=X(XIfFI|2UCmTO+2>JZ(D{+Phf9!HIuSSCz)B z7qbkso{*#NbLCF3&}|Ztf4}O%SlSz~j1!_O@qhyd*WuZ`DwlcygxN}ee#$bt0YyC6 z*ZKhCh(5Crf6Gs6NsLj6t5%=qbQQ>3c3nxTKmB<+&~iLi*SAk^#Bps2$Mx2f7N;>v z4A5b*LHYfJsMg#`BQ84zt0I3GCCc)6bt|{@p0{?Ays?t511emvLB2YU)NoF03bGfG zK88lO{)d%?UXydu&?wMVs_I%cx z0;&rHE;R*CVY>$PG0XRkva_RU%T5Wh2;v78HJrFB2Bi1I2HJ)mvXs=z+jG`@m!hpS zpQehYSvSvPOPEhK@N9oQz6R21r09K*T44vQ=LOc_UC|1O$FR14jG<7)R~iJF`Pg%E z3~fm6Kaxx?PHm~4xSS&0@ZnKj-alLZXnfK4en34il6dr_?-1{NRfl(x8_wo*3w0lk ziesIv9lH*_O-G$WImHtZu)bd_wS4|)e3jLQp+9@Rggcs(BLRQc+ZCkob2VtQ_iAxs zrX5ug`5Kjx7+=`Ne3u^;!mkySSTTKX*z3*w&octpAcH8k4Gz5t2<1>6%26 zaGwN!9Tk760~9s!O*~B5ad=YGy=!D==GqprwzClzYw(snxqfNSWRzUW_TvUzr)^|M zrodDqR&!T?xlcyCiZwEeLE_V1h2+=3TWJ8Rct-+dVIqH(>bIEm)Cvwx8KnM7K{Mx4 zr5^Pi8uN6!G~3M5mzZK=+Wa*H-<>a=`8 zup8Ttb&$-c^~ptX8hq^|pAgGv*lzz=Bbzj>bNuab!`hPt9^8$+=M&PS-Nj|;_Y|`z zEpk^Jh%SHDmsM8mYWJJ{%!baK8er3&{9a2gePMn-_r|uY#@__I$w(CvY+zJ*TiYYZ zF@?heJxruiV;(D$&CZjC?8z;L)!V!qQl<~ch|!JIiq3!f$A zjqlBPx^t*IF~W?CVty+%lbxjA;*+%Tj?Y3XmEeEOYN6_AN-pj*H{3eEj@I=}w5_8L zO0#m?+TFB{&yu9E?9!BQEZBoK3)%4immP0*>yunutZq(?6P&K7&_Q zG$eoe@VKQfIgVx{zK58e+$AcjuMzw@%WDo7W_Bv9?uE=0JcqOUYISGG?%|jtUl|D`MkRoBy65mr(xtc>#elhjj5HAtBeM zK-Y)&J%-jmx|aMe=8Cpt=b1ecTXsSl+w&#mp4S7a#y-xjXGbMRGFyvqXvf|J*cgAa z!H?;_&;q%D!e!)nJbY^#fzido#tBH<<4`D{Wd7UtKboWN&_mAnqpMti0~>)(#jkG` zZgY7sQ)`XbpNXXMtX>w^kX*LRkq{S)0imkMiM)kMqZLEZ<$^&QvbV!;u6JS-XJ2M>QLM`ppo z1mSCo(k#5h8PUftM!Wv0Q zinU|1M1R5SQr!?fho|-HCt$xHmujy7q{p!?EcA&aP#L)Hf)0+EW-_UTOD(K2zx>vQ zg7;*-oDYxC7zPU$SDUVx!0mt1m8`VNfv01~J}Y*!hB9SGr>v)sDw6M+Ci*FXH&GOO zvKp11SAd#fzw6wY)=7uYnQ7OX6yeN+LO?&oEkCS7yS`Fg>K6F43x zkEt_yp2&$k;dse>{c!TiD2qb)ZMp_C=A^Ka;q@T_JSEkG){QC5NrlH@PpT@=lv>Z$ zTk&gKlBvX9ASZ(N6)=dLHV5jl4g3Fy9eGS?#_v-rrfc3L^-zB&)sqv{^wNN^yZX_eht zgxucijc>({da9G!WX5gVdgq4>HsLrJyWis&D4B~y9mF(iwur$u9%YLWHGRu~kfnaR%=bmEA zt%(XsU}$2k^kx0^I89VRcg*eXkmclg^&3}%qJ}A@$RXF-m>BIY?-qZ-810%AB3eRM zN2Bz_(-MEGPesR{jb4#WKX5DP%)*Jrs2l2-Y;BtyvG^MEBejOOMpp}tfqjpDi_5uh zaMk{2yyV6CQOU9Fn!w33s;t2M zC#9#IUaVagxSym?(3N&d>Ui0@@UT(Hu*<2=~Ar1^1}wWk4pdfpS1uFY_B%k3W`{e-97FW)6~4m1v|&X4k%hVqL?zffjn2O9); zuCt8QQq5=@TaO%jD?BmU;dFl(`;ngtmpV6R!1(BW)YH!M)c7~TjgPifi4B&+Ute_9 z7kBK={0~luou3M2Ze(+Ga%Ev{3T19&Z(?c+G&Yl=XcH4MF*i60FHB`_XLM*XATc*H zGc%K63Kax6HZ(Jr(L@0!e~h^UaHZSUE*!HvHdk!hwmU}0E4I;b(lI(t$F|wA(XnmY z*3CZqe5d#M{=e$pN>%bc!_Syw%y+E{8IhtgoshAuAyC}b#)*!Jo{<|MBKL)f5x~gE zLeI#^3`a($V(w%G{I?j6ObzJZXl`r6{SN~X2cUt|hfLJK>BCOWf7S*d?Q8{LVgWF* zb2D*pGcp3085z0$$I#Y+8z5@nVr~qOqX$Ua+5jEl$V6=I+#SqK&73~c{LdqR(ufMc z#Kpxy`!9EZkTuZ3+{nNNAZOrY2DJXjXk=goP_{KP2Rga`R|ra8GbblIZUzQdS66xi zYe#xp2UC73T7av$f0G&D3(yhh-~u!T{6!cbZ(t4ln;AVE89>F%-0^R@vaN}etAPU$ z@FB1=Hv-x?et0wYD>`aW}Uy1(=vy0Ral)vh+@FPP7068{@wW4Xhk(e?R;UTnx;u3=BUE{#CgF zKwL-(VDLfk-}D@f9L(*U9O)g+t^T6O@K>0RE{oY1i`ZIQ18tlf;r^;m)Z77R^wD;A zhQCkN(#F=+#`E96#N5W%V&$P5?GWMn(=U768y5 z0CY1lWB4n)e~P;u@Lx)%zr-I5ygcn}?EoepB!FJ#CcuwBaGs6^E}^Ph_U zMsQ3_0Aq6_Cx9W))Z7N{PxKEl(ByCYarh4AZUAk@kJ)1aF#h%PpQo=M<7I4XW99zG z{9otGpdqEDuAofwH{<{4goSP00G@QLi~u@jHbwx`e_un!@$umG-(eID%>P}+KYXQZ zOl$#Me^>j_rvItf<=+E9`S0bR0{nL@dE1Yv1p+Al47m;?8>7+3FQ)(JQU90A|KEiF z73Kdn_T#|Jzg@`1jJv0gcU_ zt^c=Hf6B?=V-bXGOs)RYMsr7Tb2p%|qPdfi+27Ohw_NqFEweJW0V>)$n*VjJ0O&rB z=6~rvR?Eop4`TX24hBY+z>h24#OaTmKL#JfP5z|#sKmtF1^5sBhs5+B@FSzypZp(< zFmtyv1KRw<;zMTs5BSj!%YVQR4*$&lLD2dS{J0+&{t@cqLSnG}lkCIx<9+oH^+)M; zf7Bnob|3EyoBwJpE7QNF|J_*Dk2ACTf7o){KdoZ@AZlmj?D&uP9}@e2zz^yU|9~Gn z|7rXY@lX7Z3x&bS%mMhP+K)wHaB{W%hr>r>oc{qo8sqX0_(9h74`lxEcKZkX2=D%< z@())Jpu^v>|7#14oE<)>JN@gP{8-Wd!T);e0fBBnBe=ymTO*!8i<-dJhbkdle^b<=me_DH2-ynJE4T3ZlslMG0I!PCBj$F<6m{q!Od|>EzjRx z^nQGq+--qdn84^C&pQ^X?Zbz~qf-&w`}S)8P0h~|{1<44G+CCtGbe(fwzuY_A| zU&->w_qkoAy-Ic&_?MC?x=7Use;vQV8M17{^jR!oC?`667;2OYH^iCSyJ?in@pnS$ zA2e`YCy^}qo?08sQIE48t7R(8j-A+~*jiZl;I}9vljNSl2Z_>{^PWZdEBy;@zj*Tr zGe6TNtneVe*GpX=;bhkp0d-G5JNei&-}z1`)d zUMSEffM@E;L@j2f9k#N}or<3XS>iMb)~ODZLPMfma!KHPfiwu>_4L0Ke!^ke%41~I z;)Lu09l<+e%ldX1Ea>}+l)m_KkYkZcB)uc zX!cq(g%VEgyCYN9D`o8*qu-|c8hJ{a)30SRZ5~~cfMjMOvm5d;*l$t{!Fc0 zwIzlvSBYrnB%E&apx$p#I3TE(>(2OK>#np^SQq`!R_*bk+%-gae<*5Gg(EOKwEc^3 zW~ZYtSKgfyZw|#$Juk%qxguR)BHLa<-3e_#)Rj1DM z1J_RmM<9erpxam&(fG$sBmsHF6lrU+`7~(nb8#6KTOR3xPlVA;d=-v5HEU?Myg{XW zI-Q!Jr0b#rA*x5P6MHZ037J!F64^>N1Esh>!?1VEE6L{Ke=~^YC*fq7K`^VeGkzl9 zZ0Gw>5k;5;Y52n!9UzCpfNb;5QlJgiL?>Q;K~-cC%O(n>S6 zhb+%ORYgD`&3|IlNjjC+Oip{XVDsIB$ET}I zY0A*A$Y31}QFYN`O8l1bGzbyV5|+qlgCoFqU#3I|lcD(D!>qtKt(H{5E~Q9HYV~~h zRMtcne}}oD-HCNP0~{R+e;B}l!Il}BCub%zjW?|H2)>sd!A_xdw)K`PWA4TBSaXg| z$qJrfr~cVOUGTZD`*Z2!J6Fe8(Yioyu1q|J5f#?(`2D8Ng=wZ!Ik`abcGP(9&9e=Z z%CT!(++Hhbma)8!NK8bidOFrQ%c z&C@9nV{DgZwynn_>FMLd{eUl7Z+XY$5W4H;+9vZ?+mfDjK!x6`fRx!VqVqwvu=SZZ z6ef2)69UXaqA^VIpga4$f9KK~0AKubQ6QGA4V&_nD|s>9@pM&XhJ?pM5!VqG-ylWo ze-7oyYpc|Ynfz1Toac@L3IHLQ30&62Xx17X(!9Q)lYEd^?&Qe2SFlli_Io*2Ub*#( zAsORhG9>kr{?B9R-t4&bI0lp3o^-1=GDR`wY;FQIAu45IS%y8{5{xr8)Dn>lq1^TR zbSs_;&*4sZN|NRU4M-bts90i{aFAq>e?U&pFAKJ@$X&fEn3Owu>K9;!LT^4Y-)!aJ z^-$-glhl#d-|&94eRkiGJ9uaJEzPRdZM!#c${>UhRA4&JW=IDSza)%rU~wlPN!d0+ zl#`pEkm%ETUDXD+E_-kG7>^M5fr3S`DtRm=?w01S075LN2}i37<9Y3?QN=*4e<%+w zn`6^vpZl#9o_|5XXu`;EYY~qe0554%Os79+lZBY{b$fs)z|zwm(@+aR#vHi5QOc_P ztfKgS>k^Rl2nYO48*BHrgcIQ4V;1++6z7a_850$^uSgfMc1p!97XHbDrF*|e=gY>h(xK3mZKRkwDbMWWrgG#pHbMlXNHNPk; zN-NWfuJk3tsq)BGqNanA*~Hmloz2%r16Cy_%&HM@Kq=Rjy;^=#;YdCpf7Vgg@-)ZM zI4ac!!Q)3440L(!ejfK6o@|B(_SY!nixLO;u>72o02g`D_Ha1~4lYtDS@SpYIH3ho z+)W!Rc6ZQVY1n9Sh59RA8Q9%p#nC*4C?O%N-!9+deAcF{a>)1VA2fI8>nIk-K-8Be zb_2*ea~S<(0B_jnKN-wnf6W)CoM8T))ZcGj9Qslc2z|0@M4dcif6`y!bf&*{ra9YQ zB!0T)=eeNu@ffO`B!jbUsa(%;10Q5ecJxP{8^lIYXA*ZCKbtv7S_hcES^tQvcT;n} ztzSZ(Oeg+I;^B>zRA}dN)%7_Y|ND=WyM?|YdIw>yP*QZ8CQXrY5vHeJrxIg9lKUb~ zkO@oq;F)llD$uNHf1cdVqnS7>Kk+9@DENg4`RlL(P@av=eB-yW?&nj`*m9(ob?VkI z-u{B@gzY}mK-3a&$Ib#S-g=4X&mv;_L28FNW*cooy=3T0abx27wu)`NTa(BEKBOfv zZN!r-EUov7T=QHfT9J-i!JriS+vNnGPaKxiAGzh@^G^mHf2VH;;u{GCp-cikrRn0U zuLhAbv$~=bTY13mkusT?s?;C1vhJ+aW*o zWl;0B5A{^je;(-7TD^exDL?#vK{HtK=>~3098^^-=j8e=;$m7RpmP>cGJ>L}o*z_8 zNpK8NYH`DfEO+NUF|AX(h>D|^y!|E1Y|JM8Q#JOXCdJIML3e{n&n1P1gU`%*3WJTF zO#-;IY&Hfw3}vDqT+M#g@WfBJ@_KoEPZ{z0_2mm)f6G+EwQiduZ;VrY*~;9nFv|vc zs@b5w`aEAkP+YdoW!G1l_i|X{ZkUoueNY{&h2GB`6VST*udi&h*1@S$TKJ0Ze>>h@ z*ruWx3VQx<7Og1K^o7B0h9Ggic zm*utVe}F(~LbO8t^zD~-Y8~gn6a7$cVgrrI*no$7kxKyKre2M(N5${p%De*R8kn!95zF2DwC>*t2=oaEZ&oSf;LvM9^?B4;;JVu$qGI%3r-NgEGNV${($4 zh35{-;$R6A(_M%d9}gPC#N+)xt*$?v6^pGKe`tsJn>;AGvHD5|WubpNf>wX2<5`v< zm_tL-L?vbszF}Lue%X82l++=fF4cy5U`iZIIW=OFf8Z*y<7eiOZV`UHu6JYrKMQLx zrMxM2Lsz0jaN^gl*y0?GlW^>7^5Z7_Ldx}(9gRHX$=bbw%Df&s%w_1%qWez0C|tJp ze~Yj#{uf~btBzy0TD`1!&2;V>Ho3w|i1od*Wwi4!Xw;~da>ROEpQ2|5i@czXzQt@J zuQmPnvtvg7)e>B1I#~)aADB1n^j#HZBGfma`y&?UvKL3g#k_TEDo8pu1uUqaNCkW|k z3&A5ax6;}GF-k^>-#lZ@=*vp>U{S>b@s=tSzb-P6crtin>~U=tcAWj3tYk%)f8sQH z0c@iaW1CZ&W?Y3u^{pl8NOTTEC_%S)C(Qy*m1O_j_)NpwLtS zlSIRbnh7UIAdf^dpi(e1n!82Qf0@`aWCuq1VwFuN1kb5_!iytPUvYhvp_uLgB-hi; z$Yuy5+DhML%}O-scKyAT9p2mx*Z^{hni9pc6FdZ55RrIaA&Mt4H9;`Kg9O=pV^`NF zDRJN)(thy6r}qRj4v9)y1m_@aJEA+F`@5|q!tK#_^Dj-zRaRz?TP9U3e_8eNkSA7> z@a`}DthxfmP?=2bh%HBKsZtT(#8Gpbhg#1 zOIZ4@4a$Xx+}&HZxi6<_&@zmOa@{T<6a5Xx<=*B(HyKR4Sk@C$kB18ewuvQ*6OqgJ zDNN)XC!uEuHPlsKye;b=Ld+Q^0;eBW3$t*?(h$P$3!xbdoVTMMd2=yKt!g&sY zYsRj8er!oMxnv{M_bew+E5}NQ{b^8E z=Szo{BIIKf_WjVxRvolXj`AuR$^oRYkYrhZe!@o6(_&el<(n0le+zzvelvxXRo1J| zMm5oH-AnfEv|{(~6VLb@D6z`qbG|V?kl7Y zSBb0F3C?gPUPkskG;Ce&-bAmfUuV;wa34BP5L9W)LED|OsP@dcC9ksD6@q$~DJ%4V z3Vw(9;%e=0_7hMTfBa?62OGU~65Ju1m%SbV89}L%S~_IWs;4dsogf6CCp@-wu{MT< zBi+e-_K}p_Fv)R@-m-bAd^E-_4J{FfuEOsDruZm2u zfd=W0tLac&gF=Az7MNQ&uKhqjt~-PjW#W6Q1rnQVVTn|yQN7nUGlEXiA0DDxsH)@L zF|I9|ku+_uWm?>0=li|md3|Y29ar^MK8wIk+yPL1f9D55Fr04?WhaE_b1NYSbwB%c zm)LR77&6=^pY;tcvQY{KKZj{oj)fuVPqmMTW#o3d;&eft7!cro%J$eZzmhcw#6B>0>gw(HgB=>2IXhV(QiBM@JpjGT~9iH$TC7i!$pYxQ^ zj!t%xe|#|a8T?#EpC6!KS47sWpO|yD+A-u!ssibTI?1{P+Y|!-X zomD`C`D=F!Ymwy7(VW!ztDm}E6ZWz|+nTgwf7R1#?@#ynv9S{z{3lfXdDkhDHZd7s z%|+!x9K?s7qTj#pGB7*6%JmK0JUZ?c_&!^5Nom}~n&cLzO@eQ|kH0?Cpe`0@h@BKB zA`Q|XZ4z}(^bk`^FDr8(bS`NURKnmLK%QGHf5s=DS`<2v{zOx{7t-;o1qNjah3_^| ze?EJcl-;F98AnAEIh14>t3o#Eopr46Y+oQ1WSrve} zEpJ1Yp{dxut_Nc14%95753%g=QH!9=BT%&1N$?ZPJrLz*YUY95f*`*I6|cIP{*GL0 z2><(h&d|H}CUE0aO;mdJTT*kg2BOzwf1!v&*dS)V%AnBT0lW#;D_C-FY`mfu4`dke zbgRtWG|AWxm8?bt@%ty8eVo^O-I+LWd>n9io)p;5Z%1DMqB_0)pCz4V*x!}f5V2+?Ps_* zj4ep=e^suahnPXz55VWAwL02edIA{cD1-psEy&+1 zw^w$yP8l^UpWD}@WY)U1uv>`bJbLaz8J@Y95BtZQcCB&aLfngVn$Ais20=OA6^7Bt z5|;1FBjPuxVW)Nrrpf+Pf1!Pcw=ndI&dG{5>=9{~Zdw__Z=kSObwT3^YHKkuX>iFe zsY-!$+AC|ks$Ck~co6$y(>?c zwG&e#V&}{Y6OxJ?U6_>wrnAH@90{D{yNhRY#tRMpeQW7vyb`Rg^GqTco? zhF@sC3ZPX<#ZD<-{)={D*u8>n-mAI-dkMX9|7JOkAkqGO(t(gJP6g(^41C3kNFxuK z)5^$PPzwX(o-$37dcUDIPOY$INHmGH`Z9x-Vy(}*I;|mJe;&@WuX!r5in3Xy)%hHT zxDRHF9^`&UHZQ8vf0alL63`I^Hce4S5q!{Ec=w8BqYjd>(2Ilk3x+OHrP{V`yiy$T9Vm+Q z5HDY#E7XK z!ui|(TsjaWrows})qT4r-!^SLxn18ITD>nQ%qxV)W8ECHU%>#kRHJR}H01gcCZ5Z2 zq`VP~(For!BSsplWp|p`&avQpeS=XWYmry?%?0~z0^@0bLf~P_EchEY=iQC~ro!j0 z&s-b!Zl6@LOVkrY@1W~MNqn;+9cc+L7LKaNe~cR00a$&@oF)*)F6F1_FkW*r_mRc& zs+dFJB@N3N8?TwiNWM7QcKd=>E27~YPIo~0r-EFrp)*)AZQ=Kqu{NBoI zqEt5^b0ictS+60-R-Y zh^el{=LfKd@uZE-d@IXI`119FmQvrZuoy<=yEsL(2Bf1yb5zy4Wu zWEqR&umcPofjJ638((K{!me_J>inc#${tzeE_0A=|MSd%Sq-KV{oPCn)JR-U-9EKBJ|a*DP?h&C%FM; zPVEIfkj`B0CCuGvfrVg9f0pNb0dhaZ!e>k9Mry~SSP;8pU(m~E`-x1<)J?wT)Av?Y z#VCo-2&>6TM)HsJDykOCkmPjYJ8unTK3;onqrb6EOcNZ^B5ff8?jX)sb-z%*Vn6g? zpdavI`FZk|iyIq(ln%kEg+*q-5;J&N6Cdg9v%(EYszegkFIQE=f7#HLu&tKr8RCD> z2fqt40ikzX11+M~C4q&kwPx5R9k-r(eTOxW&6?sJR)_G@$+TvvBRwDTYu)iktwJs-DKKeYU6Z2a z!Rm_;XRNje0+!#)iDh;_tY@|9n+!Xahc;LDF?tI`^6FnXDk7D4Ds_?|O?5&MA)3X0 zOUppUOde3mA&D|D3f7CglCvwVB=?x%8ZBmrB;s(tu@e7Ce;IA_(z|X!nifchT=8BD zjI8eNm_Q5^f<=ey=y9rlD{nPcm;;vy<&F8W8EzbjNM9Y}x=cB=iNqx}iej%TxfT(9 zIVBM0d^agBec3XcsMFe+O)sD(SSpaPl?V!n*-ZXkl{p<@SiHQ7r0!ZptI3&riC@W? zOYc0M{CWf%e-(YRw5`<84>HyGRhk7=YYJ}FD1p0uEBuLI!_R)H+ZJ>42``B2RvZHK zQwEQEDO7gzroBIbZ%zWjVtG*ym^iyQxl1j<4LaD^>o zXxVW2LAkvQMtU(jMK#02dEO6(0nmNo`KNZVo1}VKf9&J^T`7RyiMsYK=ko$CNtz7K zGcG5ma~QS>s^6>*8VFI>BU%5$ZyDYkdcE#2gSDk(%?-3NwaIu3{iqzEE$*Uf2K6vUAi0ts(`r}Va>B_n)O;wz8l#bjf9U{Bgjqc(*;h@-fzPx}sf^Dx^ij`e z;}RbE+sxz(`_fRTK<3An`;Fw-uETc$@|&I>8!6 zf07*7gSX&5RH@KtNwfZ-^>8LrXRvY{& zJ1e=;5JutVIb58UM>7ki6ATBd%eMt4#qIicgjy@H?k=&I-1oOzHNhwD$8Dl>MjurZb>7gc;JYu=Z-{A}y&2io&;4f0D=S zb0N##!p@}F^E3k>kkOZY&kS&OBKB_Wq2{Z+CJ96>C7&4_2|=(CC#rTZoFchH>%WlWomSPy}T!eEf*no5g7EKSKan1EsK zqAuHf7F2KBRbulSj>!iLYi9j`e@~>%bGNYZliP2->nhTIxnSG-#ZSOOT?*Fpr6Yrk zFF?dd(ZXMW?IcrU>|?41bZi*Ow|iv6{sSY9)?;ML?-arXHdieTHT-MMNj3KC{W0#VE_rWiqB^u0>Us(^B_3nkBSsa$9;fEc*acf%DLNZl%57%mo z;sqF)Bag&Zyx_wWRq19wm%dVqT8HozYekHiQSQdI`!}P3(%f1a$IzcW)4*cYG1Y(0 zKfI+p`_%PBH)kkS^u^d4e|pJ@o`QrnnUe-&+NyY8@yN6EIa*o^AIWW{S9FYNWir$q znYiz{oB(eR<($7fz)rnIAU>gzIh!->)h_nM@+p+UwIG3Lxj5PoMr32rQ~phJ1P2cR zdSH>&HlN6mK@f2#jM=iX+NS;mR-&ck=9XIwTfSe*(R37K5g`_Re|Zc?g{a^av}P!b z*nEhNv)P%xwW%dX(NEYyuj+eh3rf8*c&6-3By;h^k=bOnr~{y(P4W7HU&Gm zt`&G#dcR57wa0$t_NBB&V>vc5dgJ%F|0bPE1--`sIV_GFZN^*c>@Ro6QXfLloqe!4 zkC;7m5ugvE+qD>af8dYasZvp;0vxF?8_cszGi?`Q?uSusf8&VguxBW&u}*Va50J~5 zw<5{57qHLlrla`1S=Dh@7P!;an_o?28Wf0EcGsD}+4!$?*k_2+(6 zIR;0o7bsq-sza;VHt210$pop(L9Ac+QqRhqbh`Y$}EAz@F zogiY9E@bIZ4Jvb2toteQmXEIqZ36RHB2UZhefnSo2c2!to5b$>Mw+Iqqf{@e-x!R`AejcoSe!7ToryX=phC|WW_~-jDA9`)$n(l>URlx&f1i~@Mt*m z0%X<8**mMSq9*;B&yExrQKo6Z@@1Z?D9grNV37ac6>mPSl z4O`bZ=yob-+cfKysh6ObCN*wjf!0oZ3SaR~qGeSoe|(}@H?j{x@uBe_jcfya5kq9J zUwgS)MGBL>aAU`u@=>tu{R2(+<8SiU8thZzL{iIApLrGxAeoO)Vvs<1(`SOb1*DD- zx+Z6>IB8wDoH!81A&qTAt$om{uXTVZh{AQto_g#Ij1%jrqY))Ezze8o=9l#L^l`sm z+=of`f1}OszcDeh(sH#A~`TB*ppZiU4FcP`3U{1T)G2GoEO{l80z;XPV%o_GE zkvZ&KI}~~a&&{S9oFN3Cs>R$^KXbx3jbZZQo$RgRh(hno6K{?FOj|vAOnDC6_aR|l zP}Ob8#-KZWH6c91!PJJIR!(T>ZEF&q##PL;a-eSVM5N;EdFQFXyobwJ_x;*f5)o@?DHz1-lq8!1xIpO`H%j!Gus z`=OSI6g-0z5M}w$K0s;OAUgwO*jA*PB5%<1liZh`VDU0x2X}UW;*xL{MU=NfmG_u= ze?#Zxug^P7->AcdpBffDza_O`2;+I9xF6Z~uA!FYRrNd7X@t<*gI8h7t3@Y?7wAC(%i zrm@^}{Y}ERv7{}G-Ib>SssY@hVnXZx4KY(oWJ&e``8r{R-n_f7SHS zEQXrVg6~b&v)K$OMlF&NGCXrNt385D3~Jjv%=eBc`-iW5&4T^(1WMfL)xH{a{wXRN z5^M-*xuBgy={w9BJ)TB?x~l_X5c`f3Usbq&qt1 zI^F&2o+5kN_1YmKE@C`dWLLFk$d)GJyLYqHPKy$d2>T?ZABOtyysmEloDmD%u0Pfb zqbrXza9kB$Zt|NA+a=$564sa05bO?J(SAN4t*#XOX!HSzr3KMif4R+MgFC8X!