From 41530f60cf9f1bcfb84ea96a34c27042f1bbe38a Mon Sep 17 00:00:00 2001 From: Uzair Mohammed Date: Wed, 16 Apr 2025 21:04:23 -0700 Subject: [PATCH] Initial commuit. Finished project --- .gitignore | 644 +++++++++++++++++++++++++++++++++++++++++++++++ flake.lock | 25 ++ flake.nix | 25 ++ main_project.pdf | Bin 0 -> 177880 bytes main_project.tex | 428 +++++++++++++++++++++++++++++++ 5 files changed, 1122 insertions(+) create mode 100644 .gitignore create mode 100644 flake.lock create mode 100644 flake.nix create mode 100644 main_project.pdf create mode 100644 main_project.tex diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..8ec81c4 --- /dev/null +++ b/.gitignore @@ -0,0 +1,644 @@ +# Created by https://www.toptal.com/developers/gitignore/api/latex +# Edit at https://www.toptal.com/developers/gitignore?templates=latex + +### LaTeX ### +## Core latex/pdflatex auxiliary files: +*.aux +*.lof +*.log +*.lot +*.fls +*.out +*.toc +*.fmt +*.fot +*.cb +*.cb2 +.*.lb + +## Intermediate documents: +*.dvi +*.xdv +*-converted-to.* +# these rules might exclude image files for figures etc. +# *.ps +# *.eps +# *.pdf + +## Generated if empty string is given at "Please type another file name for output:" +.pdf + +## Bibliography auxiliary files (bibtex/biblatex/biber): +*.bbl +*.bcf +*.blg +*-blx.aux +*-blx.bib +*.run.xml + +## Build tool auxiliary files: +*.fdb_latexmk +*.synctex +*.synctex(busy) +*.synctex.gz +*.synctex.gz(busy) +*.pdfsync + +## Build tool directories for auxiliary files +# latexrun +latex.out/ + +## Auxiliary and intermediate files from other packages: +# algorithms +*.alg +*.loa + +# achemso +acs-*.bib + +# amsthm +*.thm + +# beamer +*.nav +*.pre +*.snm +*.vrb + +# changes +*.soc + +# comment +*.cut + +# cprotect +*.cpt + +# elsarticle (documentclass of Elsevier journals) +*.spl + +# endnotes +*.ent + +# fixme +*.lox + +# feynmf/feynmp +*.mf +*.mp +*.t[1-9] +*.t[1-9][0-9] +*.tfm + +#(r)(e)ledmac/(r)(e)ledpar +*.end +*.?end +*.[1-9] +*.[1-9][0-9] +*.[1-9][0-9][0-9] +*.[1-9]R +*.[1-9][0-9]R +*.[1-9][0-9][0-9]R +*.eledsec[1-9] +*.eledsec[1-9]R +*.eledsec[1-9][0-9] +*.eledsec[1-9][0-9]R +*.eledsec[1-9][0-9][0-9] +*.eledsec[1-9][0-9][0-9]R + +# glossaries +*.acn +*.acr +*.glg +*.glo +*.gls +*.glsdefs +*.lzo +*.lzs +*.slg +*.slo +*.sls + +# uncomment this for glossaries-extra (will ignore makeindex's style files!) +# *.ist + +# gnuplot +*.gnuplot +*.table + +# gnuplottex +*-gnuplottex-* + +# gregoriotex +*.gaux +*.glog +*.gtex + +# htlatex +*.4ct +*.4tc +*.idv +*.lg +*.trc +*.xref + +# hyperref +*.brf + +# knitr +*-concordance.tex +# TODO Uncomment the next line if you use knitr and want to ignore its generated tikz files +# *.tikz +*-tikzDictionary + +# listings +*.lol + +# luatexja-ruby +*.ltjruby + +# makeidx +*.idx +*.ilg +*.ind + +# minitoc +*.maf +*.mlf +*.mlt +*.mtc[0-9]* +*.slf[0-9]* +*.slt[0-9]* +*.stc[0-9]* + +# minted +_minted* +*.pyg + +# morewrites +*.mw + +# newpax +*.newpax + +# nomencl +*.nlg +*.nlo +*.nls + +# pax +*.pax + +# pdfpcnotes +*.pdfpc + +# sagetex +*.sagetex.sage +*.sagetex.py +*.sagetex.scmd + +# scrwfile +*.wrt + +# svg +svg-inkscape/ + +# sympy +*.sout +*.sympy +sympy-plots-for-*.tex/ + +# pdfcomment +*.upa +*.upb + +# pythontex +*.pytxcode +pythontex-files-*/ + +# tcolorbox +*.listing + +# thmtools +*.loe + +# TikZ & PGF +*.dpth +*.md5 +*.auxlock + +# titletoc +*.ptc + +# todonotes +*.tdo + +# vhistory +*.hst +*.ver + +# easy-todo +*.lod + +# xcolor +*.xcp + +# xmpincl +*.xmpi + +# xindy +*.xdy + +# xypic precompiled matrices and outlines +*.xyc +*.xyd + +# endfloat +*.ttt +*.fff + +# Latexian +TSWLatexianTemp* + +## Editors: +# WinEdt +*.bak +*.sav + +# Texpad +.texpadtmp + +# LyX +*.lyx~ + +# Kile +*.backup + +# gummi +.*.swp + +# KBibTeX +*~[0-9]* + +# TeXnicCenter +*.tps + +# auto folder when using emacs and auctex +./auto/* +*.el + +# expex forward references with \gathertags +*-tags.tex + +# standalone packages +*.sta + +# Makeindex log files +*.lpz + +# xwatermark package +*.xwm + +# REVTeX puts footnotes in the bibliography by default, unless the nofootinbib +# option is specified. Footnotes are the stored in a file with suffix Notes.bib. +# Uncomment the next line to have this generated file ignored. +#*Notes.bib + +### LaTeX Patch ### +# LIPIcs / OASIcs +*.vtc + +# glossaries +*.glstex + +# End of https://www.toptal.com/developers/gitignore/api/latex +# Created by https://www.toptal.com/developers/gitignore/api/direnv +# Edit at https://www.toptal.com/developers/gitignore?templates=direnv + +### direnv ### +.direnv +.envrc + +# End of https://www.toptal.com/developers/gitignore/api/direnv +# Created by https://www.toptal.com/developers/gitignore/api/direnv +# Edit at https://www.toptal.com/developers/gitignore?templates=direnv + +### direnv ### +.direnv +.envrc + +# End of https://www.toptal.com/developers/gitignore/api/direnv +# Created by https://www.toptal.com/developers/gitignore/api/latex +# Edit at https://www.toptal.com/developers/gitignore?templates=latex + +### LaTeX ### +## Core latex/pdflatex auxiliary files: +*.aux +*.lof +*.log +*.lot +*.fls +*.out +*.toc +*.fmt +*.fot +*.cb +*.cb2 +.*.lb + +## Intermediate documents: +*.dvi +*.xdv +*-converted-to.* +# these rules might exclude image files for figures etc. +# *.ps +# *.eps +# *.pdf + +## Generated if empty string is given at "Please type another file name for output:" +.pdf + +## Bibliography auxiliary files (bibtex/biblatex/biber): +*.bbl +*.bcf +*.blg +*-blx.aux +*-blx.bib +*.run.xml + +## Build tool auxiliary files: +*.fdb_latexmk +*.synctex +*.synctex(busy) +*.synctex.gz +*.synctex.gz(busy) +*.pdfsync + +## Build tool directories for auxiliary files +# latexrun +latex.out/ + +## Auxiliary and intermediate files from other packages: +# algorithms +*.alg +*.loa + +# achemso +acs-*.bib + +# amsthm +*.thm + +# beamer +*.nav +*.pre +*.snm +*.vrb + +# changes +*.soc + +# comment +*.cut + +# cprotect +*.cpt + +# elsarticle (documentclass of Elsevier journals) +*.spl + +# endnotes +*.ent + +# fixme +*.lox + +# feynmf/feynmp +*.mf +*.mp +*.t[1-9] +*.t[1-9][0-9] +*.tfm + +#(r)(e)ledmac/(r)(e)ledpar +*.end +*.?end +*.[1-9] +*.[1-9][0-9] +*.[1-9][0-9][0-9] +*.[1-9]R +*.[1-9][0-9]R +*.[1-9][0-9][0-9]R +*.eledsec[1-9] +*.eledsec[1-9]R +*.eledsec[1-9][0-9] +*.eledsec[1-9][0-9]R +*.eledsec[1-9][0-9][0-9] +*.eledsec[1-9][0-9][0-9]R + +# glossaries +*.acn +*.acr +*.glg +*.glo +*.gls +*.glsdefs +*.lzo +*.lzs +*.slg +*.slo +*.sls + +# uncomment this for glossaries-extra (will ignore makeindex's style files!) +# *.ist + +# gnuplot +*.gnuplot +*.table + +# gnuplottex +*-gnuplottex-* + +# gregoriotex +*.gaux +*.glog +*.gtex + +# htlatex +*.4ct +*.4tc +*.idv +*.lg +*.trc +*.xref + +# hyperref +*.brf + +# knitr +*-concordance.tex +# TODO Uncomment the next line if you use knitr and want to ignore its generated tikz files +# *.tikz +*-tikzDictionary + +# listings +*.lol + +# luatexja-ruby +*.ltjruby + +# makeidx +*.idx +*.ilg +*.ind + +# minitoc +*.maf +*.mlf +*.mlt +*.mtc[0-9]* +*.slf[0-9]* +*.slt[0-9]* +*.stc[0-9]* + +# minted +_minted* +*.pyg + +# morewrites +*.mw + +# newpax +*.newpax + +# nomencl +*.nlg +*.nlo +*.nls + +# pax +*.pax + +# pdfpcnotes +*.pdfpc + +# sagetex +*.sagetex.sage +*.sagetex.py +*.sagetex.scmd + +# scrwfile +*.wrt + +# svg +svg-inkscape/ + +# sympy +*.sout +*.sympy +sympy-plots-for-*.tex/ + +# pdfcomment +*.upa +*.upb + +# pythontex +*.pytxcode +pythontex-files-*/ + +# tcolorbox +*.listing + +# thmtools +*.loe + +# TikZ & PGF +*.dpth +*.md5 +*.auxlock + +# titletoc +*.ptc + +# todonotes +*.tdo + +# vhistory +*.hst +*.ver + +# easy-todo +*.lod + +# xcolor +*.xcp + +# xmpincl +*.xmpi + +# xindy +*.xdy + +# xypic precompiled matrices and outlines +*.xyc +*.xyd + +# endfloat +*.ttt +*.fff + +# Latexian +TSWLatexianTemp* + +## Editors: +# WinEdt +*.bak +*.sav + +# Texpad +.texpadtmp + +# LyX +*.lyx~ + +# Kile +*.backup + +# gummi +.*.swp + +# KBibTeX +*~[0-9]* + +# TeXnicCenter +*.tps + +# auto folder when using emacs and auctex +./auto/* +*.el + +# expex forward references with \gathertags +*-tags.tex + +# standalone packages +*.sta + +# Makeindex log files +*.lpz + +# xwatermark package +*.xwm + +# REVTeX puts footnotes in the bibliography by default, unless the nofootinbib +# option is specified. Footnotes are the stored in a file with suffix Notes.bib. +# Uncomment the next line to have this generated file ignored. +#*Notes.bib + +### LaTeX Patch ### +# LIPIcs / OASIcs +*.vtc + +# glossaries +*.glstex + +# End of https://www.toptal.com/developers/gitignore/api/latex diff --git a/flake.lock b/flake.lock new file mode 100644 index 0000000..1d0fc86 --- /dev/null +++ b/flake.lock @@ -0,0 +1,25 @@ +{ + "nodes": { + "nixpkgs": { + "locked": { + "lastModified": 1739736696, + "narHash": "sha256-zON2GNBkzsIyALlOCFiEBcIjI4w38GYOb+P+R4S8Jsw=", + "rev": "d74a2335ac9c133d6bbec9fc98d91a77f1604c1f", + "revCount": 754461, + "type": "tarball", + "url": "https://api.flakehub.com/f/pinned/NixOS/nixpkgs/0.1.754461%2Brev-d74a2335ac9c133d6bbec9fc98d91a77f1604c1f/01951426-5a87-7b75-8413-1a0d9ec5ff04/source.tar.gz" + }, + "original": { + "type": "tarball", + "url": "https://flakehub.com/f/NixOS/nixpkgs/0.1.%2A.tar.gz" + } + }, + "root": { + "inputs": { + "nixpkgs": "nixpkgs" + } + } + }, + "root": "root", + "version": 7 +} diff --git a/flake.nix b/flake.nix new file mode 100644 index 0000000..e2e8a21 --- /dev/null +++ b/flake.nix @@ -0,0 +1,25 @@ +{ + description = "A Nix-flake-based LaTeX development environment"; + + inputs.nixpkgs.url = "https://flakehub.com/f/NixOS/nixpkgs/0.1.*.tar.gz"; + + outputs = { self, nixpkgs }: + let + supportedSystems = [ "x86_64-linux" "aarch64-linux" "x86_64-darwin" "aarch64-darwin" ]; + forEachSupportedSystem = f: nixpkgs.lib.genAttrs supportedSystems (system: f { + pkgs = import nixpkgs { inherit system; }; + }); + in + { + devShells = forEachSupportedSystem ({ pkgs }: { + default = pkgs.mkShell { + packages = with pkgs; [ + texlive.combined.scheme-full + texlab + tectonic + tex-fmt + ]; + }; + }); + }; +} diff --git a/main_project.pdf b/main_project.pdf new file mode 100644 index 0000000000000000000000000000000000000000..0263a937184930378fd99a11b1cb5ed92ef59c75 GIT binary patch literal 177880 zcmbTcQ;=xEvMt)SZQHhO+qP}nwr$(Cd$n!bSlxH+^WNXtANRc(6*Fech>D8L9F;jn zRgx-*h|x0Au|kn9{25(`Vk2N6us5=T;^Bd!moc?7cd;N~VrOL}_@4)gUd+aw!A_)3d=*}LU152lr#bZ3P*Z${Q zbTfK=r(_0!4uu3AA4x%=1syUeD`1b_Omh20{D~8jYQhg!W)n+(ExB@?=@i)={m;uG zYsLstwLs^5xeQ{mOdujKjnB7mTi+NwhdgNM{0@C$Uney=4K14b0UCvbIE`Tv1fWDH zB6anozU|}v2R-uevJakJg~wpZ@0h%p>sxWY|8x{n%r{>*EPmv3_=&6A)$M(^800(Q ziAdlGewf2TAQ176qJ4SN(sO?FqzZt%`qgaDg!+Nm$Dl4DZL?=$ZS;we7R_mPX7);N zU$)F($#nL7yQk*&DR==^NP?vrqPE?X=5DELXpCC@v`x^SzaA(o=aY-+-(x-VICQb) z?acGnTeFLPM}Hpdce7rYwd%tokQVIoTe~NlR>~{Jr_wXl`Up?6`%MV31=xkhJ@3nW zp3Hc^xFtytHeLNQ)>2isRPQv)^qqL*%B30_t70E2tKSNgR;q2414Tt$UR`#s?(XR+ zn_j^;O-{x9@HcHD4ky)EU-8TiCt~UPR8H+qDnkvG~bcd4*-CrlU~ zD2-Udj7rF11$>M&jH=9UCn-S?rpcDpD0F{TqOX|VOV^}l?w39~cs8}#h(LX*)Wnky zzbs%~h-Sx%O=t1gu_U0!o+LO*K8_?=k%lgIYei3X(HMhJ_<)%acXi(dXmvD3OAd@_ zc1_@zAY`6J(C8u|Xxl8OVKr!