From afd6bdf7916bb8a982e0ae8059bbd5830a8f74d9 Mon Sep 17 00:00:00 2001 From: Jan Grewe Date: Mon, 9 Nov 2015 10:47:07 +0100 Subject: [PATCH] add gradient descent fig --- .../lecture/figures/gradient_descent.pdf | Bin 0 -> 196389 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 regression/lecture/figures/gradient_descent.pdf diff --git a/regression/lecture/figures/gradient_descent.pdf b/regression/lecture/figures/gradient_descent.pdf new file mode 100644 index 0000000000000000000000000000000000000000..21daad8b6f82f6c4c9a120819bf03f2a6bec6ea1 GIT binary patch literal 196389 zcmc$n2Urxz_V#-i1q2kcm=IlaWb%xQf{Iy8h&h6o1+y5CU>0*&vtZ6^&H>E2hBaZ_ zT`{j9iU9)(e%)QuVTP*mR(JpR<9Y5~aCPld^Y*Dzr|MU4rMCV}YH4cgT`FzczGJ70 z-pku7Ja~|ckB>{8wj;v(jt&VO;Z?Q4us$IJLcN-_Y3tQ7bi~Mk;bC5y+M2pv^q=() z4;ei)G;CDU5q*XY7#K2A>tD^KPNNZ_eMZs0%fHX4P_L@~b+z6agGS?R(Rk~1dVLLV zO%-qND%D)-*LMjG>&yIgM$uo}Vcf7#uR4t*Ml}r_MgMvFzt+IZyS7Ge@zz+38qpsz zN%=!&DSyZ!BXlY5YUS3=9dS%Ykvs zR6TMOT?!0!iCC3>N~5AE>U2VCT$qb*0{yM^>##?^waGh~LcscattA2b*i3Dp({WXT zUZhs~Z{?!bGLL|ap3&-m9ew+z4Vh;O=reM#S2wM};05_#59W6SvcHA>RNLDQ*J)LL zigI&E7_w=9+$+y#-g}z_VZS1OP&^L&-p_Fkndo%x8 zPDOeX^OGVf%I}`QX^8%3gg*Js*Orj*x%{Ei^Wlq}Xz4?(8r9RO}vY7(;LNbX@%1GL! zBUV;2gv7jGOgfqu=I&IK7g9#(#37<>GLN+qMlQBE5BEy%OjBVc`vhWFI#D1*yGHOsrnAGkB z*D?QWRtpM>DtGwVkyIwHYuUL|MmCCJ#B;_gb8WfD4na(z z#C|22wrsR`LW1W~u_znCQ?Z846v*hM=3?7Poh*7%9WkG(y^gHu=$Fi>Pg_nOxtF*6 z;0~DTC^JnpYC@r9ka6U)y1~T!OC~QF;aOdSEwPQtq;(DZ(kreaAN9r`M)%y&vro-d z*!-Mkgy&)nnhtqXW*>$4+WlKd7!(qV7V5k;~}@ zBQGL&PS;>7Y@^hqZuc_EU8f0!Q2|qeH4#x%$|Gvpmzj`U#6C8wB7U7_gePJRw!$_l zl!=MLCsh%w!UnmBR#D>)0X?psZH-mYwryGOD5vr5x-ZW>FjGG=Z%6*&zUP8JCbuh`f$1vP}x*b>)ied~NuIl+u6t-sV(p9kCD1 zrXvj>JR%!oOKg+WY;5}$ftmAvoze+)#D1#wlbW?}RPs~SDo zlL8q-uC_MtDcyuf>Dc1hBsHbmj-igNz5drRgmfPH;`&ia9-+9V%BZimGC?|z>|@)` zXeM|f)?%w`lR}A@D11^0p{wivu`Z(Jm6btN{?u#=L`YmxH(0or(F{-OT5Nr7Rwk)y zShdO!lF-6-t;1&`>Y8KB*BxH+A5sOuYHO>4oIllh{4l~*i&0SWQg`#}v?Y)+ z+E7}4|&wzl<))+IhT61{AP~@ zo_gu|jov>*P2Co$saHVl{?B@pG$F?Gh1-Nhi|$7OFl zUp{NR;prQ!kx&Du@s^suZAVb6*yQyl+)*f?qfLiQdmybv@YuE$w8k5rd+D|jMnM{H zsmWK)01!$De75!p$l6}qm6P{&V6A{NlYY`(O#Pu+8gq7QZZUx&VCOOZZKTiR(wi&H zuhHjyMH~3^ksIt_DwE7XKUhX71S_SJ;#3t{ErT?MG~Qeu7N#(K1!aGw%9NZiA0{L&tsD3wH5zY3UdNWy z^oekGZ;u{p!lP-nZ>6`~HJMOT3mwMjL#n^#UWCkQ;HlZH#23}{;dc0ogsrMI8fDTl zS^UI8g4NYrm+`#e_dfLLG}OvIIm-Q)Q>pCcs_kJS5IUQU_@%8zgGlYzvRb2&n%ZsN zMhnrt5u_~Qn~c3uoVh0Bu>9{HZw-XJLhLiM5)ws^$i>*YTEm{JZ_lJF!dFN}^rQ-6 zKUe#C&APOAId9lLuy}AU)Y3lE_e#^*-C#q=rE^hnq(P)}Y+bEkaRDhqXp@C3MC~<* zfMENsDSuMsM?}Dq5YIS>W-~FtKnsF9AFIa}*BX{!_>aRURuHVZwkqgQcF3|*VKsI; z58Dt2-|I;IOy&EqVk%5TT!k&H%`{>*Lp+Mu4z-45Go*~7?RzNq9FZ`S3EiPE$BkpV z!m<$0lL+lajhGe@N3X?JL@X`xA4gBBA@*~%&q6lU^;P7##?+_k5s!KghA4>VWDG(k z7gI3eF~nEZECnNb4CzXY`J`l2)x3nnYqSXU+S1z~4Mq*m?uhb`n9LE!kFTm(GUvaJ zpIAh&s@j@}9GGJ0w?0v*sf;eQvwg=NX?q(cBfh5Qn?xEhbR-@|d`-`UU$YExckgfU>5YKe(DFO{XGVb zf(;;FSo4QsHDaDlJb?JZn&s)_51?`z9{hpElq9N0&`_v+xI`?fiNu7TD0+Ivr+-5B zTv@{JKaQSQKCrsly0$Oef1wy-o2!MJ$*jn z09w3Lv60#dup#6UxM*RohxbP49a-!UD$=Jmv!9cUf|~CP#iux0J3|@y6H_-IfCbMb zU#+m^qlb4j=}|UW^OoBWf^Ct7JFeL50b9$nRHa>4 z8i6O$i~=@%shL+!_@n}Y5{lN@Yx9U2N87&$i9yX?+fsKqdHmgAEKEdP3a85(t^h)y ziS)5p>?kUd!s#sn=5LXagM{^$Q#ikCAAOm!^iPBwTGSZ094uPO8{j#ZhBvVTphylT z8~|b&!D?vhQXU)|!Y}2MKfAy0nYsn0BrczeHd+yUB7HFyZXhKCiZ<_~Nx796$J}Rx z-K*dXo6C4OQ8+uKLC}dtd?76vPm~cmsfOTqBD-1dz2$cGU5oGETQDE8Ss&$_`DBb5 zA{{npCY9?Ad=fIki)bUhh?a~c+SEZ7x$Q)u4&tOk4I5hawJU62gGUlYbr6C{G~$bB z$xxz<;EA<^DWcgr2;EAI{7R*-n7t0BA1;TB7GVe)(TK03mBA6sMC(|{?y4|{@wX49 z^x0x)d=?fwmv=?_LBNPcd>yR}jYt+ev3_86w9Vcs>fn8pZ?)t`l^_Gi6NsWZ8i61h z@pZH^3?j(nic~=Sw(3d8kwrSgW-gvU6srf3dhu1XG7KVF@TBU2GKe<2ssZOcVP_Uo zAE{mbUV0Ly90yhL7DstmO8QzdAc2ea)c|(wPyn?c;AF0qk#A%9s z!JK(jU1($853s@Gd(JxM-!g@>#thHdCVaUp88ft5ZGhgc4B-gnvUShvWd6~nVdG$- zbJS(BOEqzT&|`M*zux)_c=`X z8d({(5OkAdh(?&FtaL_-o27ecXISW5q7{h-0T!C@6|yp9AzA3eqQO+i>5--683$^eC6`6fd(xmwIs91WA4VN(?Qz)Wrxs|Jx}@s+VM zI3Zc+q^g19gg-f&QGcTQ?Y|%ls)h}i?dOP81Fwle>jAAACTq24x`lEMjDzA+hHCg+ z!|$qpDK%l!)upgEhRd^}$_Bv^f|&#zJCnBl1dS!2+4vcln(e<;fKKz3dbFvR^uZS`AQCVKe1~UTf^8wIv{8^>+oGOOQzRF7abWZ4PhDMM0Jwh+t?L z;E|c&h201(f)li08_HVAoS=;0i3J2Jo^2Y+2v#}D_tw;{yCAa|@9!j<#Snxb*yBcK zamj?B%?k*6a5BmlnYXTG%}jbnJ>8ha-!fR69^Ukk!r^ zuTBRhZ2!E+Z%a%2>k>x4Q^)QqcL^dK9t_m;EoChN47A{DXUSmT|3BgIJ!Sr?5iJ4= zv|xM6TFFqLjM#~V11p`aJ!Pw52J|{#-}>b}3zmaPhp(K4WfuYl1lJaz-#bMb9!9w( zk5D*U5AV=9=W^O4NV7-FbAY0pgWv!G*@28*G6!fgUy;R5EFD;x8K@E>q z4wJs5G%IYC^M85zT?+^QfM=Ks1CT=Qe$INX^4l4@5jJ*Q!lo@@tXo-H1oH>(xj>Jd z)Lw_p*nx6FhHiM~rq^SNyN%_$kERM%9J4h0Vt-Ve9RtagD!uC z#m?nmVSinV;Q#2G53%A=1^^_Bomf1u;@O&k*pBmW!M=7GC^KD^xo*aH$k++!pOC&0 z=${7MLX6anGUkMU=#iltVbNth0+#XzHBvVSa-2uYgMXsZ83F!T?-xP`uSm`%3!YRs zaPSY%HZ3P?8#T=}dBOa@n%eYwM!Pl`Qg19wI9$dS&huyyxF3CUB>tsSBx94USRw6Y zK{!8Mt@Eg#SUAjU$#k4;@07J}zoCWm|DjbuEF4&S+1lx0g;Qg_`xHCj1O=6Ft*H+R zfJukT*P<37g72g6%fw1Y8Nd(RrywKe2&Inou8fn8$a`%KKgWp^kLd>?%; zC_Z+n<+4qWkSumm<-h?y)>JovWsUmogKXi&@ zYq0MsLpDOj`S}e!TAuC`t=18Ap9XI^s8t5O5I?O6-fGqWTU%t=Bbo7&5k0Ab;EW%rm)TYN=8*XiIz97;`osK^Y>Kfv zSI7pE_(q0-|-Gc!9=$nY~ zFODJ=Gg;`w(t%aX;@QjolAf$di{q!?fejp2EbD}{jbQt%mzN?nqYT^!?vIj@afGS| zth17~s*3tdgf(^qwojO_5o{lQfiqS#%D{bOv6G4h2lx4Y8$A5z;Pp;+%Pgnj6L!^! zhscJFmrXT7v5X-5Gi^5H0~&SAMkJNY0mKMnAPLgrj$I6t!JiRA;Ul&z;Rj^%`QXmsK# z^dL`mCN;am^@G*MzS{vJ}E$AD7l#+~N6m$Iry{=mLZOb57>|C}LZD1itKl*ZbeC$%Qt&G@-H3KV- zHHGNbj=FrO@IxI3|DrB4daK}Ra`dz6_o%P!VFQ=DIMyK`KMjqeU|u$zLX;m{g~}+7 zb5Bz#;pO-FL1roN#B8SFR|Yx+7*Hpf^0TQC!G&~6YA1T7YWS-okeyHP#P-@@UQ6cJ z>^89Qu7En0cWckcOAc5~7Cd3b0iUbAcElT4Y3pO=f7>FY9QwPuC!RaqnGO>Um#u}J zPaOjA)9A3Zu}&Gn4_wBkh;X=zPCeC+-Rmrc1h#2Ja&ao>(}r z(%8DPD!A$38mM1M=4Z9GftLql^mwRG*!k2Upgs*<2jS)`$yA?B&Y{n}$}4j0nmI}P zRQLBzfYil0-uh2y0O}A#pN4LAVMAA@E+z_{R5(zi&ng`DiZ8p{DSyz`7S09g5FDR|p3iWvon(;DW&i>BBxAC&%Q*DHilWVr z_Z5zT9C6q2D4(!tu0x=F8juT7ogAG)UVlW52vYq(Sw5?NfK6Mjqk()=Fv@eKZny(P zLITkzyn_g$PeadZSP3bTxyeq+K{Ajap`RTQ)bT!lqIw5`^l3n+1uY<{Z3&zAhb(wv z0l_-SR`+a|xMMq7j*KW^Poif#eVCsQa?VS~LX7MRi$7bcL-2eWdPfv197U4%e|US7 z4g&P)5I~=X&ds>sl_C1bf+rRZtWdVDu)xKX_6NO~#FIUt+T#2VAvs3?