=i=YZSM2Mw6mM-Vy3n?1rP6|+m7YAt*+7c zy!f2`*y72p+dXfdcc^&U;4ChgGkKTG`}KpEXt2FE_yjBE zWJ;Wu8Z9`b4&Zh|Ry16*p(ZiMOHQeJXP;U&ylGhx-AhpLcFCUuD5(uw!qYa*cam|& z_VIgEZsrq@2B=ZN$LW9bq4wYzkd^2~?H--KXzWewbV{Pk@gx=OoEbl+Z2xu>Y!uf9 zV<`DHrCLJ43~D9Re*wgRy4VQ>545m{VPPi+hEu8vSh@SE@7P$!`*<6-OKJ(zphlS>o`Xf?9X3 zCTOUN{oAd)f0Y)ScC&(#OKLZdfLY1fDNO-Vv@jo?^H4y<##+Vo+-7>;%pV2Xf0VauiNX;ufQh_Zv(ttFuVc=) zsbWZ05`!2aR=KpL6Y|VdI`@d(+oIp1zuIv;AO9BRZk;{*Yuc$wNyp0aQ#%-}<)W;R zLc`QlcrhO&gj&1A_A1#j!KaNn__fln0KT>V>7^l;r6|A7Mb)dMJ< zo7Udzf1udl#c_`hh}K51m(m2+Sl*V)a9Y%JKQGi)1d=i`UOo=fy4?V&8e|p>GksvhN42#Ze71bS!hWv|@YY=st zq=f2mpd7tFLf&sP%zAwNR<4~af;5VsHF1PiL^R~rqF7d^I&?R_X$%NalXkQVlx%*@ zObgtke1@HI1M!B9fkq|ub*$Fz98EUwkNb2l-*>Q_?od**3VEq2>mRmnrh5vIVqbBH6;M7znULpSzqe>~ja zQPhZH6JV8uS7@}2k(ut5r7c?2jp~&mhh;5ocge%x$U zx1V}MlFW=y*^j+&n1#^|!z7o+#CoK7C%p&#DRl?$@flos=no(xQr^2%Zf5}`E_SoG z7yYzW30zLR_Z$aG7w{HUwddKxe{aIc)6?S_U))0^kv!*0k7nz-)tXi!&u%$O6fitI z{TFT?!(}kPR4MyH+@ieK_!^93g5Y||TzaL67tfZ6m_EQ8AnNtK2_BuqAqo|99fn;~ zqzy=VIPpJctil9IAj#ra4k|I|NW!5mPtC-V?{rBmP;cI7&w5pxzp{xp#rLrqEs4gT0Nd^w*W=Jhl;klXKo8c7B}< zrRqR0M_?4X!sJA%AeR&d1qrzPe2x@nzcC64CAtwSFJ9lD)C8>qL^uBXa(QKVla3;XEwqx6w*yhBx zHL-2m$rszUZQHgpv29!b>|LkoKNshstNOaDt5(VubpMque&( z>FLYZ3wWw-%&;d_hDb)NZh7;=k+m96!R5z^Kbe)L7&kk843{_<#VXJ`|FQVJJT{Qi}a2e40HG>9rI zNVRae4mXiM?va!w(ryR%%(VO1RRMkvWCphMv;^95F@+PA1KCyIZCJi_N-sQ8kt;hM zI(vVbx6N)#`Kj>9v6&-2fptgB+(807Ub+1sZOI4bm$SqJSFgSzOJe{3Bo#*bdKE>(L@2NuW z9T11mmfy3tR7RA>4bNJSzj!Lr{Q+YWS{KPCzXejbgK@7H7Nqyd>!8J5;=`(Huae(@L)Cg zHn?{`eK-N6t)r%5hb!pzZp&*XIl$+pliN`Um9F+o}~MJo88Oh%BMEU@OG1Zx;?d_R)TKWF=zCckTBHUvovsS-HRa`F2GFZABrwKE zNphbLDal74)C$rwHpXK-i?{qW{an@oTtMgHUIkmVguXTLEiDN~Yg>X=bW7H>npp)4 z$7r*dIBwtKm+=OV*FbdHAE7F*S_`oRRAs;ffY(NwP^s+-AEcy4)+_7f-2#_Jgd40` zdATMjgEU#W>f@nRQtemS-PkB|dAEaA2m&vp*2?$mUWRun*P<&k+hk+{b=^aCUY&N6 znphN*s4P>!Y;)egSO2zD$LKF>8w}~SGZHsOi=I}oxL$0Ry>cai>5{$7jE#(Z4G%!e z?&I%L$u7rQGBw#z_E`}dZ^ru5F)zo&DcwXndV3X4@aH~0M40w&a2=DR;J_ru#Ww4` z5P#Nyp&yByD8d@krtf{tvM?kleJ9EFqgnTNhb{-;LUGisKuMtn;}lrTKi@2ZBe2Gd zf%9a(tcFZW%DHBPAAeD3N~c+lAr}FrJ@}Qa*@3$sL6uQ(Ck0 zca&4OMIkIA*Y6^BS7J*#Z6I%zw()6)t0s_q_jnrymjZjDEjxXqwN=h{%Nzn4n4604 zBrT;t95^1E|C%?PAFBqWiOg`SOVTyS7qWB`xSpyXT2W?dytLlku2P3-I$tjKs2DDs=qDF#vhZ0IEt(@b7#HCR@u_1?-0pvI{ z;%Pa(MLyqdX|KtLfr8vQ#@2HCv_>DHhJjFWt97{gjeCG>BRpP^>!cuc_z`c7ZeKvKC;MLH*pZn^#B7!_p}e zU!|CryXle0u-L~PCE6I2I=i*2G3~j<$!p^BzQ9Tod%GG+C70|j`bfy%K0`4NXOV-u z#ocs<=!hJ2$h*25^cc-qUI0@cwYyEk+t}muZ~+m%h#6M+&@B(=?QpXU-KH^ambiQ| zGl#6CFn$R@14t$L$`67 zEwsHc{PRWp+R$b!*VB^cm;TCVMGNc zi64gsYo`rvj(2XEZrnp*^qCf~SG&>jCLHW9!(LzbX>7|rriW=g$Csy>N@~cQkQ8kz z^%=lq7#t96Ibbvd6%~!hVCZ_>-EV^&SB@*~u-BjFu7lA%wlB*`)3M$+-oudm6Ei+|3HiThJ8O^`0FC=RrP10$ig98Vn^?3x~#={RmDujF4^L(;FyC^ zKapRfAB$ea!|h9BmRyEIX(q=L=Qm;x=)eBAK<;9QX%{fai|-7D>;aD(12#)WiS$b& zfGvt{AzW!SHsu_{!Zc0~PE?}_wBDXAWPAR)ql87G%K7n|EfpWBE)S%b`b4GdWG%A4 z)d8(RrnphxaIHqoSd;UT{f-WjFX=Q(mXx7h0cbE&-{2}u%B+$l>zdR?_U=&y6Aw_; zCtsv4a`jdUhZnHTDHacU&`qp#|EhR}9v~Y1O1s!z_qNDxbLz=haPh@B>3fAp`xJt@ zyi-i4CbUvxvhbcPR&r#0w7wG?HI&hlVKRvj(Mb8WL{7xw2`Vp1LLy*noCs2uYGg#+{n=`vgbdPON5)zyFie(K?Yf`qQ;%#e&Z4WLm4 zmzI!HC?j|=oITxSs_<3EN%>i-z0Bw>4ZKV6Y)3vQS*6=b201!`eTqkwjqMMV)d zTXsHEnAf*ps(uie z57pPCLo?K0-8%z@=Py7PlF%rKPK!#VT9Xm@?2S1Dw+Oj3dN6dbUYj9;DCv4ZT0B+G4Z~FKK68qOnbFt-6S&fA2&x zoh*s{D5vp8P#KDn8*}T_w^Cqplp&Hu!z}2a{v4t7Q%XMG(41$vGHCM;Uv+>#l~?l_;4)i<1=N5>o%wQGpn=hWV6_GiSOF$nBr+PJ>E#Bg@eU3yZ_7;_F$X7o{@TF#_)Ra+z@~WC!O)o_0RqytPHF%U*I3yZsxVitaGan zCu}iHh^>{l5&_d4yUfT{p}IX<(KY?Oz;H629L`6zAiF3bIJ7ieN(n%$D>WFy{Cx zBDV65^g8#0tLMf?HC|N8@Ml~u;kzR5Maz`Q!ms3kk0qfUU=BobZ{dMjNNRFULwZR{ z6tBFcfX`LX!TP8 zcR@LZ>n8A>4r8+2$M(@>a z+eik1o!*qFZ|n({JTTM~LCAd-a@LP^_a2uh{c?bP@Q8vDy*;bztxN4;&H#G!XdXWJ zIxP1oeG6F9n8Uau&jdNU8-Pn$*RM-3Ep|peiet&4u-YWgqo-2dL#uXJcX*@L34pAT z5-=8`Jb@_F3GEzBsB9)pVbwT+&2K^s4q3Y5G+N*#yw&BY3!4~udKSWJJ5B@s_dr`7 zism7hMcdg=RQtY)KksB*I3{1tYi7^3oqu%4r3X08eH_EGyB3k(VSD2bXB4EW;!-0q zvTbGGqYInaY_`FfF1!BH$|#sxbBx4`?=ZPqG6cOl6V+<;@g3urxu?t2H!J9PYL;jc z7UI2^lSk!hhPCu-q7LrWvK^iroVv&)gwY!d{zs3HE&y?&VAcpxZW?x1#San7cX zO9u!urb%aAMX*7Z{}MejpbxH7hA7HxWcveUz@L=zBK~4DkyFbT$;?)IRhP!aBDx>_ zIP#g=ApF-Ab%?inuaKWiI!&g z<2#4+5$xg6yD+3TUkKqM(nlWk&cMVb zuSrSbwiez|n{q-Fh@GvOl@%_#3_@&2=PfDyK%+F12c46;6mY{mR~mv}$C8i#UIEDK zIz+eH9ow}+ww>y;_FuY%+Uf$pl4gxX0No@tOT6-?M2tHFF#y2v3TE1tZ1bYLh&o2L zaeff}6q3MrqgK0D1p?vKeHAv$m$ZGoOGlTqa-Dknj0h&E>(N0VNEWG@f`8GJ{WOnul)tVyxb zj=CsKh`yjN{^rTXjOAOP)X5;nwY{3nZFU))mWz7SeAT1f5un|ZnqOJFsc-Wdmv?WM zQ<3=`(G10&k5e6}vOZ3c%>f|4Df;k$xmlxH{2~Ds&Qc2`I_hXMA56C1X-Q+nNlAf& zTWo(Y8)C`b(vO+)`j(b~>+iLb)q)wdu#L-ENnxOqk`?VJQ&V<$!c|rxdJqbHI5hZB zrshj_!BTGpwa}_II?==HOAmt^azTaWE##}~=a=#DY>`6rTv9pEF9Jv_b#g|*{8Anp zEz4aU?Tg~+cPg7noL54umVMIRnzS+)Z+QrC1sc6p3s>SI+G~* zWink(E~>I+C5?nK6~s!otWzosKkq((zFGUQpcC6Zy~whvIi}Ci1h?d83Y5!y@~2U9 zV6>0Ghgrn~U&FJg#2t{MRPu-BQN1I%Pmrbs_mr5+B3`sCGrR&xW?nU;w00BI?iucn z9^Q$7K2+r#_kA}T4W`2Fl)zuQ5HOZqGNvXch-`=2+NL(v5QF`U$Dsx9FO0}We_uG= zjYJ|=oJ;AR*X1^(m`vtvZFxqMVNgh9B@fJoqLf~U@7$VmRzAQ!RxnXv_%Bb1cG;Dr z%(RuwvO3&tYJTe;O)wp#+YV}i7@nL77-rrwWu6e0{xhW}3L_m?UB^VBsw&2DzTMD3 zPYm%hrg$(hiQ#vc%=sdeJKqRhqNJh?<3{q(`QXz?w}t+4k7$l;gHv@H*_Q$Db;a<- z7+93+TO?m^M&F(OGm-8P*xIDf=hAYGFqPh?G?zjR;=cBdVuwP{;j{9 zgX~n-)mC=I$M-VuIn6$+NlD4p|^fFSOjF?Evj=$7GB$ZwaN@wZ%}($sJ6(?W`q zJ(iCqocE=nR7@!AA^Q;JpVNMDVTVBf7y{R*K?!|+ElB{zqXGH48vkGjv&wYx?-HV; z;7@a)5lax!%7w046>o3`2=jg;nIjPI@DQ2NQGPGuO$tI1EU|{zGkFTaJ`SQxrHYL)z8}237JX=9MB0K5S)9M~O6gEKoaK0pGIs5GZ?as=YwXj}WY=FU!=1ns?cdoNF&xdbTT zz<^=D7(!S8Xyy=rrt!3Xg7AMeOJIHtzi%9V_Yige5OaSQ$lk#o>N^t39|qWXN?RZW z2%XK37z{2be^F8xcPpRJ3g`8J=jRs)7A+QVRzScfEnomR0YQLrYyb{UfhlkU2oK+^ ziLnvVT#!~kpzQ-tq>ohZKZqB+x~8L}vo?kMuR#qcYsMmh?L!A^1vUpU5GaG4L%HoV z_Nzz-y}emjojU_sXCqwIL!b*o-&}@+0ps~~DTpD!c*!(`Z4Dg+f^P%J~NIPb)`pQk8MwV#^0KqnF4W2!uzcm1p`(f8~p-s_ZZo*#=hO6FMAhxY#V7; z6@UFZ7_dQu)7}*d&;SrR{FkllubaVUP+{%Kf|v;PBJNx2k_*5qTe~&XX4O6utq3 z?>o*??gy8t^V13s&jR$gSNgkENeX5k;@0@+0Hn_G?%&nmYzMRf zf5w8|{7e&fO?(Pu80#q0s)5mf%>9@ zWC$HTz&!bB-TVpq+)@7Kp8Qcd{plv=H1qo4_YLWV`U%~c0ye(+W>6da&*cLpkSMWCZ zeeBk`7T71?0tNT@5dd80=xG0$dQ(42dx_70yjsZo)8-dT_n5ml5kN)$s6T30?d&pJrR&X>8pLPqwE6JRsICF0bOSN5aI)M zKJ%Y4$^Gn{*8ihLX$}#;W8v%ULxczz0{Mk}HnRbH{OpKGrw~m7dTGJxP>}1YkS(88 zN#55J9h@V>fy-_fzWx=RL;&gIhUz^AI!B+GYyu{RHKuNKhwg~p*{8GoZMoRA!I{@g zHO(NTJ0Y9N-!u<5w7Lhc1?(S;CT2Bs#m}ywO15>ytalE9$9@;VLue$>k&9=?GRN2d zMj7Cb)J)h$DIZ-Rt<#{4{vcBpfq-nLLHSoFq*os)sw5~a+Q2Xvm;q3XLZQ(dJ69~a z2erE{eDoqUasvJ?e==x-d|^!)kZA5V z4QRmN9GKmkiEDT^w;`f35v@$nwqZ2~JdW(Hnewud4Io^@CvS70cZMC%6!?1Nh(XFO zVv{O2PqM$u#-mIMwE#NvPwWdlMHsFHqYg^&9Z&+zaO z_AVPQ55v?2gR>se--%5EMeSa2`oH2<@1@-Ytd^zyQDIO?B0}Xp7+HCg^=K9F-XLMB znuL}+iu7rDY=crU;vIc3Rio|&m$C;HY=n2Gw0pgDqW^G{UjSNht+aQCHVW3ssf{xf z*l9m=_;O7FiSN*-)&;+Z#&f#m8z7Z!bk`mqzs?J)kA*R3wo7k(1ayvDg_>*LXZUnd zjWeG9+Ro4L$EIL~!uBHOUdU(>fRH^@v4Pqbbud3H)kJK7DYqoQ4KA`SOMYcsw!e_D zNKN^8kdpt)Uj(>+z2d>reg(NVU0(7Jk~eny1dCkfCnSy@M!_r%@*71UlTBP!EG{~L z&VB6E5>9>2>U`rZ?P+L8%Ykh>Snoc9IP9V6QPR%Xs!yLD?>|;}G zk_|Rmcm6}awX=w&%qNWA>Ms57w;M(p2f9<;rReXk=>W<+BoB~`ea8J)JP2m8hn`D* zWA^Fwk;MV@BoHKlKGY@@@4AbocAeD{==yy~ruc`hNmy6Euu;666{xxk&1~0oSZq28|)iX6(znfW3q=kBLD{VAX<>^>AO2+Qxz97`jvN3uYkg zw66It6*Zram$Nay*%Th|zFL0*;YUn!qHGuQLA;mUEO@wP)=n){o{9O)YK$)sc&g0JzwWK9l>HW`q_CTZ9a?{W4~jzBnyfD|#w^ z*E8>0>Zyn9I6HvCyMX2sAyAtM>@_vt1Pp#7A(Tf`q5obK@ep#No#^`AjpLWHp?d52 zNVdWN$B&r(hS3#rknQSFOipE+^o~IM4Ee5y^=PKX#L#PzZO`>-zYUCVoEQqs4QO7g zBBr{Fbo9)XfDu7KM5(`E+gO+ol#psf7M`^m1?h!p32C~q;!8}XP%&`+`VW8M|6E^5 z@ptyrvE5IX1|+tm7W}c1j=n}?_%}&!){6W+3$e3hnd5`zy)AK4Js$~qpyXH`F5MoS zE;vX~VJ@K>u}U=5pE zlas%}<0y=OER=;Wo56ky>%{0IUrE$+Ucc5jqwuc$mw7OH<-TA?vAr!92XMIP<)`h> z!yi=?L0cZ~2_0-9GFND@e@PZCS;a8Qu);y9Pn@llLxM+0C8LmGr3g-7i*?t=WVVr; z)R6ssqD~RR(m;uVcMiJ%~__G4DYi(z2iU|J6Sl1_hMjl7k5 zRzXG`MoQm*@((Y%@;ju+*ql5_C!Dq)geGD0Up$lQ;(FwRAiUJaVe6IZ!vi zMp{dc(CSn1h73362;f{aKVT2hWhV4B=1WwJ>8NvT7ARR*(iZ+puJi;H>bVjcoE~dM zUzB-ic8(>ceuy%Svd&NtuoY*&a`g4rED?|WcBC(L!}k0Eh@HY$GGoTB2lh!5y0(Zn z^K#<$h2)nn1mkyEd>9CdScNOB;$m@JJpw%_{#c@JwV1NvCLjx&;skX?TR72~-;b(* zGVlo}f+=eY)bnQco_!k3OL+(497RwNnnzwidTb5%+(xPfC+ZIe_NbRh6?z>LOEk*M zy&Dj#5nR2?h6>0T`16+2bh{*wX|~(1S+!_h3#rWJg4rfV$KGPV6;>v%Y-?F9_w_>A z#;GWI6IhHHB;a6%_1ySUHzU3n~o(xmSz03)$6 z=qS@Tn$G;4SEdA#MsFQQQTH1c3v;MSy)He&qR7fy@IrBUW`{!9+uc6hCl6z6)Otga zSDu$biN!gW=lx-+RMXM$O0>y0_r|pE_Y)6Ln!zE-GN7^|CFSyWwmhCR1*p=Qc5|if z`PS|OpTLqTpkPnYlq2qd97xEs z&E+zNR{%nL7C`-poQB8>^YjlU3Z$!OZAD~9&do?FTxYOVlQrZZzhvodyG@Wi_bBG< zoy|jzkC4$ZG!s?V6b}b0O~JYyjU*})#CsYhNUK}|0?7a-v0V65H(EARG8EH4FB=J4 z7O&Rh9|UV4Gx_t)!=#UKd914{gTI|BryAthd;2N(QNk`)k z>{qfzDww*sM7`{*NfB<5VOhUDwd@VjxM81qJGwyQ7Nz#XM-F|9B%4H}ruoqW3%Hkq zU0rbZ%GlLoUeq1a)arZH_ayt?>m7@?j`iuiotx zv;h}1?$VS?Jga2;2zxDDSQjdb_y-;ss}al3)~$3N;oj<%f=@Mg8>SJnGNhA%OVbGX zI$if~z|;}TIGjH$I0q{Y9$m)ZRm}d%YwML3=R3M8Zm+3k5_!>lQx{rX@cGwkiAvAo z_p{qlAYQCzVnZ#^zvmW82iIUkXd=jPTmTgb0-~0;Yb713AE}#L-pGdiB@jX13b7PWR-dvGE+Ri>#JkAYCBKyIULSqx#*&dCZU{cv_7App9{ zgmSgB&C0Gd^tJ*?dRNc#V%*r!$-_X~M|9q2)DJ1lXB!L-G{) z{TFxE1nRCXj1tL%tc#Yf_I<6GnFX_mDetGAccR8F?sJ}x#jcGQDJDskq7_1g_{L~1 z=d^`q7oUR4?8=N7mK*d%G$Ofn03hJTf>(Z92_7Te%-<2IiQHUjKs0w=AS9qRJH&6) z+pn)8DWSa2)j=1;Ksd~>!Mo%%>5Y=fyn*rH^lgSGkrX%)xcUU{usP$TQ88;J5#5Kp z<4^o?yOd^aX(O|y5@**WH3!SM^!36gejl5Jrxb(G{+*rwAf|>g*Rz0({ z*Nyi!Z#JtK%em{kxbCKu%RXpvVXwnK&mf|$Mykp+^cq5Do5V;jHWEA*&ak)a@(}Dz zN=smZEQ^LE&RDu}&)tmS2>^%fUzEad-06>b?h{!sTTKS#)p>vND+H$h+G2N_?DQ0H zZNb)+dlz)NHG(w{pS(hl-|yPd0OShSVK;W^_qyB;+1@)Tp*O9*aRpYV(!7jDEkWNp zx(&Aa7ms#|p=+z>^*8@I>7R0G3i=2r4Nd6P-YC*%J|jw0U9G<6-+;F}ogB{V~%Odg|b%*wueD;A0kQ+nL9ix%Zo!nPMiiFE(1lY*; zU$VITH@c2-3Uj?U(}2UJsi*U)lI@?UIZAAE?6hKU=h+MoBWJeAq}nNEoR6)`t zuIP^{zlLWrvPt})w<))@fHi%g*RMuHufL3ADQ*pe!V{vztpNTa>K#lna802hv(|l# zSB3i3j`M4S8b{_6xktQ*Nqe_r@H9+r>Hb%XQ(oIVxd{qG_JLMO^aMR@3c3TEv?>h@ zJgyL2=<kM%WL_XF0`Tukx#SD}DIM28j)I#NOt4w1>ADy_Tr(ApYEg z@*A1xq;rT4T4|na2U5mlX7kUWXW(UAB@2zA;+F6<*SZw4T{^hFSeop4q>QgPmvL=_ z;=az4$^kCDUH)3~dFBjrW1)d1AM=Y*h(?v|Jb}x6H}$+1C&X!8B;HUnIRXm@4)qcTd$@4rCWigYOQbH(|p2i4-?%(l@xH&je z+P z@D1{rrQD@REZD4hW~_v&Drqes zha%<6rrf(ECxFc6=hvzp6uo+}JViO1z35aJTYZApceB#jQF`Jl$_La_n_Mj5a&Iyb z+yj_6M`b-uUn{JSL0#IZ%J95asJt6j8Y}k28{=Z!pwThYWz@(eddLqdWvzS4GgjuA z?pI|FVz`M^xZNaZev>_NU|Lcv^Q|Bvl-A9#ZUb34K1j1XjYjF(btoO|4gbTT8~726 zUSCN+u<6lCgk}U{lzusHh~fSo0W@{sa{&4Y@ z{ln3c{{XCQ1?0%-D(y9YBkP8iOp{*?3}HpJr1+jJupvsOta#^M=%mcY;Vj^lKYY|5 zCQlP|^CF~|R&nG~3r4dSIu`CsP_)9byOglvlt=R&O!EkfaM#=7&9VD4=<~$EnME}Uqf+8@ zqO8|SV&mElS*ymok-?+K5l_NmY2xcIK;6iaFi%~*?ac>LLtxZ`(P9Z)>-%1h=F~Lsd`uw6Y$Q7fNs7_#ar_Oc99-j?~c%FS`pHE}N_7(W47b&5%5bSCkh{v~( zOkt^bG38FZ^|uH;%k7qaEb|fgniBD)YQj{~iL@>&psk+=O_}5JwM8{eQh0jI0o`Pz z0tS6}O2gzrod!J6AHV(E0f0*OjS+4)1`c$Iw6~i4rWSgK8+hZ9!z$Y`I+#H3)o9D! zn?gZac__1W)f94*W7#gb3l3O67u8z$jwxaJY$|*gmpBkd-#Y+mF$(#$qO}q zRq!p#U3Jkld2m)BuV8*&0G!=OEuSS51nW8*pqK%d6r^<(+R1}|2v9_pmJ3vMMtbcC zqOBIsC-0|Eza{KRXH+KXM<1X>c@QR{KPbg?$QjciILTS|B)X|Pz-F4elxN_pqsGD{ zK533`3$HM0U)P%vuW`@kMXNXjcH=MXAg6@f3elgi=YEDmqDVAU5Ehh7C)UOHTDKcW zJ(>l-t%7rr7wH8!095P2WfMrTiHu2RwLky~Sf@!FWz!D&!M^XFUU>FH<8+R-^{X=> zb$1#)qSHINyDIYLkoA_uO#>ULL+~zLwR03jLZweyHSiin*9eD(PozqJN0tkn=C(80 zE}*L4V;?Elxe6+dbWM=L)neKIjQ&s$nxuTZL|5l>pCJrTp@UyhVn_F3C1N$;W!_k4`mS7_dl8 zHrz>Soc3uzaB`0m?_qJN)eL6BnW{ea(DP$jiZ!>}dF@!?9=Z zk90VIW6H8+8?9CvU(*uwz${ON+iG%Osi3C4=xuA%xA2d)7DiBEd2o!s5L|R;tkyH* z4JNFQhDz%$B{Pu&COixj-uK?iCejG&3wu&b#AQ^k0YU7)r;3Z5wh(>q!ex4YE+MT5 z(oN)o?SGae>s}rxTSp3#t2*k|#||K#h6sy4OY|H;H#y-wSHAFzK`R6)Luh%-;lcWg zI;A(*rwN|5vei0=!3&?7i5Tf$G1&-$V50gbN{4&nLLr}(4@Cybk&`J%oI;$G8T)#X z2$wfR0YgybI-#GUDj?;X3DAdn2q4|vupx*8NWfmoNAu$|OwSh6g8XTdK|P$%H5-q; z_vRlDXbaX+4}K&+Nezt+r)X(--Y?z;5R{K{&zIt}wE?&DGTvIfU)R3cTp=H6CK=p;nYw!98?A0J3Z2HQbSDhhpcR$Vh zM)S;8s8j9Y#56gbHm_pRmmcDYrcy{8EHj?v{S-83pq13O< zraC2E9np|EiN_7*)cZt%aqK?f)L|Pf4NEX`3sy=W1ve2T)Q$GXMmU*>d(Df%yyI)d zfavf}-@Q^;(av@6W=u(W)Fv;Xrj}Rt21zE>j7Pju_PMvp^z_uXbZuXSIl+ywz#zPg zy(`;+KUary)W4!