~5lwHK0_4(9xbnOA=~TQrHNzDNq4z5igzeZoUpl2# zeynqlk9<#u{%#V&;5R&g`e}+aD;_B2ih@1jI0H19F@E&Xt=>|;gV_3_3F)nQYL+|6 zgvqh6mrUM9pV%huguwe8j->N!&q2$G;&4K^RE2-2W`4;;1M3ppbJ7eM>7_}Bo1*x2 z^-NCNFg`gQ^`>LjyTTmwpbFEF>jc3Qp_aOz10)(0LkLX!zJX;$B{j#WJ$NDlK@G>{ zv_Ehm=BtmF&7wW=IysAGs0yE{1E11AsWNaI9S{K!oH?@RBs zwuanKM_3ADR0G=k?XFzRl5QjS978I6Efd?Z_w6BW5$TDv$KN&{S8&~TrId(Ef~JCzlym&#bl?z zo2Y$_v!q|A3*kV|GcuBhmrcihaPZls@lDR-4$Z_K>Vadlw1?$|)C&aE%RY^*58~tQ_`1g&W^XyvAjXJ?WmG7HfjW8pdVS-a zHS<71wqQ+=}Y%u7(xRHQ;DB15sSQ%sb($Y;+U7+HG z^&=qhU)teWohb-so$|xI0~o0nY;XRaqxlGCYl&TxY_WP zK8=$U4VywOWCpd31cvd7h^wHB`h-vPOw#2bTQ`3ghT+L0lR_8-w5q)K?h1L%P)8}) zvOYH~pGOX{XDv%$b+s?9t=s};F(X2|!=hOsJM#CCd&9j$aJKFiVT=blUGIa2am**Q zY2U?kvb?Zn?4z3yk3PVE72}EUjoB(VKlQfCdXxti^-lf{v5k@2&x21X6 z6D`eRL;;S1alI^ZI+&x9cv(K%Mvn+Ds}QMS;yPH0z!aRSvvC1DwM8Ug4?eY{u@D)B znGa#uz(MD)R|N=pIGHt71&Giy5YWPihAWeb(Hnf~3?0aJ+baU9>t(#7!sK#dE7oY2 zwKfAeo8Fby%AeNcLBo~TN&PGHfG0K8Y5goLY2@ibe}kCb0$~S8%&{rGI?C068C~$v zO<5MP=^{qt6f0nTHl+K%OfXJZO8mMHk6c3D!8DPyByk1@a5Fc8Z&?5UVkx3O=|K6aMy83&M zsy-MEAQmc1KQTtFR`n7s1b!Z()+qoygl`*GZ&FhP1oEqSpE$ZBpGi$%kDrLeqzkH z2`ALAX$R}cF$A7dh{~A5XsG~6V1I=oiEfdIH-9Xh8^hJ zW;nYm9u!?oPv0}JWpADA`xJb>KU{7_dZi#0r^I^=yynR`ac}$VO_CHOVbl-=Y874j zVRLf|PVhEnQT0djFsQko0bRMHap}Z27N4*+qr@74+eIdf3)2!3W$0_v^t}(KJsUJ8 zWKN0EJS*8%HLL*XmIniE+B=`Zi$*Bg%+-k9Zg?Qr@?F6!DH3;yx6l*SdM3o(|9B8Bwp+Bb#+ot|_qLhpe7U_%wCy0@ zW{O!DifesleJNS?IN&$hnookKN*%?o;r^*p)esEWdt-Zn99t->__ZZaLt4D$C;7p6 zD}A*SXHof}?2fPiSL)2z+hwwJ$Ml~2Y~8dIuXw`zdx;#pbz5_em{1s^b7#c2NPlo3 zFfHd+sFvJ4ELE=hzyLTj`i-}8pu}QKF^8wLJuv5)U%It2Nbw!#8stJ%8fCwtK-9u( zC!EB$iKhJP7ep2gpPxD57BpxTR5B*-g|1#NsU;kmjObq{<4l^?`vHV}tVVxa&Y<497 zH~qqN;kAKC!tg!F&xO~eB2oAbHa}_KK;!910ByJL#gSiM^YCp{()yN?%96QU{Go;J z6kpPS!1_}9F@5O#-|>;`1u<;aEsl0HT)rUWm?`zDWFAHmjs zL80sXJnyA<-`C=#OL=jDi|=7w-wt1Hem(rDa%}Z<^QY08TduY=#+eDa;rR1$b`8BL zvn$s--$sk8s?7Q!=JkZn=@$`c%+z0q`S39SGgw=!`@ke9PjW7>dN2wKG6#E&fjGqt zmTOR=M z*;~W_P*UdgNL-ecD!mL)KRdev69$kU5egkzj%ER$zBddt+@G-@4wh1rOM)LvG>-=MN6 zPI%Qw?64Yher^7!91L{jU-$QKy_IpkzjWUvE^o8(=j-Rq&Y4I1Lc(T|EaL36yq^C& zhq%npYkJ@NwehP;v6Q2mo1=g2XT?8_cE2LF7;~VGTV&(t6KLx=BYESr59{Q}ZwW47 ziF8?@DKIU9>F@5&)CDv4Sb|5bB1Ue{)X_z5f@UpjNLn~MIr=`^pP#?Tgrsg0glUDF zp|m9<;E3L`%NJ*WH8t*lXt>?(f>f{PkqoUZlo;h4jk*nY27k+ZzkVldY zViymI8Nhj^KgPoVZSBeF$=9CD%6}=FXLF|2eI#EpSJAsM1{@U)_6Bu7MoeXE$VFnqBsu+R)|=ry8YVs*uq~xc&Nj;OxDpn_j38`+%a{@f zf$5{G6lHlr8w!ZkSVkktlSB}Mr9a7Nu2P4jYP0fQ4rP^ZQR?^hLT# zU*T`erMOCe;b+bzy2_rU&AL}CT{qLN7D3;a`cS6(mw78KA9 zTYIGsM76bsrW|o}`joU;s&tZ-XHO6ISt;U(wETlA`Y)hp$cQ33$EF!f`hf(5tcM;) z&_WK;I#nOq^2AX!a2Q#h$H~)%7w6b2hQ&V6(9f8ZxfQA=CjmE@$q9wi;A6@ZXKFPf zkS0E=4Qdg?+ASi z84Ia{`}pK9ns^~fLbN4k&NO4m-nW)l&D{VtIw$21y4Q3y5%w!OQB7hMJNULJ$#|X=F6F$uo zKN(&qF2lZdIR};8czkl*ap})oaUP9w18)u@WX_^A2Xf$?0N(b7w*WcuR;`EtvT6@q zS>m|$F+n;bH<1ck{hgENPI>o%Ue{J_Nq2i$c5hvPa1Mhw>eD~GJm3ur*%2F{b7jA! zd-m)h1)h5&Mo^51AVDA_QV1*h6+EU*5qrfg10aT&3srGc*QQmX4oiUd;qVDH^Tou= zu<6F@#gSKA`?iV0;MQREC*0y+TKzGvJitE#)~Cb z{A+x2@n?(VnOhI<#yI3hprPf1E3tSPb{hat?1Be_)O3JKb?D!syXz#_zkkLOexC~N@1_q z&?iP%pvN6X!O-hvRnh2Z=a=(iWE|FJ6HKt)IY&qWx{R{O-(~x zo>*q8&bX~P)0p!)0ZTkNSkSR!_d=+@JDW_N$-SP-)$p* zK}bx(`SmLhowz!^mDa&(n)RP}3yYp>&al>9jn8l*!SK1R};$xKWgEaY0 zlJvls1erKb%F8M3Mcb8zRvcw7yi2Hq(L-YWOTH4{H63gVM`Wiiw-{Mw{TJ8m2gXuA z0gzcGvLQn(4`SiKUeYhvXmfy7NAeVJ?^xjNB<%g6{s27_UC27)0yhrBE`YXB)?Tv?X;VY8VK7lTwx>N3U4D+m4qii0z}Ne0w+qV-n#ByFF>?Z276 zed0@m*jl7h|FSEdB=uO~S17HAlcZ)?*Kx|nLn+itGPlQ{TLYDO{_0rVHUlP-&uSVC z#@KL@HwSY@JENGtpp9`xdQ zKX*27jfO7mWr6osUy>_PX1WIRJw#1Epp__B&HjtdVf`;Uhmn!}|AWqP-eUWY&KXS4 zR$7J_d<$RRmdzr|ygJ6)^tc_JG_jCuV@)kxPs%#&?*|o-Bmj*nAmMhbqel@5o*q4H z@7JXvIJ%}9-pEGQ@!QQqcpt%>j8KX&PLv!>IN-wG&dKo~*g*Jsw+=&O=K8ws+FifJ zz%*=-Yd}cMz6cdxW%~OCdG2V0ibA_F_H<;R8Jz*~RRctN4?RtGHE5?~~Z01w=IdJ~R~& zxWXc!iVFZLu7GH|LZ|DE>B2Y_n0_DX07Dc5Hw?Y5XvttG2R3(Kh{Mpn!`>i;EWd@18p7;}{Xy;q zZ?`M1Xf0=uLL9)h9CDtxv%etxlE~7@qfS}<&YONtYmwb?JFb^?#UO-8XXSG3Zy^sY zjWWw(55m4bEmF>A5$zEX!$5-Wn3iw>l!rMU2y0{)i=6{o5C+$+6u5+wpmNAvhKW#? z5E{P@jWC0%XOsaZERbgxT>Aqfw8QEjnc9dmI$3Ax;0Ihq8nq||ycEA#B(Klw#6&kc zEpp3q9R>Bymt<3(E=wb1NHA#L$T7aJlW=;ASct>$N2zm6IO!@L0Y*U?Ej;1~Yb{%k z${gV*XewwFmLXN&N$&-L?rDi46+k1Mj?5sviAvg1?QfYYR`G5xbd%H^WuK*>$}W@|AE(e+kB2)#k!#9= zP(?-{O*m=V+fyl}b)&M|vYaGVjgw+sJ;S&lZ@V!NRiF_B5j0_ks0Xl%W~i((tR$j9 zoEQgn;6^cpQ#5YI#jORr*7oERvyd6M5vp+Tj!RrcsG}6jK^Z)<_29#pr}y$1)0mU< z`iVpF%}?)@b!Kj_|7~;k^i4X$vGUvQyG#6gF4wDHIPuPGaSo!C#Jzr6ST zh>^?NBrjL?yWdKH%BQ$Kv6SVixq*7!)Ku}!=QAtuAb?FrarL{)CAW&0MB*k0LzFZk zPYYmZq^7%PJY#HxW34K_QdA*TG6S(py%)nmcmmTE0wN=lpv^6K?rqe;_r;6u2&m1v z+CC75kH)QzyA>ccB@!^h#6kj$BdnTDF(9;ZA8C+NSd3zLghp(Mu81uGx4|?h6OKrb zg_V?tf=anYpyQ8QOT<7JqQ|byW7bV3kQPXFIxZcK0pOSp;so?gTGUPf0nX;~;==Es z(XL;fxE=*7k{4{#Atnz!>O^c0229`W`++397-002pTrPJKh~dRrb7!T$dZuKF=+oUH%*wk0BrD| ztM6qK9@=~iaf&}ot$(*poVYX)tz@;KJkEk@|M;Stl2vYmfr#4t81NQ~;DQw*Km+4J z5b8A#+Hi$uFum=WrT;iP-Y|94$P>0IAly)gLB$LZ+}DhKnR0bwq9O%qpbbLBaN5@QUc|6uM&l-u0-4TNDV7(vl<=S)JjE(u_h%denU3!#2}Sa{~xF zr*Mp2E{R?E&rh6$?=LiRLU4i*n${4kJPmCjOh;nJKw}_EQ4>ik)$QwG#*E|$1q|SlGg=L zlCV|kYv!mR>s(_8@EWzO@QDG9J`=VqcFc63xR#0m-Qs6xA`jy%p?&t+3@FCyOyO7YuBZw#5f7&BzUjkSBTzV1TlQ)X>Cr_m?B|4vq5 ze6AXu^4p@aT{Cv+q6HQ_v|Rh~KGx^O|312>E%TSj{hVF!2*G!B6?EII`w+CEA`Ww_ ziyWP&3?MNbwxc6PVo}Z{lZ<5;Af!*os1WUuK2UWnHN38yjZA$tgffkmJ=R5GM6qbD zo#r2TOlnyG;@-UGT!nf0)=B!Enq@|RFYjC%F?BWS0{}bwFAIY8!HWk!G+e)L5F_5A z3C9l@9sV|jnY!~>I#ewW z%4nh{b3M#|Z2$8C_a1%?GjO=*5g_FfKn%7I?gsGbfg8Zb1l~{>Qy#*!Nehr%3~KNg z0GP3D3_uo73$R=aw*OfvjlqGGv|dXrqSoK|*N3+YdsIrH!DTn4+ikeaw3D=(w!JGC zV_$LpaGWnLsfj82=F@}4t&xaxu87rEqh&Da+OH;~NjJz%b>LG(Lc8Q@t9ZW}pI^kv zKs$=ePQ9%Z@IbTo$KdqJ^5^)$siz@aqAw+MZhg^9GI9SJZ>d}3qWaFSy=ZEdY^QC- z%->^BsckbP2~yiO$+!0i(vtgIwrpRr3;|V{UeuP<3vuypOW zCLVVFwH%>%ZC}69(aQ!(dr>+}0QPS37D(I%rddS8(sB`@j{kjO{~}F(lqxdWkkB7l zao}L)=H4Tbt3%HDK7z5=+0)DE^^$i@D%MfT)X^aoQ5pdt3KdF;JT^-6k>NKCq(2Ck z`RRB!{d-^imh+tdCqfF){hFA6)=X8MHM)pxzQ=3+vqFfd)@SiBK_|Wq$%O-81Q>p~-#LXvkty^|h&r%enKHkw{n!(x_8{DTz4l@6#Dx;)_V4 zgcVp1gdrT{QN#eIn9u`Bvctm&kd}TgkR&BCR8TYcidczp0RbM$Gwl#O#K}M$LEe`z z5u#fGVd}HPHKv)$#j|V(rD6mGZbzO9`f>LHsKzw0DFor#)V{AN#DESpF~)CMI|d1A zf`y1joRci@5DO8HcuYdzJ!3cH90$iF`z?ksO}J3(5#|n#7{(Lf^0-$L#MO6WR$M|v z+)_{sq)3<%G!eY9SP^-))8s(=U8 zPVD1!6$4@utjpI-t8;V=0tlXEq*XB3))b3@ri|K^aZE4H zQTc$;h7d6=35h6#s2{p03xZ;V#cIPlhW@E>?K>3~pY!5Vce&UcE>L|l#NNdTuw8wv z5%WDK*Q8bSWdxoL!iRjmA{fPz zV}ok**`HS#&I|sIU);XF_;^?R>5NO&}@23$36x* zf3I=5$)pffnz32fiwxpk2o)W?Db4gmA9U^Yud#>l&@x~Nl|)sg2ZiIXsCa|Tj5mUV z3?bXbgTbS?1=<+NTXGREdI_$o|EPj}$xFh*QQqqBtB=g3dePhX=Ub$uOQHbjR3UMEVKahz(;AxleONPy=PsUGqnqnb-#Z_y}9Nzuy zMEKhMYW^v(>gH;~Tdk(ejKUd-w%c;cS7ozBD^q05#~2v(F%nSqx;y;psWhKZmHdOU zH1a1lt=RjWe^saWVJ~FXC&Ui#OG$>EwdDi z!xq=q$KmyK<|37xgb)kJ42}wfFJ>x9=5CJfH!wMK2c#}AiD2%w<{#{e5EKYAokF>} zdA}`!BBv~drvu16QQ(Fh9*blUS*VSI7S9uKa@3$t}?SB0ODwEGWvkRZ) zfm6{dG(2-nz52_6`zw)%77aBwv6jJ}OD*de1qI5}aR|c#e{XFXX>$z&il`Fy(U+o2 zwPvKucq*6A!6jz*T~zk=Q`Qcq9bU<+%|O|hhG=-vm;NbQf66jtVP`#5I0xO@aiDv9 zH5WWPFc3FG78I?u-Hf9$ni)C@>8nex+tK3%b(vTQ>W2H1waDZNfo$sV?b+(pS}k`H zhkC6LZ_^XO+fu(HKmP75bZ7ai9_zF>xYG%x^s<;F`m3cKM)KV;5cctpHafm7-FDsP zd&Jb^Z80By`j5$v8s<>53%Gd!80ld6r8d8e!&b2BDgPjZmdpIi^y#Isl8{q`(306k z8kNFdkS|JNQ6LfLmjq35Ruqu&=`5UTM3+_3(zryxL}w~E!r^u)Vt7K}?5T(cqcGVk zs7VFv2qw%8Ta0H)nLq0oqkpk@z#0POtB5QGvpgBLRy+dir&?c~ZcG;&QId&kU--1F zLv%bkA^5V^wHQQ!7$03GQTPf?I3&7*-5*vIn0J54h*7+eZuSL} z+D2trfV81dmLiG)KoU~3tPZ~n+WVLWJs4Z_g*Yc_tjep~Xw7fy5jPhs)uh2QRzBP5-~3`>z$Z*vq4t(68~UX28H-2g8uQ>V47Z^qEj z4P->kuVUEtzrgL&Pg-(3F-u=?sQFlTTOuO6t#I4Y@}OwadL!f7k}!X@-n-qbPoXNe zYEK8(XY#qVoz{UQqQSGSZU(zL^wRu1)m@$8L59OfaFZKpyA2QR>9(9O=lFc|G6ZO; zD43P0N*K8njqXYZ$Vp#a8`89qzXXG&v6z@(F*WO$ncy%tEP}4(CcLzTPK%29`Y#-ilk@+_0d!${ zb|D#J)Ls0u7qjJ++h*s?vl0Jx%oVt3lJSepWMW0h-#hz80?MQy5~Y$QlH_z$5uxZ& zqlYc{fwJIsV6OL%pjE#9{=WB9ay#%ij@g&}PrCsY^3|q5wJ?W5u(jnu*+*_w7nl%O z`+9#`zwcT3q*Q;)2t%CReR)4@sJt1qrxOQ|*b5(^d^HkvdHAQ%nRe61VW&np^=wHl zeL6jlIabAUgAvrmF|auP`91hfS+nSa2MJ1M$K}+M3dJ)OxWTW2y^V2@w8LqX&F0Td<`q|2(VymMzNeJ82g?Ku*`A!4X@$g9YIv`pebb*cLP=wN3r(9&T*+f zkZM9<#FDa)N7wFCC3_5hvgFz9ovHQ1d{LV1gpVEDj8|q~HDB`($f7OO%!Yz>Cr16T zj$$b*{^gOHqA=@{qaz5UVo{sN{?Vpgud?Ye%lGFOem!9~$XoO&5>tVJU#WFdx zub`8Sx=3R>u1C6bw`tXrG;iOgiliPw0#JLpPDDxKbic& z9wU&A{YTLeaWsum@Ez-LTVU_;fE5Mz%H|4ETF3mJCD*O0x$LyMU!j&e}C4v7@h@2mm5Lma4phYb~ zGKQQlx94q7he`jP{=(+Pufm1N55m{Zh%P7}ri?YACa|)dkD(7kTnzGvCTiaF7B8q+-$@+#Qgb@ovGQ9pb`umJ^1EZbI*wA?Wm=<1kyber z_Zw9d5W9UE*S*U6Rz(qO1v|Ks%3Dv_-mFx&_ie+an>e#pTCJMP$g;lZNB2W~25TsD z)MeCMgfLt?j22O-VV36w-+$CCBuLhL_5orI9ovLdvO>lSWN0WTmc=I{c-r3JQYo6= z@MXTRwwSGny8j1;#jB-25iqSuXt0L#yP;+g4h&-XkL*in-@o>Gs~}lxtL{!#2-B+d z&#eYGF)s++L5~Z`bFEBglg9I12C6=!a-4#V-7AtCM@Ph+k)-HP9&MBoI3d`0+gxR} zBZNObSgO^?3`UDCMYUGijY(;tguW^Ex??X^9|&~RFycZJ$95AwJCsghqY!&#yY7gP zRO6JjQ5dmRvW-xovv88~M;wvPD7PkYjV3FCpQy8(>KS6hfa?a3+Rf!orE) z`xDtSC4;sZNq60NT)8vfJ23taCnsAgHm@Ao@6=3|!P)fbnu<=$a>n961|mcE%63#P zw7rmo_Z8dzWz0P`Nxoa&4t5lYTQzMPot%Fq#y37K9Ba}IJ>GUhhY2r_%bU zd-PACf$g=zZfjLmu(_72YU1G?#`>NE>E%McT?|YwTGN~!4Mg)!1^I(`H0mCJuI}n1 zDPWSA)cv|n1g2#Md$D5E3te6AnDtBnwN9^0<->oD`>FT)xw>AoYXe|SM*!jTBOw8h zM}zvrOF3xwj|&Ylagq+130{1ClSKsyuo^dQ@Hu+ z{V^n9K+_>2k;S98v%4^WqCZ&kD18EU^L;*azD0dw=;(TvKfbIF_3C>fNkb#Fv8Qs#YEr^R=jV(o=5^_#6SfIjC;_Dzl?RHFecR0&*&SdwAdFd>1+J!_D=9;QjZW#rG2E`m$nUcpz&+&9t~K;Dt)thu z?4}N@*ZW-f_0q5Jhfmk=`}qDGkX}Vt>OCR`arA&;?%vE`j1bk)q=CiLpj{!aKF~L8 zSJ||WlB70EaN!uP0RrZd9vXU$VN?u8)3MxO!$`Iy4@yuSjDvK%fS~F62aHO^%kte2 ztwA!^>1)(t7WmJ3ESSYlJ2F>64g~pTgOWjUl+d@v*!)et?tA{y;FLe??3#tYQ9wJE zsUO!U^uW6~Fj)8=oSm51)$#ZNgwj0Y5{q@Z=J>1{zy$N6>~yUs%W{*02O@bCsA?$C zNCePqzQL`>%{bPdFxl1hFo*$+OM6u;(j@Hl%_K77cQHf6_LMO6`2%*GJ?pIX0|`!_ z;bH8w{zM65dySh|e3b!a#Jr1p8SmW{^R$n>paGcB^7X#a*LLvxaN!<6Pxtaro7v(G zAt&jY<5J`|U}#MaoB_S^Zy+v6!2)~w2HtVEs2kWNO1{Ap){dU6j}ulpMu|vutHTD^ zO|vO5Ug+Oh3ZMG>Ua1s+{8eZ+gyFpfr1XKr)Q*fA^sNg~;@+vAbGZ5{5uC~i(#`(o z0yfaO*5#%4)4*w6P2StzkqB>37>^7ZMQ~M)OY&m}Y`_%>`$Rk@i_2df3HNMOYrI() zEF$Ca<`!W*aLrSW#W9yGDQ~>kvZ0)zZLIPlK3IJ-k4L21qe>BT33Q2aUl`*|kyRkg zXcN_fXo)n5@>23-zc7>Y+!%a-eV@1+(6(hi74hirLl1j0*diJ**nk52#@>NfoGr?> zYKpD!3_}TowsOt0^J(Uo8`2^p!Xy4A*1iKmRQ7P<^CRp&*7)I|+d*r6_2wvrs;y4l zRNMGG7@-$S1hvosxkAn3xD=utNw_0u3x=V)7C&1}mSJn+MwO=8L?0jzTg3X*_-4XX zJ@kS?W^1n@H!Xl@u>jSB?>0!ejZJ;r9GXf=Jzu~8bL&Xxd8G6_o(Y_d+OJHGQv-o~ zDVI=}$Y=Qy=aP5{;a`*+ldv1h_#&1ZO&nB}2?_2&A#1$yfv$RBW?G0=QPU0YG4B%I z%oe#@2ER<>@1~*Gu6_-$l;igO!KAUtnh(z-25H%dVV@SQxd0tXc&qbB6Nx5@+s} z63Z|w?T_Mf?j=!fZ^(;W>7d$V2J8~x63-&qA;={f{naKMX1ec9)0=yN_rQD5Jc%F6 zCBAat`3MkTrw`oyI|&yZE+k4$Y(INc!V?0uE|=mk_GJ8rmXF84JNQOZzwZQ2wOgo5 z|n{tt=8{Uv^Jbi%z22=b~2b!MSbx5MP*U)Uqrxv=|W**=4AN4?Ls-x)^sLrNAz2(&p=l%yd!Z)gFO4&|AZGv^!Y9LKe1e}4m(1L5{z(EXh_2RBUBLDW^n>y7%oBk121u1fm`jjL zjElFR%Y7|;Th++{S^cbTl<9F>)oLgEY;h#x_i#_ej(?P7l&{df-Es-6aE;2xSNN40qz_xbF`rgJx zxB$9j`l$fRk0s6+VIKp8%P;VmF7J+=iXxj)&-{-Orl*)`(1eB3MzGCP=bVQgW`w9* zF%yDyK);}0*f;QFu*ppBxInZ*g~u1Az%FSKiLey+B|X51X51R9EvwSVm_w+m`uiLz zyunWn#F-06x#G|&=k&KSpb-TTgXjiaHIKSI&otSbvZTm+)v;PzIwRRtjXo_fZMO-#JO<*nHv!So zlOcZ)Cz_yD0(WU%LjI!(($iz5Cd$<0qY3CCD*Al73*R^uPEu<{C(87AR+PKQCA{f0 zHHEv&Hym?QUIIL$TsA?U)I6pD-EL70!)z zf|VNaTcz-LB8}&O0x>LL{I&$b&msYO{=yl4;!E%o`KBLK@sKR2&S}vQ&+B#)g^eF( zH}6W-K23jMRhx_yE+k@-$+g<5J`c46(oP3(pup1sM;z==^Hq$`>3K1X$`MgRM>?lQ zMw=dIW=I-w2^{jGrOA<#fxY?3G$Gd;)ec4ohWWqUCjuAgupf4 zR}hfN__#>KgGrQ&g9^g1Y{+d862ur5mH==33Qi@C8DNE&hp1vjMNu80PfsxOg#t&n za-;v%Aho5SvN~0wBetena^x5}Oqo_+rsxsM&m{2WvM+YXV*wF%b_jJzYJp=;^0X8h z(=q)Y#J9$1phG*=xuLcP!+;Adadr30U-ls`t*mx!