From 5919a27c7b212ba9f050f033679ba01a703bd609 Mon Sep 17 00:00:00 2001 From: The Open Journals editorial robot <89919391+editorialbot@users.noreply.github.com> Date: Mon, 18 Mar 2024 12:27:59 +0000 Subject: [PATCH 1/3] Creating 10.21105.joss.06310.pdf --- joss.06310/10.21105.joss.06310.pdf | Bin 0 -> 218348 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 joss.06310/10.21105.joss.06310.pdf diff --git a/joss.06310/10.21105.joss.06310.pdf b/joss.06310/10.21105.joss.06310.pdf new file mode 100644 index 0000000000000000000000000000000000000000..3776bcdee62022444c3dc088e494daeaf9581120 GIT binary patch literal 218348 zcmaHSW0Yi3w`AGqvhAwwvTfV8ZQHi(>ay)F+qP|c@_TRA%>0;{{F8TOuA6!8%^k5L z;_M`o7Z&})K+6I{Ho4TlIJ7!DI1Ix~NKa^IXbHp3O-Lt8$V5mdYGLhc;s|)QHgGl( zHZig@HX)>wHnBBxHYa3cqo*h2ivt=C zHCMlr>bBQO&dYPo%T&hZ&fEQz-}UFowi5)9C7W0xd9VVIuwgkV^(>ZiZCKh^3E#?+ADF2SSeFaF58%$P#-S1-krJEwLaehEyw6H}>T%-#X^ z7z*SEApazW>Ej4@nClVu?&KL6NT7(3^h}BaBi?^XhYw(%-qBtRtVrX+AkicArs1#I z+CcW~A$fFD!{-OTQGF$kQD;=^z`V?(Nl>$&Lp+o+=(OomB4Y1{+TehYS!}S&q>W;Q zBe$Y7V~)&xJ!+^ts69gsr<_{cTwGfm^w)~ezd0BM@Wne@7j z7q^#EVjx8F*AlCg1LEyCsTkN4Eo<0>n9a9`z|RbZtWpgje9pO@GBc-*Y||N?t>)*>o1c{4G9S6;0d=3cHKg(f zCD7XyRNq`ZgT$PKcztUbV*x5%zWSBJ`bxgX|3)!E71B1aK6V!rI{k4za$cn&6ais=}lDGY6TD?B|kX5Kl&`>a39Dj z5ace%W&p-5q>})9I0Upl(r%zLAqa9jVrsxrK4x;Dj6Tg@;HP{f<^Xhi%%-4&T{w0` z+8|$h&`oehdXU@zhFb_}{$Iku=D+af1K|jjMzJ0JS7&iY31C7B^T8;wB!dRy;WQzt zLnI4e{z9z7vk361(CKdkqlTGk5)x4RYEg zvq$PestLu}4YJ4ahUkIY@jtp{a>oS@NB$=ahlCRx^GduYPMjDi9*-sttr)^g_(z;# zK1f^WaMbCLC)U5{Kt3CO8V@5ls^7tZqYbT%Q5)WtuLgc4rZW`hU(6owfrYzH7t1z0 zL3G?m+1|t5&@1()?x(^h$0z(J)Hi$pzdrILG;J`UAP7-VU9!CBs(?9JHaXm{Q0N0; zVudJknMcA<6b@mk`t-IO_jvb6_Y`(PZ!tw;taw~;;9}v#^rlc{5l((ii4I9m=}f}P zM42($Lwm+JZE;!(wnVNmwNa8o=t%6L?0tcVQe$~lr3$J)$xg{$$!e04lA@9|k_nO^ zB`T6jl3~fTl<-vDWfe-*e|r{5E229RI^sMtJ+s~;MT;`#y38Y(sccB9BV1FT{hwts zY9l-30s<2LN3x)@F-AJWR-tZJ}gEpzWmKoAt)trHtL|uk@@PhCg4#oPz zR5R^fSzdHjGPd%2&U&e<;7tH_>3(H=alLA(#zhaO%%%jdJg2r>=_C8u2`@CZ6G5#^ z_@r(cPe*-4l1?!wx>8bmX>5=A1?mP~A7XBC$3XU3H z7K>YiMcz(1T(xNHG`*n4AiiMIzSSUaFF2uHA$ktGNVVu=7}co7p~9iWA?+?bB0wU2 zj4{bHiL2CDsl}q>jCBEjq1E)*)WP&(a(yZ{-6|6@i;lsLwbx9b@wRES-n_2OR-(>W z%T)8a?y@zoI=gDV+OoPvePDTd8RPSVpP{-)_?pnp8zLjJ;jE8!S(w{53DxZ?^wV1{*o@j1%{7#-jr&*3MC)cS2FKkaoZX9j`Pb{yy zu4hl4=a$FmTi(;JeC&U$A7Nv?jO_t5*asTvvvd!_%9nHBJ{Wdga z(5a`cm#CMiw>$XUr`|ujYq^^^prbISfI{X(j)a?Cq$1A8;6#Z7&OI#!bdvLTeIzF|jr5GyJfxaxeOZ{|WPb zpd7atxkzDwZ=p3Wy1=tgIiCmX4bBpnh9!XYgk{Gx!1Q7w3v&=$O`J%n;VfN6JB{jQ zc4mfV3~#JuhG910wCUJ#94#S8>g80h8PblY2=Pp`MAI1WLxMA&m86#SLd(bcBOag` z(3amiTVXG>cR&U#)uR=uHLkPXJZZmnZXz_%opz%OTrI9K*F5iTGB=)}5>WYETUs@( z{q=y|$%1C3TN|Ubp;4^XRAK&_)n}I(l@diZ#J192Td5bPMW?>g+V3#%44)_EPL?Kl zC0QxSm+CM<>tpp}^VFJzqr~={!j*QjDZEO$&D^%;^zaSS97%>Yp!Kh%Nu@A_ETy)U zcH6VwQdQ-Pb)0pL)x*WyWyCeN}{%1;X-LcvrMbC;Q9(-JGPRm+qGr!VkvFe zZx&@*!w1Ov?$HNPsWtjEZd*r*uqV{=vzB}(Z;$`eb?CQqW(ZZ55-z&ch z%QlrI4quvc^{0F11@8~*pH8ie>XNWNqP2oDKGGk0clJa36{P2cR00{lDlSPr&3TAs zw3e9WvepSMWKM|KDW2t}vu%$@ieGh1g znjsyxnc=+dZM?NDH`>F^kO$zCnP>Nx?2cWBy;qUes1e$Fx@JAsp3UWpMXyJ*vb?xw zj+bT~hxYlooAn(IdavC>m6=Mjnl~LTKc3h3Bb*0YIJjZB?T!p*CEqBwi!qzMt2DR! zYw1lL7ev3>!=Cf63djybY~T9N5|!)Ud<=(diy!vi1Dyk#duF}I-|r5^r$|={OGZH> zGIF@NxCHQ+SAHG4XQPdmW+*dJeo7zJ*C9hu1b#2?-EO~qtq)5Mj}8e;YMXSgym&5L zR@?_)gV+k$Q0%0(ExI>;a=&^`gf_!QP~He42rBtBe9u2|@87nI%^expmge>*TKmGO zfP7<B;pIE>JwVn0mX^OLAoI+&zk|mLhyW~SINl|_o=ETW1A!I^ zjxl3Ng9niW2ea!;Ek&BPU!UH!VNqny@8^r)NJ!`VDGss2dkzDS?dX#XtQpJc?fq+y z08vYFto>fs`%f+N>phSKY;NSwE#1!3(NQnH@4(L@S=`+SWHZjKG&JzjYQE>CzR&yp zZCEQ91|Dk>u)+I%D=*|t>*>}IMe|TTonDXL_kD44JN1$7-OPSoe{b6JTc{txPnY8R z!b6c0?F#Em-12(aJA$$e?E9MVZ&0m^&PCpO#8IDJ%wLXJt<%-sc<}kl^0iNmO@Zq| zXAI2Y*_Zv^=RC=($8WWI-%WYdaatf^jZ&tSAs^3z|Bsz*6Ly68Z8_ri`ws(s%){Pg{k6PJm0LsyILs)PyA>*l6{x4B2tr8 zVW{-2WX%7mF~f5If(aPK5yEQY?vTMMxjOnNNqd`Wi^hBRE@o5CfbG%6e?(VIOu2V% zkGkid>d}R<#4m^TITox)>NVn7%iSw{=i06B-=RbF>+A}8+kyG#TpIM*;@j`o2p(hX z<`Mj-BmBaDls=p$ZZcw`CxWrDJ^V>Z!K#B&@HF0jgmDf>(3*|Z{-BK|_M*k#h;)s} znu>B4xi5d+&B*Jxe&zh7P@Wl#03UiGJJU44A_Ncz#z#1X)m<+79~thbjaWSfR~{F z!~1Ghey$bIAI(zRA4&lOJCe1T?6?7Jdthi6XgX!PX@1=x;9>6Nq&5U1QDBeo+PBK}FLcLrvjGvKl8w=(Ufed1SsAcz^{{v$i=lZ7X^D2ITuC@95{ozR~DS^7BH0 zzK+;{1zDfpo3Jl>YT{;U;ZG!{k#GH@-tR9Ash^?wpPl;0;ht$nXPnQ{q%8+$F2~2V zH{&XuihWL-%qhg`awPqt!*0B%7k^Zv6VYK7sXfi=SlhT&QzMs;iY3A<*i0TLpV;;u zPlF4p*624GCivZB>*!W3d(+&Qb`G3k^vxAdOJ~SQ;~Rug_Lxi96AoEX9XrE5te8tfTjl7Q#cDAFv@A|KbCy;7=EfKe`}xa5 z!wB6#qyO*_G8kmTzDQ_j<$lJc+s30ud(Otod3oM>uD@2`g z_CdP8lcOgBjXfnUxhh-bN9`$Rms6u{AIc8uHjk=oy)*ut6@Cc2AN0W$1miJ-gZUed z#{A(;4zR_AUrRF$tIzro2o`cA1H*gqC6tTB=l1vr-Eaiz=(-S{Sal2XCWRO8X65c@Hf|j!MpXPyLA~A>AqXx>%E`E>kJBHCy%D|?i*ph_nd_q$J4J`4B?N#W#ZCHcG%;nXTDm?db`Fi2!nt%WBQ z2q~$`%8QZfnUU`&+PYb)N5+`DS-*)fp-K^Kl>*9De19|j{bN3U;8gvd!rTNbI5?aq zu^V^Flog{XAp!S^aNiK!q*hFC-JH6=X_FHMYr;%Y2|yhsmJy5Gd*q7^hO!}FgQKMD$LAh za)Ka))?8ukQ)7|H({o?6k9LI{Zo(avx?U^uZk6=CDf1rJLj^4JBrOlo{CUav@qL@t zyPxGZ(#xj6i#~7C*?6dp6AJ3XP0CJI(tbY&}t47EyQQoUal`oi)6R)snD|$h{!w!(CJ=FGb<2^23kZs1= z_6zL_q1aqymCElzmmO71@1*KXDKECZx;t|Fhqm9nwn6?Tme-4gC6ZEaOb|kv3PxbM zrzBI>c|`bVU@D*|JtL)|IFk|*9v(fecJcY45h|>;f~TYA%X12pR~RYx2-NEM>#F9v z;dh>!(8@8Gv=N5cypsgUikN3m+vptk52vX62N*Nn1SI2aXy2;%3z_Vo6C!Urpcm|7 zdbn5%z|ex?&hJmF(Vh?=vHOn&;Ait7Yx&hMwCmGI$m1QNyOdbc75+ClIj|n8Zo;z) zDr|>U%$OKpW^0lIv4-zX*ed=6k2rcQ)UZONQlDHvo)R@#lwfm9$`oVU0SdohbNivYPQ zsp%=gU&uG_hpt>LY$32Tw`0aB8p=m{Fs|e_siGbwCG~@=Ib63%hb??XUfT#W8Zp$R zHTo+x@-OLF~AucS+>x1J6S)RcB4N8tFKVu26TzNE@ z3a1u1k5(nxu5VA`>Q<7vSPKy;&(LN8!Zy+@vT2hd`oS7d&a zqWo@;D+dy*I%XN=Oxid`1)Ce4q_&3}rxobYi!}3i32&ZjLV3w_8Z?@pC*^8ia z@w`D0*7+KD#9t1kAw^4YSSrTMQ)9zQv#iUNbiXHB-;NB>y{=!R%&~oj$I`x5*FEAbrImr^)wZa|xHU zA$8;i&VW!1Q5dz{u#60@Po7U~sn6CsevBWaz({bku380BM^458TR}Zm!VK-`#5HF{ zwnrXmMJ2}*F_|*do)C-9Ilf!`SJNh9eP2@U-6DApyt}qA4_`n4)soH527b-zpVmf< zprbraEl;}Us>+e9n#1}*NdiPPlnsjp&TeAsvJssJl9^8c=73iU52Yp1oE>Vht6f!@`yobQWH9Vy}a zx307l2WDo2tTY9E8klzktaxhZ1*oY45XYunUAx&WPK_uA0Y{jOnM}wkyD(sI3KEiR zW5H>6mH=nV$_`n1Go-xE+^xv~O&w%eocn5`R~N-ura^7MjsTWd5>s_m>F$;$E&vUI^Y@)D?I0`S!1SO>$Me;5Eb7C&4L=FoIX_oO$V`I1D zb3e~ylu{=yqMWb7le5n^I5(=p8a1LBpsp%;CBawU$=(ZyUjCvj;LW7X6SLJtpKanu^GL+n5e%>N5C<9rOb5dP#ne#w-YIf zD0WmVEd?f=;cVtW&wX{(djd2J;HY%=L6CNav&dq;ZcgJHn7sD$=b8#nDiAHd*9KR{ zqzRx#ltxa7wL#txE{hH0PA5w84ouuWi>0Bs)eEnCi=vlj2 z`zLF&mby{-j)q^Gql(zFIW~EK$&n{dS*IHFFgS)*3-Y&I|Gx_9KxN^VE}~uoMxO&u zA#L?rP+bc4W&gujq3C*6;+@7rZ-;%~*pGNOdid{R1Ia-HUC8^1iMO}WSssP}rNWLy z?g=?_4kA5}z|gCvY}Cv!{GwYX;I{0oVXYQAS9NSI2LvjexEMVA3G>z?+;NL4+bj1B zXrdWPSPUnYX-Kp#ULWE02kq;HrN1WWPt6fjvtwSv2ML(WkhJ3=Zfsq>F|p5WQ-gbu zZYn5c7F4oKz?CUyU_!w)DAf|4uGHlBNe|w7&t*>=^v(mCc24$2nw9nUh~z%k!_0v! zFk9y#+xCl5u~JaOJL?fBuhqd_g<|aK&T!9<%dI1DZfKPaoVM%dIOXyVO+W0f3nX$1 zr*d+wS=pP;z)3?AE; z>az=*CvvcC(CWSoxiwQIj)$AOh|m#TXR2Su4Kbh8_Nqarh0jCn+!M15dZ7sa0avqD zHgauI_SSNS-rRMpEj}k!Z5?hsf=YL4CuLB6#$J9dgp>U0k79uOeL|9(kHb{;`BCsP zPKdCo)gwehup94XIL2oxB75Ur#qp?G7f;{fPG){nv%*W@GfUbk|Cdj4$T7T{+LhhwKJw2v1X z-@}afPLwFfszeV0(lhvuwd43gVcEk&XP>V~M%3a1{c3ysLp+Z%yX%qj6e8q2a0dYv|=9 zn$gH<41dPs*Qd$`2eHJ#Q8Nv#^qvV4bro+*$Hr_NJ9vNTy&{1piMl0x>e5cvS zwk$8ZdIO2CQ3q2SjmKhAP>@vG`>2~~BJ;|@S#lLHwnVj$uKk2d_8&x+K@d^I`K()_ zX@OcOF^Bic{B`NHwx}G}LyO3p4$x5w0s(hSP>yNh$=vt)o`h(L6%P3KXMz^AIT%vuH03ATT8l9FSzIaNl_Z{LE)ZeLtHWbap> zB9jA48df6i^V)r{QL%5p4T2^`Tb|RxFzZw{bG4bA;Ugsq z!}CugpURwQB3vosW*UQ%@Z)?8eRFpB=0+G$K*!ksKmin)@2aR`GjMPuwgL!6E4;%Y+f-G(mFK z-f$-lU&j@gM|iGpdi;v!HC#B~zn#ik`8Nu3LB3)xl`QwoQ7tlS)YRQx&G6$0$=D01 zQquv4!`$#_r#M4MQM=TE?zbZS9~U-Cn}y2{yCTluJQMG{R!gT_e$LArbHt*2h}OCz zLBB2P(jN3J`}n7ag3Ipyb`|&Fta1=7_m})pSJyuYFDk!0mIRf`I`VbAsccu4F}+UD z)jcfTj7UMq+Elnc6u6~}IjBOo?N3i%*H1=GWY0NSwynA%Ps^6DC1RS24>n=XIG2xm zL5_5Lbc5-ck&VG*J5@`I_KmJw1Pu)WKBqVFmdr=CZZvD2Nz0}4Y?p%FO#&5q)-s!+ zz(c+&j=3d%vi^)aLMmCvejRo>uGJg-3Op)i)%NDsQo6ClV5Ysh3e5jwYdqBoTjR^X zf1b%|D=`Gi{|yg*JgFdF!>Td_EH>0HY!tFnP|#kX77|wShK)>QCb0A1Wn0pVO$z_9 z<78zvF#VaE^|QC*1beaLl$F%<^q6Ji{8;%fvlNJA>f+e0C1ik!ckdG`4?Ayp*f zgFzZ>@AtXbTlyP6(s5Gw>BbvlY#l6<7K<63BXNt1k{YPxnGHN?;_HN#4X!$j-*z&ep`%nUI~3PRP#M&QZzU zzzA@fu!*aMk%^+1Am9^a44kY8+1UZ#srdgNWMO4xVPN@RVgLUgWVy_NbVohfe(rtA ze!<0YJSFS4b#3f^(Vh3Q3uXohASI0lLso<$Dkkg>LOmm#2NRCR_Phy%A^uA!gQ|eE zd6SzXv@MPT?i|ow+nzdheR(DNyb#%1c z>ETI1{qGazcPeFbINRIX=gypI(`bG{ssBcg5p{BPysG|^NAKr-g{HRa{y58yc(n-m z%`Q#0%xbHH#S#5Y&=kcnY;w@=^MJrubziQF)eroGJ$lmc9`nA_os0nSp4;7Vy~#pJ zMMZ>+kxWufN2k*jJXxYlTJX*H?#-J#30m>v^;MqgSsQlHnpQvSP3pWnyZ24`5J97k zE$#MIA^Akv;9D9E1?8ba#yF6#NZa;p9k+le?Z;-p@B4v(nuL<)cFba_0xbn0j>OK+ z?w3Y^{OFP6EEayo4LoJcz z-spj_`OD_am9f{Wt5j+F#01~$=qd>ym)m6Loz9#&sXy?Q@VHz_BdiexR&GogG(2MU zFJsuY^Y5=sN|{t@@6A0tJrh$kmIXlq2+7DwT3TGiVV4#cm6er&7WCa75=a*U9L2=M zs2Q$c#%p`OJ)MefA71&=eh(mNHd(F2j?Y3?$YimK6MV#V;wMZP)3DOZxNsDmN|%@5 z;^OLuWp&#(IzR+gR#t{>l?@LMH#ITWX+3LErAU$|NtBfFgkK&$WTUSj4lu8UOEfDc z{QF^Ppn3zJFlnF(OiRN^8A8p`b0pF=X#T>5k6)VR5| zRj&Mn16q9yafI>O`ydr-!T%-#(~Tcs5&n-^(ME{6BRC3wH$h-7AWFKMtrc?i}QVAv)L7r#|s$+)9xzg0j<3#d4>U zX~BY9Urx|Y{~OR4r$$RlOMLS@U~|qK*^(>0(iJ_woXcMyj6aZmd$6}@F%yWCFWr8M?YwbbEq;Z+*#KK7H9#ANCW zfW^=OV@mIzE#~=PNtnoKx;k!d?rTUIZ|1m>iSco4UT^oUoAQ6e@RiM++P^AiBly^|@~ ze&KTf7>+-<-*M(#n_P(8mSM#N7nXhjZj*M}i49)&M&}*Z{Gx0iy_rQIjn3dvgVwwT z;V=J*fPer61%6XhRkf{(DBX@42=~ThRnhTr(#!~F5FdeHxQxb-yyl;7YVt#f_Aalp^Y9B|=1|!1LSyR>-CIBoXw;0TwR+G9~l}3f; zo;13&G@#`4^D_8?l#8sza_L;I7HFv>%1aBQ1(X6v_?hwPj``3(n)myQqaJ?#(j&6# z=y!ww>0!_)U{TyEl&A&<287m+Iti2Degp>DQIU~A4!EMeA%h)j*61)H)~s1WhQROM zv{?iiL}R&9KucmD2=b|Fe4qN0JXKRULGl($DvXzfxeK07Ojo7VVUa!YRDY`$%F zr-YvN<#O^2@iK^~C$w_s+vHCri1?BbO8y-&yhz{Bv((OFceb$m6uMw6-r}OG_!mjh&rb-(a>tr(%x+HWz)) z$ReKSp7enb9hD0}CaQZk8CianMQP&5L9Dx^3 zA*ldBqoutLa30PAg+#En$i4w?k}W&1XFrsKYWr==AKSDd_^|usD-;K@m@`;u+b3%K zsYTl$tmeT;yE+knP%!0)Eb9E2$U7-HKp50MD)wt_U;tDi_|ZfCe2+vQ8~pwOU+N&W zT<{}=u2s+D2#xyP^Ik9)+f?K~S5%|ZX?owWerSjyVGMPX&jAOe8H&3MzY0cdG@|GuzUI~( z$1FekL&rAu&{{Ryv%`ysNx%EOY}S>Oo(|>BcNx{+-*10(d(0X}Yh1tD)#mvSFSNe@ zbe|ovKbaB9E7c@&F?hD%0?K+I=Q#@`CluStF+-8xTgg2q@oR2KZKqJy{}(d61lVbk z1u=Tm9m@9h_B1Qe+^r-z$$VqRB2+-`&be*HtS{EMO~ur{#Sx<%& z03#q)B2&<`jukBYU_jSlR^eb%#kkj@ffyvc zwDjB8LImm7gmSNZdmS|=Pq4Rzx%v zqM1Bu$-FX|JYwrkywSZqO%l0{>MC{P>h-V$41tg!v)iTGbV|9PbfZyryLVuU5r4^w zkcJ6|fx;7PU&=^z$67$UzRwVD{ks3cT$O$J?eIc!De2yvsmA>mB}punNTnTzn!a*P z34!g57}jT=k)Xk@aVMmaCZo$AmX1B%-N-%A9FoP%!LLG5N;RCAORvas(9)}msAaC{kK}z!5e|tf-*Z2{W;w7N)6K-}D78cgk-3EwseDRa1 zEH+4RaGuM~+k;nB1JQ?>h+x6ZeWaiuY`EYetQEnVkl9QuGqU8LsXtvwQJ!I7HH)aHm4V%NNLW&yV z##cz2*th3-B}ep;%j-i%)Nxg_rO$^@vaVXKCTNn`vWp?LO6{@EGMIIhnG3sI@RRC^2lmICcPDVt1aCG&FBpM!@sMd&$($>rbq9>RY?X_KDYtyXGW zzw=$MH!~c8>AETlhevpx_H#7bA`2gs7^eM01Pf-l6*;RzPk}^H*r5k_9=o}jGo};S z>6B_($@22pHIrH42|*L~I7`-?o=jx!H(v&^7Meu}_DI}MZtv6vhV`KHZma7J)BLu| zM=khhK7N}r_=rr&s*-}_2nh<}&z(lgArkOf`?OKh&R~MXd1neWeWrr*(})2i8RSxqX*ikTc-k`-EiGLAd!O^O#Oxe=cEq9a29bK`pk3| zaL;cNMx;F33K%sAe}9Rf6aUJ) z)8*p%>tzRk<|y<(Fi=qLpQUCA{xj$nAULv+EV=zIp)sAvoY#)C;ZC6fT*}}#2Y4E_ z;2i;4P|R+5zi%4V*WAEa=XtH({lej?{EaY)N`!S#?!1isg?5SH+q!+O#i7THG<+-CrMW zM-X1;UVs9s{HRrV(W;~+J@*PQGWm7{RGP;$vF9y6n@dN#rQYc&tiS*t;@=-(n}de- zcOZ8>-tSD`-Q(Fgi~)+R-BXkhZr6!#{W#1sIB-bFm8B&Of^sIaX>RLLrnN`7mo4t| z4AiWn%8S2B)slw=1@NyJ1AN}kd z#iLsJ<3D5&l4ZS9GMN3bSjPodbK6pTq>+v*PtGaBj=_@EqEF$=W{&F2rIUzdCToy{)%?e<|{$w^LdJ0RaIVHd}Az9J`&KoUAObALHC9X9QT- zqJ^`=^>;0!N{t+yPFXxyu+F?`^3REYDL@-1$^mpY3lagRGhO4c}h$; z2#Y)&ZS6}Zb2ODv?kLjc$_nHP8eX(p`35%5R?DSG>ld*6vAxM%BPsq3C}O7vQx1@k zVeP(AnWY>o2C$X{^w~T#7F2PNEcSZ%#7T|M!}`Ev=&nHp0Q*X-eC(E@c}xspG41h# zp7W_-)WG0)K|3S(Ucg#BYuh>H`fVw=Y#Sm(tvMniYeV=x8eB~)u=;#Gtt{^>1Vf{M zfPxZ;nx(6D>&_U~YpU8Vv`Ko3w=>#h)O)MVYMDipo-klI+`R{A>HmCL#a%#J|0`?A zg)Qbeetms`OaK57lgNY@c!(ERBzjlTRk=Ei1B1%HIREX%X~o!6>%GIm%ehpdom-f< z_l&GmwbB8&O|L6)VC~W#a5MgO-Ihn*hY3D3Qm+2bw*H@3VT7G+#uZ$#uOrbvbOS}| zXj(cYiFs}!S?Yo2mif^BKnzNW0=7e@@a^ef5Z-Krm7XN*6)dH#d?8zS&URdRAm8S8 z0-!%C0$)rxqTqvEfi}+rRWiS=zAj`f->a9+dqy5~9nQDNY5ul)M zA07t4x#OpAyMiF#8+b!waXA8mZup=%GAOPQfPuzFjx~6&q|tGG28(Z|R6a(Rjek1g zOuCORBH2d0{v@CLRy?E~@(I`q7X{lQ_n%J0Z#3aKAzA(9nsthz9*9{AOVPKHji}B< zQqeu>0q6^EHmO;x3j)86C)6rbU>KkK;T_p=)7==?#@=m=gLR%z3p2Cw=KS9Hx}UMo z{CVi!PxyW`09jKBsK^Ol_4Cz6QqkW`vjWtpAs}=Hk#x;5r1ESq1KZ5sb)_f+yTmg3 zU}^o-^Fa{*C;(CmF9eDCM^IH6p34)H&Vo6*5tI(hRw1Jo*B_wlDW!9aDR+Rg_mr{+ zmFv0w-bo)O6WmcrH}zQKh++Lk{cOEq_FXY%1YZO5-D@V(8uP*2#$qz%M#!nv=|soJ z_w9uo$zyNt?d8j6p^y2n!T*>vVOZpFA}RaEWjKSNo%dUn*hr@0xaXCMPU-w36#EL# zV~g(%WFE?bZZ>Hwvb+kC5-}Ox&)h4xGb^y2>TRfN>m#=lFCa`E0_Uhw?3`a7PrmIN zB0CS3Ny<-~cIKklP?&GhkR&q`*M7XBN0=ik=7QoW`g3$uwpq%FCZF(!?4$Sr$F6Jd z>`X#7d5c@1$;Ji>UB}o}$*hgC16Z!*c|lyxhYn!ita}QMfPV4R4XUicZyJaoqM3C4 zna-q=^xFV+N?ZAS-s`pmnRdg6dyHzz01?}-PUOl*$yP$Z>`tUbgb4tOOQO> zU3X6QwZ`H=+7Rntp8GSY+7MMSq9nY5Zr@LU5GQRK5)mIP$6#Q}l*x58DSpDNuXW%0 z5V5}^D6#HpP@J|DaibRF6qk2TYY-6tHfJ&%0I01OLjJsf=2*qvC5kb3)+UhMsH4C-tK#Ovz^Dfr&!u0voy)dHC6{x2WCC9M_|Ba^Zpu8AU(TKFa&UNf z-^U({mYs^K9AGC1FDdf8?>n7qYHLRl4)4&jh)GE55l@qb+uy?UR~_K}ix8)>$mEe0 z%1~=xa6Flhuk-+Z^0utxIK0BXne+lrRyrrGKJE_^1c^qrutJZ)QO{n=?Zj)6I>ACb zD6!Li7>S9$k(`hnDF%r>(D&eR>G?Hj#2qyDF0tIBsXZxjLUG71k~O*3tLYprrPOnP zPN8DvBT*R0rsCv7<7C2&Mu(M^*d^(lSD9`ouF2-d&>)7A!sK_NjV9u<6j!s&uVf7Q zJ06P#VF!gF@wgdVK48G?q?c~hX5lFhJ$q?$J`h8&S3YA320xo({mX3fwvy*s%}H6S zi8ucm1wbf8r9b}^AYfm$0p<@17@zgF^&gjH34pozQBY9&*Nn3Y3kyr-^1jWP^?JNH zSXj`QNA9Rt_q2eR+q1NSD)o zYtBU0G*@3RAS6I=dHzkCLI5~21EWxtfc4maP--HPcIspb1HV)b3NGeCOn^t$6b8({ zzjn(ViYtlRVK;VUQjSSu?+Tqr_jiESec$gCpB(A9f0d_3nW+^kJ;?$Dj<#Lb9mKBq zvNekNF?5bcfbBWlZV`&m4Ah?!int(?78j{&xoJ&kxcVZ?H3gQQ0yIKpHC=m*)Vxk| zl;gRL<0SQgi-)&0X`)EzVrqIEgTn@p^Z@fDDlFXei4GL=kUnL~$Jg8U5xfJE z`R3i@KVoWS^l8Z#oBauTT1D-imrmU^!gV`+za0et&;H}tFI;H}dbWU(5dZ{d`a~2Ts!Y2$soSp#>Z69;%?u*Z2=?PB)@FxRH>54q^eyfaJ zU)O%NCi`yP3JA6tr|G=gWeVQbjvPl~@yea^Pd|eNH3V9?2DqKtyb(Rsvv0DXT@a)cuTa zV)(d5_GWN4VqquMcnSvl+v7A{3eX2@?u`|Wr8_udXH1~M1ToF{AMp94V4NYMl5UiY zjSrWrwFnqi+uPdMd3nEc?EOphvd1>^><&Zm9HDkBTkEM5u$O%Bbv3a(DeIb)V+nw$RGv>~kZmZZZNvo08fBP%Sy(fyPnRYqdB;U>sU#8Ro8)S8yUzA6+~eb%w4 zT8)V>>Q39l+g^jvqcgHI1ZwM{n4{TP&B9X|h_FgFo!evM5+gX$5hva|y zoKgn@C(pSJHJki}X3DM5kzFQ_b<}b#f_*26G=vZCU686QNk(}Dq9@_u;cpKoJ8{Ps zE45`MB|LS!+*DN1Hy2OukS$y|a1ekEteXCQLk1mEh0S0EKw9cEKpoCt2>i9t0lncN zjvKK7cgC;OUaoj1K;~Z?=f_7H)wM#5OC_0Sd4bHDjHC(NFrbR^%6c*f8l{oIA`ZM$ zH~ur*xEW_dmWo z9pkdea;f6zmih7kuj>b}MPo!D$NT(afYKx0kj1^%*s0GY(ZROk{lEd!cRgcri0An0 zEgZMY>=}Qs)%^jm7ud(-Z&Vj|aQ8nrItRDP+BS;UG}*Q}O|~&jQ%#<1+qNc8wr$(C zPquB_-+sUTfUd62-p_NdwSMb9^q!Ad9Q?C%A3lmUR)Efztx$J5?qzdVdvV8eZyAjP zgo_ZOQ;+!+)|PM70Wi;hP5R5r)a#3}u}vKT9tn)lH*vrEq+h>c)ES%>@E?ZGY(j;G zWR9=Ud9G_^Y{cZ8j>2CY<#|^^`yY2I|nCH{A?+zw%lgNVS&h5_d2R;ex<>JoSd8(=8huGb_H79Nl;MGUK5j4U~(jGKD6+tzuxu8 zfk1ScupQG%3$hvBlCV9&Fp3edow)RE6f&8Na!K6yIIWwD7*+?5n#?}lQ3q{zgI(^X ztI5jjn3!j18^PNT2HDNS79?3rY7I`Vkah^Ne93^EqK>Yn1OD*R3-8?L&(OhNydT%E z7(>}TH_-(=a6a}ayG0tYt5J51w?qRITpvl&Atjj$d-Ne2s|^;xLr`vhtekx>fb9+P z4-Wo|Cwf>!=Ay*8TD?Y~-7BtlLLtDsx#+6&@f#R#RgKLa__iQACs*UgNbr=xgvi`= zVbhLCIdG_^)zEe;NA{MeZViX#`f%KF-Te-Htyw<%??E_u>5$R(6 zt#&;nzKT(VO64j5%>}P44!2$vf+F>w$(C6pG zG4-zgAvqHWL}dw)Wt)1m#}Iu9Li#cFzj2odC zWLWNqN~v9_37BBOpiAeG$>Iaae8ruc zN~kpi!ytmNYXrKTGVw^eZ4c)bYGHC>L3%)}>c>Ta`F4}|&3<#2GF%R`k^^C-l2%m| zM18QUGBqvs;ldx`tjZ{sxa8BeE}}T4$^LS9(JM29&Z!?fPi}ZOUnrf{b&V(IzQybj zs~diT{0q2vhSg98BP*Q}`+)~LJi&v4-x#8HbgiJY^Sh}xB+{E)v!EP~svX+E(x7Yt zx>qt{N4L(|usi6mA2}F0{$3r7n0`zRW@jtlMjIZC3eXwMU+}!;GBy^Zmtra{4hNG$ zM1hl#HsLRb0z6bHVcD|Q>)BhmR{^3&!o|s_=^T~(7oV-sVL(7Yu$##gZr6Ras}Kd+ zwJYDvN_C%pjV;B|_};%2kMFAF=Djd-7Qbx{URLmw>^#PaRY~VTa z9k1k$deaAfA?5K@j($@1Um7t5B%?Hv5%;w9Z{j)b|*ht~Y(4-N8 znTq6+oV(2N+Tiq%R-7MVHgo(Xlj0d#p>)hcGK4nFpFurntf(}mzgaAisDCyR2)9I~ zI_1x3Wp7}QY#jc!^tUfF_t{ctvNG!BhtZ+RB^rWa@6)L#)qdhw5txnM&OHL@q|=?U zlP-?t@sB+D$%c}aFSuVlw`^&Be0=)>RK`}8gmmQBA?~a{rx5moK3-2Ahsj_I8 zn2?_z-PWrtDQDJAR<-u4DiweJ<^P7(wxupy_QUS|N6?Es9Fd8%-TQ2E(oyQVhcaj-@EC5tj_6e@iL2< zM!DG1a#7wmF4Rm>TT6ye}{1fZ9aefti1SS~^>$bP`&s{)11ij~%cH}Hu*WqA+ zwY(+2cbAy|cX@zMfI69cJM}Pa&1=&kh3axVd5;iEzfAPs{K0J7@4)u|sf&2V#O(b$ z36Tg~HoX~2AH1*{4j3G|@v>qwGWhD%x}%w#$OO$0J`6<>onoi}(+Cxe3oehx^&5|C z8Bg7tDIKZ*#ca5s{m3vho{3-@k+6x-!)}zI_f|-0Yip}VYNkde1qa82-UjX*m5Qfz zCkG?rWo2iojFhB`Hq%5`R#FKvb67|vG)WlPuXJvOcn(a(0%#;(wS$4EXhRSMl|3w- zFkD;dAFGI)dtlfSlc$)0_8~h)Fp_?mp)we-R;zmELU>REA|#D=;n`0Si3LliE@VqB z5L_#hG$U(9R?;`ZtM+$>yz`=t?n>iJ&q(9;pQsU%UXBr*?69z+ht!H5Dv4oikq4Vu zsG3lhRKK$rK<>~FDMx6De9F@%cDlP}UdPH-(>!Jm1kRTH%-pI{gwr$T!)BM??pt`b zF{{5Q&`o3(9RVuAsGZ`L(EEn#O(Jp+@I?^CTS{gLnn_*%Lm3h&--beOjj@SSqoN|b zKdn~xZMl#wzfhSVTSy!x`UbIsMn;~Gi?V<`NvTYEofThVERKSLf^VGHqCuS}V}pQi zYh{J^rT#v;;W56YY_?l-bIN|R`Zr*519{3>K#jmuSLIK{k9u{*>-0nU8@a0TnKI!wVdir+$~*plSD35i@;4c zrWS$%v+0Bu(3$R(IcXp)_VDPfdu$~L`+8DVwIZ=Q;J{-s)JMkrRri5aLZIL<9&|B^ zA?wA#l*6D&|2xYVr(Wd$310##ABrhV@h3(0MSiDaSnDR9!#%k3I1`sZ_7JCGbXu*3 zigmO<$+-0Vx^x2ELbC$<(oSg3a4&Zp*?~d}0>EcEZ zp!)cIA08i}Ge+!`LWpf+kk}-6Wx4;NB&z|#iSnEr1q^@n&zQEKO3iR10}(!wO3hH3 zjSVDGUu?Gvd0C|ez~B9hJn0)PowzPTWQ)UJabTYLN3IQ!R@%*mdKiStb1hNYS; z`?S>Zv;Qj-@>f@d!Ia$F+1N0OL?XqV(xbv*EjVcE-)V)6tHyMjl;T8(ITJTk?_9b| zBmbXLH>dJS|0dXuR(tf$jQ~LxaD>EB6rzg&@Cf8*NL2efoDhw##H9xDH8-#AJTZ9dILN@0)b0=|eaZSzi0sV*j`}4C= z%fo^@w!7MjM|qiB#{Pje+CKs7RDVlj%hkHSQ&*yH2L~{9S-45$6)fKhT}2Au$%@Es z;V?^KJA;vg+4R6b?1V=P@7y&7t^?tYPci*7ObN!_!gBWDX`FXE$|NxegUmty6~fGSQ?i)@URlYbL>2#L{Ii&&4r$pq)-&v40P#8_2kdjTDllQc8u_Y{)HYi_cZ$&h2w0H?vgtQS#?TjT?>Zz#*la2ci=o1sZ!0xzJ=(sb1{YBzuQAYdtY4i z)N~^f+{T3602v7|6Z?B7PyN0>C7IL4C=F^56D;4PU&wy8|>N5M;t*(V1p4pAqdMV8uB`hKBmd z4lzPKX~e_f3e2QI1kg%SBMVa(LK;#mSj*svIF8GtbR!U#pR}Q^^`E0ODK|zOxvYD^ z3H+${_YJ^b457GT+apP~6QX6lBRu92(+g;$>WHhF=D0O+=@;C)nF2zm=tckoNc|u# zeW?Un+wKJS0_>r}Qm;lUMl?jXpHk#lY}pm~my{)D`8=Hhr!#{@m452FF=(QP#!ff# zvk=g(X}4T<5i^;$@*fZ=wdsMj=H3m|Kg4vtQvKa{A*=;Gqx=&h~n z?(U0{_0|Fk1IZqXrucw>r_xf|Q*uZXLVWbN)ZdDx`4MzCJi|HHQ+;~otOB~=P1ru z;e>VvbooWCy6oT0X|ltsNIs575l;Yfsu%VM5VYfLP7mzU{?NTh074UYpFSjshiDRU zH;1@pS-wViw{Vzaz*zEHA^MV5hP+~L(gng|f1W3ZyI0?`8g)=AbbRn`RES>^$tco_ z;B&t=q#kot0LP*H2l@;)ZUq4jF1jiLOD~xDzr|3N!m(F6zjao`4PurT{o&#&aEoki z)BfkJ7#;haV1Jgvf9u}tV%#{=*WWSC zd0d7YYwZJo#LCP}bwoA`$KTxPiG97nbZnF}f|+{_#DDuC^+D?GM@m+cZ{z(DLoOCc z#P598KQt7X)!nruX#a%La=zK+GqK{t((=cK>G&S1*&qUxt!SafSA(r_G9b@A^HZxm zAj7P-(y|LlpjC#>M@+unpQKkb^XDz&9WYvZ(Em8wCX?+){MRb0v|lxc;jLTOTBe&A zdPM0^m}A*S=JHL@jqf57llvtZSCB%9rGp3Utx761akV1x-$0ibN_W$ltmBv1 zhbg`n{qhK-rrNmqq0A(C#dsQi3m%u7y%yTo_4tzht1NE|OgBk-_TY#Fk8YCY-s1v3)Jj&~Z1TRPX|dG}$>q=-mu+aL zhge;Q9o1^?T7*c;xH6_WExh%>oZ~I}%kc*nv>`5u9nFMweuNJGaJR^vW`=eqYO^o= z`QezX;b~m|vRE>ccfU7AqH2x;=hV?