>T`e4XltipijJKMKwsY{+wYy%WI&D?V^9c}?#Q%<)^o_PXQEXp{ zVvk4%(_q8xv)kcjZhxm?HN!ACmI@X&0fsu)o=zzoj|Rrr52w1%mHqc_&TUq(MfYBT z`>1{wA4!dL(q36wy_BNVKf-Cwa+Q5_avc_eeB>`}xQ^jDICk&JOSPQBS8Z1PYmU_- z$%N@b>aVpHK9}Ez_A-|dm0bdmODW0T8hh^LYWGcE9XJ=g17hww-8fVtut67j06dPQ zXAs#XMQq`RsW^1U)(&UqgFE3jn}R#N_4xdwF)#}0ksW!Qc=ip;Q}&*gB6FV)%7=F< zk{|H13tx~##b#X^g!DvXy%i&!12bae5K)5jV}m8bg{XzM7~Hz)jJxCBe~z_8QCsMm zVS;Dk!>5PU!#d0Nm8h&7JN~02T{SC4mv)s9JU0t;5H!)Km*=?kNJ>ZrhEcEHrdebvGi% zEzC9s!#8&=8Dub9i(9lD26}2MrQYYS&nz-mFHDT|yam-QyZS)558XStG`K$%w$A1P zFt=}c9QmIu>u0K4MvE8aLi{?6J0;R5@^C9`!+~-Bw1L$g^A#``0D}oNG$;?XdpNp^ zR#*7^BixJOXhJuo0juC!yf@vCylBJ0z{h59$kLcZvneabkxAy1=a@4S3n{D2jnwVD zFrJQ5hu?d%CNmvQ#|ty92NPk;D-ANBx?+$Z^bZ%sh9e>KHr{zj-8;I+%!E@O3I zBBPfXqvwn#DvR^<0jBvRvi)2(Vb`I(+Q+45Qcf68*ikaEmp@kDdUs#JnvzF&ktFmwvaVB!0fcRBBi}9vljD)j%uBn7COSv0@6Z)P4SJ360Pt0N+jibh4}k!WBVszSslt}#gBzrAjz(Kq&!xg?Tm%Nhxo5rbr4wG_-Nqlv|4*XJ4!`_1;ZSXf` z^QW{+PZR%}Z4CNFSXqp*q>f0m&;Y3nHa*)^;CFf2^9?$>OuR4f3APg#+e4xycF(Q&@{e@|I z){vYvI1+{`b?F|3sV)jb{-PjI-PK7dIWnR+pxmW(= z_iLHVpRa_?`!~~yrhoLBRz-R~yUn;DPBbm`awK?2Sq4oZ>ni#)Hy1=U`$Mn^k(~@y zlAK)uD$ZQ|wHSmCI6?sPt^Q%8ryA8EV|-)64ZucbIpeR4YUtyQD-+k75Be;Pj?~+` zx0cf!%?B|$?w!f0OmIoms8p(Uk3O-2$fh}6BNz(E(1Fz>1*UpJaQOzf=prtar8k~b z<@q7c^F&UYJR)avV@VFij}*+=b5dD9tr0>>G=)( zH|}H|8}!^$X56iT$z+p>{SM`nLUB1VRWxns(^;kF@mL>xP-+&M!?R+}7nWg+w-0fY zT#_PJoQ1@Www^YBf-??F``xjBBLx|8AK+!*n&M3v_y|acSVB_OZW)z~$4s@R$6HRC z)Av58{+!cduGA}_A0EmPg6bmaoRcO?xvGSBjkE#jxAF~Y^<|G7ddE#xcUrxwT_(OR zE?X&XKJ{{P?hhe#nk|<#i~hf+$8rsF2Sq0dSv91G`DMC%Vw#y!kbCCuUab(yAi$z2 ziLqJXF(jn?u(XxO$J+X4ZacQ1_i4OmZ;O^sU;~$=02gui4t^Y^bDu=D4fLsZt@0Q| z1aT-yQ1{?O)Q0YsNVG;gX7EDvJyH+DZj7sb7>V>`%}e6B@##PF$8aGL6Ty3wNNN(E z%D&RSj5BaLWQ#7^$QZmL1I_G(1G{HA$ZUle+N-1xod@G0y`jud5b96HL)fz+MDLX}s2Pthd z_vBca2{CYC-`ooNWz?&jlaI+r3Msu9yTcCcdr>w^!O`()nbe&00#&R$N`N9HD0jRL z9lr~mzP5i{(!LYP0xD%c4!i(izx@Rt+EQPn&X8UVX@IY<1&P@9>YU{D8RBl4*m`~G z*IL^`oOp+jyN&qut)*T4F+xpf2yDi)BPN~8PX{Wy*MeV4w5Yi5Q{@|NeC2nt=N7GQ zpvj+G1cH+cpwaQ9oACWSwr2rATBldD^5=vmF z$4WdNo{SVpmt)X##apXi)nfy4`8^QDAU?TMGAS|%VOWLt%j5(Psa|3ce*d2G8ZtWH zU3Artir!)doEWgI5AP60XxZ-=tvDr&mGOrZ!9uihky$hcT%r5FbWmGY%|P4Wjq_T) ze?Si#LaYCW=z=#fu=&sSKO`3`OX{8;Fgg-5%m4T7v9mD$N4JLt#=*+O{9j@#RhtwT z3Lu-|T+}+}1q}ryakJpX;132B1SWY(sFLxx4JODX5nn?nk-XjM2PGj61|~Acf6lq{ zHtTky`BGDr+~swgzV=zc678e#q zNkmb~ga#h?X+v?y66{W#57qYgBSh&X1Q4KXk_8VE0(C*M?*nDP0-}Tfl9B)=D;5<2 zDj+6S1b`yvEC8X$v7^DwA%pM;^btu2$(aO&=29%Jfd_A&+=v6kk}v>Kl95r}a^vQm zBHRUW1?&RhAx(hq$866dgMnfZ;pQVH?er?%Zn_EP^ArUK`*?c?30zAM1(i190&0Q! zAR`=sv4rA~P%wn_#AHN72w(#EAcQ?J^aH(YjL#2#pRV6*fI?0%aCbr; zAUX42afD^4U|)h*eqbKLK$P+f5(<4kuAg3_P+%Z^3gT#e!258)sNacrHX$5e8ilhv zsOPYCD1wuSP)Ki2@3V>Ung;q{xW_MupD)O;nHiN>)HDx2qHp|iWMn}MgaQi6Focw3 zL?A#Q{wP3_k`4lMy$`2>fIPtRU9TbQo*b0lQm*5?&wHowO)pE|!;0T6$al6hroSpZ zSl>hJT(#(sDDJ#n-;Z7U55ik-`KMaSPwCuGCowAn)@5t%3F7Y0ZQy1;V{b2#`H^S- zoKjw(z%0mTZ@y_9e_9r2kuYL!Nq1mw_2-2y>p#CaDewf`ZZX-qU1ISI_j1$`m0+d>p>1UenFDk5RjLTA7FslYgaH&d4 zYJJK0EBs$n^MPPRFWfEmUiiwO%lzbIH;*r$bVCYJP2Oe{24bqS>sNmLX#zRyyh5oN zuepGsT}2drwHgU|!$KN|*h9_XmQ?L8KAoi>E)RhzK;^iG8s}rnc453}Ekw|3mbLH8 zIdtKcY0VwGf#Le!BrHt-4jBZp8BNBKH-*0^{||~lb-!9MSV0dCH8TLW;mz_-ooPf_ z`Gtix)>3mE-lK3a+fNg;m-g{F$v{z?bXnNFfe+7>B=lj-9>Y#%OV{_)0hIKdl=_<3 zx~#72Uc>AHLSKKM_d%=7SyJI=JFV~9hq|MV5gbQMR8yfz<{dfvy?eB2~q=m-h^TyiS7+Jam7SfLuL#D|{ zDBX@Km}-`)B}SgfhPBG3-wP3Wv^;T)sbX-DNLIgb+n|5@+b!E92hU?+QG8pif;W~f z_GP-<4^VfLpw0V9*E>oUQ=!L_bE^ePKTLw{D9ayN7dXX#Px!ih*7Ui+T(KeA5*Cxz zITgHN_k4t@!?HhtF{^9hpr?a7ecM-~>FONkn9^ZLU3!2mq6AjeoGAWEd8MB!#>A>0 zq}_hjitm5fJ>t}S_KgT=bs=+iGt|R&r%Cs-$M?#IN-6*fQtpMvQeqn~bV9hK0&s|; zO@md4zuu!D22C`DiO#`=FkGCP2{&Q#T1(VL`&JxJT4Tu@uGBq_&wChGC|}hx3O^X| zcf7zZ2~)fG-CJMm{Rd%lJ&AXIiipnoqeuJOHfDbh8C1e_+Hj*S?yi-cMz)d{StQPm z6q)O*9&6u-ZrF*o-G0$lfzU_~AOzC*PSM>N+~e+S_o54YjUc`}zcSNhVKU57O*<() z%x+7Z#yb1Xm9~)uV^RA_Z5^ylj%DZqtYKEmclc8JVmydH3P!AaX#*%NS?=b+k6`q6 znnizv^E-{x=IQJovNQx;z~mVn`BtOZj$YUX8&-d^sdSIrB%6VjMQBy(4NfJnYTk}} zIsNkcHtknK@*j4nX)~GZ&XF%!16~R|?3F0Kkuu8Z+a}NQ0s=R_el-XJiEXKs!?4re zoZj=rsb;_{of2&fHe~xO=1`V`H3v2P-FO@?#KL{QCo#tkh8`FVndoaaI0a~pRg8Zk z=^qmvjat;U7aj^9c)v{?w<>J=zQEk7&8b(Yu%E3F9+^sUe^sA5;lcCa#S7j)ItznG5{b>db&^;`W|XE#tYU87**$b2ug9!@X$kUO026Q)-5^<6hTS(?Ki zRSI(^fRyt0Fo6|)gzA%3non+6GueD3lK2m?t(I7E4=%1+#uj#_tr4%oZ0CPDTDao2 zPETye@4?a&H(QWxToDm(g_AyhwB^lVHQwqC0TG{Ktydo{PBg4jhjtjT70M*;q+fg4 zVi?5`DvFlRaoZEjVYE^Uqt zgm;1}a%|3aR&l5*O`nWl9<>Gj=-rH@z2_rQC@8$P=iWG*bLLWaw1}=QjYUu5^Egz`P0RW5WoW z>Xlpve|2SfHqNj>$V!P1>rQ>fs6_m5iJ|@u$ETJy>7N}lyn`JHs_Y9pC1CFAo~=#> z!M0|iccK`=41EC3F9|_Wi=7N{3-4)&+=n06T3*xl7HN~*8}B+>jCUM9Z5l`1S;VT2 z&DGW@nR%u4{_M0lpErN&E8fF={`qA`3%~Tf(bpvfxtN5Mb~+<*H}--G4R|6Hrnol@ z+-G^?^%Lh6D5LVhVp6dDO1(K14kb^xMfl_13pZV}CX22^wT1gTN?h&ss;>JjKVS(=9i0O9+6?f?jwqAcxy@)9EdrBFYnz-c6 zLh+gZQBrXMb8nhzlVifn%SG%Io&NoK;TPvj)cdG~$Jo~zketXxedWeoZ{4G9Hg$<0 zqS6E6BfNrqn*w#BGmGWXvVB>lE7qI&4j97}I$ zbk%yQIItd7jUV0cZk=wSRdF+|?QI7N_NIPJgp+9@FZkfN{B!Jcl46q0a!Qp@(WRqW-d%c`?G;1 zwpi#zv%Y^I9C6lu(!qUy!lGjh7b1876uu;hE07G0<5Lx9&jd$(DMln@1lTB7%5nU_ zRwM9tW}S%UdyaU8F@4K5c1BS5d+6b4$>fiecuZ+di{_a!h7;o%`u zu*Cg@%)=A08K*{Tc)xsNEHW-U#3(%n1GNf@+^VWZVqI5)tBUX$;3EDsmFhK2>nsmr zS`zm`6=nvzocnP!javr1(zW(rqfSDgt<@$jfs z6hQS_B#MA{Vo5Q@xu;HxZ!gqbs~ciQ9}knVtaYtU z-fhB*WsWLNnm7X1=sVHQ5LBNE%o%_66-bL&*L%s|tjKQc$%zl5eO_?fd z>|8#*H{(V#n|$lO-({Yz7cnReZ?B}hqfe-`|1%a!x3Q!*8YcRZtkq3X(nMKiEmrcUIg-2xX}(|h$d7;9{Q!AC+hjLX%7fMJ4OW>!`_k7hJyIgG=Dd4AK=5h}T{pA-`4nt&hFCSxeIKYXS;sYMiI9Tw=u`S-?+j;V4aMZ2b zPwW!$G4>MUJs{*XMq{I!I8nvtW80-oaR^ZdLlV_K_*sBz3e`|a&l7*2&_%lSY;qwE zD%16C7kX6QxxX8Sn;VDC-ThiBoMT6)*21e=ve(KuW*G`6!>8ZHo}OoVu)qvzpQRdn z%8tQtSTCm%_Bh3CI(^1yoci#M+T=YPyC1WP*W=UfV?WFRYJZ8u=f6Bgk@uKBi|Ic+Od@mJ4!KKZP=_Sp(Gx#X;;#Tak! zoa2h)rR*L04`K6p@_S$fF-Kl98?j3I43fQB##szbKAj*9#vXtA?A?-l8D;SE^{iWi zo*o@^b-+8WHw9|s^kkjUj*pQ{sPsd1?u(Dg))}uncyV6vp5y+=vt!92FXFAA+VZS$5bM4TD^4gY|E=IGqC9=WCSl=rknHt&tYP{}JKmQ58;L{fs zg(goj>(#!RT~5Wt`pcq~22SSZE3+ z#lh@rz8=Zg&r)rFQk=lokZ!Dbwr-)ppHGah&^fXBCT&J1bBElUCFwC) z)-CgoGPi#slvq*-V#>@Z6NU8GHD%-rSdELL0YbN1kkkj*=O#9rHQ_0;ljgBMZr`Mc zH+IE_c!ubpxj>_gx-o! z(3AWS)c$a=IQemr>Br%U2L5XDl9uWhUDr&Ku?;53u$-E?ihjTCt)bpjJmZ2mW$|lu zPv?J+Cb+$1;v*c1QJHaEfpv*Zow4|j(pS_gHy7^ZXYLUf*5c}TZ>{mT(xA%1H`V~e zU&f2zUk-C^#%%fwutv;iAL}h7(?`3L2*o{5cyUZ%X!V9>A`78=-ApJ=Xj(SAc^(z=Z}9QHz+N$?=oveJ4fME^z9UPS8S6~D#Ya( zSEm7Hxk2Y_oc&sX_6Ax(ABx^>oOr23=B37v1f6n)-1Od)61tfyd%f*I@2%v>AFSHR zFHbZmUK-5>lR7hR)0dloJD(9~s%=Zlccao4l5mYo^u`?fNnAyh-K|PKROv~|g}Q&4 zUAdJMRdiqto7ZxOzdT|prOqRz>b`GM_Htf#`JOfc?7EDcClMoyk|WAyXQ2O*F^S?f zPX|*;@vBPKAM0-7;%9^7?gjMOoW!}eJr$0kyWRhVEdTX<0#yl^-ka`;1y&@kMaKCL z79WHM<=JjFYqn~y{!>Xcc?9ivud9DPsno}l7i_t2ol})!pT>>#E$Sa7oXIHJ8YJpf zq>6p(RYxxVL0WrvVa@ zFTe11U~q4$t_hQw?7(Fc+a|Wu;kc9FX7}}8mEE4`{mIMGjDCI`vI7)jcV&N_)p%Zg zG~I*39~F8E#hg0HnqjNE#HiAy1#jH&$XRRpHerX2$(|D(Q#Gm~5%Hg6{BD|CqGnQZ zP8mTJEda8K%iiWQF;rA@)z4Rju9cCcJ%Maxji1hrlI92t1_rIDrnO^T3a}C^D5x5E z7ZBo-Zd7YOQrS6!@ibDbF$90Aea8aNkhMtP!xD}B`)XR`8=FxJw?+?L%5Jw=N=(o` z#&8!{opdo0G_#~gB*7kgK+D}ycQGVezWLrqck5{b2v#W_!*Qu6zNWt!;nQO`5u+*+ z%c`|17Bex-X1g`{&H3REDUo_7)qWls4>s8!Lr#wKLb-10$irFX;r)NmjaUM`Z(sK9 zDTeUNJW{d(TGz@oC1{j0v~HBKg?;Lty5GU8dOu_|!%<`Koq1AO`>g0Rxs}>C%ZK2@ zn^LC7YOSlex44KOu|;gErpk>*1~$vsVtY6{({!5`pLuSA+AmjMHpOS-Q1&o!;H}Tc+Erp7x zna}C?g5W}&CIhu`MTFVj|^ zrRg_otvY|}?eJcVhiAE)4pEB&u0l72tLvFqdKRo_C<9Raf$y({TA^ADnyBuAM-~OQVBOZ(rvLOj&Z( zr3Q~c-XqW+a`81ehbQ&bbS@oLOCTTC4n+VH*!h3xWw1t{K83CdokflIjzLvpLGB^- zF*RfCSybNMbEM%U7*n?5?bPEhw$|*H8sLQD4__x`2%A-E`}i#*G17(%9EK$gCYRpU z>$Z)Qt>`~xm*2SetYS7*P2d|NQ_mDn`^9cS>T#F1+ze-t$yM2z)M(Y>tZp&ostUtQ z@5g_)KlSnrsNA+=nDiR8L*$dFvpWN_d1!74u7C!fUtQyyAj|e9vvph8Sz2s+xGrWQ z3#_hn9u$=*QQ#g6)C0OrhmS|rk@^=9gBNlp@=Lg`5R1&~;&oZhq&xZgy##DauW z0__E4c}mBiDiGr zB;7qt)7!DBkkVJJxw}>f8XT5FHeKb8AN+nF%IH@E8n7u$5(Zv016Cs+9gqs0f``BL z|43zaKW8}@6lYLMkvj~on~C=kvOD28f+TNUuxD4>72+XfzvmLFBfs`l{M;ndv1S1c z(7qMLHq_Q8czw9|XorA|nVLYgh~9q`R}7P}O^IoJC7@46OqCGC<~B=f)<*n{v>@8O zM1p^8f7o85LMnK5SX6~9ZDB1ATol>7a?CxC=^wCwUtTm^chSAuKYSg*(b~d}EU*5|V3=Uo7rXich+TI~`HarH-ZWy+(h^t57#l z*YPR$+P*ui!NuUxrf$8CrL`owD|Z3D9N8ryd__n|9i8zueZ z_g{MORT3t0ALu<$9UbzxVF-WT`{+7^J+L{?CL6k=*xtU%hr3)VRJSdsfiexB&-Et@ zlW4ZirVp_mQk#}6S8JCDVF^U#u>haXeOa;pq$?2h)5PtKk@|`x(~u+H?yb+QA$PjQ z%m;<|^$T<@C95JWM@UVDTe0qwt?I7*2;pDniHbGMqKvPAV6^Vg36*~_65}!_tbM~> z($#;oTwlsrSxNBzuo~Cu8|M3N>QE|$wxWL2CyX%P>wbxYo*VbeqKGa-&r41wo1esK z`%fD*fIUsCkEp(ttz5*kRR?-P2K>_+3r1>7VJ$px~JuEAu-(6h>Lu(+uHhWoKXdQE-b58*A%; zm$S5DTgdKmBQ-7%Cs=@qf+V-53 z$i^x<_4^5spAtA|w?bNNcrLUMjl*|G83)@zHI;ia?s!gD%1$8_*Rnud%<1PmH|NZ=>`bqNH5tuVo^y-dq}d*un+}lrVc;V>(hsQ!;ag(knD;IU30^8ITQ~A~x?k5E*>v#I_7Ko{sL4ENnq?Crg{(I|VZeP~qA^3?rrUJ!`{P#(q*Do(?7c7@f^0d9zO90%7@EF2zqKDp@jI zOSH^0eevX3U020?=g*R%PM(|MM<4~Ft9XxruPFU+_9tWjiPu?Cqs+m@)}diuHLgLR zMGCsNz@v&P_PnRu`;)z9z42C?an&^5dsXu;!W(~46tLR5o<}~KZvt!h1Q3|k zhADa}nGkmM*w_0+I-G9DPVTcr)8kaWWoM2pTMe}x%Q%Lfw$hev9(#q~lJ}d~N*wT( zz~q@+REdC05GwsK$L;8M8u`S%YGKfIL4-Q{s0`4?>L%W5=R+rlc8u7x2Hq_I2!^rIG5pH0TmH4ISMaKWo~D5Xfhx%Ff%kU zlVJ)K1Tix?G?&pt0Vsd81yq#n7B)0q?!E78-%NCxIxnRxq2^$Ds3ZI(Hz$`cKt@eh ziJJ?+#l_3X#l?fg#H0&>+k^il$70e4yTBk&N8x{1$hd$(@F#znEC~K&s0MWeD7)GN zxOoBGuY|b;gt@o?JX~Bt|1yNS2m@q6ZV*d=8Ye&*>IjBmG08xkJY68xHt?rB|2hI# zE!Y6uLP7!@f4T#t9KbFR3y>o~4FtCVJ3M8y0NDd{pcW7?-1EOeu!`Ei;ZDLppu4*} zC&&TD33ag+XXAeWxI^GJ0BtY~?BWKt1pLu5Kpo@&{<}3!EGB@i4FvX=LI-LEcL%wE z0Z#&Zhy~aY_T=K~XbE-!JY@&yD5(N8oWPEM8LR$fzybJsH~?-=?th2-+xw3|5XV2A zK^7KJ2PcrDC&bYjURM4g$za zX#qe_9sb=P%)$lY1c!0LAohRs2>c_=)0pKPEoGn%4q!((4C{~jWFanKi>JAJ0{^~T zJ4dLyqxZj%6~xif>W?-oU7dh>ju2;8u#)WGHcuj~|H!PtZ~#9S7ndN9AOP$P0DD;2 z0RKp!>*;?4{!_{Qhxn-nUvDR<6Ts@J4X`i73jFkkM#6s|1J;@z#Fb7`f&re{`md-WcR4*=-&56A}qy8Ht^C4&6}z5)Q@|A0^Z zxc&n^mErau$n%uf;~(%Tujilezh-LT>f-YB!2C)6r-Atoa$Jg-Cy} zZB=mdb%oS3_m@9MdH8U9Pb1DT3^wH`-L|v>Wkhezc(Wttq}r!`Mc%9u?eP>m*4r79 zaoL%y_#{UPlg-yOqgt77aQKW9iQVqOR9$&~skF7dHsf`)v?e=h(C&9Xmz-oH=Wssx zIi0$rAj;fOc2#O~gw9g8&xwOH8Wn$uP9Z4Bi-Q#0B9+=wCS55tIn}Df2s@P=J&2=` z-?>Td8RFqz@BLB4fe2Ykezv=d>!fm?x+|Wv-T8`2#cUif$+X!iM{)OwHSoMS_#LY` zY*U1>b)n<`Z;t zy?FUqiaLvn6^O;;F|oVnFy$xqgR3~d5~}#9Rt`+Wn&`q3(k7F0Ifhb*>oj%Fyl1&5 zEHH;6gIuB^9MUZ`8~)ls2)d{RS&&bWWxZAR-WPt_v?l3I$(&F)ZZvt3W)`l5738y!1tXk*SWW(J+@KzM zZ~PcsEs7LI;dNiR4|z=aY@c>)koXuvqgOd>6%&D7>^qj}9A#p`5h8zClHeUyJ@l&6 z?`TCLLRqJ+s;Il#?Se7B`W#YC&v;U$@c}FA3+-3^d94_UJ%pug3?78j;u79hMXouB z1w*4|zC=~7e%V#c2{Z6DvTs;xs2Zo$N2(pz?3RRd_y$Q@>ZZ zzxgh6ie7~_`x()X+pm8`$pDa2@>})l7p>dJS{VxmFOW$@x)u1S&;cgV81{YVNAmVVS4;NVQtZWU(_O<)xUkJj zkO&~}zN1t!h(RmUpKFC-Wts0Z*WBkTADyaY$*_UE_aiUmWkNdx`=Agw)nH z#<#X*tOz2sJm@V%Kg9i5@l&@cjbP$BGW+pfw)E#J`}=6;!;>G5I3h8?lS{+ejDl1( zgl`Bq?yoH?AiPJN`jN@M=-C-r`KR%GIODai4x`QH6y6k*dW_9cs|mrF>-q#JoS86Q zh|SiWGsXS>ijRNc6`QThD=)>gC;7=PBle+WoU;t9Fak}+c_q#xzq07EJ(YJTu zOe=AYV+O22B>b*QWGl?ymo2lEFmtR7Dw^TN#)&t^sI9xaJhT@`=BGP_>8Sd6NVO9> zegPU6g=Mw4+syH1zjtg_4PgpW^wk?oTlg`(BZ>4AHiv&rqK~!F`T_z(Wi|{M2@KDY z(RIhhA~NAPD5^4u&#lv@zG-X!=FM90RkQFl>pcA&lk@vsvO;0`TcFK^ql@v3N3{?G zVj6_p);DInhwqaamnqwo!rj@r(Qqv3#Q`NJBPe!q(5UtiR-J zfzaXVtDk@Sh3Fd@auH=;oG|tkHK!7-dwRaj1QZBqAmqpqcze=+O4E{ZKL?&nch(3TzAKVzL+tN z9v-=%-|*<>S`-Oj;q;pCJw0jw|CR{N8ChGSi0yyehH}sY`}JHSG>tBDt0Rp;x(fC6_0+wyMQ&EUer{6zp6_yB zx8{GskP^#-ww%r4w?5>%=hRIBh>mnlhuOZ6rnV3E&WbEKvEmU(JhvBkpW861en@GI z*~bO*6a&h07~*cxaNaaM8~Orkr-f$WU?P0GlZBt&?SM8_XaYw46NP=}30j1JYV*cc z2Tf>(^Y&J!*)MP9M}6i1T}A+GDehB>P_2L71pEph&x0U9hji!5&!)m%ph@DSrM@%{ z#v9N8VUDs_b%SC&*GJd1P11nMah>`F=m(&Y89IwK8$Zcl(T?!jia;CuuSW4M3N3UA zjh+CZ%4wG_8$^q=?HW+6wO3Ku3Y2mziBU4lSP(m__m zm$5tnsnT3#o7Y11_Ak{@A9@+N3U^=WU#UGUxjSWCWxUKzXKo>UTEeb zt4vxZHf^Rs^CiJ~+ro^XSLm^{4o9RZwayqra#}BCXmLkipH=Fo9%bK^p4PrC2^7=j zB_ANYwG^i_S{RMq6KYZm)2c!nO#tdoTUM`?A!00bvOh>~Eh3SY-xyFb2PuD@90e{? zD_uCHNnPX<+q`Hj1axs2pjLEk6Fxh=G{w)UAk?!fFyNU{VE!2ex65O<(HCVbG}X1v zSKXVdbN!8SZs8>)ab!|6>3LttDpHckQ@MDsdp`Vf?%GeFl)T57;NsoLu1je?vsS_^ z*PGUq2`M$>bgOB@UlMg5#?OBvA&u9`zm6UC#BYz@Wi2udHvDFtXxEj9p$tkM;UvKY zajT+m*0|RVLqMS+%ZjDN4?9;3GEpzhti`Cv(aWrs*syfts^ky2i49+bwfH z7qBXvov`*HmBr`fBrMP~gmi`<5xg-Zn;%aLCcKji9~-IS{gH^5o0mnMaNW(7#h>6v z`>im*tyKKu3pz^xE*gL0y;B`K57MyT>d{!6%K)2*vPk2XiLg~=p4#2-p2nQqHy9fT zEa0pUEL>Y#2yY8^iPT!)