(YZ+YU1q0o9T%%oQKu!AGXb|p zXuLV=)--_};Uks9!trdcBtrtjpe@Jbt7Sn=+NUo40}Z7t=b;P@R%fN+X3d%RUYxX{ z;MIE;HoUdnExV3$@Hv|}G`}fK7?Ybl@2oV(3!ac^Z+HP;vl|!K1?M9_iK-*SJ$@p* z>c}rV3bptu;7j9MAIr=;nE4*f>L$9npS=i&n1@0 z{Jy>E{Im)F;|eWYb=D3basBAb6)c6gaE*==o8C$Pn_8;))gA%R5ER9MH{UW^m|>DY zU9moXBWRh;>YPdy5xh7k>59v#$iCC;Lo&$ut5uElYz9HUjb*HAQFez`dd@F6j+8je zVUc`m;3W4tT0haXQ;2B#ZQ%AlcD5gxM7iY16?4$Ykn#H1 zp>RG$>pQ^V_vwzQl_QU~L19|W7iyFV?gS(YV^A=SOvWYKp{<<-N4;-ud-=pq-7<`g zzSVsqB<`4b2@kn_7+bg8dIR{k`B8B@#KM+M6#ImIRQkuVLXw{W;B+?voJgiGRb>{KU@ zb5gVX({JX{fA7@#gOnlj*!d%`C#I-wddSKLtOI;@E+)0^8_nf4E}81q zW(rkK&FTc7{&EAsjeY%~e`0&fbyj^-ZA{fY-EqpVVNX+MOm&k9fx+#h;-N}&BzmW8 zU${i}HVsPTE}sF`MciaiP5$q0;GKhr6UImS<5_SQ6dTwqwfe4TLC8yM;K&9vO=ZmV zLCUd2Ib0j6a6sq15P$JNQ8vsPv};`x8En+9s#xmV$1sw4U*-a z#2m!aBlTZ~-5POa29ks#Q-9y5NWJede`*-=L564ac zI0k11EV%UQLp!8VH^$DCpoaSq={P>gqwsS_&pUYM0dEb*KLcMGjk#~SvUzFT#cgKL zyJ9IJWBt{*@f$b0{GxtABdUG4)b~(cb2eo<#fbP{cLvbH%s|ssYD!`u%FP_$z|=>qxt`l>15^&+i_>R z(WSl+pbGfhDNLK^XF2o@Wap2RP{^c=scWIQa$eOqFjFYo$<7__!o4b8=j4eu=Nz~h z+3}(wS6>3CX37ghA=q9Dh^8?}lNI!`Gb_pHIIcpPC@(QtXy#yyV-j{VR2W_|4XaU^wA9Zk=U|R<6c#_M znE!*=W>O4=5GKPqa~{VL7!O^Ns+m{J!z4KdNK|tx_}sZEKyNgxv^79*N>k^>wptfd z`xUopM-*2faI5W^)d0mgsa>2JW;8%?PI4LccXFDcIH>w*_d8vQvjU2Z5JpSc3_VXX zZVLKo;cAUZ<*KuEP+i<8K{pJo!Zbl}LeDL0AZfc*0L3+FtJ@lGeUKeen1hTTiN$Te znZvX^J}4j*Nw8ZkzZ-*DDaX|OuYtu=oorsF;I>L|w11k0*!~0gZ|Y?y8>lTyrP*+_ zaoU2_2*uU@ZVLXxR^qvBl3&Rcw>{lZRJRMOwBOFjZs(~po8-%JJ3Bq&?GE8|cY4Ix z9m8ww_KLIHh1K8g7G$>zrE$&&R5uOPtwMTT&T0C>LU*6D+uxFr@XX?rMsPdBBJp;H z|1;75+i-!$;c189I+6aosRD|>sSZrM1c;g_4cwlpg>6hI;k4jhU|NyuF)fRAKNE4D z$w5)VdIilf-annL_mk(S0{68C6x%LL+NU<2D)Q^))U@Sfkg*V;pa$sai2v!~pl@%61oezy2tUdin zQPTT;-7mS@SDR}zx2Pz~Vw8%HZ^Ywk-SI7jLeg&qk%^@uxc>ukMCA4N!o3p6yT~`r zRrJqp(ND^&xRk_aD%IVb6ac+`XYGzvCBo=A-f^TXk9!MR#9=K~N$Z-U)LizfYcinD zg;3)iswm)+n{v(?IxTtha+kEs`A3xQ1xuNKzI%izhg@FVeCWWu9;2jrLsu#s0M>bh zG+UMqhDBUdDsVK`YM!ekh&n$`Nh2%~e@Q88T_e475G+Pn`L4xBS-=xJcRx{(D8GHY zq(b|SvuWgxK{#!3p*JyZSedZRR}6%OSxPG=vy!B!eN9E&JVq&I;xMenf<}KB@+j>Q zX>vdTAl@@uQ2=G}SQ1J+W5`?4y$!5=M@RdNL|LM~_{g$ha<bxYQd;$-Ms1L zZW&54ExC5k)oj6ZmS31E$a!nKXw|uD(egq!*(%D}s@O_9$-QjV2V?%0Y33O!xWwl( z`_xxVM-Y?pJ89Y{3?kQpPZjU7v|l0!N?6nivGB55PEcDRigv!ln#7nT_Z%O#OGkoE zJjjP771_+ToQQ==%VqcVj`}|#e$zBmfl}0H5wWW1uvoE%6q6b1>VO(5OXvPGjyX$& z{1i(xK!d_w6pG1)F-lH#6kYT=ty2l5=q8%+0FjO2`Cb&B*!EEw0+wdVs-fwj+_KMZ zJGR(S_9HQ_qPJkG;kw%;2jv@aN%3c}f)|-ZvK+}$hM&&}og?SPbp-SPWG830m%@Sw zjVcpWMBs_F<)XOVuoI#wM0{1$7(?4#u4Tw!J0Z25^$KzzXd#QeBebYXk2iz#WECsG ztOpgZc5Z||7iGg@a_M%yjHzPyK{nEl!h{$fCVMSDR+wvv^>eQ4^0z@&*Xa1zC=*s~ zk}*npcP&FL$aR-0o|57M!V0kGSdlbnEw9<{ZKz6s`fP_s$n|)yYuc;4&q7H1rCe0GI}=-67T~=*IIT& zRKVH=BOowps2qu*93-QW%E+=C@#$$F>~HWL?HEN3dap9n)dt%Xs;bUtM!^Ry;Y z6~$A398G!9NE6L?Fv)?{W_Btdwnj2D6^q7QIn}82Yy%q%3cq+Tv7(AdO^D4*Om!|TcrTcDQGhbE@izeFc7OCeiItJ4stPg-_TlBhUFpS(Q z+s}&w4tj(uaa+M<90Vj8MiX3d0g!!(y9`AtaOG1yAc=Ge7%xa_{{ROrdw^v(jW|14 z)1#stt%5d(N&hPLXSLW>tmj^zO>$bBCj>)8-cTS?tgj)w#rYG3ta^$D52w`yU;}34 zB@w@#qL~U{EbqR5uMRIB`dSL}@wXU#T?egaOIN5M$U9(CP&U?|(0RWm@7hk0c;S?K zIB6k?hPj#oC=1iq$K}({%u+sn{1jQ6_}lekCHzt23>qhs({nf!ZGq>7Z)dT3b3s@} z{3mmbGIcpn7Tk@{*wfL_%vvg;I0$G@M}^e2^KeY|x6>!EI~57G(06(mQ!JMRSL1++%;WoP+eF1s7B127=nFagIy>8Y z+x~epKYQx(>d?gbus5+h%;g|-;TvE$k8n8i;a3=DVy(Cz)yTMzu_2Kz4k|}I^NHmgu`YYI ziXS#7=`mCV$d6Nl`ChQh{#g+!cva@-G5Ksobxfl;4hE71aJ_e`H2ls-F5?g_H4x{l7047a7hUM{8U55bl2&Nk2>J(5`+tet&#;dVC`aatnF7QZ9P7)mDmrqjv zaj%4Uol1*z8_M`IL_rHLh$$m!EJh)IuI!!OBmBQDr|%K-r02OOpO4nchi>kFubuu4 z3583RgUW0#5nd#r>-8)nme;A*EhTp36c~@1j;IrZinx$P?pnW_S*hpa$BlIz@!}fM zef@TNemXhx=RU6e@#5k4>T>w|y|_HR{9d{R;o#%-@+J62%?eOnYl(O8KwWjMO@Ib1 zee$!TECK(|?1Yv5e`F_&1dN;<4F5;Ykcohig@g6~ZkY-G?~;I#je(8%|5NBN_6<}) z$9f4AidfRY9e;agM>k0L9uUl(+{3~BzX2&1WbNSIw(rMzmYVbS^;hX_U769NrT(_` za~+tYp%|*SzP^e;VrYFNGB@2n42+P9zF=Yo#K73V^xy1HO0LS{)(re54kuLy=j6!R z+PwcB5?TfXaq&uz1kBxqJ+ZX~V476}FjE6y28U-Rhet*Z2#t*V;ty+u;{jkSi0)t% z$O9xWwgz?zAw_R#adu~5XLa_Pd&(CFNJV4~$jr`8zO{D`sAnA?*oLqGP5|f146NQ` z#saJXplTI6B_MzMgA^PwKRq@X8yY{qyqpARb~CAWWk43#xW1Mu0u$j&6=^oB+Jf%Pk3?0NI%uVZSK^CpbA9 z85h99_&c3&esbY;2mc(1r40zH7yDZl7a{>c4G3V5`rF+%P7LnUO)d^5?o`cxW&B+| zL@?zPqcn|8o=0@m^^@Re0dw}RsPwXar{{S{pTBZ zdIw-r=I&?=#^CenX^(v84U)OFrNQaX`1cKwc~ZJU(l4#-$9>{YH7a7g6OiY8gA?GH z=2`~8%nXhV;Or}S?Qc{OBlT!`>*J0x9m^B?c)tb;m2FB9PkfYdf?U9 zNf4ltKe%>ic-G|kH~i!8sr~Qf@y~wpFY57+>-;Z0F{CMVWzVb9AM^X~JaF|??e?$L zBVWh7?2R^|&36wp`_H-(@N?}lYF!KSPd~RA`Q8^j#8#%}cT3D!9MYLRp`oZFIdP+J z^hDpOr4MapavQ9~;>zN8Z3U>n+|1~czw_;esnMs84`kqh>8R!SNSDEPp+~>^XQ-Az*mz&w0n|YppsAp>W4{#4z>%ZfshF{>lwUh_^-aB;Q z;+y>QyVkq9IREm!j`bhKzOT)my?-ffAvL0QONa4{?PfwNGQ!{Nw&*X`_!ZcAvRK%uTh?U>quqAcWbrA{3XRph zqkGmGp3<;Qkdu1>Szs+gvzO?zw=tJ*Alr*DH8j`jktbG%;%Q;iD8e`Ct5d6J;&eHV zJ2clr64)zkqlV?%L2 zkLNLEO3_)|7SIgwO5@bHs(Ew~?tC<;gyYYoV#5)^&+kil9mR;fXjd)RH*lXXvU+z6 zw~^;!EJcLpYj`g&>mSIdRQH zi>#x@CCqEc4N4gWGL#Yvm)(|vR%=d>+tqSJn9$W;LB?4XOSdyE*zV#66p12=Or)mJ zQO7#~L$5{om5i@+2!~<hBTUq=D3cZ4G>7FGXlh@3xu$z6ohh~!f>I~ zSDJ9sKp`$6o14zjMY&Bo=EHi)Q_Nqs(kL$~@Kl64?hD0QO`H4IakhSf%=4&Km4>G4 z3XeG=CzH;_eJ@js4O+!yQ1G)d1w|X90c=wm2`pn#p(#ftxp`}-2K1W;hhU+ndN;SM z7-rCLv9hA(;Blqpyf+m=K}{p&$YNuKvMLn3{W<4=_Lj}fDZ^0XA(L@jlbS6@M@jeT zb`_=ar_dN+_3Tx7S)Q0@ap@4B+cRXUkVr1DhBMiY%Niz|TiogZasEXmQoSs3q|(K-)!@lQiy0&^NQk{083FxCnT+ZE`sBL1LMiPi+miRxg~$t zvu3SI=z@|mm9z+_-BfL7@I;fGMH$&Ew4`%OliTB&aHiR=t>|}b}%}NqZu4Xrd zr1i4Fqe+~9>xD-b8xC0*TmYhLd3SmM(Zle_+te&#lro+;q#yF=)jU^3^+pF^o(VA9 ze?Ifsix?vn_(Z=&N*lK_VvQis*j5%vZqKs@JnpHDWb@uoa61Tn+0%f)Pcw0QqRGb% z&MoX%5y!%6W_yA>L+h7W2&Y6bL3eN z{ZtWCt=Ph+3`Cl=C(jq z**QuZoi}0ozlsaEd?>!M%N219wpz3P6<;=yhM!gvLOl_*bT5g%B^wT{VDJ${gh#j9 zH=6lBXLzGq#&xJ}JV$LNvn5q#wJ{RtXYW~0GwWsDExtof zV$r~wp1cy%_wM(2;$}U@xsR+8st!Y=`otq-Bv-!HoOAklanS3wwjSV_%K4VS_ioL2 z4pOX$#RUV@ao`G^2k*Hz?uP`M;U?(2?tN;Z)Qh)Kmb)&{G{2R{)KVDHIkYf)>Uj7y zULzIJF;)@Vm}y#PFRHva0&@mm0WXk8EW@9jvE+C9A%sv#98qC?ZFg;?-bZ{_0Ezc^z@%D;G2E^k{l$6jL$0PbcB*ekuj@e6J+D5HGQ9kHhk| zR(i#Xi?dGm^e%hKwCmNokweT#9iOeD2|1w*Fl&blni3e4eKCSGsR|TCB9~jEqg+VxON)UX$=_0%IuRzU1Hz$Yg&8-s0J-_ zpHzxfXgrui&iGSrL=we3lJ)Qu@Tb%~Cz7V(HxZxL~2+ z*TpmHw(P=)AJj^cWr5q{L?}ZsG~06BUU!#g4Zwa z8HITvSSrxc79nbPj+Kl1PH(~T6B`563WgYO3l6Ie8y{V@O;$w<@LBRMm0PXIE!#nU zK*}&G8jT)$#lq7}4=sM4D0-o~Wh~%hyH2+BW=OPr?7Z280%GJ0#G>>Usg+g+7-7fa$b{g%2~ z*{!^Gxvbn$dUkoBzzr9KHG9v?tl-!R8I)vUc)RJC7qv=UsE5v#DSsmI-rZilM^jo$(QrfNyU)x<_UkGr^oUmfdI_=)U z`_|@iTZQ{I+7i;JMg9ioRCHLf)WE|Q#>_|%?`ZY=ve*vEhx z92tPpoRR<`b*r9_F|_<+icU0tD3BIby<{%2D#1w_FYpQ!TN_eMFZ-00XQBaXE%v}F z#1tPe)p+_!faIHFn6=+8^ZK;qG?Z<_N!u;I7uDa4{gVm zcR-~!)QtnI!GIeu27i00PZOaZcg34k2s)t#$iZ#Rqb`7l>~N$jj1xrr3OB)EG@Zzm zK~Y8;gGGwoz-Lo*mJ>2Itt4s8=?_`dfrB9bZfPw)zJzyjBhM=MCD)qE5t8C>PKN{NWUMRYVy>Lq@&j!JZS85@|8{$~Q2f*=6`&n}=sf zof~pSzSsT;xCN~k;;gFotrcIsrBy^ZTOJ01Qj%?IWd_BhNZCBFA z%(jRPw7)PB;ax7sXt^r7owzxfngrm8N{|I9qkJ=hYv{8lqvOROK|r0F+$aLi=#Ddq z_uypm47O+7e}sF$cx60)!lNwYX-D%Vvc$J-lE?olnAFi)S&u*Z?Tp2Sm>KPDFE7C< zlv@vVR)f=3C7~F^xIzE)oJvH3M0Y3Q%HDZF?oIISA#A#WiQkEz!}aLZKUiQ;#2DZ+ z1|y;Ne8|9t7LRSAjcRTv2z&2?cth;l>hyQcs{IuEdJ>ia)9C+`0A3(#{pnI)skSXs zo-07tgzAqWNa`u~Wo~=x8@0dRzb{4V=iV<7Vn*)vA+pgz0nSIjF?;xyZ=Xxdr)LP_)L z=6VTSjfp12$n_|17i4&iow*{u=|7)$wVUi{I6v2+ySrg5H1Ri=?X@3>2c%Ux2;;ck zUi^HrG)d_3r~*I|NpIA_oNiOs-vA|KniFM=om{@pv=$Q${gn4gj;v;pX=La23;&^~ z=Fh6=F(arlfjg0v{5P?V-$D1nEjuNOt0{ubd11oblxWrjQaH9XMqcjxiX^#t-ofZUnlrU9?CWIQ5_ny|4!DsV< zR7Wltr^k{-?+e{1iZ)WAF6P$Bw_Bm(vm>;{$V*u*`+-)|MUy$OH;z2e!HGIbKi=y# zcK-4jA_$=|^)f+efgVoKF_9oL4b|0Wx;lf7;H?R3*EfVy`(l zTl|kjTU#8lKvxnn@j12cP|!M-OL@!Q&I15%!4A>BKy#*5Rc>|Z4V95iVK@x@aGOuj zS#U1rS$HgYj`Zzzl;Yy?r||}#H52A7k6H4pZSH+HhHgn;k5H_-Wt)?lI*gsgcG=lo zq-83-Eb@mLESvBtz(VP=9yL%Eiussa!=OUuS(d(p=*(A#=mNs9naMUfanp=5u=0|O zLluoxajB`jI`4tWQ<#0?PCeBDY$LGI21;J;%V14&0zD`6d5oqJ_GO+jbbB^bo%+fW z&KnK)f*}9D-{h^R^$oSjKuHLM1k|qlHgGuYKxct4=DZ8x`q|StrCrXAu=R4 z7mMJ*dp8t%nF`8z?L1APvMFy7Q{`VV*3Ryl=#N4nIUK_TTmlH^>6DXk~W@q^B!AId4C4QQ>6dF6_`(j%vwAEOAo$1Kh2jg~RbWH8`|6O2d(2RPih! zW}I8>yirvYtlV|4A_D)7kxu129?Ka|W;pEXHx6q$mH-8uF^jLYV#qLD`Y$*n(uNFR z>eRX{Eq@C_5!zypW5S`Y_;v*`bwR2V88?qGi&P1%pX~icLM8YZfYa#x2{okz*W5X+6P_`RB&NpA9U?!9`LDCU2X4KnH7jUcHP<(?_=+z} z%#M2chG~M)Wf>fedR%5)+3kVK=H`rwnyI!sQH3@G-zU=NEPvWT7#W*Z3x*w+-u_Cr zR{;K#gf|O@0)Wc3p1J?PTHsmfu$r$XGi?~kK3z{X4lqF-M@%Nd*VFNwal73*0TS&4 zQ41LmTxbZsso^4sY_S(V#qcILE~&o(aMh8}zuR~4kFtII@&F7p<&fI+QpT5 z%&u;@X8qX+rdZ0>u*?;xGKy7`U*_*hf3nH6Y}5o7%ro=8!>S1~!9e4fDs9y;$x|M~zuek-2WZ^gqX7QU`UczAX> z^4*+E{DT}wLZ6q{gP>h0zOvZtS2Dffnetu=j657?cY*n%tOnU1>!(X%@)qgQ8tRD7 zntd4&#K^ia$In?q4)01Hk)ET%%QG{1iHBk&%J*LGC4#Gwz|;dEtr{sosFI)H7+=ph z=E6#>GKCqyHsmguLn&zxJ!87Y4uol}pm5=*Iso+%J=!*`K`P{=Y^s($JfOg`3C{#) zllBC9o7OJ_mR5Ajg}g+l_Er;wLhjw)s6Y^!?gl_iEJKcArl+mk*4OZevZ&tK2O=xv zo(D5sTdkG9O@Kyq#n$b7&~uWRe{IcXdMe`wtXPXa!{)HzuDUEDBJwMB`jWRZo{sx0 zMdeW8q8ZxK;?C8AVWzH63UaT~_V5!Y*q)96JNrjgD-1%i3fom;PKUzi-T986i}F?_ zv043izm^@B|CxJ=u|PKIrKNJ<`8Ic$mz5ym$%y1KGHjKbsYY1vcwi2llGpOl_t^`F zPIbCC9#y$9rg<7b`fi^rR{(vh-MZROs4z98lgB4{NR7Puy__IMK&1FP=&4x!u-VH5 z%jV4TR(#6w%;TCJsb?~F$d-FkbAcH=crP9mkNTEjO7aett1jw+m&?9}Z0p;?R+=M(#4>`_vJGo<vT@R2~D_VWx0itzKlgTQQ$5=_EO8lW1~SnpRYPBQ|jAlQ(yAW&61+DL^qO8Q_4e9$NZ`* z3r-wJY{bkrG9qN4%cq69;Mq{~Tf1Ns@Gg8P8&FGZkS2MOMxL*?WD6Y#>q+3swmcEI zk>!~Weg&|jV_FIe*T~<*4CIs1`VNYYV4NQKtgLb;IZ=+8RIvPl&1%=?#1>+~Jy}xj zuoZ?!U*>UMY1eTnl@W9dyt2Rpd}=c`bGnzgl-gm^=2RoxR-f&=F`u$=%?Q=&B!2I0 ziX;lTzjZsbH|huxWaE_VtQ;3ZombG=AJGxPMo}?%U(3?e27JmEV)12Hh-Oxl5+PM> zougiQLn50kVx5=xpWo4<7o9bqGxdZcd}mzQGd{!PLhHBL(w20{2LS3HE-8QigLK;w zhaKt*#=eAneK?e?!dbDGiEi1OPOs-0I)=$z6R(q~q7tUN3-~YxdxxewpszE)G!W61 z`a~0975cu(%VdMPJvxNbW0`^htZG3Ov`hTFGWKUcU#5F-ufq70#XRYAp9K=F=@jxe;f!#?9wZoCrPoWT!T=a! zugiRXJWz>HctR+f2$Fgp_QIl_OV#0z*@3Bm3ud62;z_8S8{yb$+XwnR1t8cZJ2qWFN6e=4Bz8i z$|196otJgZv|r_!to!t&AUmaY&^0i$RuHd8-)IqfPJncSy*0=4A4ghCb)pe7U`9((N&@*3F#?Pm4@C8Z!F_p z)k|?{eZN%vPM`Im-l0LN&S6UN@q|TAeTgL(>axzxcV%4?{PN{*@QJX0=7#kh%drySw~bLo+aN%r>`a9z@Xx8-dGRcmHDF za}&JOSEQOQF5a$&jan%9DwNJ?D*1j|E{;QK5IH`po{_AEdZsLCI&X>U+ATmz zfiLa4Rm%N#=I?sKd5owLuetHHb_*2#bO+qAb~v0Zp=D6>>$p)tmI;_AM0A@ZeQnHS zuKY43|77h;6Z_ZJyaZCJ(J?|B>E|?}?ypg+ zqUa)vy3zkYzzP%N&vIn`N1!p1A5#IF7rwuBc zSnb`^jyjP~3P)12k1kfsH^w&(BplwjV|?vck7b%XPZKf)H?#^3bcC2jh8a?;TV9T- zf|`YM*~sA*h8^dvdN_2KMYB(HfXRDnVXJ++Ci0F()r_CgpP(NO6eW9xNrtEh!Zc|M zYraz2J0BG!GCc|x2p<_GlCRPKH>!bzl$zH!fn=Ez6`jRa#lMy^bmt#ZRGiOq*W+8M zZ5hzBkWR|~Ma8GTQ*(Fx7U~QFBzi@rz6mokT?{yag4i^J=Y;_d`rso}GgB$A+*e~P zVQiG7u-JppQ1k$1M%%I3P1k>vp0X2|s=allop%@!q+pCWQ^tL_Na2fEpn5fQbCdqN zX-S=3S$>Nd6&&x&=SToaSVX(;lIcS<+r#EH(m!^Lr#W?8{` zaYw0JS22c&6=oTkDuaZ8V{J1uBEj3##4eVOPgJeE+-auGqtEBLi?R;Ly41dzxxh%0 zF=L)o{A>8UU71DulOjI%DU^sc3BXA@bm1KOtcl1$)Vj>vY1c#qbl=8xB3^(f11ZU$ z!-E53rkXQ81e$IcfvZ*OPa55ZKY~t6odFn8Fk373gi}5URI)^N!$L10=(f~K#FF5m zrB~$H#9rvRSUD)654~IbKl#2>OAcHTZSp=a*xm#@#RSu@Km+w{XM9@5pCYdktqT9H z;m;zm=Hkfx9mE|EuSv4C?n_MsBw`8*e1vEw6oGSb@YicHIs6O7VKC@SpRwR$PhPdF zaCrIZNfU^1(to6#gqn-Q!Q*#NL#-!teVzg;v(WG3FurO@Jx}kf)Tcbye1XvKRQW;3 zew(!9R#V@Jrj!3-oMz9{cT@RK9^?ji8nq$NoZB*1quudrqQwRkM6_1TUrzJ3?(9Q6 z6F0Szt!n6UVd>~D)3eR_m=T29I)#T+gAnO$6*kPobs^j|BhlqqB|MkckYg_-*5bT@ zEl2}Dd0NXKIk#oBYZ7Gh9rF{5E0w6^9C{{WJ2CAjzoh2@S##VU#yGZKXHfD)y}`c#ZnhW493=(oLH=+^zjfi zc7MED1nWshi`W|Ya?lU)D?nn_gtWwKYWV5zHN!Z{OzlXuQ)*3JrnxGHe|Xd}Oy2xi^iN z9H`^OVKbPhnxYP$g#n_;ol5&mrXt%S~QlwQ-@M&(!)?Z5>J`9c= za6^bkX$?RpDh0$l0C~yDFCHt6tR#esPDcH+@??L`c+{=Yj zxd%VUEtxB+@bis3QK4E;3l8sY2>(xZ~!!({J2$UEEZx6yOZnZoe3ub8NDIhNCyE=t+t zGy+a|4=zRm3hJ8}6)~3JKSCK4l@1e&R{E^Bs$THCLgRKYFPl=(tjfVd?MsB_%^D7_ z4+n%ech2Qtu!KBUgQ?