{rPY1$Jiw*_IZyoaciWh&X+UV!X5Q*O8!bB+ zE#G>IjG88Pw$9K41N7?e3G`^qeme759NqZlAF^iH*28I9M}+N4pjcHDzUphKt*g3_ zztO#1Rscjnx-_DJ#q}mNd<5TZH+41HH>f>`C9sXBj}Q2M>%J2J&wnF`T_)P!h45DTVm|ls#V!+*Pmk{Ufr>v71fUOj|vy~s#$ALg5Q$VXKJy&Bg$sEst>R|JbY*4;pP`YA4 zv&k@#8Bz9Ea^Ujs+(FOlwxONd%M5)i(dE{Ql@jaFE%+O)!#<9yuhsRvI4=qfZqUM-UD}nznGV(Z?kQL&iQqS z#HIl}o_Au1&wl{w8p1BYk}aN~Nu>ac&pE9uFsf3FxI^oFT~m{1*IN3pF1 zrsDBKr*T5AQ(+z(hlh~+8CvxR39tFdR2_1Z_vkXXFWntxlnmzp3YTo;WT~1b`8XY%oj2l zi}tVH%kFA90pltd)&kB9tJ1Y1{AQ&Y1BR|uL$?pwdtWN0Yh{@mL*W-X`AN#~rRnhG zn74As*mm}rcJ|)0f$(A;>!xpa#qOI+F}-J^Go2Rs&t;TuWvbVCT;JlBLw8fI4Jcc_ zCk$v{ymNjFYr0`Quy2!%JE+{El9qeWvMA@VEa%g$6ey?P_)79JPY`Gqq(Jopo~-f- zW5kGV(+c0(87@?pZnI=qqx7sTHrbEWiHz4hxk%vkA~z-Ifh{7BcRhQtrsXFhgdAY$ zBMQ}#Sb*YK=evexzZd(UowW)e~zk zY;J@4VxI)g2i?EMNJ8Efh>UM4_q`q_Uv+^l2u}ibytX~h=c!H=ucSV~lU{dljXtL- z&1Hk!>?ed9s28}Hf+9K)cCnbR+oI)l%tB$SumB+BWicZ>`A)09|Fm$FzlR(oD*cN4 z1Uw=zr-+}!|4PrdD3gZcf05VNqh}PEUgjMi1Y9{WL)qDt)D}6gR{cqAn={i-uV^3)u;81#KVedgr%H|E;X&MwVa_dMYVZB zaCzSoO31&!8;fC1O3-Gk=ec`-#*9Ir-@0SYvq@=j7=y%i4=b|Tb=U6(PEF{ai;LSC zs*e(qj_>XJDFlUp&KxlhvzW>FUBGiY*L1c~(c3%-EJ zUGBxBu#V@g>iC(;IP}> z{QEqQ;bmIB=C3&d(8tWYuC%oSXoln z^L6lLMc0RZ$NTMu)~c+JyZL3NR)3a@)9Zq)hx28-=kZPpBPdhwalpnHf!F>hPJ#II zX?MaO`k~45QzhN}G4eJmOS{eGF*j|qs&+%$`SnnA(~I}8SEUY=L9f%n;kd=r)r0?T z(P;k4IDe;6f?wSu*D11MAt2RJdRf{XH2d@YVai}<92Z7Z$Rxiyj%jA7ONTn><32JI z0ZXUi4{3xVZGkG;`5yfv(_NzBT9fMulsiByIqPCdL2*)AQsm|lHMj!bXJ1JRqwHNl@J*BT>a zMCf>z!k^PE{=viY7y~e6ihEV@hYU)0+TAyoB5_||ss{*SVnZ6Dmk(SJY%0#}X@Spz}LJ@b1CI^n&z} z(OE5+(-xl2~E{k8H;{JPm#g_)#}bmpVhTeyurRTi^K`7Mj#H~XZ& zMd0^Ye$&9X;Xt8Qry9dfv_fYhv6iOg)yCCozx0{(Q=AbhPFiH9<|jf-Ch5JHyS>zU zfF9&b^KW8lmeq6+3&o64kL#vb@#8kFnUsM4_iH2gB~REe#`^@w=Mx3UYo~u}j|i9^ zPbG1LqRgP&;-c63|Egc-AjbAH!(1lw3#8wS+!?&Aj#^#~2wE&+==)=s4qOBRQRI6L zqCfns(9x>MR?DIp(XOhu6)ZIytD1u0vv$W0Yrpa}M!RN-wZlO+o^zsIJ!kMYNA`-R z7BC9Bl^4HaxJW}WpF4lR<;r+$DH{xE_jM!xz<p)2jKr~V(E@S$FD>XYEKf>yu zAI`1J{^`|65%aolmoYw`t=!+r3VvjDee5qdr!Sbl-^Ix~pDj(>pNB^|pQk$9(|Wt_ zXRO|@Ixk!Z+&{3NhTBvWoFWa%ywX~wG`#+?c!9IHdAk(Ba}JCW`1@Lm2&JQ6zLv*m z6$^~N3yv~rCq~1hiO)xSqx<%O$kAZmL@Dy<17oT^k!BZ%;x5ifg~%M#es(U^`VNPE z8pA#RW3-3VHjt!1>$z>vER|SlFP!u0726Q#v|1kkK)tDy z1C^sv@x(`Mf+bffKoPf_{}TvLxe=X7KP5%v^*gA4gy9*I;bJ+Som5^Su-J_xyk*dV z%EtD5Tz^BvxBh%{VC6w3=5c(Pm2I+oJ34jH@$}fgNjjX&dfr(ZVbwX~a%|7{wC&4R zljJ;eb$M?bI8DW>+HAC4ZxkgyA7!kdwIZl9^qPfUeXv?{a6R0PLeAiOAHmkCd^erV zmxx=a()c`|FKe>isNd+6{^*zGv>sonGZ|p)nzLM6v3&|V-c&Eru9fMq%(%Ii9f?c* zlk^5BR7CeApgSC74R7P<^O#uaifKK{=h{_z`5S1T00b$3jl`C_v`cwuVtlJ4Vw>)p zEj9Z6Wk;Z2UCT#^Y-fy*G>UxdHkmFlIH`#-?ig_JwzjVJWFvu&7W+m@E-R+LeC{2_ z@f*BR>HD#lU3)R=5O`x^XuTw?7wu{bYQ5#`8nx!a3TWkR5U&x98o}=Pydej6Ul5Xjp-B(jF5Bp&+`gl_ccqI zQ_FnoQ!w#KT52ND7dBaKB<}kBSk&kp zRj<9j=`I|5U&tIuZ!f+aPr02;ck@`R9Kq)VS(&T1xLgK_1V3c(u-kpKm)D?|xnv~U zULV44zVST&yFWi&NZ~9`(2(u#@FMz&RJe7nS2_qPu&Xy`AMh4G=s4 ztCK%O@LxR5gwQQY+hEAt-vs+DG#T3MXCcKib$}Pk{->M_P&@riftK)_GHL9Zdc>U% z0w_JdJIKnHDOa5BefEacd=2s%mBB-z;ZbnkK3;3I(r`75eI-T@xOg~eg+WrxG*`O{9U0OhW-VbB21z`y7w6o3ZgOxLV7H`Jjh@9fPN9H zLIt}Lmg3+-n~?LotiE93;u1BXPuOWyVe`FUsJvqAa!p+?@3vQ?32UvHS^sh)voDxY zz2(OL{WXb@>k4$Sek<_ddY>@X$7yxibjdjMw1o!|e_pA7iS$J+Yo@d4E zi9H%|2cGZ@efPV+e9f$;Pk{R#JR{WFX&N%9w$ z_;>vlsTi1LVdp&{0H9usr7FB%IE^Xgx*?Jh{IW3oB^@1_^RQv3vO0=!$C9bnhitGe zYoEM?WgGWcZ%p>{o{}h&la`mJqu9~e)>fznId+to3}f-925VLn8h#aDnmDnTdy{dm zy;X0?xG`%nDjM34+!V!X>Af@**N8qK)dn$Qh2`btp`)P*QHp7!97!S5{+DAaU62pb zAq(hME(zIAEV!pNuHmulgtRz*Txqo(r1SH7eSVnXb26;d791Z?J!5%UgWBW?@taa$*b-H(^x>YSfyKt>JTGZ`R1XzKk~ai3wD*+g8wX7PQR^y8#l zYP>_))XoviWBKHtwau{XRVR@K8-LRs;9$YbsbQW5+Nt8ix)`L0J6QePhIm0sb1Zsk zo772l6wK=^3aPhc+^@dI`P|u2{u;mZANP34zVc*z1iKIJz}5p?5|{=23Vp^mY}wEm z)`GgCBI@MV>YEfc5Y3EVXfxocFD)e}Cl}M`&lg=?T>-6TG<4rDo&;)$-h%POImX(3 zu&GjoPfyLh*}BwvIP}>egc{JgdJ348ScTG&1fOPSb9K|Z$kfuju^bjUZ%0P_uMfO# z2jh!Cj3j+nn+1ryUM+YowPJUmsEBMw#GX}7~y zwz&4Sgu6H^6I3goHSIJwF3KL)IVYS$rn+EwIU>J*tQnh)GCt88dD-zfE1veT+HYgiIE&cW3A@^$_5ld$QZ4ERfNXhP&YGX*Rc>7@ z)2=55P@yCD8CTZ41~-;QsL83*l@F?-_vyamy$5@ZOA_ptj6JX&)D%$JvrE}4jSk69 z8cRX!`!dF2kfJ;ro0`(xz#sm6AVv8hKqgXy{2}lH-Ys^u8?{LhL4IB|kyJZ5DgH34 zmRdU*ug%A^D-Pu^jMatwJw@KJ&k($mX2ig|Y-y7gM71SUwJ0d?Tb%_GiJ6I{n~`Zw z4ezj00=jX$(d>uY2)dyJN`usJv zViDT1EtAho>u3wNW0P02_5Gx~LPfGk>-+kL)j%e`T3yq9a!aH4WG5w9&HT$n)xtm* z8n1zjC(Gx}KBP+J_RiH`TP(e1%RQ(D`<_q$nu@nqC&7AkjgI+=@~3_-FS zt5^^fT*G<1rZzf#fFpaQfnRt+=9K_R|E}9>qnYLU0!v1kjmtclB`$@cR`7?^lMJFX zu~iWL`k#Ny*iA6JFgB8{lap8aVQFdUsP~angMc9UvQp_EW}E`-P!Lym-!@+>hXz?p zw^EPodelKMY(Ym)p&-0zgrX7900(&9Z5pdti>|Wo$%4Aeqw-nWY0mRJ$GJ{7losnX zHXIilE{6~2^csz8H4!Of4Q{6kW1Kc0x(y$e4VAz^x!<%2dVRY+A{=#^p4Y;v1^lK(>56;#NB8lHme>uItagoA$NhusV>y@G-f#?{2x1M& z>;m^XtxjTB9XPDiZBLUZIXbJV)rW`#l{?)dNZbNgdrnf)$#u6l3L{YeYeiH*rE#H5*x^f*qoT~h1&B(}DY710kmn-d4Qayua z!h{cjPtC*KJ(tZpzyc6UG!g&7YF*JbYIFDzgMz||(OV>us=KAXUABTt;1_|Aec2u#~EZ2wYOEqRfJQ2E1}?rEkrx7+s$4ItBLqSkJu%*Cry`qoo4yPV@}J9_)@^-k0C8YLLYj=Gb5#KXupUo z3rUWk@J`>yJ}OP*EJt$Jy~R>*;-^KgT*h@Gj*nkgM`eEGov@}{#8X#+1uxMoE~tW) z0$xkOhz^bPucn_peM6NxZI%saiO&bfoIsTYnr)M{5%1+}JSCJ`K->IukmF;oL_Qd~ z>gitQu9|Wt{gFcLG8u|^tADP|jD^3MCvF-A4ejP|iU1GqMa%&aJb6IhPdIVJFv@iI z>i*t~0NTn%8*0(tBY!lws2JEt&{ugB9+qQFm2>xH3fC0M6BhxhoLTK8HX;gTBWX>^ zVd9V&6V^0t1jAD$>Ntbm7+oR%avT=ewlJN)L|vQgBbs^L$~ZgqMom z+I+>q@wv9(vP#qYqe zE?%@m>36N*!!GBh0kkR9?5Aesz|hd^^D}JV4?YA}gkjLeQp|FIP~_Rx#J;^x6XFWe zVaU^v;D_)%ipM{DfCgwn-ESr;{g*c5AZ-HtG#lGrl>@s5;It!tL6qU6qE2^sJZ^M& zU}Iq=CMB5|8TlbG`zV8b9d*c%F{uwFc%6+Uf9$3tArY!j?qiy1xdEk<*d0g#9Y}-y zo~?g@VKy6J1IAj-a`TRcH%g}=4bu5`R8Bknp_7821X!4ZDalx8y(+URY?O;O3o1m4 zm{x2ED|)3%ggh_!mOyWy)h~^lN*g)Lb{(i^lOW;yV46Mj8M=BD8&{39}igz=4c6KHRZHjT<&AbH8i$zEnLHJ~< zpF`;nKIK=@s7g0s;B@_MgOryVNTA(oF^Pf%s>^ck%u-`32EKEAy41$#Tq@eE2{?XY z^CA8`dG@jcgbyIEzMKdE)m_r0 zAB{Cnv>Vie%<}}0c_KsJ5a@&)+o_$7Wu>+e&fSGqu$y0YmTZ{>zU%<3#1WJw06EjTXn&%%m znY1QO^^M{Io!5xbq#cs|vdjTq!Ovs6qyOxKSOrIp*%si%&F6L}$sn!9AL8ru|0R$7 zHy|h|ma9`|f{oPgi}vd(hEd$WWK~9++>AkEiFp-`h4ZLfyrwHa8cIS%L370&Ti$= z?;sC7t zZQLMBAMLUo;#o2e0D`qo$`XY|pf7eKROJJWTm>fpmcnLxvm8gT7{B91E5-4-J24w&~&)as}B@%(4fX8g%agj`b zlJsGL6rlY2*&X$tZ|8ERV^Dpm;$a!U#q?xTwGd0)lRI*GQ2Dtt&bgCDj7`n?2n!A)L3?izG@=@b-H#X` z5z8;xx3{P;=0-!OUYk8$tV=AW-{5?)7?uzKM^E{)I=xu_ zeYtpCXB(fR*<5wKWVWbEv&H`Q^-^My8we&YyIw1e8Xig}1s=b@PqEy&0_pEbFY;S( zMo98qN296M)i5KloaQx1rG@s-Ry^gh1Fl}ec(J;>?Kf&`E?c^hbV^XNFfyL6i|3aY zh&5oRO`{dof8n*3BrbdOyv$IHic;ms0(kcW+*zr$$%A&=K)^>atq@K{>O@zX4)xaQNX zb+|P4zoOBz=*Y*h)Pihovgmd=*`v!b0^ppNyIgKSLPByCmY0_o7Z+DoqYMXC{CC(Z zD=Vw3<24J(;4Oq72!1uqtz4b#MJsKCBLf2Nz!V3x--j1VjSVTii&a`_bvBzb-&G!n zp1Yh6SDUV1nE?Zs%${DybeX&n5_Iwr5tKlIbDh7#Oo}vu-YM@k&xp)7yc;ADF$XD7<1#9Mf zhz^-Rzw7eDo<=PvISymOrM?S3whpf&F&3fr?TN z14G*Z8!{s*iVE&Q+!onEE*ib@Q*?kK(f}Ls^m$<@W%s#KHn~D`f#HW8 zk{Gl2Js$496|W9)TCe%?3ztNkn_PY|)xb}af3c+B{(9TYvKz81$w6?|d^Nd0Uck=I zd%4Da^KySMGo#Y=YllZs-6UojiDj9ua?WX)HEE~l;=2yS%CEZg`hmCx*Gh~L)y83A zU8;nT2|7bGs<sKKh(9fC68L_tS8(qh8~aISHSeu~7xiMV!dz}BfQ?1^Fr z{JmQMIwBJATmp7Ht*^hoJ>PEVX~Z`g3`IUYJuP=wUV*IO;o*%~;(LzY0N%M%jGI7- z=Ot?S6>}Hw*i=cUY4juA@mEQn5SKs9kCS7qBLojD3=G{%T}JJ8)kaHPuvS49s3L^+ z)8pgo3=V(OESeNG%GA#HwdY8{t)E|5*turP;#1R63*9lUva#xzUoMfGb$MrrTE*sb z9zMkoCAQOA*=>A-)RouZ@)MwvO){`D9)%{;Q2YBO;mVbdET*`sDoXh#H({M756hAw zMtqJFC*qesVfNaT*i_LLE=fUN9>jpDv9a;Dr0ry^)HtcL1~=>0nUd`6iaN$t3}SVwd-cjfg7V?-Rccy`wr8M>iF+rNDs4zM2%&3LNLFlXS^UlMY|&;x=gR6TU?3)}xY<6Z$Hahd{Ppt#*W|_M)tFW3 za0!z|%@Y!O|`{lNB}5($b2aq!}S$!e|)ucd-zeCB(#Zx;v6T z%Q&CP5t$0lvz~YP>ge0m6j0*X7AlU?VEo;nYG;wY`5`Pm{r)EseN8y7h(l- zUwnV1{D-=lJ3)!%P{m6RG-Z9na5@*Qo+Z=H!oHr0|COd2A;W=e>Wx!SDDhQkw(W+y z!mz_)APy-nDuUKvV`D==M3lc6_%IDJ>5fiJ#5zL|6PnH4g0U6iqO%OZzOq}=r^3Ly z4VQwX;^9*PW9y+>p=#@M8!_-?UJUO*3cFCFNHS*A)Nm&r>-r!o+aFA?J>U)=>(k!> zLa_4jWYo;M0g9VuiK~Nc3=4?FrOCy^^=SksCmx4`aRKmAsG7`7B1ee!1duI$Kya`~ zPOf93oV!iN!`nwtkPzAF?WCXz`_|pz1MqG!4Vg*IFHxoV(lR{ z)c}qyZ>X_#h1JT0aMpqlo;Ytrr8ngL>Myf#XO306-vArBLQFv*K{o6aWDuG=ZndhI zUPz-Uc{g@Edq);{=v1aH%@U$KQKPB3c`xe<4AhX{IhY+EQAh%%tf{cmBuh2IVp6c0 zQ964Vmu{NJfWT#<6UZs*85+*VUEUQw3aj&s6w9UD=+8$YAS5|B+4;R*Fe)E)B?{!H zlxrgu01Pb6x8E9$UKi-}%OG_#=nmQXC@N;k><3)1%w(d1V+`S)` zO)kx5E8f_1?x#yTr-aYEh>?VnmFa60mOs-$z~Af!hbu1r_2|RO{?hs!@GQH$-|=2E zoL?W#f$EV9VbH_<^juNRApI_s70b1b?fnWPGgDhzTUZi<*8Ea4Fq>pF*<2o-t$E)X z>$!#6IQs3cSs;aZ+pBv{797EDjhpWLPBm$4F_4W0@o{#LS%%etO3DICg{D%d6d(*uQQN*Vq zVxPBlm(3Eq6w(9#`-gtt>CzTx+E<-v+~izKgBViCbrWGkILw61%uL`V?=3AaM|c%k zn4MLSlk=^Gg%Fssq-4_3+1$tm?`-DcMdsXsCr7sX>+&R(F~96q2UIlk^Yc3^t=(tJ z$N$BJX=q@xa~`s@(_33duCzz&qHu24P*Ci=n%# zNfJUdcoYS0c6D_XIN{#1M&hVBIXFIQc-*gdM4g>E=C~A_SpI0*u#wNNy*Bnx_sY{; z+KV7D&xhjKGAYfJZE(crYJB%-SL%^ce9$Rmtxp8Y*to$3$5VgehVxJ427VYAkX8)q zb>V2_Dl}7GgDnUCVFJdkzcY~#F(D!14>}48!`=W`Tf^)|{hoT(FspphD^A2sN!#C1 z|0Fw|&&^Ft4&$h0i3D6x8m>)cL{0@n`>VD7)uYBKXQKQ{;=y)m!4R}#aJNkJP!i)y zImr}dB4%X9_H#dvGTu5!n?kV3dDeQ57|@Rqr?9d*2M3R6ZGNS(crpj}Q#{&)m4B-= zV~es(+|(Z$cs#@YFk~(opu4FanImK<3EXZwJ<#s0U8y;{RsAtAakBzN`8^4Pj*6Qi zWOvk5`}UVfntksggQHh*{nL=9?fxdUC0KHBtQvFRanTtJwj8&q;gkKcXQ4Ob(HqzBjOH5(BDW~SPB_fp9}LergB?-dT} znd2QHM(INbmnE*x1e54q4`<7)MH;{!vp-(&&w6d0Gy4A7^xwXjnVAVoumOV$OyKR! zBD;|;G7+DtvLVO{Sk@P=|bjA6xUhUDsjFsvx(+`uQmjzNW|*K#U{Lwz6cq)#C!^A^V{+&+vbDooLdLQ{ zvxBkyiO4<5+?z_=mmA)qs#j3Y&`tjt1&w;4zzQwMj zr1Y-63A>gLEJoa^nK(aBz^o{Dam0rS{L%a-@CcjQ`0imdM*7+I>I3KDQY1>5wK=5z zajNrK3a6P@`$>=i*fADhc0NK7{z4+(@J|GwR^@lLfXC~T0WLl%Nl>|eo4_;6=3bh6 zH_=Yy(Q;Yg%aKrYtK+kM?>6f)b`1dfhX&Jn_g6bTUUC^`I;!9FGk;dn92B3{5~=-R z@1u@7O4g^jGp;)#x!d~T8#S6T50h#tfRm~jQK*-vG;T^ipB7LT3;IbGBSqC$SJ^wI z=kb`>2i|}IrGq&1^E5XF0dJl(@gPOA`d>6vMy-?$x+t-8uY&%1gCuYK${R}qX4tn5 z!uk^P8{`CB$;FIPzR;i7_os^#3MzF&Rf^bc9*_-y)A4sG zFg6Oolm^mGfgN zwM2jrL}D+$h1&dw(s2v29r9w7#55=hY$!&sZ{L3VJJ^x!p1^6ToFMmA>hFRNwA+9I z68LnfUT440?C*$JprzCHJ=Ce?lC94DGk}3qF>cZaJG!e=y$h9bv%T5i_n2;_tsZVk zb7Mu4=eM6jh^V3+HAH!RKFpH0>1$j1cz^9^Z|_ETz@N*mgvJ2bI&FHtR+JvzYT;eE zq$~&+o&f{gr;sO;5xvjdwAlY|*2kG=#(&d?0ynt6Uo_+dA4noNLQGAUhQe_juC{ub z{({MQZ1)B>p|lr?k+>Ltr7Lnhgf6V~xWD06kC>O!$nYvAeML)j08d->E8q}FajNg< z?V2g6UTvu!D`;M&dd*eq2QR!N+ufQ-wd6%9g_+2JqYp{d9IaMq(et0(71iz2pVhT7kR;K{p7x`< zBFiBg$159_#>Z`d(*7*+`cmzs`2Gl-qW){7qU{$>{9w!H-#YDjw+~Iu)_JPgHd?zJ z9uJoI18jA|r8w(gTS5272Ey|}L(sKOR31bA~ z@hS`kmy3rjf-`D$}-YXWOnf+qP}n_2j9^ z)>M-x+f$S6nrz#)ZOwmw|3<5gc3SmZCk~xz5o;8v*|EZNPQ(elsGI*OlqFGXjVIbu z!ejf?tCkz^kMe1yO=u1Dau?2@env*}H|`o;iNfHb=;L`%Jaec{*82ZK4Jo-2F++0q zp?ID6tx?vD&NS=Q0=$w&*tYddYgbzAc?efOyiJsMls%#{6{coN5xMJn5#oVb zcEYXnE2=4f3V1Wk)5H%!Elz-E=Ksv`KS2TuQ#fbJc*i5~)IeTN+N=Z%pqqg^78N}^y8wz0mxK0lv~GGbRRV^u@%D@cEZ7AJaJzhKNK zBEF~T8Q(43`~&xT8nryow`UyIov(42LFDUY9~EatUgaW5MHm3))ox|20@J5Vi=<;A z=>HQfN@2%{go188aSUxduI-*)M>0i6L#y?DzS=quO5R*6`3_2aHym0q@9Ix3PdeT+G>i8S^!Z$`>)62|99TsGhf{X1Q5tfRDO zql2d}<}`Hw$x_@1@|p#20>GQc=fu`l?)0$)`rp$~o6dk9=-ILKEi8I$RAz$CjKh`{ z_P@v{NT|RV5pw#jdzBz&aJFC3Zrx-`r=;sOx+y_(9za}wosq(yb(H{}CKz(q<#f6B zW!UBONPl8QYYgzxR>_H9Fo~SXP)uH|=pqiDIqDuK>;}0#Xs3_XiC&Q9ogu278D)VM2GUEZz5*3x{76F}KMSfS0+lgfee!u6v#xYUX*`Rr{$6ZWJh)n(QXL#tJq)`BBEgU@6}@@wkT z9zVB0bcbG*nM0JraA*79muE`zn~Iw!>Y_1(7WO}>lm>OHe*`%RA>1ELbTAmfdmLO` zK=QPMgNf4kE}UU(gj#!RaNKfEg{K_#+dBDldLQ$QZ^u8sO(WuOUp_Hl_c3> zvTH8A{OX5>3M7wqi1U<|6S8Gl=hPeR@k<~~j94J|G?r0LGD@vD<rz3NKa6y@esA2o1ZI?bJXu|`j`z?m>VOALKH84CCAdb0E- znDMXoFe#&5PsB>6$xIBrXdv%jD*E^7*;mpvK_-m&!F&c9dPwac-u&q8g&2lYq>uWR zmOxzo=c|)kR!JWkT0n074wA7%>jJeilXDCEGZ!&4R-s-!fdM1id8FHG{=<%U9aWIDwncm`;*j)&hG8N!If zIG-`T2VNt0;M&V?BP4YwkcQ z%-F;P)Rd2p&sQ~j+Nfoyr&Up%t#BS{7rr5)AtM&CU;2kAvnuxb{&sgizG{WN?IYdosoL;)(!ldASITML#*DDjm zEVa|~Tf?X3Ns5WPbbKpQfi8QN((G`cmaTiOL)D@(FONC6k_v$nWlP*6&-dei#g=SM zxutU3lf3Kb^+KDmZC6Wu^B%rJp*Vri;d`|%D5pjKTSNA|xQh};EfUCUnx`?25)UH< zP15a(l#{Tzh-+LHqp!ObHL<^>q$D(kmtk^j48ay;Rm1WTy_bkjK=Aa+?}f-6^8Fu8 z?x-ZBg>RGr%!&V2GBOHcAjU9J(m&9RsgnP6(b zhedhF2<(m>v0-X4BPDA$M@LVM@Gg(fDN^K$=?N7Q4a325^ca*1Lxb6C{N)0`1aEp zAftZEEiw?i#aC0Ndo)xy}jC62iQp=Yc!AUfDYTYTF%Ho-ExSYpj zk-7So(f*h15=ofBL3!PNdBcL6PiK-Gb#H%4%II!Y$pP?XOfhZ?N|3jCws3>Fh-!y$ z{{a2=d&kS>YsC*L2S4O+fXeRe@DHl~sFWlZbDf4!v=7rR{akBvl*M{g-E6=UMg-c7 zi{2XYRQTn_cwst*+Ddz?5o{q!^Y6TX1b1)+k@!QBav6B4TL@d*`sa+X+)gztR|iUB z8pfVyB_WKTzc%y^!%tc1VdZ;5P|;Dr}YN}-gZfY+1lYC>c}Cpxe@;?Cm2Xs z9xobJR((bs$P!{AqF-_65@WgDO$CU{U)GBp_Y{WcS3>E#7rZ(nFHu$ZHoX%8X>)@`LWl-1B;f&n(fbif2dG* zq6XN8iEuXS#st%r-Fy}g$7eg__r|M1CVhJ-%|=~*hs$o$Rqt^+m_`js;>`s7Q{?lp zLvOE7q$d&IrN^hY2ds*NU7_E}{_OD#L9r(xDP==(Jc+@NgLw2OZ2w!Mu|fFgS~UNV zxi(;8V#3ac{b%&Q<@;YX)$urj0*8Cd^+|r_hg3J zQz9~Zes9IXAjO$URlqdjc_G^D_oyG&zRmEecAz6Tg`%8@@o`K3@A;FU3gZ`S0XZq z?)KgAH7AxJ1oua{^I4 z;SRmrHMl}K6@tF3dh~&u@i`EVZ52|*C?`V3tKE`&fy{y?wHRDv#TF2_Zvh#4{%%Nvi1-l@wpiU<=c7)Y7=Kz|>1Zn=IX0v~W zxh(VQKb9KJ`vJ|r8}$6$(XrMmn3sF61p+ru-qzTjd-NWn=s^-#t`qbXo5e3>8fIy? zFXR&R(Q*_L9dRYjMc&%iBhbI5f!iNmFjO+IMkNl72?B7OseyH)zpbip`Hf9i6p-wN zH`}d;a}VBR@IkqM7PexAd_2T&QNo8E)E?BlMnGIEQ-2k|E1Jg}*kQCs4>Z7h3+~?q z0~gC6_^|7dT$ql*i&d8>{MzCvz~4fKhxZ2X*dRA%78clLb2NU)yL{1~lH|#e?9}jM zdS!wP&VhiQb0(Oq0znn51JBgzjgiQjjGddyQ)32yvNu462Y&R!WM;zh7aTuS zbrtVXtNW7FIA4{vtz#elJMC1%jxsCqHcO144X0UgNo0IA<;gg@{=Y*3J*t{5ec|hO z$!)-ztGfu8-t@y^l(bMt8FL~&4_PQ|m!Pt2dLK5A;IXq^2KUk}`fmK=UOg|q*F;&w zM;D^>B38tB+z)(@bH!R!%~LK$lcO{xM}rOP^*i@5+kp_B*_>QdwBrb|b2PG za`MRSYCS)66}{gFO*0#}T?hzKJIF|F?1pCypEVG$Sn`-0#!k14wjIRy!o>%fW2LP= zu-%LKs@o`{WC5R3S|x0Rl`wVgP)$yDc7h*MX>%t&%4{ke}-iB{R~a~y|ytFEwa&(WTamIx1j;4 z-(&0V`odP+^s19RLrrPx^Sw#{-TG-j*v{g~=%2FF+1_av4-c5#4`#z~jl=s_FED3F zNM0?1!CzxsAa5&l2lKE5*opn|0T-GbaG#7l_K2h0|KQebG3vue+l}T|WK=NNLu{V5 zyEDWDO7*W>p1yZ4r|n!_RcF#aE$Nd$D4c0NMKm?ECsd@e28Gs?>eI=U{+cewRa}Q& za5nUt_8x`o@YX4gOd(r+DOmqaw>XrfeWKBdRVZvDDU}N4ck^5o1H+$=pp-*&DOXax zJ%1^d3&5ta;sHpJ)2FRI#q}jey0*5i1_o>Ohxl9|ZFe&UQuB&D)6=HoVvcc9R*1Bm zRKa>h0VVh8{C2B3qJ4a~PTyvcoZ$G(%*>$wu#goq$mUj7S_6-p?>6}P`D=L$fZX?> zoOM~xP(hsl^fOtR)v~wwj95>qd3Zlip#+A-1cbd*_YZ|z%;P@huf|X2NWSQEJ5+a1 z(&1VQyylh;-)~k_{J|YjZqs73dNH>ZR&tA~O56BRQs%C_uywkEvUQMYy)~?CY+}38 zw{3QA1Y#y>0ZqOZIDfz{XG* zIF!|u5$9FUKdk{2B)2uEsO6BJpFhTRsyDnJPN2ixg?yWjFET=s7Vp=;)p!L}`NU8W zRV5X3Lr_T0$^aV@75pLNwqJe&vqqm88_aKxbb!B$YPWr;D6n0$@oS#er|+>hH6`ON zO-V}&?UGJg0uA6R)v%vg36h{vrCdpXuy&LBtrPi!?Z-xTGRiFDiSAc0_tN(>OTgPTyUKb7&U8rk zs|=+TN@OW9*8NizT;lCr;*GAfoQEnKSZ*XdS0=m7x^HMAq&$JGW?yA!A|A)QiOq%$=gQ(Tm>{0CfSnU<|oR;OkyB_M5X)y8WUW@RV;lV1O_ z^8!orpw630_hQ*EAfuA5ePGxWseF4SzG+axvqe=VZ7sW|HA(3SasIfJe+%$zfi9K(d*y6@B9C@-l*Ac^#$k-@=8idi(2fm z>(%Nrq~_Dy!%`ZoOO%!kejXIL87_PD?azV%Cmt>rE@)G6(N6onr})2-=p5BI!V);k z`L!KpQ?FL)Cq4pW=HPFQ6wKe~MS!6vQ;sTWbSDfS&v|A*GwGTq(MjREB8;f41_6_K zpsvq*?_A>DAE8aKlOqmLbDqF*keLi{dCmXepnSOIk5hHySQpZ^Q;qDo;&Zk_V?50o zO?uQJ5jSF0;oQQ)4_w-U2K7>czr8`)QLg9^ojYNYx}lN|`YpnDaXGv!^zXIP(LP624N z2N=P-^6fV|HH1`1%xa7mTN*3ND>wcfj4quovzT;$-M!ws%f#bub#_#rhxwnOxNOKx zy&Nj$b*drBIObMFM%Jm?ARLE=L{Kmn%{~Px8-n(tOORH+Kebws*t0GdPg8PK9PD5m z7^hI{tRK6J!;h=m{Q!2KLx{9nvy*fSpq0)I$QK%QmW-zVbK^|hUL5~p_ZRkK7d7Ld zH}K#4wifZ`xAxb6qW9JH&zV#G$dhgZ!DQKoWyk<Sm+&J*U7CX^|pgkA3_Xll6>krEzpRS`oN9ZDUhXQc_12Vgl0=8WdV( zQS4C7FUnl3LG3r@wZE^}sextpHcCue!G=1XC&zjAtd%JJ%{d}@F6HiHs7>5$Jm94H ztHAKZ>9v)8%dip<9Y$UzYgu9_TMPtH8VEz;Z%cw2iIAkIPle)Q%zsf+Q*U+o8$=!f z@>ZZ#kcT|O8$k#Zl`?*ILr9Hi&f&*~_IH-Q;sl%-yfr3K{-4Jo7p9$f+VMb6r!lKz+OXY(<10f8b`6tymSPBxLQ?q! z&PHukAaS{FrkgyLYc{}-!P%Wo&@Xf=xydeY1F9>YqA$(oHhCG;mvvHkd*`l~Jwz?H zOmJ}I$)Dv!!bJS>telVw^&dC}Q?}5?wUAL>GmVB{|I!Y!0KZqnoCb-Q~2V1k8L3ey@T31>e`0R1X(1`ZGhuUFRiCB{?@ZJ zg-@EFHxLH@kPKAST;Hd1FdrX_0qIO1E0`NaI8#MMgMu+lR0Uf2HAlRF8OL*dff3Pq z_s>HP6Pxhi|1>broOHk%)rCW~iGNJlB;E(v7wzN&^01VY6yOHo#OP>npco5kD-BqC zV4lY{o6})iFCy^e-De;Qf^1Gc<6E}rLs;KnC@iG_WF0|MQ>&9a0^dG0TDk-L>q~qt z8u7i4nS)UquHa#;Qv3=>Irn}s7Ly>DsBmk=?w44x56z9iMByP>RbFA%DdKi5PHfxk z5%{%t=)^G|ChHyiH;?Ztr3O$RwpeL=)(Nn$1?#)uguQ00jgjbz+f3-d~k5z%66pPv5LFfB|dufyrE!m4HB8Mv&e1xJdOgZ$E-Xlj!&SVz@k z<1*obrq_q>dwH}CkSWAJu;J`P;Tz|qle7W&VU^_rK2NOih8vC{TqRfUApu>}-UuQ^ zk@^wd3VzzDn%R$|EWECz%a1@%Qq4;ic|TvN?`Crq8N?&pza%o4x_!OnRan{B)P&Jb zpDVKMyFWCwwB%S!HHB&Zx*L&=BLe1rs=hJ#FwRpOWeJ%RW(`oe@_%C<%HrZs=Kh#M zmg}?fl4@wo^UUHueuwl1l(xGsOW(NB%AMT-poXlzr5g5|n4H~9a+snxyE_#>aD$P> z)8Gq2kbI_mYH*YLwCa*rC&jr7;5y5auoapwbGj-x8=Bo6m+zHW>cTFU2NDE|M<0P_ z3akpVN#Qm(!)NRRaVSqX-}wlh|0!wPOZ3V5Q-mm0(jMW>WS9~U<}^z4-zWQN|Fv4P z-Aaz#kgK4A#|Bo)U6a>Jm{K2qJz6+dw5cBZ@Mk~w>Oa*sb8zl^c~7}O`ck|Wc|}Vz zLAk8DxA~Z~amxHze?db#dE%cq8w^n2cgiR+75F}n|M-DH6p&Ef^m}|CVu2Qh$d{TO zc5toX#}*8_%&&?G1~EhTgwUmr%XvAzuSb_4_gUH4p>FOGkLKE-I)E5 z_LL1cBhS)*hR38VNciX}DIw!k71Z*?!u7ZHf?x|cRK^cQSNf_O=RuEC4X zTfAklCko=uVoJ-@ptN{A;Naa)ZDYLjFnWSGL2_=KXxBB~tR%W-W?(oEczcl4Fwpk( zls_y!5i0gR=3nv@YRGGf#qA_UCFbaWZ)6(%PcD|nx-~O5E*Bg!PxNa#Cc{)*L&F^+ z>ma=kzguzKtx~Y57YlkuyB3d@QN12K|1F){tJ(%qEE*q4t)4=Skn=s+CrQyz&%%MVx%j z{MyEXulmy4-#?YO8@&`F!$h$BS;Hx322(R!x2!z43dM6QB;UxkLxbYnER3 zIV*{72Y|viH$N>h_|a)Ox}INT+P~(ke8l12${482E5~NEB=C9A{WL)oOtMZ0)}mbX zUUIHKOe>Rf;*G|9i0`aFcPiwH{y*lPd+yVMZSVJcyoK#t>IkAI?4mFNd>9fXPo{0}czQ9La4 zBXc8>Yv!y?FJS@<((IxcJl@2)*5WwwE=rJ-Rv7KEq|NKOm`#M!nsNU3je$e_VHuyu3rJtEKoy}MD`#v~PKY9Wst&b+PAq%Ly z0Gj}{u8Z6pnt&cBWm<0FgvEmtYySL4gcoK+;zYyL{5)C`}l4I~23C!E3*_B%B|s9dq?iAuTb!iLpKS(5UzBn|a$M z>g1n+`C-Q7smgjlE!4{|zir-LVARK_9;u&2w%Db;2j$k01hDvY6TB^zf0yXnI>1l6cM^j ze!hyh0X!jvw_~Uc=#bxI3ApTROejA1^P@y8>8cP0KL49}t+-xjg8Cw>QT%hALa9kR z6cz|J2sPa|0@-8l)tl2u@K94tDI2^0L@dUeXw4C2_AIn$mmYk>;JzlZK)VLTFY28P ze(YQS5S{Qluyht2hyO?ej3~bee8y)EZT_?a_-%W^q0L0}DILZIJpJbp{krDgNEmAl z`-&@GO6>t*l)XKJ`Fz=$w6|TueWDB?+FCzw1JhWD*@%oAwd@KtjQZ0hZp-3>D)cP< zpM&HbKJ;A(ZvOeKWDW2yk@NuYPm*|8Mr{%zqyu^aC+*xs;7r0?Aeds&H{57NcQ56a z_HS}%CmK79SiHi>zH7n?G(jd zl~p%6%A8K!rrX}`YIiA5ZQ{;tQulfIH)c5++HX8y16#Ab^=}vn<=>N|jL6Vj=BySqx3cXuW&LFggJs81`P>J3!3~0&`K?M@ zyE!w1mb+_0l@DvlIX22mmNP4}!&IOOC&R6Ymmn)Cak+!~aOEIVH2t@uY0$i`I4paT zV-e#8y^=gA2E|*1?`Ye7qIIy4Ey zZY-FqI>|g9>*)I_1TH(vdI8YDh@=$4jjyC@M%1at>WKSo z4CdGL4bBF3zx%4m=YBMh5c>A{Y2BFfo4_z+YWFF z0c^EYLdPff-y8jB%f0eMccba$C)07eET8uFY>#zIBTm58 zBJ!_&v(p|J4MQ9m)kvUflg2G=84oYDX>^*YvjnnwvU0-T|2mU}OWtkbsvntWejp&}VB=M@&Ssow@CzoA`e9 zMw007HvN6JyLE^A5MQQDb4eu20+z2~U4ar~FF(No+YK&v-0yX;WEu6U#g%G1>8pOE zA4RLonI&Horyi=yjN5}3bz$Kiw=bd%DkPH>5jKQ>sBVVmed0_|++bdjT9=blmf0-{ zPR;`!7j-D4W4yKl$$*oeqY*_7!V@Kg0WqYS@hx`2i@$!~gYx{jfsxwJ3N4~aItkKo zRGCgOPpXqn1Q^>8O0Lb{aS3wD|hmT;GJ^h;vMl&qP=sROi}(;SYNkI-d*Gn-zw? z551oqfKQ?A`(e~~DJ?52D+&M2q0b1KN}*kCFZ?L`3mk`wBb`JqKPdbY2NIp3tj^Ta zq+x=N^owLgmy9X~cyK!8D7+p7t$YiTm#W-R+V)M^%tyF-q7T~6tDsFk5uVzRXDpnla&lGXwzn<50!z|$u5)!)Tz6~k!Cz|fi%`)d+@!^uhu-)5|=$#qH zt1-&h+=wO9`6$t#(#S2glIUAwc5z?@%Anb%$GpawTAQ*#>iY`up*W#Ukxj~?aLC2U z0ZeGrzA}LQ;lX~IX1U7Yb&)pm{d9?V{S!RJYu{{E9XGvfWbVr#L7K`17c~dapMAv^z;3OozAFV~d9>$4_7&1Y3 zpu}21Mu;P=4?FFU1#0;`iwTiVl!