!qgw%S+}qB_HN6wI|S~!#PiOORTaJ$V98+iyO!y(u*p8f;j;QP+PibO~<4VB%7tT0QFH z+-Q#8Hy7;I%}SQ>j^NNFbv+QmMq#4IYVA$oCK~CU`$l+f5~!j_sI=hKSnzdz)9Ple z3bsXt(8f}jEDv#4VCES#&!vreae~9x|ULkl=pqfM3|quw9kr z+9epj6f^}3kYPeRft%(LWNx0I=v_h(TAXT<|63nPNpdi-x1O(*eou{$Q% zcFw_QVh)3Aw}XMgkG~tZr=keV>ydC}^Mrnr`wq#Qy+?nZX)EQrve>HMbj;FT3~E=p z40EdSgy={Nd+|Gi7T;r6$O?W68_mrcMkH%Z$DvC+p>Q`H2?(A=vc_b&DC4QRo>@{5*+A{dP^ zgAs@Bk$r!^jz*cjfz%2tx-$ItfLVvsC+6nQ{Z-gWQ&M=Gmy4~e2(<#Eg9$p!P*Lcy z9JfhS@n@mHh)@>ys4Z-a5|bAO#98s6s)F3quyAPI$z8-64PHV#zWpH&C0h+MnD~}7 zh<&amx=|8`SJF+7SLAqG6e{|!ymBUPx`Z5rzKptx>QDoEC)criK)k~_NZW79FFc02cv%Bgb<1$2tt<8U@ZjkoE$88~gZbp| z3U(HwmurXKIcb^;Gu4p zkG*5ZzqK{|r?9w`qrcOwE^ubPf!XjedTJndDRV(LnnO}IC`81)82jO>aEkKlVMUQw zfAeJiD%ses7kK{0V)PAziBt0f5wmj#m8v@Gxcr^+V#{pdy>tw-f{0+Bfw_^mDeKAv zG*k7m87-s+;)_LLs?374eALvqg|~WA_ifRrmZFlTOr(unLbe_BSQMp$}O@oZ(;-|WcBzBa{;K^HtblgMPIWlS)k4Oyr0H5OrLE|9@zzJbj${RZWWV|-&mzfnG?X$ ze#k{I@msxpKtF8018Zri3hW&b&o`Y)1DqBRGL6S`@nd3VTCWwm_V4_qn0EFX_~0M- zEC@R!4CMmXD%_y^$z6Z;FD5fad!zQWq1)ll1#hCt@0AE3H#{|+KTcMvLMFps`N@M~ zb+_oU(4;z?l?PDDe{6C%UOkI$&dxlbEb`gf>|H0lFz8YuGbET47}N7>DZMc5K-E5C z={Gw?T9hksRqV}DJW}l)vwTGT0nlxUg@U`F-wsb*&iucbvG0FCUqd@7&=3@SdA%6B z#(u;^R(_Gwy@FsTcwPjd>Sw>n|gnQ5?^!3FFT%j8e1uv z{x%U&$MaOwi$w)4G0?L;pMHclpdE1*4h0mp(~YG-+`~Q6<0)yp{daLZWzLsyWXydc z$6F~%u?gy%l0_;v5(J3tI^yDUHq#ze_H?*UTaq@FK|+7EUP}h;u{Jt-LciA=X6xg)25PEN>;xt8?!(Ima6&FCIPjc5OAU0!Eh5S8g*Wc-sY@5RVw|>b zc*60=y^MdIN*ep~n(WCE6qCF2<{h&@s(Xoh1)OgHyni4v;^kNCE`$Ek7b=tn( ztB+82Ri=?8vELQffOO`jYPW$PLRa5nXIMpGdjWrk)_R3}xrBDBf&(ZOwe5NlvP$(c zUBVN`^M21f$Yb0}k6iWBM*~8ws~k!EP`$;Mugbs+JM)d-*pk-w=Npa4zh6%qO{gwtoaE(Pc`BD^#j#PhYa$}^ATWv=_BGqE$Y5$buRs~6 z#7loYqr}4_i?#iBprZ$l=1FeS**J8XtHh-c#r%qa1SF zYULSiVJbD=?F3g#%k7{lw=%mlzc$At8?1lO(CHPK@^h9Kvgl{H&MUUCNTmEWliX^l z+LvR_)%$s$!U;ebt~h_P z$ETV*x*O80=sp}=Y_$=oi{vSh@~gSN2wyz&#|>WG)+`{;!pATe8=DDn!6M2fW zA%iUw+?0NL#-=(gC;Nk-bMgBTm5$CR0+b4_VIGcI^!5w7t{8Cs?))wQ)<4m6(bG;F zd07W9mXOJ-*0ho*&%gXKgt^EGI{3^gLpQgAC~Mwvfk8c-f+kn!K{ap7bkKh=VRX>b zd8A_SJC^%2C2INeRwmHM4ldc6!71d=e|qCC+NA|RzXfW^_m4`-cN8WQ z2%G8tgyMLLle_Y*7TrJ8Wl4W!j+bYUAhbKMxQXM9;JO5gsxYLn^4COyQm^9URbH#v zJp1e*cctKDm_C(pxshQi(nPiCN<$8Wn=-dyH&>Ot-3Uy~NE1(eY^6wvd$1~Ue`anh z?ql|NPyJqKegQQ6hC8~G(q}#rWX6B;b+cn+Zeqta|OU{43APNIWz>-JT;XEHij2jY^ zxQ!=F`~B9)@UtmjBGrGCjYzy5{lxe)lP{{Tp~P)qL;u;zb<8WlxuE0|u+mFcc}Z0t z(r4w($)ic)IpzzUX?F#9f{CFSN3}aj@AhJiAGkA!kdp{^+no#=38U`CMvt0Gpk5IU zlX{~JSKc?cbD=H=R2!YiAVZFAhZ?!&i#Fma z;k4{!4-(y1h&TRe&eE4z$?Z`cVN}+3;_S8vEgiqxm(kc~a0T|a-nH0>h%Oe7`N7J$ zVX#p>L&pA}PbXMj3 zw!y@hii@%D1Pya6iShD6Nh|AV!39m8wb&jS^9<>GEP{bl!QnEtD>!z6tZKHdlu-hh z3sMcCH*5Hg)-EDw?X+Jr-rv~jE4&13*uf-R$I^61AB=w_^b?PuNa^4x@wwC3h$>ef zt`P0o7u~$}0o2Lj;fRy8dJWj6!G)T6e2kos$g+)|!Oo>>UKac>d$9$dEbIau6Ypa( zvP}CD-pDAHuK27F)U_W}=E9pinPv;65LE~aw8xg^P!LsyZU~$1X2r?qHZ=oD2kOkU zK4^es<1~Lq9CnCNMZBzy@lh#j>n{rV7a)PDG~!_T*ti%(7I7#{4DWVcQ1lt+3nt+S zrUqtsd6GmYL#}BX2&2lxviD7S&k7a8{O!V(xl+`gLiLI`G?)S{`zU3!GV}9|Bo&T= zF%1d~O~p^7!?i2Bi84l@Yw_Dv@N6m&KTK?z=u3ZxGHnm<(FONQBP}=L15w%YFwu{C z+0pUmybh9icoKHJ=UmiN^u4HXtnjKyg*RCPtRaGG?%9QInaX!U)r}t73aH!?2vzSU z8gAmEI)6vkB5r=BU?=SioHuC?VrsIrnH6|-$O_+^V&3p(T^!X4m3geG*X$j@j(&xS znKOSz9ZM(|IZF;VHZz~PfEO*gs_~Kut8I0X#`o*$%1;z0{(RAP@Hvj3g0FrMEQF3| zU}SmQ;Cxl|+H{ov+rkbBf}H!Van{hRiAvqLBq#r%2A%oycds4d195S@OExj%_Xv5Z zow$2yvB5Ei`T>p6E}VScnh83O3kBhJ7IS~47!(6B4p)RFy9dX$b=b>MZep5c|I7w>}HnM%w@RsC}g0AuG4eL>8C-lxaQOJM9^V=y!DOOllw~Hm`CH+^t+Oc~Ia^qf@9tMfN z)gyn%!G=k$I`>fk6cfqPG405A*z;Fa$6=e^_vfG5D~U2!Han6uDiW*D5>Wjsuj0q8 zPoU$!wE8$W`Umy7*iW!_6>dsDoNK<7%Z|cW;LJ+nKxh=IH;p|oQA`Nx=8S)LHK_P7C}Cqr=^-yyl4Hze3j zBOwAgJqkDpxCRQ673^gEx`xGyl-W$=8khA+r~7!3a(uq374Sv|f*pvTd6ivf|!EJ8(&d4ol`f12 zvM5^myx3lc2Cwx_>9yq2e$^kuAcRfdi%^h{Q8`iR(OBCrCliV7TZTGZV1|3A@m4>& zwTEPMlQ0sOB>uwa#=(CrZ7<5siKp=~-wSzfdU+5+S%~hWhpgwDpJS`PfSM}t6DCXs z49|Kw>;z2xddBIjQqTrJ(#e^e*D>u09h@v8N zq`CHHp?PkNH+*5`PIB+y*gd;}@QClp@#&Vx-;17XefXP1lLL)(+XXaM~`3)npf!B~n{ENfYbV}3_Y6P21jP`&A zU*Z@upS<0~VY%sb3F`Lb=5tck@(C~r225Q?itA3|M!U)~25`08v%nlvpP6WII3&UX z?aL4`YM&vs&&^4$JweU3-+CAqymRKtl2xPCo-dC^?puEi_=LwpOVYnjpciVOrW%2u zPb*yjeN%v3oTM-P+5b4LE-jT_?`N3J9cTpVY}z%{TJFJFQY6Q=D{0_4oSKRe!G}KR zyUW$Abw6TEwvcE(#C!>q9xd9&8JMJ)s-Y?9wxwEr zCYZrWO8!$O#S+53%(ow3e!Zo>LDp?D@Pk!Q>La04uJCj;5}FP8)vTv{fFp@<^DEAr z5WEX=zH4$0NSOO9j=ZqV(P(UyO;uDr_$%W(bCr9HGLjSBqF$8&>=RdpYyZrz+Emei zP$z%7M!@0L&GvaFdg|udgGH_HSMAnjaE3#&@K^I{;-SWAmZ?q(kL*mM#pQ9d{Eps6&=^GS)$Y2BV*A}-DPPdH0IC?*;uv@ z3il?S;}^eo9olYv`-E{hmczD+gT??#o{zT@cwprIrsDd|N9+inUG|$cF0XKf8u_*o zxDeLNXnbZH&Qs9JrRk;yECxIqZ@Aeh6A%C7PnT!nxeF@kZ7Phyc4V%+T{Rb;8i~n< zbHn731)TO%2&mt&Xjvq-BXU-Yg#K#n>4wIJ++*t4pyA-t*seu^HNy3t`C}S_#!a>m z`Rm=@Q*fr6jTCQmHZA^}g$R!M;}h6AlV4BFb%$d6j7za4b`LMWdHCbr+{@wv$+cq3 zttS-ArJ=R3)Th4ic4)$hq8ZFf{UrCo=0@G)aqs0TT;c~yKR4tmJVPe8c*(YxPeUsT z+2M$b=?3m4jX@oSw55x~bIQ#xZ96Y_7b)BeitHqj$s@t%Y}$%`+GeshMo`$k?#=-)vg<56i+IBk~M$GdX|B zlcM&vH49w5`6bf2g0Y~ku{*OfE;{ei&~=aMR(ZC8{%sj*uY z;l=8&@0~w=^K>^lzZ9j7agQ^`Tl?HP6~NSCmT!X=?GT659e2)HSovil#|+7L5>wLo z-OpD~QhIkPuia;jJaEdEg~)REU*hEI9a=Vmm9BnL@tlMkd>t)4+nk7~qmSS(1@4rikbxIX3&ITY@VeDsvtVqH05>*#DeTTR+(z0A|>_qSs$uHi;m z@uYb8VvvSKd--nJX{w##18-CR z*IGci6aSOvtfvcUA8%eOF1{12)-SW0N<=x%G1~(l6hE~M6U_1ojD{@tPflJQX;U~$ zcU>3+=I+cO-$d^6y}==GoMBX;Fv>`&4K1DVQ`EzEMa+fv5WDRyURV=MinUzH{qDgU zWH|HH2A17+QwqB+wtAXej+)%c^b#!OVpg?Zz+vX`KKiLV)#C-)Z(M%=08xb@L%bXt zckR-r(4FxW#eZPFSPP(DuiXf#h}(+)2)=O(j^QtjEfI^j5>_i@=mCQi)uk6+zH&%& zx#zJJ8uHT2!-SkYr$o}e4@v*lDThOlqYl^F1=0;7rBawmn3(^}%2-N3PpP5|9Kn0% znen$)KWmo!0`z4TLB+Ji$d0ME%#yFqqUKA3_9{f?JIdJIC{DLwT}xBd@Lq6J%C$v` z%tJKxi2+MEu`CaHIRs|95K!OiBw^)#j>TPqlZKYYu|k$7mcq1`;0yTG4!THY9)9Qp zq%LG;Sl)eIO4p2ggxmYttkHPRq&gfD8Nc}0Mv8cyI^ErnT25&t1wmMsOm~Nrw~R%Y_&7YRZ-@^RgB zmR=sa&}1D!n$|x0RPW4?>uS)K3$s54JUcB=wn7%?QP&PF(_SIAgtW>X%L^|)4mCD; ze9zyNLx`)zE^ALPcWAsr2d!N(9V`+1nMwEX6vRq@8wH18iF_SyOz;`5t1EHbm!-Y= zLh*{9wttJcU5R41!B%N%%y5rxj3TiYNgJ{MVv&=2DE|muB7SF2!K45T#$t#CoFFn> z#`Lw({8=C2rZZR@d(LuWJFBcey6T|6!%W)9csIwa8_QV84ayH(4uQV>&iG>7xEaBB zgshT=OYR#RM3nY#)}T>m1yAff=Ik8O#d?|oUzeN&hzsIlBj$FL%JxELTrOfmSnN`R z9QM(6+aV=ENl2s1TFwepsI*@JLwAs%p2^N_!I~euA<42h1KC?ADX9n*wvzM^LrB^Oz`1TME4fJK2351Cy1(^!{PLa6CDnb z&F46n*rS9x#Okxk66yjI-k~aPF$r87ba4#tA2ro!k{kE@$N1yWycP5 z`s_v>-@45%6Rk@1b%ypp!?5N-IYy*Q$fk-*9mG{$`s6heU2Ve{R}Iy1UYpZ3t`3XhaS?ZJR? zi&a=Q?x~F{YJmzT>Z3SykdWU0=|}%RRJ%94|0OCF!3Mu`cd_!cw02LQh((5Bz<6K~ z2o#cz6NgOoe+TY3t4U1+P;%|0*faDsci8NsQREfIg#_# zWW!!2kuuJNm6a?RbLLedn@y-Wg=_}p4snA1PK)(;qnQytNeEOKjroJ7vJ5lsF@dsB zX-3*97Cwaun-4IZ#fEQdN5}gK3-9~DU>8Q&{0%?P!lwawn}q(ENz}siV14BGF}6DT zBg$6uT!;)ieN^2Wc!f=o^8bTK@Iz@=0{k znZTEhKWCwLHQcsWNwA>%k`cA>?Z+~TRHaY3BqnL;$riwKY%Y#o!_0N6oR78mkeaAq zX~@widL{6HOU@(cDO4XGZJ`wsu#V#R#lYRRuTy{E$HP2m}0!<<^vx|nIG`3aNv z6Eu5tx~sLxrwBMkR~~y~0eLn~s2xCN(K_J%(k=07&rBH9L_@X}eYPtD?K9hLN4fZX zK4GPmC$juEOfJ`diB-H9 zbtIbI$Cx4Pfw{T@o@3+Fz_8NLYL65qE`xw-3wrh2wsT;4q3RSQx01% zdrY*$JQIGS#2LLUqw5q^qwkST;Lc*bv~Tx-K0p^*&5vc&Kj`#6xr)iCK`v4wtC$;3#p6jiMKCY`}0tDXeec1DMl^!}$H; zuvjb4;0zUir!_T2QSjvvcogSBIijQ3&zQFF^4g@5;{{td7V+l?CI+kG{F|(+j=yVA zq;?R^T#xEoP>g@Jb;!H?`Wak5Ic6f{`f@AOn&!6a zGH32|w{p)&*M@jut$ovw0WfpT85)G=P?I>tcQ|tpt}=HYGfeE2ETj%U;NfqjiIr?> zk7cRtX0^|n7N~vr$(uVHgKo)dmR!n|YEE@VUQFBUEiD>J@<5}K`68QQGIH@Q$kabd zx+71ou;%!_d-}olWG2hNXkx? zp;avdpq4;7rmoDJA!F;_;g~m9)d+WO$+&9Uy;BtWi8*P0M|F>q!c}Z{UFL~h*Rn~^ zxoz(f$UFm2Ajtmu1F)i)^gZ-vH^IT5*sjRpJn&7e`&b|4&@&JyB1)C_xVygnoJo9Y zVGy&Cm(O~=KX^YRbS-TzuW0+7I^u*&&d1b~kQG1b%gMIYd$jn0E5W7#Z#Bj~k-F%8 zs}=!DH6`>B{KNBmV!RLm+bQNqRl%*Qic_0AaNubCt+$6W|`+#b^Z`?cwL)`IEoV>qy}c6$S`Y+$@Ht2Fj1e5NNE@&8ikYJ!_{Qac)}@||W}KxL9UD~B3*|JM&QD+fVN*i*z? z6e(UjUYp+K6OV;|8$^3Sn$Tn-S&=8PM3FSG3f(^}VwVNdu38?A>UUn}p%RK_{iA7< z4Ro`0P4qiQvE2^rj-{uZ*7bqw#>u6h@{c-3{&JNt*rnk)K3enk>Yw-Pz&5JbCze-k zp`Gf0{*=J!8k-EwOV#VuK9)ye5rxArfPWg4acg$#gz>1edm2skOfMmV@?K&NH`Yth zpXD3=TJPH1SRrDKz}J+DPec*tzwpq?#-WYE)*Wm4xp_42QB}ghT_K+<4UI3=zWBZm zf@G{W{3EROY}T`htx9z{aCB<23yTViz&=p`qL0)1rJ&IW8O2Qj&}v;OYAkK~WJ8xH zTwiPM@o@VKzs!b=`dM`LeoKw+oydnP)GFOpPC31i+ZH44+4Cza^bNlNzFL;(eQz<2 z5v~2SSqtAeX?|>s@{&>2O98%upFytWRQL9`YsCv-%)vT)Gi1p>?hSLnVt;k%7LQnf zXnS{K=Za>-1us7lLCJWZW#h%8+U0ChtyQDF>qudWHkstalRb4Oxh@n{0aB>wCa7T% zoW>L|&^*`b5)`_o`aNAWRH3y-om>7~^tlL5Qxej=s>Xd-%@j!3#dqPAy<$N_J86_H z2VXtV5XhwbX+tCZm1^7A?%3OQ^_U(oob=4@)S%3&&va-NzR-EKu<5kiQ@ZlQs0Iq4 z{;BP&{_=ieO^B<`+xC||%%G;d2bV!mbGg=c`IoQD8;tClqqO>;RBqYG$6mWD+&f&W z_a>|Kb-vgf%@p18$HMlfZ zfI9Pym|}CDm81MqY7-4yjBO|7mebO(6182;hJ>PEe|x{8B;1^j{zw}yoyG9q1XD=5 zUj{NA@P^MA8?0&PXHEBp4;!pYXUI#(N5}hbr{Us)pnJpfFTQGEgB6@@TvC@Ui^BPA{P77CS=f=EMT{^6S6^2tglxXxdqR~IE=!xt5>#H9= zFcmRFI8!pZzKyunglQcaA&5v=biIr|$DgXS%F8NWl(XNjfBE5qfJY<|QgipnoPX1V zNF$=TVZ`DSY&K_%tN3HFyGd{IbzaQ`i=Xgu8zm&sT)T&vq9malCV^*pSnp%;g(`}J z8S9RgL@5KZ`(ZzZ5wbHPA=>JCz~_l6EU`+}1Ky7XvV^uPfEch7ZfyJxFCS+tJ|vuA z#DFY);kr{B&=Ma^&3XJcyd2!LpnpVDdqQO0n|G`iO{h)UF_ey{@ptu**D}EuCgiJF z0ft22Q-)Y@*g0GiA#-(_Oub+0?WnSgGZMudzjf(G12AqUV3k&mtDu4CMRoHXt z|4mH6iP4vNZ&0DLII~2+-Ze4uyZNQQG}NyCaeejY6@z9Pv4|@}l+cmVf+&_mi_O*N z-)Xdj&R-%5plYKBKXemGMJRVsxsEt z6&_Yuk;7O&N=@<{;_jY|sP$00AkP)I;bbbs@zW`tc9QYWES zy#mx8POTrmaZs8ULtEd4_%z=V=ef{@dSbxHZHIKMtNd=AFH%Po&?Blj92s z2$l4i)rXk{e=5+Q^6fIa1LXr(fxE4nxWb+c8O+vsR#m?BDX}gw25N!bBvN{|pD8D1RWxj=80}C=ET^src(4{m8`+85R7^!XMz23>vxqu4esq{PVp0 zf3ZyuYSD5+9R_{*ig;i4GNH-QWb^hX{K85&u zUM`BP%CJN#((Q7$!TV)iRz-fZcgR>y5zx7-K$5U;4|=Y6lYcsf$yog80MW!*k#AZ= zlm;;q2BnKCzjrA&JZ1nz-5(E_yY+p({fYw@u3?pK7a0zF$k%J^S*6Vbp)bXbPNmmM zm6qksWAq|Vt87_MR;_~2DK3QnimZgx&`9ieFIAW1K*>pYLvwcfYB5tR-fgn6s)PbE z-{f5~n@h+YKY!n1c9Gf;tzF&jO@?D22f^Ar@$C;D>f0{Y=X^UGK9A(?bp=Om}^ncI0&HuhI$yTclfT zy212_e-^tvxT(uFl_?v;KkoF;;t(^+fa7^5xN*PefKNEM8%z@lHIyjJ zTMrpqZ!Q@1r;b2Jh)r}8#~8_qb|cxgyw=GV&OEr^Hn`q-k!?e0|LjP!Rk63E9R)7* ztkM#@I)7dO%@3|l1<~Dj8AT}T zMblI+AhwnEacT~o$P*k1@&MIiVeL@XMiz$AiGMf+KFT4{VcZ4(LrVZ$+Dua)N$K zqJ<7sl|9HDdssW5j_s*2A}E)AML>&)zZU7;YU&-1Aj~#KojXADsO&DKCrYj|%Kcr5 z%`QURHJ~5TqN?uP_NG{*MU|C#>RTZlJ%8q5T#?;D_6*F+b17_f3AMKlZ%~_r1CJnb z&+=yy=-(z0#Zu9pR!&SoyLLS@E?m`JVivD`ambxpM|+x@leg!qbEmgAQ`}y=mkmcm zOFV*v{+doq3dBYCz0RqroIoc$TLF40b+RTp?Aiay(n-y6qIsv3=6bS}ZnM$cVSiE* zZ?d%9`xKs7M0sdj1P?6yc^foT{)A-l=5(~vMT-})&w*0HtgR`GdOPaaYO^n(h0iQRXz$b*8YHF z3)@$Jdl)&)dR-p&y{dwj8-GooYqX(Yqr!=eKe{-gqQA~=_Ml8JphZAtwK(5v&oOSm zogdd#R&3L@W@hpF31I8(#3E2ByH6(uJpb9?1NE{PfsZ@p1n`lE!H2_boAZC0HgBj-!dT;+%l*<=DUQ6kzzKgdUKUkADMi;0+LXL**Qy ztAHIefkF%%U$SS=l228-U8cp-eSHB$ExXUtwhkTO2KX|S<5W5bWRdU=hm}IN9M=6o zf}uL3L%TC-e+{HS2U6fjnj4BNB2b8WhR*1k9RSnB7l?tc=$aSc@bnK?v4zjN00xpF zIs9{vhh@M@3Ov-_Re#-A+?`X;`QZ5fgbFb2QjcB%z zc5Ekb2458!09)`I=VB6IN4?5m=BDhYHbu{9q)Mx20V%M*K52j6o!1ajXN zfpsOZiKxF2?T&%H{vRW`6kG~rZe(+Ga%Ev{3T19&Z(?c+G66Z4fVcq^5;rwC3NK7$ zZfA68G9WQBGdMJp5YiO{Gc-6cmvEf{D1UbaP+aNOE$%J>f;Ac-xVyUrcL)tM4h@Y5 z4-nkl-60SxxH|+5?(PtR`(x(Ly)*ZJf7N@{Ro!Q8-``&QJJmE4D(XyPW?&PLG}zvm ziH(_+A0VM5uEWL(U}fcCW@TkZp`p>Ra<&EiTaH4b1%fzPf$jPKVIctl0i9oEl7B$w zS3@PRJwV>Y7Qn^y_xwRZJ4<@uxQ#_Il6%4B>%E`6`}ksvj8~* zxL8?PdANB2AV&bm-PDrhkADOj9uA;Cm27{AUwiQObO1X5%wO98d0Ux-UVl(Loq(<& zfHTAem;a6Be?<9z68(QxB<*5r`=_4nUk3k|9%yG}>+zSxD|20(U$;OB{JIPF|I<_( z^sm(w2iuzcPo11I@PBm|#Oy6>|8tC1PSRHHATt#!XH(06(dA!q%|8~+*2*5F0(P?c z<7xpgv9YrL58dl_ncBQwA5O2F{8I&bU7r6=DP?a8Hv41C*k30Mgg}5ED6d0)MO*++ zw%2tu1G)dnVgL)XJ=pox1@PLOH^3YWLHT2%uQX?o{6q97;(y_JrO|&7FDrmW3`54J+hen1F`{FK>vWRNi6;WIRPw||A1To z7OQ{2*F3iWfUk+{{)VqRz+(Ro_?ig(AISM?`+6_`L(L9garj&P+MUBIIl=#^l>X zL9WFThq|$rx1{KI}QJdc{{5QCfJRa+js9zVvaO@HpRpv+Ia=^rmR607YaMJ8d= z5Z(29a`e*jw}EYf?vSU+adhFuP|3r+b?cRJuk9;a8vQc6qq``|!pH?a~*qu6w zsEPClNq=Fla7HI-J;nEv3)hG zxYV85Zl>uFTP@RZWdQ9v@>(R%Aes^x^Z2h+LnR+GNvwSDo~TIG<8+|S-nVs;bsnE; zb})FwMHBL~MedE+kzEVnZnkIoa6jH5u#^KQWq%am6V0JksTP$#yqWr;p6e~8Hslmp zSKz7N_maz8bi-r~YaQ%WJLnV>zT>UyXN#A25OS zv7IkuYr>iRnIpb|=RA;6j-5ap0A|2FSw7C-oa|GVZ}mjcOnJ$<`W zBbGs6{q*v#?<{9BQoZdZ=V08-n;mCGK_6Oj?X;i@H$@Q9Sp-6tFYY z9}^?