`gn?1hXDFC zU?&&(+DRt*Y&v4V^i0OIB{X(G1DW<&kDGrT(hbzH56sp)d?!?gaPp%)e(=hXnr~&q zPO2Oz(I@U8=Q><^*Y#LX)-#xD_*z+*sSr4y2DEq4s!=3agEgEYs$nlpiJq*AoOj>~ zEOf3ZAzEIcSU$XgpH3N;k1TXz(O?SY4mq=jT+Cat4DbJ#`qarY;~>O-7KF;YYIL8* zy6K=p(R+B;KAkf39`F~EA(&jH%@@-P(}!^o#qi*su<4*ffqQt*KAke2ePpqdDhA5! ziCch!*Hsa3RME3j@;Qfq&`#H3W5>aIq81h;n@W6J{ z6AIPCd-dt`iX>UG*ok!mtB8SatS8t*>~7pnc5=VErdes2Y`7#X+?=dKL3$u6q<5Jode~2V0D@&&+09{!Ee%#p&UV`gD>xJsIH>D+g8*TNmSd zJMQ`IKEvt3PUX<4C-Z}(d#e7RNU0akB79HH1U<48HQg&aNU)5*74ThX31#vS&NG~3E1tIqS z@J@X?mV=W$d4aXRj4UJ+Jz(;x;#jl)JJ_;P;P&{#IXZ+zp9b&Ir!y$hksu45SUs>R zS-iB`zOJ0O=1D%~ppG8`v4#TCvag+>85FVyI#kG+OER)&^V)$Oc^R6q+l5FnG-_P} zwy+X_Jz>@l?(>h^8#m(#bxql*Ku)W7C~kyp4AgAtWc~T-iS}9 zj1eE$8k36F3r$Ra1!3%Wc8da*rOG19fW z>MZ2eWDqNxV1&$!Fy7PPo%eK-**u%q3|#CjLoh;VY-NHe>Tt>3HU4B}VG9OzWE2I1V`56K0;aEi1w^ARX2;6~H{9X^H~#@ZNhm zg}^+yXqA0YLs2NxSn$NGe1zE<#pQu(5|FdALR=nE@TBsAa(Onp}=|Ai<9hz zg5CQkfO$gpL4kRA?>(I|-g{)L3P?Xk$UYp_Nk!kHx@nI4LuP9p&J*pDqu@Ne{hm%4 z`#rMoiS+|3i^ZFqAE15_^a6`sRH@p1KMET{{+xyI3ZgJQya%67GNxzK+xQPRtRR@4 z4u$FAJ@|BzF+CZvlgbB<>4{9MFWp;Yg9RtQb#ijMum++Up3G_F`gQF?d-KAkd@ z9ylbgNY%q`a~>{rb?C(tu*kWsI#HR7BJ}Y7dpczZJ+jD&H3Kb^1>~W|FRncDFt`4N zB3Wl(W5%_Q>BTRv7N(S9rhdCa+j!?aoifgQ|KT;a;EC;O92AoWa5-d+qYRTr7Cf3!-HVo(ruUMOwyW!ILTnPUNxE)9zh4d2a{S3b^1^p5Gi7n1@Lb@3Qy3gAE{; zt3_u>QD`1mMWP2#>W-i7{I1v$5JiG&+ULiJ*J)5dXZNoY6r97gx zmmC0r^S~q9c69V8I1g{Zr&q{=k0^RV-GC3)96!+AEZ9oa?=WI=A%Kh79%D9ahr$O4bc3Wx6>>%9@Xb9nzfy<{>^ zM&!i8ffdG9;jkXVc6ClpJF?(OH3P-(toxd`hYr1a$>;U7 z`L%@=H~8+P=e1vbA+A;+WJWpyEv`p_cX%&7y<{&vn@kPrO+}?cMHp@*e1f!Xz$3Hy zhVPB*QRE%oO;0b`O;1Mj#M;3W!mO)<{f&{lj1rwz)~w2ok?pP~2%FUpzbCFo@ppJb zJv~da$v)@@P7}(|55KGVCfqTBIcuEaX6arUa={6BU{*as>?r&WZ>XnN2EQYVomf4v zs@S?E&R#e0Tc0R9PmrK^_fiuF#6q&R0N?T4rXB^~;qCPFlHog>HxH2gO6VpG?1tA@ zr+=^64Hi1zD;8#J6nlqv)6?q|=@pZOPAVHHduQDV_Zz%7<#MLYPI&frYJXQvb=bIZ zWwB`WjUw;xPI`Ks)E2RgWUNL%ifD$nuc9bV#~{yckRCaBY9`+ZuJ?Kbf2YNJ>FJf> z?+6EgSUIrr*qU%oriIQ4)lKy^zb|2TD4qXtsq6IL(<;G)#C0&%<6`ttJK8 z=LOHqRz5tCs7ILSX}z)6Rp=!Xc{0K$)eV%$vlc#`HyxP%4t3W$UHc>_I_0Pb?SpBE ztDi-A2jQlt#k=Y0B{O+8gGe{*=qqU?YshZ*%A+eqbyZtRhf& zq7j3ieAD6`^YqG4cwmD=vQET%5B$tDY-rinu7R-VxtuCMReA)8r^OrQ>6Ibz$f76K z3#=fvW|n-J;p@gezk0p^6sn?ERTJxmzJ3oIL#`gCuS?=~uMk+CR)f95O|J}=M`o>z zt%t2`9h9v!cwjc)2rXm;l&8fT=INDz^2lN*)(@;8wr*Y>8nOLw*G<9YY^^$jA}5sF z5ChvK7ic`8CPdJ9TD(o3UNVhmvz7pNn9E2!LKlZ!Mx}&a%%PYA6E9+{n&ggF_3+iCHxczVgW zos8&7H3P-%teRPx-Ob}%ch}u6!#2d(cKFzzPCE5!a)X_`?RLg_?oPM@M~~p{w0L(s zy=3mrX3$Vd}xqg){Igw_p$ z#M9!P@$`~OJezk9T+t{)I{efXW<3sgGXH4PFj(7)ePC8O!h#9`;%Pzu5v?4iVw7?o zNk;6X%7KD-*1W@-IoK3CY}QG1f7NkbcSy#ua22v}bEF=D;A!#hczTv-lQMKRb3XV% zhHQk4!%tYP)x{&}CIYK8n)?M!7rKzLfPVn)qW24x^Tve=0=1FMj&31{<& z8b{mbYW-zTeAq9@CwHO&;j*gXQ?&ts;c4;acm~NBp3U0^IG5q@!^*25 z65;7PVPD38Fu~IT7XjqUr3`%sR`~KI!jPJ(G8DBbe)jLMxcRfieCcmMfOlHF1D-({ z@Qy5QQk_7-JN9(n8Lv(UCTt(;ows0Wd#3CiJ*ns2{*kZ|wj)yoht?nJ?7= z`PPNNtY?QE4w{zFft($td&1?)wfgLv0nv_N za>s8$84#?U7H@KAkj&cI3?Epkr1f0$UfT|40-HUk2z(}Igbkl9%>SZ6b48n7#>m|B=rLw`;5_;_i# zJ8S^>Ov@iEG9c(WE#BPDAepX{GXTV@LDszLgt>!{nFqh87uAM9wucA(zvOWDRtqOW z?t208GkKdfeBo9P2-r@Gce*nu1KVl9NiZ2&5?XuQJxR2dQtnVbp~IpfV&eVogxfd_ z2jlKP6uc*g$gSGHp4< zO9_?Au~yLrr64?cr-;)}@lxV|UnVU@sMnU>_6{}xd|no%CFa#--Y>h2O>jRhGA}Cy z;Smi0v65hAvvo4Nv%U9@Al>9B41_nj*ZQS5An>$-4W7+O{QWov6oiMj#WP5T@NCjM z_(4WW5;m#0bE8R1RWWO$A=~5Nk=aUGXkno!JiIZUK{ACWBYIL1K`A_|h}f&!?gZBn z&g6(@w?xlYgWeZ_yoPMl%m518;|3Iphj+&_D1+jW-7o|>U6D&Z^g8Tv+N7nh;JGAB zub8^U>v2xHgwbz|72kt(z6qqHxr8Z~c z`^dL%A(|2RJJGnoZ*$Y)9q|m3`8%8bJNR&9%vStHRj$k{*1Z- zh1}t7@C=fXJDZ`?04!aGZun|BOjvkDmsa2QehwkV!BaB>AnLB8$UD3lofaG4m9Z#rsP)r`)9nYW)lSdXjsf3_Rp0!pkxar`UnT)0D&Bmf4 znfW$y(x>nd*|5>$b_7M$4#Fi*i+9O0D8uIgz*e$!tefQt4peA|xPq{Nx#F1KmFM3T zM27-zj%QE?$s-GxST4DXW8J8K2AXFzxly%L+fyi8UVZlf@u;5)n{oqBr+?`b~?6v94Efm&?D6w3-wUcH*(hKi; zC)&nBVRv}fJA-8G&SuQOje3%`B5D_hx%eh9tz!BsC49>JwvdZUz%#S2im(7cv3Gda zJA-8QPDc2|l7W@K)*W;IO~xsi%mt%;=ZJS2gzvK^3@Ui32uwrVPM~mci2;S;;eGE6 z%Aj}vCzh-sA>a5pQdF7Q@$rzL1;aZ*IVb`TZ+K@=hQK2Wnp8PB0+02g;sL72?^Ly7 zHNs#+#+ACFO+FNHhj+R&NG9%V7Mo=DU67t|uElnAC-t$yDX>H<0C&PF31N1p#hcw3 zBm;Lcf+yBX?y@)iv^CSPz#ZglPS$f(mC_E+Vanl(VEWV&w`M@Wc6ir2gEFukxTsum zhRIz7Gqcop$4dpZw_xFO30An*&w#@1@V<8jWpF#P@QJkpD}=3^?))#a{9Y%TXv;ni=2U2+2T+%Y=}+;_+*jm31xsgKxN6uI>LN~b!IgP zu$^!q2?g7M@)aF9le=UKhAeVo!NAI5@k&a(^3Hsv8hxq^dn~|SFMOKjN6m-=?C@@P zMr8myVD+SkUih_CN}nx;#%FWqSMbPew}wA5VMH-@c(*&FGK?Kr^n{uLAFMrNXVpx6 zw))hnI710m38HIF91dnX5 zA4Imro8B3f;qAzxC)Ur;3S^X9VtnJSH(;+HUn28oxQ!_24)1+uR0g^OrfD+7BOJKl zJcg*0B&tWyP{@Ti;F;OEnqQ6^Q2-v^0nexmfJYWSv3g)7vNii0$_`m}Dh!oiH)ejuZ1BAFk+_A&1BO?l&8`aKc;>vdF=duiP-yH~;owxYiZzBrP!~5YGCHvvo zG*R`k?=4F$87w z-ssLKnZA<|G^sS8^qqAI0$1B`XNHqMJB99#gdDR5aWX?DbcBs4;tua_XOv9b*$f$( zLl>?i%)tsMcQWw6tX%kAS|h^SPK)=pGfIZ;WW-J^7g)V(l?&^^3Uw!Q&cBL+lqzh% z%-GS5BrXY~;5)plol!D;XES#HNq*tl3-l$RT+k@s4sT~?lnmU-2%1 zsl(gY86_iiGGZr{3x=pmVDGQ7zoRenk-AgYQng^J;ZCU0_et)9LVzc1FoCoo(s{w{j|y zh`81sBdC-c)XQTdV5yjWZno4D)=dbaPKWokGfF1v_)EbHZOQ&MoGfmbw-5QoepnyXH3XzPWI*dLh7-u#Cp0-{S-6~7CT=&3oU1a z8=emDhG$d;y(5dASTUI5nQb}qXV$sGCwZ6qiIicmZWuLsYPR zQ69^q!{H-FWnAq26h_Hdo{We|g#*R%n0L+1A>sa=2gY&p&onC$6qI>iJ$Qc2>M(`y zSz2foB9J^C-U-jB43YB3m(~Sb%h}Eba*#BqcTJuS@gte zffdG}O}Kk|PU8*%JpwLxl^5TEV{JS?@@#sf9;`XYM$OJtLaPTsy@oslU$?ToYZXn3WiX;`Qi7!Q+bR1cvGwhs+0N)8I6#?Jr z@NRcT$?%r9(Np9&B5G>7KfLj}Bbf%l|Wbg3I4aPr~HG^^b+?{EP?y zPltEAGb#k&v6h}Pxrl>Dwwsd>{GASOcV|?HzaxsCSU#}Q*D9Y~IYT=% zS&i_XqNk>l6U*i6JrklJ9={V@#El62PKP(WGb)4Mfg3|)C`hPkxD5zT^<(!sOJTut z43`uvfZZ)fJYWQseqsWp0(SDblc4QtbYII3FLA=qhNd|Y#k$v?{s+M zJEKAzp0}(ellYDb_7u+-x4+u2go%n4W7x~acPjXj(1gJ7bl_A8>SZ%2gW+ks*&WsYb<}c|z;Ife z>hAdEg?@PM0RT_Us77ejm=GkMjy@QNv8FXCL*fw*0HJKahl@b*{%GR8{62G15P7Lz zX140=wPBERU?6yA9EDbm3Blv(@a}geWq3SLSxMHB=oGt4lT&S-D6fbALhexl56fm9 zKHr)U&UZSz^PNc<5|1oyV)nAHp4;4>lEJ00Hq&Lo+=lMy?yUSQ?1wYn+r;=tz7 zFi+pdBWE6k$VOo9_-zFfg1OV-eeg_@nLC@I1Ls*Krx@Cc_w9mJhI@4B?POH zt=T6&`xlRkZCmbk9JV3O{(SNeb=kk-7s65yS1!