{OkOUo25C}qnUqf?H^b>VNT>xS|KDeQxNUaZhu z`eFrlWrx?UxP`_3?fx(z_Q}f36qPb=U#PR5B#3A=vUb7VJ1M%;Lk5a3AUxqe+Ai^( z4vpwy{4ts~Pb(QjC$9&sdx0!3N=e{z1)$$G{h|ricvL3Rs#lIS=G)p*B@8R}5;i2Oo zcTXNp;B4uAWcwRFVW3-j;1F}i5OvX<|EW7I&$wQ3;tvGXNmVlKj7vZ|2{s94qc)+| zQ#7+Yu;zntTT!s8S@*y?!HyD%lG-qJTxhCG+Cf2a zFlJKsV~c|kxt~Fs`Qr~vC1RndF+iD)l*ZHvQU<-^a`@q5#xQ2M(W8iq{ud2>*XHTP{Hq#r4)DOq zMimCQY&ob())LM058?Bcl^?wHV!rnnT;nU(0>%24LK0w7{7bIL8IQvNh*#XbZ#yL&I^rh=u zs%w!pBUpdyZGMHnlPH!$uydU8Uz9M!uo}nR40c>tpM)pESj{c45&M6=9!ospJ^)vH zkm_IzsVd*H*t<4nO05{8a@oPl>!|FP8&LEoF)Kb`r+F zZ`lUB*nTtK3^=uz_nR;2yD8Ex8L=#Z3YAd&61@Nn!Kq%UF(g#zGN?Kda_ak1AmBC_ z%)ckPK~)>K5c0-F9D%Ar8~(euioFL{et7opcjQWPq{==$3q)DvQOS3xmo(Dm&^>;c z$q}PyD@dK&bN{|j1}zN@LWuePEkL~k;n?@fqFnj5zYEnvRF{Ba4Dybn23ARwlpfI-h_%@xwc5xsKRc7Y@O z(1}l~;67O)XWy9ySeG|8t)8#H>eEjS$J2n3t{Y)=+1@i%-_qEP-Uq_QgV~QUiVtRb z??pWbZp6FLq8?{BSCRbt3S$plKK=oR{?(6=Z_jyz;XMcforpQRHUQEGP)MY4p*XtW zMcDpp(hk%)ipMkANo~P|H!gnHuO;)(JGPRA@qA1HJL!ST%-5j#G6oJEMiF)I`qu~B z#{A0S;=|)Sr<~HV@iLK?azulByz$EJpCvzf`#mMnICoh+=Lqh9Ajs{>(K@4bmT)}% z%2AJ@u7=PJm9ZphOb~L)AiI#sl)>@bvwJbl=UynPru2f+vozh*q(cT(pS==o z1kGM|&^*n`ke2z?{wE4T6Q(8MYDoiMkWLzeS(*{10fh1e;1SxyqLn9SND&?+@e<|- z;Vg9t;W1?6$c`4KJW&etjc1D6QZMC1*U)4zuVw=9+USbieow9D&HpfV;QDD$Uzp>B z%m6tRdzDhI`ZxYhnehki-bP0f1p&xrvj79ume*m|smB8kQ(KVFcaOA9jmoFXi;K#t zs?R^a0v-jwZK_3QpED0`rs9JvN4WqQMjNv)vr@I$3*&*3-gHK-ya8*t;3oDzv z8GN|5Ab1UU{$KD|4BGHN)xh^ZG=W{PFEHqzzL-uwA zgmxAT*A^9|W~-Ar8wf11>yh3yZ46N>RKphG4hba-JJIDg&h zhb_st1oGja*iF-TtRP8d`zWG$tcqr#{LE1Npw_$v$1NS;Wd&0M3xJLnHIVRL#W6LS zXa_YP&^Tt-l0FX+1Ot890Z-U*vCyedb8Os$mfzr+veoU|vcETI(BkxXbrSG-=lwQ@ z$?fgAJHi}hRIQK)h#@@;Zs*uPIbXm4EZcUg4UDd^E;hHB8h{l)mL9OBb?`nE$PLXZbTsHMu0hhR;5gy&e8BS|2QJNL;=qOy`P`;!a-&FW3l4X^-f)7>A1Qci4hg>WI;aZ^*(l?_znZXPLIDT18>Y9q!?>lV0Xxh;7SK*fcp5 z2%;qzb)K1}aK=I(-xU_ypArSpHlh}|`i}gp6u}X{32l0I3jvhS*YDG+t5wM13#53g zVf|+K>`?p|hPdbQ5~4y0*@-fBM0CuyGr1BPsIlDDKOv(;wdemH%?Sb<{IRleKjPZY zeFFmV;Za>nK;3ebJ9uXVB@k^M7rCzxyzCWzG7<`A1MoYyE7WEkmF(+)HwKV=Vk>X& zwjW5}G`k|!Sllz4xw7oV^Eqzn3B+BmcRXL^2%wS*1|1vZ)9yp&^%Uj?#{wkEu5m=E;l%k_qQ-m67*pUSyRp#WO=hqMLp&=F?eLr zUs7z+$qeOaGfj<+s%Wg7zmPk6aiHww11T^Xk@3S*=kdEx~aa|mWB_C7o@P_%ewDQGX|@W%zO ze6%d!oOTE}K|z~Um3P*be3#5zHY`6US`l|soZ~`;Fz%n?FO1AD*$u1qChKyV8X$DX z%69_iL<>6k_h?!$UWRKNUs}9j8c@H(iW3a$ojoLqY2Vy1D;$B0`?~VDh{>PB*`0pYo>rxrMP`r)Spzvw9Y zg@a)F3e`@(V7`HSt8F1X`1AI?eq{kS0o2+! z@+5g)A{MBgeexk%zcUjA7KM`bGGWLwFOnhV(uJJpG|^VsGOkjhhbdi@i(4oDUFz3d8H^nR7gsoX;Ht-UXxRj?Gk|H0s<&z$cDTp8^!Mkr5Idq_0q% z)gLypU~crMF?-+6yH|t8X?+LDV60vUM-{2h2ouXZ)Iw~1RpECAvY(0+)Nsib`QHm& zcP)lLI(lrvRSJ|WhuW+Eh;;S@O^si>*U(n9#+gM-XVX>H1csaanaaspUaPx;7bbP^ ze?C9?tHpSY{3KnUoU31xVuU`kpE3 zepriZ91=q?X9JkUhTu-NC_Hd1!n53D1HeVzj9CfLAiF)a{6Euy(wY%Ji8m@N8)E^Pkkc(k0j8Ha!Jl z!^1g{%M9XT)i4VXf#BQW&20H;W)!txq_x!JjbZz8Pmy3Q?K0f`3_2RDsTce*M84uE zdpyO)KvY-GM<}O{ft}ubIEf$0!WuJU_rAyBE22=1329mR+wBDY&UeUgF7QF84c*Np z?QpZTadoN-?9A7Q33d~ zJ?UGo8xQK-kNAcckU2b(2Z$?2D(#K^|Baqi>oAO|qko=}pMQc=557DTyl~S#oac3>YH>Yw&Ep@$ zCnTtu@Mpo>GFos|r-656dt-=Z9OYIya;wGeL-arso$oP#{zyQgoWn~QT{DfM^2R}n23E}-So?^Do2lKk^4}oK;PCdKuz=DDNViWlTHE2Z#hAX*-IYk(m$9OR) z&IxyQHohAvt{oTb+Ay1S93G5kwAO#Y5wjZfs6Dk%lwZx>9P{AV_La*$}&MrWbqDI?f+^*$A!6DNx`iVykpV z^2H|xKYG!FOolYL_cG#=?4ZmOOJaow^#7mWTp`m;-pvk7x$KnyW}i$2|Lo8&r5{Ra|7wl)gt4@4;-0l<-LMA;;Y ze|@!=Wh01{ro>Piz~BlK8_ln?21CpI4BLXh>$NxKL|Ba#4`)Bsgpd$*oi=@8WY26J z<2`}R|6{twtoDE|Sf?{bCkbj8k$Cd%KfC z;@`r{(9;vFuh$59&4ik*SCoHW!qb|f zwfxhVV>t4J^oa54laC9mx3ewjB^D&5z0ZV`9{9@1JMb)&y@2lZ#nShlPL+bJJ)`Rt zu(#8OQhF(QX`_4NEpl!4(0_*-G^gx0&bh9!7{SVTY?A@P1P>b>vHy>wYYGpm+k&yx z#Av3jb$``2l*{Dw^VyDoDlhx^tVf9S$AJ+pmHFYtRL2(h+yi4O^(` zQ+#<}n@<%=~C12GKBfN7?z_z z&!`FB<9Yqk=Ghm2h4k&Rgn|~E*T#_b)76&e>-`a>f}hv>^XA?#5FuTv+2(XR6sy10 z`gsxx4nv#g-KL=w;}%@aAq4%Viizu_fGNb_PTj15wNX>Tg3LUnnFDto77{wyizY(fN>!J8 zPcdS{mH&(9&o&%P6j4vWh(U$s%{+Bq%CC}<0Pthtyn4fM#^17@q`ZX(Y>wQSia<{I z1nP`O%f%9+EAWTs$7oaVf`!HVhg#`M z$hJ_yfvpopa~qMY=8g!p1n6CswGD3OwM0)-`jWn&BA{aY4%J zP8F}fc=Sx{-KCHz|Gp9-8g+8)KvD>SpX+*(=Q))s~C4Nx(*;c{eET< zHZfQTV-27MKa+l8%%UjHb$Pq<>T|Q_-FWUyym+$eHh}s;PbSHh%x9LZV|3JYoj)@v z8qJdoDT+vNMxoxvOyxuT4158jm4mXfcG{M~RcC|(OT^(c8jh|#2+>O93!MG!?q>2( zOAhzU8(V@C2d;;#1|JMUrB%gFM>jD(E|dSOLQT4ryyI`T z0SXVmIz*3UMf__FKjbF%F+$DEY7Z5ZJs2Zs9_akKA7Ro*boP1~9h6$3x~Erpkur7C zXh4f7M6Xbha{i(hEF>>xdoqre7#udJz%T`}AU{`E`hzsU{+=g6y-j;GDL zqh-G~edY&ew;u9|?uK4p@ZF837vJO0l`(x@fqaeAy(%>-G@2B+f{g2Hhss550Yqvm zzVPWBqNcgg?77JV#Lc!6RLsgcL>3fD+v#X9)C&>?Qs|$G1LDVf)w0O8-5nI++p$gj z1{FbL%EV(vlv6?XeZ}xeWKNzzLoLw4ETVJ)X04%solFZ%w1FGjhu5ZJeEnbEO`IWx zQ~AbppGyr0OisRqtAj(p9QyHmD}?%pscg=IR0i;wkwPLAip7Oar;?$!{wUZ&ahO*u z4;}#ij*z)cAvE*p_#vwjE<+HZQmhlPLudapAZ1VdW!77 zv<_0z+4OpRWjuX6l)D_u|6y))ak}5xhdGt)`+85!?)W@k5-y+3>wBSPG)Uq%rKQ&s zPySK?nV$RarhtxGtAI@Q;sAakbcINefsl|;br1LqSH*)GLt(=Ew;w4+Y`KV0@Ld~9 zwC6v1A$g+S{@sueyVVoX5Si2$zqMP|O9c*487{`Omi@v(fl?Hvc^Eg`Z}UP5(HI|O zS<^*95YjScjTR+g#Y4U%1jO)nPye!iU8G|IG$Uh3URLmv>_gRCYA9I_9Cfs6I{1aT3zW9V^kGf3oxZXttu!IaL4zD zAmm>BX9{MLejxcYyZ_>(-#xJic1{5O$Y*p)<1&}WeYpC=+wFq2`ncQg;q)Gn$4T9` z=AXCceVw+NcXjfzK3@Hc>dxuL$6?j(;J%dePmA)n*H|7x)(^Ll32%ek#e)u!qxW)r z&#X-D+(mb8feTWt1rNW&qskR2*(;a8eoXlRl_Iq3w(o6;KOV@(3$sI%LV6AV_BtV) z{o}RVJk7J@AjRZ=%5{)ZsblcDEUf*vC2Y2-gs{;krHjUUdbaacZ4~!eZ+9Cytf{{c z%TpMtc0kPUa2$Sz*MZZdM09Yp06Kl@-f89P<0Vx?HYf`)_WwzuNjVMegvMjohV^Dg9mMpeS)7;BCpjmmEWro)yhur4~})Q+1zby z1Q%oSiTz@Fhxz?hDi#k*Lc?I^a6(WAW70UFB#NS37v>(bI~_56+o=u2$e$F{k(ZCJ zPg>#_9s3)7Ld6d}$!l%1EgZjpBv$7xRx>mAS$)HC1l*3h&-o(ZNT*H4Z_S{=QF|1= z$sLD^qwYsz?pxI>-X*Wc1LYr2a6Mcaoi8@q#}}WdHDObq=*M_E&JtWMJXV-t?yjo@ z^0zwIvw~K3r^1{l?0bz=W3lw)rOK8&q*BBK8@^EUg~Rj46u(4hvdJR(3+2V>eZtgI zroT|>JbU*m0uE=|;@^uu@wolc6x=L7%kh(@1i;`0E+jUd=X)@!`S^DVs&7Z^3%kn& z+;?{KKi;lR(jp-~eBRVYYiZnTbj*x?kl~PaH5_j7>zL*PbX6DS56lgGY)%gzUS<{N=+dfM;`-t#?Gc-@YD;Lz9({hXM192Dh5AQ;} z^34aj!xPEmuWV31;h3}81lcpeIT--#aaGY(?HD335OpqD4!r@K^UD-OBlE~3<90W^A*tyO+ZT+6}uOOe_3a^||wwuYbmup>}a;S)|u#XPjkcVen`&>lV?J8mj@<4ZZwN5G){+@A>2Ch7S}VshP1Zk+1-(5y zU?9LY;cq#_@&5`QTY+U;VV(N6LWA|ESGjiO zb&*V9Q2eu)0hAuNkxnTOa?YzIi{?wiFw9px!S`%_$x?tbS~h95h5*6afB*hX-rv8j zW#st25r#`VrUgrp!Llv$^&a26a3O|-hSH_q19d-%yKKE=L%ZSWd+xar0^crlCa-$Y z!FE%Cq^ClE7G~Fh#a<`RXVYRNiQgP%Y?gUgB6 z(jDi|JraWM2fK}@L#AHXtP+rT>&;g$uV3QpC=Lr^^PT+${4{*~-TRS8S(@p%UCq)i zU&?VgXwIgmI?FQs9yC{*Rm7~H4yraY-)>%k5SZf}{y-Lp<(Sk8e*aHl=@$~=6_1_X zgT&67i$N)MJDs95e_>%>9abF=A0J+_1fYI%gnEqq>AXy!H!MR#N zpuUF(X8$Ubd>8S^vubjaj(TI@cV$?iWU?cfmpnuiI>T`EEDS&FQ-uFC~Q!*&}$gcvOu&?=aJPAWQb|sBxD$5;i%RVis&7X~>b?T~>(F}Z6c$A*i ztp13}k2xuCUE+99E>;qFpuL{z=iu}(%mT)P3YZ5zQc6P&*sQ^hP?fAhv4Kea$Y!pZ2GWDL7|Z1-=S&esz>27zn<1rtWtclc25 z3-fhPw^c~LRanLwz(()?2R`?U(x-;%Ur0vP*D1Jqy>4;`x6OH~l=hRY@4H2~e2Yp+ z#cGrL{p^}Sy1CBm&;W5orDTsrL9(qOjHKW;*}Krw4xIIG5IdYF3wc z_&`F%SGs;3F|z;XtHZ=)vDX5~tTb>*8ijlgvw$nWS8bCkVkrd#2=3U{GEfzJ2>Ff^ zzEdtD%xR%AY!a+^iR%&>n!fdpYOB)6L zv=4tFoZNUXi$b11fFk^C{Hcz)@%-zEqXc+@e@h{RJx$otIa_#ngre5g)(Wa52e1gU zt@%d|xE)#OCWG5>5esTt_HlGJ#$(T-)($fCO9W;@eFi0{rd>SZIEwPzwo+M#)_X)h zjqCwwgEy%WkP1zt3IWJP4k>u-sMzKp(n&+uAR(`jY8t~&A> zcHOn*et$`T{T7qCLGTP0GPpV4eYOuvtw*T8)nh&U(bMq}+D7p_Xx{MRMeglDLxy!b z_0OEx6*r^BrR)y(%T8cP5Lk*kJv+1CYIk+`%8|NLhhs^VjP5obQgBu@OM2NhO8 zn=hW#0B1zG5|+tKc&nP+l?Y%*G|q`Q+?~n^2esl^Y+2(ySt1mWu~J+te${4URqtKT zz+nTArB1Pv!L^1E?Jk8-98Np}#@qhR*)+8qZm2$}+^LTnsTRAVpG?FdzUe13Ot^ zztwF}YQNsf@82iP5x2xw3#W}so1c1`nUiF>wpU3Tdv+E6LYBLA6qgw6l7h59- zb885lPfIj8>aeToo-*6Zvr8~H-fWBHTkdxX9ibH{raqVKCx}f~`87w827ht)Vwn9p zddFct^BXybj!L}hKl=E_cu;O-p}W#K?8ia?QpiGSuYI@C2mba{&F|`T69^tHpSALM zu9+?0^714x(1KUmR)p)jTS9$yI+exa|2FhcC=pMx{62hz%;DQ1MDSY}ruwkhPc}Y# zX)q8o>6hEX>7p2+KOO^zZq=dH?U^3dVCI7P8fnWL8t06{_Xi+Xewj&RJ10FX55bY_xVJ?(|k8eDtLA3d}Ow~Sk>eIHGZ}nZpX#$G(5Vv=KgVmlF4(hQfKUb zxh{0n;5iJcwgu$j&W}I`1pL* zPt#Fk*TCg?PTTjBOZrDJ^`3jjbHj3CnAfNxuTf8aL6Ok*vT~J9NTo)(&P{0%Gw9UN zSCxdtIXq0%ABEMe;DNGVVG+j8)dM$RW8+`z25m85B+2KR!G4;$0>il3ghYf`n#S9m zTkhc_dJj&7P;)=~Y3^S zwm>eibMX_E-l`(rlIF2O+C5PW)P@3owoU3U(H;T_vm6!UZz$UGqpN}P@^8LWR$4xY z0byxfL$ubP<*wSU)3u*J0ewNh^Y%~o{7RCqM4X(CzQEyrc6y6T5w06Znt*p@rvKSg zGI;pW!j+Eq?f#Il#8ft)^V`y-?pr+lmW##tZZ@?sM`*mjF3T+yo0*lx$ksV0q_LAR>30<)F1xc-@oM9_2p8jIT_ z;N@|;Q1&JAV&7A}QCH$MAGmH>VLh$?ySvM7Fki>EFM|9Q*mA%6v+v)1l9!Wjg2G z?{#6cjga9?fXIG%>JHO`S@_Rp=kgL zJ#skx?%!CBP{aHn62N&J*?CL@*?3raTDF0OJ4CluU~Y+sfI&@w1!?DcLkPO+JDS5r zpok@lD2w}4h0agd3W*-ecg-jV51hAqj^m*ndj)eEv)?73zU}H$TTlKXjyz#%Wv-;kKo$t8ybO7w^c1NF;xwTpg7@}f$7KI8T=TD)d93y1d%AeHw{cyQW}8q$ zSU{j&+REQ8Vk9#AKQlXpM@4e#nHTY=yiq8S$ z{dO=K)BSt}G_Y@UPoj8{{$@gtj{YCTl-@xeo+Jh|08Z*D7D!CU1(y$GN6~Artt>C6VadOPCiJ-$C-G05o1|Ti z!|apKI?$|BU~}nUG^VC>#2|0|F75rYZ9m9WVG?>)8=4}Kb6w62a?rE&hmh~tj}9t! zV22qi=5Xi&%w>j(2KA8X$BzrZ1vSf7ax`sy^uqxYLaC5K5`M{vg`X5c&9bmT-LK>1 zzADrFa--vZnDA#Vf7kVRaBPR0um8tuMmEnfKEKa9@B?N}=+9iPv1ea^z6V~%U5MJ} z)5VJGX`p#;K%nm5iN5~^P;)g~D3QzCS3bGCuz2BrYw}SfGu~`35iLOQ2C%EKT3yHl zoO!X5PcS%r5xJwM+QtL13(uiB+@8YAovA=z8~3+u1t4bwWt3I(<$5_$&4xWxS_Qe{ z4&Q%BB$M*^E3(qzM~JfC0P;)B3xP0&)aG)hA3Sm7-&NXB@KmO~;)i@Ifa{ju?S3YG zFJ1&@(9VhT>wete3B_%VNis$^XJ>B_9{0q*sNgdAqK*csTv838;Aw&J08^M2Y_|TG z>!QhX``i45!1Kn;@)HLjo|JnPab!jg41m4_xjAeH@EOZEX^U-V6O;Y_x)~VeOO*=S zHMn`GSst9ND^1B3UJ6+!;4?jO#dEC~QPkNzpLByArYxrD__dnh; z6|&oJ_u_#{zqMvtTu##gB!wJapgjJ^fWVHzc65zicV}g_-OFZ|>u~&*-}`fpy!+3R zwNC5h8h=P+g=PO1i8X&XQpf6gmvDn#W|=6C&{2-ZL%C&;_0~Y{qD)CRN$61FS(A`~ zy&DZWj6W>V@)+bXPXx|dS8*I~3Z46GyS2rqAfhUXSqvADvlFdlz(i|sM7*~G+hEgX zc&W$5hj01+f5S2r%Fb!G@U(OY1CL(@bSz~@{)O>+)BJXdi9AwC=blQym2xYDt0r=` zFmU>El50@tQM`qa<%Pc)xDWs(wZk2yfRrSD$f{ueOu0=#LsKqAM&7L`D?1^UCeyP)&_MpPu6bYX#0h=-lR&PqWU=Llwk&NenSVq#+8b~tCiAw#8* zg@J_yy-J^HvDX1S52fc9#O^4R0mIPx(~}y+Cj#!fa}VJ)x@7`>=SP(B)9WvuPcP9j zEz8rZb@s1;NtVuOsx_Op7n|TuSDUsonrFZQ+wmR4(^XZ~8jIIJehhggMNTKP<8c1; zsasB)D}2^-TZj8}u0V(Ha^J54g%C(>QB7LU4}OwRRqYODpUx%+SO=ro+1YC(9#)|v z0E!3ku53JO)Tf0`yiB^kL;4I(1r2SdNO;v^8bS8@sWwN=f~gwmj_WxM#I|)4+s(f zLDT0S2}QR@wpfp97FC~WT@f#R*K?EUK;8J5?=!K-=?YEO}W_td-FZ~;l+E4Z?O;?xG8ql@C5~s~pH@>w? zxBu1J2DEtPrdsn;N!^jl;2H9d);pg*U;K9;n~$A?HzfKOCsUyV1gS?jOV}m-I0CLI zd6XmZL(!0MP-8@MNJDW^(Z9eoD+kh^mk08kY4K->nlwRj#%7<2e3mC|oNXq3^3Uud ztPsmp_=FcoVA9nJi_p9s>>OrA*u{0_Kjb>peY9qcFy2KWl(oend)?!A87e=_#E zt*k2-GHI0TwCU6RhF|j(lZY5`2+)R=4J5IP?oit+*3ZPfjjV*)IFUH&RaBdmIO;X{ z&SB`kri~Oi{Y#vIKs~JpI0y|`WaOvYTdVJr7O9rkiKG&7KpeS$Y3^2GAW$KlnUD}T zL<0J`8w;UvcXQX`WcUw$4>DbbkM@y9#vR649aThJRN>8RY&A2Q;1pwhaq>;GWjm+Z zW$$uznQ;0|3c5DO=kqe;hd0M1pTooOc*p5k^Cge+$HP>;FIL)c?tCow`<(y9Y}$Qogzj!Sh24*g`qhQDQkE%!K6QQ&IDefu38(S`ZD{3 zWT2~5(yo+Jm-?c!Ip?JkkLiH?9mpMWt2G#X$UWU(>8;~S_-*q6)Dg4xgRisl^74nl zhZxo8@2~ZSuN|IdpoK***0pVA(cO^IG(U70MxGbk&o!?SDF1p|N2s!=4X_upplFt< zlF&Mxe=2Kkm<4D?E`9JH3I%%PU<^A8NFpmji~=A zY;r&)<)rq<-@tJ8(VaSD|L@SyVKz<6WQkXm?JInr(qfNSL_@7KxTO%d3kwVD9qu)tJxKW6Av#AHY}N*uD=Qk{w>X82R8*Wqy#iEJ zGr@&*MAq5pAAcaNL6uLV_)epI6N6$uQ^v!VbKj45aZ6ov_Vlp7x%)+=q5 zoEacwxllO|be>}dEOXDR{&`#PLT-rKsEsAD&~MaqeOez$^l_tC73$EV3NI+KxY>mV*5fWp0B9IL@S2}BS&W$wrXhSDr$>O zb6OLow8JeE^SN@gP{p57lRU#4N95&OB)oQ2fdD>M<|1_v1Cobd5c^6LizTZ1P z>8XhRAK&}-MxuQ@@|w#?%{#o*4h0*#!U>Z6n2zQS_s?k?;KJ9Sfo2_ODpjS~HuE9H z2FIc2B_%Zmx+_s!fxWKMo59c5vzoi3>F^Ihl*B)nI^T3WL`lUYB)q-6!19RUyuKkh zmZH^@dAD&M$t>1pcP@m|*lgAYJ1i3Li&dY}!D9+_tQR02W{7|D0E$x__TJf-Je$eT z0!f9rRsn#;3t~O4V>hmix#*g?sA3cLz;3&KIy=}uD7Kor&GS3=Gm`U(R<9>CXrf5* zvthSH2^&wupRp2?DL7DEUW}ET2+09@!VJJv{h{!<2u4^wh(jre-@#_*;1ymKStjY3f+>)xS~)?4GV!| z@*4A^2Qc0k+Oe;=*KhSfH9-{FlJC2kyG}79n*%L_48AeGde!h1ZFvOsLdi{8*}VGv z9?=>-6wCs?brsz6iIsJxP>dQnP13O8fdhR)DbhtfJ^p*eM?-!BY-|re%1JT93ou^( zH>n0bqYSa8g#pn$qF_qDn6k_28Ea0BGj^bNj66RunT#mc;P(J_p76ewRm9)Wqn$_D zwFL+z)J#FQ6-0@sm&Jn=Gs3rFrPoQ&j3u$Js)np_I4dZ@lFtK*2yOj$im$rjKGxYV z(Ej+A;z&q=k^lLAjPT$5p1w1H-S~A@HEC1_0Vd>Jj0~&uU#;J}GOK|9XD6Vt&7e+* zHnG>r(xiah&)(w`0Um;?G|E8gx}#wfA1H5&J91BbfPah3F!CKXptYrr;-HOQ7GKZ< z<$jCZL`33lJnSqt$*y#$YJP1kFsZ0?$o{!VESO`Z!8cp;H{;tem7L*?Dd?x4gD7W| zdIh9lg(^)1;&!6GRW4|2F|-hFqr;ByLT2?SM99@n%}~nPuWPcn#LVUh;A}A7u>d{+ zMA{Xxl-Y11+ZyeAV9U#XR5uEzfm;xC6Clf-;rG_IeYAq0M6f^AT|Rs}X5Ix}+ zo;zCtFsFB!4zu11)PlA3$F!b1n5T30fTs^&cfqzFvAr=m8vsuu@cB0N50s23Wmzyp z?2UJ(z+s4!w!#4aL>3e}6LFiJ}I@jEnk zm~sdNEO;C>I=Eq1Yv1Q^;jUX6N52=qvs4;d2P3V0m4=A6A*4c+q_;4oO|1zpnfF?!S=k1AwcYBXow%(#1WgmYY)@9^kvv8xOqB{? zF^)i}1egMOe?N#90Fk7>zklZVkm4j}CI-s(chvaXU2Xx{BCmU$F{$08*?mK|sQe5|} z{6T{S@%5e3vfj0$;3Y-G@jgIA6V%k>joq@TQ+N~s{-Qbmj&|7ti}9nm)v_T}*g9MJ zY$!F1|NW}#iC~{uW8>$gnw_EHO&>I2Z??^$B73(REp3GxFDPx$dK}>iQH&|&WD!+C zEakN*Mm-lRcq`BYnvrGm2Z;X2fLzNIWMQn6VkOlnU$lBg!AB=o@#K+C)QoIcjckYn zEqZ*X@|qB>Tx;`-lDQ~Fy`~3vRqMZo0Zo9+*XgZ(4*YCl$doouvm~(bEH&^A%l?RK zMi`#n5)sLn{clZLKeCXCR-RRHSInQ!fQnOXr-{y=^lxAT~t5w>O zui}(^Z~o%Kx^jx>*qw#Pmpxwj!UNZoD+qi#lJ-iF(Oe7puI_m}qluA$rmU7!;ghU0 ztD^pl&-_G024l(8KMYZ^CV)$gbPjmR^MEG3S+WeoP3-2r;cfy z?);U=2Ecc+9LF2Cx<6Y2I-mH?wpplPT*FjiDu&xfw^kdJjc#d|qj`O5HEq!Fd)s98 zxs2k(2El@rwL?l!q*Do~{ zh!yBuWKP=A<;&J^>!d=4!*!Jd`pkX!w_H@HYjGzN9+UyxHRHsHmjCBDpg$+77rFoH>Ei!l~ILPzu~^lwK#(hXaoGl(||T0<&|v@*?OP`2A-)96QjMN}_H{NvH=^{D2-ZR!Y{vhg{+5$U~AnWu;8 z7gX}+2ZEsV1J&F37BC$TH#bb67OWFvjDf$IvUkQSE9nM|G>V(-Hn>;vBayCul?Rw{ z(jv^*q=Kt$W>VQcy%kKVXNrkY@qQ~s!t({;0EMJOYtU_XaddL>8Z6Jh+~7G0eSB|5 zTOOjmEAA+6OqXD^`zsps?)&xeL|nMj1#s#$csah;ebBYEE6D#YIy57rYCtyIUD$Jz z0&z11iNI=sK=&DxT8nnAx4n1)yL{U$R?F`z;s%<*76<6l+WEGIwv+sOB<4%9;;i~7S)SJ!Q zX2DmD=f_#7V*Y)P7k2IDzQX35@~#|a8%kHB{qFA(BUW3wc34CxJYPHJ!Yw_FMrr!J zp*Hj@sRpe%pv;G!?EANvOhu~w8xQ5OMybMZvo)w`@7Md2RK=5Vh8~C^&r?YL1x5$h zfM;da@q=3^3#gpA(uHcisvi+F$hkuD^=R5|Fq{_Z{j$Jg=lCcM!t}$5uH#D9?v}T9 z4nSh5Kc?w|t_+j~Efsz$5qfig@SY~bK?FbzzbXT-e0guL;6N#@i`ccPpWo+V#ZT=- zG$0|wqWzZQ1fdQtD@Bql=rke8(vhLdW z+}!s(B8=!zFHq`?EF7F|uq~iM{JAJN^1nb)fZ76o_{Ai;(Yez?OiT>o9w-PB^Cn>d z71qxIbWM*XtZyXjk;xT@#5yPy2lJ$&SE{5eRfH|w%wt5>t5eA|pZ=`L0sqr%_S``= zx8C&f7<63yh#-LpmLi=$YXK!_{I_IQ796JyNU(~~v-qdbxQ(U*zjB)Dg1pw@&Twk6 zj5SkBSbIdp3MNJNy>;$CTXs*!LWiPV&q;#xbAK{^Fr-KFVia;7s(%R48NB6&s+_PsoyxI7>( zsfUmb&FV7%wjkW;p|kFQnIf0h(}+ZlUau1d3L9jjRT*p- zL(*XfUMObal27+PfjeSn(u)4ZUA;y>@?ZbzyF*veK~8KeV(l~t%=5(29j*g578(}T zZ(x~IQIXMn3U4okB(@3YBVAef8$frRGl`fVBoYw)o@s4110z}=4UPW0NWCH%F1?Ai zAuYT=;}ZT6+lPt6G>6rmjnpiW$QQO#RCB!OWsA{>!Wl>!-78K6lP)t{q>uV!uM~u@ zr%a-~Q3Vhrd3K+hQ^{PJNpnJQ81f|OKN$wpkCniUfiT1l-#0hsA zULL?Xa-2`G4A2F0b8}HqQ9xNQz-0%_))@nB*Y`l9F*b`Ch_B*?y>s?huW$i2k6a=4 zS&vv@A_PCcasnRPv6MY=6A%gSf8V^?;k?`6@IoAYOSPO7+k9rAEH{@cTP-1azH9x( z3aBSCE+g|t$P>x{(hDiMxVQk9Yp6@`!ua%bcr0RtaeyM7iLAN96aHEg z@T=1Gg4ZJb8VA&zp^7#wnM3TO){YMFgjmqYy&Irc^cUJn^6%d;OUNV4=b<31*K&4t zm*r{|im|}ndRib)Y5r=+%!;1z6#`*^wZ#WK+(FGZ1wgBpHusb?J|Nd#H0=Q1e9~9s z3pqu%mXe3ZUylxlV77hV1}cy@(lD6d^d?%VFaPmAhh=jD-flX7Ha;u5yw!n@fMbC_ z;iMHM@IB#tO&z3bLWvWn+N5Jz#G_w;IHZ8_%4~tQpp5{kRXCg1z??;F(Fm@BzK6F>}R2L{07MuvK2Zw(@_m5h(;R6ITeiX~!6pE1A<0U=e_wrsob$7oL1 zMp5+`uv7uM{Toe{eoT}6$8*@4Jt!rRb@fH!wa=-(b%M0p?Y0iXF-^x~=K<_D5oWj} zV|M=l=ACq*Yy63r+@Z6UU;pVQuLp{mT*pFaovV@4RKJ}4t5#>BoBqSue9kzm~v%`XnIm~jP zdvvXZ0k487d(9Ed&BsMNoPlZ^W03D>#}PAuWTqOg4$xYha|C5q2b$eC4VKuumGY?@ zdy9-X z=w)^lX2vpFrf{-2U}`WZ>U+z~VO?`b&!f<7a5UhDv}#4j7Qb*{9X`YSW_gkT+`5DrQnqX~wkT zQ{MH25)0G?oa<%(3m>r%6O4e*Q@-sMn5u`7DguqREif9KYYphANa6CFqU{yoTw zAY;Ftm>jUWiZWyX=#ZtN~jOg9KnNGIX$xrUyDZh?6ZW4jve4Eo|%HD5} zflB5qsCWxv3Roio3Hkx!WPLrJNQP^c2dT8PqrG2FuuXSmK8{!-7B|bGfXOwUX!*^U zQ_A`IL%>n#PhT{eqSbVCBN5HTixT?;k%SU2`JXZObL^dfY2NUQIaLA>!SD%BB8E*g z^*5@X3m&f2*F62I*itxqghMz{LF$fzwzUMFV)PGUh&) zwHp$=L0I-m18BpnXl9X&9<8i~IZSQ$TW`%iZill?WBHdjo-55def8Fy+#71@(nM75 z5OH$nl?f<{4DkW(_;e)6?Lta{ndy@Ek8efd;Rd&w<{LE-Hd%p}@qrB!VKDiA^J|9CAo(|*? zun%p^5YuD`xq3sYs|sAz9!?JAq-G@KCY+R}^bVTIO?cKWkJL_yWGemTpj+3cB2Ntm zA$|7gH}mUkZE*$N{eijB&gy+b?~P);?$nI!`#b>Q*S$A23b#}qW&>CN^^(yli%G6jV2DDEd;*8~2d!*#aKT49U zwqF6j*6AVtoGL!ZQ+XACIZiWa>EThp=+Adby6y%F1T5cVTN(`zF`$x{PKMRw?s7f248|UMEjiE!wOLc3eZ+Iau8C|eujbZM zM7eVZEi}esUz;siGY&xzmkCf&=UcV2g{W)|gF`|fjJfv~|6Q30&9aa0YG`O|gK9u~ zbUSeOe4;+NA<7e@z?32;kD7o{gdt#qz2miHdLi6k>r0S?B1miSk}U{PE1IWqxaI$(*6@pax;5~} z)NIa7Jk`r`9Km}+xYE#R(H{l3K;)KO_;TIu|4utY5H)2 z+pG~RR1Gr|6Tw)aKfyF-o-G{K1!+TtiIYZW=Dz!LWFbJso(t{Ws2qkZ@!!&|Rh6w% zGQ6^T3{4Bo`@>~pPASX_tzM69SK zLW;QgEH&Qame%wRvnMZs4zmuY4jbA3DEp@HNV;h4*tR*7WMU^1+qT`Y&56y4F|ln; z?1}A6?1}B1`p$E%{=2_#y1J{npYB~%d#|-#EI5LAm|vmE@Bk^8-L}_K)TBQRV4Nn% zB&>;1pl|-&*jS@`yq4_lLWpWPV~z5uc^ErD6?g)h7GoPlbRiK0i2x|?@J8TcQPCGQ zew(t$&}qOVwU-hn8X8YzUM$$t8@zmnSSwim?Ov0gGYf$1%djvsCnJfOm_8ITdo&Us zIokB?PkkNB$=NQUmp71Wp0$-bSN-Qe%1h3dv(%6!dOrag_lxDd;g`wJ;YJfcRKb^* zx~+S5m{DC@GS#o)l}eQqJZ|;V6#mE8swe#YZCYl)9Y{+e(+q#^1gx~ZH;7K*jx^E*t(J< z>9j=LhS$!X%dh=jP$1U zCwy8HWgM++i*Se#d}Y`>0ME{=T`X&mVuSp^g@YcC+0H^TTtE2`boRJPe<&fPTkM=BRs(EaGRaRaY+K25m9tJRw+Bj-`7JNaH98ichzW9tQdiGMcsxC&x~L`aL_~j0T)T@kmHRxL6g%G(lHfK5h%gM z96soR>A^tA+%8AJFhX+4!xPsK{3fQao?cUI9poJ=f@-G!*?zLuE6|0 z+Wk1M%7Dbpi(eIy4s0C^DFcurPU=D)VmTtYrzG*E;d9BSKjRCYV*)W~(1hYSGz*@h zX(^Zr;7@W6T@T>33eF6*TOxH6zyz-5bbgTnO9aGn&|Jt58CcAKJ|7UFW}H8;!O%%~1x3;f7W#7eF1` z;k}^gsP`*sXQfc=$r14sD*!`18EdU`3fK<{5n2A2y9-RdySieo$qtwnqo^lN>*^gp zZ((X$7wB`EUi|6UyW@Cu9navu@$r7?9~^$lthv9t8$`su3nvr;Ty2XinZc}`1Lj}^ zd!y_;j~9Q3)+ST2%|?(%%>S7{x6{1bzA~la`XRc)NKTx$qKV%2PWSzSXz2Sbh`SV{e%88ddfno9J3~{8u|!Sj%}VItPGwe>C29II?l8*Bgwef;z@m zSMg&=tVu#wL;+%YCI%UNFO<+FP-b-T`DZ0xcO-5Cnfg^aZWoG-ctvZQDFIy>L#eEM zrIe@vo4bstK|irIEL*9Nq$LSo5E+hf%%D#`8&wQO#pekN<6V}o>A8*zR+*3O2M-Vy z;#nB6)Dd8`eIIMfS3bSZj!ZoX>E0JKcwIQmI?tn~u(g?luo0fe7o1 zvH>Ll)a$`04#WuqJB2I&6BEaohJH6We(Muu)4+ZWtm;OJ$pIe#0cL-ENLWQI;0GJ~ z_?kRJ+smaRIVY+s1oYlUn!EJH=CCdL@<<0TF36gH+m`v`S) z&w0CjBM=%OVA8-vY4EwkvK5Hx9JWL~3Y?jXwg6nKa@KkRQ(^YHlxIMUYJ@b`5qB6HM(nSp+n-0usHODynO0aoeAH zqt=Iw8OAQ+&7X45fQ025_H8nMm1s(=Ty0n5-{f}=&!DwOcBSxokMAzCjZ58jp~MpW zTbEYi$!ji@FG|fun)>SaK!#wXWA{CO+jo>ar72=Iz}$%It1FbJwPUxC7T_pTR*TE; zOy6b;ELmLBw(n2n;C1-iATD{%?`=Wo{Ilx(XfsF}K$eB!%cW&rw^LV~#E$=fv^5|M zz6(f>ptei^keZhpGpdwfV0rH6eGQDlXCGmsPHUCri1C>`0zDrP4Ne~{je#1StsPk} zw<%+Cn%x~}&dN>~iX|N+e-l$f(VUc!Y|}&mbqn-289lWOEog4of0|*FIp_L92t*QB z-%dsEVd7(uOMy@hWlcKKQd(v0nzHXL2o{z{HK>wE96oMWtZq0tfmVpq)^r@c(HPd$ zw5sV@A@Pf6-veXAkB80(5_c><+>fzng=|NO9&>GQ#^H&hn^5{;zq@~!`I7N~#hyLj z;NdT6!u)I8u8QQrl@3+ggD{9e+}j`u9lf?!g{`Hn@-1r|L>M-HBpfA3?cXD-KT$XRCaVD?*5nN zb^8AKvA#MAuB)EWM={3@mAa8#*Km<1W@{roeiuIK#4%=@Eh zlQ^6kZtoYU{2?e^085@UXz*vv&9*f>J$~e{IkPqrPqjt7y(dDem`pK-4EcsxbHX^8 zRDJ8kM2Gu%RI5%)r^bGDRxeC8#-yyU%TDvOM?4A zi3LZdd!3o!PaC0pEg()6h3H7blYL>=gJV{Ft!K}gMh@D1nCe9f!)JbX2eEjM2|0}a zo**_rn_dT|WQ|p3dN$$G`5j^gl&@*y+t9f)i0_!ysnC{(@A}8B=e%6Yx`w6KAFtdc z%1(hYXK`HEwBZ9Ra_)ggtOP?ydjF)BL8hjVs0|sCCSj6Q19C&F*Yt#;BEocR1aPv& zDm%p0>np#uYp(`|Dd-E3K#(P1T8{MeB+9`=&p zVT|MLnXn@h>(buENRuIhV#vv($EWyN59 z5%k7~a4>B);UNrhd^7BtXhh|!IRw1pt*oppEROc~#VCHx+{{z_lrmQlvS^xMw>`VK zurI|mD19$k1hhdg_W#ZqhGU~q+9-TeA%g{;wjl@VI$ECbvcK7m3}MQi!