|{9#NS!OO1`)9nA-R6O-ld4XTRF_z%~4ZiTD?8vVxq~??Do}aG$%7z zkaSVfw9y{7By@wkLH+&2K$MKtOv+E zCuBgiaU*QHv`0k(Yiz0!3Olz|_7_@Tveo!fW?xMh7?8(arVSgPo@bBpoFVk%NjB5xb*PdBw24NCy=x~POqM~h5upFu| zoQ z?yTK6mQ=9iYcBeti{2ai3zV|~C_`p)u~H1ki~#G7UBlfzSLQBf_a-F#QslEZ8>uc` z+q|kGZ?j-#CXhVpUVrVtl|)P;qHmE9d8xwIn|eufYx^oWN)J4pU}Cgo$p)`m+Sc5V zo+}&SeXGpY?uBD4C_G&E>WCwgCYNpz;-W8;-{J-VjHzc@O-`AgIujpv#7xnBThL|5 zrqS~H1x;;B`_IN3$Udn{$bL72{iYaM!VQ<1H0s>fNp1kMY=1bRlQU>*@e_8q%_h!J zmwpxwvTy~@`|hk+cx|0WHan-q7`itKvDNooZv#Cx1f_YiVJfONTV`ms3Z^g*R?jD0 zVlNpbT$33NT`F9nWrHId-h0*(WS`VqyeWknTS0N>FY&1FKKjG`t9`eGBUL?>hE+2& z)}__0_8iN()qf5{fQW+e;!sv@FV?~n@r(C?g}_)xYz<~byl6pNgz&6vm0v~I(Zk(Y z>5`p2-zZz^JyY<_PR;{lW(B6%(O`R<&nq74q#z*|V5%qhS4Z5U#EGz~&};aun$!XN2;35MaCW zKIBc4uzzre5GcEtLp6SaDeWDr$K={cDPeXL)s;MwHh>jrZ6$=5$KW9d$N3l6*JUD( z$OIwssGhM_qWNYxf)dQ`SucIHw2g1VT>f&AxPfJvkndM$?pT&zEj=i?I7F?dgwqc| z&VNeLa(uQ|*e=pgyXT_Q5CsK%%^0hUrnw7u%rhBPIvvJJyncPPX;tHG=Bd9V6ShJP zK?rI11_Bs$1lDF`Do^E+h_+N);_PP{SLusO2e+>>D$@M4(V7hSaQKZqEY7qJ6KIXW&R1YYuT8qH1)Z(?>#N@h2Z03Z2y(6$O1J10CV zhlnB! zM!!uMfb3aw8TInPmMN=g)yiY;Re$n;@YjFG*w@e;Z;V&t>h>qP3_8#HCXp?{g%EJ| zH->KsI#OyoiyH{!ij~~L8$Rae!;{rq5t|bZxp{ba$>QaD9)8jEc_V1sF$#QEIwyrs zL4#`d!#;IdnroV0$NV_i+WRmzBP=}@-kTie8mAgOWR02qjQtiS?*3~gH-A1&mZ={s zRl$HyeGF=H*vN-ncyw40%v5M>@H^mwI$PTBaZoT|w_6(31>MQWijwf)Fvz3MErv0n zKEMZA;#Xmu&!$>`oN+57@sl-W!25;43I&@;bX6{b(2QZZfHLcmN2xF8CK~jom{piL zl#yR*h3nl8R$L!yH@v6`n14AB;~7M!okW&UtZqZb9iZw=`Zf(9$dP;)V&y&SdV+VZ z@5_b}suU%*TN20Kmyj;;!bIaGk=%KNGrLPnE%ay8e(umLN%USYklT410wK>Fz8@x# zw;)E#?A+krU6K?bd|NsUh(n}H|NR!bi#h3-lq*t44b7Nk>AtPR6MvD<_$%)^K4x_I zX78djjwG$(=TWbZGtbOJ6*+OPz{7R*on!$XO`1^~0oW}?G;wj`Q)in3Z)B|#eXb06xLpebU_o??L;yNJJQp#5G(Du2zD4o#>L7HY*hpXdG6 z5Jnx7m2I{YPD{l~J_)`}aCXtJn^yfX`XHq_KtV#-H)24(8smiPCiQZ0TT!)e%-vkB zJr{}k1y_|98U3VI5RJy&me!xR7-jad66@4Q+;UTBUAiuBjgsA<$&hi|clw(s1VmSY zVJp4I&=;o5^MAMyxj1iJfcnirU4*95%4;P2&e;n}AL-_eiQpYEkCM<`#uN{M)6j%{ z{oBtISPhe9ZtR?^SaU(0W-KPBl0N$MRd< zpFerb+Ww?}d7`WVEd9Dt$i*Gs3g}$Xv;$A2o+2%<7eJZ9Bzx2QWp3?#ieKj^62$&? zb9S{9D1AqcoCEIu)fa$Onzg+zqloD-tg*=RTTp80Z1cI(F;v?}qAu^wPM7FHXb-f- zY({gBwtvei{8A*ahT9SS{X6ycxzQL*jxeKc1~aMj!*W6abXqnIbb?F|K{K9pJ0mUB z=^IVjG4+ZvR?Ndx;)wDT^~xU>?FL(o-49`@M=O(X?=5+mgYhVait9vTUpT$t-}j9U zUFN2onMsV!<_cUNk;(M7SLgc`^!MpeiPgms=6{yfo=sta9Hp9sF=0B?6w8o5Kl>@n zi&A?nNNQK6hEHFzs3_MW7)>N{Ft93IZTlbeJ}viur}v(Q{VIQ;WI;Ja&2`Uv{;}Pn zT*8T6qMnCQAu}6uCQAfqtYvJRK4&*EgmV?`9%Gq}3c4HIT%OeQod92sT*ow12w0UHR*?{I_IQdk$|;|s<-=V|4!uI! z8z`sA>kt%l+bj{X5lI+>U3#__tx)kIvAKTZ%b73zeEh}9n?dKPXI`Pmx;XX1)WOi# zCzV&QQ*<NH?kIUr>;^`Iiwnn%0nkSe`) zDh^>9F=1}Fc4(kkTuX+|cYob#n?QeCu2@@4P_%J>D_y9X`&y(5_rL-QJAxWrV_2s2 z2q)K{RoO|A>uLdN>>yT={K6%SDGHi<*5aen()A9CLkV*T*K4I_Ykvh)Q0j2`%?TgZ zh*yCv<-vo&f+gXsw`7s0;!qucCTNAHZ#|e`+WVyKs!)hbG`LjhuA|dW1tSLz;t5BM z>bzdYp4mVxkvHAsA9}A&))CNxKnF{|99-C9-1XT*=`2IFz5%c4^$WMdNO z)1u8)5bj=@_Mznv!T%NzOgC#H$AasrS=;OvTX=Wyo`hG_!$Vd5$YmJ&EMZ*d({q;H z!2*Z-+-0bh0!3t{lS}wSoLPA7f)IpI;+u}hg>7p<;;5Fdwttz&$`Y46W=!qmzRmIx z>(S&bs(N#arTU6O({?0%BR;$zncv)f+1t>>dfP^m4X0nk)z6;LNBnZ0b;h&+b%*Df zpJ+AEc`319byqElVTJihZzg^Ku$Cb|%qar+^XKs0*6lIK7X>hz5&;LIV)qKjX(AR; z-EhjWj$aOw;eR-xYIw2ed!sc9e<1gnLUrP-l%%MsH;pR{|KLBe;mp6lTUJL(@?H?& z5KLM+9Ih8UOa`cH8o`W(M}r+MvFcvTDY-<&!jbcK&rKZh4xtT6uG_U|8MHn`lPOg? zFU~Tm|FZaq^wF?Bhczhd>mifOu+Gfwr`rAZGG1{=xqs##;~<7oGOd}j43E^`-><=vKa4fX z?aZDfnuA8#Pcr8&O9EKwhlbZ*0)j0AGB-rJQY-m zz2ib!gKpQg0#Y9LgU(Kc5oHqqh>JfQmr zuYagn?=Xz_R%AtT1aHXCoeTg{FBi_%i8!}cv?RpE{Yw@19^8MhIejdxAfhv1AKud2 zZr5X;UPh4-xmnpH_CEx@&5WpXX=va*K*!`*cSw5V#g=qrjPGx!yF&o)>zv2-jIP(F?Ucy?@h_ zvYB8eRaDi)`hjM-(oZ_x33Rel6R8f>BUzjs1T1IfZgcLvx5u-&J(_r#*lYn2_yfr1 z&^kk*O;CwAc^jS`mHTpwK{(QRgMY}wC9E=;8J!^;`ycYZDWmc?n#?o@2GmOvaV%#Q zWqqXM&En@bcK6WIqbAOdeL#R)3A2#?*|4{q{`uTQR#m?eZ=#g!oT3Kow~~%Z2}Q?g zcaDLHFR*m6BdiLyB=tE+dtU(V;HvLE3t5(VWtNwqVAAyyDT7sz-4^1=K7Vx@UXQ0n zpWU^`yqU`D5b`$j2_A~(3}U}G zG@+#eV;0Lll%4MAzQjXpzO7GZ_MEC-K)=goi-m0Yagvk`q$pfURv4Avx9ycl7bie% zdWe3KA}0L;&P~qI+&BCBfPciND-IE9RM&*zU2bA&fy%A>V(7DpQJjliAR(u`zVDE- zo;GD1v2#j6|H7;HSoZzYy(Guu%Vqq#fId@S!{y=|er=rRq@kl?#Su~5u!(^;)Je#^zPZ8>HEw<~bBF<)fJ2Qd@8=}13c;Q5asnadp$G*`JifV^#t{EJ(SYWVl+7supeWWo^e7i<+*E&eT z2hiji(4Sd^D)}USEPssjl{JuMTmVDa>RV-wB5EV#Gs2f%oQ{DAai1u7;?x5}fZoE- zqio;rqPHtg4lp)P>aFy6d6(l2_QW z`m7}~$nYQdW@z5HlcwXV_K;&S_z2mw?jO*%;JqB|CO?}4MSm9#!}`NHc_2tiQcVh< zIjM!yyMwXIM@JBj^tcbu$P?*o&dd}ck|pnL22 zMI28$r6OEJo_|(EmR9gxl@U6Or}V9@K;5sQP4?MG^-ygz=_)RGap9+Kk}{TLgq$sjY-HJsb8iP0DWY}7J$y$< ziPOvke%u(bXUVqSAOI3>{TeM%YlU`Yle%(Jo z^>g}Jkv$eK7e|wqP|bm_!WjuAv>qxfeW!RD`378xac$?SkLml}|D-IK_ zJoUAABGPt+(CX!S|G1thv#0YII&*M5{tH7C5Ih3;AEp5}r8U zcYfP8(b|RNmI^fJpxt~5u#b|`Le!D%9mMWAsrk< zfPWghTA%&3Hdhh1m7MbpRFQYL(=>>Q6^LTVL%a}S&!lyKw zN;FMbyHtxM6#6Z%APJd4jz>czkmO9aHVG^&R2q*njzxQeu(E}n+0#B(6YmLlQDkJ7 z4-+ZI-ZkBxRe$^~M4?N{4O>K;=~;sd5zU@YwAUfk$T?igJab`uFk%0hrGHS_erfRnxyY7SfUp9DO|*1!pPB@ zl2soi(3Q{;+Rl|!+QA9u$(}6&Kq|IQt#~Ycaa1db!E9RpgQWVLvB#9*sT9%ny%JjS zeAd)m7hmq$g9-_yh@22+VSg|n5p;jrHKNwrtfJlNTN}C4H&UrBf8d+EHv$*y-k;=1 zicK>5Zc`OFa~ooo|Dj8|x&jTkUDBc#=2?0`WU3d>=gUT{MhnZ7BOYpJQSn(Csa*xq zhZQmP=#A>fc^V7LL21oTDS|HCYQ@YKaDHv9SAXfu%>rKcB^m3u zCe;HpNDq<$UQv}w%6G%ONHm|IJGLJuY>tAW;bc1t79llz*;=iJ%EG2X#sk5QQ=QjU z3P{16dqHe%w|kkl!>T!=vnB66k$Tw4(G6V7 ztcUex>3_4X2MMDRIvx|6H$OI~t*4PZxRE-Baieeb_V%?e4GqrXXP-G21eQfTBgV#@ z;mba{!B!d(`z-1H$mMd{FbI*F*B}h2*|==&K26{=9py7z5aM0L) zj=!SOoT_hkG11g_@pc_Rb=sZIZcCICa4-?&Rwm#y7!aFP6xa84t6~x|rLEK8AeIGMZMichkDyJ2nDJ3X}P!SO7edd-vt{FdIBY@?z%;D4l1j=AeuphT)ifJOPEq_}AmOWhHPZgtxj~Z6}Mvcw~teD+= z+)j-0AI@bQj`duhKl!M&A#*t85o=h*)oZEjX5g3Fmb%=MR(>9r?USix6Mg7L*X`!)k3pH!$Xscn$_>m)@rmqM+ut8M;Vb%bHsY=&Iw&D7g8vZid@y-!kM{lOiC zMSt8w8NTKf$q4;w*>WWy%f(&}%Iz4fgwfNN~vF9fneW{ zRLPi}61BsfVn1#fqD^dt#a|NvHfEfgD1Xw+055%uJ+0^pd6*YX^TO?;=oPkoY{R^; znF}cf{dVxJ@eiEX;PJKs`912u8Tp$zH=c}*H9n}1Z*KF8k%7b6kPz6-vx%KiE*QQW3b#Q@!jss0jWTYE;Bvz-On)f} z?b6S9j)Y6%*L=k^j;fjVKJi=_MErtN28#i$dteh=7$-hT55G)mKe^tvub-+I zG#1--LN>q=8L5Y%Pg9XmfQi2o3DLh(LOGjkRvi2lF-eq?&=O@Z6;u1zN^FX=R zaj#8TOsapRMT>kZ)Uk`8A}~WZWq)yNg20h?<&;+;^3nbd8-@1g%8lkW^A~6&#bF>)?l^q&^W;YgySviCWn!`#fq?YNRsSHZn8qNxn}0IX)4SOoDG=ZO4LNv*+UDAshjXRvn*eT`3+hcMmTq#$ z?RQjD;vEH*MRmq!pC9@e^<_q<+K<#EUc}*6_rGO_VY$wPv0q%D6{S-~im1+!?5NkO zEAfq_)d*E(n4xCVx1!=8?r3RHb7j zvV0QHPZoGJp!Z3pBE8;?e_O>WInm)tzIjK_!E^N#-lBh9aLT#`r0HB3x}$w)K5^$ zWq!lb3>)b&niZ)?Y-4x=890k(@p;pOr^l>;@a=o(rW!TuEr0Ntv8y{M3iD4}sMf$< zrEm|z{@IETwW5w;aK!oARk)Ix-})8{e^g1jsztA3${K09KD1dS;c{Fv1qZRW?tx`^ zNS@?Rn>Ghtix%H@F$hDeVc34 zfIo}O4}o9ieSf5n7n3Y;3#-ymc@J5a)41ag#qAdYzI((js2>?!JAH%>4y3_H$C-3e zI)0C;yX{dVkPLNlsd_sqe`^2CJ@L7Q{c?~oNUK)H37xFr%jjVn^i;~%V#nvn%bS9| zD2t3b%5m)*9%pN0rBoYsM}yju4gB>1L|PK8$m6tNsDBkQ|C@LR^Q7x2hny`z_qdl| zvA==0Y}rHOw3pg-SDI}dI)TyeHUsTD!(0yy02~7zpl2?d2|Ge{XfN$35RSSnN4fRr=d-1B4quhO5wF=sAyK%V;8&VQoeygzP})wyZ2Ih zVRW|omVZCf(QAmQ+$>MBu3M~)q~Ok}*V{^5cDd*kJ2rdubLo~32Hk%%@Y_e0@kWhz zJ4U&sZAihfWo@Bi7n;GMX2?_*UpC&+3cVi6_m`^8mqnlbq-85WoRb_`SfxKSI9 zW=y$FV%htFI0L%8XeOpoEk7wQ4~9{IZtyv1{ePZc=u5KQEr;2j6xGcViP*103^yo3 zS6UnV(E!-?RPu3wL#IpWAYZEjhl2IWa?gUGHhJo#b(6^`?fc~G*9p=blk*nX%S!AEOI{rs|1rL> zy$;P1h-E-HJ^~K&ZvSZ;1DS@0^+Ei#wSQ^xo7d3#E?`^Hw&7Ov;bD^X!?)B@L2|q= zmi_=d`lr&{oFb|n%KUK_x2g@db|om?%p6Z-dO<2SCYDm;pi_q_v^kf}WV?;rNmPg1 zguZNmySjg?cC2}hK8#fKN42Rq5|p`~L{{H}4Z%GHR0K-L>+6lv48UQ%T1D*O%5hh994HbEygq6B(ZSWlBp1(hcMQa&U+p9)Uu+tb{`X@AFDuY+NAF2;^1 zI+n6mP+2AWebI}yOk-*3QmX;`zzCiDN#Uz9zOd=RB!H;xofK7?w}-z8iO;#{| zAC^oae$ajA$+F|Uk4)$cWW;ra>pakf|UVE5r)_Wo7;Tz-I{RwrwV{J42(~7eyEP z*>-%ZVR9vy&+}=KLBGGHSIPi?X~-swt~-HEeOhja5>^<=nzzUnMwRovnjvFru8Qhy z-m7fNGU$E8X2P3yOG3LkPSp6M#5hXTO9>LZZ~oRi;O_RYBY!j}PWA2m{bP6!IewyJ z;JOyIo#mS#rfFN%)Qj1rQx?t}0m&87BZy-HxKZyZBBWj_RJ~R*Jur?fQ0bEKE$y@x zV`n`n=`yT(aLyW2Q_shm8Od8w%ci-*Aa5ly3BorhDQVe&I+rC9w z$8Ib6BALoTeAEVzW$3E<@;$$}ItnU$Z6VZLED|T4IaC`Pc8#WjFx*WaP=+nN@TMp? zQB3U+d{CT(;#PhAZ*Ru;6k628p9FAdwqv#gf|tcRC4@jsEYtaBVbLc zMog4?<$rl#p2Ep>Fl4TO^Fwgm%W?T*{&N*lY?n> z)K7k&7kh_&qRJ$U;rf=f?Y5{$tfl%-T9M0V7V4cpubB?$wk8vf`Rube`uUay7ea%N z&VMBmVV~pb(N3@kY(u`8sUKKzRka!kbl-bbT3ut`=XU~qvF)bw0&DUG^go|?vhzw# z&*LSwL#GK49{g0r?N$DSkPGrMaN$2uZECc)j%bL!2EKUGo1Nn~E(cmE)FCinHnT< zfc@s4jC!oz_`t+^sGG=szE8Dt%)cyO%-6EdvF=yeSnxYE^qHIykW+D%?B;^O9e;7B zL|r+s;|-!CJ)Ad-=lMXX#{H-`YVTbi@4HBFS^N#I-|r(3d#wAnQ9j3|E0K+}{{WR2J8BALZe(+Ga%Ev{3T19& zZ(?c+GclKdxB(TjUPdk{0y8t0fVcq^v!ZXh8v-*mmw>nd6cIEzISMaKWo~D5Xfhx- zH#awzpnCxo12;G~ml0M0DSx*GRGVEBEljZ@#VIZ+_TmZd?(SBg5FkLXge15WcUs)7 zcqy)hVl7&~r=!>xA`*t^tpn9n1!z40A*A z@bQAg0Sa1LYJ4C72qeG@0`cRqvKm5BE|7oxc&x?{1QH5!6aNo{0)GMmM&0`q!Kizn z7R(Kx?%@L969DiDi}Q(ygFpa&5J>DFAPgZ6Pylj3jlTqYLhS%rya08W8w82RssMxg zAfOJ8sQY#Pc?7WAasc?m#6-CNOb5uhLJ&|}up2-NjB!LE?Msqx~m0t_9Y z$iD&xFng327y$v?J6xc)5I5v~iievW1Od2T9bllQ3DAK<-2MV<{srI${Jl8f+;6jzo1Fs8)fM7~LgM}IPZ5fM z*xv8E5Ag59b#{Y!x%vHL*+bpz?0?g+^MC`5+@S6r5H-cWG50RKfBPIDD1Z=1R75~j z2mo;hK)h`ofxj0p^nrgv{tWW{cHeUd@PotP0Q-9ykN~JX(D z&CMPL_+9LGzxNyUPtTrzi-7&_3E=?zcQI|)y>uY}_J1qg0we^oz5n9-f7bh-DgS>m z|6S$(s`UTuNZG^1<3Vc5fa&CVP_mbw}6XXR6{^f@vm7(4cJ6$Ns*6}ad{N*?LJ#a2iH;66_3H|+w zxz7TD{wH=nWwy@uuMyqk*x}NAQe?QF+^e(I#Q`?(D&Ivfnu!(=5?j zv{xo+@(ki-h(0u3`dH#_Tp2ruJ_A-F|3B(`J|}yzk(VorsE4;}cXrp7=V(&Ui5Y)i z(?_-13>t0{jhd40X)z0;JB+j-^9F zz5bT7cOu|GOLLqfMaXF0X~lSFa|g3}{8OIJxOn-hKVB$dIX$fobtosq z?&7oQY|T-x0Q*~aI>wjTJm+}tWfpp1Yt9C8O8HrDiYDT7;ebb$;Ye-J5?;uL^*n$S ze#BEyE+8v|c+o|4 z!`E~n30{AapPj4v#Q1z6*sg#1Npp~donT>+VF}R}A#v{YD^GG}TaA~T3$qejzT=M{ zn#R?T`Vu$;D2w%`mc9Cu!4oGG@>(;Hf_N$CvM9DYu-aG7B^uFL25DVU6g+^v5g`o&D1^1Ppo zVaG_jJ$A&}kAf<{XwAtzwy5rIydl$EvGt+Sm8DELF zM{R^Crh)#HX{rw;sbqf+vXS2@Rp(jzYG@lVYxkp*b(+(?1G_oW)sg=WV@PVaNv)i0uprf z!Sa2ra`cevYleZ7(?=K+OjR1TJ6l$Gcqh`oKK?R$MucCjh9+$oJo5XN%tsa39W0(Tm zW_wgt;-W_ZO$@Tbrfkk0i&yw7{4(LPRA!7S9)T9~Bcr{|>ZCgSA<3k@4vxvvC-n95 z{Bn;=(BgSwyfZMVnyp6Y^wG!3^2?@~&$z*LJjnU8=xMw}?5m8PBR zgX*7{_H}=2CUiDmyc$R}O0PZ3UI%DJx?CBm(ha&z-uh(sLX7(R?|vb}{wkEJWrp*Q8VQ2srTTia?m04&JvpF^@Prfo*PoxXa)eK$Ap|o zzf*smOX+zP>fDM@2>ps;rWH?}<1RF^qR`ZpNo*PzqSRKX-ZIcSn}Ht85X?)b5|Z?f zpGR#z+B_8CoO5C}>B&{x72S?yIhyi6%6rnH9J4$$67%+!W@lbAS;Fc$o}FHrx*AJ! zTUw9VAp2)33RiviZL;$sb#tnuK>Jx@3^9N1v^T;HYm`=eS4C5SUI6@ed#~vXxUppT zUdn{x;2+P*P4_MPxUh$;Yd&ZlN4+ax#5gcYAl?7IjoVHA##MHblj1tTkX$U`t5Pd^ ziHVK_&wSeK`#7Rn)gAa26(Lv^n}G?(!ngS512J%NiXlwN$r#HomoNI5ZzR;PF4ccn z^JY@W$3(;5H)!&BJ^iQud^74{v6H;rPPnmDweJ^!`EJ8m^}zNm^ZL%F+Zh4t8_$AU zxEmtW=#iGONk#S90t9@KVb#!hWjJ-=`6%wb|!30fqcq=7JsugRr%(fXZD)>aH! zejA$F9>oN`6-VyV%;RY*2(c2O0g8X1#K>0Y`>4XIY-|XuPl$NHTT^kgOD-d(`T0$s zb}9WQeH?&h?2jD#e(x=QMfS9i5x0W+`PrPW(1rMl@rl=QNP?a(?eU>&SG*0%m`g=GcN% zX!9n=_&kI`mPqShyrh#<|E#uT_Bsl|{N*zCouBgcH#{WH?eALi`qP|CR!^?qX)si~ z#xBY(SryCuu{GEIv~8-J6o;EdAA;*Tt!R!>72h2X4;=nk{WBUL+jJpW?ncyA&iBjd zw;W8nPHhRMjm$tQ?1`lEPWXRv`&s(qx6}$MrG!Dr+Mn`kU-T~fO8_(;?h6xl%PpTz z4_I4obUKLx@zE*Ko;JJ;y1O+hW#zmQrnUHd+$_JfnmnHKCcorW}stUUg4~Bm(88U%*imRJ| zcSE>-P)P6kqfCrS$yYVBox9^V{vUY#(rs%aT`oW`ilW%dDCVCl;AC*^kJ7!R`||Yd zEu00wc1R2^BWh$(sz_2+jdw-kSf*Sm7Qm`RE$eSWvt3v~tlrK~ZWJ=bgT!{eS&i|$ z3vdq9oRIzYqw)j6u!?_F@3S|KpLaQ&YqDFRxS}>wi5IfSXOtJ-DtEkz5jaG9R66Go zSx;m4ood#V$qg6UKM`=VfDb}x^uN|#A?;Hdi;6#6xCYre^TF!4ww~iej%+Ps2EA9> zjkGz4P2*iph|zK>5= z*W}pGD2zSEu6sS(YJznJkC;Ao#x4vU84On$bI@GQ7$Vn!#m z&Si1@laCbLN%=EhA*HxrYG0PykYU>&OQ2zAgBbYB4!NJ`j%5fWet1WeHJ18l@~v}h zd+UgblH)Ynw#Y+~f@mla&u6Dsm9B(r&+CpXHcWp@)SQ1Fn0pl#;A)by!*kfA zwJJB}i?l}C1SI6eeYxpDzLh1nN=CK=(bMzRm7}`Ch;)*aKD;9Q{NHF@F2 z`5L(Cw~W0rkpjyeDP<$%&%I)R@i>*P>9<9)m ziln?YP-@KDylnWBwC2DKMcgT7QHe*-UmZ2x9V34+>GPlM)=D`j{47jt3|^GE+}@k> zeJBxcWtrTL2)zGOshV694MhFI?>XKUR(LI<;_#w1@(4_SHhJe`ND7Qdct* zltf}?-tP99w zE=}yZ`gwM|=+Q=T=8qg^*%G5EX4Z|+B;i|0pq!_dc(QYM1?gGK%9^p1%P$WysUKY| z{-~#UfFY-o&t4sY{Agdt%D!+7A5;9Q%EZrxmB9m#!Phtltc|u=KM{B$<)L(}x08R8 zj>EpEC@In4RNFh$a<%+LZS#^JNlstbynHR!=n$cjJgRLl5M$fVKmDt14nfKrvA8ZW zqwwOHf_%Yh>~<}=)FL8b!aD7UJjcboik;tbu`5#>LYu3xodRm0|1MKD3Fk{YKg53) zpK(M;{+PsCH_+gYQA%U+PDbf+OM`zlJDaV6>o~dyVZp+W%VItk2lSqW3v{CGt(h6U zs&o&E^cu>|o1jp#CB;w9@2P+6ky1O| zi7rzgu>Scm#gs$e`(P<)Cjq0^8&_z8ciyp_8K+HAm3lY-3uqACwkhy^D}{Q=qxFcl z2f-!c?wAz)gN{BLi;cI+5|Ut;{DWjKa(ogmUdJ=4UoJ~#zJe!GGy6S z(>h!AiABp2r4R&a(fil7bTQ{kSqszjW1(Xuq6o;wM4g8ipoQDmk~V*rsX6(r5AfFW zsiL?TB%}zkF;%`kf9@+vEMkCwvqjXiL_42ujLNR#G?iw=g0+I8KBQ5SGY{26{I4@k zY--jRGVvdwG$TbP>Okp3QU2poyPY}=9Lw&XHi?x}QMhS3`RGMb-t{GIeOR&c1fNT- zw)&**l8JA)(rYGl#5R8;)p%ldVGJ%HA2BD(tMygZgrt2 zc|yhKiPQ;d4K;kw@YQ)nDBaE!d6lO6qAt|V*#s`K>F%RHDLKHf>WwdT!jt0}h51Wm zoIIe`taablHgo!