{oRo2d+3Bl^=@Q!&V$*i8uD+v63 z6cG<-?R+m?x>_`3Qx`lhD;>U7ZbA@yI=o+=Niwk~BXm;fK#4u8!(!pM)|X?Ni;~JE0roeG$y^M519{ zN@h6h4qxNV@=VHbdt{*#iw0I5Tk{QT?qPR`;zzw3ndvoQV>@h;C1g!AZj~tNV&w+~VXEO0t8l)?gktsZj&~-7SUsYMiB$tDfSD{qIV9XY zT-g}cxHnV%J}CRo#`loDU=SlC5MeLIgktgV#&#yjES^o#N7miS)v4jLFb0 zba)p#lQN(kxcE$RGJ&>dA`CYYKEd7;_L12)MJV!7tQ}}KB8z-wSUa-li4}vXbeCp# z^ElUi`)&%dvZhzsiB7$S_v#GE&1~H4Y$P-%5MFjVyqBFxGIwV?qZ6G^%9U)yTbHhN z66mDMd_{Ql`EdOfEPSrFAY5E*LP2+UJ3EtP=uSrX#0o+ez+S&(Mt$0Hdf+|x@`H1q zyI~IC__~*~e0PKlqCndTRUwMD!+YDAl%eg&4i8{8^s|!_;EC;KYZPo}z#bkpDFfS) z1y8CVJZ#4t2ZbHI$@->p-PMCV*k?C^u`#pxN7xHTk#=~4JCib`9k4=>F@f<5sy74k zC9v5i#W6!u26B`bJh8oYm{*kfHM>p?-rUZl3}i?gl(As~n*xjza73 zmUbq|Xq}A6NtFXd>#WEE+v5}6MVtMOx^n;XXoy?{vQEe~2q!xo-pS6S3|U8J*9DOa ze{0T9oXWuSvU(AE!YHr~?`daJ2CO3somelJN}07l6yKLlmo|}+uG+7#6$Ve$(R+;LJIBr# zyBj3I1G8C2czY0jcRIY^okjsI(kyn?CQ;6NBh`kWhKL7KqeGjhxfZPDMQzhg-t9OSV?S^ z40}{d*u13cns=?Mz~G`rEV^Bo}v zva)hQL9CS|BPvgk<_gQMzL^Im306Nb6a*Fx_9 zy?imqJ13BJ!U_UK)`66YT!1P=*3k#0XdFqheniI;?rhTO6So|mm=_|~2o1=Hbe?aa!+bY!6uss((i_AH&X73^@(w0w@J6&w^4 z<+J9D(((PP!$EEy0s3OqF{BA)6oqp&)>rJY$Btd4L1h*gBCh^I{3H}5fH8E&xW zTC6{3Wve`DyF;!n0kJc~NFV02t}Dza#13z3XI2KW1BJK@83~9TcXdfd*u4tQ2OuvI z`@~G}!eK`&Sv9l@OG#`(JJ@$(a;5blDHs0P=leVfsg*b$D+(vt+c+ zCXB=@Vu;cM4=;&PvD*I%#y)68KDzv2UaIrE1%rWztpFyB7KH` zfhmTsm4#tL@pO3aJF{e-&Su!axk3f=P106XQJ;xlA+fU$%u0q|PnuCc9o_=ZEE%Yi z5j&}5pg`SE(v7?4+Wh^yz{ZZdBS_ehGNX_>yceEX8Ke$uxXaOvimq^C6Vh6TH}hk@ zrK&g@COMaY#m;3}y648t(FiX*9o`GitPE2}7CW(S(DgFr(#QG}C+tjv93ucBGjAPz z>VqFWRHDY3dzh6W>p-(jj&k@*1o#RkJk2d1tioZR*sj7sF?M)YJhL*49a-?i(t#Gq zz_{1H<%xpZ5oaiTefAAI2id6tL9^l!R_Z9^4sVfXRtC8PHxel)o;Hqek7qy*`GLn} zl_QFrc{7<`vpXJ&H^?(9L)(!>PO2OnZO3+Yehc>HfS91l1)*}``VsU6p?u)*EUU*`;+Z95b}|Ad zmJ6&LMx3_E{6L*d`WVs2e7e& z6vGJcPLFrEGb;n$ftzDw=*GT(Twk63y(Z*-3GlqEY=reAg1Xb=9q!D^Pk4q|c0C?DTkJJF_y39a-4KdVv+d)_Dn(F@2(}WlZJ|D(Bp3hzSP> zl%1A@6%zuf)8h^7%#x8ho4K5f41#p^g!ICaE%ahLCA|DTKiHhiJ~1m8;XOehb$Yyi zomnzcCnI=L!9bBZYhSPPrUTR8(L0*CPfaA&cTN2h)({qmI+1jkT8SA^+f{=e?_Fn> zOw`$o9=Os$a+VQqg@Y?fq7SL!=3j^0mjxb}RgO^67!V~e-nGsw8K{#HJF#+LC9t)k zIhGUJq0xze^PaX9%_H}^&!<6b$3VQy(9yFgH#s3#Iz8T|&McXwv+0a#Kwguf8(|}X zYtm3uQjF@!gvpSreZW&Q10Y;VY(^k;dc0emSu#>5X8=gW17+&0^AzhJwQourjDJ+w zTK$TomxWZuJY^?bN^C|@c6z*jomm;m4)kM{)lpKMYG2_PSo?u}W>!X`_Xv@G@fLPw zWk@@+@QGCftB$QIVlND3nl`y-FP55$^7J}Z*#RaYu22@8tUyqAdc2pNSsCgMTq`L< zLPGTeED(QpyIe2uAuM!mb4~yn%n0I6k9V;%D?{9og-$FVSg~w%mx3*>QWrVZf7W6s zWZ-ztPPDi}aCUmUZJk*e&JLWllc5>DkrSWd7{qQ*Q5pFYQ#Zpl8F&jj!SdORAno+v zG$(RtsSIgH7CotKaHJi3(zs)A8)(+ao^&tImL4$qa2tGre~=l0+v)M1c4o=Aoz3h| zc1bUG!NuK!^QF{;O;?w~g6HzB=nxJ9y3^w=?aY#)I~l~l z%Vy>fSJr1rwdTeu*!XctTeye9i~#WTct<<4G5{X9iCsqS5#}ovriz}dikx@g3M6z0 zfM-SkczV3Oomm+Gk1TXj=|BNIYqecu zce^tygWoB5a|zZl2s|#kL>IQ_5b&KI?{sHY2EHSUoLDfh`q*aEL404*r178r46X`$ z&A1FL+SEi)cY1JLBXWM1Ox@WuHoyhQGBS*csc3|=HyHyCWjVuII_%@x=>G9Tf zX35l@jL3=g0xgIc>Q0?twYIz9Aa+K~{zg@rXNItMAY67O%F}0N1be5)8`_zbVei28 z7BVy=%t}@xd8&ZhiKm@PKwcODy%T!K2=q>mH?%V=gWiz^PbwQ6ddJ>W%-kbjzYI?{ zxu2ao4svM;2$_+N=)e{NyVK(h?aazxci`GUMWkcB=GyFWHs~_!h$#EOY{C(G$O!sQ z59SVJs#V6)jx2U!+q!_(uf?JSZx zJezC{-fhXk5pQwQhi^Q(QdH-By&

z~kD^Qx*hji|$&QW|dXhC3jdKw|eI00Ie!SKkApg@-0c6ANa z#xc8?BjofAcwSa8{1U)|K=AZ<6FZAC2p(DJ#Dakq!tA+FZ#aUN{KNgK$F1rx)o|6Y zuvcY4kav2#mz_m2d1uqF0Nxmqvy9k3GsT(d^(E?jE-hr#pOsRqH^>G4)}7Rk(= zjL?ZygD!`yt(w+nd-7?9>Cz-Rxdi_ECqy*7lO1g^W?gby5SX1F?__6@jM>?Y9JrTL zhG^_l4Q&b3<>La#jW^(dS=I10jRis3=>fits%b2eDLWalld1+v*;!9iu$xl3PgG<+ zQpbKNSs11pzBA0@nHB_Kr^kEOStJ8?HWNG9)tQhfN?1mLo01|tTE939Iq3(U*FM=G zj#Gd`cxc%$g`t#-C}f0AEE`xUY;Ep2f2#BNVT8E3N4t+@Q>D|Fw1#PhD}#m2C<_9y z(}N8*bI5X8=cK~cieciIYc#VxXkM&nxPPYogO3sv}%~7CFOOq$PBa56^GtgR?ZSr}6HFx?NC!wlIjq?{f)b$VI1YKf1CvYXv0p%?S|!V(Q{U?<$+ zXVEclBcmj{!?Ab+JBva{9Z}?@s(~VPpi5)*dl`2xKkxUF{8rs&=b}_dqTxO3M2QB$ z)amInTevojWTwt$W&(HA%b1yj8rZs(5Zy_AtZ)i!@x(qcn`!v11Pj8xPLH>*vq177eQi zAwVo_yv!>nYVe`xI=ro&MKWDyyYOU_nhemgyQS)UUn8`_`3hF!^b`_ zJ4p$uK|ywSBRh*SkR4g<#HxXn!`4Y^Z^u2q-G_Ggc9w{zAd?jDUniQRP_P}S@{x&J zGHhp)sL2e|AnERs<>8KINP28!B==P0{m^P}F@XWd|P zI}h0jzCad)ZJi!(TW3)QvI7<%icC=4ap4G$nHMiEg}pCa+d()kY(Y_Wc-uOQGL#)z z@Wi5l6~tE2oUhS$X{c^;RBlizIaJl-_n;cE;p1y!{>ljpinPPK)>)Jx?Z96mLpwsc zVQ=iC(cV9(k-9<7kl@)TX6GqkF@>V+@Wyo(Whgtc;7PRuh3u@3QYpO-bt+wRdT`D< zX5W(kI+}O*7vodd(D7GJ@MM_<1=iv1>nzHEb)fo`p&Ownwl2bZx=sBQ1k1NPRVUoP zWGA$`7GfKv9l-x)R6^GEFDaRe0XsG$)op8bI+A_lGF39 z2`ttOmUj38nZLorg2L(Wes&hgIGs(>1_o#{(vBb<4qQliL~SoQ0G4(HqE0xch9c_l zmUb4&M4gQ2Nwotd>Z}#=HrKkH4>%opvSO=!+VS;tOz+qqq8%Qr6Qvy#ScmtuvnT`B zfuU4HJJv06iaO~yvPkCxu;{t7Y61psLBVx+XFH2Ba2;9n#M;4>$#V}H<_0h}&v#k@ zi(b+HCnq|s*f<(;^8|>RowbC17>cvQyW3eLb9OfUFtW>fA+wfH@o<;mWFT%T22X4^ zYoSm(yuqDCGHNFycw+Uyie+o&nU;2}+2D7y+p{51q#N+9uTNae#zl~~k2kv$FmMYB zxWk*>S(E|pfa{Em+{26KO}_#OG_Og2r8rjX>5qCh<$S%4v#2s1m zr0RhZcUJZE-F~v)WT%L{F!cl_f2Mo}Y_1H`50|~^GdJ7`brf|6-V^i)GK+rM=l_6d zh7A4Wu6wBHI_mZ5PtU@_=Nc6>RmX>qD4M~%f)1alAphg=i3J2JnysExwK8{Y)n>J! z?-d=q$-eYqeva}SXsHaje9OWThwS{tzl0iZ5rF4ar&VZJ|4{?H=wH<^W8_t*$-p6_ zLPya59MWf0sDEfkc;8U3`t@C`cb7)2Npq$OTj96f81zM`b*rSw8Slw zz87fpPj=n{U!$VFpP3h>zLHaH(vQ3E$7Xc-ni%zC>4hI(-u?LQX4I|^7#7&pG3Ro< zRgsdMex^#g{${oW&uVR?M=?!4^uy+-yHR*?IPPLS%Cr^LmTu*)XsP5kJ7jhDR3`}{~Jmt=mYSqim zx%2h$!sQb)EbEf?=P#1+XnF4^XB>U=uAbbyi|^Dn7LzHH&7&g(b* zd!WtZ=Ci3QBdeYW>=QP+Ud;4Kh3AbO{5|`0q{Gp1h3oE&pYvwW&dS?o&#J!cW!t@f zuJf-pVCS)Ft*cdh{(j$=!<%clZlr&Q!{=3_|M1y*IA>r;qb|?KI)2VqbIpN6tDoOm zk+M0(ckqa^!yX z{YrUFuGX*E>OTq@Onp1oFI7G zyLfFX_))DfmGtlLSK!ayeb*c~y8r!}VRv72S^4mM^}nNE zOJlbeU2aXdT55d#7xj8SzH$C&LWt3|)U`G}w+@&yVMMKZWz#(0T^|$c;Zyy2$1zpa z+kMVITXXK|z-|+g)ZWY5c4{}rc%ROn^164vbm^7b zr%FE4FYK%QX+~3r9vPKO@5(IvD7MWsufSIY;}^|}ymRwpw>|yW4gR*H-HECfcK_M6 z{n<0IdFONuow5AU5ulkW`5u0Qo+voC|ZraHUi^bHzN z&{8{Pb4J9SS;c*lI#v&#-TvT`RtI9^8$Roz>snA1l5f(Pii^5lDzh{rFv4eWlSkA0 zt?zQR>$xm-;YB{G0OL!lZpY3m_WjW~)v@Y6&xX$Fg}tdO>;L@c)FTHkb-(H*x1Vr{ zE;`ZKE%re0ABkmkzU#d*C(oaBZO%)FO%2vMn1-HuX>yv>>|9F!UTvGaP}iQ?BkEf} z&!