^TlX+OOf7{z&&=AbH+jMAfN?XjP<4BjTJjD4# zcBrIs^mBoglO($AVFY8MSf)LZGL5Ne)5x?-GjHVCydJ~RY0G!oe>4bHn)MsnM)f4r zd4$Y1ns@paPa&8f%fxM@$w=kDV2D%9Mt`h3b7r0I?}xlK1RM0;0VwyLv_(#57!ouY z1)^#C_k1UtG^gv$U%apWlZY%3)v92Ufdhd|FcGeR-~u=)(-B;>QpQpiQjW>9VS4tA zjY#(e@)whXsIv~p4Cs!MeLFK?M0~sbp_Rx`Wz8)u68q2+lxXvo>?H9=r>E8vpeG~y zMxs4$Xzdf|=Q!_3kMp(W(a|=f13_Du!?J_QQUI>JKc0om(GWTXd{5wP?P|~w)O&h4 z>%Q8?cNpolO~_vvK@|RshXGH{2b0v3xZebNSfkbN!G|IOy`0({o9lZew1F}2K?`Dq z+IjM2ZFAfKa5>G6Nf{Pghl*7q z6HsMarp*Ho73{A7V|NesL5$67FFmInYiw<8Z9sN+;(ssV;uo+@=qu6PDiZc{&r_w7 zmo>cH1Nl~oLx77$Vl%Wj)N#kVFzBjd)XI3q5`pL_ukOZN97&cl$#A?2XtzXq~Qke5P-R;ehvyC%1S6Zd> z`O>{tL%L2o-WJd``Rx^)dn*5Od9G7e>;{iLa4?zVDOSKBs5exaqk73&_glmO?;T11 z6H0UL;~oPzhpoZTf5e)mjbMlUGm_9EkN&@ZKMJ0XJcS{MvT3?hVs}oZwtajfm4{NO zCW*{wJLmPdh@l!AzJ&uun<@&0hReVLJ4Ul`lo$Hg-?iTJ;DKdG^-QW-!K}FZW31<;pPJf9+T=zU6B;Ce2YMZdia|WUT4^FEq?3lUhDBcM5Pt8 zp$78F*Lq9!`C?8|Rpx4XC1O zH{EbXh}_!GOH4yq3nGQ+LtX_ZHON=ZxbAw4KgCe~G-y&FCCGcRhF@P96t-r+7)0SB zXh)|-A(?GLJUr*HK z2-555KYB|X;xzi%me`S&scYsY#?U&IUQXW=`{O!Slok6=sif7vFxW-04z%2^E<+AU zegy<+1;-Qe)Zg^(Wv7wb9Co!W<8I2TIGtRd>}2CU=4^bMp(LXpIK4C+u_DB`HtfuI zS%f7Wt}vyH_i_{_-6E{foST*=H#}c8?WL`T8oe z7gUD^gXi}tO*P7_vCXn*@D0`|v1(r2GI0(2SUc~0HwU%Cr~ttQ>1JAqZ_**P+A<;4#1PAx;lh;P+&l_vSg8a1&C^Y#?{EwHhN{fQ5`~%81!ma(8mz5KOpnZTZ5 zLiQ({yCBEnWRYua=>sVybm`8VgF)@dW^IuLICDl2=ITts9zyMXhtZ;Y}xO10wQ zYP*6-n`z_Nm}y$LDLv#MT}*@Fo5cTY6^Xsf7-k%X;#kY8wM{xQrHcD-6A7Zal-pyH zcRjQEdzy)px>&onV6Y=#I~r(kuF25T^trX!yg&SNKnd~|oC=W%0&3Iqr?|Vp3q-fr z)+a6bjgd&9WIatvQ4QxG@tOI(id32p|0prGk~h~*rinAgWiGMZec`~8rg|^dtSWg( zbdyktRPVA$T|7kRnn)H;|GvxwMoJ3{<|Qs$+K-BaZ9ZKDyV7&-JmQ9lFCS0Wh0%#j zS~B73W~&7k^9=Jaa~3qLJ0l|q3{x|-Q)=B@g=UrWTsj4jQS#4MFE6KBe}#BEK1&>X ziS*Tw1MQXfd#9&ZMdZMrG{Jo!usZvs058!&3->Op;ZEW(eep&p*?+p;{2ssP#a{4# zyM3r6c{8MpaXfI_pZ!5nscz|Y!ZA8J)te9sOf05H@;5B#S|bix`SgYOmlhu%pG2VA zI2=c3*O0!6HSp=7`zL6&I7obuK(+1V9`GKCYe-Go7E+#s#$aW`3MYpyMtINb^Z%i- zI=|rR5m_}H=+%hvjcDMAD8WHkKHlm1FeIb4^Dq=KrmStlly9Pd-9S|Q77}R@@$&N0 zH{xf}Xhz8Px%=M8xWkH5jZ$Bj{F{(=+fWzSY$tjKRhf}R--1%H*J$^1*IGkc{3uo( zNSfpkT2oS^yq|IFoVk6q;+hw$qAIU-GNC*{k76+9=-*gna+7NB30|B{inl zq4-MGV&^q?TKYc5_;;N7Kr_gu%_HkuhPa7%>vHXu`MF+AM&#i4Jmj?uOj4pq3_t#} zep{HHV+gW1!3)c!2+{%`x}||o^+T%$$BT2w8)5oh7XMiEl}gFDHyKLAp>a z_y?Voo5%2%0_WIO7vt4G7q{3=E?<6Oid2y02actJWuu)?h7l^Mu7~zTC-75qe*VOmD{>7KtFObI^Ao|FRGfu7i z`P(%P|AD}qUP|2xB?8^cSMaq^tS_HvC{har-E|b_VoJ#z#aNLF)Cz; z0#N33PR>@Q!;vU`!yjv4WG+dUJ}BWXDu18i6{SPJ@jUKhGSxNEMC6hvKwS&$-V(LK z27817FR?jdS$}$)O;g@rIro*ECs0>W7-Bu55Ax{@ayJP1WP_sAsY)?a8boPaQ6Sf_ zvXJ|>z+@brJgAf+ra{OKn`D`)?Trn`}T^bw+M*fVR#I8}op%Gq!0d33BT zW$Vw{7(*V-+G@9UcIaPm^VzC--kX0@X9wZ8*<4bDIPsu!Wtch{1wdxic zvH_5CU+1kW*VgPer-x)o?@Ly983fW$XNoNA3?g8UK3`<~lBZO$r)c$`Ps z?>QjMif#8*nQs8C|D(%nx&ot{c7$~j$%|+R6=2l=0=e-q`Y3GNoGJwvI!#9EShQ72 zGyLSzW43l`a5rgF96SR9jkA_NN0M)(V3Kz`pBryr&%0^oTu4Bu# zUUR3s?J(%|e#BFOrPo`Uv46adQ@3?Ra%nIA4;<@RA)YwH4PlM;`#rGsP=v%hxFU9U zcMn6KVF^y<&SNKo`S6V~%D8jyCak<+NocAWa~NJ-Lu-F4W7!MlP>>-n!s8swn-JG% zj7$gfgtMSi;jeeGPKABX6J^%9I$!5Xz#R7#dYki-SI??NnERq)x+u#o?Onz_F_QbS zr5e+;Km`LENgQ9qQQ*1Ym`zM*po z-2?3jg~?Xd*6Lv<2J_S#MIW!T6r;##W7i3mnrz{l<#i-@`7mRKDpg_dX4GgpHaT(k zOsAd$dNj)r$(;3xQA4Bl*BL*EN;CBF`p6C(oqLe@z9k8knW1y$=Lh&Ry(KB*0Oq%F z&3qb>WS>juWRvP05?y+UkMk(&?yjy;N<1*ckCe~kb8h?Bt_60eAg~&vBo0`_U{HLJ zg_pG)GXiG-4%z92W>jw#?dau1aj^))P2%TAfba2nTc8XrF6Cw9^imF@2r3x{GuBk4 zhbpk7_lJ!sb&1G5)tk}uh0RPC;6{Qy}^*P_xmG& z?9E(Uok7NS|7|&#SR-(AlQEP1x539p#-!%u2qI(BQZ%s!nYxlOsk)iC{_i`|cE%RK z4oxdFS4%QZ4rVeYDUg+gr7IaL`*$)X5i3_0C6KeIgPo&;J;>gbjGK%})WO!lS=G_l z6!@4J$lb~mBR<*OAP2Iy0KS-om5ZB&OaRa>{P#fk zzu)P(cCPOsgr$kORp=ocrGjM}5fD|Na`u;ufY-gS{&6KXmw`a`?5oK@Y8mjVAmS_M zAOfv&oslqo#GUi&-|nskAGfW)8g0*%->+8Q&nFzVvbY>Jk%I7sXe3yolw(Y=3V}_K zo-MCpEodP~nH%TToiL}s@}WJ~8V;sGs_2P{>6)Bk?lV?IctexAQ03XZo;P>Z;!?ds zdp{4Kj`N()^NlEBFZ^TU<#l)TowvD6b8;xkCB*!o5~lTn)B5A3+6N^Y25g!{pw4tY zv%S#A6%Ms(-_pb^3+Lno>8nf(FR3sO*DlH!*7uE-uN9Ly$H6)%xY2na!b*YK36G~E~`;*i|#t5{q@V~ zB0ekw*303$a?mh@NJkz1(bh4z(l2)>;jE|)>sEIGP}>kP-f%;m(zze$!T~gLaH-*x z#C_Vvdi2_N=BSza`O8rgNVF1CVpUx;vjVXK_PPQGbQssYiZ;YTUxUS-{HEbx3K2{SCfxj$MJ^A!L8;e zZE&KS8Mj@(WDPGuOzBIqEwUHNYA{(0^Tlria<=Ma2TP@sZM*reXSg))H^<9DYiMB? zFoO7)_f#%v^l*g8axJ3FnUsb4A$x7k_N#kgNNOZPwAjb{=zfRL0$b z;G6;^nK^bQQFQO>Q4pHZM`R5SC?>LI=W`yLtbL}ogkfB)${z)!wOP$Pd@ z12p_N#mXu*a+K)m&*|X1m?qR|BlsQt%eg)=U05G#T#IFd3K!YJuUvQ6&IT8xMVUA| z+ZVgLXWQFCn%#ZdiZr@&vOUcUC`(`hOqvMk$3*x^zcO!5<=58lT;8SE5jm(fY36jf zEm5fW^bE=9r&GY=S{h{rkrRv2}us^_M!SK?*;NUob}v5m$z)`D{*wFTFz*lZMB- z%kR$8=UBP;W&siqiQ4RJ1htZb_P#7xaMW=8QEWmn&eW~<(>(~D!?bhKS8&wHb@0sN zlG}23pApXA2=5jp<=rFG&kYW|N=6pmEGSAmhCj^U{jj16(jI8#%7XVdJW=)fnwlcqmG z+hxnnzvu*Tw=hMgL#7qkC#v8YeuG0Mi^z)FgM}OGQv+?$^)#H+;dlFI&xPZMr z83+?2v+<7z^e;wiXW;e0QW*qgywo(tJ0K@#i$rO|YAr}T$syt121JgKHO;KdsL?q| zJ3TDd8unmgtNPs~nk%`lSzhI+It4;)FK?KPA?A9@?y${r<-*E^j54lNUCOhPes-DP zY};28EH~qqO}9UsLd1@_4h)^gRtYVDlf^kkD4nmNO9N$3D&HxU8wD~jWkQEw z!FOb!)({D!T|WVzVK)Os^0696Mg|<<2`0Nq5%v2rp@AB72eB=kWZN;i76f>?K`T?87nC|C#E>BmxS1z zO}fI&CiA4m%>c57S60$4wxd4__F?2FN83fsZJSwBcW(wa$w4;XEdGPd&;m)p@MANF z+02t79#?9d!r%dK7JOFZeZ$j;*k9_(JRJHh%Cl(riTr^h_Xy@t1uC7-=o@9%^X6Wx z1o_(Dz*r)q-RvwhO3a^LonI(2HMDup-qDtM20~+L2e95R?92d=FFsdJ4Aojt6jqhW z2pX3YA>fZT9SRHUEIIf=r6oVT6^tsM9|10>H3B$uN5#*`9>7S|QUaTy?cB)PBW}N6 zf}afRhda})TvhIXAyt9DWwciBmwc4neu)8cux_Vs|K!+t2TUmnLhaZoJwmlnV}Lz^ zeKCj0^vt$4}jxE!RXgFjVhlbm#{I`>4fW_rIF5&@+anfA$1<3tkXhHp}EAQ(hNp(96A*bep(U#M-+tR)xaKRL5Q>u{4^(7Tv0#PykS6TMqlx>kh`5J)!~HPl*Gkw~(N`IKDR7`M zn~Xf`yJCp5)9GXP?LDcEgTD(GCq(jxOb_x7PVQY%5Y#-GspGj=@yxP=P4sY2l{T>` ze=brvgrvs?r_UtWX#0Ags4|)odvjt6jl#WNa$5NaLW`C#T zaB~H?%T^a)8cnTsGXlcCKNQB8ER%}b=!C~z!WTbt9`1B1`fa??yY)7O)Ckfoe<=MC zn^2c8Du0T)$l}W}4AxLZE+I7fXzz~ex1iW{mh2tJcKh1%GV7mP^?pu&%$BnH?FC&R z%TV@8PV8+HE;W*F(W-x+iOSy1<%{2k7BUqAvDvx39k5VR*ttN<44R%o&Rk5G74&Gy z=#F0qPaN-!3Bek(q2qs*quBIV%!_V$p4eb^k;IcLyp1H)gl3s z1D)oCj_}MhD7YC_?M<#1FNRKt3EK;9EuP_I*n%!va64w4WPW?ont}<6!@{LSVut(~ zOw*yjU82VCyzbGrvJAuh$oL+htqT!4HW(^mW>UhL_UD;4sWqMgu{oOvX`j*QubF19eMvSze-rKS0$VZ+d*P$4wG z36Aj^s)(sc5Lw2GVW~>VAzSpe6Cq^v;WgI)&r4%LUb^LtP=Z|1RlkQ>o00to5hNs! zMo$WJG;?`qLb_$f7bz-~!n{=4Qal(Zz-;0V|9m=hI=_ODTobPO_3ucvI}?H6Rcu=C z=^0Oj`#q$8R@o^(BPYh7tTV09M(AT&!&1B0h)1soUbMXOnP(}K6Xb{_lsQr{H`$^n zE7SVmqkS?K7u1;onU(YCa8CJgDuB$xj@{El5c z!hA|G4mPzg^K}gHM^O|+sm>L#Si%lWnUOhN zb0&8Ow1dCW|R9Dicf%Pd6LA_;0DIx!5 z(BHBW@h&zJqc(L?gRey1lv@62Tr7U1%n?Mu@Eh@$cUFlsb0+@YT626!Ijxx!<|gax zOI1K*1de;5q|YIFW#UP1(#b%wpT0M7A;{lS&@jWYfdsqBx2Re+P85}glk1S#a@Ts^ zQi^!IVpNrCi4Iu)t^7u8rr5bbPw<7Y-{^H5J}qhbq4_|&iV)NkFNsSiMVwotTvZ-{ zZIlD<4>|5z%%NY`t`Z}ua6_iVu07c48a4@nTOeB5F2YyuxJ_romNL`i?xrw!FlRaL zPFInZ3iT&NYDf@ zWku4JES{}iNFod;6mZB?{9AMIkD=W>|A>{Q0h13;Hh!o#iwrnsD=R1DsT&D%Bde~Q*u;+oI+rsr(u{O{g!Hxymh8-!Ia67K4FY4u&W{;U zV^jvbAuKgZGm3W%Ph^s5xe)nh^lnXGoJME?QJEMyGoi8fzSdDiZ34ky3A{dfvQuqa z@%vc0qKoM2upvx`F-B}Z(te6xV>CHS3xWIN)1HeHbif)iT$L|QNPgXE(lKD?wi4X< z4=;2+k|%-BizjTpP^EWJ83|}O$WD}_CzzTM5hC;wHG(hB7Q>T3MEY#VF^$cKj+(`0 zcRZG$UBR$oPQi+SvTY~v4jVCWs~v)2t{SQ^XhAYT=uJjc)K|qei^cf&xtcA>h*K5z zCTAvg>8z|SQfnp^S~RO~Q6;O72lJK zkP?m$xx#wKgQw;1+$)yW$_&?IfhO%2VVXFSJTjk)2qitJD_n)og8;LvjFKKf6fFG5 z?EN=68n+te1}_2&uPtFT`o1?ah;_=jZ*YjYg0PPaEuH@x2Z>wC`$>O+vGFbq=lL0o zOA%u#B2`@A>?YKqWBT8a-uxDK?IDy~6G4RFQ0US1uqD&h%f!F_z7{4PIn4Dqa`RJC z@|xGSjWjuz>~FsrQ3{${2&UiCNbAIdqCEei zQ!>S1QcwtNkqPDOL6EC)XdG(zj2j#MTKd88DM!M_l1WHG0klz$8qg!#04p5+kqJvN zpwuRMf2xtMnM^1yui0>!V+`%PEfRW>0g~tTm-j6JeQ)0O>*k3zyGI zcEb_p<5ustrO9?bVc7H=3N+=anXUP&Uy(wfR%*7KP}<`l&0Pr``Y#90@T`F;5WxrJ zveT;QEZ;vvb+xq-P37Ra@)jQ+JxLAjN<|^8hEXBqrA3eA2ed4^wIdiJcyJYA=P^yJ zk@)3(!_rVTsJnbtRP{(Hv znCPS)iu=5@g(R!V(aPB#q#ly^${YWeexO}p%p&obf;M(Rhnn?3m-k(xw#4;yMdvm) zrhmR|+U&mI#Jfe4F!idn=&~h2&0dtb%=Mb)IuD*&^A8%^o>o`n=$}US7mn9mp_9#C z5{&!`hyRRc6V25~>#%cC4n&D+d&+J`45yH87hQ12&3CD_%AzVnGux`ITNmVizQo1+ z@X1f{QV(WrB2xR&?4YBI%0Xw}!9(fZwKQEcU3T;!zm1BHSssq{w%9GSS}z#h`x?Xf ze%Wj4S8mhSp!6URO#P~+ne=L6~0#OP%pmj z)Mx1@eA)d%u1ZrTlbEl5R@krP#1a2DEkY9ltmpU3d;z1!@8pH5k&p!?!(b;%~ zg-~X@BIur7FRy-Qh;}1hxwoi%Q#ZRfo_GDTTgY_x^ttyYlnR&+@WmGJWuj z-}_?i9Tx_Ni$9+Z;+M?34s@;x$z~LaIE?$6aM|VDi%_d=H7*D+W|M5C3e86*WbB% z%2M8n(sqn%#k%yT?-iyoirugyvW8}A72Ps63Iaj-kopN*B~43jSY^ReuUG`asX{IH za3*dUq_KZZvzNhpgD+<#+4g$&EyY*rpWf}^n|h{yE9u^xgG>WV?unVtR_|-mM8dB| zZUZCBACj*>hNjEo>!@#1OheKZ9kL!wvBje3*fA}x10x;2IgD!Tz66|+`uaD^E*vFg z4b?}9#20wcJ@pRCjkU9jwoB;9!V1lE$Dxy`=kl($rOTs9$^qr20az*=7!@%a=bxrU zw{GNB15UmVHe{$GvJQTCQr}-9QRRGv?^lG7<9vGlE_>k_agJ2{swT%xk*_T&N)s4$ z;OM>%h|DT0$R1^wdc)zFXCrZpzWNPWyRWH-SCr45wl&r)LY2h8Ln}_H|fkd~9 zWmFPIWH16?;oJ_@q?qAO(}QNb6;|A#zjpabdCx|#SvcfJ2w>_X$fdVZO-MFKeM^X- z-&0i6zoocQuR3Mrvj;p3-F-UMjT=bW5tDHl*GO-s7x^b7@@emmd^ zRp86sMCd{00;3}0`HMH?dJScny{#7^tPmSr6qK=sD45%|&tOMW8!K4wFevw%36%WG z&2}qkjUrae^oyLYHXG`&Fx??lvn?R31f8=~Z3$wP+B;PgEnfQZ1nl|VQI{>Uqe1CD zd2fVfjEv5IcWfeFw2b`MAU=BQsa)l)){rCqPANJZvB{<{bh+V7p;v<{+!ApM;c-~B zgIrR|N#j5Ffb_1%gO#hX1(q-;>?b~nX4-p`IIu$%Ye+R8O#v6QC@xL0V~l?|vb&h1 zR6V}er}u`$(%o6Fd5tfm;(px)k@(jp-Sd|{Ue^>H*T%b%eF<(U6}5W>Jf54jW6(Zw zl#EWogJKmwlfrz`X+x4{!1L87s_5;AiHH`|{H}AI72?s$zp#`foet4w6A_(NSKpnW z;@5?`F%EMD&l$Da*h12;!u=%C_ou`hshFc`Tr;1oRGeVL^W0*bLTM}^4*j&&I6AKF zSs8fwzLg8&`1rwvfnpfjK5Z$H(ESI|SobVTfj?1XX!Qx>)5p*-Oh_#|sXsMkDEw|s z)b1JA#*JgnqJJ6WdghZlEd6qyI0nbHi^eUt4CY_u2V$cl=SJ-q9uu(swK=8OE29xr z^h3Ya0(w5r5Yy@gm0ClHJ9%_%wwQ-4uD5CxX819b(UooAjaKkUPGA76$ClYha-iie zRWM}?z7Iten!=EbPnSI=g3on2izV^N^;o*A zintOy9zTU;N9C(+6`NamA1hi~fxNWbRPW&EK#8SwMIpscx{9-A^;NJw zOT6HiMC*=7I@~SVTOBsRXE*tD$z0L8b2X*LT|@ufob8cOQz35%v^Fitg)OmfE;K*q zOG3*n7C&Y)5h{z?*#+c9wX%VShl}tiH z%JJ=JY;WaC>W=sNepwgMU0C|rVEcD?GOP7s<+qp1-P+cnA|d`_{?F3jZ~d|v6`P;! z8cA$oRM_isD~|WE0`T^`sLNb22=%4}`EJ!YE{_6pbcUs5_xt^2r}T_?y%y=dSQPvem9{PD#*w<@$tsVadP-9x}F+;g0p)* zIQh%;RIS~3Sy|Q;<=6Y;>}^xLHgr^eCygN8-hJb%ro#DOb_YkXfR5}xe>n8#5*OTy z9L2wrn6NiCxZPe?&eQ18BA-5KIJdO0?;s0dBK~tGS%e7gF9I6~f~aig)yg0|fyO4x zc2Rs_>=9g8D?=@Gq{czU9ZJhPfqm^DbTh_^8|su+6EDR1KfLrm==4~-z2m7hcP-Vui50A8<`yP4)9bUnZ?{YTfAH9FFR(Bg@sE)a+x6>%<1GRts>u3OCW!SM7USxS&~%?ml2dCpbMK)ZY$V@l zDs0k`kOHhC#!mzGZeVxJG;?q~#t#`kQm7+ynLSF6)*6`_jv6A>^kXNcv5}2;cy3Mpe{;OQ4ukdV8aLzWhqUtwH+*P2Z ziiVPmB5U;qO;rn<8&wn^VaQ^k^V90!Y-LGqIN#63mI4PQ$2{0k$Cey7k%3dqhM7sR ze+2o)&2a5mdFGv&694Y61}}8&>R!3yhbpIr#s~N`rqutzylN_G4@>2Iiy%6!qq)Sy z)2pqp{%y(Kwr}98eIf87SwKrC%_v%I7L#H6wI}l;#07Gyc|Zgb&fPr#r7iMp%S6$pivflUF6YAC4K&%RGW zgj3}5xpni+{U|%i5R9r@ZVCst$dFV~$>BNIUS_kgzo`&?A^n(n_f(Qa=hu(?+~Tt> zCd1!YtpvHOdw^mNX^Jbd;x3~5`9>8`q~H2~8N4~}VtnX9T^-sDiU|qbWOaV`{pg7g zO?*C|{|lYc%r@)cwaXRxnB71r_mDNPg1a?nkht;6ZY)i+hG^?1ZN5;#jV+udyB-&< zNZs|U^JPl0=X;tb(Tw?@gZM;AU;pmbAK2SbeQJ;-6HOAi)vbp9W0TJbzBPyn+cl+|Qg;ct?)JK2LZ=N@Ti49PUPN z_wSZWt2dD#%@4pDgOe&Q377Jl7D(QxfZebqY&T0?n6f1vAtx5X@O%8XCV2G0(()Up z{FYs{Pba?li6kv2Wg@#`DjpVDam912a8yN4%;93y-bCpe=;1FSwQW`_Ox84GTY@ke z=hreHma?NRf(8urtz%uUql#$Jt!dQE%CvndRJ%757*_BCV5P;3IA`FIIg@=%qG)E! zJBp8c<9%@Fv;FK6SKLC0~DV6c)exjiYVvSCV3dOhfVW4k6a_8sUjtR{=`AS<{1L71kkfqH-3{6SelPg1cVfGL zLNH{(>>$Bl=!j46DK$QS|0@y1oXzcJ@++!Myqm&wWtq*=`y|^mpu{}Fgs^YkABTG` zfm48BP8wsaplt|n`UJC1aHh* z!gSP$WWe=}u%QK`pCep_Uo|shg1jK16eCy{;x7!B#80mv>qG@{8ja85FwsNbYT;KK zoCmCDOf)i9LIwtv1GVeKxK*wOIX|O3S;M?l!{&b3UuaTjinuVl@PjKPn=M@egY6n% zQ^Ua(JRi3}Zm$^b!dm^X^_>zu1pZnX7v(__e?HD;?sv=%F2^P|GhSW4#|g?tuG&%= z?^oJ$d(Z<>2EpBP@_HGHw!qe)b08$K_}bR`h0W?gXg7H3=REbpu7EgDQ2gRj$1O*w zC_%C^v4;Pm?(*ojM@NJ_db;7orH#yil|0_3Hg{=4y7W;ZME{ZAW-gzi;Pw`?&1BG# zEhgUi=XN+Fe4ROF;5peRdJ*_{49D5K0wz~mwv<|jh3J-`&RBIX4M!)YKL^HhR?2qN z`JXI{__5ronGIDj*80tzL1|JS4Qq__sTgg^O!p%Y(gF)9CDPsCPb_MThhh_f`m6f0 z;z`j(t^K9QY)B1zz2$c9^72Rc^vmCJv%}LRMPbshytEnLSTsN z_2yC9`|fUASp90i*5UKB!xw)(P8lX&Nv1*_X{4ix!&JXVcwHdq27wmwIQ5TFBQMSM z4=6@}R(~z)sFRr;c&6z8ra<@0J2MTAFp+~#Pmkd^Ev@QjIW=&TPC*!-)py3FH2dAE zT@Mc1DUk_R19hEt^E4I~L`YAKH;}FF$Dgl-u9@L3iJt~6RcZXW!knT_jjANipl%pq zFctcH(O)}ve)l`kd1YCGA-xUkubtaehI@3kt15e23d1b=vPgVrKfWQf$E9IhylAx# zF((kdU)bXEWn{^p$4+ z@JJ3Sh91ba%JxZE{oK(v|FIh&yFHPG(6<3J9Z65azd8P;mXR!1n0W+604Hss@dZ~1 zg7=zurG1u%GcG8|D8Nd5lxvGN%_DUq_3l0^}I@E@Fzp2 zl906mu|z5#qV5vYj{iF)f~8{|(Aa*-^!dV!Fp_zvZ#aD=pCUvtcJE7;vruO?q8op_ zBfr^F3FWyJQO*U`fd+<$GxQ+QTy+e*<0~2{rx_P1E z_F1Q&yC^!a20qqs0WU>i#BI1uOwlbt- zu0WUOd>ZWjn7B+ubW7q>j{6f%r7 zsa_J8C_eq^>mqC@_a~}BX5!yVxKiiotcV{TP|tMkl?u;GSrU0H^a>>jc9A&((!)N% zI5b<6#s4ssm;RE$R1J5iefR~r;lV^gOCK$;8R7l_wjA7<>1_POjPQ$tJ?Gyh)~0AlFm>~qqnyVC>bYtU`f zYTiY65h#Svh}S3hK$Su;MijAlG68yIJvJq3vb;@8(?TqK05|nx{$+PUSA-&&s^T8vkbK9wFAH!TkB7+Yy*80wFSl2mT#urT+s ztEj5TR<7_BcGewN3;5xe&vY}(Ky4j2D zS24vAxya7?IQQFVD+JkZyt|k>CIS6Q9Dh3)9y+=;D|kW`E=1zJfR0!FJ|+RxpoLjM zHk1!rs08GZpB87=)X?K+!w+zk0qZx!B}Kiv&OpZ}XzcWL)ITvP@Q}aHHDPurw~Xxx zyKa(F!6j>!xs^D%h<8l7KA@0cOe>3itB?i0U8OW-GEW&Sjwe_<+9IT%mBvKm_T$JT z%M`SxhB7XIxS{IRUZ7&5zda6k1oFzvTJcvi zPi#Nn&X5=xRqL_?s*R^}1A~M*X8Hw?J#V?p9me8~a6Bv0C6L~ttmbkbarZP2^1Ap3 z#p)j+r#ib_9_zcOzQ&^|EH1=YwA&j*RusGL4KxLl-?Lp(Izn19Tjq7@Jcqrq6uqcF zK-rm{`hj}~Mm82J3ZN+W?)dMdWB}^s>tdZaE$m6*V$u#(=U;>1+2S=!57^~f+CH(6 z!EW(AYL(K%ZqboSdE62-$qWkU%9LcSUzkyq6RT^(!o%m0lC!PMM1mfBZ`_z0mI-+k zak6Bq%CwlUibjIt;C8n`{7q*RZ&{Y<;myRV#UqQhABl5>9!ZUK$(tx>fz1s!M|!#R z|1RGqj1qOI6k7URXR3^< ztuXN&xkb^im8HLigsR1XRf+JyHUu>axM1hvmj5igI4DXf+{*Q??{Fl-zR5IC49s=V7}_PQr1A$@ z-+(!Xn@aHl$>cJJR+5;!%VP}#wj(vr;qD?#0Ri{!U1Amh0W=7)n>cONF{23OMxQoR zmx|U3Z`WVygQ|pOrJKYA+ZT4_=a1*%S_r~%ZA!6kOQ0W~Fn0Pc=?mW6HqF&W$NYm@ zw~MLX&o8eOPJ>dLNlwT8aL?=ph8!0e~chBoRiS`at?g_)qDr?r}OkW?Wd0C z=hAlU+R{4G!;JiD$MepP0UmhC$sr%>1;&?Dy-3kfD#l_N(84z<*h;}Ko6xO?_;xO> z;?|GR5nWnfz0FALzf^sA7)FTvbnYMC#)C$-I@!*V8n1A|CI~AFFd4Q3_leq}H3WcA zwd!9jfh)#(uSk%W(9k#D+L@QX`lO`D)t5~W9S^JN8tj}JR{mysmLrSwW31RMG^>LjumyZjm9AvE#a*oPbEr&L+K%nwSyJY( zwcS}^FA#OdR$1SnW*D+5xW7dbK=YFvD3Vu8n159k_m_*Ti0%UB4maDi=1z1a=ZcQm zL(L9r74}xh4IrgIPfSm6&`+vxN$+hpX#j-@WzYg%?UBM{#gGX!4WOE?w>vEwa3xdg ztCy%NvufvCs^2rjn<3zwS%}UB(c9Z~E_1pzpw{AjXB(xpoi)G4I&C~fUEp67I)jbG z({yXR5fdjgCqG=wib!E(|w(*du7oLfdWOZgH>p#e817uS?C#FmRSZpPsla#|{P z>fs4C|JaIg;UdfobK^pVXldq11!E9d1#}M_wEsvHjRJ*7F}?h;{^1vb-w2`Z*TVlV zpTa=T_Fn*%{|O&qW@cpizx2p|!AE+yCt``G9A4gFzWa}+qQ}w9nfq-U;V#K6Yy)K( zuc9DBeHL!1*2c%n0gat|+(!KtjexZA^)`Ud!rR`@m)chmo!?uVou|{tGTn(`;o_>E z;5^Kqhq%1G@0Tn|N)4^srn=cw@*H{f1eMx z>@-W*2_JPwyjcj#^|z15=BD;^n<1)NdMvKJzmINbkN1wbdVR%= z^fvK668N0UVw&UmUOso4(XLwJqKryq>->K1%V32=`8%Q%t|_j}29CiPKx-IrNSSg@p%1eo4xq2c0bh)z$SXiJ60<}15$ZYVL?SW#L(@Czc zYiz@<3M%mL<*XQbqji*|M&H^!yDLVY`A++>0I^m)^{ai0uQ=YDSqi@41~~vEY;yq7 zbGlhAy*f4{`#I;VgjB|aVi1nR;1FOTewubz$ZVP8E4VhVHK`4Sp`f@h7GNo*Oad_n z8z9sR7@mJ=Kr2PH{n9NH4QQG$$T-(SuRwx zIBJ9$Bk59}Dt%j(efo?D@?&l@9sQ1}irGEHIPr>Cn~1WU=JKcW(EeZ9{=)0$4`Uil*z14G|fT9XV zFmstYC$hH|y z(?y+RZ}##pJZs|cqV0_(e4ZhZk^5Fi<2PyyFowA2pVVZ}(^e2RRf=udJ^H=pwRps< zAEa}~2N&eN<|Lml^~W}^V;^Kl@qs1$3$5lgl-gVTn(|U9K#@TI;x#0NbpL9)!e>zN)thjHqVl!@)6ew3kt1AG?xMBVzCVx@)taPrX*F^| z<-=I9eH|gsT`W^*DLSoRd4mnu6LFEyw3~i+MZ(d4JdWe}gF~#Tb-0pO12fy^{hf+P zg)e;Al+uh{AM@Z8P5P?zCnZ=& z_wGKL2zM;J7{nwPT!{x zB{oMQzWCefmMRw{OIAD`g!WXGqu;H0ufz|x_DZ9Ik-7b1-ZvR@h?VBq71?wtm1>6_ ztM&7582QuQ`bkE#n_sKvdnLC+A|d)dZn9?T=*23(;)0WEJdX zB~U^Q0D0;6;1hD}nNxODq75zEI+M1N2F(+1LlXA*6~ZbW{^U|Ho(Pu0Ti+z0!Q&Ld zr7;;eIiP=^(ED(MVvgtU?*c%tuJ!N#plZ8X=KDS9iacreq_pn z{CT4-fW3|N;d`Zm&ki*ogL7>Arz*YQI0afu8n)(nl)tfB`48SH-R<+MRaDI@t`@7O zi$Ard6Moxpz`g`0@vQTxJ)SZ8c!ARD#!%rplTFNAiwhQ-o0FhJ5{}UCHYfpRqqcDJD+MViAAm(|zt?SxO$WKq{mqIXnR~1jJ;;$m9=!{B zM$K#xnbtKa@Om|71Ph0pIq^_-^k*{M^HB3tJ_Hz$mH4FEx=J-!9r<^=t6|>&icOTd zp$$$ffxpX%3^_kx=-5^x%OnQj{Vzp*Q?m6FHGYc88;5O5oETuQYsB(INwZ-4~NB!iiANR&W|GgN(4-NBa7A5_W&r+vRGi?sJP3WX)0 zDo34~bzYIyL^B$IGwP-SValLxV4Kc$s859P9!`dJojlx<-pMOd%hr|=Z3v>WYY0hm zpT9&#Ux=Qve z(n-|S81qj#-3%GIP3EYxfN`hWsho%2*e!vF5z_l6GC|e8>6lX5$L8YEEsy}x=FXLp zt6;536SGPHLZsCeb)naZL3R3lw}j~W4d|4mjN)o$N%;FTa76p1zjId=71LitPas)a zrX{Cl-?@^*at}I9GIRG-34EV-V|T?-_+m~FFc-h`(;$iK-n>S6$g zkL$ELCNeiutLoDZZL>eA--d6_wKtGorCTVlkXAZ;=)MkDTT5DEjtoQqV((@XWYg;0 z9}+nFHrV0>gksDjCHNUxiwC0H%ygeF#N#Jo-Q8WShdQ!}-5UbK87GS|8xBmp`foc0q=2X*H={fURu)MT!v zGdP02l8+FcW!)n?CvaxGr@0(HN2%=tc0Mx1*m0X*{hCi#2`ji(cZ8wtsh5{7I=T*y zp=<`x`V~4nt3}P*7C%j8l2$>qa6 znE=}b8N-y8^(ZSZ@`x0SIKFHcEF6h+l;NhJsI=&5SgzCo9O;Fb4=31^SUs@_zn@*y zw;rmOm*N8Jv#Q!oa*wvDJ{n}c?<#yb*(6S-Y46aE^ilQ3b=j6YP zv`|~KZ%=bv4XDom_*0`Utqn#ykq|;{p{WowkS}F|A4M5V9iK^q0M=bUQHi5WeP1e= zGq4fUs2+zxMEjk6dlph=^V)x7AP{ENi2gyM>97mjD0qh3c}VW%FI|skRIiv{K=Sf5 zGcb37#2rU@i=k?%z~5MyG!;2s^qVanMo3_1bJ=v z0w46hg)#3P*7p9G%7PzV_+RRl$33-NmxRs}3|e&3;N-ObN~bq+NemNKi%h-ZG@00$ zzp-vZ!n)g(pI!#QIKMXRYw_L-Z~`ell%Kzjt0z@plolbl;G85&5EhxL@r-45{@7kX z$az60awW9DG}`_#;zQH+`gEC-v#B7Q(z&R=hUAn1`l%>ZeYKWEPD?hH^7BAyaYvpw zyo!3BG`^%ke6&L8TRk0-iO-@J^@BAU51q9(e+eTE55KQb4C(ACOBEQDBt!BVAzikgc&hzu`D<)GH;$e8Q=;u zDWx-?Ggv~ljZEcvi%+G9pvnx+qZGw10uha9*UPI1FlJ$i+8(L%6ulhE(b}PD;;+lF z1>9&?WE@-6LjX+<^HCQ`e<_y(6>eX*Cw8*9P^qSB&oYN)w`q7*&Lqi^-}0jN{>gx~ zY_fTkcEnIKA!p|+Uynr}K$5Z^9M>#~nIz}eZh{tg1KQYGo5YH=Mby1yI%}cl%GIGe zy>Iz4C2I$CI2Ql$F?Exroj!7G*LYEiUGeCO&1=2v(#A&(PPQTBf)Xvtet96&YuV;1 z2lPmgjdd78E*!c;<-4TMJe$7PAr9f`>r|Yule=*pb$!G={6;Hakbe5>aN+m)`P|lb z%Jq}L=htbT66gA6hWEjAxO3dzH2rxyrPuf6ar>82)IEpHYaS@HEjfXK{V0F!Rut0c z-TluTY;0q$-B;2&Rd|%(F}kryeIshMj!@1uJnQdY-EmBL$!xwsOj!qN4ytK0ySW(% zmHkQ2Mx6v=L8H?~{Y9IKYhfD*v2=5JVlBPA4?w?R%cvWz7Yrl22P~S;#4Uk$$7XTF zHFG`belxW)D+4~tq+DnjvH87gL-?!%nxE_v@}4*cqx0}${s4qRC>Ht-VuoXVfCpo{i^xQ-9Z+s zZJ1;k1^nt?(ifJqDC<8R9Mcw<9RF{7NfOKNoZIaY>DLy11N%K{oCnS&FfR8*7@`4w6%v(xvts!`Z3(03G%`x=iLH& z;qm4KSOX->0H5Ps_bpu_hyET^GRkOfLbz-^4YI>{g zMw~k{r>EKvom?K60cc5V?$w+hko3nbjQ=K>VPyUP3}%>E82?l2@n3?O5$%cCqjsd8 z7que<)GRG~U>NZ7%0}3^8P`1sr$z(4ZTeA+pWYxZdj-kLjMfEl;}Vj@0exyZbe2Ac z&zD=jVLIQBM}pqF^T=?&@GSdiE2pMZCQ3WMukYhEx@oUEmu|W5=r*wQS5WSzQtj{e zvD<^^?>aiaLBB`AzSfdvBiZ(?q~>WWq|oorU%PKOzP_Cfrae7hs$;PJ#y6=@W;y?PJ<(}3%aLT^}^_q)}YM(?JY2c>ON{jl4GGn-p`UN4Y;2RPHwh=FoT8w@XW@jss z?vRUh4loGF_acL5bO3q%iD0+NXt2y<{{;1$ip!7L9N*(VYB^+vNJqO#udn|~Bfl+v z-;1*CadfcDpZBg>z+J_HRneD_@GWwtSW-UA_SEt-!8}fKe9p|Lktq>C81Cpg@<^;` zW#|3{GCDXh?nHU9WAfX**zwx! zBz;tOJaRDJemCC0!k~8-zDwPwWJMa+MT`lMyrJ5BB`gqO984%*=y-eZE;e9)0!SaX z8*{ZfM;kb+6J8b5KIERnUA9x(Z*(P}26ZdTY3;m@_Q0W-zpJA%l&k&zb=fEa=CbQw zB)ku@5~OA@E$7-;!