@TdtS&!nXTbCKz$Yp&S}Y$bZcm%nXP2k2xF2gkfqKQ#TsN< zqY@WL$$*UIzk;-M-h??u)yAchag;U5zv^K$PclsDxLof!L9+-_*t@SclZB-G8g{kG zU;Pek4+MGs1#oLziv9DdQC6UTe$hr{nZAi*L7zH|kPLfYUU)6YcS$wU`Le;Y#|RxK zwKz_x+kH#TTk5;9q)G_NVt@sD#UZ_Xi@0PCb>Fz+b@~gMDw|oOsGz*BEP`bYd+>8i zb1?C8^m1>!pzLXisugsCG$M;to%{L*8ih;MiTssX=5tYgAnTSBdt~Pa+Tz};K$CRi zRgTm(DRaZHY=lJ%ChVGPmmF9#QH};~3!O)rVW9rtX0r~1apLDGQmEG4@q^)$MJO%_ zYSi-8&Q#=&08&9{_w&CyXI#%i=^qXDRNIiavrG{X?W-}-hJc-5V}(pkiQG3rVPD!z z!#$RUsuQOVX~lBbIF1~y>7_hj)f61f?q+5Uys1@5+xwj#tq=*I{;L|*_6rWl-p0O; zY)ZAaW;oP<^RlvrDz`|FIK>7Gf`Ubi-7{OtmHqZHjxn&ztmRQ*?tU|qgZYhi1I2bK zQ)*0AW>=0EjW$1@5z2G*?+Qy=gQ^6`6yc-{EKWNo*gvylRwv>{g4cQk?zs4eW>(<9 zMe-xP2cc4bb|h+ zM8aBg2vQ@^$w6k|;i4L5Y*Cb2i*OcvEu2d6KlXkRXQfBFFfIvcyMe{Jo5Yb zfJ3N0MVRi;9NK2jSF98j)FmF8J5>qqW>WEmV!#OMz~jg3r78P$p8t_C`g2$~{f{5Lj9ls1ORtnM$A z7;h3~lJ7oE?o2vmWwroJWT9kkYMw}h4gp)SCG?9@`(6^7-*te4Z?!w2bOxS{i}#C@MJlYwqWkW$yjZ}8?y8-VDplh^Chj6$tb2S z83deuH3l6O_lIjyRD*G&L&yw4C#~7R(cDtC*y@>u6%r|05_Laqr0So9>BD{ogJbf3 z*NE>RJ3YGt80^#7W-07c&m?gTJ2+etIT~<{gGIKuy=ca_{`H}S8`zfu2IipzD62&# z4gSyYJ&LSBb!A=(6%$kW{;6u`AlaCclytaFdjHT%+)FMK>v;LsDtKW7W*U`(+lj&C zU25-^???igSL3%_3{jdwm>E$~h7?zx|uG<~ryt z7^$Kv+bjd($RPmG7T0`jMWn=(j*ngBQ0!tzPfv*Kd*O*PJISp@7mts%N}A8YJOru{F+qBa&lbNB zo-2sk$__MVji8*isSIt8-{2`XqgyX)L0;K4$I1JfonBAHfjr1Wed7~K3vhAvd5IEy ztuzgX_xEt7y>EZ7J~lq?7_t+^_s;axtmlrK`NUI8{oIr6!fgW3(LNghyBBRZe{vI8 z<}-C{U%Y5KrhcNkkz#)|c?vZrCTPfFRg2w}$?9%o6B5FSgH-;x(zMG(vNG?9r5mfY z6jGl}Rg&d2ZbUy02muJAWQXR1iEA$rn9t#~gJkxHK=L9w&y>*fs6A{W4+q z-tgjoC!X#_cZf9n09MhDh%T!ZRX6Tai z!zC5=co(*%LC-8wKj&>M7U){b`+c-mRS;^q&!Rw zZk;c+UZ>DoyILA6x6iZaL6Cz}utkuN<8Kr!Zi0nUT6G2ZnV4ys`c|IHw}LYGP}hVr zETK#7T@SP_u+KbwYC7ie(U>lcE>8F z66&CYN+qP|=v2A=%#JPWLu6cq8IB;dQ2Z2{B<5q|1gE zG(Vmi+aU-$m}k%mkAHJWDjioKb-2aj(Z{qldEpi5RlV^z9o%hOhayKYK@ccj@ED`p z)$gH<`8rW%xvD3HYKzaN6W3-7{e65N+}Dg$>-96tv~2Lh{ve3e0BcEWaq-}J`2LBk zGO0MsCQRSiJH`0eU^DS`Ukl^Z(4qrN^_?*6GwEJ^7Cfq{Pwr%aN2?9!IW~Dw!2o6p@4=!(ENA}_YD{60>cm%g%k!%@Wdc3GM)i4Q zl^tw(PwFkg%6>D4-| zCd#d7#U(##$*jwx8zlPYUVgM5N^rJYn7tyjpztIpe*JoGeIdO&!iL7Kqw5hJ14$+z zaMz#w9dDXbzzgIE{4Ondyxvz&;udt=pdBny)uTwRr7pqnD4*RLm@F1b-x!eRf1O;j z=CA8mmTtrDuTmY{8`j2%c(fZ)jOj-;m?U_EQB4d`q^lE(T_rz>D@!GG<*%rl zJ^t+O%F?i3NuYrP4XS;&P|q#!?FKLoz^DD2-~RdNjq4NWcU-x*;v-8vQ7OIqkX4tRG$5q>Nw>6~>X2d>6L(;p=50J8G;4>H499jq2E>W8nn$YOBJwso;y>^pQr$qB(=?TBYF(c zE>2=R_R?p*XZjoR7Vy-D%zbF?k=5?96kLig`s`qkJH=jj8&8u}cx60BhrqVKUHQPm zuhk#|txd`ubz>|MpTek4k*W*QI`#(lHxg{3mDpQZ|5L2_%(p#6>18sRI_-_Yj#756 zjNVXCv&o{l)zBay6__42w5!cr-h>4hhLFa6?=_kRM;D(P*YVF2OiDuuiTE{Nh4VmZ zHTyrml1S11An?Wjq7cDQ<-1I|UbuYD_IY(weN>H$YlwmKZ5nR(LRt+ar0adHolcnv zIJh=|fvvimBL#V^u_dwOj14 zElXcE0C*}9B8q%T37^jTSEnB z$Qv%e+0*Sx>z-eF(tdrVtyUT!xVbv@Wl48TFDPOl)2L*xhlJCY3D}Bri`~<2|2Rr~ zR(q15w}X!~B$CO85EvWIlVW&k#=ZwC6XVV|mo4NB==)?ur7W@d^mXkoxgT|K?J~^@ zNbVh*YlhOvB^T+)WZ+#gX~|J zlQLdj3dE>EhXCuB#7%PeEaFb<^u(Bd0&n2JWil<4(}DtcA1+zW&nMhq(Wf2`5MJYx zW;mSDNbl*q_@hI7ZEj@@jRK^EJ*T$`9~S8Nc24MG6>!NYjg$1&#xhYAjI#XyfZ@ds z^Jd~bu5zKMa?<;}qHoJ}9__CVz0-(z^6G0k(C`Zy)otw)dXp*2sZ=Pozw2TV%nl2gKJBH2AoVCB$4b~&?`@U=z|GlDD(i4R+`lH`knQIg8i60lId754-E=Z;W=s941*^{?X80UPme5A>>=GU+0kj~Xw}OHpDHXZNVG(Ho3ij&kc1{Wo+*cV z53JIPA$W^p8V|{hAw()j1aILprKUfydBYe5DIgme*5P90>Sp)i%BMMD`fR-41WLs; zbO~!9?o3vG!jba?B{0>zn#FC;xK6s=aq%2e5b1d&kC;S^ezG-|5Te>@BIQw(>2Zr9 z))cYdv`~0etfVA|PTeXqo#iky_#}3NZURb%z8rlzjsPz{`F)%;BNz+Oa8&C^ z+q^(o(pkv9!7v<>47`3k&Es8_%l?Tp<`^K_zb+*HWc>VEkW+}>Xo>^48CblzGsF~N z9d|;uqc#rYDRsSbt(d4bH=4}I0jxDGdTmQd5EZW7JsSs#N2b(mtVOtKBZ+2oo2LGu zR5Z0XihV?c=^MG=SV}n2fy};T`9joIt_}>rS=0Fo`g7J}8=g8X zW%5Nh-IDML{nKG=lj1VC2r>A=Ux*-!2|cMEY8p4_boRz6JRvkF_tJy7z0mbQ6VMgjV>>LY* z-La=HAqZ|~?xAkCFjY23I7cITYB>2M_^TFnG;AvxQTHTbxBYpWJnX{H8+a3qRd>YZ zRW9~JN#!jrMorT({GHi@8AIUg9fyIO+e_0=0MEod`u5tpw~CNv{v6Xtgj8)|h+j-a z=u*{Q$z1OE!>RI)FrI9P*5a8$~JZ%%2rEgxhboeTkWfjd>|{%H5h zL8oAaN?p^zI%7e?V~an8Vn1A<+4CV9g+gQ>8h;acV1!^rvy*NZ%lcEdj@U^LO0@|^Q~sQ@n}u#QV%Hcub^>gt8dv!KvFQpz8k1 zy=}7OK(;N-RolZp8>_${uS`rPq1$83uo!S;7T>a?;hM&PjY|F=!q(;#Q+HpjSe5Vj zj-_gs4FRi+FzTl>H@Dyw`nbsOGS*dCNZlAH_NDGCL2A?14iB!ZfWD7)`mDkP*gx0g z7F1;c+gq6QY{jPBSeRiT?QH)!VbR#Eu|Bbb=k7CHq3B5N>Wkg6GcJ$t(7r^Vv3V(oH!RL6n1@$U@_`J{@!gB^f;6WHT zVd*d+Bq@oqWMW(?H^>E2+L&M>!Wbm{kEPG9-`$6U=dML5fRbhi1zmBeGHH%dVa=MQj}{zal+$Y;QZLo zKn8U_ScDTO3x6RXXI?}AMo9nkrmpnpt}+S%9Tk-udIBg~_&ETNenJ3XM1MLc$Y+8R zHSzY(g8kQQM)k|DXUIL^N8q8OBa>j?Qec(sJPQttU=R#{h8cy{O4NP=kUkjDP+`WN zU#kAnv*`Y|N#KB;ogE?qc6daTj~=F8gg)$8N3e7u-aHF>3XnT%lYhx@*pE{SqM0!hq^Kj4Hu`(vK~7&w5S7?$Tz2Hp%p00>AA&=5lIc{LA$dITIm zN6w&c+guQN#a2K7y0UMl-gpKqTeydW2Y}*VnTT(dQ_F1DM1&U~{IDEY zP(2%N`g^%ymyseK#NWRS1`Z@3FV-;OrQCBskbZlR%kyu@e~yWMM&0lu0VN_LBPS## z0rTJi6!7bq?^c0MdT!=+1?%;1Dlvh+wiRyx)|N5m061VgpNU>x0Xzf&F`CF(`hNL= ze_O(bhX4>bFn}EbcfyDxe#?E2LkE89YG?3aUjf%5_2%Va2tF>~KPP`84G~a~_CMjj zUJ-#=t72%Hn?ZhY-f#0Vu_nOx=xIm+5zx|*fWsps#{f-=L;wMQYm8w6f7ip#_}jT8 zFrWxt#XHqMpVTMy{G9x6{S4&1VC;ro7(!Q1;0d;ExM(k~<0l>z`Sq@c%sL$w5d<7=>>0N-!Z;lP}W zK~;}@hITh0UgrWo1qeqRVAkH@JHGZ?-$+?Na3ER5Jo@}}X#orw73Y5=b<3fzJY9U; zbsQhuAUsKP{OHRgKne+ZRmkW_VFB{z3G|KTsi`8QB>}&NYmOiSKEBKt0Vo1R3~Q7C z)CWNU3@BLcYmrk>K>=d?+I_X1oB#;k?4_?F9R<$((iZ^oCizcL;{wWhWydR*D*xW_ z4VF6E&Yw}E{+g{VJNT{l*1}LMfkTnyGQ z!cqAg=`~9oqrc>ev3vXwkV~AALdQljGfgF06i zY}=QM^d>o`-u4mvJ>Hg8KZ)}lkAbBqhQ!;{%fQ!7dfgi%tT+sLiTY$Jr`+Gq{xU_? zO`USNxRQzPkKol9D{tCQD|82~?@=0VXf0d6Ar&)Rq;+YlWG$^6AA|lgOl}~`hLHHd zg6@&aW<2}HldssH$iK(Qn`E}GJt}_+l+Nkd`d~#vdXp$8!2|S4MUL;7miapT;@xbf zsQ5KFl^8zKkD!ZWU>~mb!{zqxT!(PMZ%4sUibaJL(fM$)FRre6^XtFKWRIN zoEMUcjjJNdPolwicR4DO2j^kDqlZKD@h$X=kn(y%f!Pp)miUAXf5Vh*$ zeF$}H&<7ud$as6?@cEzZlGDZAy3&r#d(LBD70tk_MX4jx*;@^8_|#U|xb=b!xl zIGityK{c2<(~Jtw+>@y_R?%HD$y|?D=#6!cHr9_DxOhR7h==fd{zX_ot}s4DvkXVZ z440Aq=;#pjOdh7N8g++TB%c=8P0wsg*upS+`eBN9FtanDrYkH;0ebBKvg6RFzn#L; z9(!b4+hk~9CP1@!=8++O9^^Fcp|R7rg}xhqd9$6+@_wAV0XHtW)7a|g=g$W9?eEQWRZ*3m>XIL63FCkLZTm5eaQRH#J#Z~ zNl>Ihzou?cE())gbe2qUYy3rUxgmM*HH~NwjXy8YSrbVjqXAG{s}{0?gW2LsfNhC&$l!L+laMdjk;Le)=|Z(>ATS%v?U37Y?J9Er9=S$HWc zrX*^b&mB+qSH^$l)_HHb$tzN)s`4AcM-P2(3>GK=U1a6=iPFld<&bN)O=b^+`5Nu zH&|jYNd<_Hv!u(#Gkhu7Xr`;#gitRCh1KheuDsb3%(wl7cDt~x-~>ymvz*cE(grK^ zBUwA87}I>3fK7NdO7LYOgV@SGXYQ2L@Lnb%k(YBdh$zf)bruGi}o~)q~AsO z>y2-TK;a=f5QR-#YdxF$_KTpHEMETDB&3U?JX%zi@ru1H zPe^5Mu!?wiR|qEvDRtXP{Y0Tlt#S&7bbjkINL3B1l~{_Q9mfmAB^#*^fuj-bluvS} zJ#fS>t%GlJ;vF5?Pj^GyzM9}n*QZq1=rcS0Wz%y|X-wVB#AgP+Vm&xMd*g#XQ}e;p z8P(MV)J8iZd_(;i(@(P5nXQ{?QS4s_=!C;Qb`sF7MGV_U+YL|~4r#B?N+o~PloRQ0 zAf^w>Xvd{`=-@)2d3atG@?5{5a~DXwGoQJ%ixTL$N`Su12E0$G^z4H~a2(P8X4>LzLDse>X&t*;qHYw*ZyT9( z+^5l1QP|#0J_&xKUlM}F!*cs2jZ7KApR6OK}8=Ni0);~ zazFZE1FE*V4B?X$y+`rH%gxbCSg%~-Qxl&U0LC9LFUVSaGmq`V-etN1#PI>51m5n{ zs?n4wiKI@!e>>b5j+fmhG%6t~UIy)I5o=%|(WrcxHWA z?x2akW=?J;uChkhqxuDg;2R!r=B`RgafzJjCEXUb#5ZuN4~sR6=RRzMTy-j7M3)Ov zFzHo(P~#6r6aHfz1Ul%mr-_m{3sgoVOGzo%2mNj>&xW52)r9ZO1z?*zBB| z-(b2W3$|GRP`CLQOY%pk|5)IXJRl|Ani$MpH2JvxtfQtnr?R=@vEnUGuG|#*QTWrD zd(%iWW!;E8_&k*^3s<%VCOHZv`}u!2%m;Mz-wSD{a{bTDC6eB~|4awCmy;eYDhbDh z%(vxwp$JZISs60V$iMJ8*2_TAUQ?Ub@EUE1`^Oac?Uxq~|bR*TJ*U#t-EYw2~O`5>07K=x1k}~hMC2H7o_RmUol|EIg-gO1! z{ne9o*IflqM;N71AYyp+$rzX|M9IL(lhKY)!k2R2PUhzDv_;GqD5zAMcEWBC^`fk% z`Y7IRPZ?2>uHjkq4qW07pbsN=NwX#-B9!R4?Q0J?e|uoq*;^=f$tK`Wa*lk*b_-l# z^_;w$%oyF6+}2~wf1`SxIzneZcFDgf(fwZLMIjfQbix$nkZ<@nLAk}-B+|7XKyr1 z(b?HYNHY|Ei#D3^_&GL)`^F#J$gfOc+)G8C> z#l7ejqbed2T<$m^PI}PIOlm(y8tTEXesT|K{QGgrDJkz1N1n*PCNJP$y~cx z*nUU9ymMLDlXV*ZG--Y9!<~@4h1U%ofa$uLU#dusfBk;oY8HO1{wi?rT&pTpW^VpX z+@Pl3#7wS-xZ_K{n-W9uGk*@Km9(91w^D=O939GvbGBnMm1Daz^m4gJwNtqni>$WJ z*QAcHvs*N{3deBR0qQB?*%eHbUFG_Gw0%F5$3yRRgB@7-%*yJ$(_N_ag(j>DCZ8QVz=3z3-y}jP2T4%! zVIQ6Lo$<&ZX&d%qv}*4CbBPQ5&^Q!qsfzyiGN7=XNl9LE#OE;926eqT)#!VgV+=1? z(VvxfhOZl|iicU-F|{+_yJdh1Wcc8--)7$%_f$xK(MJ8+M1nDUqin=n|H#P02?nT~ z`_M_s#H!PoeLK8iTEI&<0lkYFyYEsl6+6AD*fc~zJDR{!cbRWEqA>-D{h&7kUn{xc z=zITkByTy(_s7vLK{7Y?P5%lZ2eq0$O>NWC16Rwt(TLO%Qp^VV&*$FyPAyL1R-{7$ z+>lavQuO?c6OY%)UZjFw>!GwF|Kzk&{|Nt7OjQfks;42yP(EXx%p)!2MLwoB{8p>S zT$3upAlT}71jN2)Qu&T~4&ffM+M4BWqXTcquRm-~L{wBl)3`+a5N4yBb_`VgSNNmz z$eFp3gu}TZ@vjfgn<(x*Uh5sJZd478wnlq<^Av_cFeT7eI2~E=+`))(zOi`*u4WL< zcz!L7h%dI&1NAqmG#$E~MeQKWVGxHL)3Lc`uv|Z%7c6z`D6IX*6Svi_dEy(IC>mL4 z3O{2f{ilC=9WG8tXP^sD+s{Yz!jWk=9c`OMI8&3e{X@ONspf(I2 z6xSV8aiYC6HxR$(JGVUS)729|q1Zz2OJ|jOI%u?>%{ku#G3I@EG+ylwPB+WGkbE+~ zKH^zg{_U^8GTf;1QbrWN*v{;njJn@U+VJrH@@EnJtVX2+a)*Z9eOx9yINasBj(YL8 zAx$JYeq^n+4Ek6p4n^zKVnFt*m9}f!5dqAg^@+Ww32pOC)sgqM0}G0Y1m|;&Kerl; zy~hBwzRgQd+Jt9ak#mU5SaxBl^WQ7{fj*RPC zUOiscsFh*69GG6kpxD=%m`I!;*T;N?32aR1d9`Ch#n>`!SK2!GSyn2+iMgD0sGpIKF6nP9(jPvNNI1AwbAaWkr(svrT`X z;Z7S>w2p8af=b(r+6IWrFY`@G6!{Y&rO;W7K!ULvE4?qv7&^Swl=62(phfmjTj9FS zw`5fJmm)?=PBJlx0oG3;AUjG379B|%@_hOT7h`UbM0VdrUWXLar^|)qvdlLLPu&Jc zNX~b~3v6MDBsb;A!lTgQv$>Q5K%Pt^)T@HemUj)6qDJ`|Ygjw+)Ms0=UY|DO;%py0 zq;pbUQc4@4TI)wSM5sxeex=T7XsJtR!Z2JmRp&1_yj|LEVU$sxVjSfz8c~{AmPea; zf7|_x+Lv&^ucYnoMdojSF{tztYC9r5wypL%oU%D>T3c_sp^9vZ~GPT%K|+ul<~4-ZRomPaFmkDJNm zH22`y!<5y{H{!@=Fo)N+4B86M3~*dAa!GXN>Z>13tR`$^uS>cihh!h=>muDI7jPeJ zqZoM9%&d>0Y^+%t&f)~W=*=#-ky6r%9y#Cbj*4`T%L;7$j$By*XLM!b3QV8Jrx7)g z5v-Ny@?Kj)gg`oqf^_cTpyK;J;cOEMHBvgs$ij?Gjs6rZw$tMD-#u=3c&4e4VdppV zJBw7Fgjq*bAO#U0!=Id)g4Ev@u~R~}3=U=oZ?Zy|5_JH#=YF7r*6)q23M)Vod{SQ- zb&w9*cBH>2P{u)4YICq|J9eH$QzFw@>qpgS=#g7>y%vq7vx+9QB`zno;Lbc#{_8vW zv?5btQr=MK&ARSKtD-xQAbY3R!P~sE))I&t{?R-QoAwD}!zFepF|y5eON^E+lLr=Y zn@X`tNrP06-uB>=8k=SbN+Wwn-T?}l_fqU<6(_$-d`qA=@eZIBjU)Bybl@fl)gZeJ zbCm>&)%6Md6Gk?6#9kjLr~-@n6{d;2^!Uav!F2T_YwOYeb`G{9l{Y-wMCf_})Y?M~ zjmng^w+>lNm5aOc8d(@8l8A)yb`@(ab*(zn^~Cf}KFkgb*TM0nN9IS)DV&N(v3!mB zIw7uki3ApPkjb!LjF{_v>XP1)TTb1thoo9HbM3BWUNJ75=<6&KvIXd69Gj;}9arbj zOh;dKKqYCoVmVI5Yg|2$w)Ew_cd^k8b+*j@Rra=-ETy_rgH(kOp_N_7rzaerV;)!R zFc+vyAXY`WcsaD(7)@~>KTDxYxEGB_l8wEGJ;m&|J#Q)$KA`72Vs6s>b5g>0`Qr3L zQraC)*|it}%80N5%_KQFY%jQ{pSBqZE)kA~EV!h{%93y->v>j@H$N<>%)Spu*wuj& z1a@7aI~;bqG*n9`({(~Mtx2=Khh(}KpPKHSsB^UK-L1t@@9if>g&1aGv0~XflQ|kh zBL?2;bAli4R%dJPs^-jI#hURm1w9_u*dKHF2R-=%Gr>zBA;zXesO)%~+$o;*~4uM9CTMZ4-r&c- z!25kZ+lp-A5@uZ#9?nLzEv_uv7B#LYb+@oO=MYp4s>#VplD*E)*Ry#7QscA3Da`^2 z4R8e8o`(H(FxeH}0oKxA=F8+ku+AOyV{)S6hbsBNuPA6g1odjuxT?+lrAgTbB>kep zu#af6Q+i*HnCRX2u^aE448A3N5PK4TWR*hdgESIT2_u%Jh-U^Jw@M1>E3`Xs;!t<> z{rGhOMMImn;QD5{q)krGdL8Etg9beYeq_`hH6uPvzqc3Z=6rldR;f!gGV)+V$j%ol zI(KQt*zM?EBGb)mV^0)fSZ^bjMn^rMs3&rY2C~E}J?t!JyYl<9*$KZ4d}@UN5h~r< zJIniyNE#`FaD7c`q{{S9-$F*Ffvl}@xFnMBo^w_du?W${uu6t%JQ6-A6B00Ol>>kF z364Kx$nD=b1;H;7cmbD>5ZbiLnGMB0LblZcQ2cT;_0EGDV|9wt@BV(^rXAbLl>&i? zcjG-For0-o0Pm#j=)2J?VenUATFbL)NGN3@XE%Qdy?}38tEL!4Q;Wd z_->xR9cGMpXMl7xrn!%ooK(*-6b4ObWG?hnzC3Q2S;?zDK1qW|f&M$-SEeFN@bLGm zusbxp)mp6{!{4QUeCbM)is5B+C@sg7GW^BNxUdV9F(}_jePrPNeuXqLNt!2)99tJS z)ttwCnA~OC3P*5O*(|&)b+pT)Y`|i9Vv|$W^_e~S9y2sc#BwjJLC$J?bAibI`~Mah z_)Q-cyNGSgc`q-v4Qo}K;l-TyMIo28EA&A3Vy$s1^0#UMx>*;uqoMZ82~^)(4k`kV4D~A? z#G-#W(Qo_1XwcjGeolzawuv@NpJ30=&n-Zd9QtE zCUH*64pzLDY2sG@-JQTA5fv_uxrL4Ko?qX|!GV|IAB!D(P3h*u`z5LwN%QZHmDqGh z;qAGb8v2vmbSHNJr@F2KXAyraJpv%T-+ddlf+gq;vh=l0-!Ky~$?= z@=NBWFZFnCz2Y{@r@4?sr*yVt0!jV>mQ9B{hT5srkpOI>nEL+Dtc6T=VVtbO0QDn$ zLWri{i{OVED49lAxo;$>xJB=!ER=4BP5C4YSKs+HJ9$eEYx^RyIyI?OOQ#ZB)GgP4 zg$aDhJVVChFqS59OtP$lc(58x#aL8)bn>FW3yHG`EB2dWRzstBKW^vJuIQM(93FsJ z-=r9iv}*zio!{FBy&IyM$4-XgL>*pcdZ*j#=otZzzQr|pZI_xQ4Cxb_hY{;K!O>i{ zYio)*zRH?;_h%;sw2}CEhGCPK!QZgP+0WmWh>2oR|MR`R$j-9~*KDBuNCHK=pphc9!gP->q^$wasv#Cp|pcI?yQ==MzoT2RWr3c@GxWYVfpV5)ZqinMw~Q=w)du*#t zt57R8RG$I)wDMf_w{cYOR!=$@i(WtFe1UNee0U)#_L?