`V265ee7H&Fd5t25lzvcGg;G3mp-nrDe{PR5J9i~;SJb1>~Q&mr0 zaWDHZ&-SEaUpn3E_0GI(>IKzFcdzFcj2+%?xi|H~8wbxt%T8)OW><`hD(*Dx$KKev z^Z$r#?$E>G%~79f&3*})^?SjzO^dzm8&hhuJGN*{yVCP6$MzWb%w^+miyTY&oINrx zbj!nbT}lKV4%W=+vXFh0j*B`j3iN6-*v5nPgdX#i_{#IpNgIhIvcPrrX^6$RI{MQv~d$jBn|zwbiLU(16vuX8O^q?3&m#jtvaAsSkVHpSzR7i=(~1Vrq8Ff zziL;WUhVuxvo7wx8~e<8>hpD6&AEHZd;GaL_SU&RA$MF4-o9{ujXJZ`j%BK|Ne`*Q zg%-A3)MCiRDMe=g_VH@VHOFJ0=hf|OlsUIm=Z%pSe9Ao0HF|Pu;-+yk+o>xC8Dp+l zTKV+;8hY{6Q$OTmrJKzRM)PtvQ3`;8{P$PDbf4GpIHk}T?}|I zKk#PpQ%{!VznAZO2e>{KVc^o+hqS(mD8cBuU_bU^)-z1#kp z>9?f&{mEgi?#Lhrap&A1WekNjKfMR2L^rT*>S zx>AkDL)=4tY`tBlR6>RN2iJazzS6b%5wBKd47=3#dpY7fd8N(e z=$DlamHL*Wed1YRd-+m-PYb)aw*m)wVYq}SoM4Sg(qG^E=~x}qb^)<8Y0Xab+3S)uYj4S!FH1LF zvpexc!*{oul{xD+D7gIgwuR2GoDt_bs`7=xtGzwvC97JDu4-Aot3W>Ao=x8zJ{xqi z)9tJ0M|JOfbJe~a@0tUAtEKxdjCp4a&1-c1meS;E{;!1#1QwV!wrJn|O&j;~Yk2d1 z!f#i9d8%3x^!WEJURuw^zqIZA^nC2om?vdx_L;ArQRcT!b9-McfAa3hA=B13KEI;u z&F<|EHdeo@U3_ED>2D4%YkcR^tkkk+LZ>zC)6RXx=a(VFyj_#}Wh`{A8k6l@=y<>8 zuXo3;SmYk@muj@bJ@-KgFFvTcN3@>4IJ;=CfEHEUwFv%SQY? zbW>7V>ax9`N7h;9wWdm}Zfs;|?O)?ZYv)D&JNI&_BKKW`E3`iDHua`q_MY!g)xQjD zvU+NbYR}dcrWNsV`K6MZ_Zy4f2|AsBZkLzdRm$96k+NjvTvgR`rXv3J?gjK{8n$If zeNYDl45exHAdz3|6?M)fjE`22R~#tS$f|9%x0HE;E(v&+;IB^OOx)AUK_i<-{m zFZS&7wPM~GP7QYLtM#=~k=FYL`3-cxanpbLvvqMJvt~3(r$3q7or4xWCjLQvAK zrEAAr2uX?d!{JgyHuUxXA&}7e-qu1(HXlvKfLZcJjy)r<$B`>&nnexzBtpZ?)eJE7dJ2B zk!PuW4r-7tT>$KnDVPUqh-Wb?#5Jr3_Fqper(ZtN?s-##ZS ze!20lzN^-KDE{mDw6>8+p$iTqR;c*oN$Y9;eY&_$tA6^<)Q=S_7~gbme>3oWk=Q0N zS;2ExMqVG@dS~-q*M1GXRy#AhWaot*A%(uxrPJilEm^K(R_=N1(rDesF%R}+o%b_z zZ*$3#|M;g$W2l`m=7H6mZ}p5hR6lZM<4Si`Tht#0l>3%cc8TH0r%ta8Pj{FbC4B68 zr%(~!>rY$~+L!#x*y6$CO!bW^K2C$4t$2C2cF9?7`!u3b3wOR2nL>XKH%r{U;uuo- z6}8~t4u{TV9(qOu745s&`9_t}Mi&M&`ebpFaGZyqyUNOe_D9Z>JSbLFDD+9l0!{kLWHB_rMUmwmRn>hp=! zI=!l#mgFC;`g_`&!#mbS91bp0Kg6%3%f__pA*W{TKE2>mWB>GdOLQLbetq(PA3S_f zN;$7uH70y(R^-o>gRb5B98{o2jOT#QkZYb-c%vz)8FX;LueDch z*>!Ko`Jg}#m#I_h9lSTG>zyytqvG?1dA0JNw_$U`C*NI@COfIV>{;B@tJO@(ad(SK ztIm`QjlUjPVnIj0zx7S0>DorFdQ|S^^kTi*Hb1{peLm*S;+y_!3%~ZeOjT>~>+Rdm z)cX0`+{b996!r^QuI(4{&%UuaH_JY+rQWa8RQb1E!lvkay0(kveRw#lea0N8JJSQT zJ7dOF4)eZLSQ}b(=Zjt^&o1iIb#UmFMW2i5T2?MsY-<;7*)!!GZeJa>cuvigs?>iO*dXDzcQvl z*rY|vR*AKjR}UJJ{mOIy>Om(AewXWXTRQ6d4Ofo^3kx(F81~EevCfyM^xgB%^esA| zXNUf}$-iDVc)L0!blk8ZP`&YGuao;LoZHTf;M1!O7W}^H_Ls4aiJ>PVzTTad@5-W$2r_Z1IiZg%XlW4ZYjeseH+VPZ$3=S6jR6V&H>&=R6xu_B+wj=U!^> z?O!(LUtuf~+9qgUDfVOC;jdb@cK@2F?Dp$!_fV$?%)VQ~Gf%CCTe}>8c(nEQEo%*v ze@$ys%(XQ9H}Be8wr}-@TYGfq9}u=JVJrKalY<8*oS0d+odG`F)OwJ+&WG{VLU`>h)hRX!*_UXTFTe zGrskNmiexp&-?G%fY`c$s;f;C+7%q|_4%lwWd^kB8|_&mq1MK-Q|ND2K67=owCa0j zVEXiH?xp8FW+9#4O-yR3|`o3-ckA zjla~V!rRat6Z)6w+TYt{|Egw5OV1WhuV*fL>wL3+AMBVicsrfG&d-0Ga&`{$z304x zixa=EuGDMI3FGm7Cu-5}?ybU8b~yf^^e4J$OSc`Hy0|%=3h9@3k-5#8wq5D;Rc-i) zE%caq)LCmDu*-SlMwir29s`T4AAK_a!FMeeENq>Bziv;y7tOXdYrffW{A=onq11*; zCEgY|_3=`u)0FeU8+@AmRq5A9TO0gksPN;OYvk6Mqo!}W^Jdt;dBf5U-wdlU{PphP zk*i1Txt2O8s%r4c$#orils$dJHQBM-*$D4d-B0c>+_ZVgggMJ!U+VTx@cqi^|L%C# zAYtv0Mk6P59J{+nK=+Bwn!Hf8_xrVoX<4%l%`Gj`>fU<4(ZAkd#|JAtdQGzoSlX=K z;r12JKlXY(`IAfa!i^T^d*l3Zc7?|~PYwFxkNb;PMRs;B5p*r%#Ok+KH~#MUeRbl4 zS)_V^ z7gRkvY*zPfXP>uR(4s+=VLP@yE)%<9_#hX}{zmgv5BB6O^JmkT)JiWq>*lN5WmX

fiU<>lZ2e*Mjyl7o9G%G4sf5PbOE?eCAy;Z`W;0YKNUyP5OFtPoV<; zTpK@gL{$FU%?GVv!a!ZzXSZ_EYXU1C@~^ME z9`f){)46>i@z>+4uQB+&>=iIC=Dfe-mimLj8x3THJbmKO(DKt~`fU9D_tT#WmdcyD zlnQkmzoY-RO>;-rjQ%!q^o~+nEF*3nTA-d(?S^Sk&Gr{kZx?^+a`(=jy7}7{y4&R8 zKb3d>Yl#^5@S*>gdQNphCj9#8fbnAMb=^*Te6KvB^U06z7mum@BG{wB}U-QQ6qkXrf1`J*> zruM3%`#|>ae^U1k$A7$Vx#bVAz9BjdK%?rNL-dsFwQ_*fG-6~|?W~P}U^CkpTtQJsj`S>QAUZy54 z`J^2~<*UD=PlNPO^S~#=OD~x5X_IH$t5m%U|8(87uR_Tt3;eUT8m`aXt55saA>rfq z9<|*Z<_sF%uUp26z@r_n&;7P2*1zdC$5QjUElB+u;Pa-(`^{Y|=fD2G#_f6|9E+6v zbaU0~3KdKKPXBcNQqSIwrK|kYU_eCppx83!>h9XxJgHvvn^mpv7pu58e(&^F&HsE8 zG;VeGHSuji5AD2}uhWl#gTDN8I^{zB_tAeGHD#W?ysgoMz>+Rg|BM+{pBQ_^jSfnl?y$SytWQ|FQ8FKyd|Iw=fRDo#2Gv&fq?{I|Kp**WeJ`-Q9g4 zxC9NZf#3mxyStO%`X6%d_tpPiy@IMaOr1I1bZ=Q}?cG!8tPzHnGm-Dwn3#NRoWYHK zR--SRY9;;?{m9JUHIND&$Ae%y%T;sWAr6K)D=l!b9s0TaY%+4-m%QjEOBInNuN`c~ z-Weqo>}4}64^x^t8;~>)x7s*6BrS1EKPEOaSI*PwdzlW{>WCVvOTZ?-CQIW7X~4^B zBL)zfP>Ze-^R*CvtfCFbX3UB@(k^}rGG_h#;Z$<7^T2G%Tuyk;a?}vxohZlt5sGyB zPsVDQ7{~orXa1T`Li4A;r^Jm<+PZ2Cno9_h0qt3Cy#{rnuskmnfxs_rCG>J%)W;1> z(tfl58d&jfca=aPA16vieA`J~DI(27ES47JP^udw05jZ(iDL2i8QcFOq}O&?7^{Q(2pxFnM-8$0> z?YXSksSq7?Ltz;qus{r0_eh%RrqVS6;3u(rApA0%3$Aws;e?gUYP6fy8al>)2KA== zBL&b5zeTFd7IpDs6sTFg?NC1UkMOn(21J|_vvL3n>{FMP*Qk{3T9;U6>{E@kWy;ES zTRfm2;q|uln<7W@Fl)w+mQRI?ZM%70Zj~3=K8)WY)QN);uBBciZ-t{a{zO8@ zz!r?Cah^C}U|n#V0$$1|3pW0)G~d`Gupb-<WN*bQtpH6}>MXMVCjN{QxIl9N80G$C)mg}gOS%&5sniBY~Yl6;-HsXAIOW^!Mx-s=iAGVx!cUAQ*{Gvxk_pBE~depO-|KyFD8x|4# zV#`5iXMCpDCqws$*iS8EE5S-#7fY3@+P-EnMA~nq229D9UR8xpU#;9@oT}@1#)DnR z-jF3*oGqN+*BYEc|26VJ7p}4C*8X^sjA8hMw_o41co;|>kEuS(7vx`wAdQsDRAMOW zNOaq0UPL~k;tV#$GWXn-+sdroAtkFwoiO#-wZ$*~7MH{nM?3aIqeST_*&?=5C)g@( zoWHEqyrKO^3zSfbSbAO62j+x8K4I(1L-SPtpJ+8hd$u#{GjF^J8iG%rm5c$BKPbm< z24$LryhaVX#Zuf#+Ae%Zv`u1Ow>?>hyEY@Ji?d~w&mtCMt5jW=?G-LFD#X)jsV$BI z5Up0T6|m2Frs^725MDm6CX(J?7!6W09Sh6*bMsR{FcRS2$T$^LV;J1Yi)J|=j?tvA z^`Vk!%A+PIR7@?g)>=)u3lzA|Op*QQRS}PC=C)fqyDigDi^7_=_g?Yh3(R%#hvG9# zZ0Odr1>txfrJH_Qi%YKmXoTRw)enxl<$0iow(7XDTw zhGoULJ$0d%r=y$KkkA}#sF}N3j1|?77|g|t=*-w~owabtUo0u<=%|R*6O7JPYrktNdS&y;d`Y_+7eDfWxS&YsMk!Ke6#bS4>SGkJ} zefz8BH6M<&b}MZ&!pi-`qHFKuC3Yi2`F8pFM0F%}*!7cViex}f~74dCf6(${0fvAq)U9krk!t_eCr1itIpziusT z%juaZQ}ajx@>aowNJbRDnb7_1*lVGw@Z8ke3OKiS>BY)h(1bSYLL(BcI&pgH62O|Nd>~56DWo$D81_6SaK@(c%`ptArzN&*~*+*lF^w zJ!ZX7uOWu}ft?>|XrQm9Q`qWGZPT?J!IE}fhdzI&)cW~j+j+6Y1IjNgk z;ry&0g3p!`QTLmePvA1r#eObIkvS|3wj0up8d~VIY7Gqf@9rQr#tEaoQQMN({(ab~ z=?)r)FWIw}>aL+f65dl{uD!mK9KABWM5cR|5LHO{<@%Y$}I6Y6SVbCSM#p zF<)Wp>hFFT+akr9V66dBE*k6&WN9nn^c|BL=8u)f3Zoa^-n1n@(6{R%YnyB}p^%IY z#?