$sD7FWgUT^^^&7mVWD&K5;9h1A(e$Qk9dbZd;yHuI4HrcL45J zmuhl(8tK*WPvBb0G1CJXhzl%We86bXntHw*rX(}l&d+kUbS<4v6lU~1LlS>jdP0oL zRbY*87Ea+4N|OCuR9-5w!u&^`7$X!6QQhj0Oh_=9`&)Gb-7EiX4v+VQjtt_HUpDRcOIN2?P;!C>M<9QHMrE zQr>U{x2Av@x1iKC^fG9Z2%GVNepUr7)Y~L0eg!Rxa*N6eb-K}B3Pzd>oz1Uoio~)i z@Id$d84GTO;&syupCc17C&gKDPqJVdv*te0Wgr>;po;=AyVEX(5pIhEQd9=#typoH zLJDdWQQXLb<}urCP>$&3N&w8?MB;ZHXI2{8LJc^C_r;iD{GL0mLhQj@jstBV zJB<5+@BQ{xA3IWmZ4<%iF=py-l1Sh8%Dlp}Q_=hpF`e$oUwkp4XX~%Y)V*RP;+yn_ zq#PI2WjHl%*#ykdy7Q+7ust7btVf!Zwcv%`9zX1%^p6}Fh09FU=b=;x$O zvogws`rQYM@Or=X|9UTQ?D#|5P-a8gLx3VuHNeg2gb0Kv?X(62n($tfE^&S;YLg_2 zX;c{eP&+Q2btv5&7FTmJSYSTn-|0 z5)|c~6X<#j4|x8tcmx${ID;%)SH}h&?GDldssk2yRp2Z+1_=%;PxNV$GE};ASia_n zz7}mR93R!jayxQe3cgpr<9N8c@fz~g_)S}2)*iE7#$R40)Cl-%q&@~@UCx#?HBKj;*`V}5I{oS3(7XA4^m!UFfP7FzE5<@6u2G@ol|05v zLP7U_$zm8%VM)}6*UP{>mF~+k`S^15IRCbyikc*VW?2p^w=wEr?dY$CijfAt222hN z3$TC{hz?;Y)D|#Fq^gQ!x7FD2`=WU!U^?Oe-tStW0Y&}y(ELaHuK?0MTyvhA{E(ql z2Dng%`9NE@RzaQ_pKg+K=L<-$yvAa?U`}#n@zHxAEak*PP?v)p(Nt=tSn7j7dQq|o z{{1KYz1vI4(6X4k1>E`(K7QDC}dlT__^&~O^AKLsV z@k+i(UCcq*o^RSPu-&yUUbGN&7HeiaG z*c$?QY^o7!YF4siThs*k8&&BJy5@Y;W#{IXCPYHv4p~#YE?;dT_TTF>O<$fiy*`&n zPSW#tP5Gv#B*v-}cI5Utw=0CCvGe2^P%e%fdV~^82LK%tndy6j4wf11M=H&rEp%pU z?YapPsmZZ9$m$g;eWvZI;97}p#bb!a$KCizvhwCIDT-m)U{>l>b(DRs1ss~ld9RW2 zxF=uoIAlrC;P|)uY(!Rls)gT1zuQpkW{J6Dq39Z((-;Vmg(HXZl8Tk(K(xH1-l=1S zQWPA`-`v@17*JSL?|=9Yf=$o$i;JUx=NJF_(vIwUNtl>6qqF|ybL>+0GYz2wd=_yu zyA?(}>tJh$>6$|(nG4&ZYD$cc?nhEe(C}|{RPo2|DUfr(2j=EsNb9sc2k=}B8BW*D zgL8?nETja3Z%bD<8QVl%18$)x+kNK)MZXlE9>w>u0ZpY)nIU1InBc zU~V&ek}GeyXL+LpgGZao0;_ZDmZ z1aEWx29Kp!fRs@yrA@xFU$BA1adwVcZT30i7xp{9ZQ2A9SKpG?4tMjl^qPywo_LxY zVQ2TKWm8e&FCP2~%ZwkzHvujl*WnA{HPCC!>r4M%keX-249!t zsIUJ-J|HZ-HDIFkP%LcX43r6xB}z3iD5b9X(LwI8Hjcfaw{U)$N9| zu>a=3>+bPnL@{lIg3i&L>j0B+9zFyU(yA=AvTgJ=lITu(E3WdF8~IVyuLT2q+Kh@O zR36JWu9u}uUF+zIMx!e{^yOQ;iIy(5E_q4Ql(t|9!|0l8l$LVl;5?YKy@#a~y%Gcn zsS%)?bP1aiVG$w!A|ts;qlD>fGxntvzy85VV%>PyL!GbSTutp#kdwm6l%nsW5>P(u zqTAY+p(|ObNBizI9n81Fc1W#)5VpQNw(OB(2(w&9h=lPU`z?+BX}V;6#x=t#!%SsA zc~Ce2XZQMIB~k@GJQ}>Ax8w&v4{JuhoO49ZyzfnN=c-I3>7B0qJ;A4@Oe>% zxHzfi-m`~Wz8`bHr(-$4*FrZn=?_C%GD^68+IECbGW~CzTX#u)M_?gXp<{1r**7+3)c^9&$oA)yfqt-b$hBbqMbW7s{ zsSL-=hN_##Qq1|;6YMd6h9vm5X>rhsG&U`8@@zZ@Cv>MECtny9*6n-$X42%fH8P)G zNP6p;Tdm^TT~ZTV6|%Hhu`O?>p~ru$tUlDZPULW1u-}pP)9zN~JG8=wO&O~9?;k90 z9$Pl5Mc(oS8TJa*xJWCOJ^rCQBDF@b7=Pu8;BIHh6X{s*5s?pAbx%fGy5-}yO36?_< zlR*6RaGED2Dnb2qHZ85rEUC|!%xw*mEIqLwdEi?etQWFX7dx>zdTv^0Oqg#M1lP%ZC zxmrjgGigTN@oHPJaEvO{m0C{xM|v$YUuquDQl76G%u(+5lfn(?QUPs%3NIYgyMpFn zGt8{-sPv3XOAP=iuP+d9HQCR`YpI18q+kk5YkSku`$#7IsKsiQlU<`70?%%+63iFf zCAG{HGDYJ&hPDzE@nxz>h_ZC)o=i;B!fx1t^|rCMUMKVb?y75WSVtlE~+&~{@4>COr7E*y(pwOn&pzPFF@*&yx@f- zi#`CG+D71%0?YI=$i+UZ7TMOTw~z~w(9}x+;(|Icdkw5?%bt1@6J?GjXZ7*KGVfWt z?|2!)?6jxm)AD{1X1p@}fn)xJd_WplY)a0kkeYM#Q%GtUujM$Xcd8j4uJkbBG#6I} zFdi0eQKlu$BC5!sla~{N-*Gn)ju} z7nIeW#55Sk)+2M@&Xvg`h`pd-r@#tK6Wm(GwXwCNyxGl<8v$%l!Frv8SwT}1ly!iw zlzea_1wBYzfb>Ln;Qq4PRxwlA^My6_LM|E->2ieJ%YdaZM9k|i$siSsV{HwN&KO8z z-?(1LpqX@av?8}94q>_w-Y)&7bA>N0BOx>&d;sh4k}f2x*&J(x>15jSde)fecdkSg z&+s?nR9fL5T_bBDHVfss?UDf2;v>8i5YFB&jsAA5sqF1WOCoPFM$fqNZ2E5AObjQ2 zS*j}#kvoq==|K7r};d|B@TEde{rPu%e?4;za~gx_^N*Jn9MCeO>d4#$l8&#bT}N{6dr z+>S~g4SlqPjSctQgM#DoP~2IJ+o9-jII2Q_viS<9qJ6XaktbRbAhL~$WCXD`pGhRd zFNkF;$3HH(r=dKG%gG-@Nho*;yb520xe&Vbx-LD$ln}wT%@rA@}FCm2Vh5U(Yn~r$*j_R;iSxYdKNQ@_)N?W&~n5Y38V=;9+#%Is- z>5q7kJd-Lj!oWV!)AZTVlAJpE=@#?`!VnlX&P^GXXVClw?Yvtk#U?JytCA%NOZ5X( zc-Ne8kVDTeLi%sZ@E;rtVv*x7k6*MsL<73$84NoOgK#?{Rc$)o=4lBH#!2He4!^sd z^qc%$8ZXqtlnfC5tOJUs8gd0GM7hD0ghxVTf*s6;}MFcOr`S7!9cE8ybf(C})TPi2#ZbqRkDRt~CyM{=#G7{VFh( z8Gnj8=YA%t?vn}?67{9_Mc_)Vcq!x~*xIxRIQ(RItd%kGGnF>AXr|s5z|#1|>}kVKn3G z)`}qSxfu_qDy{EHcV2YG&dPXPuHeDou^*KxRt`v|CuS zF1Q^+=MzpjtUspNtlvey|_$OS1ZA?r3nJ8wXZ*LVY9c>C&;}hq#WWbNymyO9a8-JLQ6P@ z$qfeA$FzBXSF;$cEF?hNVR@Pn8u-unuz;-`?fGcn>V!|YLP@#dI?bJ%nX*DX07hqH zKzGv#C-9fIzl?>vh8Z-r_Etwa4Hm{n9 zV=d$H@N0c*(biV?xL#LL?wCT{X!zYR?Jp9h9PLQMheOvM*nE!Rfu*9mR-}NB1d9jm z`}Qfv-}LL&D$hl#1>@U13XI&m-F8pTDTp1D#vbzv>`aHL3IkQiu1t+=;R*zgy+D^q zai!{73evZ1k}^fS*xZV^lfNSIgo9CbPX9;*5+929I9W@!W{r-SA8d@4VAErd_&e?` zY0rz_$LgdbPh&%X5(@<|I*ZQUh%;`FuWcNFWx`&PxZo=^mKredF+`o$mfh+PK{WF$ z$gU_*iXlUT%rg!j76TWBXjCrlrs~IPIklcERO4HPn*WMwzRdLFYv09ky?q=Bt$w1Y z$==q#Fc`Y+P)YT*kpb^(ka%?gMnDq)B?`gqD@G~P;M?CFZ>B>Eynr+{43ZAf4*Ba zZDDo2+!X$@%e>vTCe2c!zKq_67j{V&+`%j(Z#W|F0F#qVZm5@*R`MV-sW2zt$jprK zDBUNa*3%E04N=J+2%w@wTxKuIX3VAM+s@r)MR;}tkJTKxc^x{;Lb&VdW$FgyyOkeq zz~6OHL9O-amE=d94a6fD?}AVTx~HvrRv-WwrdnQ6a6dT+)l5lfJsn7l6Twt1x?=~}Eq~(I&nrW8IU5&g{~+1@1ymp823aTZ#H(sPX6B~_yX+`iGQad^ zRb}0Vmg#i&`mHM5r&ZM$sVwq=e(mkAO1wmW>(oDwGw(z(Q;Q#AkZ)Mt+NWb=Jnw9)LSv|%p3 zFCdXe5m@$9)MYjRuSQ7yw>a~?q~(E7%kMIg#48~4s=)ipc(%aoLJP$P zW{pf%sZ~Jk4T5b>FAO_%b>9RZTF*1~r+L3P2XxgnGgDKO~CCa+ueUFMsW~-eNZ1GiVu1HPqi1*u*(#AlWLsp(4arQ;LxcUl^1Qji3su zE=LuW#JklO;gBkLPqMk3OG}jjE zpZ);-f$3U>J>cM;qDN-_-jwns&V4#=+rrmbbQh!`cYF6Sx*!P`_Kk?vn zJwgTA){ia0b-}T;bHTerJOvgdEky?Y7$6aoG+t~V2_WN9f^Y-jRNpq(6fQ+=dI~aG z&15-Fe{9FfNQ<=?0Aa}luUfzvw4cYX8C!~{%Q1#1nlR58fWkh+ep(u>#)=9EF&Zsk zK@2&q9%0d}17ULKg_(g022!U28kOt^mWFDGq$~p)nx7PFGi8Xvw6}roGfj;*U|a>& zw4XNAo!!TVfoi`6TUww@B?J-cmxl@3PhC)`;n3ES9>n5@Jqx1*o8AUCd@6?GA9y8E z+%JVB0gdt8ZX1aAtszDe2%7C;*?yiU^KIBou=R(^e3`cfLJ#~C9LhpCB$4kD46gZr zDFms=LC?Q|ubz!yWy}ebL|qu;PYzxUNKzp6p+x3C9-)?Jiy=Z03z6cGqaF;jqO zBQsbnrw7Mc7*s`mkH+RxQoEjDqQ?VOcnT*X(rhp%-9V+WCcSre4jjhGR_`JMriO6D zpr8?57a=1+m9HV8L%l=EUI>QusF2u1KNISuZsFJD z8W%SkA!N%@8A2ckMp|BV{`c=VODA;eyxs>F(i>}Nh3R1D&xkjR>_0)6y|ho^(qWPQ zwo9LgWmg=P3Ei-xv>x8u5 zweLFU!u})&^@IOutr2VsJV=FU8uW6Mw&D|dxjiHoD#XLRu?sh>2kB_rw6t%{3B}t1 zdjmTj=ltp{6!y^QTPL@_orP}Rjpgikg9qt0N3ET=VHeb{^1s-75DETQacWQ@TuW;8R_EJaF`Qc97OvSg`Hvm&b~#V&Ko0ck`cAK;i{>zlkSy8aEq!= zr}9UgHRtTbp2f+Lg9hNfM!tUNUA|Ig7apvXIUw}7{qVUJDwiH;RwpF#&QjECS&F+Y z8l%*#E`NUC`P3Lko2rBhasF0vg&9Yz<-{|NypR>YaAfKAd<)T%ZsRCu)dK49 zf9hRoZk>)sE;^==WY?efR^fo4YkGK%QN}(t;arP~$L9i!!WKW>IRo7$BNhO^DlBEQ zMp{={Y(Ko-Q2@0AD3QTKju%Ru!f3y=Sy}kGW^+$%tz_R0T6KnK=@E$}yCan7s&xN_ z_YSnap5e+m<4+Q-dV3viVA$G@VvbWKWiO}@zS@Fa*2_9*ycUC#cGmt7@QKmb(hTC?0tHE zwzuGUT-Q8z39 zN|p;B_FTa1GVUatAQSQC`8z%#FN(0Nj|kaSWpY7?C-cS9SM_FWdBq$ja}z=7zQKug z7iB7EZd&JPl+)^dN3cBT4xw=k$2wt2Ut#g;dTwVQGbBE@IIcA5)~7J;ernzQw3oRe zWL^a0=L1NroAa zywpz{_dajx>_U=@3vaHNeQph3+?6%)%TFrOTq$$HR;DMq8*h%kp6vxdN7)>#p3 zL0Na&p0hr2?hjRL zuA`#^gA0mzgQ`|--S{aG8EA5*aJ@ursT9wRO%H7I^1Dkt439p}#`=6#SrF>p8koRY zC&0ZB!8&MVk76HKyEd8UV}SWWN1WNLgO`O~!U}I2M8a3K?nsh2$lA1c@#`Kg$pKS? zdAsuu?9YEwz;g9m#{7GnHK^VKl_$FvUp0S!6WnZb0S#ZZujdy{8|PQPG>rlGv(t+;~(w`+BEOVcq7Pb8GNBYFn-@ zD;6xT*gmsSvS#H1vz;?6-e?CLAt=MSK|8R3;CQIw4 zW$!OvcQ|tJX5eMt2gbG)@YMC;4d)e4Sv+Xp*%mBzr>nJ&ErZwksfjHv9I)1NnD!1@FbbnYYF%NpbNar+0mK5nM0DLpoiJcQBt{Q*C^GjSi8)t$i^*3Hm2iowbi8x*2}Gn zspZF#&&0Ac_V7Pdf|hkk)t4OHa#|oZKO^$2%YnHtP7|MveVCn&L7}?au_dgx2L`Bo zeYYFf3hp0m=X1Q%&pw#u)w^Va)!VdZ%S}YvD%Nv~o_WV{`rJGJGYO7z`dtdSn-*@2 zr0!9ww-fd}({I$>r40Q0dOKln02?b?F|goM>% z(JP!d0=FhQ>4f$zY>}QFw}{L9^}4kx1ue%FReAhN!R5go4R2!XWcvd9^Xq! zRTj<(+qAlL&gSLt-P<+l%Nw2<k=*!qv8i9#Aj*053hd)rGKD*L-vHx)j%)7R?HOuwTK<2XE ze&nvilZt|wIwy)E4b;xgNL()Hd9&B`rAFaOmDEH@(b89!PBo=-qNG}D3UAhU4ywr5 z?RW8vE#tIqk&1|!Gu!3-3oa;&|MJ~X+}pNI)nI?`-AnElAMGjdL^&!$xJ(e%v-Nhm z!rR&otlWQ;d!3WwL!*#h^;4ma=rwKc=S#}%Ss!E;^{7VI^8TSn>6?|r_Akp z_luq1*?oJZP=0y%Mbj><#YJz(L(zCY2A*b-%Eu z>MrN`*6W5z$uMp24f);LcpBCQOT#jKEY3t*3pDyoHz@=fg&cLUN51JMzuq1AG@K)z z1_A;i0!cye-Hj|k5Wz-4&={o+)pl0K+Y{71DR_O)%?3D6N1Tj};Cc+Jyt}Nsld}^r zBFNo|NTSNRD+pqNkJ#a5f#3Ao5J3zp2qaIjv6avX{AF)of_n5X>rqE>9s|Q2>kPnvLMV(je+|k8 zHwweqg+gS^+6D)~6Y);KNBXD$9N1q2aJDDY$W(i>^C+A#xQsq#VDxvhni$5&eEzPt zw)S85cXImcsZePfT>-`oi@}&_jG#cJ3p7LzPbIrhaQKa`0F8wH5-otASh~nE$rhGC zaAMGz{tQB*LI^g0jTg|)<*$Ia{3sMa6(*V-0N?%Zh0d8mpgN5LU|dmYSdtBvV#AmX z3G0NX(!b?Mg;-;$1RMkbh~Qt+#sTX(3XiUIBm$Mp07b>wxDFt=b#kYN=58bP|S zY;>pLNmRhjjDn?;?HhT*k2L#xi24jl|24QFZv4HN>rlwfcnZzquc0{)xB7c{bXEIn zSTvx;-@{QQ;E8{ufwuG}BSsxC>tl#5J1ma$Wn<_c#^RxbwflN!cqt$f7%PA?mO{l3 zp+90Oh8K)c2=oz#h(8P-qex$*KsvyZG<08{z7~vYGl~Hn4g$|W=7|l#12HNyBQXjv4{QZAQ!XZ*Jh%h2~vUJQa z1{AEbGu~zh<*|>(AUhENS1i$m!8wcpphe?Ae0})0aB#qfYwgGs4-A0>e94xCC5{6% z`uuMp*?jdbFd8Hq0??E0Xb@~cG^r&PGSq0|46TxHX z)c>MCCfYh6ZM+Qu3)04tfG-g<$TE3V0t~pe_PCiabZiWDn00WBT1=!&BTfY1hl~L{ zrsH?PPnkZc49l2?$~c)}XxkWk|5~L0BQp-dlxvisp@s?wa903*A=m(VL{}XO2v8Cb zmPiD-;wkjimI?yg91sQg7B+#ddsGnF7K9yDy>U~Tlp_5!+owUI`(!x$|1Vxqo$)w; zb2z%e!vfZpVIhBCCK(Nh)&I<+-*Jf=F%~1b!=zTfm7?g4XtOdAOQnuO?VlR9zXUer zHqHR>6P&Ol5@6T}B#@gu0cX!-zCZ*j!?fWk-?&VZGG)J&PXKt+5Jiy2uw@^1ohI)S z&>eEZuwyyu-u!c?V8WmcNCFH=;V|Ie+$jJ;obm4QKh+uyz%{nRQ^x7ul&gylFf;lJ zKO{RNDUNYiPD(X?+A5DD5Bc%HLO%|#f69a3aS2iWIy(>%?}{h>JKXra43(aSzBWjS zo;L%6n4xU>7;`{nBx;z0sEHE*^d#Mwj+03N{9tl#%s9Wfy#jLU&O`#;H3l*QwglpT zQE_w_LNwwG4|%~~=M4e^NczO-iGd*}fMyS@{i7KKtc^Y31B`ctrq<9oyI2#4Gaj3P z)Xwi=?C9y$pO(_m`8q=oU4_O?acaqrwX>t(?HGbY&t{IpZHm^Ke~tX~Z1T7%PA&PZ z$z;ckLpg_Wc>NbhKRh$~;!e+G(kJ^hJ{gnSbOUmm3`;<@|2Z+rPjkdv$wVOi`X6Kt zvsoINB#7kVWc`h|KD7!mAxi%R-C!m^fl7734^toHMgSIV5)i&mD0x%M4QC+fu7@Sr z{U`MSm>Y;fpBy7OJk~r7@q~U4aGZg?nBlZB-LesA!=`H}_b|>T=e zbc!it8BHkvA-ZHkCj19Yo(jQ^K*JJ2!23;r7LDe+hj%iWSu<|(Q@a2G^@ii{`KRlT zp`O+_2$M-4|I~;QKnaAUjb>PwN;Gg-5>TQ6EKM$?@x>`q%Li)@8eSQ|>OY#$S9At4 zU+x5;>;)h`Jpo1~c;e}yCK*S=(|)sr7vN|9hgq?i5kt})V|uVar88kdxB0g~hHTZyc$19bczOug#JLvi&wLI6MWT z<$_gLGQgWifQHL2KtO3b3Je8_0XIQf1Xnx=4u!+T89={w8!m5Rz|zEfxREI~RLoGD z(M#qwz^>sid<+bX8V2_D-bmBY3VvB_EX5IT0~9T~0CDp-x4&&~jJMXO0j7*z-ZoOQ ziKF0wB&{nRNcKAc^+}96V<2x1)C$v!u{|J2pc0!I_!t-?L)hSChl&F+K(XLR)}3C1 zDi8Vkh^a9{558_lG3xgeiL|eGzGm5g@@82g5Iidg;z^Q*`hpk@Cu=Nl1BaIdDT3%* z6coHYy|Ni#f|Co8Mv!EbP1*v* zV8Rw>pcHiz@R9^j`Uiq%IMG3b_8L-zRD`ojU`@% z&hUvPW?UoYzS{KSYLCC^%hYI0-{Ecjzw6E1jJZDpZ!*OIu!I;bEPc_UCxb!ufTU7@ z>VJlPADY~7qmj--RZFt;iX9AMXw4+p3|)?E!cFez;qbOL(kMw8C=?}$l(CkQ#6nTFk~T1e3`z!tgxN@A8F-HEI~M5I64oK0XrL1U zfsm23h9U5hNC3Vha1H!|*)aZxz+-_~4I#wTcP!A+l1mJ1r0v&RW1EgG=EKiV4}To9)9z2EbVj6g)j2PA|)t;PKe*Oo^|}z*aE*)x@#O=CDDf`_Bvm ztIv1~4Wv)DrMY1#qvMQ&GoqUELs*R4)WtXqS?LiZ$3Gs6B0Xn}fg>3#mXaFj!?-)P zA)uI;2^Dh)3Hsx)9Y%vt3>=PvNz+{?2GPFWAKRWDKrkXD%xKfEw?>)*QUSahCQE;3 zi#jsiu&HFSHcVFbM_=DzyeJ@Ei<7qEUdx4b5RJoQXza5D5so8K@AQD8qyT z3Jd6j0t0|YV2x?{Jy7&Q1Pt&>32A7%{wpOJ514v=yUdI(l9T4LK9)rNpO{PsFex5? zf8^hf#nd4x{mC3wA`^ie-B;maXgQN`eMg7?SN4t{_P6D&H9(&~Np&~l-IRea(*>y9 z0^Bp8d<)QGC7|NupYnJDIAcNly}hP`(4JuUALRA0+ae1>f{`Ob|3f3pjKMS$8Nx6^ z$)Oc}nu$Yx3Si~F3EltKMRWoUn$|?RDf*)|5sLmfOoXB*rHK;^|BKD(Fb01#6B&!r zKlghk(CA4qaf0E0F%yR|`16@acGLjs0SLIUd;kK~zj0xIDk~>KVk#Iqg2$iFR-(;s zz}AV7m*EkH{%8X`93lS(Y#nj`r<$!J zc>K|99o}91DLW!Vu$bARiv7Wa`ghRy#ojCv7Sl`}-Y%PF>eQ4ReB&H33FlZ9n?!PN znyJ4LQ-4Q4w|euk!wMPmw>`d`>x8D%QjaSL!X z(RTVv8~?0I=sOmDESP`pFHL~WRIzxJH2)3niD)wcZ6}pg`Z-!W0X9>`=~2@BH#q$h z_F;Yoi^rldRlNPf)A>w>daP-k_LKjZdh72jmESn1Q)Y~(HT4I+bTZC8nr7;_7eGc{ zji3`oo5^hb@oVaIM2p9aGIctl9b13@GaRMqi1z22-w7g%DO_47z-H=v;bCO{c$++& zgPDM~Q^x7hAd=ZnpDIp|BJ)RcTANHF|EzkZAy~}3`Qh!n@1XIEdCP>wG*gGS^QM{l zo9z5B3FlZ9n?#yonyJ4VQ^z`}lUiYa22;nPF;(XG4}W2pNmGAP_0!K_?Qc-r_6=eF z8>{T7C-_^~R9h| z%9uJ9jj7VqX(xHyIXyqe2!HFbPZfhl9QOZ)>on>Kj$I|ED0wjXrK6OebdAg?glXQ*lLO)&hgw3&Zsi3_vdjST{RG!_|!@IUZwcw?R!!ms4r@bG`ydN<}s zPi-vCe$uw{8%WHY`0*X@iBR}qK8_y!JgMyL$k5X~WE}8HmxgH`(x%}2j%ht)SfOb> zoYupyneAyk91W+Y*Ta$1mB)Sv0?3+un^Es6@z_BVaJ3Eewv5vXG?UiFhm(F9)L0fDg3N$o9Y|!$D%MFtD^ZNRkMW z0!dOpC@4r$4frTF@W&na>LN%|9Rx$eK$0pTB9=x1N!kwobpi=8<0omL2&TEy1VNH+ zAT^MrF-VdIk~9Gc3XV*AENdb8W*CmB{uwO4DfOqmew}eiKe@#06 zIJx-6Hssskezk1Ckbhx6hS2+0q+`tG|QBclB;;veO7pp%Ta>S%sicVkl=@{uGW`B;T#soBH*MjjE!;0J zb(z+~kzyrAj$qUZO?!*euaK$(J2d{h#d*X2p2%;=ED0{Ow*%7iG4_eQ=`w}=E! zAL>Awkbu)XR2?z7OuqZ57>zpizx+&lhGb7wN&EkcGWw~hY5(=4{grj}6Gu~{+4->< z)JfT%pOKv(i^dPGAwPY~88Ds)Vm;YW%~89wrN(3k?I{-Fo2jd|g4 zT2t{1$r%-`|H6rEqf8z9ZG%Z`>ewahA8G0Y$JtJSrVeBAM@QAuOr1zm|L~2qQKpXd zP^L^%$D%P+n))Abl!h(N@ASb>vf~8UOcjeqk@=Hs^7Ko0(=Xlq&`WpI??Oz!3&HgE z?)Y~hzS;Gfb^|8z?WWxT{J5|349Ur)c2h=0Y;@&i2J`>Q4Hzn#QNr3`hIatuA?{Aj z20C`Ksz8Yib@cA=&CNPkJ3JKw9Kka72BY&3EEPNzM)|JtEy8k4I#?)n+eoVxe#LsE^O@e4lU8d>BM2t!NoTlF- zh{n`qntn{gn8Z(3`StG3!1*Y68VFCaQ4n+!T#sR81%6U#6g<|6{)=qwzzUOwgP4GXLuU-m? zdsj5pXML#~d>Fre;JF65?s!k`NiDr6d-eC5neON-&W!g}IDay|x9!Hq8qA9MZR`bW z=Xwq_9;`2UJrKQReYkJ_Y=xKVWw?Z@gYl56h4IOhOWDzw!Jc!5n~~{D4Azp*rmy8i zdwa`F_gccsd{r%Q^%Kka(QexO0WZQ1Rf75!Vy%f;$? zQHC`l%j~6Gwqqzao>awNymjGj*2^zdb!vQ7vx_T;$;b1MkxxWVZ*{criLAN~*LPFG z)pi(eyX&x1t*`rKysJ&fmBNH`55>(=1Z`vyyk|?L8$8eS&P8vkDSuKMo+MtBYCp$? zoRYMTK;)ZY=xO84ajX30lrspl_^Cu9^+#hT^yX!s-N7Ew7-@h zD1UMLeD6Z@m8X~Qco`-hmyygPt(jD@DZ4O%M14`_(3KV~_|A$7b*XD>XvL||EIQl& z(Dgyr3gh$_{x=uqo#pE}_x|c?r%WBi)}qLp_bk+}e94%bo*1&Z(YMU5b+19BK!lM3 zl?`3%aQd;1x3muKfr+O1vi{9Z+cgL`K-vXnvG(pQy&kE}!I#eOJRa)pbYjk%F6pb) z*B|ULn)!H1TWV&qz17RLwM*8W*dr;XXk^#_A^>^Dko-l}myiSATdSKXw)m~z$wFt+ z3yn-4NSF*O{(}3=Iv3%)9#=hens?EN=r+e%<$;c;PJWl~eqci$d-_;;)iMY5Kn?sd zo~@VUs`56NG_KU%(HGGeY0<)m2!7gb*}`}KPDo7&NUqy7Gp{oDeKa6@zRq)IZwbK~ zygfTFUN58-b2v?A)yfxO*}@QOm)EXs3HHsU;=&h`7bn@6WB674L66MfEe@h>ZYnQH z_k0{9W^5$K)N6I}FSIBZ=S(Qb{)~CwIg>VLw_l*TX??(K8wnqw{^h*h;FS>~_9qkc zS-@&gcLA%Ii^~&N-4xzpGef-aP-9Ox%hJf?Qg5f2%yj$cs-CE>D?Z!GBa$zLmcMIl z!7o{Vb>^u$wUgTwRzK<7=dB*hnJ{yihT{!IEoJr2#TGg{>U!;kWAab2F9NUS<8wUE z9kJW2($+;fiY9m5H4v#%X}w_So#Z0|X-z^-acY%q3M-0kZ^UI?&=GXXeezD=%_S3~ zdshvUO;!EF%jUUQE?0TFg3~SjwR%N%GnT+Eus_(SW~pO}of{i=M(B&12bVZm&OP(+ ze&5qq<+IeYX0$n13<#f=4y^AkWPhLJImah&Nk*%|t<%Lhf@Oz!U+;mod=goaVNI%f zyT0;RyUS^D&FyY>jWp-1}c@h$$+?R92n_wTvV-;_8@VWr*k-DkV}K`B@ZAwz}h zA{PqFy>KzJP7iFn)FO^(5Ead-&EvR|SI2AWbW&S265Cq5(Jb34;`CcJyurRW?BaX)yFm_z%`tTeK`+y7*fQFAG7mw*pJiW7dg-^YXfbgya^VYy zJNfc~DJZhe>>JnmS1(R6+I{N!8|SL^!L)+wEN0rGxJb7J8fNB$vxOH~8)Pimk(L~+ zZlnG(V9}?;ACg}3&@xmMIK!zj?;=lKh(0VPs$o!_-uX=aXuXNht>+T8@hdVF4oRd? zyz9%-K?4pehRV8Y#svEr4Ij{S$o6=C3_mpGX zbxuS0%EGwdPfeF(5?5jEs_obf36Zh5UsUehhS|GxtA#Bj`*D_zpX237*x~g4q%=lSS%&7O%lb%*nC^WJBC@87jw6YqSAU8T#a za<5inbv=>teD$F?uCS$Ng`uLS=INRQeohfq+*O(O#>G_n$Q-MqFv9XkV!LY0>D?dj zd~&n(WA4B-R~63MqS!P0T*fgPYpR7>-}5?uFU31H`&3!hbT2;Qx9N)C@huxUmY>sI zu)mcQ(&eAZ#*NWDm|IKJ3dA?^5YeCDduJ%Vq1{=s>OR}5)8duXG>rF}49mf^$gmlk zH%7mMYns#6w%&{?-QZAr=@jUI&h>*@VorN6vI=grV%H2j*~?lK;nH=3E$~sWWN={Q z#;1B24ozJxt;fpy)^wh^m?OGX2g}!JvgdG!Y{=;qorBNkU8q(4kVAIW^^w=-+IV|L z&9q9ER-X(KN_JXt@siDrm5H0fg(B8FU(~cs z-mxH)5N?U)$ey|F9pZwMw13Gj}w=%1cSe;0C;vB8+JD|1uB+3*t2b?@p)J|D0pKnneHt(#px_*ghn0q3BNYR(9a@7P6Kzd%a^t)*M7`(bO1KKn<-uBT#XV+s7Jjss0<@XKFHH*XiQI=||E zr)7EsyODW%LqNyEPp9%p3O$JG#jP{1J+&@W055s%P#_h2BCFRrsQBPkEdsapJ;^f? z@7iuc3^IF(jqd&iF0p5gmKjE0EZVAaetYa|FyzX~fncO$p@*t$kd0?dLUa@I({2Y+ zd1Uv_#d^VYsz*WE`7OLDE086+O6_u#V9hUCE|l%WZR_>wGFlg7EMXtndG7azdLf;C ziR~^j^VyD^tr1V@ao6L*!#ocdc%}-H15+ULJ3M-uSOd{jdYsyMr?0bkt#7-u-%r}m zFE(Bde*H+s%G?clOLE{PqBS`J zD{iuGkFu(|Q=5BF@Z?)p6V{LS1*_95*1jv|>ez7m+3A4phA(9-FPaX#K!a}ivSi0T zD7b&Bs>>Rg8Fqxdl`m2{{Gg}632H{s<0sYzl_xwiKZb8B?$0{b9G@0d+5FJgteCuJ zt81e3g^vE!@$1(QJcS6XT($+Tf9Br97Mq>=g=;*MR_Nh(z8knIY{DDy*|QO?mv~5m zHOekaHo4bt)1mO-(kSk(z5omDOHyFY^mL!?X7Fe7PvPb!Vc{W>oO{%4-kCjO6_H)W zLi-TV6a_tcVdX<7h4ih1x!mX~c?;{xo8TR^aBf-r1)CNRQ$-}dab+Z%>J%v}Y=V@dfN`qcX zEA-eNdM`OiMsVxa9JV5IoUc&*0!*TbqtQbRelAN^*Fo-!m&Btda^hi3PCUJU9|WQ2 z5kU}TAjb%tcuoZk`T2Svh#sCwcA?<#^jlD%7jR1(Z$rQ;k=;S&z%>+vl0kvt(o!Ha z5(Y-gfGp^+C;$);T571hB8fz1fJ8H{F_^Ex1pN*@m@o&ykVCCu(nv-tnAFf{Fey5& zdLWn-J@BCaMGXCwMh#yNw+Ap7dOmW0T{qSF@AuKFLkzfow644A1gMl#!qC}?H z;3?*GM4%QBb%+K;8MuIfV89&p@HiSk03=KXi~vxRhDifNfP+vd1XvmcT*GC+a5x%d z!3u)tyI9iz8bh=QBu9uU2nkV?mxs^?f+*tXSy_la#86Lz{(muh8qJw13xQyr31BMT z2}`08a8#T<$wCMN|(Bapv*G7J&;Une6ag#aS~vLIxTU>Ru{kd!nEjD!Pn`fqUt z370~{P~#cH5aY?t1tARs!;xr^6aoQ80cwRpqJcRfKvGB)7=?sQb}lw#0z;}`P%sP% zlY%&a2_z~Q4h3WxkN_wY{mmqpga3c3DsVU)kSZi#FM#v7kq8hHjs&9sZIpr{z)~`k zRu$$+z@Rb^1AT2}C14UzH2pu)XcXd`S0VM@kI}~bE;Zf2EKzDu$ zC!o?0Dhw(GLrX$oa7id!1||88I5Di>WaluV=P0BMFb63>&w-=VQA2ZrA$|%c0LuUU zB&6u3d$NhtAi^DoOgK=ahh&7RH2cg;HB`E|dUXpAp z>EJ>nU?mAuNdisMjZ6VP`V4#tfI=dW>?8>!NjMY^AI~uZPj*Zwdx(x%2GhoXA zLkzGAiI4&#;8H(B_~^DwLwSp$vOe7+17t)=A)sjFH`AcIHItnNl5XjNb%nk*A_2CI z=nxVr1xEfPLomFq*xI@aU}+f{5FA)1VSq{^WB^41 z7(L0go>_xN*2lk_2gALbEI-hI6rrU7X#z__5g<6g9VFnfpx|IBr1Vdi1RMr~q96`r zDisWsLcpNk@PK(?Q~|tO7$DjVm*2$H4Dh@GuMjZVXap22131kj7a|ex_P;uxGR)?D zg6@D533QhRW+w%3`J3GOQ8VYNe1z4e;H=y=DWj7!O>tT zC~AW4Be4v9W8}Nt0q+fvNcaTZ|AzKM#6uyG49|Rm$;&X=f$t8F1bi!~R*s}qbd4LVT(MT7&$NI~IXz{3Oqllppr zkYTz2O!?O*C>ZmF6w?I|LVs*CJ8X7rz51ya%}hR}^H34gU^3M~0Rj%8%e^y`*s zo7X%qgS?(EC$3S+o&|BU1fI8pH9$2)kU)Uo9s^L=A)PdJ4RwK;O4h6!CB(P_^$ddg zbT~LTYY!}!3&M1p>UsnPfk2qNAig7wZno{uN=0^?_ze1f>BU56R^4(dI)P~RDm#I& zYoEJo#?JN0GZw%_my50u^^$$hP4rlv729|P-4ix5(YpzrJ9kE> zmS!dTSUNp9YhE$K6Gk+bCqGY1yt*T3yL}ehOuyR1b;WCEfvb3D96n}^Geb#zTymYK zmA7)9L6wx`qNl4r@>bT*Jj4!3UI#J9-B|1qi@Do+1+UrKcwkrUOjY6rPZwQNr^c$= zx2cyx2AY<4FFM*SU4Ok#VW+8b>KA1z;%ZZNc!)N3tN+SwQSar6_E5|K=jweg_CA|g zRHb;S-}wIWES;@kiw-SlkWbkyt6ZpUdF53C>#IuTce5_(d1ReF@_zG&;^;H(qAvdZnSJO*oNB77ZaD1`NsSZ;FHGXNA?@#T zz>;IYrmL_e+EB;;kub`XFD}G@y6|npBeq9eE=isj`x16poViwgv(78{6S#9A@Y&0z z=F+{Tq9yf$t{j0DC-DjR%lPEjM|zIeO49D7l~ep1XWng>DRw;8%i>xW809cvzVNO( zY!KFbm-F7Ed&z+{Jn4p3#s{jO?W}eRc090SRq75!D>wP}y^6+*p6suVT3TJY<6M%pi_^RM+iEwZymw9s&d zljtQ*HoJk#7Obz^HaclOndhA~SbHv{N9bVSj<(PfFKU_#9&Iu5rUaC8vpbh~5TE3) z=c^TXWBRca1MgA~Nr+-|=BcX758CYg(fqSdNImYO0>%By^UM#|dfzYGyZRIQ(|gIi z+dcT&1L~bW&z-TVZ*IfcEgwF$DCWszXL#idA?jm+K<);*d+YsO>hZ z(+*Z=RX4w7lkgSjZFFi0PfXgDQSbr&M4kU7sW6no{90jxSMYu0U zxcC5Vty5euA>);H{)6tzhc?H5qVWy{_-x!#QAqLkl5B^~T(a=_gVj~;3-3OcT|GutztVDKskb}WKYgBgtBufNg^M}Mku#7vf1x@IxG0O-qnQ{{F1QChnbhhzjqYLrDE!+E`QR>n07jc|2g3%C2sBvNG z`zWu7jB>}uybe?cyl`(woN33VfCB9x!EG9d=Q~(hoFg`?J+Ri{BwIBE_Xh!6PfNP| z=eNxE&Yn9PyX3C&{QZ8!rwXdMCIvC^0;`+uXdP!s$8zl7n`tE@u?z3KVCxL-mzW(a zTiL4an3>GW%r&~YC?k8VJLjq0`3>9M`A?mW&ZWMed2`;p2JernEO$ekw_Q7gnWve( z6709ZiTC3_Fdv@-^pjSH|o%g%(dP})nmh#&M9=xjLFft%3aamqaM&7=Cg_O zoc|u(Pl`MX*mLK*tEb+Pc|ZSEHsaE}QvqAudGBSjK^F|pJOZPN?KVEmV`;3l391z! zjb*)gMrGYV_RRh>bLw_&`pDCiqZVYiV#ac3o}va&Sgt_At}Uk*Z{DDQ%&B^?Q1r}# z+q=jD^G^BcJ$)wWEVO^uE$E`2?1dji+jkikgcm0@Ug_ZVi1NB}Q|Y!zD5uDJ@Oq(l zq3lJO#kGxc1p^)F9n=opPscy+`@GA`WKahq>?`3byn2_b^I@Kk0V+qtVwNIO52;ri zG})&mToJrGm;Jra=Q-p6cL{iFkSn4Wf;i3{(z++6 zrxh3a+GeiI!4l#0f>midC4__3CC>|WpWBB#qDq-*J9p8!-RJ^Vcz}eEW+8)ZICreX$7Uikx!K<1u4SZz0c)Ka2~@5u&?}b%``_T(suz3AwyY zR?J)2dyTiGw~+TbzQY)++a(7-rGvQc%rb>Em3l#|TJmE|<{(m+aNX;(YO0K6N!Q`J zA7knp2S=n^fu(omsf(V2RD-yRUsP{6ukB#xU$f-3(=mwweNSW0EwZ3n5bpxLYMo8oML$zvtwuU-4ZT8 z+hzP@v+ps>bL-VV==pJq)SOc(1h3KXj}_2MZv8zA0%OQg*zBW5v z)x9W)gp7bw>tD2XRU z;)_>wKs~O?`zeSY3@Zy&D{L-0(P1wWtgy!JrBC>}=E6@MJRTCZx5>Dko|)|t5DmjrIZkyD$iEqmO0z&j4M;reUV*F;{;<+pifH5VN%X~kwL*5