(e4Ha;B`|dCN-fSHP(2 zBiI6nFDl~L{RhM^;6{NA^4|y0WthOci0wfHas|d9CSahL_|+$DGs#kzk>T#&ICXN?;FBAc~0xc*bjdICC&$6 z*#ip_*w?c_w{HVRffU$UTV0g1PX8;Lw zcm){zHgq8OC!T_Znp0my6nM{n12AYCq$gUNh7NcE|MWMsGw@>Bce^m~&nzGWh_1Pl z_t8TjnF2m0-2?sesam*K%W%e4Ie?ptcypt`F%fm9?n}i$f)aSs*}IoJ>Jmciy&vG0 zi(}{jKB{lZ;qC>IIbfKxqad5YkHaGJgg*rt2^0=Q8Zz`xmRFDmSb{&GdAkHc_JcpO zCq6@ut|8=@1KtO85J>}s4doP?=NAdkGr*?+2zd$x1OI8=-z6tPfY<{F$^&>&Ajil$ zVyh_!1%l@FkRFBmf{Gq5?udM+XA=<&Fo$cp*>tby^ALCIU$GJC3qj+U5NGLIhmR zh1>`G;!ec_qSdAFzvP!{1&jnDJfolcZQSwe{Q4dLQcwP^T=-=tX0>N;-F2<$h4{ti zUc)^(`3(z5tzn1a1?zx#V(9x#vx57!c6G^zW3YeyZMG`tJ9AVB=5GI9lt@p*nu5PD z01y_;`c<0JZ#%Em{1eol4+cTMR(lP!2M!qUYb*?pF@)MJ*frPiWgA#|kw{vsTyIKc4H8}`-^}G32t0&NvAn~O1R;}(__`~Ne`)Y31$6McE0`~ z{|yt;o#N%&PCh5gw}|4+VX*2sJ&nShT(XU3&PtQw-J8mwenDicGAbu~Co&fCGx*^9 zty`ej9#gA{Ie>m5Rf9|^6c0jRar#-8H55IYx;`y?l(Sd!qcJZZ!yK_0BUs>)Z4=h!Kc(GG;+ zWlzJI&ArHe4-Zzk*N&%XicAX{>LU7(OY?!+i027b z4wk}wvUu0jz~(4>XBx@&x+~@?SP9I-SCKS_ zO@hY}RPki`8~Zruk?6(S`SPS;=Otk*f3rwI3#r*Gu+PGhb6k{P@Xy;rBrAE*1NBW3 z?XFGk1U+z4{pwO)$@S%qttIh<}~f!J1~k1$QTw-cev?YA8zegcu_4Ua1{gz7T*qi#Z14tu$M%q#fyjyemDml#Vb(DOXrw!dHfaM`wGThaCpr~_o~L&`SC-}SGts}` zW3U}C9#6vy)Az0QcfmnZ1=I1lK0Zkz04nKs>^48nMknxT$TSqa!?72P7q==;hME#| z?r^)#BG}4CUfi9XV?IahDsk1Cg9e+)SgOLL<1qI$)Vwv4%GTJP*0g>c&)(-`9n8+e z9lJel_$g4JI1C(_>m2sc5@kHJ$~qPw zARa{9Yn=gFt7;R=p)R)^zaw9^%rW##8%|9Mj#%7w?`4zuRLeb%t1TMf46j8?Yhf8~ zzwH~#71}#XPd#bpDVfjtDX4N8b3J+hrm>)5pi?wCz3eu>cF21@H*j|^ zY-+0<;yFq~--TMXx2Dz~UU&;H`>4?J=iWnF?6WpKB^XEgJH%fkLu!iQiO%`Dar8;o zs=7-k^R7KT%uP)HHcIak@|NX#indY4JL{`^F_K>OpAQGM>$%(&NR|?{@SZ4qLCjr* zDE$L?Aw~>7d2;8(uULvbXKsNCY@HDcZk4$fyB|QwtxOf71m0_I*da5WyEX5+R=8J- zDkaCdGhi%mL-L3U6%9jUs{jX67%LMsXuo1*eX()atVgd>8^qi4x5(%zLPhM}{4NAKZU9hY%> z3RH+NeTZd6eX31~HsLq7tSvT4&$jZ0s(&WiMJY8c2hW0C^SF_J_YOkE;+>^A?}ghd z`OGhyougDAKWr5INybzHMQXBoqtmpV9ifdCL3g}b+q<_KHO~Je`uNs7|U`G2oLq_K`{Wj{D7G{Oh-w6ys@JQf`E6wYv zc#7ebm!h(qqql`;-mLJ&fSt@(ik#Oh`Fu+{l;rZ+Oa3)NOT_~FCapwKe5M)m-0wK` z+Of4pdTUZ=VeuPI)i>28IAowk5A1j)5N?m-^<$M^R5NA!H|fr5d{bOHoWCulx~Ly< z?+(2}HpEMJn=CEhx*s;N>-i~z?cX(5UB7b9oB&s(T_hlL1o0q^tr%24LZf-yAg;U7 zIC@a?!`Q5-=E@Gg3BNo`btdxb3-$SXJubu%3(GM-(mC%TO&ARQ&5R-YiXLVD zV%rDW#D_)g6d@=eJNHP z>het9|Bc*bh8DC^IeYbvhPmDUhllpwSzc_2gt_{_+BQr|dlOF#YJTJ>#=iky!O8oN`EH#DCyC#gtt0KINb&q20k#ooI$IpxsP7mX zv8Cu^C~ka%UH+$>qb!GWM_w*mS^7499>IHH;C0 z%jO+3A?OwKBSo^@(6Yb2Qk>2`HO2ugXD8xQS1T~fZ)bbyTb^R_2|Jd;J!q*yxAful z?G8<*C!8@1@O6RSkchBm?=MTiC$iE(ddP$U7fBCC<=SR=^2#mZ+i|h)s}Sm;(2K@N zH#PGWBW!YHYLX=~^GldO>PZ<+9GU zMY8zLwU;KLFV|a6^`cXv+>B_iME5UzGIz;f-)A;|2&Y`7h~d)c{O_IKx#^T|IJL_S z5R9+5gIi6y0B;&^?3$3g(vCRqcwd;_o(2*&E#(Q>fTVTxx%Wu2DQs*DD?{em-hO;H z#)pvk%nB(-le15(ms{C5m)S)brnJ;@(@HW17nCk{t6|}z`D&zRnA(guoQJYLU5nw@ zeM8=rgi*^q1>7P0l&Jt*~wqYf<7T%2lBzy0#|X_&724H%rd0zvbxWisXmY zzNV*N_Id^<x%R7?f6nm`V^{D6^s(&Z1XC<5GtPC)5s9&E*}XQ|O1T z11_?&*C%UM3k@$cY}{te$@o`XdTmSADkf5!n^8*l#$|KF#IW>$HKt(E`NRl6SyE zTc7!xSv@m}3`v@KHm11R>RDb+w=cKIlBXiEDvLIi{Sm=y;5=dLwvseNX&&^M;M;v@ zz1R3tSE7F7Z)Ev}OlZWV_TEEFq}>Vb!a`pS;QWRJCX>$gw{WyavwdqHCLs|gG32O8 zoD)uQ#3(=M2~F~$pE07V@|`OvmA;8@>s1{f8{UW56wKxiCwS({ZaYrU%3`Pb)k8TX zSCuK_h&)q+Rrqd#-=$ENH5!g%CZR~vzF5)jnb~Zy86{(Z+|T2m?HY+{0er}%^kjg- zotF?9-EU+nuaLgipyJ4>bf6JhMsWpYZ(OF_E_9dfD+%>m3I7uA7kPhG^w8523XIdPKQ=ddGrCclss=z*RTA$Wx;YM$`FujRQdPpEns-> z>P*Xelx^X!@_l0%dvc=NzuSnkC(9hB?`uw|TXt&ybFdMPx`CV|8=M8TNFi~{Wnv9G zFuW-#D7T%AmOm2Qt(QMM#`n^RKfup8YY|Hi>a}#Gl`3IDzcVM9T~>}7-X~{)5Qm^T z6r?seX`csP4$)g6aj=)CM5!;L%-nEJpZQ1zqhb-0S9OfYmy^2B=z`r9!wK8!h{&3X zTdU-tU9t50>M_adeJAlRItOtMXCW1nQZAq@E94P1*UL4~fGs$CzG8f{wN9+OZwo53 z;{wOB>UQ_q&}Y;2<=*xQ4e@U}P@+eryppmcuU%Xcx7=-5?w~o)n1p61XhK>^#B5zj z&UJ*tE9YgeXF*i$$g@q&H>jbopG`Pw3pkmcpjSUt@08wrY z3%{fEh}uFYu6{U8{1~==Rr42C;8U86gWOrtZXn0(v3cG9W9%H7L;)HsTXYN z+qP}nwr$(CZQHh8{bnYClH0lg=R#nx+C{wbmQ&2(so-tVg zhND$pTBTAHi;BSvm2CdG5mvt5ZDMzP6U(tHFuOyQPERVEz?g*kT(}kfQR=)u%cRQ8 zJxZjLRok7h;@MWQe9u#X%SqlCwpFXJ*kLIt(7>gmxk#QR(F-UAB47j(p&n6P5!bGx z1$`7DaA&EUS`>J6l(8R7sgSQ1p*H|-%2`D4Rn-SnvSJ)l&#P1ojHBdyswcgd zIkCD1pmIem$=hN(nqw}K(gACn119&+{+P#om{AZZf^gRm-*2m0;ocNVzg%cuwMdnG zm0Wt_Rh%Mz*=Rp?HxIn?x+htm0$GLY1FS@Gf%XmPhv8-C$UiK)h?iC}K0L=~U}Yq< zp7^bq>`IsxgIij)Fv6Th0U)9bpfSG4R7& zghVUkLG7^tYMJ}fT51TN-x+lp8Rbp2oRXdn$i7%Ls2XpPs~s(p!y+49^QdgR*b?J5F9Z+s?;VjUG4d&T<${X#E+?lBq7^x0O%T*jd@Xgw_|)VxLOSX?KmdUIfvAX zB^NNUf;+V)=8hVarkbAvvxlC-WT}K&=qifpEKYDhQ@Q_NRm~8?nEK%-Tam224g$4Q z;QJMZLfwJKc%uQ4q_s=NZi=GK(N_8pg_U^RGdT7!@6nc$JfUMls&k>QYyNB<{~0F| z-nW>D=WF_~cR@Ye0_`h~x}?voz|%Ct7oP68o91_q`Olm&r*haQS4`m$->`a z(J!@#*Q-R}9pcY5e?~uW9&C=K0wI6fccy!)3@eA`_f$kstbj`2U zDR6{WfV^VweC?j4qSDO$rg&~m<+xZMZ1%UwYkBCyXDj6R)2$-+dX7rNAJ30O_OFMF z?RbjGZ^fnivm^p~_&Ug=p3?002zr~!opGuPHCLbR_0>P*)?H<4nP3=oIA}cM{AAg+ zSVZj2`TB*0SC7h%nhlmyIz@iEqcU6rDKXhfusV5M*EmDvgYU|rn~eU5hS;6omkabk zT)z7;W%`#`G@#VliIRHly%l>bnFDTP27v4V1SbNSppX@As7+dKLaPra|qh62ve=NfK<9~0S-RCp5uhcI2a?`u~>i1{* zeHb07h({u$n>3ikTA~!EQdX8yDHu79Vnq)TTV_miRd@<{Jkh~&@vm}pw^1n75qyHi zdv$hX9t!=@*LXOQI*Di&N*t>{xgFDSh6qOyYYKLVFiQAM=Wgkf*-ZMFs7ZJ$3i6u1h{l98o;6ki_$d$albRi6_!MZ^iGzVw=6Us1kWT6Goi6 zDyh61DgHf-%t$#k2PKY|^6*(%FKz9K?GC~XO~9P;0-|q7Ka71(Iwq5#a*jY||5Ma6 zv$)R9SAM%5iJ^7!{s4Z|%xmCiFcW&o;Yi) zc97_rshaxNXt5}j@H|Qo&%N*?!ZH#iw~}V*xf4dDAz<1rr#GH>)b2SRQ!=g+t-wEW zY@rUM+pY(KT~`8?ooT=mPm{6!CnxSeDGBgpCtSn59~E^(hK`fBcWx;Z82(Qfqjc~L z8>|IjuLGh@cv_@lB?ht7JUj{T;&@RftLk6}fJ30#^C3;U- z@R2eyrVg*KYe2f9;G8g1$-z7RiNfbGY+l+{omC-n@ZJ0@s0jS2uqAIfA zOL*hFXo1kRf@nO8R4oHB=|TGQmKkLraOVsxH^?+OZnX1-1Mds|jE#m<%fzr|ie8=Z zK_MNO+O{~kue#%DDYC!Yh1ncutd`(uCz8<|CxBu#8-h%DT~IAPqWs`Tc#q4VEPL^v zsTmQUh@`DlL>R``s3bgAp*yy8l14d&=&sdHM8_=Anrrhpe?b>_v+w(u9Gb}}PpxxF z9&$kJ!X={L8Mb9^4K0af3Wf1yOT}{wK5LeNUV3vz6(EbZwy$OliV2(9m&6y$;}sfP zmi)$zD}nVuj?AIXr7p!zFD@G1i%g z6-%!$h1<2rD{9=q!9j;#_P1ABuQf)K+<_zj_{Zdm@UgvtsyB~pO`xA7)}6}%$#}>} z!NEYH;fiRQSA}Z{Thm5+7vdL{Mwp(W-PKAXK%PS=H``aAd6g1f`N>%i3gSS^gKwx$ zAc+pL#fMU4yu*M|t7TLyEaG(688p&0kowxwi6 zki(5}Sd$@G%GL6sWXzsM6?b$#)9=MO_nLoY`m53naHV&U*1BZIwYpZ~xRaHoVxL3< z_sY*=OYXzgF4ZKN2R^)U3Cp(CwVOMi-3H_r$SSncKRR3DH|rEOc&MtIHFKJ#gAtkK z;*~qka=HH~?S~cr;NhCTcH8q6m~g;hJSoqH?j~N=DZKDItPF?dhy4P>;O~R{56Sbt zEE&(%zygAc>p$u8Kbf4Fo#8(>20S)KI@bT({(JJw&d9>_zm~~c|HCn@x*R02$|Lc>hTb}g1 z{5!YZx0bw?I4UC4+BW8vZNy4|H&F+mkA6ac4gY4(_5P*L2ZwxtQ_E$u;sCDpyb^5!2lis`vMB|@a5sa`XGVAze2%8!+?(P zZ0IcgIAHleZlHt@>L&)Yx!~zEIhVG1e$|22s@VYa;NkO0eS?6Dvh%>wkcZIoVEEVh zvu|9Q0@#3@_ErAn&yT$db&;F-ax?{ed7Yh{utVVEz@lqB$8JD&q4`$;9CAcR`=HIB zUo_}>fc61D${4UXlzg)=AzzF6kgfdf{|X}dvisppK%7N(g1hWmLI?m{JAs{&mjN

gVTsBXc0v9N*U;#NTUZYaJgd5VyMP67lT@bqJPE&u$;IIfzw zn_8;3B_b}N2M>LE|NBe${0N4W+eJV50IHyR zMLnGfdX1e%i2wrg3krS<0s)Xy1y~xKfO+!-=9Wc0!eL2Gfy< ziw5xV{qAY(QA%go)>wGT`@~y=R#sJQTUI^rtUB(?X>7EI17K^zqXWQN3jhWHdJhR4 zbc53Kn=J|n^m&Q(8=>sd;t%XY`suyXDe`?fW#b#}_gxFV5Afy60R5Kjln?OYn`8ro z0HD6@?f;wm{3AN{n>*!e`rb?N?JHY!H!yz>%lnxd^c#zN@W=7#E7G2H8?~&HUM_SO zI`HvV0XpAzriNn)<7MF7w|jzYY@1Dtb8|;L19NH?_~3UDMv$V9D{n=EE-86Cx8Z%U z=GSu%OMga=nhoLQ6W$RO1n4{V)@Gs#>jsB#jMMt(JOJ-j1m<~E_-ACUGymh(ag0;5 zzuH$8x7H62Ab^jL>;8u37X}=ltKZeo0{Zz)a2o(GmJ!Pt6{xLp9aRrlbnm;zj2|CB z?xpn{mIw+6p!tX23n1@iSL`ST{QWODuwTkA9z4L@g)Pw?=C<@T@6~QHQ1vf}J0M@C zFTW4K+>I@n+od*%Git@T)V14e`rF&x!J;dNNZq=j%oq+ltOZIy~*GS`Io)g|5$l7rP28p|?u2 z(7q+ETK`m!qTt9gm81U2oM&@N{!HR;P$s|rU`juO$;Zplj#AbuIrSowJ>mxEpb)yp zynqmI28#9{anzckX6s%W%KF*Ej2&A08>=H>2my+IYYc2{W#MxRq$UDT&Ru7@=@dZ^ zOCZst*v1}C;lI^F89~J6MGWN;u33k}9jXab&^~Axgx7_aF<^4`kXoCj;Qa9ukr9SMyBw#h~PW-9HoTL z>4d4`B1We*p_;yvP{w^`SY8;e5lm;&{^ZY8Nxr3ya^TP^&so_Q*t#7a`58rDUx$5^ zFQgas2&~4HoITG~*YY+j_-E9yl?dXh$L(Yb>@8l_0S=&QSd1q!Yk{Ru?zxbpo6YCk z)M<$B%LleX6QiPMpprFnq(CdbXkEFsUI*91zKM=&^Z0`-mm28%Si&gh%}Si7i5agq z2Cz_Gx~9nr*yNYTH%(p#is$uK6)b0eW?!jaEgTWv+L;7DNDycs^v0-mE}(pog~t~W zMwEW6i*KLlz0p0Qm^I=>T+WB(0fx^2x}c+BXRFEZ9t<`wJutbE^ZZX0PJ@*Tp5>NN+MQWViFiJAn$3wd~+Z@O=RK|tGQUmpAS9mH$ zYb_+;H{Tt2-$s5y=;E|I$;=p8I2xoq&db;-0}LB7OfE?IHRFW)g&0er$j`8^Pj(|yzJx-zA@;6{7+ZfuxV6I5&GNfYOgi~jlGXfkr zY+%*qj>PXy>OI;Gs-N1GC(dv|P$;WUhTj|~zOnSfjVzKe4BVU05lfQ@y-pJ(+!{JH z3BDjUicPL9dDrfnV1fPE(e<`Ny-chCQ#G_t`qx9=;jF$*we*(7C+^edRw*Zun6FtTZRO*O0*3&SHs+*%r zM1ht%0|WK*g<0zd(Cr|NDQD*fqy@}KUEK1QfHok-g|p4SF$Ej!AQrDLROuK%21UM zkrPmEdGoJZ#$w@F4APdL&LlqbSonAIf^g-LxX!?MKC&z7uWTyRdKXQDavpuoUOC*- zHHTZbtZHk!;YKkCsqi3CX=mN6(DEchxzTlMl%{?ggY{G%=5VzC(}5&%L9KTNfpPXi znyu#MT@)4EbbhP|9=wyWBQ$cEC%`TA5gvH$gu68w+V8FjG;w23%OK!KmX_0*B<{R~ zNOEGT4x44?m@GA6Eb#TO3Bp!p&A@dYd^nInrf4duQk(;5Yy3ylCcSpsz5W4zgPSn{ zzvgV}Z{Ccq?E&88WiRo}^0*@?e@v{oY+8tx)oH^I1pp2a3#-B7&TUgl0(Ep2U~#Y! z^`aP)D>bZZG7tB$xw}1li~r)LjvW?x&pr9P4KU9BQZ`NkTcsd<(`$(N`$qeQ__5qF z^2kp_iDcm08xGss-mODK_OdR-{Laq7Sv-8SXzJtQsv&^?nqqC zM-wP$Y;*N0Z=~D1P?q~tztFRP7+{_J4EzDr3_tx`12rc z_4AliIK0uW>1jU01i2Y5cb#y7q4g4gYcL3?yb<&PRcoY8#VS%fG~;1BFO-*Q1u?r$ zc;`?PFl#siNi<4U2xqp>o4Bbl6-yCtn<%qpc7R6XC7??_LE&K!lfmnac?=L$tyhV} zM&iaR@1*nl4r#;3{92Gv-`|KZiS1K3bxN3rO89~#dt8cT@nwk?{n5E(z=1Kd1KqPM zTfrf&30M}&p>sw)55q3IQj z1Vj_ax$D5xyH3d)3|8)sww0aM`_76eNUd8+0F3W9EuXRz)F?V8KkRC;6^E8=7l!NZ z1s^f79yRIZFze)>(6$N6Lkroq(NfUQh;5?SEsX6KBPhgK513QY1nP89On(Y!rKi(1 zEhs@In7F;GQzRWnLYDF6A0u%_mWiy#S?e;Qx#e-PHxhQWO&?^{xS{qGB_^{5L+1=T zUc;!Og4r#V^I^qY@gh%Nfbnacb#S~8#`wq^8HVN}ZreYKX2sr&#iC zPS+>ZY(X)_l-#_JGp`piRqib{eRUS)eIL_j4>qVjM~2bii)8a`^wbhu1|ARn=~@5n zv%CMRR1R6CJbbKet$mmmxF2!`k>B$e?QxG(nOu6dYpOzFI<}6m=WvXPG9?dHJds0i zC(uUH@99bIn<=|$P!huH()BZ%6O^`TQsiLo+CO&g6#?8P#m4f}7@Bp;1dMgoVSgFw zgFn5>SU-QVt!pn!h&>#R7aQ2AwU+1KrFDaYWK%|a3VoQ3Y^R^7!E}uYX9e@hD zEr3T>8`6|Sq=Zf1AHo5%NkKWk7^4)PGwOakO7p9gtbj(T(*jGSqN23!|?td6PGY9Yt|&qiV?} z;>%=I!-$ z!)@2!O3=r>$_zAJ2vkVe?&y8p&*A|IBW>*hHT(9vgbsYEhAYxb3h%8fI$!&6yIveT z%r;U+zHkHeNc_y`jx%^ErjlV;y&<9UeYys41Gs)t*i~q-Dq2i%{Ar@8jL{jHYs+|ZDGTr zSj^CG8%RmCoh^zpiJjp>vUT4H*@LrHw8#l5;)z^quGNyqTg|lm6#Dm=YCsjLeyqL# zGDp-+&3qjm8sD7&gsMH!@C`@gXy^$$-=*$FwrEGa7it-Ju1lpp+BoZPaj@CwQ(_<~ z*gnz}l->K>yiMhhYYW!Aa)2E8h>tv)87+^PaLSx*FodnIj4aKBu9wjgD1pJQa|{>> zDQZL)TkFlJs8yJbLpV%`%bgld14)YYU6Cqt$@+a8R}6S58=I2k<6-cdh&(2-Te~;~ zGF#(k-6HPL_Q2h)f%6}Nwehv~FJ{1SJ%pQI;VK}rWgTw8f2Siui~H0o4;Uf9Hx!m2 z3ZO@~At*-qJ1@zw%)fsN=jp7%Q*v^}vy2M4pMqPe0~r(8dZF%|ny$u)~pyN*!6qRSMSEpu*; z?qsN9Y1HE)QT6aNxi{6R+9MNkp1IX~v7A~w+7*W)Cb^q7HCDUYJw`(A@W^I_3CB(D zD7^1{N@*~y_MWpqG`bxI!igvhIq69X=ds_lB!co19Ei{8-SaoOrrcR^)RQu_K~1W- z)g~KWdh~_0$V@(ATpiVMaKR}t`VxpsSZp31`SnkJ;|7y4X!jU~8*+kl1e86W-I23nzyq<$F*0=?q|GLZ+vVfYLne zpNRN*?Jx4ITaXBjIo$GA?WV5QK3I79NMSSp)GN0z~B$7~L9gs97sJh_jXg4cg9sv1+q?-M zu=-5Jg@D=kwO$)hO(hM`8=vc}-6$iiSzX&3yH6H*Y>gs5#TxN>Ck@;99 zC~b=jEpO*)kpKG8ks@YZ70SS7PJCD7b_e5DrVMJq_8Mck z2L>W1AG}Bq&gicPR{dMPx7B{N(=FjtxJf&NS%BocD57<7N@=<1)?j1zo%j*vau6p@ zbJ;kMG$hz99kFA=&by+WW}=`EpTE!)#P2UG18Kc4LoQBGm4UnQP89Snj>o3{pt{e) zyuzZVA0j=d7`@r6cN=#jOpIpg2U7&1eBK^LvpI3Spct?k(tU8*fsDADTt}qYYaAt& zwKVhugv?c6e0OA$D?Na#2xPnfJqT;llY@p_aVei(+8_-LMcX#=fatzIe_$oC&>YCb z^RO)d6L8c*qEWmSeNwe$et3&%JCx*NSI*YrX=yJ>; zmV!%ZPQpw*s*BbubgZNDP`qKaib{~AF|8f-$R3bxJrN%dv44dkzDhkV)I7Q%YP=dw z_Rv~U_+SuS#|#QsN-Z0%%c=0HzeMp#BA4v_typ|lVs>FL6;}gOfYr-4>=uUSK|^$T zRLv4w}NTCZoT$V3K&iV*A z0t@T-z04UBJ(|L`$m2;J7fngtJy*N~m$S$pI9$#vg01!Dk+E?$TX3Z6@X;WY7vtL} zu`tO$m2g`+YJD;ko&s$aVE}T-JUg7> zudu2Y(%OLxH+9d_{Ut8-x(+;=W6KAr>!q^4o z-M>q-3<^*z)0aIjd{1wAgC|~tEkD~OuUtSXxg ze$W454C@t6c;nQ%nx-0oJMLW>mFe1DrBD(>!Rz4IH|NWaE=AjrT3$?2gSH`pwA;xa zB@R#-&bi(P;nDL@(!24tLydCLu+UJ>>MnAOF?lk4sF734ge+vgFVV@XG(F5|{dX>< zS9)|h8C9#;kx3{h!til7tK65alx5j7`{0#ry*lAWL17bd)`$E}(PYQrYtrV+2=|79 zk{Mx2Rn*xdtw_C7$49WJ=x)8lx+sDY>+H9?vC67I3IMg-7;;5whNwK5O?vF@K|qDMR$7_B zIl6^L(45TGnK5XyAqT{TaFAs84{NTdmFkXFyVLpH1NGCh6jG-vZ@x+QswVerb`xYvQi@G|2Z*XyA!y z&j3?dn&jsWb%8>g5w69akeiWhMF}T==Gt8hwRPhR1&#)9O|Q~9PTGwv!GiSG@c}NR zm_ag9jUW{M2$ZP_f1g||f%b%w8+cc4rZJ)C*9uyTnkzm&Pan2w4{Q%31v!Rzxg%SaC0RPYpU^yx4KiO?