=PeZXq$q*WuBG2Wn$p%Ofr5D+#hoAmId1(l6ChTs-lw4r_jFf@I5MZ_1N`Q1EZ; zKDH+^g+TS^Yopa^jy1Noa4fBy&_LD@DvQM=|J6qnw`l_%CoMs3&~LFrsD-bON76UG z9bS%9-QU$&x4EqShWeIX9cShIAisovwqMgv4GE*hS}}U6Iq0_*{8K(~-un?gGf9D7 z(~6`syY#%dTumci+v1ysw8h;tz6k{!OxA#~lQgwm#cfc%OX!cDVWgi*Pzc5tc6^Y6 z-x`dh3VfMA=TNLj9wbF?eTDyi$5?S(_?&kiNV9FJsL_fqHL~8`?T7zHZjmzEUCUl8 zDH1&!XH`GwhB|bIZkxFNc0qGAY(`#HR9# zqzFZ%R-DKS1{f*PI}MsFCcR(3f~&~q8A>uRU*`e!CG7UOM1*zmBFpzNm3&|7`SJR8 z;05x$wUtNa_uNMQayK57Z8N2GJpMis&6j_5AkNg#6AoO9<1cN7xH_h9^~Qfm^64N**doZWA*gdBy*)rXRni z8CdfyF#AXbh9IXA9G4Ze6y2>WGeqt=k`ln1$#Z|byeaEGpNhvexJ^)~}%)*sX~D{+TNJy>e<8=>XK<7Agb zi%YntXTc`?bxqKV8-b`3?iz(xZw!c%luSNAmsHDEw0YszT*!G<>%^JKj1Zg zKGk&vrNk+@eC?5V7Ucr|MzQ~M<&SS!!a$jq8P*MzGD;ffp-^hidPpq{D)XRy`lfC{ zC|R!lSLuEQDrH`4wZi04id~ViF4;gu-)gjvYxnx@)s)L-i7viD?Bn!oR*E zlu~$kapg*RdCAcjY+0Eus)O!=zpqC9{sj@iQ=xIwIBQqP8qI}0{Et~oMZE@1pc25s zb*4t-RpyZ>|LapqCM^wDT1j$7*HGg4&@}h459?H6pP3G{*{(qsZh{pcaIpW;)G6k8 zYXJQVRVCu#dnS=`Nvt}7Z(yHdrGimeZO7jIsoQAi#pON#q^ z7uYhTM(Z^8M;6>(Ra>O@;noMoPuejzqHB3pc6EP0K%dCG0+biwq~2|qxmh@KQUk^< zGX_W~wCADN&sX}5fP*#HuafDR5Y$JV5uL{1X3Ox*YC5l7RnCJ>{b{E2M>s){#50HlcR*31KD z%m~d@keokagmltQQL(76)ijBhwWO;71s#Gh=ole6lQ6Z2_v*|5B1%yU=rv*n*6%yz zkc!U3RP4CTV~(NWt{2z`qqJ{oKBniaxw@Yl83s)Vl8>mdnVVvsvr9Jd1#4m+mdFcC z&8?N(X6g#bZ!)dBO)Lx0>F51|nF#&a(>%U^JJ7IA7OzULd=PG_7*S&cx(X%Hu`jHBjUi zmMTNB2>`{=;76b9N*1tVMI(GQ^N+k$=RXBhNrX+%anbuEmLoH|e=j@l!|*K!dQkdh zswjV_4?_I{%-d+@wH!&wD>|#z zi|6HCeHC45wBjcvi=%JPo$xoPlf1xaKnUA?NhZp0#T|-bR0HU?-<_IN!e?My;5m^R zfN2gaUD{{(QfAQ17}=`{T}P56R0jZ$H28M`B;k2R=>z%HQ8{{X4K&Ui0mpd8>s>Oh z7+x=HNC03VfTrwYKQxgZ4rRvsv7>tIzaoU6GJ#~ZqyxAr|@n3I7`&eIh7*juRb)GFo#LsL?yP!3TG9 ztkkhLv#(PW{1*li4$6{57e0V(<0dJT%4|*V^%Lr_wF)!;IfbeJWHu+CKGl?c->R17 z*}(AhjXw<#z&}-UP3RbjVv9XRzdX_e4WkL7WL zE9&E~?xws2eO*tBE)nPyr~jCx@?HXBj>2fd%M=)Ec3f|AR4{B<$eRC)taHarV^de^ zk`hbZ>qR3pLtRAMYRCLSzV;bQGF+w?*ctHInEGG(`D4BiPu6h@M9=xrKX$!xuo~O< zqn?P07HJ9{)e_jHr_eJ(5NtPB?wmWNk*?D^Ur$Ie;`F7zoZih$Lm~gCj@FWkgMdXc zl_ls*s&5aU%g1ttozxp2kHMcXN{^sZc$HRgQ~7^>Ek?Rn2)HLxS%YP8%x)dx;BS#g z@?Hij2S4V(6~DQoMkjnhCY;e6`c<9Q-$5ns8$sC-Jjt4p`QmwW*(lQ_c`p&!2e?h# zpxfB-2)T@HfRq)a1GdaX(d0>O(~5NWRttsG2OhG*VZnawAK8v0MjrV&z#O z%;iyHhZvd)BSLaZZlTL&&V!n%ziR<3I!?l1J^?8wc;^8mB>gEbD-Bw1En-p%Jx5;0 zln#*n^`Fnn<{$Xwj;t{bc}sgFI_G9lIuDb6fxrj4)Qgri&c8xXi#SzRqF^M%CiK%6 z44p)Ss&Ou6XlW$J2oaO`zPDL6L)s~8+iSN*1!s#*+(BTO0WHMP~$wEMqJ}2 zdV>~DCy!4(T7h-{+0AKU7cLY@WmhK8e4f!`B8H~i%kYq+=%qU00A*oG2-nOL@VAOi zFAW)vW4r~u9+F59suy)!%7lQ_EUV=Fl0e`@jaF2B8lTN?l|{ZM$NC$bnj31c!H-o8 zHLBtV0};;&>q&!}mICO*IXH>T$+13?yS((tv_T+0`n;Jqt2gb8qx8Y_5{I7#9dkJy zqXCgXpqfDe&Q4ydy(k8WH-L0z!CdJB~jgqUnb-p-SD-~Q)``8Nw0mL6l#~-lp%+Bhy)oH(V26q z0<54|SFC-D=*1=^;2Pa}=B@6%9P8}mM!E&-D!otpNcgamd>|)Sv zqYmC^fhMGSQQ!gSmV{-gQ2Xc-pq4<@SxXgbIYTb;rQg-S6$%!v1njU#kLM#{N#ynw zT2Q+MqvBl^{3#(KBih??IfxBZ&n=zr4=A+$0+406OU`qLdEh%+2r6)Z~GH(lSZFqnPfsED1OT<6UlJs#V!{3Qu7=j{e`)+7pYWFiX5X& zOXJ}UlG1aKuKAAq{TICUF2u7&EJkzKN<&DSJ_$x~xME0lHUxLHZRY#Jv7qE_5jdhL zA84xi)u^Pu$@$HmDW(p)gpWDsXW^%B?Cfwfj-7R49{w8LVVnz=obD4E64=SeM905t zeh`MVwKzdlz|^SVKqXFnD{Ts(PSess^KWFh<$b{If1EI{_}%=LfEcz|H;B~7=KU5r zt1U7?KVGcyd1(l#IxjLx=5I>v21+*%n3aHo?~JG1Qg}&@A?E#f#29uw=4X^pO~Ois zhu)|=;lUx{V{P#%Vex&msI*3go)#t_BEi&?$1crQ%ZD1uR%?Y8y zY!?mprAJ;Mu^lYpms#>yHFc){yf%G6k2vx8@nS^94{ScwhLa#NWWzFKVu_2-x2HO8 z@_SfsN0xB#8z=r*9kgjXyOhbc@&~e8WEd@(;?HhF#$pfip@*<6S%bqPbW-=`UKC0?Qb1Y2ixWmQrmwo)ZF(d^U;oE|Q2)O@&ZjiesJ>G27w&e4(6zrg zr-DR|+i}oAdK$yLXYbhF&_G$YBJO@QazsnW6=Kn)#%-Rx`%6oayTSGt(m3BCeq_Gv z4uP@yjKImcf7FfxQw-l_`CE3<=UrnVIF*v_D8Gjb>;U62&HZJ-Eb8ScVp60E43Wa{gdAKj?c74L%uSF)>UAZ8k zp#=BVHY}+S{UCGyhV-d>^>8DZ1)v13+x-b5I;OL1Xm8z0YM}hj8&nNXlj&uG=_~QD z3rRq-6rAbs1RWYO6ihjR@+=F90-}8&cvw}wz8wsco-S}A8eKdKl6=h=_|MgR=pw29 zyxs&JsVw#!PprfORmyHX9QLv2VP%HY2pk!uF@a-!?zC}(vO)K?bOuwQSs12kF|H}j z;5Cn(E_(Ilv~fPCK)|_S!Q*^rE9v^T1%hM)DT2nD&r?etaPg&ZV|LuO-|iR;K*v}wyM!BS$BHADJWTu_c9@3Zs{ep=(!MFTw z&FAXM>_-S$lP7fSXSn*eMgcIH)nJ%T?UmOdtLr4hf?MvYCY>TVVHJh0 z4*`r!;-&smzqdwfq?YGuzJl;Nw{^EVzd;97)@0g8?}Ig=o6wm_*%3ZTFnHP9zytJD z{6}7ReXPEym4)#%g;hqeoY%o!707Av!AY(wjQwIsR`rIaL7)yOIz14WNV4l(&O3qzl z@EW;HJz#yMnm!4X9si)CTf)HrOGYI>=vO(dI%EGT+CPkrV{(Q7Xf(afj&dz`))~7T zadd`!$4Jv4@Cp}LUgWTYQqoBB^FQu@Os6)o3S{YV5oRxgLYXE7`;1jkhneT=P@148 z;mAwM4Bzr3lAgpH`MaGlCQvqfNrwGv~xAlBSOJm^4>G@ zGKXoBc}ll9Pr0~}c4{KYDmkg_WN7-@lqhsQs>XNsBgw8N#i>W$U#$XHR#;m*454K` z9$)MucX9oj!w!VfZtIA(H!0Vq;4L3o!LjctQPicZR zl@l78ffaitQ@sjTV(|e5ssrypP4Zs&b@6@4B|Re?Z-p1V7$;B6 zgsT+{>XZx$WY)quSbwjkRZa=acm7)6`&6j!`j zJkU*QjV*fjuEr|FGz0AVpBesZ$d$^KXU#BxdSy}AlC9rwuqB;@u3O2xwmcwLSRALE z3-?6}zZ3b~f9BNcbT#lySoqIMkM2*I9;F3>)iFxXpj}?yo3!_70#Bh`9$T^A8_wMq zy)=Li1~_yfcL?_x{;uTXm2v%*;9d{N@`xnY#LfuuKH4P#j9l06X_%Qwu$MCQbcx0X z$OW*HPiFqJh}HWXA4bx6Ca@qKOR`5MxQr82X?foc{Ahpj+^HZmuZL#XZ7xCKbsg_m z!^YrEC`H=WwWX_N(j{RWe%JSKhV@Y@Zn(vKX9OuzqZ*(~yoDEDencxeD88(RdZM^4 zMlQ9Wb8$-c)q>=xk%SGQU1lsAHa*V)5BwXM1?Uw_5Sg`rNj<>KRs3L|lEDI8pU{(t z_p4F9c$IakgY5m0^+aZ1iuS6%-)w)qD2E{e7&H-NC6gs=Nb%r5KYJw_TFEq_lXTKn zE7yk&jl2q`t#~=H60jPN_`-J2rvmGF_^(UuW9q5ysea!=$AvdB3Uwl=!8|2$aw)^7 z02nUdyjRWZ4oVfn!1rWN7NVdL+jtZTD%+lXGTZ{g6GeWlgr1I zwmhsPd3vB% z4Fk7x&g#$Vjv=Q`K4(DxJVaBBsxnJsbm+$#0RmM@%3SBVF_dcB*TzNR^X$r48f%WV ziA-8Ey-5BAwOO6WtZnL_e z5=10v)Jn)+?tzo1Z+u@k9xu-P|GZp@LxaxqZg0Cp8ay9)5P)Rd*F`W<-lzQ%+dota z^2uU$5<8weiOavVFdHr7{aS%7c6y$?HNd=Wklyi4y6jX%NB2Z|8(p7B%X>d$9w5WO zR#8V@CQ|>!&hX81x%Z)a0vuN##N!35st@4B$*aHDi;ka!K~-u$@#sj?R>2~o!G85O zYS+Hx8LP>@LULUgUR}zvdmjp`Au{V3Iv&|j;3p0{nvN_m_daMtI=79solv_I~d5^D~n#%XH_y?oeEuXj?HPK zzgE@3Pt){2?#tAJ75{)43$Wj-vr?$9C0QK~agGd4Yk__N?Aq|`H7mR(P+w=j*1UjM zp^VOd>JGM~=f7yC#fDy+-|!!u(DGOX`A2&yPzqoXqXZKcRL%mx0c8+S^8vZ4L#lX9 z+6&O@JAWm%n0Zzybj48mykGhU0RCr`|4q~Xk2mb;r*sqSBwPQJ$N%SsXNF|otQgx@ zY$U%+yaQ^IY;_u1?%y~f413*#>s8Q`C#VAmx_?V<_@7>bZeirweqT?A(wWOYK)^g@ zPdT-e2mD{FN0%c-k!yRGm(t7`8qim$MY6Gz$aI4-sbvXCR*F_(MCdq#kZ-i=nR~!i zGvXdlgM4DHJA+@fy|edI_Vr5kK`&RP_c5~v^0)^}Zy(Q0yt-7k&uwk~yNZ538NTFz zarprQt7WYAT+g92zS3j^*V3x;$m-HHFbf>k3;~fR{zzO;5Smbixg&&2H6y_a zGu~={h_frLOkGZ?c!Off+&K1eoN?