mI&jzLSgy$e>ZKJ#uE@gsxL9|} z@zRcJ`x3u&6U-@LN)3+`7vlMi8ilu(u3=IYBAytho$Ci{4pbRc7uj}p9$H$o>BCKA zX;S5iHNMn7vC8mh%$rrYtvqLYU+~`wc<2(h6dALp{~7M;ybCz&@nWx5+IuO>d!6BD zmmO^0;#<@#J8(X`(c@(Cey{!4o3|xoaErgY3fWm4&YC3aMCo1@Ev=6<5UHc~A1{&8M=`6~xLrXB0C~%`-~`(lyhU zqO2c2sz_8h@Z=GzVXb~bYV`{Cg~C2H*BY-y95%PEJjbI}?y<%;NhU2;SroJhDb{dT{V1R5>5ZLwG{u^BkXSS44gB#|XM->qzF zRB=sck}0Sc;q<&yW~|g3csYXaLz9Z+oytvw3r4!fjwG-=IizEFW#`-NUTCgl)5Vg9 zs)8^NRJg#O}K| z&D7$-%eV8>46iuaaBUOXXLeJ~?&^(BuUm-hvxv%PHK*NFYd5f|f26MMQCogi7rET< z)fPlzK{S^^==zidLEpt2mVZLbHGEZO0^E41vvF`$;M$J((zp=L`w{lJC;T-Z6E8ax zGN5AM4J&(1ZfI+2Jy^P3Qsg)6sO#QMC$waY30G{uXmd-Mz()gK=x}GK+*I zGUuEHRZ#-xDcPOX$T)vqse|)X+{0I=WJJL=B>eNXC4+~mdnl@=2(u#^CO22aYdqQ` zD4d|&ySBkWyjcB_o>Na?=svS2mSQyh*aJGx?L39w{%BH2)f0wt`nnJT*yZ z`?BVWl?T>_7efQ$?piq|+uc6BGF5J`bTYot(l=zUa1EGxwBuY%QW1FB!5lH`X0awh z+}p!B>QD6^hc4cc6t(+Bg+iu2S=R;|UspoP??GB$)-G0WA>>FzN=cky!N0`p*%Wn@ zbCE;UTeP5gLdgKaNbR;(=M~%6iPU*lUUa0seDUy8vlTI?^d9OJ`*qsjw#K}zqWndw zW-v34kHIzAf)l|ov`}`yCjQDjYmTSP1@Dm}&F|pwgL>EC;C}1m?_OAxXNYN%Xv2l_ zEm%~pmnwfhF81Zwoo9~+J12Qu?Y#bgm;7>Z%5tmier+@NTbmpYWXWMWLS$c3t{2Es z4nOhmmGzmxhwqhO@y`RqPwwH4d%}O$8O^Kt@REuO;d+~5Oy*H54KmePHb)bIjuMN? zf2~3giC-3L>UEzeQPM>1$XSIEg@kp;c%0e)@D&yd2H;RO=dvvaV66?qgb;Xb} z=W6>~zCs@G+rxv@M!WBhbWBg!#}V8uxH?q@Lg|Pt$OoCkam!@0c!n;MPRBb7bu>n#08$lv@-yqLg2Ib;L+5520-cj9 zf=^mqX;WOSYH{Al$gj!byvA(S@awLxRX#YHU7;>ZI+p1_#}c~jqyfAidYSv^{FGN& zmo@Yi4_k44dF(Wc-zw)2NaeEf3Y|^10PYTQF2QZcvr+2*YEbz z2$0J<)*Bwa{%|HpN-9sFZHOkA z3%;vwEUA6$WAJ&2QUm@~%KW-YEyEWV)$Gn_B(m{bxQVzHCzNI2-&$;QymRC0Rn5UR zCbe}IZ!0Wr_}sDyZvbAXNazyoSh)99iSPb*_Hs`v}%8om2 zdAn}O<{W(1gE=)zxmSh<&5sw37l`q~=qJP+THP$yR3djVIcDt+OM^YsHKoy?^bFju z4g?p@p0_A)Wp7YedXnVF!m~%cd>*&H^jUDoSF)vh#G4-&x<; zm8u&mW;eI+!J?M5=-VLcmmj62Tj8U-)q3bNtgcz*AC436t&dc)_4 zqBkq!wfQa_TP~6O^rU=$V#&Ofab+3Caf>mK?Ul(ca%cM%-yjXHq!xGFH(i0xyd`(f zp|J28E!&xT^ZXW-%|&l(EluG>gFv!Di{rpD&yCw^P9ClmEv=9vWZ&GolC;w7VBeZE z2QtqbxCMfzOK)6sH%*N_^c?TL9iB@%TcbA6AenkiT2=?{-!*=<+v3LNw)_v-=s`lN zWuIM7r|uGtE{D{MCb*%`W$wdSmDJ(fS>c zu?k6Ti0f$sf**t+$x5G#t0|XqtV~X=;896<#1>VhWwVjj`1A=VEm3Tb;Ii1mkOUbq zcib-NP&_h_dpXy>l2y(k3sm><`rp@-J}H#GrDVpe1^#mvhOAh{x14uXLvzZ`qbA<8 zb#aR~`p2GI+!)ufsqr3LbKDD~^ca?FUt(ip!i4&s9+aBVXIfiPVsrd`FA6D7 zUy?%+n|kp13%*oH7S^KDZkhBk3$E_F166gWmS4Gm5%S2)JLaQXdi6kb3C3t?bKu33 zJM;%~ANwa$?aD4Ht~#}G)uu3=`Mc02?*qAGwM6y|>Lxt;JZqu$9$R_$+*L7G!=&9_ zH)EfH^tMK*?G9MlvU)i$H&=7Be`L@c0pYvm+whh~`a%1WR%+)e%_eN^5Q~s~v^nM2 zhGaE;&v$aM*>bM6nTFtJmZz-N)%#Ej{kk4J=wey(kb5E9BEAfeLly6u%LC_M=XJLG zq+hqKS9ok51g;M|lJ0@mEyqVvDIfM#)`awl+c*1oMSa3nx3q3q!>gfV%`di5$NrV& z>(u+6d*`vdkZo1#ThY3(k(KMi4C65DTn?#R&OTymW-&zmQ$w=$vd*d~x5rMOa2b}S z6y?h62?y@>*7XOL-P^s}u8gmy>vP2#2y)T--V=nJ-eYIAvIDOzuwK#$%4&y7&w2Pf z?Ec-G%I^`dW?jj(aI}bUoUzr;EdCl=NgEO+c6^;*f%(fY1n6LvmD;toyPDL@YPWau z!CCn;Jg?96GU)auLqLPVXWeB>2OEP?H!?U=o}P?MUodl<_)bV=Rb@az^lVsj);2pk z+dWn^WyqlxG(-?rDS)foMc6s7V^0eQ#~i^vwXSznRga3JFLFFh-2HUz@!d21a&t-o zZ!NyH6mF2Yhx^%cq8q>cAg$_o^plWwp9If$9@HLEiHW7@6;D4hr-tZEIgN&t`v;>C zVg2>-=eHr(k7`&)PE*rp!-dnN$`4_LUd?-Q_BoQ2#*BQ&ga#{?F+haW`kyra~uM{m?x2@{fxtD1* zGJ9$`xDmn}(Iu7xpU)>Za2g!!V~LQK-5{YP6xS7qwnikBOV8%lk0@W()m0`qf5qz) zX;rIVIQB((`9d`3`M~>4B;{wB9ZuFL*Y(~pk0r*X^lpg|h@+oJdhJ}9jj0q-KG`4& zM0*P?Ku=soyI1%2+m^1v%q_gW#)Ubt%1g9$c3A0k=}!s z*EvV?Eqm4+I+O5_B#{+EQ+;f4(a`Xgr}5*k6IFwKc?+5s$o33Kr(e8r?tN5M{b!x( zfRE9GCmK%!8PU}|p(nC$>AE+2wMP+;T@ZOARjgU>G3&F({`uKnMOj-mtcJ|>xm#s! ze>g%Gxn|7@> zJm=61A$8tPXP4MVa{R9RpuIZ!?*_^?t-tW4dzOV_iRt!RkDv4M%s;}f>zp~0|C7># z#vD$LJTZP=E5%*mS{q|_sx5DDsnfWme^=#fS?FtSu4P=y98%|a^mpfKA^e&Z1bboF zL^RTtH+>p~B3F6i)^Wz7Gi<&CpEul1sg78$VdhQ}M5>qu$s&p5Vv?AP*5wk=DmcM0z95Zv`IvhO~7 zpL@=g|NeiCR?Jy4YZa@_8ZGI)dLKi{C}3z`8R3LVcpeEp@c8ZdXl13JT_PgF*cox@ z9lKdsShW|r^!aO4zMUtyS++c!#$AMA55%0)=U!%J@;6X;xf(>fzK}MoCf!Vqa!-wa z4u+6^a~WXPY)>d!PG;Y$CX9~dTmbLF?CIT%BCjSY?WF0e%lGvIetx+&3{Z1*?3UpI4%vlw5jO#e;8ggJ{M~IiEhZPfAO4@+9Hi;_3Bu;D{qN2LMxQV)sM8cqamDUkfYQp#Q7vE z;(ShW+oCInid_SOKPdmWsc{SSQ``>YUFYwxWgq#=k z=W98{;L@LKCemGsuHr<4)HF5QT||;8iOAg+E5j0_kZezQUqW_7r)(l_#=;R4<&vlm zMc)7tl01y(C(N)z3^Q23xXAy{gYv&acFyxM{c^3Tkg(a{een^M8 z4esWYB8R7*GXrJ2&1j=dbr_lXSXQ19qSgM;85|z>eb+^Qo>UTUIlt!&=SoWH_D#%H zzCHRS{9&LMg#R__GbhZW4I}9aXumkM-J^!s9sR`Wa1oZ9-_;KJ06LBp-|L0%wp9D` z{XIB%6#fISpht!)W5`+r`OTU;>Nbd?ApZhTinlz-=3bSsc9O!fc8-%3`bCLCkTkv!q{-z7${GQVGXV3()MmT?Wo({?6hk4;=YK!HYKHe=WS<+WeFkP9d7=G_9 zT2G5d<3T&>Uc0mUUluOE8b(01$?x%PLOXco^;v>Dj6c*@(Vkr=*!sMxl;h!d-wNKS zy$0%wvs=(V@9B89x{FCwGQ_ zV;cWBB<}Tf;rOjfH*v%1S&gnD?Kp3}Irt899>eBKW7X%3%I%K*-07A1t#yxI99OYh zEp3*ukxg`LeT|L|Zn%kOhxQpKrwW0gW|dE_LnHIsSa)eEVK!~+HZDPT&W85QiLZB$ zXE*q6yodKMN*D zU06BXFacSW9~wgWoJYzh5@1GR7=pD)6w4<{@PB0v$RNRA5wK zCH~B*^p#e222F2m*_-$aMnoMMjz-XpSULITUBf+GAPUVG>UM2(A*47Pp#y2WUcY6} zTs4O<=K|3JqhNis^T%Wwu^U`jv zfpWOI5T`|WeLl<5XghLg(C^!R#+C=%=nF_?#7EDXrJjHlV z$GUv=iO{{K{%4L2T(2jl)W{wy&8%O0i8jBrisFBvd>$ZO1kqGcJm+jjuA|rPC{To3 z+ut^yjy_9qrA5T6#NwEPGEalyY|L^xFF_AJo+@3KI2`HKbR--|`6@$U5}f4*V;Z+3a^Z4d@>s2YJlR&-9-f<7`A~Uw{zas#Na4WX&jZd9APwUHR^h);|5kt!mYPxe#O;5iW9M41SER*{TIo-IxnaW9W~ZBv_n zlp0y9NL1Y;jKg5v&^gj;204X;)wcR07EhW8&+ZgUXd>BW66{xH^gu(QTP_?8;;kIZ zD5#%PG&I$pMrU{Cs-UExVWDB|pL|8L_c?<=fBu@x7h13)9G-K*Ma?2i8Ie5#St~V} z<;@l=r_+KWoV=s~$Bjv7M*p zEuXCpbuq7p^e|gdm_V&Lh>yTKUfs=MYv7IbcPhzs$PtiA%IWWH>8V`RGrsy>Rw>oC zES%QtET5NV6e3VoFP=67;a=K%q-tPth&e{pn_+i4Sxt=P80qYezS%qrsd1=Gjn4E1 zg3}D|W)lJFMD502P zpz{){w|%dW3tV_vO<=hAF%h(i)#D=%U%e*x(}MG^8+qn}e>UeUe%Ep^TTm;l{wkJa zfc#zA|9JqTEidLywJU1GN;u?F#3ff_oQIHdK19El(=Kz7;-|Cxc7@`FTCjcJ*Vmsy z##&1uLP0zy^A1C(NarcP0xP+22aHpH_E_}pZlBd^sy}@7DE0A(!RBulm+el$_4VSr zl|fXSBEd-^W}!tp*u_e=u^0$b4^nO}s0m=h`I0s$A*TQBM|6XJr9>djiY1+8=7PC&P;gX*Q6dph!)? zZeN^*W6ql|y4M@6P@wVJ-*jYrIuZ(IG1O|Q9!Esd%TN(be7J>fXhu5h$Yxmkl`&lk zEA5(MvgWZ@v~ai_BLcK+7kn_}uU2?yx^2BY$Yx_;@6r`7&|Y@reVFan9-2q^xvV*! zV7xrE3tq*vZ}u;XPp?Sp2HZ=GE8ap!4^NmIm3unu;AVX~Q(`)q6-}S{N4_^Vknd|A zjyIV0)n3A@rcKizUn+-Cbh<2a6V6VnMh-DGJmc>BVgXDWYS=O5Wvzaa?j|ccFRV-- z+gBX-(Qs*3I*H+8eSwf@YU8;Qe|^i?T2gY`$*#muCu=R5a%P`;*h$z&gm#-7V($N9 zf62gG`|^ThpIJnWw>o6Re9|TtUUo>B%8n6Jq%inpIpmBessXB5ym?M)el>3@*e+w; z{=mwI%GI4(e*RbRxD_Q=tF#WY)_Tk+>T%n+@SKr8ZX?Zi3^%i8!E%Mxv~rf#dYB4% zs}pTQqFm)>apxtiq^A7@1zMt3s?3PM@PzKT@l*0JIV*<9 zs^#V|U}{&9&$M0fy&a#`{%I|L%{fVp%tT3;e%ASJj`i%`3$bLpa#mA6f(7$Q?@JQ1 zL1s+Dn_C9iY{xarVd{;SU8>UCgiKr}dFlARU>f5zik||%zKw@%uQQ*Sj|uM;%XHW7 zU8Zsi_mDjw_bxOX@`@+Rmjm{tZJyitES1^Xbd{DXxOtcdA^sN_Hf=d{;>hP6j=9y` zr)|}ovg7B{tC<(=yO0aKgClY|%f%rMv&v1yJW$7sx_c*1*)py1>D4TshsN>y=DC=# z)4N`{j3l#De%qSUkSe?uTN@o}^!;=)r?A^*TC~SvbT8Y*ci5<67kR5b&5GD=bqs^oQ@iV98_F$ zRIosNJ8n+D!s=^nHX7>>u59I68#}ILb@Vfm81?lF=`ho3^y|P~eC(Qx;CAX?RY?iw<$`0F8 z3~z~qX$x+M8YXN$q_z7s>Gd*|#FqONjYMK_(PU>yLTin0vAO{m%CSdEl(fRX+`&ZT zZM}7-!B=H2Z<51!C0G!u_e$Mp!?tO-WsqA6^91!U&lx)+>8GnI=S!%C`e2~@V~;Fn95RvTXi zZA9w(F9HYJR6gjXlnoahjBVkUgKCeKwiP+=Qw(YUTnqJjwzPeOim3Qj5S>R^iyu#o zGC1^r|G5nknYU$iTorzz$HA0`$9rcKYuc<@XxBu%7iN!*9kW zfGXgSFW@xxAAP@{p_j1NGykS9XlZP22v{1uqP?Mo^1HN|UiCkoVFhS2elO}hcM}r< z<3G-r|8)TPuQTC*k^hZn5-St)KaT$r5d3uj*db0fDpvrZ@60`P%`e1G*I(?FgOLO( z*@2l`X2#qx3Zg(t8GEX;%c^7bMVD-`kqpaIdA3aD^Uco4QPBV!P#f7TFAudOxYAgexj5MBY5R3hkGj94PPZuSP`MLH(Q{)<=~ybBpeFkv%zWzHaIml{aI2P#A* z;9?Oo1WkIdgbyqRf!Q$rA&$-|v`z$j$-s1%T8X@aBqI z0{poEf;fPZ!2s~;f3tU?{RGgs>)9Fp7Ek>9-So#^FaQYA-v`+NPP+q?=f8y#fIXyS z^~LhrZ__VEfQsM`^~7H<{oh0nznAdGCi&aCge64YCw*TY6JQfch$vZ!ONe~dv;J#^ z|Ks}JC-_@%00_Z;uY+C%pdk1U6$oHrMHf53ww16nvidFe0K|%KfVksAKp_Y)H8Z3n zpqG6Y`oDiS6n}md8hvkPXJ!Lv#oveiAp!xYwO9dC1%NL7z3I1>0x-E2V0yqr zEPz&4fHsB&Anf_`%FFUxGhh2?pW+DOUbHSpF3&Jyao;lvJiX zEuPLxL5S~1OOcQ>8o$DvVxbFwq9UpbumLS575WsW)h!yt_==&Wc_2o6fFmLT3Cbgw zgCGlvihgF93! zt$#$t%JFrR1m@Yar`f~Pb4@(MgXhIhbC#&TobCzJgwBw^V1bm!@sP$5Gt1CO+;n_P z+4NF_#rVxe@usindREqWU{Z=AG^xhBbt1LlykO7va%78fjDE&zVoFnREJgI9*l@wl4!KSCb%Ki?j&r@hZKua(?D=Mq1Xo1Sy+3A z*&Bo~(dC=#UcuAj7vPnfm0;=Y%n6Mg0p6P?ho`7is5x9VfCQ(GL7g5B?YQ{?^q{#h zG=s+jc)qOS_6ij=MC)VZeax}{+q~bKxItA|R&7~zSee`jC0x#+869hsYm~Y`n=Ebq z4@z89#6G#O68K{HlBnXS64_6Kd`0cq%5u~t{PJbRvolzxv~`i{vWN26#Z|>slpdzY zbrDPAm~w&fh;><90=W6%l*mUAhLX4iqs991oQ8ss#oO_uhN5bUZ1J>NJHD-sa@;d& zDW8885S0Lz#-wg7UX71Gnkc`N>)g}1&z`K-0uGrs2fU_<_2X1<0@=}xxkT`ZrA0%a z=9Ss;r?hyT_PB8GYbAGBwqLmi>@kg9osD_Y-?nv_;cA|b`No4Ra-fUM$_tv9m+0J)pSDLqi|$mmOdL!&;%Te5JC?!$n81IsZYK{BeMV27fhB zjHQ*XFAMg->Gg(YuBtPPZoAXinO8etU3`b(^GmqTax(^+8Dq-VrZobmR^ zsCq~6{`E_v=&hzVUy=AsM^rz{VABJ?{);0GQIU=vbTzbW2>*uuHc8>e5E;b7BhP|$ zDy~3W(RuRSqspa;P1p7qLQTTl*P=q&l-m8BZ$q{&GCzdCej?a$k>Qk-zAeZMh?Dn| zl9Gv~hYbhXMWcq5Rv&6L}aG-ps7m~N{DGqP8 zu_r*frWLrq%TIMcZ(fewthx+Z+|b{pn}P;Y9lJ?L2~Qn_G5US_RbV-T3nM=(*r4Cu z>9Qa^(EK`uDn;W16Y?`gO^^v~vMztZMnoRZ?aZC~Es9$zkV;BghsGy?Viq1v3M46E zqDe4f2a2A%T519--&$}kHcB|84;4Q#njDL)%3F#`C^~XZzg`76iW-}GO7iUp+9_q^ z4;PJ9-XmmxIgb$Nytr~loXjyz0iZmFho{FD9N)|G%N}hfGaUEzCG9d@5 zilu}HLx_-yl8cdS<>1~&>pSY`@(WnZV6Y`)>+S`HWoKRP_}=*55w+U7M2GcvozdgUG+`$eY0bRdN|w;{!tFXU zmRUh>oYC8`*%`*Pc4=Ku2czBke}OmO$($|RJTZGxihsw0JU>!#cVwm0)2&+-6P7F&OxiREzyIzj-vnpDx0#9u5q~PWyVEHz;Xlc z5HVQ28dO=}l;ZB=iNYA}$L4x~Nu$hxHxl{xl%`7+Qf<~=w;TTnw(5!G749D@k>btR z=7GF){oG^l&8P8}(J6h4g^dNLgZ$d0rAV_wsgR-BMftUDPm)?*r-O^OE|~EG9-5yG z0(L^hOK@?(Y6YY;l&(fRc|*}U073`MnrTM<+e zH51+CwNnz4xE=MM5kvMkA-P$*ddfUEYT*|Lq{p=q`22r$R|*)D6$w%iNPn{)Xk1;< zJOwGyz4j9$o%_|rg`AA%Y;(Lew&s;5^3<}g`buLh6!Zdj%(RiXt9GQZy+YR}bGghM zw_fVC%Z?q0%O!(CY&aw!d#aUxmBvHO35_C$u14Cvp?IdG3z?{ky|-bwzqya%LF9f$ zdVEUoW7haeMm2H)^+X(|m!vN}B!t7j;VV1=^nPgjP|jc+H{yQj zM4pTth*gE@;hsbEt6T9OePNSE;SmSpXO@U<%pUykwq38>|NUckf7omKtcG)Sc}-z; zPBtbPP^ZZ)QQIuF6KlUm0Bneawm>M?;R2I5d zNDkK}1K#4fcE%JCU=VOk@E_h%M*Nm~O=<}s)) z%=_EFa@jVWVyy@3RqAiyrleog$U3a+dEVsnYO3IGZf;ayVwpP7+!tZLy`X|E<_NA` zU#hs5t3Lyi9iOe@Vp?WVJQKF5Yl9|OGq(;D_2~8Hdm>*@I+0PaXbfxXh4P||>q6&> zbWFDk$t0!q(QdaBF;N4V)d=59Ws7f=7SADl1MTLJQT{rFVWpn+0v^X+i1gvEh#g$j zm^G#9S%+yKCmWo68$3F1hb;S})P=Y}kr0*v2_Y@Dug@|uM1rvJ;zM~5rg zMCr6oE>+ev`1o4kD$;4?A1y&`RKqk-^V46IhSTmdE|!GuAl!PMJ`gv0Ro#>O?|-j2 zmQYb*oeUvloC+o=Npedj#Q|@q@pjF3IIB>YT4ZB(MpE&FEA>b>#VNZsqH%^)`3`ct z34hLJ`Dn}peB%G}8()m9YPwq#HP<%8z2CQ2^}4EFxb#<Sm$Po#VoUHGfXwJ$IDeUnwr z^IhDZPfecUa`}tqht0B~zWeg5>>OptasQ9u&Y|3SdR#*gW zMh_r&w|+T6QQUDjMOhfr9VS1)&id$R1l-eeD&{|pL*-EwG&6v}KwKsIU@GER*P31>J$~hgC$;fogdHb{=WMy^~&gqFLnU$XOA(547C^k@LC8=cJY~~ zFD-TIXt*TNQZC?rX^koU9h($jxf1)4P^-;-?xZfyjMv-h&yB-Yu56@sz*uIzDDbrByPnd)xF~ zXzyIG@*1$C-3OzbN93L+o+hSNo@iXI#A^-)Fb0_^7i=DSVn#yk#1VcDleig#rzN(y zyx49pBKfo`n1mzuVz<=%s@l$oLsK#e(72(*fZhN-cZNL=_NOYS~U+C{N~Vv zci1LVqpUTU_(#5O-Yrk%u}55M(9^EtCOjSu-uojl%2m>ZR{ScQIU|10(&=+x{PcpO41LV~$n-KlDfG=`7WapL)(TRBAY5prqHF2A#3__n8y zpnf91|1m)#VGhlUoMq0U_p{cF(#ih`pRD$mC8c(HWG;%pqUt& z>7UUCGe|)2Aq$bo8V6{EIMrzdIe(DjUm5Jsj$%5S-m66G+9UaSszw z&G_cQ@>42_yp(e4`PyQ z_aHL(8_2KRgWg1()TGdx+7Z{yGgK5oI=@{>o15dD1SB#|gB+&lLI9E11r_(7 z*4&e+bylJm^FAlCIaNoiBPns;b!z!fzja$9Vil~;Tf)bc6il)Cz}%^-Nw@My^WbQfN?DTLB2^?7C~8)Z|zRe!{Sj{b|{2j z9R`!glsoporhS=x%vRrKcTiuyCAjO6(NPV)C@RgSDLF>;nPiH#0933#1)3&IK`@&RTO*iS!O=@(J3g*e@ z2B{!GZD8!~w$2Bq%;ZjJnByRMPDTe|=xN#-VZ8b?jIm_)!3H3=KlXMN8Su&TU96Fa zE{CG7Qn<+2x~2-nBx$MIR-#SXMSP`@potpANg zA=;G<@$vvln>P3q>yN6^D3?BUb8y~-J`F+E5}sZ`_j3N}G^f_%F=zUp7e2A<79GwA zPE*EV#^IPY70VyRH=VsJ9PE=cQXnBZsRqY^c41EZXQ@VtCL@p!(>Locc#ayZuRxm3K()*So&H$EcRMbc4$q3QLWM){>Cqv~SIfR|j4IAg4j?)LzeG^-GTj^Ni0gL2vb32Q+NK$!o^qroSbo!zC zgA}%b#XfB`uB*yvq?%;`p937OAUotDgf;j_Uj}R|aQL)1AZ33%%};H@c$DM0z60#| zZ6p?Xs}gM|o^*;^L-MQxYCQ9pT}g&8nQvJ*D%dKxYIMKON!*e!RsB_)i8K1c>wk56 zT#7wW+HXM!+0f?T?#$gZ1_B++am$K3af@F-GC_pd^-ym!$Dv%(%miAPWW=QQ_xrLn zf__%keXbgDxhuMN4zDvD?V{>jTUyjMpkxk1&yt^xaBEhn1pL=y4Au9o(zjB~-ZzZM zZ!q?dbXmYiQmX8vbST`zZ37nxj?WlMFt;nhx`+eXaUV2x?0;EWbm2Q4NI6@$+B_QJ(w>u@j2s7x3up zts%0UJ9lr-SnXLZc^gaX9?^qqIGMq|qNX%dJ=8ZJShOMEcp{g>rI|MiSjH=sW1 zZ&dh&2V%cZn| zXbz@YfJR0WSu{+mAZ+^m09y;K)j?)Q>QC8e?ya0A{uIi4*J*l6@vBDMo@SJ@iPvW1 zS{Nnp&LV&P->ff%12^ANNIHA)fjjxf_@Vnw@V*lx7 z^LH{UBL1`4HUo<2-79LUXpUB6wV{Ni6vR%R56x11AMP(r8}%IaG{e!+8GUhFSgvvV!PfBLQrCto z`#GV)oSd#GY%!OnnOdclqIQ+AVZXEk{qu>2yl4EiUGHv~2dr_`-S)ody@{7BzVdNR zM4q+67yhI)t&3ybp5paq1$*v>!;Yf>Y9t+W$o1xZ;j*cA^4PO{=Lc3};%v<&jcr`)& z4C9syDb{;;=M}ULkL2dLmq(D~8L&cDELTC2*0)`)`m!esVp?W%xnGIXqbleJmY@zf z#XOaF>nr9{EarC8U<2u5O-KUm?l3{?NBJwnPnOIDRjfT{*!K%g2AVG-EVc3|V%dph z^$*Ze1r<%;R^390P2l=6V+Wbf1`kW<%9L$62(oDcRMlkgyKP|eFXw~1I^^nYY()rVQ_C@rD;5MOP zkysHCq%cw_T_D{*3JHt^MJxkJjx%*&LvFIM%++9DbXa#wSIeKJA8_CA7U~ocgaVHR zPl?BZr@&*vlm9;P1z_SWz{GuiVh*9EW6RP5#4<7btS>&tRbnYgL_88%+4_sA<* ztGPeU*cG&9U+CU$R2Cm9e|_VGfBjJK8nFGZ+}Uqyuzw|+|3*>$FR8QtX*>Tr7VST5 zsQ;Nod*55{_GEvtXn%K=`->0%+Y)`aKZ?z#A4oqyegc^8oJ=^fwE}3gA%zez?Esv_G%R z00-0Gp9g3Mc(M{O{id}3V8Q@Zj(5Tg(DmmKEr2y5U{+>;y&4MxfD{9KjlX9CaA1J0 z-+$xp+rON_{>gRk|AYi%0k{MI6=eS+!5maw1d#XZvoK=aq54R1P1!r^>MDwht7gqs zQF~!YX@J3eKp+UDkht<++q5>awAb#?%X``9&fmnY=XM68MDwb%_OQ10 z-b{hj9~uQlw%a2PeMs&}miW`EOgw*J?3V{#mpd%jW4+xljxt$F{p`u`I0clRB2(&BphCPM2 zaB1c7h>}uSx=jTlrPuMGROK+IU}x}Sxe~BbOvCiU8~trJE`Gu0RNd_;84A;jJ}gWY;bF40_z)tmYB@IM;ZNgcRALY^;oe z%#^LMO@kdhwgrC@KQ{S1-mp~AG!$kNo(L9{u?Rpn*rm1XxP=nW&`jAYP!dZQhWcNULTH15}D zG(MD$&@FvDC;Ken8MxiuZqC2pHBTbn^0&8%a(83u>0Tps;VU0vuYC4DV(Y7CgIlJb zR!u$Gi`WB~`aEtov#?N{2Ve0WK(}us(NW*KWFNc0dcs%GZah>gI%!lawKq*X1g^ts z-7H@EZketgauo+GH4aB#M%%8N16=p-DTQyT3QXaxLFZYLriuL7_0X~04J_Giao z8og7Y(y)(hdGAtdLy+xEC}ihRGG6!6o>$a=J$$avs5G~Ow^MBCc04!tE*p$@z0cj_tAnm(boOwx{z@HaSj9aayNCbwby=L>M8I`RPGb}iZ{0R z?5ZWT`=^7Hof)Lsl;48P!3z;JZKRBG^b^{-iVh$kW> zzq}1AM4SNYI(ZB+KV45B{IkDGVs(<;U{fR#>PxS!bUfPv(TJf?DQBFB=k>v*w_&m- zW&g-M)p&`dF+|Q~9d+d%{8L5(ekF!4@%0xZ2UJr?5s`#$hy-{Z z;?uyo&Lv!lB3!p#u;k}qVwu8Bt{CB1l(~r?cXmhp)<+cR`;k@o9)gJn_)Wt-X$9U| z;3wpUS(=WOw^dP=VE+6~0p#1NI4yXxM*AANa4q5E=lpu`Bf5)S7N#M?bK-jtksBI0 z%{i4a?Z7<@?#~L%XsGroS#1#LIi_AYyg&ikWIuxZdIlP0N6$yJ6OCSBw%lASAT{hU z7NM3perA*oiXaE6stXu+8H_49FMbG0d6lK(V-oR#Qt8Gg1$g;~Dh{0{FX=`uHb%sd zzPE+Z)aq$n;##N;@i|CmZ~>Q{53LfgbVofoZOrHEQFHAGd_D9Mez#dw2i`y?P*t~d zH*~1RO}?z=iOp4lT-=$rbA6?0laM!05?7XXb~Z}*d`Rg;T>fmZkpB8TTt7qWPFv>G z+#%V%(0!zEq&=JJ2kOw-VAAASm7A7Rv&PH}!9;LMZ*7bHlzEUwd0-s@2VH!7jz6Ia|^fZBoiSkSB%oN@8*8 z-w=L&{e@RRv;YhTFcT!pynex7fS}6ZDq+LAfy`fwjYCr4#3q#~TeU!W^A_!-D^6bD zS4C7np8t@PT~MqYME4`TGB7BZwO`EMagdVo#D`a6%A`pX3E@;Ucti(z5lJI1pEp-< zJ^nHh?#R{CAB!T2BDQs`r#$T*^Wub&?>T;?+*xS;4h^PDxRZG|&+R%B_B3GpJ1P$9 z)5>jAiO6@@dPC0mX5tEAVQX&9pvbL$XvkVzHPcK&#FQGOo!X4~optHdO}^`Ns|Unt zovo^aD$;fRwY(!YVl-H5<(RX?Urtlly$2n=*ec1`Tn;G4k?r4$YSUurXx{ zCkBbm+Q!Qv_ZixZlCL!m8&}D9?w2ein5@d()HXvf4(k?TSt zpd4Vb`^VXIC0tk;dM)2J%M#@xU|Kt+HqR>KMV!e_NWVhcfMt$Y`GPrA3=5cpmfEyf zk6Y0Z6G^F*gXW-89zw%KY9UE{aZqS<)?!|>jc8P_oo7#~h>`R%+&nT=VWK%OH zL99YpI(+pBpkzL-NV#BP#$m8*fZ;Q)y5dp0k}Csox)JUBjxT0HhgauIzhIfk&aK$4 z`pY((tDUhFw;G?JWj`k5V#yLldy~9X(p>XeQC+xHWv!lh1kuy@E8N62vqP3rfRk32 zovZPWxA0Z*fU$duZ3%8)#qe!Uds|jnostPN@EQ4|E!|D(?@~6OY$LQP;_tno%}pFy zB??vCl(is{`cJ&PC!n=GJoM{1NA&Qg<(3u0*ZD(4fc38M@E=_1=UcD#3R`AgkWiUx z@dtt?8ur{QnDdgyf0I z9an{!0+X2E9v9sS3bfaN>3R7SmJ(F~VF_Ssp~#^`(~*KU&V0LJQt-wv1wWtsP!!AH z&d3~R8JL)yC=l-uMowinisnOmqU;*X+p7nc|D^$ii{->(p-jb5nB9Kwkb1I9Ff&dB zr5c*2lU`iDk|L@K4423B5Sy6f;jCIIaw}h652l9|8@Hj>sO%n3eI5rfSl6mJO3K^q z2eY2&lcsnD^@ZlKIv{w#nGBUx30+<2H{<<~$HM%Y0h%2iB_~Fmhbkcne3+HTQ^r%q zCJ^~!?IA!Q*81^0*K+iDTUY-?c00}8oUj{3Ds9=Pc4}mGgm=Y<~~x3q+IF zaEodP+{#{)Gk0vzNS7YL16?=s1z9t+X}+2nqFZ#Vk!o(AcDPQOrB7;%A-dP6@M&g6w~^+ zoR+hluihYA(cvZcMEn;)WERnHhMx*l0-&_cruVjg$!~-Tgyd*+t_ED)S zj;aE+ud3Kz(*XIHwSv33#)^&EKrChh3{>!Bw1Qpxh#58zyxg5-O({IxR?x+UMze@t zfZ;y77rz&uIm88iAU2ftl-HYoIH`fvE&O zetX^ed9;IJMJ&L{8WM;=(CWoY7<$ynFHN!r-T`U1x?z|Jy5=^*Af=D6Bz+a6XQOoat#x9zswS6eUs8g2w^b*(UzrF$$B|DXzXd@R=t zt)lMw7iVjM7y2#N(e%zPgM|Stn4h2reWWd)P9nkTkzSRIUtIe!B8d!UQD(s`CRH_E zfWBxCS`eq<+=4qod7RH|veZoX(~(FSQ%&s73gV_m%-x$kGq1(Fm&+E@D4`*c66QI1 z)n9T?B?n0W7p?8B;BRgjk19RZ>;8(#ApDAm^=#Vx&0mgyr^RFUE>C1q%L94+Y*z_R zfB8xCq@b|+Vz+ReCYz{|M#&Eje_M1%q)>;;5^m}w0nZg`JVBfX_fEO zNei#tg^=YVJe3%QB2M0+)$ruIzM^?TxH7ZTE!{Hqsv9lJClkI2v)WFhPa6uAr#MJr z&iuM3=+$+;zv#5NAvR^{7))%f<1p8T7c_d3%F*dfg#8tBX-Y^csT6|tHfKb=f03QI zypfNNvblkk!-#)1#t~p6#IKzzC#}zfUxZ0%%7idskUzgvPYdnr&Tv-V4FD<|4KO@g+J1$|CPzq{mnqE zXo&mm<8XxihoVcD5E`>-F4Tl}8^R zei9p7&CJf%lkmGyVp*{aA78o>u3817ln^fQ)>>#JaUU&mXzZJ5-N2K%RE%7G`5Aq4 zmJgai^%C=S|NBLz=i@_^Xrk2%?8}h0W5DVCjLyuBRn~H;$86T;+c)HtkQ(~j(Ygm2 z3zgZ&6ws)2yQ?0BvhsG-pbYk=GJ`n5yXvXZHYr1J>J@0A!qS?KxF;I=J^970)r#Z8 znz@0cw6TSqF_4z_HqKf2wVk>zGs=&>{W>NroGoV4=|e|)D^iMu2PW!i#y=?OddcQq z)l*Dn*V|p;@L8WUglX(?1gzDlk5Y5<>nF)CjrIu7vf?}6qn7WG=XykrWLT0gBuo*l7mzCNsI&r{00_B1P{pmfZ`(*{XsMv zgG2xc#czYqH|RqtaWPyrm+uk6706ydGC2diNQQt`FqcoW$q|JN4y1j|0nwyrZkV?z zvwh)b3?@23+%ffRoxAVZ{KkXwRkaG&=UU3et7;A-#?-rfaa zU*6vH=uTl6cu1cAbTd1|(wAaqJc=jlHoayg>|&u|hq~fmzrUJ!Ejj%ZVR6*2+|nMKjg@4{1|8H~@|BL|t zSBv@2(C_c~0>FFUq2K?Dq6t8x`BO9j09yfAEg)Y40O@_lY2Wn*fZKOO_`UUyp5K7( zA3Xq67Xao0ay9%efZRCmDg-tFrVGG%e+w{vgT}uxUe@0t2LLn+cmOcycL6*AK!D$~ zO}yvTVFToY_&pCG8w~&ne#dMX8Gef#ekaCwPY%NhNG!$z$b9(w3ec1=19H>6-@g|o z76t&;{4TBlB(nox%77{$-`^kIfWP3+Vaxzzn3)rhg9z~W?`Z(39oPW5iC6&F_wsi! z1Yp=-0sj942WEcHLHQ4|?Qb}+3P21YKIi%Q>M>!G?c-R_vwRD-jiEyqO{JiLnVb?r zI8-r>FK~ptUv^~haIuHRim1Fih#wX!qa{ITC=#M*aC9##B%>>eS5ol>pTf?wS6y#P zIy3V%=ZxEzhW4k~w)Kiq@@;bq&J^ieZRhj&jo=SaAtBH&~NSTtmDzCy13A> z_Oa9ytP1opN3?M)Y_ZC8oXb<~k`M5b%i106j)6A{KW=JPyYKcm)SCTnyyCV!4DoL_ zvXyS@+I5s~w?Xy__e&CQ_wRMmA6%c{uJQA+xts?Fw1vUpadWSv*fFOR!<#?l5za;@ zewAc&Jtm4%8xRuSbH_DfMpi^N#zscAS386ZN#Rno&80Ij70IWYjJBK#DCi|G1n~XZ z+FTiojPgn5Oorj-7mS8uH*5yuHxggj#Ik1Si1VTxGF5c%dp}iuM|krNK?GVW#EGLD ziY}4*#4;u$!Ro4Uh&9DjBOQ{03^S_rs8jrw#MlASlinNc-)pZJN|~hZ<(M97x0Bv@ z$4OhXt=Ytvj?M0Ex6i{#Kc0p?3cDF-+tawYqI!xv9)&&dV7J}$fi4<)%a@ZEeK^1d zxiLhO1Mu(9(a)Pijh`&3(ECJ3I8#tp!>(%dWa~AV?*zz(VVJ^B+_3r6JlHx$w07}F zh!*%-BRYa&Gp_ud%ty78zB^87{Pxt12$ z&@EXXROgr`>+)ArzcOIhF|l@Ps?SCH&1Bp;H(EQ<(Rjmr%oiNrBjpC1H_HS$AvEj3 zvz4~X;f;PlDa9~}$rcU#R;;%=huExYiq}0M<(e*113`c|+M^A!8kwg*n0mN(I=2Br<^6z`_ytlyZ_cN7tEoP8@ zzHFL5eeIUh@xJ2I^Z?8h)o+f2=oYedN36L+g@2s)zA1FziqO8O+CIRnkRAwv<7P|3 z^5%E)WmJi3`cMhJJnrkjyae9wg-5sT}oj zXKEpmB4)`~+~_->NY)`x{70(geHYqm*Fj|BB_VG2y4@nG*eEumjRBd@gI8ce9zr^~ z@NkyyA=*n;Ib{1&(luzexnYalPYJTCOjrx1g~Dk{Q)F(zFXyPY3AJBlDDk?sSLZ9W z%vK&c62;FAe%3}?301kBRuj!pe#g(FPssM0gcy^O^>pQ`v8D<4>-^%$_|t~j_fiPM z1T`DBzg~XbBPqN&PsDCTL(G|4k{AbuWDHQ5z9eImzNAx00H2=wD7|r-cu4`XY z$kxQA*CpD|?w`vF*nFxz*n0$HbB2fK1Wn~PQpVB3Kj=Ov0NK}1)+#_pe8^lhUX8I_ ztqGJ=4bt7sARslsAPn6lt&||$DJg=a(jiDA zDIp*rB`w|e%z*We_rBkEpZh$_=A0dCue0~san||mwRi<8aq$LfKD-QTxT@7?~LsxLG;=F`@FvrC%GWZgW&WJhR>|BMZ>qv#s2GM8*(M9dm z8>!g7_i%_dCJn(LUCPKktzg|8X^)fq&J!XO<$NFAh}=d}=L%NPbDV%-ypmfGT-NO> zqYYxRD{jp#n!>mTRy%#wcC&h&eV-E@u7!)WjD0sfxWgQ8k@d8-lu#mv`<#WcGOYYt z*v(9bjTkIO5MRka0L=pJ=gnE%6yn!rU_OSzq88}P#1&2BjjH91P(p(f==nBBLwJ4F zD%WR!ehEj;MWwj%Mr_K~!Ksn0TiZKB(L0B1C}jqK`<3oQY3_-b;4Ufpv$=|w5qF5O<;thx^l&yAE}v+>Q!tEQD8jnpCrD@4_Ij1Oe_ z71FCUhB%Q>8{bxM5`Vnvc)Xu>_ZtmGUK=06yEnP{>HT8er5(#AQH0O$T2O^w8#0@n zT~LtYT0Iv<3Ul6{(v?#8(M(f)em7TcDb$CqfYBB)Q@h&TyMIx*enK#bPx&R=y0I0X z3Bmk2McVkCcyEDRjH`REtUgRF;h(=4htP_dIEk`1g$=1FFP_W<_xc9!^;)+k6_rvg z-TP3aiu;C$;k$*=SgOj&6I{XQN?QT7S3&2>d{1#KPp?f@eERZv5A!(To~D37jiRN8 zL*2bIFHE1R3mRWrlW|XVlA>L6&0`Qep;1|smwM9@Qvk_` z@Sw|~PV8S3;UA4&?cSl;esTa#d%wO^vhkjD&8);4)IsTVC-USj7SC~xjHb`z{D5$W zo;=?J@Iz!}v?XGkA+ntbzd|FW5BiVBuWEhy9*&82OQXbG>!f|OtsA{B@k+Kg^jMH- zgdyE)e)xbv^wZ$_?7|V1hT|q@w8F%#rq3is!5Ul{Qe~?+6H}8+cFA*;^xlx~t_&on zuMXlDFh}Da#mYRH*KOG(+saRp4+v$Cc^5_bj{hV$g51u`K3jjUkdR+j zBK9#S0j9zuy=v_;D-r*|5jH-@W^0*T-GsBu1rzzZF0s!*)86KnOwd8wVBRDi?6Skg)}OO(R>tl&l%dMTHQHN{vH0f#q3u7xXSgnJy$ zbiXVLqNB-`aI8j^tr3|xKW3wF($|(z+_h9iZHA!}tcJLHY|q2X@0QH*UL!+kvCR|yjgJ@{fG z4JMlMtD!GNt|1yuh$*#dwCVLceuDZ|N8Re-$tbA-4bvMeemqT8RDRd7VZ5m2! zGp#+0?4}*MlOlfPmCZdokUG3hXYn|_bmyar=v+TY^xF;UTZ-Ld`}9aJ8*wPcp*N#Q zcHgR7LLPYcHNTEbltO&mow&v7>elAs>+fWy;%Ia`G2xtP%IXEFSLpil`Dq#B_YTJT zi0?&|^-NZ#WhU9rzI2ubM4*?cZqJgFQ0~#FsqO5*oSW8S2btq^~LU2&;rqj{%xEF!h*{F_0YZpk;#g7b3r)JdDa zzVL>KR1T(DsCYw)5ZxXwX;pklSisQb(Nz%}B1+RP^yM2g_C4y_JW$G2d{le%5PQlr z#Mx+El5m9tG0%8@uIsjGmmlM4fL2{O&b~v_dT{V34W8SI+RwAcVjLVK$b4I_#B{6U zh%I@N)e0edKvrxlUt&1rFC%(QW2|B=DJ}M2tG+tCi4j!xaKvU$oOYIy#BV$Ac5Pmn zBWj@<(Q7d?JPSk{mu|*b%EqN$8G*)cwHjURot6)TtfmHBBXE|932#J&rQSoBKOZ$? zHbaAUjg@Npl1aS)#qC)9}0W(saip9)TS}AZ}{0> zW`4~4xJ0Gq89h0|uqF(dHgc{vX+aHnX_Er>Q+-yqns)Q%8?6zQyj7@5!5P^tD`nZg zs{+^n@X)V!v0sR*-;50WhT~L{R+Uzh_@!)PV+E9LmL~tEY~ui4QseO77|G#{DI|QsY@TQ5fieskK(N(j)ll}d}8 zuya^1gjq@oJ@{^u^Q{giN=mk}x{$>xzh$+~+_&FcKQ69}>s06Q%i(Kl`t4E=dt&%u3edVG_z_KS}$Qqx>Guc4J z&5X}0ShfDz&{d`v!