>)Wyc9Y#5+qdDt%S zYPrmSm5xp8txtb^k(okq3a-uN`rFcYE?haU#~MX==N$mLs>B@JA|>GsdKVK!q$IZB z?ShX9}bv1rOP-*GD{pA)A}~76W8;wxR#)dZRr?cg7w~kK#mMtog}j(zndR&dY8D{XlKPuY75uj=$qWOh@AK$DTBk5(NBD%{4r}kx<^vx60(R*V z&armBQXG1uw4_~M2=?ygRu>X2^E|@GtmD=#E zEOaR>gj{R61{Ot+Bc#G>t!oL&ASMPfYe!@Wv9ZlpZ(ttF;~oUvOWm8NO$U zjK3Z8$^H_#pZq{I4GwMHx-+(Q%(J9&Vf(uLO1WoIy!8XIPVo*4^I#0l6GicIv{(|f za8?fVhvZpZ}#tPf^ht5UD0+5B$SO}z-v0p~@t#*frFt`=Eo2rth(tYYfr_N@YSH8l}t+N=H`mm%VV z{t1gfYJIN9ES^2EG{ut4d54H)oLisZ%iV%)Fk{rCZ;IM(h;7b;k+W*wf@;T$&@UI} z!EB{{Y?0k}ThqVXd8=cGF6g@!Kb3z(QudCO>V%oudI1%^>Vz5I1~wPvnkA1ly+tFqZfp-pp>^^u+rwf+3|Sm$}ndPiG)am{D^lEI#nwkEm$5+WBpuoU4c3RaBu!L)8O&FJ$K?Q#Uqm6o3 zU5sYErNQ+R(_^h0M5gkiQo(d4G_+S2$$pa2$MbSY+trX|9y)SQdyeTkBc+}3!iv*w z6!8=F_SQRH$u(aXY}_9ny}m|U)=%Voe(EYwp!soq5YJ+1-G#KgF4dzd^LTAg{|kP$ zu^ULtw?8W2jCYOy|0H*2=#Th&ueQc zRl&#@XJm+Yctpv7~|5SW8K(Y3oIoEDJi9N25Zzv8rLuRa_AL zUCwsRN|Xpc`YP}0=EtPQE1h&1M3ku@Mkezen^vo)-ip$jq|o@AN2-6<7L+=(Rap&Q zQVW?hd%DshJkN%n7_#wX&bphrRfcR%Q@Ez>(an2D2Wnyiy|a`K6)QiB@1+qIC7$B6 zoYXtLB*ebCUIDUeNXmy?y~M}V9~~95b(!<`_^z_!TDqVgs5#F`u;4*^`)~!^_IZhm z=2Jtt9G2-c$R@t(kTHR(6l|JedU+IZ{V6t^ISHt zxRK16i19a{RT&ze$Hz(2Ccz$9Hnp8Sy8T*NNk<%GhIe>9I8P()b=GP7 zTm_*q;|6GgL^uzJZYm!=Wy^AqB!h3aSwcNM6QqQp{2E&-o#(&)`WVAdXzT}&sK>F5RzeQF-B_>D}Fk8Kr=BPwmPdhFQn_R?10At$H-6_LmE_#F!| zJbL^=S)o%e7TbTSAN(SaQ`uZ(P z+T$oRe)IDo{g3_+T(3LJH@*3ABol}%8w^f=7zGA5=mfD&XaExfmZ_OfEd*x-Lb_iz zF;teBBZ8I)K=#zD`I29BFTb+mOfHXYW?68Whxfu#onUK?>|QDd+vHQ<%u5iPV-;h1J+m?s=*cL;j}{IV zlZD9bGWghOfrw%C{cfFy7(Io`!A}oAote~`;U?y(3#yZ z>#o)clk|~I=n$*$*y3oP3*o?uR2E4ky6mcT&f|;^jI4g9xGr@2VfA;5mNAZV5;rTf zl!glvTlR;6!qK+-Ug~YL zlL%b6icwMOgESt*oM+Bn))$H_Xlaqg)b4KN~IP{dQ)jX!ZoPrufrW@OFTwMW) z++??GB4&5j$2;&YTuaS;tn8<=Xj6nOdvYGOwjN4< zej&SN-otQPS`yxGN?6($BKa%z(f1@C!Th*W^FWa$A@g3>8uol>J#BAr9_1JKI}z`l zhrj+%*Jm0x2=eR8p{~5t)`93Q#i419Yjbov{^2OFvWfU93G*i^lt1-n(s0I;%7aB;s`t#@*t#Y}eaZA9TNuYu zJ+^xy*ERxtG-zn;%>2FEMW%bQ+@Png3L@)9(hs@hw+32Y5gqJ@NwKlX?H3(5rn%-Y z=!u~#Ts@W}&}J`q|3D;bcD#St62d(Dp?uomA;*(|XTMmr9tsfKnGdMuMPDFPQ&6mA z-*E6;9vZSLNL!^uicR^D_S{4%+dM$)z2$j4+VQLq;;}L9DCt9_Kw;=>$2R)j!;E*Y zKx!G7Q{6b0H>$D4i+_sM&9({@u2DjqmBrw^h-a(%v4@`1Xjt+EoKt`HaVCSPDbRL3 z{Wxai{gwfHWH0x%`)92#Ofsxf?$-dN@=SjDjK~VimK{^nC4pfNxl_2)aYuql0fr<_ zGxpou36Np5?nkMV@{imqMe07Zbj0yM;qAk_~?4K~H3 z6#=A?OlG8Jc$YE=IRk$qATS_rVrmLJJPI#NWo~D5XfYr%FfcU=FHB`_XLM*XATc#HH#CzF(iH?YI50Jr zaGe1se~kA9P+Z&A1qu^f65O?McXtc!?oQ)0?ry;)xCVE3C%6Q6x8N2C?mUj%d(Qp- zzv{i}s_s3ekGbYtyPBL>QH5UE)Xo?vZU=IvXJ%mH0f@>eGcy60m{=K@m{{P+$yF_# zZGeA^;mOs3j!u?#AfA62h&lp|oZn@ijhx@@f8^{y0BIK+05dCqnS+O!lZS~3z{14D z{U1X+M;^duBUejPfE)ur+71MCf+rWXv-fbcG`DbmPxGHg0F?}KQ$1iTAuEKPtQr*{t* zkSWj+@SYr?A|(q@um^(vGM4?zfDZ6?Zve~;%>NDdxAz}`EJ1%d8=08c+1eX{JS;)x z05eM)AV5J}mciNGnGRqCGX2BQ$i~U;f8F26)yUGu$oSph&&rJe;=)P*qj!RT({nO$ zw6u42VsNsw`GX?kA7S3RECw1f1Ru~$j%Mq^*1oH z1eu!sLBiC2{C>EHsC`uw-ay9oXtnK{rIz|O?P#L3MH06GAG?j{zDe}q@{f3OGs zsbu~`{La9~%ihi&VD?S|=woRHeE)&>ax!uS0-POPfIeRTR{Sr5XJ!VNTADZmjDhBs zAozcxzl(upf8qDTceHc|=rFy{9y5UHkI#Rf^xntI)DC3h@sIhR=gTOotSzY~Px}|+ z|LR0U?A!rf^lVH3dKPvj0P`P1f5!R#;Pby>6pbwZF5_RmQXn%s0QXQDXukJ`xA(#GR&gZH6zaeiL_IlK2Y0R3N64d7o(D+e^Sbg})vS}A9vfA>WY2ASLZ zw~dxg;+F0}Q$6N|s5ZU6EAqhpMw|ANc_ zM&Lhe{y+{c?=$s}!Fy?D|AOzF%>M=76IlF{?!7e@9`+VM(7!C+e`S{cg70js{{`Pm z{&%u>KDPhB_oZa~SE%<}fYI)sWbd}`FNuGt-z&BMNB!<=|9(+}Y=CCY|45ntmj1P5 z{}sP?-2Q#F?EdKt+dENv8yBa4#ebJL{0qKQcl;N8=lO5r_lVB_g736l{srG@yZ#Hl zQ*rwTvb>k>{xA4mf3wFwb-lZK0v-SA!~YDniHqYqG3P(8p7*K$5B~E-0tC7PP2iUo z>`Zurt?Gh1?rVhc-01fv_-D!YG*YSQy_Ow2T^VGd3foCwzs5WwNnf2#`Zd%rk%s|Q#^w0`(5 zO`hZ6!iA`qhj#DQFX3K4P_{buWnoWgznVh^;kj&vK3XkGH=uZqJl8mD9-9Q(nVtZa z2KB-nY3}BB7BzeFjY#?{ExgZZG;5)k_7+Rb!@TEug({0vHx3z&HZ}po4eHo5g_p=- zvNYDBS4rX8f8dgPD_6N*m4*1ZcY*)m=bRgZ8xE| zv>DyNkwgKby4@fW&AFD<8c1;1WhS!TajV{AW|e}!!aY;}2AKP#WpU!)(&P2i;IKaO zW03ytOG?}QNb`@K9v_Wj!2v;hb2nxhF$Ls_(OL)8m<3*wM}Gya}( zaZ!L{!765$`GqPsL#!t}cO#ZkiMI~eI2TmLc(GN9$?&<ku+5KA9u#Pi=N%+ z%A`J%Qx-1E4agkvg?caREqyNR!>REX!VJG@fA(jo>r}X>0{fVWydFcIxxWfQYS1~- ztp58IR|HQ*^*)c(a|^6*ab|pncyxM)%*&=yx0tQJ1;EQ5l?Gw+m4bM2$3OjQlb1vcZpmj&`>#EdIZj{Wi|Oi z;y2>OX?R%{FsxdgZ|Nx4JB5DK#8GA;nt`w;hbWP-U^{&Cl<32CvB|%c(G*$5a*2cK zd1_H8QMO*Egb}5Ysu`e``|CudC%~kgf6Krq`n))y<2Y*JNdwfU`lh;1<`*RA@e-~g z8B2d4iZ7bGk%+S=#=8Ah2_y5aehaWu;+r^_NI^iDHuP=c%OYfED)ojct|kfwWtooIAn9CLH$Cff>w!(U@ak(qNUpo-aPF_$ z*0#^4z~)M*~d^iJiEhd*25D zcg%JeNhe{&;lG1O%u=1vl3`erf5AQ;q3)r>lK3IxWfUf=Eh6!)6P}R3W0eXqLWc57 zABzIhta?fnhm;~2na$JDV?_&n0@jvJH}=UKaC{{4eh3#9M`mo1f`!~X(YV?(^iFyV zCyma<&R4F2r61dK!zDf~Cv=X3CcT}e=+i*&r}F7H?(Y*Nn}YrMGKrWbf7IBclXu&? z7v|Z{l@x-dJ28{}*H0j5)f2bQg#8Y(98-B+(Uy#Yi4}$0g-M}84HkEzLoNqmS<{)S z9Xz`e-(6;P#;9Qtexcgy$1`H4_#UlXJI@EQvxlj>A%F7z%J0)77;f7e+bnu^Wqq4~ zDuWk6DT`4gm&05U+h5|)e^@+?%!sf{$)>QS!yX)Wf!!+`00Qw(CBfLTAa<2YH;PjF zli8Z;ZxWvOCEUl@{KJ&-yHsN@9a7I0@{bJ*Ub_mY0K`;g2w7K?d0Px9%f_N^ieVDD z(_`Cyp=OQwFO}E@m9}ff3FmL#W!dmnd5v}>P?5GRX+nX-q2ozlBf(O^g1Nkum+azEdiqtd zsCErBF2Ie2U;Sjf?c@*)&=zJ>G*C8Q@xOL{^4OI-eB24v;K*$V>gB4eDQ_;wE+7m}@9K)a{dmMdGyPTPjrfhd88nrrBj&{h{-v0}) z*Lv9)TtKA~E9RlPI`2|$$9UK*;wRK91qOw0Tb6VkTwLV~gh8i$UqZ~Y`E~iXgh<4< z9%aPuRdbD>e^S48sRzW^P}!JQ^<=FW&s0XQ6So|e%_q-~>TbV07_liaW7UlL0?N66 zI;a=66ps}G;+^!Z&+?p1V=_R9o?m-lVJh{2g9XKj(h9Rb!TQ_m&&rNkM_co3_5K2DoZTJZi%!e0O!(zU-Cd)YzzF)V|D8Y z10-q0e}ulf<-D|<_PPab?l`DgKPBMx*V)CY#@7xLFi`Qc4c1zdB^vLxFOK}F2!%h| zG^0)bVm4gka$&e~q5ZY9O!9aoz>J*5wFpPt$!7T1R z`D^YlWfNfjYWp?1(Ouo+rf~&jI*UY))YBI`f2G*o^|I$v7QvUVX}3!QB@B)t+~H&x zpcXCBN>S#=e&;e%A=0}NF0d(U`OvvYnVJtdv%LA;$8!lb0pgET&dZ>A9%O6 z3r$}udY{fd#8)CeZ_;!`@C_E_ChZKM1*4TgICU3s^EFDuei9Wk3{gMIv)Jk!=_kif ze@d7TFSJwa?Eg89668l#7S~BK&C1$wr^vm?eX1Sp#2xy9(r~Ae@YAW|ipB$vd}870 zu+!|#P+~KY5VTp)$4q?!jr9-;7B)B3QX5Z%eX=x@N)9%WHVwQyl0iMmQjf4z9(G-Yd+s+hl{5B22%x26X9a)v<#UsT9d z>*d>IIAg0}X_eC!PIVj$GoFXFZU)fKv>bpw9komN9}6Szmb5|@AFtsj#6PHs<(*!= zMqSLx1a;3NNk&oDH41#tRuY;(l3Lz!CePn}OU~@pDWT@p}PJ&m)%@z+s|W5xMofz^FwpA6@L5Wl!V?p zcy$TV-h`k@Yv(V$`{8tRVV8k!e=Own)nfqxmRMAjDAEhd1eQU=PrK>#oN%8B3xu#` zY#(Coq?l?-MnA24TRkzCK_Sa${~Z#w1<3~Oqj#%sMg!O3Bg064aucoD#E_>)iE9wi zwn3eUXVs6;>@U|Wg06ENu+ZSgR~VedKj z#No7rJXG|2e}`m)r&T`K*oiD0RV2U>C1<%3Gd&zOM~Ei|eq7&t{8cKpX`~YtXm+pY z&gL%}l7r!W45RVfz`H6zxPXqVg+{_Ea?QSc^}K(-EvZW~Tdo6r&zwAwc4opZf6rZJ zFTlbn-7fNS)#$_s@hhUqf1K*N)Ez^K4$)aar|Kuyc!Gq}KuZ7*kun*#9tS!_*rTmS z6}4p}PK4{okyY=lMoFY>zp{uvfwG8^&G!@cdV`!rtt_58cDdqe$j$v#JnuLQ%R|x2egY*&rU*hAY+&jegshsQ$2alCeyyJx7h!N<%mJGko&?~Sq zwNPE1J87L#wPMrHOOaen%6G7mUULbIqc)q~75B_AY#wSB%-fMN0TWV@q)6s_gX)O? z1qpNofpMV)WQhmj>+Y!6maz_88C41sdw6v0@cf>oe?|XhLY(h@0hJtRJSq3O5WdZ5 z=EJ&~oN+Q*G_*q^QJRcWc|d6<=QIs7N2IBt_Tuw=+t}Qq)!!JckKjMINNzPgL@e2L z9;qPt20JnyLuByK6v=xSS~qd&_w}cAi)$`oU4Y&iDLmOSOc~NDrKp8q0DBr=unP7I zLHpTge@)MCp@d58EVy)|iUxmr^fX~VlZY=zHg*~x8sw-hW1$_vnu|$S4Hu_CT3%MG zhOFK;;I0H!hHaEmHaRbTTeZY{4bQnZvx>bxPQ4QIpv9_F&-o|pjSlq@0+uXJ6s#c( zvzmWp?AYHweyrqj@mM2syi8udN^*fW^D%Mgf1_pZ@$e;nS=XD-dc?c$K1EcctNhUA zoI|~D$s>80)1?s7ze-hQ08|J#A`n;adUcqB#uTV?+NZEx`_3bm{neO!`^Y;5!1#okdBZ zf3>&(v&olS5(lZ=}eS4#gOTLx6hah09k&+TK&HXhGJ*qjNNc^|cI7DVeS2W*cT z^_!|CT-XgHGGOi-mzj&6kenH#<`7=DqQ`z-z;CgI*D_av!VI213;5VW)9#yU*e9#j*mwPZ=(w}LSkh$e$FNZF0e;Yb!huoENbT}6-VKoyD+|)v`bgA&~UEl4y z?3_M7ok7)dL_Q+;d~?ea8@*ym2%}sGu?|QOc1HPlLSGg~hfe*o&8Vzkq|M^zB)867 zvCA8*$^kaFOgv67O24X1sgWkxuABKtLX$#}&QEanNIZw3pnMNVDXQeR4l87Kf7#+P zscw@-A8!l7ZnCeQpMRpMP4>pQwQEJwcD__-^Guu{^iLKHWHNuhY_#!P26p2OeK2&n z7XruihO9Ux!dO@fJ8VcF)L-Gi`^EUpWBSR^=pq-jX!uivPW40tvf)hEnAo@cUN_tx zs8b_CypOq_`<9ooM!{I9K2|?!e-1{3p7JC1dv@aY2q;!UX*@pm&hBNh0v~cbZrEGvm=3vUM^OH>+qbuGCwvSH`qFCg^jL2xtC#|Rr0D=3Hotvi6VznU>y2Y8kxU=Y%UHZj*YBBfkOkV+Wu~f~UHN{z zD~yky;uJWg9xS*@lLWr`-6wNS!ISFx*PQ{LDnihmslW`Ipn-k#p| zJ@|=ZnW{_3F3`~)U^-z`NW2zo=`*&JIyCe_j@*8*h#EkuczDnzf2{Bf{#@!T^pW)r zh?<^}eJHmiBw$6&r(t2ZE7uVw@V1yY^5(k@+&WYLEIsd?($=PlKHMMHK;l) zJbZ{?hW!GbnjfF2=)(&YK{DGRb302q@l`da8BzT1QTG7%J%N)m>f6~CqR4Qeb66>%ruRCc=3=!)Uk;)iPnUyih*(!O9v-DROMu8u> z3U9wM2^`fo0(x=W^=ew7I|QhIo@e(o>iOGbJwUMAbs_5<Ni`e_L#6EIl_L(oEqR)zvLdiKuUUa)q|=)yNG zIiJ10YHhO{#$t*48f3WlLCGlFqfIVkbTk#zHJ>s$}o@oX#wpO0u$vY&_C%<2IzCi^oqL9bmtZd%4f1|ipnDsn%;X(z0rJow-?b zY4cLTvvj8JT0JIVCH^I*$>|EV|MLTqH}t4;mlgB$V21F4<7)&)Rrhq&E6$j-YcHJ) zk@p9<%Z8B2B=wEBxJ>xe=M1Ib2A#DHKD8cA9(>5al~q9#+FSCiTDUX$_B9a|cJ43t zK|S>!f1=C2k@PL}XV#k^svdQ$@9G0 z3ICZ*h6<+ln}wWDsdfLS?>>Zu{x;#x(b#E?U;Ys3%8-|7k-gh=Faen5qvbJ?9W1wF z!nm3j$aB<(Lq+e3U(sOa3^O3SQ5Ddkq-w8JD6gzj9C4>$SMZ{tz){9vI=EelD@1&- zf0%M8tdCoTbs&RKwI~o+s*pcQQE_8o7 zYIRpJgNcUfDOD_&Yb2qWPS0Ptkx^U3BP4MQSpPZma{MB>og4@cZK;hg3A*)+yQ!3R2|f3F-0kx*klj_bc(QS6vEpWbZ#Q~>Gs%T}Lp+gTLw zQG7=W1mC9*_JK?r8e^6}1_k%Bx z=?SKH?Ju{GU^DL*g<^t#;nFOeDG!MMkfX!>J3nd1I!Qn3r&p8=C{h8+!u)r44f@X} z9sM{9@K3_W#kW1BO@Z~Fo7WP{&MMy?;0F;%1y)wlg!Iaz4}9il-^OY6%$P)(JW>O+ z=3e0!wC?osD`;r%OZPj-e~^_qQe?x)P3K+t`Sr|Wi!1cx4jg^+Nl0K0O^2>hoJ?YP zXI@s2F@3N)JRxi&&Q!Hf9V&YK6Aeq&gp}v*tHn8(_}4j0$|T@=a__0?NLp1+Dfa9R zfFX_mGU;!r2iFUGqB^jZ!V#q@JvP)~=e{2#b2pt=AR-eTk)pPKe;<$lIm%qZ_faBQ zX}x$w!l;;Hd@pgLz|<^`RzvD?mOS&;D7aa7j^K~ISVR@)dtQjbvWkjJt<>sJT5(_kWgL>^(WONLbe*PH+Z-={88 z4_`8m$J&ijtcr0MdWHudHin1zmq?R_o3EBpi9_FXMe2I^hOi>ENi)w zpLalx>AZNrxmN^#jK;bx)Ijl1sq1Rqi`Rg#|qaoS(c z1^9Xc`CCC>>qZw#+shtGV4sr~zu!5~)pkIA`k7-nXI*Cyr0lNDQLijj7UuGPpG8ILdC^y;AKErG8&Oc6leB)s)2y0~_Zs z3#y_fda$4Go$awbJQ$}j2)`t(doISm~VrToxd+}_>3d?O8cgKE%Ymx56zBOQ>o2dfl$NSq+E-tJ9?m|#^jlW5q z;|=D_=6|#^zFe9$;t|^6lKA8Cx5N>G7>L{GM#XQo+*P!^`UQ~8#TmjS%))FLVjJ@g zz4=@(`3hdYbcwP#ctr%2y)nWHb(fw7YKs*xlIOWdgqL7F6HQVPGstAmK=SFitz)3oiA-k!2mdNP-} zDEF^cNiP+v&NHqwm9h%{j)jh>-YU}PjxeA807k~dEgPC@!vtBeR!`d#H4x^ z=ko~A34GuAF=z4aQH!Y3T7M9=1)tzHSdy8FI~~VGHw6m+~jpxm$ek0^3lbaVD~L-HvZX9ZxbsdI8TVzVP028hkr>u zfrpcc#KBxQ4q!*HjE&E8-OZOha34<4jx2VIC3F<78Mwg5*W-Ms*>%dP^Wq_Q%Exst zFaC?mtv$LtN%uLhp_rG^4A4Z=cq*~JEp2AmtH(iobuLC-54OKyqff@*!+lbMI`9b` z^wEYCs2BBh681zV?GBgc0v{gs>wi#iu;eOE?woFrZcXy<$2OtVaGrrutw@JXXfg@& zS1&Y6*cV@s{{9&%e{|mNVFGQZ(+Gh8y#Ks=(ohp1SW8PL2g=(J7^99p`n&Q)HrxC}Or;Uqf(&}5rn<}KpODl)2yhI(bU2fL$T zeAqtC;sql5P!CC&j6vhUWRwhxB_u4lT3^?JB(h3IC^)`AtT)EgwNg)95En<$0C7v@ zd2oL4sc_gle-QFAl^NR2yr4008h3Ty+Ua%ODMWEnJal_|@U0?acz-@9!h2gFglee= zfX&_JEH}$*;Z^2K)?{BG;FJzxseZXnD{ty360@-k4K3{XLL*#p^EiC?8 zTk0IHz;*!bpD9FFb$=EPW!IUnHt}h1{j!k0MJe zLv^P!w<%AlJeSdA35JDUXMjidR1?`Lg4zi&>m5D5HUWPtPUen^h=FsY&n&71&kMoTY zJ-ua_QJR#1IU@IJgE16`LxE=z{$8oyp~T5ks`Op*@`UG78a^imA^PQj&e&lebISUp z?Ml`G-&b`Wi#DnovBg^@<1AA$?7Molu|nPne-Fm&x=_TVlJJYW;q%eO(CEN)cd3XSL2|#Hic8H%ddKy&k^z{gR;ciNk-OuIp5UBO zsjOt^SlvXw$Een*EG1TQ$Nef^*VtjP>}Lpw-YLmEwPxSive##4>A};@!Jxydi)D%D zbNN6L=-4meq^{GVy1^+^7S-Fel&&=z?6Nn}3!nGetEu<>6k3+#YJ8B>vG&fuPkaZE!MrSEI$%Ary%LM7?N{SN-s!{z^-r#u z=d@GH5633W9emcmD;apE#|p{Xwj0w|9n_B**PqQE$ZN31>z#P}7eJ6+y%eGD-zbQm zocdR(Zp{@!S!xEz**fMuwsW@7;BbbK&3_kFMa}|`b+F<{cSmsoi#pikB`>Z^v!N9F z-Ba46;=NUNFd>cATDX31e5`k5s)|GH5_jCRVcK9BoGFC-JglPr_64G^H6)NXiMy|Y zmQ|)`4!l%Rg#<}RnIX?sI8-p1@RI87!9jcf5o#5(UTx73^zr(sbD%@RN$JWEAPUgq=JQpwNNHT5& z&}kTKxD@$LK%s41s8VW6n{~>trhm6diIsgnqUlA+k6knA7vNN!O!tJWMLbJo3z^|8 zRix6<850J0H08EXbOg9(0$4fCq7=hN2p7{&%tX~AJ;ZX>B4>KbYQEeNrixJ7*Yl-Q za@XDoLP0sW-FTz7lcf~v{XUu`cJs|)(k3yXpMk1|kq?DF$gFT(Z~Z<^pMR&v2dmXl zGa-gk^5W#=Ej?6N|F%{^i~gGn5$t0sp4(Xrtx3&8SAqW4&wzfq#oF)Dopb?Mx^z~< zEHRSMET+5I7>mm!reZJAb+i8%oF|5{D10%0}I1jNH5XzVYB8wFF%dT08Y%S(TLU zDEnqr)j}(L8l_qf1=Tw-?!-&|7$L_8z~2%hGJ*WyXOw@5IOMVVrIbR-8M z6=Go5^O9>gX=Za@XvB3gxl4YOx8-I2S6|1f&Q|lCmU!^IiFM62J{cJ8oiIqIp(kcd zYcbi$4ScL^l285!%748_$$ggJtS3=|KlVFSKvNU|YHa z2i#7fxEtf+qm)%{8x_$aN$4n{E*on6BK;VMtka}!e)Sqj5Pb%QGd%GLSAtN2YjQcl zD*X{XXOJAiJAVmd_AN!TA><|~m2tOd1YcQ_C4O9}gjgDb4F^>CdhvGK$3;D9^_#m6 zO+UX4tI$o+{Ae~c?*JFG|Efl{sUBnmMH&RW#Rw~&zLDm2nr7-;DLFwus;=4!l|NBG z?w0zLO$dE8E`3NhxlxecS7WJ$?2lC0iK;oj$XuBjX@9m5Ir~JdsW%o=qNM!|f|@ir zuyWfzj+-7;M5MBG?ANG{d*L1eso{N79j3b5*blynDHuDgj?mZ zD&dY?XK=O3moL$h*yNC3YopBxBU+ND zF>0ONRiSJzDQbz#I!12Z9&#fGBzc`moJTX>C-8hE4^K7^jvSMsej|czDG(`@^)9Wy zRHRY#g_6|^K$K`7;1pF z1l1)^gw{IlG@%)x(BzM=IA`0M^JCvSO}3>nl^UbVZQh`?grU}IJf$N5ym}?