-`cXiGZ7=V>_YL0GFo@o*o8%XolB?e=>%Z)cj z3#&i?P$}l|>H-47+(FgXPc@h*RQaIEwZwWkm_7ps3HB*gRLYpw|{4nheKdNgx)<9Hz&t46*b6x1<|u z3XLJjyo6cNs!{}SFB=10Pi($wX8nOb?cLLYhIK*)1kJ@M-k1B`FY%xmJpVHAufqzx z4-ENKm>#E4AJtj>K5gck-j-T+K&zq)`ro510GoX_klIo^c6dCg4o8|#_;kro5~k=| zN3(s51Q5xBsV5$VBtJ^v9ms{oY zhrEqAKSZjRYI0;t|Chdjm#6%htuFRbK>c`r!c234ahYLR2f1srA=RkVDX~Ct=KSU~ zOA~`yydc9sqj~RX+NcCQvrJPJAYO{i;FYJc&JQCy1RYD$({=DBl!~gx$R(PiLNT3W z6qfGvy_8jk-;&Xc^m`4-FNeRd zk*PDeqTsT-s|0U@v2rpKulex1;CjCgtxDP&vS6wq&3Y`t5QqI;;uOyfBa5HMWr)e# z5NYLXe{$F#A#nT{^g$(~(&CQ_DtizVTIFZb;`P9Y!|M1|E=3weorQ32KjP-int1$_ zN1cNtg)NpgIXYf@CW`@w30(9-O62qWE8khAp`g*8R#>JQ zDEI-3rg|3v_>Un#RT*RS{0(U^f<=TcdN$$X=#b7AGO}dk_Qspp_ykl-4$I64pydf` zz1U_vm_uafGtnGRs?^7TsqAMNrb?Ifv=91*U zGr1Gs=NbHDl3?XcOq`r~516HrL(UYaEV_?)ktPKZ!fGgtpy6}4LW>co;QWS(HmPrU z(Dd=$5gjp#9zBq2ZoyY`0geNvQQKP)w{aT$*i$^QV547qffG|Q4P(=LvP&)*&_D4T z7WRVK=}2YH0|G*dP-xyu#QB2y-(WUUsDjpcc94Zbw(Z1uOdHeRs5;J8<&j&KH(|_g1d%e?=cm7-EreDpN6`gIr3N5*9W~zffAzYH?ZU5E6;7 z1@gs7TI<#{y#4eCx?x6)gcQxvks%coe+Bn15vyo=?sxbi7IrpkHyJO<9f)>duz!z8 zWBxsqL((05?cY*cJZ=`M5rgWBnPUtpaVjvkK)5`})$oC#AMMgV$ij7*e8#<6H`tdThD;FMrq416^OAV|Mz3 zT9DGI!d<@0Qp5Vsz{L_NXnj=dD2B>{#7CeRNkMV@|J|*PQ9z{PRyDv(aUD4$vHbxe zQ-DScsl>je(lcrn7Irj)8=EmGF4MgqR2eipR(RD-OL?!6?I7 zGViZ;Lw>$&lAJy@(hvEhF>Mw0lf8*>Wa7K?xFeS9B?WUQgsE8D_1Izjx4Vom;(&Fe zifweqqm0AX(5dz*8)5eh^J3&m1Ss)M^Rj`tiO}L}mu+cwD4E{eNLW>A@-mGV71;$I z#Bdqvm@rXuA}us}PlV9Z<`i5|;~g}~r?<+8P{1p~3fQp^>W3DS##9xggn3Q*v1tH4 zN+c%iFprEak90Sh%xRfhAI`eOeSo#bx*j}4AM>l$XCgLa1*sik_V9&gA6A~{69RIt z#kMc9Z#~*OjU~(<4^;@w7h5%HQu4<>r2*#VXX1$Oupm05ZXV5MX^1fZKCZ5o0R#pB z83Ej~W8vYb<|g%k;LGNk6!4C((AK%n?7=^9VJz9Y;8lO~x7N+i^Qv1`UH$Xw+BqZa zm**nF3?dIXMkSyW_B~s{N4Xd%!=ljrmvaLtcI>stWKHK2qF`V`qF-lfxAZ_C(>tDP zOzHMcrs2r`CqP1HpknZfViU?zlB{g#iWZ3fRnbVVfiqY@F&Ay%@3{Q`7MPZgE|04I zo9~)b3zx2a1E^uw!r+WZV0uEn*aSP^XOD@`=Grm5P0vIdUxGupj=%25%hmZ2LA&!{ui9EQcSg3|GjGE z{=aTh9$r10T5t2Rbz}J(5diS=>k{CO>u3Js4(p&Mkq-K&9lV2BFCgW5&_4;k=4e1F zpntl;J9xc%YESmfqjr9n^2+hmmpgL-B$8JUqT+@(F|AJZS_h;6R34zq4T|fvw0PGC zHt1OeP#;ho1?q0V4&AT^0RYQB>dVOG-@2QJ`PI4R#{Yn~e={$^Gl=eR<8+t4%_GA^@~$J-Tk|)s^emY<3U8AX}zMg46?Yk!T)uZn-eX zXm2rZ2Ch2i4j&k2aywg#o5r*$v%N`%R#?;6JF{+8pEsb}KzB>8=GJ~p>AVGI)Nm}F zW~+clwkU9Kqb%_)3aAUZ7QYkyz7}m|!>q5hT_bVZfFWPj+e9|mr!3e!9SOgBuHL{% z(uX|g3c&h5ito~(JgcWzo0Pi76Fp)iTLF$v!l>mgppc<>5{oLMBD@fJ13A}g26&+cY(-j4rSiM_~HC?_>>#9%J z1DCD(J+4YyVwQ3sO_vdtDuzXj7{G95VWji6p=cxTJNl|jy)P09-VT_Rs4{3Rkm2`a zhx}zFcFokep4~=)sVe(DMm}2>tnfnTjF8k3MYK1XG}%K{#Y`!hS+@3(qbNX&p*Jrm z0>k7-a7SOdLSbt>zJkMq>fV6xC6t4eI8jmmQhXsjjbjSWPrpYte#KeOluDR07&x6A zXVkJw?*NpcJ)3&vb9=)N$y&2t)j|D=v)iV&p?-h51sy)D>PqzaTgxMRM35>Fl;8@z zZLrieN95qpwZP?l+wnSty-8z&1$WF5vHX_ycv@eeaRU z%(osVxcf1oE-6AX%Vz815rX0{(~ZpVn3!-VskCW>Q+u+#1%sk(bt~OEXntvI+_i?s z&@|`l3w*{dn5BUy6a+0cWB7uu)|=IG zyW^WRjx&`o^{mfHkds##*zV5H_*<|aK?wd0#K{;T89ox9oARaIv-*^6cHX7UrN`jt zZ&Bq@$FCdv(s+p-)xkT^nmpT)m6Su0hlC~kXOp=X6#t!Q#CJ-MminRnD5^GVPpCz4OA$Oh-L};dN?EOnIe9C$T9^y!Im>u?ikVNO|w_njdvyz`d26u z00(73I6_kFk^;ajk7m(^*X;;L*dtx}7XfgaIbmb2_%7+)!U2mw;Rcc9HJyeyE1XW! zkoYEL^CNb;4E+ue8KgIEHZel`xu5fU5ibvQq0JeK1cr$##zRKQmp;_-In(KHuyQCD zywotl%e+)8Y`fy17ThXTgtrXkaq_@sLC=njzZ{ZSa)`{B)cK$I_NCjYztuhRI3A&O*`%>Q%l_I1-)$tvMARCL=I63j8lepzYO&$tiqf4?hx$-qUrx44oKbKF58=~7 zUsj+}jfLjS%6@2SUi4gxLX;uUkTB^)j}c&bpzNY_GD#%`s$GkYA@>0I6(*qz6*Oew z*N)0nFq4UuH|}m=^I&}uW`TI~(y>+As+_n?Ae&qJEikr@C`+^aa3q>?!0RsfG>w@R z*4$s*>?X%IQMHhnh>~m2qDMA&MMJb{Qj!x=-IUJ=YOAcKt8k==$yae##c(A@tY;tW zh7J!=_8*c})X7M%q%SEsD2%M?kJltwj3yquXQnbaQgMT7j(7~zwr$v?Y9DM#J_q(} z@ZFL+#0nK9Gd!Spx6$#<w$?;J6l)PRXH`m}NEcmKBltII07fNb9H>F*Mt zas_=j6cK(txY+A@xX61EG?(etH^;2}@dZV27Vg_%X{j7_TqBZqLL38n;?pc@f-raL zTte+su(Q_m#lGaIDxHliLR48$F6;@G-32;2Nkh=Sy4M-SqlBfx*AQil(uP2WW2lmV zJ)#+3LQkk>`0&%nl{mei(0tX_be`03v{sCCxB}(M+(Y9we`C$Yjdu0}81idpyAnp{ zb6mrZHD79Dzr0qW4OB1S|g^Wn(tj@W$Kag7OT zR1yxX^8d18xm<%d?S8MrNcC1h5jD=mRM3Bk%2zaa(9YeAF1ceiaytzPC}uA?qYS)9 z{#6^lDvF%Zi@i}JX(I&HYY51g!qLAaEpLNEf2nJ`RcsM%|a@b+=)6084mtBfnR}de_1Yfc$TnKit@DS zdBaFj?{X-JZ99%9rjB$^F`(p}HMD3`=Ujvqp4grKGgXKMffIH-(Ncr8k$j{9;~~E# zY{M{rZ@Uw9Ca1Wfi-ME4TrFvsdK`)AHeV!;>Js?PAm?T_zPq-SYae0P+C;Hk*|EBRrd@Y=$=VHtdz{9t*3N zdFj*hM$|!rTE+xMcHndZ`5p10I#LCxl}t4oNCw%|L;i^dk5b&JXmNrA-2QH3(e3FQ zYHAb3NqC&Cl zeEyB7@NOyi?LjSC45E8QO)nm)t6dn0Vu6FAEt5W(khonpKi#>aC4-=ZpD=WDOY|V8 z@*Os#W@gc~`aV4$#mMUcm+oI*gXPf^;!+YqgplX%@wzvCge_$-P>>sIdKtF^5nt3A zZQxND?xsBs^AI1rGI6Oq;8uFl8%cPwv<;wMaZ+ zn|!inV9rqcLpHm}4?0b^@ny6H^GvdmNI(6s&LuFeQt&WU1!9x(8tn2D`Biv301IN%1kG$sY(Brvr67|>a-gV`G$^`Kg`rj4eY#q3e7^_pH-TSX}7EVLy~Y=$mt-3tSkm#PGY^=}|W0YEJ7ia**pq z!yR}FqY9jiWS&LW49m{M-Bfh#IrT9?!e>e$9mw?=`?!y;iVtjjU4n9+N-}9x31ga7zJJ?y&bGY;U z_Eb-($J7&jMg{fFMu~sYw@(jtA26-9wOXliYEZid6*tnBAvk!Bkxa-{K(0`_7rAS|HH+kT-wB{{D(V73MOKs{FCfF4Mek)wE z34}}7_Q}*wa=5d`DM-e`>W|QKt%gA&Aj`rZf|b!!M<*uat+2~K+P_eazQ2J%LumeC zUj&Lti|Y;KgiwxDqlur>)WuxH_xooB^%dE`fBi*n*58cn`ohGhQXI+^}wbbuVjO9CQ0cCwpSVv$V zuvv;zr(wl=-4YWz+|(<>H2X`aihkK{rtQh^Fj~bafBq6G={R`v1Rfg47s;M8Qat$> zmXxF`YtTq*|5BwpmPKe2{u(xY1s72sho96Eet|R}ojh!&`31|r3Qvt%s@&CI%b2j; z(umm8zv<1RM6;ZTgObGwXTXn5vWmgjT;5)k6#^@9u{ZV7NZQlh^JNB_>lLus#QT}f z7#A5~s&Tf3C!Az|-~%Ytxs8x;8+U^`^76NaF%!DG`u4xpK02ED{b>fR;*g)H1@|IW zWXI9p@t!dk{*Vyf-}?OV3EZRXp1D>)svAm%Xjkqc3g&I)5!Y@>_tygsh3pcIBa5J3 z7qa#CSP!2geROhfu`X3=+~B#jOjolaWb+=Z1inY3xgT!x>tAI7_T*Wh_2I{h$kQ-( z;Z-xM(5`8q{&$oZ{C1!yQ6S}YW`pBy_qd$2&57sV#S-+4Lg^n6w- zr(=8P-M=o9jhu?*+C~65{oyvOoNUbm%Kg*3!e^n*W~M$r3KxIA+qrpUB&Fh!pwdT;Ir*Za&NMu{8Ro0QiQYOBmXT z*KY5Ya8XRllPK#y)kx_3cWr;jM6T^h)>E@aD7J%YFl>slFkIOXHMFJ0_$fYjQJlJ= z5p5m-df~?1FIPRsxIRcVu5j=usSO|(GX5bcE==3RtxTcUwP1p~-BEz=fRD0;PN;f+ zUp(i+5-gu0c+~Z{2C2OLP{IeC(d>`=^;hRqgd;m!5x@nHH~EPES$(W6zBZ$IazH)M zMqU_@RVVRg%QPDJ?k9i$LW~k?yt(5RTA-q_X@!sQiW4+I+`VD;_S(gwo6L10ehYjp z7{Q&ky3Zx0YK^I(no~DfR+GEMJ8y&ODC=KNd~i8l6Rdru>l6O=;#cSn6(o5cu#tND zK^~Kct}Z}78;etrTV)SuAS7f7+|JEi(NZSk;(fQuY(X4u%MaG~XtyJ^;*WY96;Rox z+{;`wWUw23+qbw*-&Etyr|nO-ubaX5u+Q_I)r3 z+ABnQDmDL}%>j_4Yjx#mWKkyGG@{8E1-LOOo0T0*vSMy94%it2!5~FVAOwcQ>>=T8~WfgYXpjq$hHH zN#nXt%%1D)5^wc?r9ol$hx0Hj_hTM1bDke|whJ_&uOQl$^=9yt?K3|$bePFJHb0TV zXg35MnaKN?N9(f%f@*Y;Z4?