`NG_SKP;FpXaw6Enmqsy1O>4bb3vmt7yOq9B$%aCYcoVC~+Zs zQotV-A{+fc8&Z?yXggvuyILF_rg^$Mb*J9K>62vCsJ*{Wm(KEQdf7>Wg*?A}Jw$~L z2Z#_PJ?w}eH*cKm376qP$LKW%Z^9zNL=c7S9OxSaLB}PSQb`6mScL7WBl@?@m$ZT1 z@xBp6VgWSdd90|i!X(rpedG=XM07}or7k!+zO05@dMsjEoMA3Y309T!0DQ$aV8L?78^vtV zr`~J+BHfG^M1?Lz5>8EG%k#qK{mkDZ9^~@)oV|b7@@;)`agvV3>M=`TL-N^9jr}8{ zQ&;b#YFmx7Ekf^u>vrWJRBr?tY?Xh4UjDO6`!`(Ue+j+(*Ae(n8n=JKT*6(~{y9Sa z*O<$HW#(@hw@atAfW{536$6xS|3AQ%fV%02#to)g;|3;&3$W!s7%brcv}^wxYbBQ! zOJG{GpB77CmP=r!LVmMa0!#Z}nk?bs;enIp1(bR}s{nL(0CE$ifP+Q-4@{Y`1KIBb zYR>*FaYQ`GF?@ zuDJj({?ANYfNBv)0j#*dey~)a)quW&+mKnaL_N`SqS-{rZg_GWXswvtqju z{go;&_dv1yJY^Cbv&w{iE@I3T2}x+iL#G73Lz%ecd;R}rLF2C7BxIWw5P%2Y^T8729OCO}i6FvW|$}C2vdaV$OGe zD0rlbXtXrg89tNtaXS9tJBN9#hXfW(pFovP9d;@6UFBTID2KCGMiNg&b2I)H5#;oj`qNsFx~t5sh4V zc{UWPlPV&Duu@*(=PMX{gyv>m6UC`&)$yJ(zfu+YtO-h0MiaA7w~uNc7ud3%rVW z9Z{y2Ff%Je6}~z$MVXpvkLmP&*i<&#V$XI`ksN|{#*d37 zDCa~IffYf@vC%id3S-Ld`Izby8nVO6&WHR5Z6|^rAss4F`%2*psw6L~7NQTS?OuvH z+KH2JC{iy{(?$)lb=asLWP97;+JG4_HB1=dorC)}9S?92t$c(8V{l$>C@skAv-3KB zFX~89yQ>7^Z}pHJi;h!E$tB3QQx~bw*-aZHP~zuWTez?JRymKcJK=$6b=OYY^9Ap( zf-UZny`iR@8Wq+$-t0bc$vNw;PKXEfyyd8he>7ZGAXRYwcw_*SUlwRa z+*g^F!d_#)hf5|W1U)n1@}d>D_nR2ow^KZ9tiZWnhgoDbUy3T7a#%T8-BWY=K?H>M zIZ!_&HOv6>j)>151@sM$0k&o?(_qok+%p@V2jPT75c8WvGb^O?sEP(rGrFs4t7>>4 zOx*POldP2r=&m8QFrnCT$9Iz>!1v`iXFoRem#9_GjN>Eyio&4*c192~M3!Bw4=)12j)r6F(p zCco%nJ3}bK-Hwt&0ww3-t;i!c>l;bzYY|IG4bn_&@ANdPEpd4r9G>Q*^}arB!YD#8 z!J&JF$0Vs1QJ_i^Ah0+xGbc}cJ{#~#4m38|GHlLCE-3sU&|EOpC+FkD!A&PxTms_h z0s7`gh$E;ZroM!8^xFAf1VOU}d-a_&@AB^Sv~b)~(L_%~=yOES)V-3L_uy*bcmKCo z3DYywSy)hZb~EKR(&Q%E(#>R!@5%g`XD9ENAC21hbp=Z?CCueMPw}0LAV|A`{^nZR zrrwRPM`!zPQyFht&~2_#M$HbA6TMJOk$)M`WVd%`tlJCuRCfeN5PZcp^N2>_Z1*l_ zQX{d)EcJ{V&U!pzEzzcL*CS5t8?JE@nn+;|jFHUjLnpomQL~4qP;HdL>)6K0Em#6| zuNv_MFj~fqoU`%sj(-T4XstMDV8k_b}l zuQk=H82YYHrzrA-bW+tLL>a@4GK8-RuI5shOYrB`-k!&@Q(0Z&TVNc8Ff@I>K23VQ ze$e#w=}t-Z(v7iqv*pR%g<1oh>A1IBOJY$!-Ez*a3hB6ugiCf?=>wS$!ZEKfZY7HT zNu)T>)g4MNi%uagUeD^UI{J#HZkn1FZr{fq(=2N!V=iUQTR(luE>EWw?)z})<0hk@ zVSnEek*NG*8AB=uQO706PXc|qx%QPMs7}>mEB#=}+SMAzQrc{M*}6t7CqA9{4@gb>{sO>gUu#n@EB|dPgPrPMx|N1N{$Ot13GM)5NHTOk-oBV@x{I zBLm}V)~)(-0zeezS;=~0nVQ?7U5X;a33!K}Rud&WJapgSyr)CCV(o!YyK718_s9^b z>AAVpb=3~b+ulg7i~~?D_dN$Oe!E))r-5Ely;w`f38VfJ)Z%wO;~p8PEPF>eaewWo z_x!SZW4)yZb3SH122|BPpYoJ%L)JNAl19x2srZ%7mp zgGd+La7RK2-z9aMXC9|;<{{zAZuo>4SEF5H+4fen)WRV`Yd@GekCRZY5JErR`9z}j zv3mMYEA3EBV;D7mCe$0`aTaO$Bz8KIi-X?gMa{Ft zSQqeHd|T#f4GwG9h;Z0(=MhnL!%vHz&ruk?Z9^{j9&HE2OsUav`W%_gJAXRBsCws7 zu;fSk7sv{rD(DO9JWNLCx&^nM2MP&Cdw8#>UQZc@8=xFj-AfWR?=R*@3=QqLlVma; z`!4$3=c`uK#P^7&zjQyt=CT-%lnapz?)PXjDE4crth;Gt2YRV1roU36r?#_V`?=S$ zoO|TBEn^F$HDAXZ_L?EO$PEVSm1i?-GkCw~C6KZG2;@rBRe$9-cmyOp`p z18n2Y=K*i2o&{NoS>ld9xpPbJ%{#N{YbV#LXF396JKKo&H}uz#tM9x<)4d;;gY4CS zE8oQYv88R|!2rfyW9t1v#AC{&Z^8rWvKiEMUv)H=ThUmr(&^%EZHa0l5`T97wlRLU zKcKZ_sbIa%$|2-T?YZFrO0{)6bZ|6Uujz&`R6FNkB6UZUzxgL;wqspU>H#|MP2VTm z8K0<%+XzM3uv=vUAX*&7i>VEg!dZ#Yg`ONWywNQLh3CizpY!5{&)>1xk~vVgJ7BxG z+&QMPXI~B7;3agsM%L2*F?7e(wT}au(n<6EE3-m4&i%qLtc+N%ED^k}+a)&!V|RD% z?lfC9Fhn6H36$Bl3C|%J8%6gvpj8c;9F{Lt1!i_}eiUz+c)9P`H>mB;o`69Y#uA<` zu^JX3SDzi&f+OWkn0Afy=FM9(c;?rwq@(3U(GH}MrVR@+C@ZPsm-45a`$Klj7Y(f4 z^WF2h5Zp^G9>~sNau`jFg*)}O?CWw#3LdL_>2yf&Wdtn}kUzT`iW|EBU!OK6~6Sj6Tg+Pn?2ZvMZ(-IDJ5>sd{$4Z7$-Jg-HL6N+}BGAt2(5gYv56;>iBZD zaA&_t87F|&PN}~+EhE7SvQX>Y6+C5!r|FII95ZSB_8q--pHG`3=Lw*~t+}37zV{VF zY;0sSp^D&C;i&9^y!R(3IHOmSM4hX(`4Vp(Tiul-C}Hx*xKZ7&!i%x|rIvW1Ud@cu zeKYO^ckRkVR#u)=xVti4Vvi8QwAcXN?J-9>`2$h8(kxsZm6Nw5?vba2gBhcIm7cc* zg)55Q640a*`QqYJCr$Kg@_y4oML#uu($yOb=F4Ex(-+RdS}h~ZHzxIwD_8SvnU*ZL zxh_X+xxDj9pylzz;O;q>a``5W?P@;BaFE?pom5|YPO_S}5QDz|$`*%ugSq_49YKk{ zXq1GT>bwVpkmg=cQ+uf%c)P`jiSBf=@&Tfk;n5?Bulis%S#y?qNEE1rF z!CBm2Z0k*hAl=)7_B4xrHCcH(_302jN6iyGKj!qVM_10UpCjBJM7?#r0fC%CU98Nd z8T;ddPVCcbs{tt<9%m&;jdadzoBm5f{-tTCqgm9l{2!_B&Zz3@JNQuORAE|Oqtd&r zM06dugypa!6(o6B2-%4-(&XM;&jjyBC|=izbQ65{We2RocAu4@O$|kxv|(YbmE&Zj ztvX!F^z$&n4pP6@)=fX_vW71SvS?^mMjw5&YGpwVHc+qCSq>$C>*qPx3vua#QmA}I z<*?2u{0i+`+v_@I#d5~ge82cU7FC_M!^v@pu!w@cv;(}4Ixau$9cCxTyfQUq=WHCe zLYyvDp`kMqtCV1v0jj33M5ueZHr2-buv?(ANt2b)4zdpoju0cnCSC3csOn0zp6}{- zU>f0h4JrSgWWXRW$fxo~!lvd18uVR-^koZO4pvdu=UZiUq^NWHHZGdw?|L3-9>;7mNSaaqs`E|TCS9sC$guiB zW^=%O%DR+Tw@qxzclV&_RB>B(CY;a&{oIw)Kp;(!Q%0Ibv5S zyMYOtgcM3A-syyyRg8v2UXAvx_DF;uKs3>8^OaBhcoJk$TFWtCns;l-k7e?FHQpAX zg)xkvi>nyVo~epF(~>~uoj&n3x)muuA!{8F$ar9i8rLsP+0M+|o=1MDkzXaR_OuG` zsrOVb{kKI*4QlX|x}a;33KFLZC;pKxZ6A9d`!K$f@5`aFkufg+5@y!!`z#eKWp(s* zO380i^dCyoI&AG#gYab~i^q;ll($)?2*cdT0=zUf$Zi(5(0F`6tZ`tpOSKtY1kad} zfn{X7zb4Ov-F2uLOY*M1#pcdf@HljI^I|V+t6v#@I5tPoWAql^wj-o%1kqhh%N_gW zpk4XNgUtElW+=1a)B~()h3fj7nI+OKw=5C$iUe1inHsM;nI^`J#;n!R(_j;S<1h(u zm^Gf#*D6%D*G4nd3pz5t;hffVd`OQS`Pp+$`H*k&aaH1D&Bi-MJ zOd^?#)o=TZ&qITtr#0qM`(w=g#k>2;C`jua4?te!OL0dfPk6lT0>3L^$WsX%SGg@V zDl6F_AM5r#JZ2Crz#S4H9ZJq`ua1d&h^%2^k3pSK?i_0!d~VyZm2RveT>SMqXX*^( zFwti3AR$WT-HfX(3M=xOQo9Y)x`p->C{MtapjUJxk}+s0-YFGbn`Bh(74|1I6PaF@ zD|MEP9cT{Pq@v-gLdn+_S7xN{_M9*f6K^wEPxsoh_P@ufZ>pVb$h+z^L)cY}0YZppym=K}xsIM!ZTt;5>;8`*?LT(k|8pUBuvsbe~`|f!Dv%;f( zg(mN@;m42T{XCxrQH6c`6j>`Fg`DELhRf-X!Abd8_HCDYMYuC#+B2_p1LAn+jkrw- zYo##HUIAl;Pf@`qr2G|SlNn2M`xaswBT*V+-ml%bE8`5GztT!37)3$mhpZw&>^@59 zSTr)m#I{8vOwv4dmvu7V^H1njR`kY=0}lmV*$^2sryBo$(*V=1-c*5`p=R~EDAEJ> z&ppJ>^3Q~n((KX-glJsa2s3-cJMQu3IzOqU9_MIG$q!K-1IbTFSbxvCdAd}RK4X9A~J3b$X44bc$MKytK_D6UT;7<9SCDzeYO5_H#*RMIUXtE#|iwNl6K|FymvX#n&A8t2IWB!z4>Awpa+G zWvyd}?*e3r9Xt~P0`87n6JE_2_2X1BIpgFBd& zci6U^xiZ|j>F=ddSR;Fv9>}t9+LsZ!6$s(Y%sBhVj7IuJ&9-2|~^0Nj*A8$bL@1K5cAShM;_N#i=7jQTZ*`Z%ubc+Ji_ZIIY_P)PjW=)(YUqW;`#M`mj%DpzGqX1XYQn`)smveS0>lC+r>dCqke?1 z8m1XkM9-Ho_(7-G1`lt9J5iF6l83s|oFNwtp_+txN^b==px(!Q<|=-LU(n$A={A~M zg5TnG=2rdPqb97L9qSw|1a`I6J>8BF%-|jLEA+@78}6|WUiNh<);iD;>yYPe4Ui6S zj1@li$qjPmn}xh-dyhh8F0oH$$6Q#Zrn9AW;umohUCLbaiDDK)-urXpQJ?ZBx!KU% z@Bx-9X-zCH-pW@8@0NeT3%+{VNLep(JcfnJB$9-Fni#^p?WS;-Ct%}z;l^v<6shi6 z%dAQi*J?j(rh*Ag@IVe*@4fHlD&Cy}Xh zHYXHf-09c7D`;PE($&iJ=0qf~J@P|Cd3@eIM%i3M@@(+24NV8=lQrkvydL480e6}j z-c5>5@nMq8PJ&PPrGvYKrS=jsPVWsU94l?#P0{cCUR=9QKhuW0Hb(`(K@)7cVmRIwdvFzbl^?sJVvY)}~;jZ}n2 zmtEdi8J&SbS8j=`$%spkEvE2vC`kTTyl&M*)bxg{=d0VZ)SOTz$Kr zy3xp-%{iDdW^nLGc~;cFRm;eU&embwKL^s2rbHEHzM-?k;;vEX?@$iv_g^h+K5MSM ztx)&*Z%p>joulzBOm!UrQ>A#BeJgbda|1LC~ z*e;`#s65d%@U70@6d&v|e4b(Tb$UE=`E`SZ+F95k-f{l7lXo{Hiqy^+pAC3lzs3aoJ=sMV4S0ZZGLoXuJbsnVDJph zr=h6t@5ljm;G@s4uQC5O{Cd3qbWDdE066?3a3DrcZcg|{;KnwiDGPF4o`Pww{HthDp$tMV0|}@7 z*LSmsNAA)_4#{_3+{tSyIg$y zNg88bb6t}~`|tXm7xq+C7Z+O2JAd=2PG;&da_)!f$Bs=r*#DrHW}SHODO12|c`B=y z>~w!>ZtY}o@cC5HIY%9+sO#=C_o#xS$&ebg=dJ5Slc(ol1$r8fUKQB%L=`7xG8Ajr z5q+>dHqc)fv=}7fQaKmSKayIH%j{l3DsWqG%n~oGZFdT~ab}uSsXjR~>|VB=1U^)i zXvz2{R36gv+6#AxQ04q}ucuygvDI1fo5`|q>niK|IThRcxAQ+YlxtOSR_j^UesezR zs?}q1+ITcPlGfC2WWri{izxJ-Bq~)%}UzX3*^_^NlXwE{N%~)BhXE7*nPT1?nb;rBC2p2(#fmH8WAlb ztst;i%d2Q@H#Et2lr3WNqW2{EJ9@}`~$|vAvCd^)imWe2y+P(m{Z|idtFTcF5d9Egn4w1B@ST^97#vOM2@Bn*Y zY`NnJ?e<{Q^3&y;IU3wc)d{C;T4kPkRbrf2d#t=Q383gR<2~y_D`$q2K$fsMLhZP9 zg8oPN$}K2=pA>-4!M_I0uQ}m=j&u0e`Qq<52X^3$%im5GT@2qp2lW5?WYNDe^B0`M z#guq)vIvev`2T}*fE%g%^Z1ssp&8ho96(iAI|A-ofD?#v5EFaYclHZ=c5J|TBUlr$ z0T!O%|AE6g@c-PfFY2&ES-)&>u>(e;{@RC1jt-U(C{P37&dJW+f&2nk!Xj@7Tm#?p zVI(fAhBaR56ZFcz#zv!^D{tn)RIf;Xfc{*`x zV_3Y`hq32bR?1GZxV zy8s~s3^fKb8A45%9KiMtfS)KJ>!rxkL9C1nEe(NmW(!Lo8o(vNEBHN{$pmZDcS;L-!4cG(1 zYq0^QIc7HCu`W8D4t~!LWB_d5{mQ@rtM2z4_kjq&Gt{pfoInHsMukV%flZl2EFpZr z77&QOJR3>}ixssrw6+2k5>^FySrJ*F$fab$6UEF8oh=Q4QmjDza1brf%&<~oj!-Dj zWafreutXkum?^xU6^R=<7>XHM*#JrGFgDqKOOpiKK^P@?zw}tCI%$nU9T^3#bU#CjZJUXYB+dW^4~5#S2TkY!Miba*jr@LcH7ntqZAz z(~<{U89La3VI{a=C4Q?$9s;ZUBKr3d5JwnK0R798yl^@SV5p&;3A{;RjdR&Iu!@x- z#^A>=LIAs$2ZG@xbih!vOZt}w<}aen4KLz>9=rrD!s9I*Eg^<54u6pb1IvgpT#$eh zu0PrgCU}5BMc6F>JeG%8LEt{!ejgz)dO)^6SHR!bg`dO99&8L7HwN+9Uv6OjwHN=!&7Y)Ua`J;T zu!97ofE_UZ0OR)e*%a2uKXP4cUd4d%YH1Dl5WLu6U781G`MDpu*en5yz=f2+yl%pX z!ZO%6I>-Q1*@YKD0Rh19Dd70;&lF%=OwJ;u4nWz&B}Lfa=8GLJN-En~n*#1N0l%KV zkrT6qnm}M8c;U3q6auy*rvt3uhyu?0;LiRoZ-AFkpq*eGD_EO=Sv2gyKlo))06Q3( z0M7*Mw=N`#Mac#X6@d#ja02|VE%K+cMcDp>PM3q53;1#C0?tKcV1X4ZFoFe!u)y-? z6%=-53=6=pfDabvvfc-NtgIrx-@x-&!(!mHY+zS*umE1p{O1*%pgrss0t=jeCj6iZ zFYXA7hI8TYGb_{2D>w~!0-QL!8dF#*ocUke{vas}OZ!C_1rS0LM`JLM>S!n}3S_uPt_ilY2LzCujhT&; znU$OlR!Sb?1O|o^J3Bofhj4;G4q%}J13M95P6rGIZ~#tX+1a_-xpjaXfK2{-qPm@- zjSU!fpv2J99vCgk>Jr+_l8%;^qJ~f?Ox)GYA@=0J-+#~2uK~^mSUC9W09P`yP;;;X z#xFTLFaR%hhp?@|fAm|+1#C6{N#oO_p;Y+BJlzxeRT28*g;P=6x9EIeRIiF;a|n z7iQ%UA<8i_2-^U=LfkfME55sA#QT7b}Utgq=~tQn1fpl`HS`oUg(Hm z$_tY&kWIGs+b82ejfukX0k)a*PrGN=U!fJc)<7B(iBRlW?`(XF_j7Dm)+uA%c)sW; zcs#JrUBwd0yTSF@iX~K=;Bl0Xd0J6ypG2zCU8?3I!Z*EU;gC<)Dw$Pm!m}*agyL3H zMT4_D zY$7z;tb>EG67znkj43qryg0M0bm1F@;z(4~dy0&?O=%YlT7C~P&bY}nrg9@m?-)02 zcLI#}q)~^PTh|w4cs~e_J!Ga(b$51@=n`t2!$~E7kaPdW>;6;h8jCN!kIl#hZaj@_ zGD3X+6w6G@WAh7Yi^RL=CY!Xvlx72-*Mfv#R$WAQ`CZ|+A+f`_rp~uGLgYNjbt&r$ z$UM|fR2t8c%-ZE^3ZXS`K}E#hj}@c}>#Zx9-gzE;tM{&3((?4nC}e5xuCC10d8~;K zt_kYdM3WQh?0vrmtq*E9l=Mbr)tur`xT}1yzFMki`!eYfCe3*S-?-C?gc{ms64G89 zru+MzC`HVP%V$@n5sc7BO8>5NVTbQL{#>`TRl%mPMZpB@0=y9b20VaO8(0(6Aa1}= z1+D?xCx8_Ya=_v}ELzpt+5s5Bmn#B%DPjNdb|WJW1KvZ$ctki^B{?4aH(7w1{*xXRhWh`fQAIO2t<+;kg0{K1?GdB4cq8`_4{0Yl z9!;dQ9iJn^OTJwHx&7zhGA_dP>eWsojPkJ%5MO*!awH@&>8 zUDvj2(-x0C>)liPKHV}td*->yK`ze_b}P#472C3;$x^OrbN_HJCwv9yOj{XvX(wI1yK{fb=Wc*Ok|?!N;r(b zwjiM9y*0AL8uvBQqty2mb)odr8!uQv3L_Des`4W*uF_Miw7aRwa=lQ<4z;}dP?~p4 z!YN9pR7(Eq3oi|ne1a(6+?Jwj)mrleyka`klaQdYFiY}@*50}%@fODvx@+_bfX74B zUKXeCg3Q*lNb#$N8tG+j1|o0NL=^8$ebZM}+KZ%vkh2YlIt6F9IoeX?Uq3!9z)6zk z$ZxvSQZ0p3pkL%N%KRh@x-`pW_rxJW@dafO<>_v9b_lgJH-r|ggTl^#by05jMFmQD z)b+2_yb_90WxAPZO$3gbtL+a-OW9H?8&x8GvQ1YNKR7w83gwt=l!srY$jRn3LY@60 z3C^rNzo=md(4!6BG{`~rVEZD)93S@P2-8dN%67#P(zJv+ri)KpKLX+@dExCFvxT** z%-6iypou80*VCEF#F@*E&@+q26sCnw?wX(Cj32ejeZN`G^5kpYAuf53`|;n04X`J- Yb8rC`It+F;ZcbKq3>q2mK1poj5 literal 0 HcmV?d00001 From 24ca07ac03806f2e4629e9f04cb206c673f43b6f Mon Sep 17 00:00:00 2001 From: The Open Journals editorial robot <89919391+editorialbot@users.noreply.github.com> Date: Mon, 18 Mar 2024 12:28:00 +0000 Subject: [PATCH 2/3] Creating 10.21105.joss.06310.crossref.xml --- joss.06310/10.21105.joss.06310.crossref.xml | 337 ++++++++++++++++++++ 1 file changed, 337 insertions(+) create mode 100644 joss.06310/10.21105.joss.06310.crossref.xml diff --git a/joss.06310/10.21105.joss.06310.crossref.xml b/joss.06310/10.21105.joss.06310.crossref.xml new file mode 100644 index 0000000000..5420b5c0d0 --- /dev/null +++ b/joss.06310/10.21105.joss.06310.crossref.xml @@ -0,0 +1,337 @@ + + + + 20240318T122733-baf0b0b00c8dd7f2a8dbe7df855935119f5fcd59 + 20240318122733 + + JOSS Admin + admin@theoj.org + + The Open Journal + + + + + Journal of Open Source Software + JOSS + 2475-9066 + + 10.21105/joss + https://joss.theoj.org + + + + + 03 + 2024 + + + 9 + + 95 + + + + Imbalance: A comprehensive multi-interface Julia +toolbox to address class imbalance + + + + Essam + Wisam + https://orcid.org/0009-0009-1198-7166 + + + Anthony + Blaom + https://orcid.org/0000-0001-6689-886X + + + + 03 + 18 + 2024 + + + 6310 + + + 10.21105/joss.06310 + + + http://creativecommons.org/licenses/by/4.0/ + http://creativecommons.org/licenses/by/4.0/ + http://creativecommons.org/licenses/by/4.0/ + + + + Software archive + 10.5281/zenodo.10823254 + + + GitHub review issue + https://github.com/openjournals/joss-reviews/issues/6310 + + + + 10.21105/joss.06310 + https://joss.theoj.org/papers/10.21105/joss.06310 + + + https://joss.theoj.org/papers/10.21105/joss.06310.pdf + + + + + + Julia: A fresh approach to numerical +computing + Bezanson + SIAM Review + 1 + 59 + 10.1137/141000671 + 2017 + Bezanson, J., Edelman, A., Karpinski, +S., & Shah, V. B. (2017). Julia: A fresh approach to numerical +computing. SIAM Review, 59(1), 65–98. +https://doi.org/10.1137/141000671 + + + Supervised learning + Cunningham + Machine learning techniques for multimedia: +Case studies on organization and retrieval + 10.1007/978-3-540-75171-7_2 + 978-3-540-75171-7 + 2008 + Cunningham, P., Cord, M., & +Delany, S. J. (2008). Supervised learning. In M. Cord & P. +Cunningham (Eds.), Machine learning techniques for multimedia: Case +studies on organization and retrieval (pp. 21–49). Springer Berlin +Heidelberg. +https://doi.org/10.1007/978-3-540-75171-7_2 + + + Classification with class imbalance problem: +A review + Ali + Soft computing models in industrial and +environmental applications + 2015 + Ali, A., Shamsuddin, S. M. Hj., & +Ralescu, A. L. (2015). Classification with class imbalance problem: A +review. Soft Computing Models in Industrial and Environmental +Applications. +https://api.semanticscholar.org/CorpusID:26644563 + + + Effective prediction of three common diseases +by combining SMOTE with tomek links technique for imbalanced medical +data + Zeng + 2016 IEEE International Conference of Online +Analysis and Computing Science (ICOACS) + 10.1109/ICOACS.2016.7563084 + 2016 + Zeng, M., Zou, B., Wei, F., Liu, X., +& Wang, L. (2016). Effective prediction of three common diseases by +combining SMOTE with tomek links technique for imbalanced medical data. +2016 IEEE International Conference of Online Analysis and Computing +Science (ICOACS), 225–228. +https://doi.org/10.1109/ICOACS.2016.7563084 + + + Exploratory undersampling for class-imbalance +learning + Liu + IEEE Transactions on Systems, Man, and +Cybernetics, Part B (Cybernetics) + 39 + 10.1109/TSMCB.2008.2007853 + 2009 + Liu, X.-Y., Wu, J., & Zhou, Z.-H. +(2009). Exploratory undersampling for class-imbalance learning. IEEE +Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics), 39, +539–550. +https://doi.org/10.1109/TSMCB.2008.2007853 + + + The curse of class imbalance and conflicting +metrics with machine learning for side-channel +evaluations + Picek + IACR Trans. Cryptogr. Hardw. Embed. +Syst. + 2019 + 10.13154/tches.v2019.i1.209-237 + 2018 + Picek, S., Heuser, A., Jović, A., +Bhasin, S., & Regazzoni, F. (2018). The curse of class imbalance and +conflicting metrics with machine learning for side-channel evaluations. +IACR Trans. Cryptogr. Hardw. Embed. Syst., 2019, 209–237. +https://doi.org/10.13154/tches.v2019.i1.209-237 + + + Addressing the curse of imbalanced training +sets: One-sided selection + Kubát + International conference on machine +learning + 1997 + Kubát, M., & Matwin, S. (1997). +Addressing the curse of imbalanced training sets: One-sided selection. +International Conference on Machine Learning. +https://api.semanticscholar.org/CorpusID:18370956 + + + SMOTE: Synthetic minority over-sampling +technique + Chawla + ArXiv + abs/1106.1813 + 10.1613/jair.953 + 2002 + Chawla, N., Bowyer, K., Hall, L. O., +& Kegelmeyer, W. P. (2002). SMOTE: Synthetic minority over-sampling +technique. ArXiv, abs/1106.1813. +https://doi.org/10.1613/jair.953 + + + Borderline-SMOTE: A new over-sampling method +in imbalanced data sets learning + Han + International conference on intelligent +computing + 10.1007/11538059_91 + 2005 + Han, H., Wang, W., & Mao, B. +(2005). Borderline-SMOTE: A new over-sampling method in imbalanced data +sets learning. International Conference on Intelligent Computing. +https://doi.org/10.1007/11538059_91 + + + RWO-sampling: A random walk over-sampling +approach to imbalanced data classification + Zhang + Inf. Fusion + 20 + 10.1016/j.inffus.2013.12.003 + 2014 + Zhang, H., & Li, M. (2014). +RWO-sampling: A random walk over-sampling approach to imbalanced data +classification. Inf. Fusion, 20, 99–116. +https://doi.org/10.1016/j.inffus.2013.12.003 + + + Training and assessing classification rules +with imbalanced data + Menardi + Data Mining and Knowledge +Discovery + 28 + 10.1007/s10618-012-0295-5 + 2012 + Menardi, G., & Torelli, N. +(2012). Training and assessing classification rules with imbalanced +data. Data Mining and Knowledge Discovery, 28, 92–122. +https://doi.org/10.1007/s10618-012-0295-5 + + + Clustering-based undersampling in +class-imbalanced data + Lin + Inf. Sci. + 409 + 10.1016/j.ins.2017.05.008 + 2016 + Lin, W.-C., Tsai, C.-F., Hu, Y.-H., +& Jhang, J.-S. (2016). Clustering-based undersampling in +class-imbalanced data. Inf. Sci., 409, 17–26. +https://doi.org/10.1016/j.ins.2017.05.008 + + + The condensed nearest neighbor rule +(corresp.) + Hart + IEEE Trans. Inf. Theory + 14 + 10.1109/TIT.1968.1054155 + 1968 + Hart, P. E. (1968). The condensed +nearest neighbor rule (corresp.). IEEE Trans. Inf. Theory, 14, 515–516. +https://doi.org/10.1109/TIT.1968.1054155 + + + Imbalanced-learn: A Python toolbox to tackle +the curse of imbalanced datasets in machine learning + Lemaître + ArXiv + abs/1609.06570 + 2016 + Lemaître, G., Nogueira, F., & +Aridas, C. K. (2016). Imbalanced-learn: A Python toolbox to tackle the +curse of imbalanced datasets in machine learning. ArXiv, abs/1609.06570. +https://api.semanticscholar.org/CorpusID:1426815 + + + Smote-variants: A Python implementation of 85 +minority oversampling techniques + Kovács + Neurocomputing + 366 + 10.1016/j.neucom.2019.06.100 + 0925-2312 + 2019 + Kovács, G. (2019). Smote-variants: A +Python implementation of 85 minority oversampling techniques. +Neurocomputing, 366, 352–354. +https://doi.org/10.1016/j.neucom.2019.06.100 + + + The rise of Julia + Tuychiev + 2023 + Tuychiev, B. (2023). The rise of +Julia. +https://www.datacamp.com/blog/the-rise-of-julia-is-it-worth-learning-in-2022 + + + Analysing the classification of imbalanced +data-sets with multiple classes: Binarization techniques and ad-hoc +approaches + Fernández + Knowl. Based Syst. + 42 + 10.1016/J.KNOSYS.2013.01.018 + 2013 + Fernández, A., López, V., Galar, M., +Jesús, M. J. del, & Herrera, F. (2013). Analysing the classification +of imbalanced data-sets with multiple classes: Binarization techniques +and ad-hoc approaches. Knowl. Based Syst., 42, 97–110. +https://doi.org/10.1016/J.KNOSYS.2013.01.018 + + + MLJ: A julia package for composable machine +learning + Blaom + J. Open Source Softw. + 5 + 10.21105/joss.02704 + 2020 + Blaom, A. D., Király, F. J., Lienart, +T., Simillides, Y., Arenas, D., & Vollmer, S. J. (2020). MLJ: A +julia package for composable machine learning. J. Open Source Softw., 5, +2704. https://doi.org/10.21105/joss.02704 + + + + + + From 728c7482655f48c8e28d79635a0f6bf1d96844ea Mon Sep 17 00:00:00 2001 From: The Open Journals editorial robot <89919391+editorialbot@users.noreply.github.com> Date: Mon, 18 Mar 2024 12:28:00 +0000 Subject: [PATCH 3/3] Creating 10.21105.joss.06310.jats --- joss.06310/10.21105.joss.06310.jats | 748 ++++++++++++++++++++++++++++ 1 file changed, 748 insertions(+) create mode 100644 joss.06310/10.21105.joss.06310.jats diff --git a/joss.06310/10.21105.joss.06310.jats b/joss.06310/10.21105.joss.06310.jats new file mode 100644 index 0000000000..ce837ab966 --- /dev/null +++ b/joss.06310/10.21105.joss.06310.jats @@ -0,0 +1,748 @@ + + +
+ + + + +Journal of Open Source Software +JOSS + +2475-9066 + +Open Journals + + + +6310 +10.21105/joss.06310 + +Imbalance: A comprehensive multi-interface Julia toolbox +to address class imbalance + + + +https://orcid.org/0009-0009-1198-7166 + +Wisam +Essam + + + + +https://orcid.org/0000-0001-6689-886X + +Blaom +Anthony + + + + + +Cairo University, Egypt + + + + +University of Auckland, New Zealand + + + + +17 +10 +2023 + +9 +95 +6310 + +Authors of papers retain copyright and release the +work under a Creative Commons Attribution 4.0 International License (CC +BY 4.0) +2022 +The article authors + +Authors of papers retain copyright and release the work under +a Creative Commons Attribution 4.0 International License (CC BY +4.0) + + + +machine learning +classification +class imbalance +resampling +oversampling +undersampling +julia + + + + + + Summary +