%J=NvMr|a5nUZ< zj4m`Y!_30)nQr`6E#9O{n@VEhNVoRV)bUmIT_JDc&h$tU8h$)g)6Mfw$qMZTCHo4- zw-!Hl?}nSh`Ld%r1eeNk3Y#Xk-s=;qh?)EL6b0^;u6fZ&DLs*{5!RNXi%vBg$$2e91XG!!vT}H6FmetIC#P0o8`W$U z*3WXoQH=2Y#_)xLSvkgXs)g(->sJd-D$@Q=f{6Xz*>CABDspz(L?o9SPYn>HLp#1l zmI{nCB=$X_X{8!Nu8mb6=k1@9?FM>*S>H+(g}pH?Gg>5*6kn%qrc9%kc;k|ZlS6T+ z>Dl=_%GRGK26I@`5S81+fCY|+!5DLhtLDWm9mN}lf7DzRJTvt4!1^Wc^LaiHq49MB*w}DP!HI&=6R0XHRxlM1JTZQC6 zYY#)@?vEeGC)OsgMFs?R$UaE8InFrNes&piOSCr@?2geVNfFX3hn)k#wT>dQ_n+#3 z+=|pylzT$Qh?-i;06^%+=+`%w1j+F*(HsO4`?TCYaZ$lHEA>FKP4;oB&%D%|J5M_j zJx@#5G??rAN3zW@yyymPNzov4-SHxgzTAM1J}l0d`h%xQzYXEBnLc{W0h_?NY6q$F zoEYYH9u$M#I$`0d-g-A%CT{QYQcItEi*H=Db^m@d!IeYFMo(k4$MBpQX zi5JtJ6bVwjep3xQm4K(u%|n)1| zan`DDsZ=oQ|`7o8})bE0JWo26!WF>OD-pGGN3ID0j|`i*lVLbYxT` zkss+be1g~C)CThrih_J<1ni#|v&Dp5=1ZQtej&--b6ph{2J*DWYSeYS=yR9WAc(;= z9t_K89H`jeWH{0cVk=KyPuY+A8@5%~Ar?KlOCHrQ%FXJRfDulqd-|Aw zW|b>%v(&W5RnlTtkkHcH8jNZiuiq)yOmVhtOVTJ$YkcA%XkG2o#g( zbd6{9PahM?X3vwz_nmP~{YONEecaHNDyULJmTy28zWmH7)l*!Tct4&3EE^bVT35tY zRk?%E5_?ZWNU3uk3qJCZ=A&fuT~(F#?Q!CbGkv89O+2ROgYQ{c|04N*cJoMno)JV5 zcX?kUaNH%Gh2}s>{63npR0BQ!C`rDtq$ zqL^xvSBXL%G`Lb;@k?~<%t(xo!q?qK-6Q2f<)|iw^~JK@@G)On@|=f&W6pMA9QMTp z=Gs1S>8{EAw=5m$AxI8+Ca0|gDdSFrS(H%LU$}9K>DRN^PW)Nr(A90Q?e5{I2W)!m znKSPkyjN#&`aht1dNi1+J^H< zSJz48+{8Ta+z%lQ2!ePIyXTt!TE~#ww=u6(&H>RIg!=XBNVC}#H4O6vET#a(Wg^~5eXxJ zP+;sWOP$Po0Z96!kB?O$uqE~sBfJ848WIMKtzQvOQl0(^N~VA5Uq5TAtOn;s%69RwXtUUfVdoiR}aB>>jvHmgjy?LUG99 zk+L=?U_y&MD7j@G+T|h|@D3p$Sq$HW5oUpd*#&Of%H{RaE5RY3(O5p$-6WcqERy&3 zkEdQaen_9mdAAD@wY+Kw!n zN@c2KC~;c?^X!G2CH=F$(&-gwms`xP+dhE59}|2~gGOP!L5x~%wtK;VL}YM;e}5nl z_|qczu>B@9*)%a{D+dKdZ-ucF6!JI4Z4bkQW{8-Dh_p?7$-*twx324CA8g*jzMzrz z84LaCF#?n4u*gF+5=l4HiX_ktpOfEZ%iELRKS5a!Vy$RTwRssdyHYb7sI7X*no)Of zZ01`}HRc^**FvA^!5_cd(Jm2wTS+DjTX^4*IvKN1HmW+O*|`S!DPn#!^3$#YftW(g z8IyftJtUC(?O!i5Ru0-@B|%A`(=4LzN^wkwNy*m-?O*YEBu>LptC6my<7{zaq3^3; zVuhyRi{vSVigCICz13&T&LxqTC~v8!zD8@%f)Fl&Yjoj(kd#plz`gb-+#cuGGZwjo21b;+FBVeD@M5t zc0B8j53rQIU2u_SRQQ0Sv~uNYFKAmUBB5RpzOGY6Zjyf6q_urwAml5(6YuU2)T^i| zP0{GBMV}4A@Y$>h0%2PFjO7`WvmN1;hxdG^F2GXv}Y8io3|tFd&uLPHJ)v>-MHCpZeFy@0n}z61aaMK1^i zjj$lrnuNEFM~%IJCss%xCMF)iw2OB7)$4epeYwMIIsNsrGrM!UbL*3{i-8xILem<> zJb+LU=117x&xJ?tm(|hHK=+S>ItBE9yYu7YMq7aYSdIS6}Dm}TPSKlPP z#5zHO>|r-|Zf9pcrtUmiT8VefF3S% zt-LFd_F`ws=Bbja_4-wpuR_DqX6G!N}R5$eXL7Xv4WwC8#X=T{KL z0uX?4ck5=OQbT82gc*xDb-x!@AA=x9_oZ5*w}2LpcR`hZJ;x^N)dget%6QkI-2GYb$)^z1#gfR%T9^PgXts zV!ZD)Y-j+Z^`m7)>zgJ81M=%1(DS3a=>O%dG~?Iv?F9Hvtbl6e2k6V=-7cs(*Twey zA_myhwXXyIX-oqJ8rC55yT(n(^!vlFQbv3C%ew4a`n8MpQ#tV)dGxy-SI}8_cuTi= z`}PYT!q$(~{R<>lB)TUkUvP9V;IvtVor8f6a< z{Of*j3rSx`&XO8!Vd4hX_~-4}S9}^CG}HorORsl_x{M0$tk;0dTb(^`2iJy7=LejB zOU^*>N9T|hGa_Np_az^oRY2``0XsJj4&dMd;(kQ18pjwM$g7{sUqi6lhY_=H5?B;Z zo*ZCl>IVQbh;pZvIgmd9Kxd71S630N&+<1m{NHc*SL-`&sYZKeN5RI2G>VesZ-cKS zF2r+y#y<5FLDi7p)uq73jD?XISNrNHaoy|UY}8xZDCCq~{5OQ+31xW4x_V@VaRj8d zo-pI5477S`W7e$WXpg1s*=09~O#3-<@A`t~$m~u|fh_6!PmysJv4zMaqg1jtnab5h zY>6$;>Kc|Yg~E86N9US8?cwP(zpo> zXLMd5y?$LnCXO*hr$$vEV4u2$=PbYWLP5d$5Z(NPmS7a_!E|`_U<45;!(bOCAor9o zy{1UJCa7Q5+{F(p-_w*-!oSavJQc*hJWP7`VO03sp6eDxrb0d~?{oM*vl}X@(q-|V zodkqt)KNAHZ&!MI%ei4b${YlIIi-Tpol2=|B7XTePWNs4;}tN&S~luyv*7Z2B|gPo zfnZQL-Q8Vdc0_Y&Q}PXL+AwUrn}Tfsy6sZc&JKAdbKnD=9~K)-=et|Pb1h0{APX0) zTywV0)DjgqR?fDfgl*Bs;#=+`BQFokte6*! zx^gwSYfpL`SYt@JwH|o1EAaQ`o^;H5B|M~0lYU%b$3TAO8YQ2C|EVR&Rc~rwCu$S- zH5~Ltx2;-wt8T(C7<8>vYM8Y4=qbWeeVRVaMKs^28t=;iYD9fQEQXG+N+!BYqha?r zaxGo<86yD@w6r783k``m`n*2Sx`kLG`e>R0L|TjuE5K0+jm|#x6Vl)J`7Yk=hz>e$ zc7hmE<9&+1Nsy#^6(Zr0xF%9+;v&*2hZ`H7UP8N5?h$GPLgOk%`>8Q>ko8-56Ha~@ zHJj03;0-Vaz*J+=&8g@Q5*Fuh9fDZx4hR-vYO~VPOM3}I$cq2 zYDvl2#fDlYr(h#ldH%W`I{S>6{c^SOcU`9va`UNNls&u^wx~BFZfGL|&}P&e`A^I| zPNahMUALByu1VZ`otp-%vWzg|is&m+Qz7>LQtO;rNe>lwRI1zA0cY>a4cA>68;e;i zD|0|f5Edm*5S8%rgNJC*tf!l2j{SYM&(5^=%#?qUaQ(zfoZnZek%F1(kh+hc%mKpW zMOS2FOI*;lH&Bo^icUyc{;1jaoao4A1P6i3=TjH?bxUl6kf^b`xt1`w?julp@97*( zp|%7qu@SJ$j$RdAP9T4+u>Lj{TGlzR*%=~`zP!p;GScqo&5XwkSwBhPK``T^9H+HT=xJ9$QW^bZ;rRd}< zh2e?HC*11KG^M{l7&-My)|3NcfHt*8(#pIz7dXhpOnYh}aIxRBa>QsV>(Bf-MTOU{ zDVZR%83o^AbLPEt{Op1lFJGwU{lWaGqVR@}0_ZqDq(;I(UJdXGL1^E^iiM*z$bEyR zy2KQe-6MafLX6?M58Y#yv&lIgFF+!ySbUiavX@GXr>vD z>P7-m2^vi(R9VW(kFEv#b>ofst! znXevHYbwBZ)M=r*hQv6rnGy~oj*Lm73rl(J@+^8;@hiyKcK#N{tKWVge6e@^dt|ja zpG`U`Rx|E*IPFNdvpt~XI&!qIu{31P!d#m_89wFG(W_DCL8KEKL7gsLJ4lV|Q3f`%yS$H>0VX<95qd3yjtlr&pvC zPR8QR`m|b`ojXjDi=91#4{GKb^h+y*Sg9xe9c-v)S4ipC$nI*@R(6JAjLp|Eec2-V z<#{bXgAp!a(>5dj@MFP=HuLD=cYql?=Yh-)gA=Cq`82}fmLrJXcfL=UQb3q zKO{`>79+M)fL0L3Tv6$^!0RoqRH_qZq+qeLB}`=K!TjoSJrNw^`@-+(Q4?1Fya`tDZoT|A1H z*bITu#?#}lY!dS-M$zOZyHd>TsvK1GudbCJ4>T$mLE6A|`{(u@QIlqBYRR+kI@{>t zltR_q4)Gog*$WbZ^7uM&?R?&lcSB26YjGv}!+p*vWz0a? zdR|D5KReLa-~drT9EX-`yIs6TL-ofa80vW#>Sf1aP8#>7l1rpfy^HkvTd8@rEX+jV zqwC6L4|4My;TAw^_aqfrHcpCH^LwnCAkSyaO&YJ7*FygcF9=hV{n7#&$)OFfESng;wBm+?dJ>$xr2=0T7lB*fqpQp}O4XW-8%XtvI}Y~N z${{w8NV?!2mMZE5mjOx7W?{&qK*}#1d4!`vy9R1)mw8j5wIo=6NzSgHJPKFE9&8NR z4G`ES2co_3?2-{AavC>r;5n!>Ue+4GnUQ!Wp%{lW9??-X)uMMEymj>4eVZvg z_T!tQIYd-2GH#$-E1uF1U)JYA6EkNatxT3XLry(=+`~T)@>xqer&sbO z5f%LYKNMW1x5einAYNf9sQuXEy2tP7^jJ7{ApS5BW1WncN%)NfYVOCd1v8cA=7oON@ zt2SuKffH1oZqhfMsW+Dka7Wm%ii2HSyruFip>Pu{%bfpYdHMI%sbQ({Uw@uMn|Hn* zyjXHY5yHU~Pz^qQmD-L~{CPi#1{Kn(9RX^Q3TElYf=EIuPpch_#uB(8rh-=6t>1HD z{L;wPs}DA2K%V}%F|jnN&DK}`HxI=ySfV1-;=W>n-*jt8kIA`_c>yJIokq(yDQ;fj zgE}L`SWSYT{%U#iWbFN;TPM&ogwv?6zsaksbRc&hN~du~C6jr|f(IV@p^00VJ!gWv zfAdyB8#y=WxO8rpT@BbiX`Tk@X%TYyZ*uIsnV#>-F0l+cELf+zw zu$0bLF>*YjrvyqEoG!KM@-QjZ#iU>ab<}(nzrO*^z-&L{0ZFhJ7Z{d$*!IV`K?$Of zI{)%SMR|>*{+02ai%D#Uox*2ksnpb3=ka9|O@+_XTcV>+)=^m1vMS8Yc;4{hDg;#+ zE*;2<6J6s~J%RKLP5_qnO^!aP=acvyTqHHzR{JuBtF`eYPUyf;q+1@ylNJBJ`qqAiP-ZQHhuSGH~2uWZ}4ZQHhO+jiA|-IJdDh|XzFG9n`~&dq)H zTHus7cRN<;h_7_w?%vz%ki{8!UX#L)y^)~b^+-4#;OL`-XJUqR(fx+5{&E?NN{6UHe_AN?WYRw+Zn$~v(t zi`WFwmKiTDOH|bQht7X!XIPv4%wZfqrD58UYQ7N0);43ZZQPW;?#kUPB|N02kCs{P zOW0EfQU@RDnZZ)OZ^2c7h#*IOUhogKt1SNd9tG8N>=fI2 z@3&Sv0X8+EKO3g;8ZC;jHQ|1ycQ~)X~jgZ+?2`G?Df*;5G6BUZiHO4#@#L|~%)2I@@+jfOhS}~B%4PXcWfZW5jsB@@r$-0pJVVZRn~)&%eonmb&bK6wP$#)~^OEMAXdb#F2JdQcYFUfsPIl=9x5jdh0OyY65nHYb6uIWJrwJNqX{E zNm;W?iEZ~jt-SOwTZ={|S6XV+`y@yMtt;Qf9oyz`FIu^BquGhMf^-5nI0Ky`9v|-S z2wzlbN2QTIA1_>;2sDd?N$$r9d8yHGFWm`wIiEZhxdHv>~O0jcu}!2x#a z_&sG4`$SkCU1t~#t$QFA&Qx>Nf}=84zI(oso&(OJ@|r3j6_F3Ui?EcqGl}ThJ(Rve zo%1N(w%@OnZejf*VIsGZR8q$9D4EQYVLH<|av28Rc3RY6^++ASv93}12*xm=N@ZYj z$>cipNSQujh9R2E@$j|q`A~!!J=A^H8eTFFDuTTQl)d}IoVOcpk;zPEoqQK@^VnI= zQUm(Nnl1s|cLAO}FCTMnJa#hHxH;ue38LqvolPGQcdPS-EF$r@rl!rh9A=?F5=js^ef%A&5?4OL30CCxTFly#jrIYS`E?tvf-W z(hc^Z(PnCs#Vo3zXp=cO-Z@8@DB5~M>c{)fKgV+kV_J^D`$bR@1{9-gi{txp)xf8c zQntk;kLUurV#Lq5?8Zd>h~V1N>11NDm7=Hp0dD)3`1p(t$hNAWuMLm1JU4?omShb6 zfycSMKb&L+Jx4;g2Fph+Sm-$q4B%LizlwU$!H&4>MH*%LeO zx;`b`ST=E|v*U;%FK74~!*$S2v%rO`r(NK4UPenwp-bQPb@LQhMuDOqduc&xP;T6I zxmUWdAXo^7G5DccvZ%msY4tNAK6-m#M)_d+;19Wr)97MX6A7!mbk^ATynJpA=+L&r zBxzB_w3x1T5>F9zIxe&-v*T{fPKmyozN6qUTmD)uI=JDV&|^xGCFlE4J zA{L7$z$&-eu|r)zt)1jnXjftKZ2MF5n8Vi1Z8}i9Z_J5vwWNLKptZ^tdbpFpTJ}y5 z|Jno%b*BO3$|-Rh<2(?&4(&*?Z)cPj{ovgHgVNT2>W}i*6PB?9YFU#z8XRP|#E z*Dap^@_L)y&d8K^QKC~dUSFoNFoV|fI+GLY7;FHtuz06XX)ZkX9Y{~<N)lJoxy5FOO2V>S8_iUiFQwu? zaHiI$F`E(JeB1(4^ecwDPv;ggXhpITlM6q+>CFey85x=a_0HkodTPJ~B3oKKZKs{v zNPA+SGqk2WchK1S(m&)WkymKf(#HC7W%n=9>~bb1%KPqV4UekpSD&;6!D!A&*Uc5p zidQ<`RhV3GP9xQj;qNjt6FWM|i@0Ku*-h1N@Q_m60Yq^Ju(g>2Dva2n9H9lS1etS0 zSB*{a)_JSpLDP0_nHYy+2GnO?wUS4$KH;2+g;DaV6VXD19@&a94V746YToOuuJnm^ zxSv({w6gSs28P`&cBR)_E?r2JNgI%_r7`6#YJF%WKg=)M{t zGB1;}N3uiTgZ8!cCrYj_sSO$CIz$d-jAb<@gsKD{k^@P@qDVn2mY1ZEhflPlg)M#y zIwCJD@PqCgK#PpmoBh=S^Q00p=*FtD#bdHW9|>p0XX^W6bfx_p0K?Iz2JraD4z!0hP{lh(JpiDYh2=N20} z6*tfxV3raa@2*>(O2CZy%-4xRI#V-$W8{}kw-`)AwF>s(tLHg4?7!aMG=a1pHzZvN zWc8Kj&NTFUJR|isanH#O@O`{qY;Q6c1;+);j8b#y3rSy#pA2}8?wM!-*~_?M>$h@GI14E|EX`BE+0Dz^PVCp%C`sR*dNT zp4&2gkS=OkAK2orgTLQ9gslxAi}ldstu~$|-uaFcUGp7Y{bl{_m+~K;3)n7f#iiV= zBM}-PV7BUFtzpgAR$VQ|Z!qL8gKmSu2%r^ns+`jVk^R|ZTCkNKUP~@C3}Z~PaB#|w zNzP!ejsTB;Z%tf+?si{h!9%bV<^CeT(5E`yU~F2Y<9QG-U0~ol7a&&l;TI5eB60V> zq`U0@CEaCW`9G-w69E$gCkx|$BV8~tF|#rJZ@&BgI~Jl^K$TUZH)vsi{y{8YGjIOq zGF`Op=!{1I5$=e;Nr|I7Pq`88xU`-1>?u6`{AIksjRLgdW6afshC(u71w(WMSIR2_ z9!vHQj!#D?D9M``fYCQKH8M6e70Jt!Z*^$~{?Us1lMm_SQttwA|6@XM0>k0}Iyoex z-R}YgN8neLiR%{(+cz*iIWRmq1*30bdh(7h1a7A5*B0K{%=yP3k>C;lsDnU0jFZEI zQ%g&;Jz(%_me_A23aoEna8Trz-qkORcW!-S3Is%+!J!#wBak>FeGPC4XR6A-M)y}l zVA}5Z;$m!a=xBex-`wza;B3#DQd|iBuFjKQZ|3HYW8ZB6Ua2`OJ zmPY3nv6^F@{WF6D7|_4*%!-*{4D@Orj0yaoWvn02lIa0}RE*#Z-{{>J<_z%n2G%b) z{+QqC_vJ^%81^HzF+4pzu)7d)Y!b^DvaYTL7$}M47*mH==NyoX;BhyE%!Lk4-xt{x z*@_!ksjk15i5*Zpq6|Q~5A>c6l>N=yx16y2(Gmz3$d1khCj$e8X#-wqz6y@TLu zMs8~Z(;UpU6Md0Cu^E)p&ClxxmZnPJ1g$rc!PU`t0YHPh9nfUx*9HiU@GD*eNCyyS zYHCWG#~L6H8Q{#qboeP#cY6}?jh=MUj@o97sB4z z1^DCrtNP6@sBZv>p_R=MG!2NhS^&a#t=}+jm>+}3%gjp750BaHRUKfe*Z1eq7(kca z5j-w?75~w9I#ohQLq|tB^Cmaqw-6cC`3~fbp^h0CL!C1Xkft{^3i@mBb(dv=Y~@$> zkX{cnE*RMFG}pS{<|8+1`?nil>6Z@kLGu_@`pb4 zw-@$z`oUN0;Ws<3C^LJzcWLQ&;n#PG>}AD8_m>TTzB-fo4FCnF&kW#Ww?wngH%1lE z-1ge^x3`(8hHOs=0Z?P(yEJ-*E@36-kE4l|8gr#@%Q1fY$SrkaBN$*Zu6C7guPOk{ z-uxFm?pxE8b$=}!`kmyD6ex(^jBjWXKssmIFCU{SoUC7XV`DfvklUF45a68w;BEou z+@qcpjJ_cVXIp>{z}~|b029V$%i|u)9>_Lb>YW)2w4rwxj=n7Ef0U2 zfC7FR04A$`1NO3PeggJ>HvZ8!c;C5Q?FX-ZCvdl-_@{96)ezn|eii~F9p4gR*4FoX zm-Y;Ce#`oeWA^Ou&U#HpXCCa%edS_svzm$DXpisA(607GIX2qczlPycIKDB5?T)~l z-dAOQ>j7UcYi%3+G9N?z57~h_ewTUS>e`{-fbVki_A+#?q_wMl3IIx9$QAA~lgF1Q zFyB@o`kgyGIKGYnPV7IS1GH{_&_P_M4{N^xJU#zC=##FmfW27vFA2Em0~psY@SR zxl@-`aO1UE78T5Xs~L8p+|Z6)dOHbuJ!pC){!g6dr9n|IDP;@qCvT>YBChtuh&l%U zWqw_I62(<92)VvIx~|L5tD{OxW9Vg|cbycX(eY?(4Nmy)nL@RR#+q6u3lc9|F_YE^ zCAj-?rwBq-Vp0Aw^AMs{7Du$ur)p|oLLAzSbn=O*=V=zrmpAJAD{?N7-b3{kLHup! zmDtzD9qQwYD!S~pqqYu?Ao*2u;>0Arg3s}WwMV|;;K^_39NMqoq4j?YHYu1p%r}iC zY8sWIff*i_TVg&gb=Id|U_pxeuZ4ExD@iN{7@Ubz2CB_iB88nRb?ZQouiP}kY8$pJ zoix@x2s97U%iTbxaZXh+K$)Fhc$e9#At9fbwu8N1o!FLGI~Na&R7e-dM0HR4`N?$) zk(#;(GUQ)CN*7!oB}&i~f%iE+^WV&`$Wam)y>fT$XTW%qrhv?ibnMdbM-ct=F*v)A zu|BA-*c;;Y)wS-v_wI#c~S=p$2n)MPGW;1=iu;wIY*Rr= zOxe|H`iv2&ZitiQ)_-ZT;N#F6CdHqxrqtj>&cQv`w;qp}e-^6d%%e}o)Ckx4VoWi% z?I5sFU?DG$+ZlIvyC|uVS%-M+=eqbS@4`@UKicwVP%}RBg;*In7ey#lBuPG|S2wHI z@!XUekewA=kv>Z}P-va~L#yX!YUS{rikS{jl!N(EKaSwuh`oHVXu{B6_Ef>4jJ(@y zp^U3-)H(`7+*0p-j)_G^ZjeyY6+Yz?Pu`((D0(tJbnwz&xrArGmd?<|W5;R#;&(!Q z6TR%10^o~DQzdPaOD4Qm_ccwj0$!w*p+}aTsKCO>s$-*j*GAPzmmx|eN%C(6ONMg(HW38TKr4)G?DdLEAY!?5!Td_(2j`~yIT~8kt zmN@bg{gp0EGez2CUtarF4gOO4Eb|JDSt+DyR>_%fg$nL(4-31zd@d-|HX@j+Juapm zCQ8i7;E~Hs*Up>#zOG>kNe`+$dRs(@rV#hWp`?}ZoprpW4!4H4$TCErU$t0wQLIC4 zNnZMG+hreiqWd)+M)9%D2BX6Q;jFU8)G{GOubt*Q1LwBBol7CqV}s_v3c z;8`12J*drxbb2$`9+JpX>bnZ;c9?a|k|a72LTwM7oK((NOg!2~6Y9tzyeJY&%Sv-< zghW|FO_jVH^GEosSvVSpR19@zuwsa(`n@*jthzbl;((Nm`u`P3ZjU+dAE z-48sJnw?2*T+$%jSo0XyftouYQ}Xs?uU39$Bl58OA|);ZnQ>4eb4BtKwY(O)-1;H; z^i%ylL*A}O8z}`7b|&_I6ZV^V(s~t2GC!d@_OM$mHm~(U4DUL;)8>ftB;vzx`W)0K zQj*>Aa3EN-Dre|(OP1u}L@8P84NmN5lO{u&F|Yt=fK?5ioMZ}8hpQcK=ko&q2&H)6h9I2&TEN9a=rwRrC;?%1pc@AKV zl1BdF#^C{fa;m~%fNU~{D!Zl=ek_~lh}`IwYnR&5|q0piEj6FTiuGkSpBwYcsk)Mss$ zzX>O6$aO1OjmD7ufFzAryL382!s(Diw6(6V@joIy1r*dHvZ8m#EVYOH%W>^)*QgN* z@XkQtdh$+cyvrn%Do{Q;i^ySM~ermBYECT%c;Ctjc^{Mm^M~7O4?< zp5$gSGv@2&aXvXP?`>Z10mgZ>g_UT5A-uM3`H?bVId!jYXXw!uF+k`!GL9bFydynFDZduuKWG&b~T6d)vR7#q0C74}C z@G5OcAMe~HEs+jK<}_IN-mqJK>fw4r`@sa!fvQ5r`;5Xr!