|bF;_x-{2mi6(0)Y~CG?kf20S{ZN=G7z z-WV=jo!3nOO8%v-IiUL`ZFSEZ1;&RWn3Yt88nJxY<{|{`vSMk%{gt3Z3LypUU~T+? za?9QU(BAGkw6EH`Ei&U0LH&@38;-R3j7kJ&%}*>F6n5#3EUiv@mV^iBTigK#D$u4Q zD^vkLxP2_8Pxk{zg)(Z=Q7h?+3okwjsK>^rJm*@M4+?pe;34y z$`16h-pMZg)d9zG;(M%q;K7AsCQ==uC3HH*2uZZ;8~tPk;v%}&`9a*4om$f z6OEJI)b`SjwxprpgC@y=@|v$a{&Y2F459^*S#9quHQojKru@QE82$eWyAJT4uK#Vu zicM|4RBe*)-4}@wqm&q_(Z-4-h!88WDWdk?LG0A15i4TU-fE>aV#Z!YjJ9U|-*fSE z&iUkd{(bb}zTbP#J?Gr>e)hTdr1^T)U02kkEWN7it(={ObW*Cls2t%_qDM&MT7?hS zdjuxN+ONEJ83RUoJoMPpyGH9iU(Z^8uY^(PS&IvG)=W!neWGVK%kxUe@MDi!1P>`V zdc)=}bt|Q>@?%W+mC&PL~rX?;G4I z(UhW(gR@Uu5Vj?&>)CLxJUZM#%G>*41478FWt)a}Z&gk0L# zKEGay9n^jN@O2AUpY$#;eBrSgQ|lEwTJHPOi(NC+xVxT>i}$P0zT~M^eg5vYX;Rbk z%jX>Jfm*-bfx~W27(2(K@{|3~yA*%ivCguW$vrN2U7q*XT$QsN4T#FxA-YIV?#c^R zUT;0eYE^sjinn_oAO1btpwPL6uDSFXI>@A!9F+;ubTxmK_H$xJUsR6O6U z!t1IYA!_`diRq$euTA}GMAVApED=77R+hZdeRbJJ>6MImVlR~Muy2f=qhyXGtL)F0 zgZ9QRxqfj(ff9E|uIN^3NA4>(=T=@6)A>Qy`_qQs2r=oR=+e(Q-n zeBWq&=d68oP6bYS@FsiUimxXQc^P$LU+}T_8*}@lyHeoksGF4o=LU6~<-0{~ovUE$ znn`EIt@rh(NY;9>>F#Wt{PJyL&&}6jR&Kjrqtm=mRZu!RpilhLT9*bM4e&UT!J|Nv@Wu@X z9RH@n(120hyELDiWn$}M1G2958_+wj>GR)57h2t}P{6;%kv034zx6*?piQT2US*X!Cp*mY?DMMA&*4-4p1R^@OqI<2 zV8FlKTXlr*3y<^P4jI3^#hXUm%FTP{UFG8ALBCf#xOjK<-1#!-s%O#fqeqY2e^^!{h}jG|?I-ajwh zzv}60p{)#Zp(=QMV1WT zbFs_Ew^^-w*gp?@_2RGzbCb^=>M^)v&v&9$J#gavbD6G>I+Anq zp2tW0hPFEpcm4fjpY=6cHt+wqs^6`klyXmUJnvTh=B)|^zWO)i?wYeT65Y-JN&X?k zENdORopP^|d#2~+f+3rpH|e-Pw$3eA(`zX3P3fQaNKC`m_ctd6x9a;~fi*AWKNc}k z|H;3xN~u2WFl5zAYLD-|aa+N1x+2U+fq-apuUimFmA=e=cY1W?o$zez>>i{bJ~*5AVG`y#Mg- z^qzN@H&=bSc*CV`-`-!FRP^-S8e^|sOn3Ii&=alWQ-*9gT&UuW>#29jgs%0;d$e$; zDhU^xKR9BnzvCYC_nWlBSzjyP3o2QSBN#F6+y)qqco=l(hTvUJ9);^O0zZrga>;9#Q z(@VFo7T&0?Lgrqu3Kz(o;^}LQZ8|bfr}l%)Ju&_@DkcOWZFzs<yF9AWZ&Hu=wtwxN*Ry>1-qf<+mTj33lw2_O`STqf z?|%9=IbTYPH?i+Jl;0HS-@Z_W&E0n?gNtpSdim65-@o5{9mg_Psd{tDsI1qcb8g+ZtMrM?dwWcuwx(*!KK-_jNY^U{ z5%Ch&5=y+CaIaAExY>9Z5hW`ho)YoL!NzBP%#&_>mWN zrViI;w)1#$%jnaw`9CEtCzt-M*urezoCalOp zhDmud>(zT#9MEuS`Q}v5Yy#A$3r)dsZC4HtaGPn?|we9zJEl% zN#9^sI?wYnD$Nb(GPT$H8)0$V7uVLOCRg*mx@?JG**j{7JG-a+KGrr*?zp*dAN=e$ z8QT8R@Ta2VTVM0&xM;+ZJO$P@?@>DcxGuvB&R>)Ge0G3;({a%=js>kt-8gk<$5v5Y zJ7g)|S;xDI&$W*X4NNzFTHKSo{|FtJaiwi_4zr9Mqgcr)kOrT@16 z65~1MmmhCz8Xi2VaJ9lW6!YOt??UUUd6o9^`@?A7>tX*xr~X^|zHm}DGk?WJhn7wb z=$w3TS^I=rcCbLVPw@OGn=Mwe5H#L->tXb{_5Ipuauo?v;0XHBBtox zD>~*}5_{=L(7vrzVkW;>zO6;|aeMbQs^0F-tAja5hq%VP&YH7DrkfM(Nov`I?V;hR z!|{y6^Dlu^Ya4|bh2p-}YfMfV!!vvTii zz31qfBEwpgSTr)aTengO+)j8mq5R_pm4_x>XsrH+dXb)!E2q>ieWGf@z{Da0ilz)H zUwC^;hw6Kt%<^cH|LZ29cZ(Lfa4cm0_CL2KWqaN`$DHsISiWXVt^7W_A002b{&uBo z=_(A)Iw)dPi<&86H!l6~{&}u%PuE?t7%z<)QaJJKp!z<&;$K%A+Bz)WtTrk0$`=`S zy?T8m&)nWEzpIja^WMSdUtK%1Yw@KU1$_tBF7V$m|B~&7oDXbuGr8%M#Gmt2uAS{l z#SYh}6#CQeRMvfOcACnc2}hp&^x?m`AD(vfKfl}6e&p>Cy=(eqt5%hHv(_xv>yFyI z+@%$p3Z_=^Lswm%Im_ejty}d@G~b*%a>2Fsd3H~UI4~{Y-$@q=9vS63 zuW5pj`1siJrhZ3@weHj@q4X{PT-R3)Ufya(o2u(aHN5&bLsk#{`hVT;RsHjFVyj2% z2VU#7CAiYCxdnfFdHUv(46+xjnuU&@*z zM|kfO&4BI&rYRZr>>}S=V7-y!$#Naan0~Acq~Q3qRQx|`|J zkjLN6I#s1rLeXZepFKEnrC*aDZspAW=*+OBs&f)=E)y(KvPsj4zfPKwxz+Kh(dzh;v;M`)r*8E0xuSYKoL;6><^QrD>DkWb z3GR2r<6-E@HFf7rX`40Qq}Wn<%XY5rYu!o;d|0hmp2Ui8e)DWPcI2;nPw!gQ@Ol}) zvFi|eoV#*(@vnN^S$yq`zGKLxn;8=>?YtRSX17ny#NRV#*c7>cPVK}zE5f_xD|xu@ z=9mRpo*YQH`6$MGe?R(Nlb++sHGkv3duhVmGqW$HX4!Q<@6$EIYgmy+_$jC3Wq1>XfoH*Y(!R zF17gnQH5D=M(q#y`NSFjd-o@7%igd?*Q5bCl|J*+ef9Lwr7_7bLQWRwxi@@xyPfy4 zDOqQ(-Jh|0^cZ#7!|vXDyH)D_>xcd$XT3ObdCZ)r`(F>))P3Bu-g~B>Jo0wt-KVJy zMs6--pUqRO=pQ%g#y#KedGOR0&#U?J)Y#wo{+to3a{W7TotAV-^LRFO$H|O8l=aP- zZgu_n+g7#cQ@&K~zWdTgg-v@_viy$?4-dQY~RDEFE{{j!t@i$CW3L)j%|W=$HI_jy!_ zu-vH$`oQ{iYqdQ+ZTCMT#?SQ4m1BM4z8)=#`FM7E_MrHPfb}c)`_3J;w#97EscXx= z_$Fw_gW7F!w~rrKIHK5&)7y)DP`!314Or`asPCA14{ntTZa@F*+XG3X+YE~K>vO{I zY_;+;@6F8`c6Q^TkWE>e7Mxjgp!NRZ;kaRk+o!ZC`*-nQi)4s*5vSC848^ZWdH;$L2?nXoh=;HdrLO6A{9{JgreTWj1gWA*cM zXZq$)Hl^?MvdXy3Wui}}|2tQ}(5!mrO>uwiFYLLytl#Xu_x&DBJ6EjckBPZ_n(TOV zwP2ekx#z_Co;v?+r)MwTW~+0cbpNrb#}6b882HpL-Z;{-wpq09pp~WP9Xa0d;L&nr zr`>whx{zm5?emrY{rcL9;;~*s8b6pdw^@5TyisiU)_$eKi#_~zWZ=xdem}9+^F-dUT9d@*T=go z2$|D(PpK?J8~lB3Z2y+WRj-s>MLLdY@WbDwPCokSpW`D^e$SLpB4j~)MBDYZGNwlO z-fkQ9eQMC1xbPPX_S`+Z;B4cYOGdWo^hfFbQ_JGDeLb15m4P+=2`RN zxe&ektLj>*a#yu?6TTnw-PIyRtFgc&V7Bzu4#Qr4W1V{^L4@1o^y}8wd^aE==#fZOj$K=L^-|a&;dujQD3KP z)F5n1^e=5^`W&2}r$@Ofj~2~dRHMW4Vvjq$Dc~CMbCJ@k7R)-^;7-2gefmc?i&|A+ ze9~`|b{?s+duL+KtL3lyJS_OYb90hiH16`z;6``uuYPXT-w+#B;l=&b-IX(Unh^DM zeox;PDSs7+s$C)4&?wus%P@ph?x;no=g}pFgf(pv9-pj8y{|Vy~Zy!JET5(x$D=x3&u4alWuyer>S>R;$qeX{k*rx)5d-sTQ3Z2 zvgCTFZiOyf&HemUr^)_VyLDZY@3w2;&#$V#^nUQm^){KFMjx9P*>rxkm8W4YNa;TdEX>ubBnHvJ_ma46OXv=)1UIc)E7a?pE7&)Xo=I zEM4%Ri7)$PJ3L#7s{i2epTW=G-48F9GBrBaso;@&>*Ok$f9URZ9u0nV7rQ>aPwA*e zUhzNPo0dBMMd+$pO?Eu^P;fwa-}y(*R49HhXM?1q1rrNbnU^>;GVt`$YMqD8+oF{0 z9J^`t^xg+{)riYz?D(ftz`-Mp&o6yDYr(nS?w&lo@k~prYg}~f3v1V}qr+3x((^}O zu3URtYGPF5J8{MRBX;HZrJdQcYiit-akEoHyIm@Ob;cp}^za$G?v_1urb3Ud9?`M6 z|EN*!=$u+1L8A_wsCQ$}l>=Vy*N=9sJ2YgWkN3fJl`8oJcW*Xw>YAE&x~$8d+9pq* zfxo&=`?Sb2X6vKP9xXb1jL(v*le_lO=KZ@XC&os-4>?*p=7*{78iUvN>~^u-)qL~S zUK?h-@hyDy+kY3|Z}snmjjtXZnm$h-oV2#|*n!;^7aUh}?DGaMcBIUA2o7A(bq+{ z4fgywOR2BUM#S`8I`8%95hY@yy7@NQQT1*P|9$bhx^yexf7&Bs%-Jy|r)5h})1T|K zXXE+Up$nrue(bw8w7gG-VOa_dJos0sw?_{wT(Eb8)z^K0m#=?Hsj-<)g^n@#{Y_)rrqO&D|qo?tt}|emZt} zNAV5#Bt_+ZUwhnN-aBPdOyphdmx*X@UGh&IwHF_<4EeKF0R7h9r?0<#{MIK9K7Vfy z|5Wf*IEDw}-`?yCaqU0<`1$LEHEU*fxx8A2_UjeZH#oGPOa1(=(bjy?UqlL){*sp&@Dh@_pa1o@xHjJg9GIM5N34mYvgf zuZTzh{n!WY*ic$#$G7Z0j{q3!EF0d(L453S16;$d4T$O-IjDE2%ZtHohSUw}7s`Hh zd3_t&qkm{*Sa1-7>qi9l3JHto>hfw67EvdnU)X0rxY_^i^szyg7n_-W*}eRFMX?@d z_xdg@q@OF0O>0Y6d-lz}PhUO!