Given a set of observations that each belong to a certain class, + supervised classification aims to learn a classification model that + can predict the class of a new, unlabeled observation + (Cunningham + et al., 2008). This modeling process finds extensive + application in real-life scenarios, including but not limited to + medical diagnostics, recommendation systems, credit scoring, and + sentiment analysis.

+

In various real-world scenarios where supervised classification is + employed, such as those pertaining to the detection of particular + conditions like fraud, faults, pollution, or rare diseases, a severe + discrepancy between the number of observations in each class can + occur. This is known as class imbalance. This poses a problem if + assumptions inherent in the classification model imply hindered + performance when the model is trained on imbalanced data as is + commonly the case + (Ali + et al., 2015). Two prevalent strategies for mitigating class + imbalance, when it poses a problem to the classification model, + involve either increasing the representation of less frequently + occurring classes through oversampling or reducing instances of more + frequently occurring classes through undersampling. It may be also + possible to achieve even greater performance by combining both + approaches in a sequential pipeline + (Zeng + et al., 2016) or by undersampling the data multiple times and + training the classification model on each resampled dataset to form an + ensemble model that aggregates results from different model instances + (Liu + et al., 2009). Contrary to undersampling, oversampling, or + their combination, the ensemble approach possesses the ability to + address class imbalance while making use of the entire dataset and + without generating synthetic data.

+
+ + Statement of Need +

A substantial body of literature in the field of machine learning + and statistics is devoted to addressing the class imbalance issue. + This predicament has often been aptly labeled the “curse of class + imbalance,” as noted in + (Picek + et al., 2018) and + (Kubát + & Matwin, 1997) which follows from the pervasive nature of + the issue across diverse real-world applications and its pronounced + severity; a classifier may incur an extraordinarily large performance + penalty in response to training on imbalanced data.

+

The literature encompasses a myriad of oversampling and + undersampling techniques to approach the class imbalance issue. These + include SMOTE + (Chawla + et al., 2002) which operates by generating synthetic examples + along the lines joining existing ones, SMOTE-N and SMOTE-NC + (Chawla + et al., 2002) which are variants of SMOTE that can handle + categorical data. The sheer number of SMOTE variants makes them a body + of literature on their own. Notably, the most widely cited variant of + SMOTE is BorderlineSMOTE + (Han + et al., 2005). Other well-established oversampling techniques + include RWO + (Zhang + & Li, 2014) and ROSE + (Menardi + & Torelli, 2012) which operate by estimating probability + densities and sampling from them to generate synthetic points. On the + other hand, the literature also encompasses many undersampling + techniques. Cluster undersampling + (Lin + et al., 2016) and condensed nearest neighbors + (Hart, + 1968) are two prominent examples that attempt to reduce the + number of points while preserving the structure or classification + boundary of the data. Furthermore, methods that combine oversampling + and undersampling such as SMOTETomek + (Zeng + et al., 2016) are also present. The motivation behind these + methods is that when undersampling is not random, it can filter out + noisy or irrelevant oversampled data. Lastly, resampling with ensemble + learning has also been presented in the literature with EasyEnsemble + being the most well-known approach of that type + (Liu + et al., 2009).

+

The existence of a toolbox with techniques that harness this wealth + of research is imperative to the development of novel approaches to + the class imbalance problem and for machine learning research broadly. + Aside from addressing class imbalance in a general machine learning + research setting, such a toolbox can help in class imbalance research + settings by making it possible to juxtapose different methods, compose + them together, or form variants of them without having to reimplement + them from scratch. In prevalent programming languages, such as Python, + a variety of such toolboxes already exist, such as imbalanced-learn + (Lemaître + et al., 2016) and SMOTE-variants + (Kovács, + 2019). Meanwhile, Julia + (Bezanson + et al., 2017), a well-known programming language with over 40M + downloads + (Tuychiev, + 2023), has been lacking a similar toolbox to address the class + imbalance issue in general multi-class and heterogeneous data + settings. This has served as the primary motivation for the creation + of the Imbalance.jl toolbox, which we introduce + in the subsequent section.

+
+ + Imbalance.jl +

In this work, we present, Imbalance.jl, a + software toolbox implemented in the Julia programming language that + offers over 10 well-established techniques that help address the class + imbalance issue. Additionally, we present a companion package, + MLJBalancing.jl, which: (i) facilitates the + inclusion of resampling methods in pipelines with classification + models via the BalancedModel construct; and + (ii) implements a general version of the EasyEnsemble algorithm + presented in + (Liu + et al., 2009).

+

The toolbox offers a pure functional interface for each method + implemented. For example, SMOTE can be used in + the following fashion:

+ Xover, yover = smote(X, y) +

Here Xover, yover are + X, y after oversampling.

+

A ratios hyperparameter or similar is always + present to control the degree of oversampling or undersampling to be + done for each class. All hyperparameters for a resampling method have + default values that can be overridden.

+

The set of resampling techniques implemented in either + Imbalance.jl or + MLJBalancing.jl are shown in the table below. + Note that although no combination resampling techniques are explicitly + presented, they are easy to form using the + BalancedModel wrapper found in + MLJBalancing.jl which can wrap an arbitrary + number of resamplers in sequence.

+ + +

Resampling techniques implemented in + Imbalance.jl and + MLJBalancing.jl.

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TechniqueTypeSupported Data Types
BalancedBaggingClassifierEnsembleContinuous and/or nominal
Borderline SMOTE1OversamplingContinuous
Cluster UndersamplerUndersamplingContinuous
Edited Nearest Neighbors UndersamplerUndersamplingContinuous
Random OversamplerOversamplingContinuous and/or nominal
Random UndersamplerUndersamplingContinuous and/or nominal
Random Walk OversamplerOversamplingContinuous and/or nominal
ROSEOversamplingContinuous
SMOTEOversamplingContinuous
SMOTE-NOversamplingNominal
SMOTE-NCOversamplingContinuous and nominal
Tomek Links UndersamplerUndersamplingContinuous
+
+ + Imbalance.jl Design Principles +

The toolbox implementation follows a specific set of design + principles in terms of the implemented techniques, interface + support, developer experience and testing, and user experience.

+ + Implemented Techniques + + +

Should support all four major types of resampling + approaches (oversampling, undersampling, combination, + ensemble)

+
+ +

Should be generally compatible with multi-class + settings

+
+ +

Should offer solutions to heterogeneous data settings + (continuous and nominal data)

+
+ +

When possible, preference should be given to techniques + that are more common in the literature or industry

+
+
+

Methods implemented in the Imbalance.jl + toolbox indeed meet all aforementioned design principles for the + implemented techniques. The one-vs-rest scheme as proposed in + (Fernández + et al., 2013) was used to generalize binary technique to + multi-class when needed.

+
+ + Interface Support + + +

Should support both matrix and table type inputs

+
+ +

Target variable may or may not be given as a separate + column

+
+ +

Should expose a pure functional implementation, but also + support popular Julia machine learning interfaces

+
+ +

Should be possible to wrap an arbitrary number of resampler + models with a classification model to behave as a unified + model

+
+
+

Methods implemented in the Imbalance.jl + toolbox meet all the interface design principles above. It + particularly implements the MLJ + (Blaom + et al., 2020) and TableTransforms + interface for each method. BalancedModel + from MLJBalancing.jl also allows fusing an + arbitrary number of resampling models and a classifier together to + behave as one unified model.

+
+ + Developer Experience and Testing + + +

There should exist a developer guide to encourage and guide + contribution

+
+ +

Functions should be implemented in smaller units to aid in + testing

+
+ +

Testing coverage should be maximized; even the most basic + functions should be tested

+
+ +

Features commonly used by multiple resampling techniques + should be implemented in a single function and reused

+
+ +

Should document all functions, including internal ones

+
+ +

Comments should be included to justify or simplify written + implementations when needed

+
+
+

This set of design principles is also satisfied by + Imbalance.jl. Implemented techniques are + tested by testing smaller units that form them. Aside from that, + end-to-end tests are performed for each technique by testing + properties and characteristics of the technique or by using the + imbalanced-learn toolbox + (Lemaître + et al., 2016) from Python and comparing outputs.

+
+ + User Experience + + +

Functional documentation should be comprehensive and + clear

+
+ +

Examples (with shown output) that work after copy-pasting + should accompany each method

+
+ +

An illustrative visual example that presents a plot or + animation should preferably accompany each method

+
+ +

A practical example that uses the method with real data + should preferably accompany each method

+
+ +

If an implemented method lacks an online explanation, an + article that explains the method after it is implemented + should be preferably written

+
+
+

The Imbalance.jl documentation indeed + satisfies this set of design principles. Methods are each + associated with an example that can be copy-pasted, a visual + example that demonstrates the operation of the technique, and + possibly, an example that utilizes it with a real-world dataset to + improve the performance of a classification model.

+
+
+ + Author Contributions +

Design: E. Wisam, A. Blaom. Implementation, tests and + documentation: E. Wisam. Code and documentation review: A. Blaom. + The authors would like to acknowledge the financial support provided + by the Google Summer of Code program, which made this project + possible.

+
+
+ + + + + + + BezansonJeff + EdelmanAlan + KarpinskiStefan + ShahViral B. + + Julia: A fresh approach to numerical computing + SIAM Review + Society for Industrial & Applied Mathematics (SIAM) + 201701 + 59 + 1 + https://doi.org/10.1137%2F141000671 + 10.1137/141000671 + 65 + 98 + + + + + + CunninghamPádraig + CordMatthieu + DelanySarah Jane + + Supervised learning + Machine learning techniques for multimedia: Case studies on organization and retrieval + + CordMatthieu + CunninghamPádraig + + Springer Berlin Heidelberg + Berlin, Heidelberg + 2008 + 978-3-540-75171-7 + https://doi.org/10.1007/978-3-540-75171-7_2 + 10.1007/978-3-540-75171-7_2 + 21 + 49 + + + + + + AliAida + ShamsuddinSiti Mariyam Hj. + RalescuAnca L. + + Classification with class imbalance problem: A review + Soft computing models in industrial and environmental applications + 2015 + https://api.semanticscholar.org/CorpusID:26644563 + + + + + + ZengMin + ZouBeiji + WeiFaran + LiuXiyao + WangLei + + Effective prediction of three common diseases by combining SMOTE with tomek links technique for imbalanced medical data + 2016 IEEE International Conference of Online Analysis and Computing Science (ICOACS) + 2016 + https://api.semanticscholar.org/CorpusID:25184489 + 10.1109/ICOACS.2016.7563084 + 225 + 228 + + + + + + LiuXu-Ying + WuJianxin + ZhouZhi-Hua + + Exploratory undersampling for class-imbalance learning + IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics) + 2009 + 39 + https://api.semanticscholar.org/CorpusID:62808464 + 10.1109/TSMCB.2008.2007853 + 539 + 550 + + + + + + PicekStjepan + HeuserAnnelie + JovićAlan + BhasinShivam + RegazzoniFrancesco + + The curse of class imbalance and conflicting metrics with machine learning for side-channel evaluations + IACR Trans. Cryptogr. Hardw. Embed. Syst. + 2018 + 2019 + https://api.semanticscholar.org/CorpusID:44136202 + 10.13154/tches.v2019.i1.209-237 + 209 + 237 + + + + + + KubátMiroslav + MatwinStan + + Addressing the curse of imbalanced training sets: One-sided selection + International conference on machine learning + 1997 + https://api.semanticscholar.org/CorpusID:18370956 + + + + + + ChawlaN. + BowyerK. + HallLawrence O. + KegelmeyerW. Philip + + SMOTE: Synthetic minority over-sampling technique + ArXiv + 2002 + abs/1106.1813 + https://api.semanticscholar.org/CorpusID:1554582 + 10.1613/jair.953 + + + + + + HanHui + WangWenyuan + MaoBinghuan + + Borderline-SMOTE: A new over-sampling method in imbalanced data sets learning + International conference on intelligent computing + 2005 + https://api.semanticscholar.org/CorpusID:12126950 + 10.1007/11538059_91 + + + + + + ZhangHuaxiang + LiMingfang + + RWO-sampling: A random walk over-sampling approach to imbalanced data classification + Inf. Fusion + 2014 + 20 + https://api.semanticscholar.org/CorpusID:205432428 + 10.1016/j.inffus.2013.12.003 + 99 + 116 + + + + + + MenardiGiovanna + TorelliNicola + + Training and assessing classification rules with imbalanced data + Data Mining and Knowledge Discovery + 2012 + 28 + https://api.semanticscholar.org/CorpusID:18164904 + 10.1007/s10618-012-0295-5 + 92 + 122 + + + + + + LinWei-Chao + TsaiChih-Fong + HuYa-Han + JhangJing-Shang + + Clustering-based undersampling in class-imbalanced data + Inf. Sci. + 2016 + 409 + https://api.semanticscholar.org/CorpusID:424467 + 10.1016/j.ins.2017.05.008 + 17 + 26 + + + + + + HartPeter E. + + The condensed nearest neighbor rule (corresp.) + IEEE Trans. Inf. Theory + 1968 + 14 + https://api.semanticscholar.org/CorpusID:206729609 + 10.1109/TIT.1968.1054155 + 515 + 516 + + + + + + LemaîtreGuillaume + NogueiraFernando + AridasChristos K. + + Imbalanced-learn: A Python toolbox to tackle the curse of imbalanced datasets in machine learning + ArXiv + 2016 + abs/1609.06570 + https://api.semanticscholar.org/CorpusID:1426815 + + + + + + KovácsGyörgy + + Smote-variants: A Python implementation of 85 minority oversampling techniques + Neurocomputing + 2019 + 366 + 0925-2312 + https://www.sciencedirect.com/science/article/pii/S0925231219311622 + 10.1016/j.neucom.2019.06.100 + 352 + 354 + + + + + + TuychievBekhruz + + The rise of Julia + 2023 + https://www.datacamp.com/blog/the-rise-of-julia-is-it-worth-learning-in-2022 + + + + + + FernándezAlberto + LópezVictoria + GalarMikel + JesúsMaría José del + HerreraFrancisco + + Analysing the classification of imbalanced data-sets with multiple classes: Binarization techniques and ad-hoc approaches + Knowl. Based Syst. + 2013 + 42 + https://api.semanticscholar.org/CorpusID:131286 + 10.1016/J.KNOSYS.2013.01.018 + 97 + 110 + + + + + + BlaomAnthony D. + KirályFranz J. + LienartThibaut + SimillidesYiannis + ArenasDiego + VollmerSebastian J. + + MLJ: A julia package for composable machine learning + J. Open Source Softw. + 2020 + 5 + https://api.semanticscholar.org/CorpusID:220768685 + 10.21105/joss.02704 + 2704 + + + + + +