_fTPf= z-GAGE?)#10^(pqQzHPEE-g?2be+MF$P-qR4PKL*iu|1Q!RBOy9*S0pTZvvU@I-lfv z_J3liUsis3Imcvn52!;zmJ2arVTE4FQ|52H4Okph&_nLvnOsx|E(G9Vw?_K44rI5W zXxyQOe#Sqp1ruX5_gO11r`=(&l)g_2aCmY#hHO;7WO^I-1E-=`gfLYLXE9C9BVGK` zBW=|jxfoC#|G||i-3ydf#p#jHalEgy2!ENE>Hs5N*0VX-C^y9}oJ)jL6vCc=e$zjII?mpv`zfVF|Kdj&LonZS1e(6&hL&{Mwecd z+ER|R+m0LQqGN&WVZvor?9B7pNCpL?>-(# zo6z84imlf<`<#~;+L-oJ3!v&24iIZ0YKIPOV@ZvfaDs?!q*2^@yMDT|YybG@o{O_A z)G(uPA(~CnnF?hkkP9Qa0e{Yb7DAsSCTJ>8re!Xg3K_#B;1)|o&r9|TGY(Udv!RV= zw4qvd%>_7;S6I9Kbb zGWrQ6K`lHBMk1^fe$YTs()Q>yEjd|&zK;_83vtIfUtS(JSxaQRe0jLEX|7;r0IdTQ zq*WV?>lh&}&qh0_a?ON`UqknD-jnmr)b`*so<`+hnQb!W|ix=xh z?4oJ&cD!9P@nN&`%GQX%Y7>F-mohFHtx}dQxI#7u!e}r2Hn~emq-Y~ocK5p;eRdeI zP3^Wj`H_)$qPz-jlM_ zGc>xz3VldiYDq+$6}OExG5PQ!`?F^%Cqd(TPR2!69#ctv64<@ zm1R+a{mqJo$X;xmS!fL{6@f@cmH}!M4rE1!-qe&CWRVx8a6Ne`+JTv*4dx;4p%7^I zquEB}5PDeFZH7?Eej={qeLh%({C946Gud4w7uh*|gMW_f4k{sEv9|oW;Tjs(xb!)s z>CAZ!<6GmQhl?U`nXO%osSV$XvL((mk*F4}LK9-9#4wF(elpl(meoJQQp!0J*^txP zEreKsWJ|JNa#>(GZb+?Pwy*DV7PIJtuUV6v=4MN65Do#~sYo8a+n-zu=vn8I8AF4k zhF+Jan}68NQs6~qH=IhA4pJ3Gmmbk@)gbYHESrxzC%$V(?BpXSl>>1g<+{Knw_Za& zsV`1*PwSvRpuiTvUwiaZYPdnlbBz7|JX5ft)?3kxV6iPu5Qwom;1{eQhsyT|o(C0a8WHKuQ4Getf z=3hTTnDwaDz)jkkzaLo=4rr^O1zAV@)*g7M$d}g+yHa6X$=jkwmqvDqxoGv*ec>{V zVpBIE8gFm6&sy<_xac2q?%(lmX8$F*MXHuvtn;ml8|&lD&V<)AZMv-JfbEcUcnw)t z5P$B`0GmXN2u`Z>c1V>5^Ux%rR$W|C$)j`@4n^_eX%e1UkAdkPS5uMRqchqOG!`i) zE%Mgjr~GY1%Qo{pxQO#vFB{;{8|CL8ijg7gsP29x@wHxIx1UctO7F!#4|8RoJQ6RE zgI3S%AsP!ADa+P@0n=c$-}W9#I}2x5$$wGU*nG);Dib&TV7CB;f1rS+x>00RkuNWS z-AToXSGpY?06%O{%o9YVmn#|?Tjo9Ab$F!j>b-Lmqb<(+D6G^}4zzB46zejkC~<-f z%{lc^SYZ&KW~LBmx5viXULv(u^4X+JvKC9C5ZPH`5*D4w!HnyI%_y!4Pz`}04u62W z>WAayFqfqV6L^`x%tI>ZcIe7oLt1qa&+WK%{|Iut_<^6q`3M-grYTTI?u|<$t!rb8DgX?kt|AgE(TjLY&$rw3DLTk$G}9iw{rolI1xk;eOwbjstI#m4ef@GQ$pJCWs>v|S* z6EJ2jCZ6u&cL2Xg=!o20%BdKZ2_O%H^Xcb4X9rwF*JmCd7r5_u%zrm!#!0p)6~_8g z@{c|xk8p5Kvc^UuScrp}VmSz)!8=3*GAIJlKPsa5M~j+&(6=&$2Og@F|m?Ig0*aLObMm=9|b0FDCayxv9qxaXdC#Wm$)ax&`K#>>((Hkz>zUWFY zS5jyzs@SQN9b$dC4SzvMPrYPk)*W5c>h5z$mENE(3G0G<@luPUI;&0Y(*}Q(fQGvo4+MR6nJqNf?SH<-+H&SBmlZ|u6LnfG zcZuB|;ybvHgu37o5HYB>{%UtS9hj8iVoA>KZMR0CnNKTn_hPoR(8?sZiAEQ*K6_HD z+1ZGQ$q;)XzRkN-6?``jGwElgJz%0eBJm_4Mn3ZG}t{THS)SzKJ z!81j0Qb~M@RID$F!>+q>`0X@^#8Yt%dcg|~Y2MEB@_*ZbW&vU!LM&S$$WRz{bJ&U! z*l7P|-MV5O%2oxnKeq9!Lk$mJ=_mw|1Q7blB$aFAh1z~(LBS;9tFX@f_N@ow=%5uV zaqukOwmdT?Qa9^0x{3704cF}zIF(27TI@Oy#gJJ5wtlCFuw2>vmOq^0hu%T4FbQQ< z=$aSH!G8nTEQijfFAyv|>#~K1flz{Lyq;h}ZR$x|W82b7rI)yRU1zO;zUE2&nItkL z+;=roX0S^Lg>!Ar035t`9KB@hydP2<1NLIhig7wqv+>Tz#%anlr+HcO zyjoz48y9o2r6^6qB7g>c$V!>;dEE0^;^kmKWq&JL`iwPjE9OTsyKb>MI}6I@IFuMZ zPQuDR?>_Zq-{&jsT|<>|@o)nHUg+$Z3M5ALff}dkE{a-vJ{+_z4Cj?PAK4{-b?tl8 zFqjjTDz0FQ4-h3NHIhqpx{*zcC=Dpr=~a`pt(7NQJ!FsZD1^-NKGjnK?0>crjpHF!zk=oz-y?Yh8=qr|kJ481ee?9V zL((}o?tKkxpN%PGs}ZtGPmp}e{%E%hIOw$~YF)u54$r@VjK*gp7fjdn%XZ3!_Bo1k z*>2LOP|-0ggXgF{Nz(9f`KZnzFHa}WCK^^qhRVmop#ydF7hq?)v(WmX=E9@C9)DN& zP;5&&4-DJfQIJ7#RfhHcq(n{Kjw0z;)Y~yQ74_4)9Mm!UOoP2P{zR2oLt9 zCZKn68a#tvr0nu$a7G~R=b?+N7Z)8T-4G9WdyFh@an!T0o0n!X9cIX`<~@|bM+YQQ zJC(45w0t>W?zd)+kj4-peQ<8mr+?JI{IRATNAK9~Vx$t&jJJaM*4tBMSnyqH@N2(1 z>w0?mRi&v*p$eZR@YthOR7)bG^AQsy4#wES0A8UzF0*MV=sJ3Xc^< zlQZX3R#3Oq92wwRbPjdI=hCc|t3`RC>{Xh-jqb((BV1FAdQ7XwnDa+3NPlO#ji86S zOwsku2rV5|V8N+=P)jc)thKDYBy$|I6f%*Zt1HO$(C@Q1JmV+d2|_2Y_1wsKhN|RM zPpNoOQ~bEz)j)Sa!6@&uY6n|0ICn?f5n8z;xFv5z)=k&n# z0W-f-@?M>cLM4`Z^ZMB@sXAC?tM))(w;;s|70PXYJ+` z*;&>5aa1laX76}8J(faoc6{;C%YHm%oe!QL0}_81Nl`;%Ez7{unT<2mN%Rx)w6n=5 zD91)DL~2~u>p?)~GRuR;KDChUtUe{*7V|xTZrhrJ=zom3kQ^;s@OPK4eM(>!#qx?tZb{M=J@K-+l{Ij2DaU3g;&~d;(x}jn-3%+xS}0rKBxSD0yhB2{~G^bj1h?_9_GtIm|t7a zJ-Z{NB|8ebvXHfP@>TLS)A_Rl0U^AJa1_ZVeNT{vDe>}+*{oQj0)BP%Gnat40TdB6H#iC} zOl59obZ9alH!(Icm!NwA6$3IdIhPSu0V#iY2UL?=(=Gziq$5ZtAiXB^-g^hBA~gvR z2nmwVL8KSyNJkK)gB0mqsnVM?5s;!FUAhSRM?L2||M~7+>)w^Ml6ODz%o|ODGC1H?f@k>s0R#ej{xY|qn)8{m>t3PaKJqz z7zRcA{woBxtTP(zE-fVF?d>gS?}mR8M0z;M^Y8<_VQ6Q7F%$*$@Pa}Bze)z^+q*&k zDov1x17P9|L;W$_Lpq|p?LD9X3;>6Lp$HVl#S;O6dH^uH1MX?*0u0=th(BcAKLmcj zUxxz#34;C;?l13OfnbQ=&h}t1(#_o-;R{1J0UTj)D8N8nR}k%k<_Fj#AisZz_HYyu z<8SX}4};q~U9J3k%qJngDgCfu< zqF?!`!aSg0%(?pt{ncDo1kxMf|M$ufhJZN!Dg)x_E@X;;J@kZXss6>mKt%swPEa&J z3@9ZoE(QWX9|E90U}vFU8<>Cix0{z{Q?f^$j8PGtOBNX#N-W-1|2 zpWk8z2niyPXp9R0Q)3{&5$QqntFfXWfDpzD=?!s!|LGXU{M&y50*V8K9PB;*0mLwC z%yB~h;YbMsgfQyCr~)&DziRl~APfWu!7+J5A9`Xs`!|XK-Czh$)IT%~;0Z^=+%eVs zjfsf@gb+}t-?uIbZjW;QCjo$vJ4QH22ITUqUlPPFWc5<_#&J@yUq9vvRrJ%SVj18`&n`gh*(clcSyaYtq@3IjSL8XG0kW)gth`9$Xq`0A5|^ z;!nM4WJ&3{r7rgS##sDEp&~Y)CulG1;FO)T`h=F! z;YyFE$w{eP_sf{7-dBo`JeLb;mP?g<41BaWad<=3Xg7hpcKw!7_qUrii4GozLc#<# zI(dJc_nqxZ^trUrqKUA^oy4mxWy`7HLy6htJmnvzLAF$-j~?VX#(j@J-8^YH$g@zY zi@Fbwe%dt^v~K%igsJ0xe>`Kx>xtc-4zAQqAI*l#Gu%TehanB=0k*IrctvA^SgXoX zKXtUJRlmJ%`$;o_NB4+ht@iKEPdR7p-HDM{=n8bX9;5rSCGj*Ubca0Q+BGzB|W>`$6wDC#aX+z-!s7?-G8 zYZ-;K2mHY2I7K1qlHa`yMLv8KvM>;T>#Kz9s@;FIvuSPqkU=#>uLUp4Qgo%{IHG@< zqQEj?W~9KvQ0-9nT6o=7xaHQ%mNKMfsy`9vj?Wa`?ZIuXu69qlfHow_#o48~J`0m^ zmfF*!;=Rn4glX)P@0?H9GvF-hKWQEW=~7@DJAZNd;)Xrl`AKXd?{K6@8vZlFGY4^)DnL5_@X3G;lNK{&fZikv7>(Up!T62GQlNGw_ zp0db1&8d|e{vgjE*1uj-(fNR_;#*^C)}2Y?y_;UfDyj2DxH(3u&O~&i(~7qIxdSxA zIb0`HDN4nxPRXl(Nf)T=Cj3h8Kgp zl4kh(+3VSyO-u9?PU?0PR#V)0XTv1CNayazEgFJQf$JJ%DT;;q$znE#BB{|PpXwwX zTO$DUzDC87p)CeHVf7@HK#A$kQyiq>gkc)Qg_p_3elMtwj~&1GM^1m(P^db8IFa2b z@XyR#Q%)V;o(;Tw-M^5F5_aTLIrd#%tFaxZnyyl`1~W^h)FS959&&}!eZHX+btUR* zAa`f)M}^|7DImG@1Dt=!5UKWL`Oaro?01>Gq!I)Vajf36;_aSaHjT}1O+P@kh1kro zH*v;(IzF5c0$u>F`jVsLT2e){8#e>sVMSqRpFGY9Hh`ImpgTmV+f+^T*dO~}Tl zO0)MHV*{aG_GMYtCtC_L{KVLMM-J$GcuIydxp>k~gD9_V+Y&tEFC%qQiT40DIEH(y zM(*c?ZxR{KTRggwO{nrD`BCHAF=r)khk_H~z`R~?*N2c)>r?SXP8 zqz{e5tSgtY9sGYZR20}aLIR*mMc%AiwP~Z`al=K%hFk2Pn_8rQcD&;m?1)#pJHJ%~ z;i~NU)Wsms(n$PP7)ywu55Vy?J}`2jiy?OY!yRI`;qdDFSM8;QNP6Hu(f z2U42hT{Cc<c4pD z?{BhchzAlE?~?4}=jB>Afbx~@B)*P)$``O%!@bdBHuH5QMx(S6E)k;R$Y6fkZ`mWy zc2DlR2Ae-ux#)0&g&v@oyNk9bwKn2_&QIt=UE_a(-;{38{jh+RXw@6c{h|V7-&TQY zd+v=f^!M*wHXkbutVUK6MAf}rrJHY7+IZUXrUMP{tR2(5&bPuc3HCva=@l@A8%Fci zKZiog5{ey*JF&c7-$&9iUuc4OBnV0qU~F*{JqID|K&JU0!SxkAW(u$_O3G-z<4wu_ zzJPzOB6-M97hjXCxZs`!Gq-`y>8o@POGcbjhUk)xlMd!zw`Sdt^1Ipg$s|f;IY_7% z{irpmFC*e+36hC-FI_6O-(!46>q$P+rP_2)=Zwn7CBIdWkRNaKg3kd|GyCc*agSCu zTvhkL=su1}@Oh)500Mc^e$>GwJ7L+ef(L&U*aZn)kjCao1jq8KiQP?yM1Czq#;5sP ztCY*L|G-fv^mAgJh~j;LY{ivI2-e}S2OXQJcLZ6Pek<(I~dk!zihKe*q za5g6D*;w~ZEwQdy^rMrvKd&y_NN&UJ$4IO>Ztn`R7274YmDyGqHNhBz=r`P7pY?ym zGY{e8qmr@3d<88+6L1)(Myq(fer7B%$=|~&K7)XC@(NrlDn?>lmVzn@2pAARzdPj` zRZOca52KqBcI?Z{jlOXBg-z3HziOGcD5Njw7C~$I0((1O2;xrPjqbBbxm(B-s(M%L zT}ZOKd$l@mMd@kna)#G|hru*t3?YAkxK&6oh2tm{%3IB_YaxBwxhX%;o+ZsYx~$9O zh&>ud-6NIEX`k#O!^h-L-3E*# z#rq~^7PjL!X&STr&@edg{Awyd?q_Tk=J!mum_dMH58f6kOX_P0b9~^&rxacyCO#*3 zrN{g={BPs}Tq=acC{zYRB(hIuh?5V}svFYh8OehLzX++9GB6Cb3eJeVrP1~E>gqC&!HQ$Ztj0a``VGndc~UBwY1=$wujqFQ$ZpnYev*xx|EsCP9Cuz zN~smJ(j>ab5k0Y1090%}^Y^}4ZA&I5a$cmq?=;<2C;Ch|b891eSE;mua<${(tMS8O zGM1Is%afuF_%Y0pg^3gUpejR0+INJN$NaPR`trn2*4u9~KKCdru}XhhdgEpHk+{8~ z_Iuo&ldd42a}D;Nc?@Ai+v9?P`7L9&MxHj6-uW=zsXm(d6kJoAl@uaJ`|^z=>zx}c zyu%&kf_Ork-gv#y#*(eviVF)*viwNE%^iw8`kY#B>A6cU}{ZstyqSB5&!Q%b{Y_xuTQEwDn_!W7xtCE&= zB+nha3$mcbdj+3=TBa=^8t6mf@bEGdW;jcEZQ_{*lDMwGidbZ8v{#%>g8{NDV||6` z=bg-x^m{dwKerdk`JRGFUp{V>&41*}<+h8G%{2WIEalE>+lhZ&V$}Zrbc3r{KU<^z zVD)B(JSlcx>F8@0>v~GWv51AdcD|p&g6iI5IsJ?98yyY^5~eu+hj$z-x#igwBzd=< zbPkTXmimfZAlG6pus#4DA4hAhcatQjdat!ySQkDf?qEoy-hn*#S4*ZID(ZRS9lSud znn@wZPHncj=}do*&N=gQWp{ODw-(*0rp7%4J2vNER+G1>;F_l?9t|IV7kPG;?#==? zs(zkg^f@yc*I~7kTFCwQM#J%QMw66>o$8a4xVArLlqizB5Ia;x@9=*Xxaq|EbNb21 z&UEGC1-l)sTfrno#%bzza$bDp;-$HMXz|$O2I2@U%P@Zv>v|+apin04M#qyoJnneX zQoWbDx>j)EdzX8?+K%JBe>nqr32VC%bB+*@6Sd;ga^kqDT)|g4U9R)gDd@?&qQK!OCUoka2G{wT%7e64cOKlAJZE@6a%@?$C<=IL zXSiD~vx^#T>FKo+HPnTXJnZ-4Y^)wSS6TTaqL0<6dmmNjZDQ!@pG1RdZym3>FwA|z zC-CfLS-$C$^jh^((+fkkHl4AE2)>H;Da%f%1eJdRu!1}Fi~t5WI$&&LIhjRA%1`v1 zUA^>Onx^W)kr};$`w_nHWO~bO!(|S2xweq*fqvykyt9R~d<~s>L+83j`t?@LxLQND z+fjdyRR|7EX#AF^90@lGWvA1g#$E;AuoK06E31KKwYl1_SC`oB0*wjr$U^Yn2R$f# zOtGdf?CMxxe~k3hmJoRsM7~{rAJ<~D^F zOJX>A#!ZVgnVVtCEXjn?B^Fc(f`+SFG75irtR{s~0Kr>LD4JcIGgIr0s?cP)NsE{t zx2}`L>R-n^_IRv^miLvbj^JGnc2L3Td}Kq?f$n2a@~F*+b2VP{6{lVu-*|9xKA$(p zs2hyE6PjhW_3B(X>xlQ2 zxWSTO;FH|P=$+vpF^aPrf-wvSL5kt=9eBH~o9<%N%bnisOAcNwa zHi_o4NQF>K@u^AF9_nx45oAJQCH?!Xk7C_go(Vo0BF6}H>LvXd91Y5jb--)Wd@3c9D09AS|Q6{NYKR%^ImwN5i<|yTZA0eCwq?c%+#refMP$#_*}I< z37bpFJEjGeH37&cE_xeJM9`6q6+c_^UCJYhdji->>OY_CC(aV(4GdaQPwU1w=V8ZN zQc~CP%p=7lT&Y)nq}=5Q!q-fGfW=?wGZt`ysz&+j6=~+ms_TDHtZzil-yGd@F1gim zUwnc#9LtS=dD8iwfcbsO1X7$aZCb9Tn)4yK(v1(^`k$WF*~81FquDPE#8wP9!n}KI zC!*DWF|0bvBGD7WY&M@Jzd1epAqA{;RO{!Kac7hJG2{rI6U=tiK<&+_4DST5#}FEP z`?_OCIYdz6o}7Q--@H<)C4NUGP3Kw#N65S8ncHpriVs8g-mzC1eP^Cj(LE_RPHLv{ z$?zup*jdaJuHL+yeUp>q5nI@XT8jK=L_njA9WGfPvDbHw3zqlQCRTgkSv>255GZyG zn?|}Ry-VCm1zwnM%puy#XGYo+Vw6PVdEeLe_A3(zTS|ZV3kSZb^YCh)k6hy3 zN9*DiuT;ppRCSmQ@af(}I%ab_DSBHw7Mo=bcUx@-J=%!{sek*zY(u6b;#EmFux60$ zHC4^nD15_9)h&v+NsI*?zv`$usP@P*CNf>x@`B#8_$9j=L{h z(LYh{rmugweAi*rhWuqx^`@`l=f0mUrmL3(zyDI`(Uchg`==es`YJm}l)+g!eG*y^ zZz`5WzB@=I5P;<4E_QfsY(K#29>xC5mJxK$<+(o;K+P(@DDoXxA9tsx{e{g;)l*uY znM?uyCWC~Q8iUzOVRGZr?s_txw_7^|EKx>%1Sfyq%1#qWYwg$fuG@06+2+dO*$#(i zeljh!8Ct$G57g#vz8T(*cK0ZC)gx|F#8d2sa=v~pl9~bU8Hz^VJOA9v!4$m5vnAwi zJaDnR@VcChR=B~FC_@dJEOx=yyHJBFxqrk(PjI`orQ|f@38 zGeCbL9lamE7abP)^5eBf9D-Cjeh>6-=f{L?Uagr!qUPSFu#t5cnYTU2yQ-h0Y9y< zFh4&|m9V=lwo{C`(TCvLux%&Q^VIAhGT703 z0#}h(cCNxFRB#WlgPxxzWpSspPG{3mHwExwZ&CU)L7etq1!?vfQtGSHSyt(88C8GO z=VkBF9MUkxoJ8hqzd#vJLT<>Fy_pLCYV+XkeN9Mw;m6ZS8KOqj>OQ{v5m--$j2wm~ zj3(c|snu^8DOoanc2{9t@_E@ziaP%{My8%A?)LL9c`1jlz2x6<6qsI?oJfsUEX?Q^ zQZ1`8yz5=X_!T5-H@ z!kKD$yDCe=hey!US2GwPsb}aJLg0CM=Y|g6$b9umG4hl zvvNYVc$A$;{f?WkSD$>l+*J>D8}e?~FzX4?dw|H(+Vp3Ly|!CAWxL02umBW`Q)<(Q zvoM=jWK7iG)-tKmd)tFeFiL-o;;MWC3Iu=aa0ON`CTT78e*}p!(jE>f&53O%U(AVZOl%tyJDJ$FZSC1Q z=i*$P%j&Lv`m#~0){B0M3R9(fLjGxFBpQM=h^>G{ViqDp>$$*p;CdsjYVRr|3u%P^qa*oXdl(ZP)&S z+m=KsvT{%Lo>T5v$GH8>sgjIVpk`k%c3=$g+h4$Gn+~=D^~W(@3VDYzLkL@B*rf=tg=RNaIANk$%^|WU(<3?OK;Nr!dCL_ z96?Z7=wS>YfqYfYU%$&%NTgiuGf>Twd|3?X0$Gec+Bku0+fx1gtcN_6 zLKp?>K0{65*PInTaNxSR6ia6<4Y^{^H4=&DKNcKO(Pn9frM!&qS97(VZs=?|H>Bcb zP~u72@h^SU`yGV?UAyBig$fD8a_w+yvX`j$pU^9|jW}t2REX+$3y&2slia+c%YN*- z2rdi+_)JHv0vttj$p)VRda9B742TR=+)_bg${_ z`bzzkV+LJz^<=qOmTd`zAtg->;R9Ch$D7S`C1kXIfRZNBZGtDWHPJevC$x}{I)=S`+#zoQFdw!C9+kLETigVyV-AX^D5 zRUp{*fvQ2}0a?`<$7P8%ZEZ_I2R->YZLOgOKX(6J!uznwsyf%_P7^S^G;y;Y>j3wF z7Cjf0B9V|WSoX0})wLl>-=|k!crCkDFN|gXtw)Xy_i9tFbPT5C9v{aI4T>n;YORMx z(RrHCccp9nhSlS|LH^R0kz&Cj@V#YiHGFCg!df;uWFL$ zi~16?OQ6J&Ey0sv(mEtOf7TAMpS7UB*}wn#G434si#kQ*O_dP(Wb7Mc!0!<@>9!dS zl>L7z6(n*%x&CPrIR9safx^c6|4I{>nb_IclaS{yAecFr{}&j83TS~;!dt^+_|>Vp z5yTrvJhWNOrRInVjY-^wwXD)*=|ru84?9%Mg&u|8YBID*Bze_+y!D;u<-n43;qa>S zuItk;S6e(m{}Zwigti}Fzx~zIQykP8*PF(-3&g;{pU}Vn8I!eHm)MMf0w} z-bhY>$h$z@Y**hJF@rzY=HK+9cQ8d%hPT6E-;mdZ>jV+(Dl*u|Y8YYtQFRZfiQ?G_ zMO(RL{Q1}m-v$C8LH!vSc)oT7e7;ej&t6I!+lwhC`^GkA;m#}(0)#I606I13!ztO@i;k>G2SXk!lY>;U#SQ1tTq1m#6C zy_A`jOJ}SPAOBBmjboMISyFgM0Da!k739ae^CiA9VXVNn2y)qPjDt9is*UV`w^$_$ z&bp|NZ4O1!s_)UNz8Vl=0|Nu&cqWhwcn}|*HIQ#9ApiIf;!AbxIsBy@N|1;$9S!7e z;l~OREU4h8(d(b7%{~xKEY7;T89|Kin7Wr25Dg_+%>c+1+_Q+syc0zerUS+g*KY3CMPicMMk`7lO&ChS^dy(z- zHHy0VpgwDmBj4=o5Z}!mxJI;PSp(nJ>UvW^UW@SX>|5mQhA$Xj7Z@;B;3!^3xgrC1 zW^HwkW%HGI{$20zq$F8~36J=>AL@0tclb%PIiIM##@|hPLuvh04kmc{7dTdTYzoo- zthXf=CJAVdj&8?Vn%5U35e`7wp4ZR`Lj~pDd4GWm96r9G zeJzL3Z|dpg=Kd>G>{@+%_X9n4MnE0q3aX7gt~oWPi7wil_oH^$c(9KPI(fjl2dZ0` zaa)1VZci}*IidfdJ%sY*(x^m z^(dPgC-ujW*7Ze_to}4An(?nZG|nWNgP(`b_P0Bewk>~;O$e6Q{vUr@GQxX zf6|V2mybHrUgN}SFqsK>>i~5%84*rR6KTGYnX*f?4@X$0p9|_5C1P|15s{m$(dAsX zyhUNhWCfYE-j9F8f+7j|xNTUf<87#d+k|DG7c9aY`cYk|cvcPxl4YN0r@R9cm_*#^ zIxc^8pPKwlw`uklw&Cny;b7(WU$~{eB>WjK4BA}#ccrf`5t=QH+zoiaTp5S8{gOxq z*$^!g$UnJm=@<)?zt4Gk#6}d)q7i?P`{^cbu9>ypR>{hhL3X}Xb9`fFv z+f*gxjwzOuPPor9fJ4_*jtQXjd!m%|&FlVF759%G z#bt~+z2y2+g8TG`0Ms38Js}0C3|o+e7Wz33QP>*D{QJ1>imOjTIlA<)xI4@D9&_hed!9w+_LeoAhiC^!za~rDcryyPOqaOmyg~JFF;-WNY?