&@w`o{j(V5^?wp%$}y= zofKkNsF4T(pJHdgnplRU;8Cy6h}h_Hncm)hcw|W_F*yhc5QWT5qxTZm)R5Gj?i-=3ItrWiWO&$eBcx% zU4NNlV4JxnO+wCLujxx~6(Eh?75^}so27>iJ57PCX#!T9`{$t-Z_k%zfUO-njy7p*B+MuSQWMr2ww*mUOU)LnOuM00eK_dnlg z4uqojOc&H7yC0(Y?^5oshmgjC!=I(B8!Z$+Keg?-tsiqj^HTZRT)hu>?Bc_O;Sw03 z7I;S*)vfT)iux5KF%oE86s@nevIQX^aj7G%iLwp#&D&IuQ;#^8BOQ0be-tt8R1gSp zx#=ypAF0St@!&h8_25ZZ5utmVA>309#LJqIM8_v?{8bH4quZqT1}mH+bT8|XR(z|5 zj6O1Yg({v{vAx}tD??S0ruBo*E9=!Pq9kFxj^q=1CQfa=BsLaItemSJ*Sv*9`l8zv zdIB881=_HJJ+cqjIcwUeIJlOV+KqTm2cAj=vM>3bka5ZL^t7gd`a1{CHbJu?jzg(~ z7$wAE!@CYAQ_~tP+T&(4P|h(bHoyeLbx`*iQPOiSYf#=dYsWFOJ%(AdyOVI`I8}}E zrd(Ouz`2x}rO39UFL+OtH)a5tt;(edi08~GG~TsoggGvZ4T3hhv+$8EAW&f=g82R> zz*goD9t>&34X@N@GhU(PJ;w&&q2Yd6mPZJKrhlL}Ged=fSGg^Y4vEk(+ zT{9U4BCN{b4$|l(DNT)Il0Dm1jF>J^9>3%E3Kg;zuI2YW+T6?4p6>YS<6Owt7BymE z-@Q<|z!UB;RG>cB;KYo<^%|o7&9w;h{5-j9xc1;H5W`*|$qmAGZRx`!bf*LwT{t9% zqygH(U5z2>im6M@@c(sJf5}{m@Z<)cZx4JBb~`wdc11e*{4SvwFWPgZwu0}KBw3Mu zA_}CvN#b1xE*|{L;0QWSQ=uydK0*buJk@YUtD(Y+bBLY_^x=;=9{z?0%( zIFj!+s&qjyHbJ^c_2IR?HvsZXT``~VQ89$96pXj7B47JA(UV1CqPUhbELA-@Yt#=p zkm;d+r!rxr1CV{f`>e0zQ?!ypvqw#3DNbHxY3SxN-Yi>Trc0L0jy6?q)L4&LEQQTp`k_VXR`@$0qZB>S_1i4z( zWs9_0edn;{oA>SI_GLSjPh>t|8p(Tn)#Ljc!a< zCmMf1r*V=NI1p8*GzKyKfr$+gR=fe75psc{shqeHLI;b?u&!4vy0n?J{+!8ih|Z|( zfJkIV6_xhG7CkETYmaw|#LBU^SG2_ndcS)Xw8YJXo%0bHU>QMoEhbZh0n3G?@vmA2 z8_3=~{~H1b+owF~aebg~+UX3%mL91@C`2Us+7{ZKM+>ef8s-GAS?07O{Y8i1)OL7m zX*3^etMPL&{vJ5%c*$gvLe(n;4T?7Dff)oVD+``a-fb2Z*2^chAuJ-WnJJ~UD7ZLr z*DO(LiQWO&Xde=`4!fw6&Db*BPKdWA%FU~sNNsH6I_Z!PCvSeNv67Jpvz@io6ej3Ve{@H zQOub>#de%Kyj_)hE{~dIu07(q?O#_R`uk=lOG2ab$H#IHU4{&q?|#0k?om|&dVuTu z8A6R#)70Mai}@%kox(a6Aj(i&1W8L*ZVnl4k)-N3ExkLF1jE?v4m+2)38*P_)s=FH zr49!@bC3c-Ec@LiVU0gREGv;j@(SLK?eQ`IrHY^CI%U&%LTvkRkp>yGPbqUAR=S#Q zoP1-3JV)y-8p-z*-yiGQRQ7#2h|!kHHkDdk&PS!$tH_LSYDB6#+}W3$^&Js>pMhY5 zBUF^^aKzsvGF1SP;2XTiEm%vd!ZEOu`OH-L!WY9G1a5DGn}NsFbFS2#~sq0?jVe@K?I)H|^%R zJiIxAiw-`%e<*ys2eHvR&1FFo!v)eUp+>lKbX{e^jOwFzd&3L;QwHCZbSC= zKL*qBlZ|9)#cb8eU9xK*4gC%$9kafhTmMaod~rsgl&rO+x#+%E9t{&#^=SpyMW3pN zMEvR0zSX&ec2AVIX5r7=zvw31AN?xB?d<`OOWIbd7R6Xw!j%u297QojplyKvo17hI z8~$qYbZXFK-haY-gKQ`U_AW8e|0PzY#Azhp=itpK((3Scr#AUkh^|<0cgwfw1^a^E zJ5Q!B%TpC|heDO58KO|j@=_gk`Y%Cn?6*b{;O+^pyM?%U}&8xqF_FjcCNkc=2!N=0H#o zBwfEz#!tYcvW2|YN~YZ~Dv@>(IN!m3#g}wd%`B8Ru-Ypfw;nLQjk|GEEfURx6cbrK zo8D+H{`s7*&vFU}oum){m|L5`0_VJtBz0%eNbpvBnUFH5SRK5hWn+-AIOnsHvEDx& z-n#A4YlB)u2%l@nVxcIdZJgbgEpTze zOe@Lp+4;q5gLeHCscw`iY$n!Jj^)=s@Y{bhhoAD3c6Tq4l08EsQrn<(dKkNWj*`3WV~W8ujnoH}G~Of#&n5Q(lZCi8NMTk*kyS?`s#Y>R|@W zWK;@lx8;B>)7ouyU(xh zF~kg}Jh4l@UPZwAFN{4zmn_JdV}wB@BZmdRydb+mdBzYTF0Sv9r^jm-wsSsgbY7+{6JiQ6Xakw*_ifx~A^ zFiSm^;it(mcU_*a83)seu&?-Xhp+ZKqbCJS# z0q8*Aq3bc|_j&JrXneLjQwZ+zM=Nf8u@TuOvMzOSG_wq=>IQ1dJ$bsA%0xrTHD-QF zy{rqPf}pFLia~b(%DqwW+WoP=t}{r#l0#p2^a&rRy2`5Z>c@?DzAZ^5ehCihErZAY zt!l@@&-IUcNUA~7tZnU@sGTpKmIA=-Y9lcgbrq`D1@!7I^=|}cKUr+(Z)XEUq zU|!8sFl(>%nQLjVG1n|u27h%4??_3(K{&i``LfLgW2Pc=pq@eyiXUn(5F71`>t)D7 z+I)x34Qr3W=wVbcj>88Egat@g)cOtG2AvplR1U%6#=AC;!vVheicrnpi23_uUMyaY zq9RVOdiwzEvOTmEHbi+j5Y)t^hVFtoA3oEvf*@3Vgpd(5Q0gAoBrp%3xqf7h0Crl1 z@OOC|(KScP8&AC9}{mW3?F>h))b|BGW8 zh7L3-x<$4wfRCjNctd#!R|N`H#hr#Xp33Um6Co$4+~;^n0GDiY&B#qf5V zP?au{^bZ)UVK0NIi>Tic`khrxj`64_wuO!EbpGtJ3Anrj3JBB3ahDA63PSFX`&SHIA%*O zk6NXEKBtjgwPwlP{iLp6$YO=pOqjQ4xe&nnm z<)ug<@}qBD5p)I|sUYOjQF3YNXqidr-?GRI19|yhq9%0t{D+D8PosjG&iBrzg zbA2(kJ(oFRTgM=|OV|*(2pl?mPj6c-q`%4J)qQfmQ!qCk(M3>|dPt$vXVb}6Q!aF!ShgmLAi7HXR@mCDkq5da*YI8x7SIezKIq4W_TkU0X{o{X;BxBR z&SmD{So`%``iD)#ASw!5AvZl&%fb+gqdl?zK&l+uS4+7_FJ&EHjKG=5{)mEFAVdqu zoCh^!PvbJ5T#^`~CtCaKxKOq9rtZA`%ao%e2y`Hqckxi)hJtg);ZKNd1OLc$s*7qe-lFKNN)$N z-Mm|6WES!D;Fs@y{^n!W?f@jVp7XH;nW%$XE$5-1TRtyE38~v}x+|`SU#%M=Il8sW zHe7sClqTQk6L>#sqe8ed$Ll$lEIlGJ7AA2`ZU@!Q zf-fqQk`=F`QpvzGLIZduAZ|~pUr&yL7H@LW^!VU%HJTzSmpQ91LdEQ=xv@amhwc!5 z2U`Sx1smjX#r4B(Sdve(zZ3v1{Be#GpXE8>%vqvwyT%fwrUv#51Spog__nFUGzfWI zn?R+k{L56VX14(IuHBxGl{b12Xr}dKR#BqJ@u2FQ94b>zEeNaqnJGrL!KL7i>vDP9 zEqo>2>Ktv67ICSl>8)s&MXuqrs{*+~8zSe-Dy?9^c_c8!k)gq=UtG-c=QNd?qQ-3k zTehz;GIM1)?eAh7W`_c2DS;MTBl~S~C`tQFeg#uRL^h>?_7YonV9Ga1D`PP|AC1|t z{~)5BNM+6R^t-^mXgX08{!1Hk?e!b>sb6ez|Bc(-r7nB*64RGT`G)pzcf#GD*RS)Q z8PxeJPTaw%mw17u$ipQoi^0~{Ge6@9a z^BH|>QN)M(ly;YG<%9yfXMjy0W|Zg2xyu?(lZz!IzE-5y4Rw6RKsQC3|;2tC4=Vd+FukZQSS{J5Ge=hh@Wiy;Vvw; z12>E29 z&iZ|Z2}KQ|BnB@AV^6uc^ra%%(Yf@{BFpIX@G`A8>XCwKA(UFuy(OSsGHVDjiU6Qa zSJqMr_QuzdVXH{7{fT}Te66kzngU+xcC7is8kxgkdb7u@&deR3KhNCl*D7WViK96F zEsQ1{J2d3v>|T7D=l`Oc8~Plac%kCab3!I#x_o^s_5oiq^e&j|)b{z`h%L>F{B(45=6t?{5bG^%i9B6mu4}rF>p`^GqP9Yx zr_jbt*eL;U51GyecsEW2w%N_ars27D69XdS)Hd!#>R8_`FM{QV4oT)r+y?!ix)d2^kz0X5#&nUedyoTEnb?{L+ zg;wpbc=`|hDyg=}he@a^Jhuvd0UYMlX#Q))dfjm70&akEVtrud5D1lwxlK-_` z7`(P4qUQl;5d7sSv1~_cKZhNNjcf;Ffz^)n(5IsYlan_^BJ_CHW3e#_W4%7}BCX`0 z;s~|!Le^_emTg7l^Lq3%@T&uaA+T8+DY!{6%GFpu2xRbOQujOIrm4~kRD;x4;df9S zJmnmWqm_ld*E882vQ{LEe}A%lnCtewb$u$M*<38Bl7YI6Ojw)!p(V^DTm2PUkE_Oe zKu~E7cw*j0XbC*;zP$QIX~A|GQoh9>q!}f96ocItah?V*4xJO?$dzg$_G5M^(@(=F zTS|Hl9cB>+CoNQ;sB%$|FKnT>E(4za{XPa6l{6X^44h@hcUrdw6Eq3*b8 z)i*lb;8=~y*eC5K=Y<pyLlh$t*rB~o8WjXM%cKdjS?`5xpA}g z=g(;*joGc#{F7Xy(MdI#4Q7tPUJ|?IsL+zP{htvF9;qzmQNAzDQi7_(4CP}#GgVI> z%v+%7!@i;kV4-mJJQZ{hVIcjY8c{I8s9$fKG@E)imUKZ~7vn(-JO-x!=s^05g~mrH z5`&@{O%rg9)UCQ*(Ci_PjU>haT`0NS8(5S9bAE^hrKI z9d=TK0~LfsDUGOqCVnzLD8U7MLf30{NZ}Svl@J!))lOVwrlKS4Ld30Qp)_!{wVSb% zzN^!5xIZ#dGAtaU!n%MzW&Hi+{}n5XxG^8Va=E>yI1Bd@wejoKM*I(W1c{JLjoRrF zD0X=L%_#2!CHieOC%MIkr>4A`kG8#6H zYsmf3lG14UADr_g%wN*~ZUN!V@5vQ-ePlD)R$h7*$gs;+FV!B6G$1->T~M${1r#SY z;~RFqsmS`ur?zy+49ji7t-Pj6d#qSCVip%=W=Us z=R=$T9 z#W4&r(G(qJ72Umz1+a!JmBF5U;OAPO%e>C?D6RY?!U|*OoZl9`a>XM$Mud}OX7;v^ zgjvD&k-AB&{XSQ=0|l?aPs@Wj3ROSje?dhWp5g@#<_BK5rKVx z{3p6%3R96~yv;I%`S6CV_= ze2ENT^M<4Ccsjn#@p51(km8BG22)+eu=%U&IViSzxatl{51+FYwAq)D439+mW9cCc% zT`!shU@rF_Wpb>|Z?g9rD0Z1yW!e-NVW4F1Z6+3P84Y93o_B$9$NY!w;Tp-pd^Zqf zs;0h^X`2)rqWivo>I6>j_4ncA?(G}A#9i;U z*Xkw|`Pf4%2ahc3kypf!wNrRQ3QF_ckvQQ8X-?ga7j8W41y|P~pBB!8V~!0WZ+)H+ zUhG<3zAVZY?T0ZU!I5#TI?OB$7+23T(Vd}GMIEbC(%*e|tUG$(OUhNDzk@(wZ~w0n zV{G8~8L8{*LxOix?xb7{t%P2*&}|DDxoypmt$vkWt5zntql(|JY z&z1K-u`H;8q14HyF%@Xs44fW?7_F}@gqni#KbJG@CCGHvbh3Cx2=>cV4 zF-0M_UirPod+q0p2kC1gUu`73We9~+$;a9tbF2^D*!W06T;*BcTRN!o$;|5LqB`GG zquqqa)+|5P|H%6I`B@(TxGu-FB=?aM**}s3oXMvUHCuUR)QMMn=~SjK1yCTDtmORe znyF>Cg4VV+Q$#Rf$)v1TsBInHItC?sh%XE=CeuqLJsInZ>{1zl@`ZO+y`D>Ogd>Ms z>K<0U@`oXAM5`r2s!CKBdUyzT=V4gP4G(MpVlns?qbLLn0(IFyI_`jvi@@K(4rH2!Gd3AJy~OHJ@nWkwx1!EGo{j=6ckjv zKGYMa!A@d&a;Wxjb6%!4R33rj+e{Xv*W9)p97hHi&sK@?5NNGYndG&Z%*v*L7gpYe z7tcVSHsXzFq7QFDt-YYn`N?wX@8ZZ$B!|CI;2`p)+AV`On@l9?*VXFgy2t`4OP7PG zc}3v8?*{vxfldFsw_fEyDWFncdj8yn;03A%D4_~ZY4oyHrgrl;yoEE!h^M1L^e-XV z!zPQxFQl&c9W0~WD&b^p><(n3V0#2z5lB-YggB72b>9a`I)*-=dN#HZXt7xOi+}2* zO*Uyjk>5qd;oC6Tf>Wz9-!NjwGV}Aj8p#m&Aoy!(PdBV2gz8dM3CnRd8~n+g%i176 z%EF_|_||~3lznea7KUg$d7^?E^r-les1dCxzrz%~@$fi8r)qa_sI_<2Zn_QCVvJmY z--cn_`tEH~Y+5ja{I^~I0T-E^9EM%niwi&X>5w4RZ2~rrE~jc1>QtPs)EK>O3MBwKJb zO|x{LQ>($Vv=%!UIv4u|HLRI!Ziur#>pF4@V@PjiUc6@(5t7AuBa$^$l;V=einwEM z_(&{#ZmEi3^eH)G(CnA?!nl;Lly1P|u9ouiu;ht<|27!y%d%5aHDJhdu-~udQi#Kh zRB}%`pszy86<&?3a_G@pkwQkue1qQ6&02(2I}t3{W=d`80jUGr{B;n!hzVdXEl{8f zc7TTR48^V24SLpCjHVb_Kj4gZ>{jKx?KDB10}r!7N|fDoY!(kD4Rq_S@n)MBvCNHhOyB4axtqV!*%AqhgzhnL2MN-Eh~+l z1Q;=qUg)qI{=OzJqc4=3Mi$eAum`87fat(NGqEYni6k0#W@X+G=sXV#+=hFya)5mm z+@|(QRWBv>-u6z)LPv=T_>;Yc@{hG8jQ;33)v;#cN!bz5H- zDX{nX-Z6r0Vv>Tot9d>1T1;%VmwHtxEEbeFX+FF53k6*?jt=4)LK0?;H=#3eRo#iV zeOAjvjF$Z0S z-4X6(^0uQG&*9p*6Q68e<2S`+@vrJ1uURQi!~;osG-zu77%e7cA=$0+@H|CYL=bs>H_{O%$f$0fCC1|7NPBzJYN_ zum|W+d*8w4r^zuf3VmsGU_;-i&E>GW>p6gzM+{!)cnJ!MWf#d7`0?HW3w!Xvi>T&UVgGc5H)zD-l#J%#tiakHeUKW}V6KI@-PGwov)c zXzk$OcFWdpcyAy_MvyjADt?{qmTEN#6xkM2rXFice_FldaSvU4@Y+w6JrY_;%S?_8 zwhjCn8xv(X#Qq<~&LK(@B}|lM+qP}n>azZ-F59+k+wQV$+qP|6b60cTVis?i%iQGo zPG&|#uj=Pay`}`C(a;)9U7^Z+#Bzd+(}C!OF5NoZO=oGLm|zOM+BwUOCOvzbovTJ@TrZJwWgkmAGjc?MVE8KW8SU|#zp1!% zSW$41HoKeiR?5T@?Kqc9T2a}Z=O_1PCS6v(tn&D}`|L=d2IIXlvKr=;*YrqiF^hF2 z{MQ%4k~>$%vE45pA`-J+2}~#M^+3rEK7{C(y=9pAImuTSMSYq)#7}6|#>wn+5hm}x z%${}ma3QY*mfAESDhBPuQxxT(Pg2(dj1nWF+!KuaHGA8V=Z}S}2Y_~$1m^(@TX7=1 znjHRn92aglO z?P)>kawy+Wi8(T6%V$M62W;+CFFYzS9^)R=fFJ1z>Wa4^%~_a19kW*(aP26)aX+w>s}1wL+Z7#sIjBS`{O4$DON%! z#(}VvH>D`VII8$$B2e5^o+?~EmD;t=ww7ox^DN3(1t#4jL~{aH#^HJ@+rzHoha>L2 ztiB*j>PfnkZk^8X&wD~Ry$;V)??gJ)E@v*Z!uUuvd88x4{3ixztki4#0kKFV6-jY{ z23SeJL#kzf%4uJy+C_OnO-^P_wh60)Y3PqSW)e3C6@zO9XAr;o=M-J?+~S^YX^k7R zcx{Ve>v}VF`PnVgc9FZ9h&tsM&$!VV(W|$S@yaRYxU=-P$Fq)FyTL=M;VabQeN|h$ zp`@~r{1u5x)=-+S*(KJPgY8iqpV2}3A|~_c_)20erkK}e@b0cH> zwL>=*HmsR`%xtpj!ZIQdjk^&3}qG%|{$5(TFZ+4;Midn}7Gr7xNVL-YA5P zlAfQGtg>}%%$@?Jr512HP3pmQbKC}(l;yH1O^Eqn@8vJZi&z;zZf5IqCgotN0TNE zaYmQngyxtouu1r6x~hY+z1_P=K(CWVBhuqH;nnC-zgEb3-@iVWJ8b9{;}N+pzl*Cv z-1qe^CzL&(%&3Qa4;Nd2#O`NlLy_-f`&y9D+NmPlpUc~&$oaXpcI1khvx-T4A#r*# z*s1y6MP0f`*3VeD?z)q>K^B@C=o`3aLd!-NtFM(oUZW1sHg4=4MTG#JN>Sl`yPAjX z#{DUKoq?}TpHeOm3s{D3X;J09TzIgc?Q2SerYv~ageb+(MWMB}F2B`CgOpmGBx^3(v&=YNXEsnEfR&f2+#KJaUT5Cs zalCPQs3%W+7?j-G6&+iFF;HwUhfv9bwyF9j&@M7C4kBN90X~_qRP7>HT25YN!do5q zc1FSlL(++0Qy$VPqeSGP0gDgM@mPiyX@1|dbb`Od7p))2VK_EEESToU6P2-((oOHV zl7CnR)u3fB^JA}GqYbE57tCm7p)f)ys13A~JvAg|rYLhD|SMd~WxA$0GS_$C9PR_)g2Xr8n=6Jjx~aIz%kmX0(XjF;SjWwMeKds|MZ zhT219PT;Tk!fK>&0v;t)ZfFufV1r1BGcT&9h2G9u(Wk ze}w3_549tXlsOKi`3eyKOWZ$G1|j%( zTpCo79L@04I#X8EQi%FB2?B|@FL3EM|6yB6OK;68wO)VL!s4n=xtKv`KqhuNnj%=3 zfz#8eX5Uu0Ij-V^#g8?IoZt6dD;58jkAurlI?n)#PFD3AozzhEu^LA!-8W&n?Wa7D4e`^p%I`{ zt5=#;*gEr3s5m4ILs4Bk3awO18^@z|6An+<7W_qntXo$g8Sd>;LS zvyRVvt2T?DQLGr8dk02dbykMcQcck?x75x3t5~(E&kfB??&OUqxwBb8B<4L4%1+Kd zsDxn{%NqzzHMZVXfn&@sUvpr${loHV;UG5zuh4oXfI#I%`fYcz9FB6*ZU?})+T!(`O<3qV5Th^H7!24f}@+RfJbpkO~RCXUYR;&6SymFcX*L1!RT*SLAt<0g=3@}Gm;M5n_{F2h~v`VOMPqqI5g#dXg?;6yiOF2_~nOk1|Zzt{+fz*XVX zeNJ;*=+;Ugd0B78=a#T}4Y;40M`)uowJzLB3eK4Fdb1C40z1~~N!iO%jEf+L7bpKJ0R2M; zTx_!7z)Jrl>Mug5kTeAfG&Im^Abf;5LsYiq-mvW*rTHj5Z0vVxd^8X;+0aYhP($?9k<|cNqK{uQOQv67W1$) zNGI-YZs*&sTwo(1*!vom%uL!_JtT*9^zco`fXf$1Z@xD_MR; z(D#bt9>TL3cTF9Fri1o?7p3sPktmH8L)v`68RsKdHCbW-0OK&LdRbvWO|QJzQ@!TD zt^F(H;7`+Orx&?MOhD|faxVYpttryW=;GPHp&EL4{AOx;urAp~R`8m$`xsIMAc_50 zGo3BfeJynhC~c5lR3Z(kw?QEwymjmEZ`2Co-!g+x?@;E=L2TLnBatzqF^vbj;%valZ+4U3sbYj|k>ksnNQJ(^H_*iR9j=YSp_n}0|o57Ldh%V|(%zH;tS2Nt@5)M<3@gm}n_B?iJS zW}As}iFP9jN|M6IKv<~GM7Fq?CDyZZ7q)15CpJNW$n0-Zl06w0dAoO80Qaq_x! z9ije}JsjOKna^Pa+aMP=Q9w9**vSP8o1!HvD*m1%vGsTgT36pzfeykCX<2&fsOg`YY)5S` z!$byuWsXb>an_b31wU4p_M7vQiQ3naCb^A zobkaxf9e{fxIAa+hzPHU5&hC!`+o^(AkJmGnyE5xv(0u$+eROc!K!dpg?SQ7wL4#l zZmDuk{i92L%X^5w$sxp+b}FN%Cb~vUEo++`w4;i zUFt8vT&-se+5D=Mt>h^ZiSuzsmeHq@y=j?pFK4tvQtfa_H%~IF9Vi$w+P|ksTf2W~ zdh{>I)7#qmoE<2uC$b=`=Rz5r^?#eu@)2~ONl%I9aWMm6{(|wfwH_d8mZan~X-^tf+nY`Y}Hs;4b z?EBer+qBx*K6xjnA0iZSXpc);SoE@K7ys#pdOm9V4}i9siV=<-uP-H1k)1rJzF}!S z|H){Lvd35dlX?p>y63wVTwLvKt=sv@tVzq88l?HSKBWjWIzk;}g&DtF6c9UZ494ci z0?O?!cv<);arWq+)=?)2#FU}aE44YE@srr+=qZly-|a75`yL zqYlp5U2sZANX3g`Ha|YmplWKHGuc&Jd{K1HnxLvgzFtz=0NXwoVp)&uw-(J*Viycl z${zld(M*A-u^QySbbf)hsMfzEY@d!Ki4?{dsdxx`8N> zEs<(sEj`rkk1UjbV(aj!Z0T6@XtHXs*C;#rTF#; z)mI7#=@STky6^f-H|W(%A|kv8+?68CknY~7Y;Z_hw$s~{1bQ{&+i@*7&q*>Lq{LqB zd>U}~Pb-Ee@nLP~&4wtPK7OcI>%4ez*VNXu#5_ZDaf5&V74px**+_f4LKO1!M7{tMUX4K8TBY>lf?6UWgMG%REt*P!&x;)al6EG z-2)DE3+O92au!9iiWmifz&p9ra@{zX#-7OO5{gsiQiSi=<7eWIb-N zLSZuAem_pyyeLh++TP$?W?9&Cm*18t685B6Zy|=W_i^r~`Tmb5^!aBf_V zD-EX@ICm%}xlRu)o&6H$D1^62`39FxXV>@ zcz9NCkJ?Bj?ntB%#we35aP#2`S=(7KG8W^B_}RK`WybCIVaKM!sXj;9a{e?8JDhSOG+vC8_C%cwO!Q=dQYfzc+l!P#%^k(Vp4GGb zao$ZLUlk6$&2)73;zd@?ya4s@^jgyR`)C0?ei3~#&tt_>mpRlZ5CpvF-f&%o3M?H& zU9-qzLZF?