{0R6y`UOP>_2|`=-Q8*C%ZQronT8S8zaRq$|*?dA$ZMuSPx5*Seqn_QL=|2Sz&2 zu5Gi<-9v*TT_5|_sHfYdIje-V(Ws|_XY5S6bELYok00oDjx?9{@r#Gf5mv*;&#yX1 zhD+yKFisjO|R&1Bfwc_@6>0C2zx69z#aVsu^Ysjs-46Y@&<}&!EbeF+5Ww=bf zDbr>0O<69JZ_0L=TvLj-%jB9;+^$a_xpu~?C@$x7-p=PKF=eXD`9AgML(S!Uu=(?$ z?s7gq{Q1yuIUnTxd}z8peTMX7%a+Ue;OggJZI|=)&`*b|x69^wr8;YXdsqtA1UE!g z#W6QVRl_kiNL9x%-=5)e<8d&?Ih|2W9P{m2IOf~4am=-cW#o2q?P=&ACh~vnVPUy3 zbzhFrKZR=#OUF6K7^s!{! z{NmTqKYsaR5xWHfpnp6Cu&muY33T+2rvcWvn%*^p7V5eslATFwj4q5;)h*bHYIXcv9e6H_r+a{o`qYw%j}~O!SW@2HJM> z%rMbEo*KB9o9Bj!{_*6%z1=)JO!SYZ2m0dX`C++T%0~tGaXq7N3eOLGXkOv@fxap{ zKk)T=LfzZt?>N7*cF~1 z_{Orr^8<6C@cgjRKb{|$8-?cwzBH@w{D49Mz!Aia56mh&Lzs9`c#628f)t)3OyDRy zN!;G(CC?Hjf)t)6Zg2FH=Lr)^3QrWbH+sr5g^4MJr-~bTL*co?1ed~-#SPt|@N8kC zOyTL`cB7{}Uzl)Hc*3~d=qb+_ChioTGHy3|%5#PZK!qob8@fc{S;Iu4!qdhLeWLKZ zVM0>jiQ|SPrtr*RVpHL%<5tj9o;ysCDm;1I3VO=3hly5&r;i)@MdkU!gssXG$PEpn z@(g0)SLG?>hK^Br4l#kO@+5LY%cwkyn21(+8o5;)04K+p&{laOxuI!Po=HrMt2~w5 z8hXlei3xU|k9jDpTl1x8`vs{*5- zbyR^-V1gFbeuf6Bvcb(F8_8 zLumq|Fk70yDCj7SXB1QD8qX*NI!fai#Z9yU(0E2E z&`}!CC}tRFJfjroD2-0v)CCjAF)&#xqKRj?#EWG4n>_8Kpo+={%#D!K3qxQlO)Bo>9yM(s@QH&`~nsmqjZ5$IM4+~K}YEVqwuRP zFbX?8N9h8ia7$fa6m*m> zFbaLp1x7(f=>ntBDP3R`bd(`53cWN0MnOjz0;AAvLtqqilp!z*<1hq9K}Q(^qcAW- zU=(zeAutLfH3UXMM;QX6Fmyv;6m*m!FbZ>F2#kV`G6Y6patwh{&{2lKD9n~2FbX=# z;2Fh?W`k#x3LRzejAB-_!81yQjxu;gF|*p>8Kpu;89bwyoo(=pQlX;^o>9#3Hh4y< z&`}1@C}xQpJfl<=f8!a&Oml;0l*(doJfoPcZt#p!p`#3*QOtNZct)wvQ3lT_X3ZNs zqg3c9gJ%>o?+u<&Ds+^=Gm6>!2G1xJI?CV~#T)>GXOs#ZW$=t*9)ZC#N`;Oxct$Z7 z!QdICLPr@qqnOWN@QhNSqfDMr%!x30Myb$ICeJA5RhT@ZROl#^XB2ZYOrB9Hbd)pqqoAWqfl>I?6c_~^WeSYK>88La z=qOWQ6s|V~MnOlJ0;ABNDKH8;$`lxdJD38aprcHIQMjckFbX=#6c~j*m;$4qqfCKO z=#(ii3OdRX7=>P10;8a#EP+wzwk0qMI?56lg>hH{qoAWKfl(NkB`^v)$`Tlbky-+y zprb5-Q5d=$J8p|E=jAAae#WRX!T`itb%*VEPMrqJd7SAZ=bXz>5H0UUcXB6|o zEuK*tbd=3Ain--B&nOK#%H|ox{B)aVlm;DT^NeDSyUjC7gO0L!Mlny`<{70yN7+21 zm}_tIjMAW^Y@Sif*SC2_Y0yzN&nV{n+dQK*=qQ_K6pIGfJfk$|D4S;#3lG>lqcrF! zTVNE{xh*gXI?5Ipg@tbmjDn7`1xA4hw!kRpC|h6@s9_6?f{wBUMu97~z$oY_TVNE( zV+)LejnhuzEG%P0AwHjd`fZRkfl_)LuB0k zSIdE4S;CV075O%&RDq?#@GH`7Tz??%@aId*NVai(f~>=z|NROAe&Jxl0G89>dIdIq zAtZi9K7;EOsQHDR_!YSfu21wrE7181 zqwyz0s5N(AM1r|qv3$kHxne7U{r{;dWMJRWF4@`h z^wzSYH0RTQ@W6E3tBcFQ+=i)w(#~(Li2q?sVG#`Ghk&tzG|uy8(t!QIV^T!I9Fs}L zn52*}M~KT9lLjJ&)F-(I5|yB*be@y+moO)>EMrXIN|=-Pk})P!CCrJ$%NP@!66VAP zWsC_&33H+qGR6d;ggO3`ggJ(|j4}NqVUB4aV@$`07{b+HwTv-wBw;$l1HtGsLVA|W zGcvSfjUzTf&ONW6z>!nBd^;keS` zd2ocuJwQP+SC$I%Q)AipJC~e zzSt%VT&aJy6WI{@2dzu)ivkyNUzD^kGeNpmg)uKiAz~== zAlIU>gJK%t2N=j~H>o`*iXdZT9iT#m&I{BLnFE*tXIRDz%5ww*2+!dm z(|b743*jD+>~NOFdjKPxK@kR#Il!1BDYa*kaX_n*aX^HzP=a_ZDhVmZQaJK?ECnHB zPPR>I&&g{^m=iaXF**(uRmgS;AQmtZuSHIu%mK3a6r*bc6%~ZPsG*?uKr)fs7da=H zt0<;m@fxvzs1lRc5Gp8$o`w{s<3#}#xi2EGGN+*#5lENri;x_7mMGex7?mZMQsRH0 zCY1%r#IfmVtRWO!khOuD3yL|3WvM+Ug)3ne(T&h<#4bTKYg!nKyNK->njAlXfY1=q zlFy@l57ac#zo>vEvKSbhKV(N@iKKMI47|r-f1OL++BXLGDt_DFYJk zfm{Sx&z6(Wlg@KeXCh{MQ<(#GNydRVGU*FK$rQtblji^-R*G4~{)0C|>_5~Puvnnb zXJEwlgE%1i4H%hIlot>VqQZdqOsFX!Ha{?8gTQqr@);PB&!`??K|OICZYqmWGC*u} zU__RnPJq}_z*vM*yoaI_8x92n#7@N1CGr^%=IAy5*dMXsCZT3|%yA;C?2Fkr+NM^>Aq&BU?cQi?hGV(C05 zGb>^!EFjmSlz?JRp|f-?l{rXV6Fmrw=s{*G%Q6BOk?k7d46@7yM(hX_zY`l681bV} z6Q9OCsJ)BGFtG&?6{T|zvx$rY_AbS!4F}7I-UIe7xfb>=#i)Oznbbc*sXg(JfD!*l zgLy?b2pgDSs5nXkBQh3|7LxM<#&Xo+8bXyz8W@!awl}eTz)C8c5C$ge1?C3Ds2_l0 ze<}};abN3R??^Ers0$#2$ymN^CtHn@GrbK_iOMTnxM;!c|?NIVxZz?g%%TJWF82 ze}n5x=M=^=nR~<;WDa5@1Mz=hCZ=%@ICb(fN1TDo0pbi4V>MaQdchK+m{YPUt}Do5 zS&r+VAn6N4JH?z0oML;B#j>5FW77n^md3&n@+JC>g@MUhLmDg%jILdzgvlJBhMi&t zu}iQ6gV-fV`w`z6`!I;jfUOurrvM|dQr*;v4gf|ugA!LVUW7&nX0eT^(mJpZAt#u# zZ%}-0ma{`o!kij#86$B*-LliThfVB1Z2X`+LQxyx5lj%-7S-VjQOqgB6#Hj81&;y- zR+2RdjO5UenkBl7rE6t5j-4b#jw2#XO8h%W?7FO7T9 zx)FE~#3zAdBJ<457kQoyY$lUs1hT8d{=>c%;v*s|Pv;)#589qnt0z7;1Sv>g5XPh! zjln}plUzPLCgL9fqjQgvUwKU$%z2S`WFW6b#(}&V#hiUI;@GfhlAcHXeORX?28FCH z@zsEl7!<48l4S%iqR$O%1S4a^UNC}T@e(dzp;Cfv^;@9f6U&u8Egp$ozn`B6cjSNun!&(Xqi?lh=@m_tQ|!Cbk92Zb*FG z#8zQ>?tu}%$Ha?9$lT*yBNVfVtzyCzlGh|s(exQ1P%W=}lz|c+0V6zu%SrNdz=&;& z*&{YEFk*9=cpPM2Q0z}JDtEDR={nV%odyEWO^y1x5D`S~0wZ!4qa}GJU_^Jr{3ALZ z7+o81tz?^(x$G39au;bUB6q=5!hK+A+{4*mAkGT}0$B%GeX& zm=zMc21a6J*a}AMU0}o(h51bMn~Cj7vOF~{SebI4QDR6jXUC8@FDSPlJV(llTnkxD zG3P}VVtd$iLEB4XULcFfI8f#O+X%OS5kJ7vp;Y8~K{}LTG!6_;l0FZ-n1GB8?mp&+QNCfLIa#~dYfdm`{K(^lp+hlhOIZkq$#NW?GqEv&(K$sNn5-+rfeD6P zqh#%(=~GSArbNA7_VSBla7AIKCD`vn^liLM1k>=z4W9hn2r zNXAfoMRYANau0;Ai5&}!*s&NI(dWSEJs@{wn*q^S5)ZS}sCxiL$Kf_etO_cR*yzmt zkmnv4c}CbHN#+k2y)Wt>NP7_36r=tdLQrJgvk(+{Mkt}87?mZ+pb`Fp3B;xbMq<8p z8Z{2Uh)-uD|0c^EwoEBT^Rx=t)g`8A{-&hSgcZFA7IZYvAKYeT#OB8i1e8` zLvo+-ILKTf|3)!q7qOsMp}FaLhVetVfMHOK)|(;nPh|vB6QnON^$3OtL8{djoUc?IiXOVSZ`d<2+)IGfaLS=m~pWCu{D1_9Vk(+XooiVlSVE zOgq60+26voro6_Hfy6Ax*CHoJF-5kyaIGTCL}1Rlro?f;C8q6>+zGBFxhDuZ=ViuX zdyvJF-GuY#-dA9<4#0U32=aK5f1?=5zu_IVB>x7C>>~h1_7MOh`8S5qImK2KiN826 zjWvWY9GL@ylnZ_KT7J`fy?_whNMcF#R5IiJn4Jj&$IdAV3pBr3fvJNoylFUJn z-+3#VbSfa!Fe5%wYTjMo~FXNfISGRB0WJomt4p9wpWiT}nhBCoKpi0ovGO@5Xbh-?$0 zJ?Fg=!ZX6FnPvR}h}0$nBfc8LWZMTAiET2BJYU>Gt`}gpmFoq7kvblRku`*^c(QGQ z^T-}vU}Rqm!{oRClI)~@l3_$fu+luqZo+wR(4{qr_a+nl3yiEGWF_f6SV5uO9^TeM z)*3=a6iZ{hpqz%R7rfdt4UFi0ECbn=!ZL7PoGz{_yiSs|hfo^Dh<%0jh<$~ZeS6EX zYlg|Oe_&(}KEo&%Xv`Pq5nmUWMRYA(Kl&^Y^Ce?5)0h|RCnnDbVJV7H`wG+|_7z_7 zFXuXt*&%z*Shh#DZ5bx}zrdVVWs1)dv0=#{#CfE?2^gtwf^;EqJ%-VB#T+wvjUy*V zF=S}Sd8DQinJiMv#4y4cWW31y0h9ekT#G=LbYEa{j27o1xKaxD|C zrS>?&KE&4mM#qctA<}1*gHQ|tOMY&;N!PRPyd_GI2ki06HVyW_$?+1XUle!C_b{B- z8;k8BG(w({L27o;p7Y8#@mlP;Abdk2n_{Fk1yx4Q%gd$qoR_1@m>fUFwa$C3#PcAF zWqTLt4>^C11d#JV4e45)t^)+-$v7;N=y-f=Le4|Lq=DHb&ppBd6eD?4Tubt%z?@gY zihZ_8%@fWeu_}fUorkIiVz&b$b~{!O;StJI36HRSi`W~$h`qt~y2)#oZS$fSwK17! zlGig*R792lBlaXp2#7BPOpfQk#H98(G8lBcY(uQ{d|{pvdlF@2#Lr`U;$(TxN_u4* z6BzM7P$f-b6oA+}?}W91?Hcr%v26-Nc`N}d8As)J}P~1r79(&>_M(UgJ zu@{m{0Oq_>SA3R8gOPbgh=R-?(#{m4wv>we8yOqkv6}`)YOHz=$}Xx~p?O>Eh#SELI){q(7~ zh%UWckUO7_>bU}I8g`w!bsE@p_4?RGg1_t4#mewD>$`0~KeL{917Fwwe~R<9!GN&A ip&#FPhZo`Xiwx=;>AVFG#w1>*lKq=+>NjhU{r>=18F+gD literal 0 HcmV?d00001