@26bZ*ycGY8R* zF)h@vIsm&P&oMK4TbTrEtP~!TC2}?XSXVJ0K z{J>UMURZIS_Oi5$Z{O!STk%{4r%)D*B-Xywj1G##ARSdkwc&>+oUH4A^fRDNzpd!X>q}CEyfN_voZ1la_j03_BAC4&{(LHsejO z*&Man%d2|~GC874h)Rk0=GMeBub6({=?7mfRnU==vwW$)^o*n>GAb&%A7wF~)J{LN zHJ_vq{1CbCh?jNO_7d-jf)1euT4NXI`uwXAvGK3pagzUC2=aB*%%*1=QxUQ8DAZEtVy6My7{+{+$#u%L4 zZ-FGZYM9Y&26&qBnn6IJwY6Y7L{Ri!>kX-puOYI%9CTm9RXZSXq(ct&w+#6p4eX3?@f zdzO|LLz%ZR@NApz^ECeL1*u)j-1oYkpr00Hf_Zs>v$br8gT{h846MczN%R)s^2J#F zE|}7^>W#&Jq;NpoKB8wr;@E7IcRi6FQiUjux#1gNKUS68Ex)(K4$BM=WuVqf=D*Nm z86R@a(w0?9EYK9eT&;gVwLwqr2eTg-`-4Mc4?7cNtP-WRw2~BLmE)M8cYtQ_B3%NB z(swR;Hze(9)UO*lTAzUXl~?W=D(YA6G~3DA=7bDdO!v{^=YC?I4L z7a4!24Ai@)fx0uR*B?DZMqsEbeO`Gm{v_kY@rd2Q$`rS=HNiu<5583Z3Vo?tW^x9V&~!aj?? zWs-WAbn4&*9+i+*iA>A9!kB+=Zw&~oZ1!mfm`lRl5$u$!>z8(8IscW{2*t7J|EPLc zt^XG}JA$G5XnI=LKcPstnYo?ySL6d7tLoPv6Og$N^&63|@EstCWdWF%sp>DLVOGG8 z2$YC)wf_Dnb4oNd4aiO#Cq@>z%=aLH$T2UYg4c>&pINxIF#1!*q!G75Z~My`4N-Kj zi~K$_v41i`N^9WOZh;2Dz!|mY6Eq^II~G#TR}^)UTNlfF)%-I)4<*p=8@pj$!tkel zIDj__dz$K8^Jp3Anlq+0;q$n^^mvyI=>|p}E}M7FG=Q4S)Ir|Z57K7&hj3Zuu$b7lQa=< zrvuG;0Oqrl&^@*gUE5O2hSmk{-A}1?uQq3Z;j%L^=kR3cEKpGxv&5l(I?bjC@Np9Z zyRd5z*tfWHX5mzc{y5tleRL+p78Bim=7z{tr= zZrr#7x9aBJ`h&<|d~ILPmKqm9&bOm`U;RF%scN40`ze||y)HKxl*gLMjp|W#r zOqjiWIoXxk(s^s2V`X(1xzr|q!@ut~xJK>m_Z=&4ZR=1*Yf6o{clQZ00L<}Nm#B0U zUGH(zQ=By^Q~v493B`KQ56D|PKV!sek*Q~>Gfcs>^_k&`5UweIT(?MUmO*mUc_++{ ziC?iT|A_y2u2oX;;m^Th?qoz~^v^v9CTRs0>TPRb0s}XY1-vv2UYhrW-&6%qUG>8= zTAW8tTgrikjjaB#E~S7k0H|zIlWEoks-X#f*q)IDfGq|*R_b0_UphEaq*<9{sFWW4 zC^R>Ju3U6ucY^Fhr$}8Pdq2Uk2tn!V0dFLWR9#vevnnO~EVA3TODOm3&p9xBU- zymxpoyIR{W(211IN<>(q*B~^m#tn(EI-rYz_3jiPw&KDsSrC0E1bQkYCMPxUuDyf^ zcv?Fb!=qdnHRz++a4DTH$kCG3X+TDY9IfXotmoG^(3B%1OkB1xX41?;9+d=wB!nh`BAL=AT1@;_H`TtDCrxUBMB?=pbMua^*1E_!HI zMW` z%b9tdinn7PHoqNW4mRp^Ll+{9?q1V-zL%q1<`vX(M3)@QDW%|G5ADbOyvD=N{C;Z0 zl?j4+8=@KQ0QM_s!Dwmo0gUF^ymgv&49;v26oUQ^C0F%%x3i0-=11!oWx7Hb{NkcoJ1@^r2J*yP(5lQ$5ly=K`aQ!hj?Vg) z968~nd^;BC0^xF6v!zfqho>_mrM9Dgh-7ZXE7utF|kd{Oq7gyy4!0MTr8kK(D zo~(tqkE-&ZYpn?jrh-03JWMJS=HJ4s4BaO3>JBC}-oy|(kk$VA&(c;JtXqW1KE;NSX1E{PfWxiNx!V>Nfl#lQ#U#lS2TR`0XXCTc- zd^CJOMDU~o)}r^aXrOW|95B@(a`MR;KOiYas*4S$;q1v>R1{nzH)`3Z*#5giTv#kz zfsx(c6xTr52{G_J>UU8{z&Vl86H45Uw%tPc3nYIYggMRCUmZpXUfEr!ZGBX8MHbxX z!^WvCJNAn$qC58a?>2vu${sDT$`ncwd~=B+X}^6mhD_*6?h6a|v{>_1`9kf)5_h86JWha8kHVuiPccv?R%$9xW8h@*1M2Ff}vmn$?Zu|Cy95uHp z2i%CD|8u>kbqNCy&!~3i4Bo4>D2nGx4vcam*ZiA7^b0m7Q}6n3JJuVapYX#^lFEDI zSjiW9=;DWw<_&i+DGY9 zB7R>(PRf17Y1ZxTq`Yq7n4~PwfzlggK<{FhI^sR#rA4w6Y}X`s$B2#!&d9PQnsFh) ztIHdd7(qL>aevZ|%iZa=FovmpoqK&+5mWRKJ&#;_~juhl#Su$l8G)BNKT~2kk z5AbiA-*M9tt9zqg&8lY;raVO*SP@pY z`{`umXBH^U^YR*MpSP0S+gKQJ$T?hD$RazT7R5MkWv6lW35nU|M=g38GJ7h^(OqjE zYwa48SC07%PR?DDEMQDKJf&Rq9x+xQbg51kgAWp-m(jQ@;x%tYXX6EnSY8^7PF2sx zBXb@{#$vpasYn9-*$v5?&nAis7}BxVFIYd!!3a^*kT)E^cj&&^BzAdxa<#4ClCd0H zshX&#HGV4ldt%0&f3(?o3H|legUHU=3~4h3Jp}Vs&TK%>8IvrW=k-A}!XvwuKdrnd zjg59#D`~{c&niQygK~euJtcODeXkIr6Y+JnlW;IIuf^>A9X-g$OY zlpE@h?Vq=;|7+?UUj;+>pkxS(UbAXYSj>$!4Uk*E+u*wqwP(* z%+sE?*+4$q$oKeI^CxQ5ST>ClBSL8-GfW)ZwZvSIu0J?WOiKSs6 zh2pi%-+k>^Xk6_sEp<{!(0bSc()l^ZsodkdhUIFdO93v~+?4?_!OA0sqDjdLzg zR;TN%p5Jhi+5Ea57D_oxYF*}VB=t^dh;twG)3;s!Ap@>>&z2WO6>UPHM{c;IjK2J`DLV5a-RYxl# z(;Nkn?wLQEa^4-RAKm;>^>XS1Lvc-i8HBHTz2|Z#_nu@pL9I#m&Va_|dZCHc(c;NG zlRQpbfr5SZi=O(Qu^ECsTFb_?RN|b2C1e5s&z5dA(#4dfxPa@lLLz~2-@-90SzPA8 z$B2;~{=;leDhLM^bst5W!q^d}D~sFMiN;;YaCS#*$0q=#JBs`k&vfO#)&D9VyD3U% zEcsm6nt5B0x-D7<6|99yj=kVYCW52h#>YTGFQF;CKyQM<6rEx{2u;2*%|wl#)D7l< z&lyvDs7#XNR{r~S@qr7friW7M&o{H%&Fha5l69o-G%tu_V0kM?Y(FhCs@=B!y^o32J;ZWuP$?Iz6ShxK~@ zs6op%y%h{&8dNmgoRd$lg{%I8pwo4a8hKB zzJfg1RV_#~u?cABbOp6GE?qsce^YQ>fFugzTL<0gUf9SD95k&yFWMkj0#)pI<;sAR$9LIu{C^pWVnw3FY!U!E*F z=1uVYTHoZ@Fu&B;>9!vtEfpCx{pJ&7b^l@EQV+IncS9=CHT zUFRRKw{PJ^Cco+?lsd1otdMHm+J8c?!KlibM>zge0;dWx--2>@aaw=~wmD)BL}-p~ zAjqXxL9?Jv70>6-?_(ca>SOLzofTzR8`--wHdG(_h@n`gxml=SaLW`2GI|=}T1$o5 z?q$$GS8j9_v%;K=&&^1WG?g6Ry?$x!i^58#&S`^HYij3b6v?@tMj=p%_&Gzos>q&A zVX>6+Z9Fruu@&4$A1Hn+%~9O2Q*g75M)4cAoNdfw=1!+95HM_7r<9zlKtk+KK{M&C zIgsk0BywV=AO5TTa(O)h?p8w3rR}6aA>BoLC`bp9Ikz2b6p73N(VtTXij?VXn-O?s znvk9&w0Rtl0~2=|<~<-sb5;!X#NriqnbhUh;W*6?pFY869T399QZ@4q3QP*2vA60D zTm58^8n9vFwTOpd8ckpbkan9(C65?j=Q`v_ymlGJ0$6ila6Pad=6jLJMXzxxF^E7)4XsqKd=SM{Dz=MI zQ#mR;DAa~}_6=CU!QMjSESn=I z6PhS$f-lL!c~leQs_Nz>jE)5lruq*-7BXe}i8TFhtQ0>R_DUwmWI( zcCYEXVZKevu1rA zqh&yBS-C&W%;Hsxd!DSLMm)JZuf-!K+3;WsIoNr!BSCEmc5?&=%8`?PI$iORpWd?i zM+a}U@tk8Hh(vN&Mn0|*vtYNh==|857U;3i{?oSep(ISxr(&&e175i*o`AipK}9Lm zNXEzL$G?t)x)e>Z{PaQ)vNdT_XB(?Z8^runjG;(iEa}S2ZCWQM@s);$33CyIZ6SYM zSvxx(QBx~b7+V(fK>?Mox#-&GG7Q07t z9|o{UOGlk_t?ztN`O`L;fxnALga5FmF%ev;;_#Zd#dR=fw9z_VUoHrRt9`Q1(OV&_ zi-n>$dTo}7>^BIKC8EUamm_*!{p5!y`OzfSJEZbZznw^)z&0(`fEsL0=b$)A(n`JF zrux_fh#9vyzv__d#iyTOJTz7rda{{52^f@L6EA8KrNCJx{zowzb7J==$;ym*h0$H0 zni3jpOpF&n%#SMgr(_9pD~>V_S04;&30xUr*9Kqx14>Z)e3nl_nBmj7yw~ zFYYJlfm*BQ$08PC_!Hq0jwA2TI+Tni{K+&n1xr2{Kbu@z-=RL zX9!l-9JO6Y9di^Gq~J@leb~8!>tM6-O>5ofGKvK?Ih(UM~n%w@1WLTRG+C|x*x((-!H*|9Leu7yP-^IS)4#f8JqN|x+Y$7ov9)y`N zfAm)QG}Yj|$m^t!B;t8sFch!PcLt+VZQL$>&@Zra|3zdfhM^qsoX{HArHL5?r08fS zm{bM&cgNQ-Pb5hk!;|1qu69FQ<8p8ktO!Z;7eu6WJa{~_fmE|G446@y$Un%!qX zuC`8{m!cE^`oadbFDv(#RmTdbg|F&-({a4~^VTyc3AUY(^Yh0m)%BBl_IaZuFRpH#HZKV> zRYEjL`(lYr3Q&45|Jkm?M)mPZVW{$=}F6Xz_s=vL*0|RlpR|) z`xfDhar^gwaNMDRFL_w?g!{Dne$|dj?`f>J=dE9Ql*fF}un&=IaGJIIKsruGM&g`- zxb9(;f3|Y)tVq|SWtdJwERG>)(i3AQ1&LrU6<|zuZZ8o=BOjBH*JLg>;t{3l=XV(& zQmd?yXn)Q(uyI*Ne6QR6>xhZ#$l{JwCL#7ox{Bkhqp5tfkKr6k1#6Q~>&KUSX9`R6 zm&QF8gax}gJDEU}3zR$_059QCvoMws*0Im;1Dr%fhyF|bUOVYYb!S26vl8M|>w!KH?$ zFh~L%$6JPyv_Hrvu2EQuoU+ap3Q`q##n-cC7yQJ&h-Uwdge=O@;SXjDh8B zxSd>$`N%BRs{5}u%;@9evHwEObZQ!Fp0l2B;WfdAZLfi_&-;s5h^G&QO#mNe@=t79 zwONxTZh2Hmv#$9kMG|;$-k0RKJd1(StEfcKnurh{l6ar|3ate6?m)ofG-8Twtv)&A zXBQTQpS+KSx55DhbQ%qrLzWhd!+`f2E3jjHQyL6bX_RpW1ULVtYq(- zHc)Hk?u<;+$bf$S5nGDw7-uB#TNT{nMfS;EzOlM2O^%4#u06+tii*Tk3(QvD#7niQ z8Z&Jv*eIg{w$o%FVHgL@>nJuleLp9C31%Gb>r^o{1)_*Xld4_uM2kF*6?R%(*=mwj~Y;Ok(S^i<%2PX!6N9B&oZwMo0znj zw*pg!h>ot&(PuKxC_lSp@BM|PKixvI#6Lc8qTD3_K+N!k#&fW#kYbIJ8EVmo=(gP4 zOnJD#H3)<4Iv4nL1;sgiYj2}k!QA<|q^cJYfBNALi<4ZHGE-bHZ!5I^H_cRs7!h4W zefNn5x~@p64^0jz0b5!gw1#b5HySJS(61%`yB{1f1BQVB;8&!Qbg0* zXcP>Pe_Uxaark?21ky;aJ^P!3PLZLS=WKYHH`m`;~aWOYr<6& z7`2r%by-tzkws|m4;Yw~BYCV%2n}}NkOhzNjKHiWa)ay8gmB~74i|vleZU%Y5HAqx zXC0)XXr>TnG~mtAr5;S_GaPv_TvX@Onxp~>{kA~=5+)R;fK0=?GYfJn$rVg7r&6hb z$iPzs_B{HuDA-e%K%d`mCOZFoC3OgOi`HHC~l^zV6mB`EY3{Po0IPRYoMyb>VpTfib99QO>3OgqvIx)p~Nx}o9 zW%rcg7n-u+(u831Hf{51x?tvX)hLAQnM01;dms4ctU^IRZJAX!X5YTR*Z92`KDd|E z-}xB^N#)T&!Ro#UeH* zssXK;TvOfoG+Fj!&-wDO8GyiFcwNn42^d0@7yIIykTCjAcxif$ffzMm2_d%&@8sH296HlD> z*$<0q5hA5!q1Uw~{^bE&lhbBudUZcD`_VZ_!Y^Zl%e5PstMitOUGq5!+^W3Ywn|5kd=%_RDA&Sj@&zY9a=+s_H{qR zTqb-oa@ocf-c5WzTk0t;DRwfJ1(2bh4@skb5O_%*niX9>l?x|hL=Ml)EG#HTH_Bvt z>#=LH14QWzmO-5Wd8WPzT;_N0NS)~!0 zQC6m>*TY^aY9ayOxJL!4&a)zhb>yiEPvqBie8xT&Y%#1_490^P=v<+J!4>GQuwhB2$B}yAIP=KaK+}Qa!ry{v0NbBs;{kPPy>KWQ$P$uIRUD z__*HZ?aGrRQA8x0J{cpEM75BK=|c5|uu~{jOwoH@{9DC&8Yp-W<7g*Q#WYv9)zDfx z2q9J2{awuQdX{2qh<-WbyI@`3S8gsq1p64l5-O>A^9_3L9P^lF#sf-}7J3LO48_LG z#KgtKl{R$d(Fxw6_!&^Pjb)8 ztr-bjO8t@ep_m$8#vzL`T1t$rm`l3GH~39VIxq2|%%m24+6C21{QDnGv=CPA0P5`J_G2UYpf1*a+BikZu0VIJkmrYt zkT?>UOED#yNb;bTx}j(zz7-jWtg2B`&lGRv5Re$22xLEGo#=SdqF)g*fezvere3JC zo|e-ulO@j&R*Jd)8R{a0NVS!@eCb>Cm7Rwo5M1X)l!_HY5B>r`1?CMtYivd3tt0TJ zolVQ+`{aifET!MNi|N7b1`-4>0J# zrVF2dttXLCBeCD0n1Y9Dvv{gDBIf9*&J){waGhvEp?n#E*C|rxUiJ z9hTrLDT+-WcRUZw=IcbcXuVx1jn1FltLUNg;gN=9>jT+SwTwfrxCy=*pX`L{l#EY| zmgO#{D%*w+)6I81L}KnW*N}H54q^>04!q^=bQSWy{EEP4mR`=!9sCb!CskysQ+-CM zThPxCX1s+&p+B`$GvWBCLIqej-Xy=%aM;BWOD-%SEsO!Tg3u%|Y4V(ipBR(!($5KX zw%%;18)f*DQ$oA8`LBGevz5)|hhR(o zJ^u={2yyp0XyRBHqP=6q`NQC5ox5r*(67dkZ0lid6rN!EYAtGtqeG%YHoZz1`oX7K zhcwM5(UpOyr~;cO{7jXIt`1801kLE!#Hs%hZ%&Xcx!Jb=o>8m*i58=y{&PQpjSzwi zDU+=unqZpAT0MV|@0akOxJ!45XZ7$wC5yeYp3+CJ7mWjF*Af06?sR++x6^73>9W?0 zk_y)lN*$fCW}_%^7CvPJ8K9JkCUHlWrb=DG@+1XhJ)JNo%g!u+$K^dmh-dibbk4Qz zvW0NY6qwpsQ5vGLOO2AQT0)mEz^QJbbHRpU!h~6KDZ<)eYd49T!Zpl8*>i*LW49Z$ zeTqEKRS?H0 zwcY{PIPDP{k~s7vJ{SB#Yq}g(#Y3HGNb1XS^3z#O>9vo^C^-MH`0kO2=LE4gE&tbo zts}e6v@nE!k>5Hf{hw3EZz?cj*xWT!+GII7vI0LcQNnwN9#!})8vErPFIby}4Ske< zV2?Uv2K(oQ1gqBh{AqIqTv%EKar9uZOFBtFTp!Qwmk!#`{y=K;Aq4tmJ4gYUgVT7a zeoA|x3!gjau5p{$^*W4D5l#cAY)V3xmpX~}!b1%1-+K9zPLXtO2`1>o#uE%t@KnxR zn4}p6I3tYs8Ef{zvMQ`o*`PZh<;4;Ub<3P*31x@C zeg9Rx?QlKL)KO$UgL+gk4SS!SeIkX(qqz#*vvsKC{jjPG{<@6$%pFhYh|Brn1g3$* zb(g>~BIHoj;=4Mq24WY7%dj(ac4za;j{2)v?D9`PdlvgRO4XIA%_*tztC8{RpfXg^ zZ3~Dce(p<^Sl{FB_FRL4JOPDEVPgug*cFFTY(Yb04P-dh(Ghsir4iaUUeAR**~)(*W}2;sg&EAN`IY0$%}7Z)G=khg@FX5Fslwu z*jO8ZG6;EFY$2zc+bhb)BB?D5*AwwK$As_yS6X#}&K`J#jYqq>6kmRfDS)N9E0$br zFlARW#)64Cr`?!M&-{;`eS4ztSf%spXn)n2htZ>|bwIa^n}?U*+v#b(Z}tnS`o@H% zYdEG>>f+w+8ipZ7@#HAthKB}_(0h8qBFN6k%P(zxvWX_oXh-dR>parxJURQgzVWmGF~0 zq4iEd;qaj*k(ImhX#X@Ndm>bC{IImVD-9T9{H6~hiY=Hv7?ywN^!EgsIX%Dj@?ZK~ zU-}Y>PCCr)<8Fh;bNsmiC}Z&iJR!d5A2hCmzC5p&1rZIwKkujMm=I4~@+W?KBuC@D zD6r2~{&2qtB3RM46>9B(@e}C6jSEYfxNX+k*xo`+`}t>ZPxlY6 z_afv>CeK)k>^4lzr-mbtr(};6G3zR_k@S8S+|?~fjJ1EhUhuIImAehOm6arD@Fj7h z(D9eMS)}x?SGX0?aCG~RJ2BEB?JMT1PeaZAtSd`5xHunoUZvo5INHCL>-*8fMM;Nf z)OT&p!9&hm(OVncZ|-tkvoBlc-gsaMQfTNqGMnnV=4hT?aabSV^K$fT@bDha{YBtq z5>44SfOvBEo8Xie|I}_iq2hEDRF5-A6T}g2R>AM`;IZ+a%_+1p6fv6S=4LukB5pk| z``^+`sSO4Gv*rChM#gQ>v7P5>!jvI2d*zjizl9$^-~v7yNlUht0?oPd6b1G56=ZY_ z5RdQf{8`FVoqxFl?1pM&)_Tq=^q3T@4kI2?tLyJ$&U{(E2_B2=tt~^QZEfX^nHS|p ziz!{b16lNjmkT#ri2hz*R|xMFWEX1#>P;E5v0=YA;vCgIb}a61?V2GiN`E|G+1`AG zjNdhN0`G3PokR=0qGyAR--|h3OD7W5VOKnB$gZ1)46g}5x>AFnp4tb-OYra2RG*WP zA746Oj(mo6V=Q_!K6g`f{(pbiBi-|Fk%~yjPNK_v*U)2ea_Qx1#p2JCtTm zN$RFOwDvf>91xN9vZUoKfotE^_p+gNI8{LEs_AeI-*ju`=(XFt67EnYV9zGx=$OCi zXl*S|J%btpjKMg z@&A9yzg^(u%G>BGQvwxNF-9Cgnd1CCerrJH&i5 z2@5tEPNlYAYoH60{+Zh!(fS}SJVF=Hn&=Ra&>>1O;)cHlmE?xxCdC!u2SfPyFH@rm zsbCae3hBUu+(@<7ILS5eDkD}lt4#LlTCI_vziXtsmNn?-dUYsF->~YflU7$N oMC}bV^y`V^kmA$u1>qY|*V3ZyKndWP*w{I^U@0iX6(wN*2bYj#Q~&?~ diff --git a/methods/statistics.tex b/methods/statistics.tex index 04a1903..ed51259 100644 --- a/methods/statistics.tex +++ b/methods/statistics.tex @@ -51,9 +51,27 @@ \begin{itemize} \item \textbf{Probability distribution graph} - a series of points on a cartesian axis representing results of outcomes. $\Pr(X=x)$ is on $y$-axis, $x$ is on $x$ axis. - \item \textbf{Mean $\mu$} - measure of central tendency. \textit{Balance point} or \textit{expected value} of a distribution. Centre of a symmetrical distribution. + \item \textbf{Mean $\mu$} - measure of central tendency. Also known as \textit{balance point} or \textit{expected value} of a distribution. Centre of a symmetrical distribution. + \item \textbf{Mode} - most popular value (has highest probability of \(X\) values). Multiple modes can exist if \(>1 \> X\) value have equal-highest probability. + \item \textbf{Median \(m\)} - the value of \(x\) such that \(\Pr(X \le m) = \Pr(X \ge m) = 0.5\). If \(m > 0.5\), then value of \(X\) that is reached is the median of \(X\). If \(m = 0.5 = 0.5\), then \(m\) is halfway between this value and the next. \item \textbf{Variance $\sigma^2$} - measure of spread of data around the mean. Not the same magnitude as the original data. Represented by $\sigma^2=\operatorname{Var}(x) = \sum (x=\mu)^2 \times p(x) = \sum (x-\mu)^2 \times \Pr(X=x)$. Alternatively: $\sigma^2 = \operatorname{Var}(X) = \sum x^2 \times p(x) - \mu^2$ \item \textbf{Standard deviation $\sigma$} - measure of spread in the original magnitude of the data. Found by taking square root of the variance: $\sigma =\operatorname{sd}(X)=\sqrt{\operatorname{Var}(X)}$ \end{itemize} + \subsubsection{Expectation theorems} + + \[ \overline{x} = \frac{\Sigma(xf)}{\Sigma(f)} = \Sigma (x p(x)) \tag{expected value} \] + + \begin{align*} + E(aX \pm b) &= aE(X) \pm b \\ + E(z) &= z \\ + E(X+Y) &= E(X) + E(Y) \\ + E(X)^n &= \Sigma x^n \cdot p(x) \\ + &\ne [E(X)]^2 + \end{align*} + + + + + \end{document} -- 2.47.1