&;}taPDoX2a5jkY{bqH_}jO6Z($S)K}4Ao76mq)!l!fWn>KKb>gQVl~8 z(4AXR-HgC_`Atn4iA*S;?zsWN=m(5tvNX$n?5sk)6anOIP!c zAtV&MSVid@BFz*n*H;^gf{Rp}9^oc0TMA`O9i{A+*r8_syj~%QbNs7i7 zCz2dH6%$4^p|-HG*3pfgeF3z3k;(zme(lf-q%3q?bsn88HXKmC zQ^+B{O^VR-qg(OxamRAp4_z?i@lJHq>f~^+rzE%q=i4<@An>q6<0II(Bwhe37Wv6e z=tROl75d|g151SdTSv{b9W125_DYH}YA0|MsGClFJI-a9V2FsMe|o}@_q!Keqb%DN zf4!%Dg0|Dth$3ufNs3lp4+wg!>u8u=cPcs_$IIrI=bZ8eZaG_%Z>)xHjkLH+O_HX zYhTJz6XOtyW&x1Rj91Rm?T3$3$|rkTQ}yiPbR)cO!5;~K4&gq5(-9vvIj^&(eU9VG zB}kdD800i}#cEwMA6!~L*_}0nYyF}@BR1b9RK!jRfp}&LYTo|q+wi)&UY3d7qS)7N z$@`O%$q|SXnk0cDj5n2&jB4JVzrox+;lN6cDa$3#E9SQ zxwc=K(^BCcr<-6<0dGwY>lTXGZD7_|{aQ4fsM3_5?&YE@r`6VSm_?ls?CiDw~B(m z0<2`GAnIL3VaQW4h>-}>h~Sck(h*XVP1Gl;_S)K|7V}pebd;k0!cy0r>Zn1$tRw7F z1C~m1CC6!PuF^~m(lXDzx{Dl-%(NJ3FxU&u*`F@FF%lBV)vrXw zGMk(P)*(3fF}9!&F`TwN#qZP=#}bgBYc)V8@z~%^w|M@tOuX;rl!Ix|zx*BF9)jh+ z@$ALa-Oc_V=V#x|zRJF^ozXay-07Da11xuj84}0Vj;+1~3YT{3e{uxAet||fL}pYG zXYH!OQUfPdq-^pmo^Y85h87tXYEdp*!g{qBe4a`ogSF<$?DLvU%CL=#U1&D;H0JA? z`x8X}y5IhJxK~&8q<0dLvsn$LMCM?>wdAS=mRh za;GSbLBK>L7kaU}eI%`7#UEEAZwrHkEKqSg3*79{5zp=tD?YJbNT>-!YXGv3$*<>Q zkFc`@Z(8jDG3auK^Y;p@3ATR6HlGdGr+TG^irz7sovaaq*@zPU9Q*^uzO}(4Uxz`6 zw4nlSY4mh*&{=5jV)AHdznUw5#Ng*M^&vK!?^VRAX}y%q!ZcLgKN0S<@Q#v55WHUC;eHJ2VrpNd=E!Y5JPSwI4>CN{|tGL%}vBnQimZt<5aSC>2I<$RGd-Ck9p3zC-A&J zUS6_4MQG3!moa?D9oP7>HN1&APk~2J=vnTT_5()T9)O$vF)o>T(I`?K(S>K3;1B<> zn=IZ^a5&8sX4Wb)n@^#hbax879N^>T!5f{K;b!n<9}R~{`-fPB-C1G|%Po7CiiHZU zUD#{#2}Z9k3|k8fv7t9DJLaJv7~C z_b6BcnIM;q_nMZ>sE>9pbY2+uipEWL@`G7qjKRA~(C*`I90-Cd8{(fEk6kKn`=#F! zLL$yoXrrx32~jhd4jHY>V~D1O!y}oZJ*oRLEPvu;k9+)1w8i0Z<&-|KH>f;foF^Na zk*mUvPYW%Sg4a8ibVvb^#thrZ|--ELH_)lX<9?5R^U+q5*9Be zq#_nk(Z69xAP^5Oe<52q2nc+pDdZ=}Vf{JK_Ktu8r2XH8$+kc`eS5hT5C~3{AQ7O6 zn^+(Q0wBy@rZj&hB&aL~yF)erhYG6w|AQLLEqtJdLP?r~1@Xd|>z1FW& zDE$^gV0&n2=(=xLNGa}szy0bMNdB4NQwT?3z4H?T$ocTiAVK;&zcBrDmXJZ*uuhJi zo}P}HTBKG=s279<3y&?v&y3*<`ZMjs#j zUtu7wJ*XBC;jKM{8zifES|DFeA#G{&{2REyFJ|>`qdthYN_HRygqq&L@8fS;B&>(c z^??bPiz92`dk9f$U=DprBq1H$6wniJBT!ADDnD#3t`6b-9}EHveMwl^w*K28dY}j8 zOdwcyA3wEI(_L=@&*=uHbt_Q`kV@H-Djg|9m2#BM=}Dz`DZ^ zOwHjn+(-4%2l(LQ>#IvB52*DXx&K!`2hkg1Xl+&qBovU73*`IfPwT-h3Irx*AC5IR zsAiybKT@<`;h;hMG$FQthejP{9~2ZN0VdGf<>Tu(*bKcD)zJJW;p6V$@shGqd`gnx zx6a)zjfF)SW?xzkER_D~3FtsO%n>+LAL7q%Y@q@04=wDTV2=zEE|t)kLc<-yH>E*b z@4wlvRl_=8n#|98SbT+nxa^*hFzU$e|#*Y{te*IKGy%)nnefrp#e*xu%; z-lbo{>JZem`A>%r zt%yejY5Od(Ht^ z$vx{I?Gq6Dfvdm5zsI1#q`7l`hA<#pK0-Bq{(dRe$2S)+dT+bQ!LNsc54Wq}U=JVw zgQ;1eYB7=PN>S|^ni49$^;XGY3hWlW;)c4Uv~pJJiX~;Z%i*j)p(DOoPMA7%vf>}7l+inH+*NgT6r$va!Zdr@ zf{M1>v8fdGZ)x#H02y&rk zt0v{lDxqUBM!%h``#((S*Y63~oQLk6&*IBai)n9?7*Klep$pyC9Bt-MWo=N`1WHbR zOW9pZB&qQ{Jr~w3v;xdi{+)C_{%-u|J8ofo+>jlld!*5Z);()qL=>2I29j2b+VsVl zMG57?jfLK!)>3v_=efYeu@lJNYRB4K> zLMO&?7aHmHf*{KzbAC6{n>MbKV^jar%X7gn<@|2o=DgOx7m-V^Z zpgU97f7*36Wxu|$q4i)tEqy#0fsn8TqM1JXvmRCEa`F06H~E^V*Z-{4n%6fsDh5v8 z;S=N=VVK5&%r#^6z^TLUT6nWz-!AVS_6w3q*am@`ZPvfQ4}{sXYK_7*h?fNztZ9l`{gE24{~Rx6ZXrvE}ZBKu+l`j(=l9k+j{2Pj|#t!`TTw2 zc`NlM%HLbW7IZ1HP{;?nGNj@ zu%h~G%~SSPUItGMt#QXFf>_rt@eWfB4Jh^GAzF2C1y_w{-d&^FjE}|DEGQp#Q^AHy zyqd?gaY39f2`(Ns)Mm&trPj#Z8(~x@nc~harR73OC72SuNW;Qp zKan*DMtI4u{(J#NfaQY;Z&8SAkL<`bPsPHRw1JTY6}aC3^bua|>SP#>W|nZIwyQ|i zu%JJFlQwF1tGAzULc+~bWOi5uDW84(Cg+|rg|e-l?(D6y<@){&{#bA61fINNR~kl587Ye11rLbo`EbIjzqc}>ECI%!GE zk!3B=GOvOW{sATInFuWvk8@HZCmG{-?#^Kypi_&ik!Z!_P3UZu2fh3zvNo#P7<>MW z#7f>;`pPk>1$~1t>0aI(Vl3TWhk>LxHdoM5*akCEoG`?{q63FuN8f^*>vhI0Zi?{Y zQd%$;fVvU%`z>?Q)-rv`rXeTpMX0?U*%9XOc#>5GzzdD!#x#B2CIg^tX z+agUdNKBn`;bqjZYC4b5mCl$ipv@599H1AS1OdgTJgTf*VKwo&R0lds~`>Q`YrzcvvyP z-Zls(f=b;yvFe4X?ha@o`^(O$4!RX2haWfM2yR3VR#qVrt1$`rZ7o=P<=CmYiH{h~ z-xpwrr=3&KfMd&N0kf#I+xbu$v4`XoPpo&E;gWX2C0y2WdJU~T^U$CiCl%YIwL_~e`%4<6oBqiKNJSTyb(2=#22G8I$_w}k)z-6rnGl4{s|uF7IZ1b? zthwlBA4DOMA!0c&WcBRsNN7Bp9uo0n;UqR8ANh>@9*!9|RMt`wK8hQ%*2-pj_0$T* zjo$f6IHlFHrG>7f?!TxS37?be(@wK(mkU7NRPyU_Q{urNt&BMDg?Eu4G3JqFe+}eU zH7D5E4M>$>PnB3fZrROWm3b-uN}7BvOyW4)Rk1ij!{svOJ7WD^XI|2oj74pWAwp^1 zgYmiic8E78}y4s^YqLL&+%@F+tcEF|9ekpuE{R2oCI3k{`IyOgcm zZGn>7SiUo^3Hb3mUG9GTw||s%PU%wX5Iyh*IR-W-cDe>x80`|_ka{y1?96=bD*4$Y z^VzsFpVNVxzSS6wJjlJ0?{>{zj0>};nrJU}-h<(UKwl3PJ8kc(_T~PC0*TpzAl9Dy z*=N-C1z~tbU-~M)iiw|d`ct!aRU<(7>%`3Bbu(>(%c?zbVd2_KE^l`DW13ZJ-5?wP z{^dYGf-To070&brE&`c6e7m3|T9%Un&~vuHJ~fDbAt;_8DzKZq6;|&Ej!GrSdu6J` zpCem9!)Pvr!8~e4f^c~5%fkPyd0uW$RlBRmi{k{d25-o8btQhAzg2cXwn;d3AZ+!N zVTp&R;IEu9azg@~?#}keZsA(XSbw_tfwY++xj$I6UB2jA^s|=+;8x6zTL#S=;@#?5 zIB3;)6UhH8?hQ{6G-}c>$9SIK| z-<)oulyAAkk6AKQ$h<1fj&Fpc;|0DC=w;rL3y+=cFC?dsNRTXm@we5QWmUPhWp$P| zDxc{}hv{w6x)|m5R}VSWV|@sA2`w=xQ>A5&9Qo^KQU8(X5-*&u-*(fL{_bFwu%$my z3EHCsCCOT%S{f;d zQA^N{Og#g^-8TBB5^E`meG>R?=T>%nu5L%`TE^Yw3vvt!3u!zR?veit%EVWb6A`tD~p3R!P+X0Awy}_eV2ykl0FQG)g+<2lBfAkC1lJc zU(q^Gtf+&d_R6D8{iZ@0#f=72RR<@VMb%C$LsLEzDthtqv#c7DDW*v;iu$($zG?22!5YumF`J6pUm zF9l!XD7>z*qRXW3l58Y1RN&2bH7y&`>JMgqjk#lI2+bK|UdFp$4ff6?hJ@fewS|yK zsdmoj@mU%8Yn?XLMPx2;gt8Dn_oEuSkckRkTD)p*(`GHKiY-e?kz`iOc9sf#%ops- zaU+yI;Ik&0@Aels!fU-nMSS0NEh(2^21||#>uSSbG~ExQkW=0kfN|7Tt+u;Ni742V z=H+J&CHQUA_Q|Dkfz;(YgdTog=!P=FxVAAVr#CRlaC09}`mtgvqvR}0_szw#v}v~e}8XA%pNCrxmfhO=+l zlj^rV3SlCPD{q%e?GNtsi-mCU-kz&FjdLq5%MlsiGh7F)q(C3>Y2^vXe*Dh_FbV*LgZPK?YxXlO0y?Uwd5M&;J9%Jh?3tO7lTjTUJ7pRgbeRs7 zpxduc+(u2tx+=sQv5y*%lXtd?q)^6hs6yHK-Jm5|wKRIbmFTzndNSV%PlH$#fmn@YASal#a7q8iZjmM>a-CLN zY^|PwfnGr!8+2ESR=$6kVKJmzA}WIjq_fW)Oo?5Q5%JmrXdq%iOXO?)HoLfJo!J zqjNr12-)*~AxBB&K5UWVcx(DxN37faH;H-~THbh12+1r0K4L_V)fNq(MQ=Ud!ce%^ z3qk(%=bFt%e2?)>f~?=eSpFE>bwsc}qrxMKVMd}4Q;`s1{J4uJ@fU$j@k-+at5f4R zw-_F;4&575#%-hakvktf#tv<+va1{9zpCW;)M88#t0IKq{=a~#1x}=7{qNba$0BX< zdupp!89^Eml!eD>VdEtEQ=x;55JsGPI-h{JaM20*Z9_Hp;+UDZ`qs+c@rnwQ>eq!f ze@yR*D!?kp=5AuT@owl`%RNULy|(}o$3D~iIwEnzA@}DQs%59MAEhGEf8a+%{_Q5Y zGuJA0;DZmbDC+05J<9mm9v};)dacp&oZP3CM0Lar8Kr+j`f}f7H?gAk1K|bRev5-& zV)+j$t59KKWy#+CxI{WyXb~pIz7^3IErR`Xf!gFXQ_DlYIJUo&ZtHM z0EgY!cmFBi;CQ5)L3H%OLXN=T)3P)vNNvIkJ}S#L`~+8bRpR@wGkl=10tM$Gee!^I zLBi3y1hfCymw#ndtVT_j_!Q%w{(2m40x!>O-72Ax*$aCaFUzUIH!+eZeSXvjNQK+i zsNaexf*v}j^xsQkgk9?1~ z6uDS;YRWUFl-qP-!5)KL6>BV|nxcaQ5U6Xq?`s*Qprx#x4$lcw3-5g7>(gz1?&&;X zHw&Nlw8{){i31&^{C*;y@l&g`(3cI=^eQrT-g!kuEe1qExOr%^2xQ!=lD$!qT( zGGzfISh+K=>wARLnCd0Tk|$@YLNmmyC86qT*%&5O=T7>ppH-2mAgEEd7n#BzE%qKu za}q-b0WyD$HW`MfTMpog8OcF(RZn={`F$d`TD6T3gsp8f_ zm`}3yDBU6g#hK5|-+`!QRRj9@Z~-O{k9JP1$pQvM2X7qmE+}Qswezcq*&Vz1B*BsM zL|&Cquxj(9yoH7JS-fiu5WLeBcL|RY7uDvHizbVezpXK)d(4HKm=axdgtj_vrnJ0q zKzs%%QjJ-?LM2Xc#a0{p@WIP=@qY04E7&MPD@=&exJKqgXP1A%@6C!6n;+4a<5R;cac|yFll&$>^JHmP4k?F+1gOR%V>$wni&v4-!rx04)tD(y zgdC;sRAt18GYwszyca}YLqQiyEhVx2&bxJ;(#aEP_v!sEXsaB2UQnTCjGY~JW_*6` zfs1D{;O2`=x4wA#<4hbdcfFowZ6eDKA-m@P#=SB=mRsmF9p*H zLq&kzeZ+Qp2MEYGOI`3^q|q(WEjKsG2-u;;nKH%5%RJv3&CKD@Ja#A8#w19(?s>L5 zHtx#!Xz|Lghm)p=4>G&yysIMVI6&fIodNPB`}BfX5T1OzqKxQhti)nu;I+d}mO7f# zQWYc4-yXd{sPPCQz`k86>oKM`y^B_uwzZ;taIMhLh_$>2?-^57$gf=rG%f!!oIM1gv0~>CH(-1h7@bWPS5J`t&%&7<~baV^IR)5A1RLG30cx*|w5p-~< z`ko;*7=dC2z)C)j6;`3`HZhi8A3*)T9zvqop$-5&Mb0LBdO|6Zm&D6GiSvYqIwf)V zDSaj&UUB-;_R0#5oa(lmH;jwmfdShf;9OA}(arK$nSvUHl*B4`6}z(HSC<5dBc3IH z7Wv1gY%gfBFQ?9>)0EC)zv)8DM&D)390(~O>#C#MGwxx4F{Nnx~tnwH@6{iF_nLc2H5?u=t>d1@eo^gvNV-Wn2?a>`+Ql%Ux?j zgqWj)=U`7j`H_5H%2wK8ug*#IDW&7t%HXj=AOTx9`llNrwn23_ufD6=hJhhC{uh8M-f)0v2+PshkdOkYanfv2!_^6IJZtZSAj^@y z1WE(r+pt+H|KlkR&CTB~FMtGGhsYq0RpsYD7pop9NYe3fEFk6YzKz63M5nhpwl+0M z9bv`sW4-wjP`@_RlHaZZ@H+GuIBEqo$}>xY5Z`(1*@*&ZgZ$K$>fGGpU3@~J3VJ0j ziI!_B)=zB-Qj;FXShUXzT*o;k?hWSERb}c3)3o0yk_mz^W;97E2_UC8Kr{* z+UBJ8?un>eFBuJb);11V;{_b1S8YBmW^U?H%3sUbD2hfXvb7dX_ZG@56fK9n9}^>T zeu&e20Tm=;BHwEM#Pd!Y<e>mYPRFfAu@s#?c|r)nhFhxZHI9Ox zlq7$3LadIF@a<(ys#q;1;VVELMxp1CHTCQw`x=eYGt?$83y#xaA?e?89Xk=!aDp5r zo{l&n2^BRXUrbCYTyc=V7cu0f2W|SX9LVD8NSHLE;idSLyX#vdhM?eHcys!Wc%|S` z+Qwa6`1HEWWW(JVg7Mwt?O8EN&!gI4Wrc&ZnlF&=G5kKzf2V%s^9CUGC zTSJLv$At;fNxG3rF1v%oI62w)fEFNvN3kU{Ca^>`XsPIok!@B zHtU6{7`dVSk3P90w~3vw$^$;&QEM7ZsPnQ4T1A9le)b~+g)*w~SQvNxM7}igKl>!i zS3oj2sKPjF?!M0-w%iK`LRB}nLfHmooT;x=0Z zg%llU=w@+_@sE}aKb^WpRGi(|6h{BK6*G@*E)6ZNdOeg_s;9m7TN?bQJhd&9`AF%D z8#@F*W+>|-uBoUCs#RW4$Cmn8>($Y%qiU7(ci5ij!>XlkvprHy7I11Tepp3+hFkb+ z+Ip+A<5xl!>vnY9Nu?pI!%J^fmCBOA@|4mF|0y{b=k-|UaayObY%H6TLLURz(^8Oo zL=@}t#nO^a)k$v?N0q+4h<;<$C3KwWb%Z%MBrX ziF`Rlh*261S*+r0T@+k+)}{$+8Gro3tR*dE_e?3a4cnm=Vg~uyK}aEH0!W1BiUf%Y zH~EmczUSS={?9@32C3aPFH$ZM{;3AqNOgNZ<+5yqwSaKVha7wu<}#v)f1c_7{0uS$ zp3yPPaIdB@fL335Bkj0Wene@*K!bPQYKXPj^ z;8UlvB6*|zCc!95TSFX@jvrMd(c60~ov!`DyNzqFN@ISlj7jVoC@!*yoJ++UZJC$o z@b?|bh1*K?M$SN^L}ZIi-G;6pMsuIwS8ptlrR8Vw z%Ur3k8BnLkc%1#`!8+|nNhzlyCf?{aiy4yRV@uk@%AITUrG&-IYh0F`{?KO9y!98p z;v!w_zk?g>jQAM^4*aD$PZ<3H7Z0XG;q*#6hxh8w5~vdt$uDPxB=+4iPI zoZNXz9F}q4AJ~yGK%}4m0s=|`q=iU|AeYFbq>zvVB&mu3mf!N(PoCe??;hu#+pDbW z9zXRh^{<-Gzqc6??P(d%6PPv8LPkRb2L_;dVfpDa2rwxq;K8H-K0as=f6>3-q4qi< z#XkuZBtn0SR|N+1F>p#Chxevn6eaRR*zaV%}h#9>o1$cmwEt6B8;pzsomo%m8Eo_AK%)2spYKc8F0BLy-XG{9zK|;y8TZ zT^KkIg1(G-X3zaVA+IHa5+Snkw)W!7z#;^GM1Bi?|G83Vu9l&V%$iV_MPX;hfn)^! zj+$Q<1PgA^l^5g5yDCRQg#hXE^eR%IqwR;Pe|Q(%BtqovW6+iLx1mokz@LGg1B?O| zEZFq8U!aX10T09({2R&+@e262I^-+J@jcwoSAkDJT?g`xA%q&|6}az15O_}jW&Wr>m(M@<%5lp{kgz-G zm+_ZZC$7AvBs!;l>^A6Et-P`@C_sY|QZp|tgard4P(lL0)G@ryUz{~u`Mm=5qx6ffRmMI*{YK9lQ~QH~^9rlj1}pH>T8{cP+krKpi}17aTfICi z;K-d9=JNQ_83Dm>D}t~!3=$aF{+mC6zxA*h`ydJ;gqCjC219-pqS z@1OfPpr9{@t#9oS-5^Kt!C!S51~^EOZ)71j2&llqUw~gKgp*jY!`_1P!D4*}+GMUJ;SfJfAkmVPZneM1;EmmD`xjJzlu>l_yOaBK!ZSw4+n`hODk^rTE!3C$hs3 ziMk$Cm^0^AWk;!P*SrwM>1p!=y@;qCo-GTHn5Mr$@a981n2;|BLK_0dCji z_q0t!u=#j|F01XV65;W7Q@{`Bmdp)X?xexRV~LtdmXw>q=@}c<6KtE7SeHaI-pK7t zOE_rBJ^r$O`D8ce*T9KO>RECZCnbh^Z>vEue)^TREPW~$lEuAs zTUI@igyrZ|+AAp~(aG?f#+PTf$3Q+1a&R(Z#kuGr6%IeZ+}uBI?Cx~is4Q-$TdI~^ zj1cK^YMs4|*B;&xf7w0L9usDf=od9)c~G+Osvy3zP0un*@%hcFi(ynsdYhSmXI9?0 zk_ry+{nw>$Y!I~f=1!+LKR=QlFvz{ zbNT*t@|?-`%n_?r@thK3_h?g!!VPZKGMS|ukM!xIXA#>R5D_N+Q3V%)r2|4>KR9{e zqow(4=)pqlof`RZA1)h%ZEc6IGh5avnnYz8>`qV2SQ&i#aJ5L%s}slH1cNP_jaEUH z@ZBa_{5Z~6)+Vp@V=Cv1F;EKAA@8K+fHK272bWdseok2E+BAzFY;F)m!-R8qq7%-! zh7NDtB{3kW4iw0u)JhGL`tj_U#mt2o@AzlZ3gYt z7|OO-=ju0`%+_^XKvc-I@om|S0gSfHc!P6Cay+&>B&-7%i=NRe67XniF^fK4qO{82V=m)k0BijcZ z4P=u(=%QKMrvwmeyhRnH7XBP+Ir6??zx9GS|D z*SKy-*N_+YFOEI5!3UdId*<5Y`Y6#H1|T@p70#^a#uGbVIeAq3H|*HS0#s z?`hL@dFj^C$Q;)mQxCAJ?dA(rYh~a8Jo(W~i|z6f7i3ThkJ_g487hycsL>#w#y2Y8 zu7C?f0yin{Rr<;wuewUjYL$;z^;f5@#YCW>t8U1JV#=1)(Dr$5@$}kFgYpKuh z+o~OnS^?gmcBK-b7)~XRq%FAkn|LO z!v|d2t6W^;qig8CCPf_U4Q}_$7?HbIqT*rq3gOq?*+AsemD>o!w9trNLYa#U=V z+WL;_*HXx&^IcGV%~-DptYwd9OX>`1S)p>_Zw=GZw&KK1nwS=_x$~1XdMrKvk41GI zYLq`B-Pq#|aqTe*^>Pk=yLcJcIjOu-0svS~X~_nY9$lvPES;fZ6nIA64e$i3|3 zd>7C#VUmh|pExcX^#3feUwYi6^2|&w1%`mF`C#Z(xrNL#^K_BI zD+O+~Mu3(;BA2I)2*(&hzQCh3j@{wjUsqV{Wxoi%{GF2;&8d9yrh%q}Mb9A)nr))* z1{_1>-2Y;R!{!+`wsU0fx}#4xxmc91g*ElXf5=R=CPc>6dqW@nP%+6+W^?X~?^=H%x0GmF&-9o; zL<=F4`WDPlvJeDJNL3g}zc+KY%S2uMvBM2s&-vAh8B{C$rq+baSu?+Of6W03GQm{S z&$MP_m0m?L$2gUbz0rcBD9g)vS6W)oSXb1CVer#F_PWXxP?(sqX$W8sP~*?ev7PQCz={REclYmkiIyJ@Y)qk#uQcuzq2eG)pwRQ7%D za^S@?fTD;w{9r@nQ?}5{DR>(yo_7KPE#g-zzuPahvWKK!cjMc68V$?oGHZK63#&k+ zOkYoIDYKkfpKSdvrPSSs&~DpKu5a}=yH~gTb(W-(U$^HxsKLUeYT+Q7HVQOm9&^pg zMvTk9SgQzAPRhQid0Nvh4i)0-^ji%t9>;}@9yr&Bb&0qe$<+^eep`!Ft9P_2& zS(AD!I_>dqvl|sDR{GnZtj3!vUa7eVg>Wg@_V6sc3k#BlA#YTNq?v9|P19Q~1;G;4 zB&L3nsD#avbmE}wScT7K}pwGcJ=f-g)6ly@r z*{bkz`zj@8_qLwVq>rG=ldD?P&!s&q1Q$&M6w{$eKB(|Qz%t`XPn3swvFXzMnr}&% zlZKKW&l6Bx7+d{)wg0r_?(xLTn}^l{l3s@WzxN9m$~7bZ(ZV&gqC9!2hz_KPU0IC^ zIO{Ke1mjGGuv%6erf*8!p+fE4c6UnY#F`o1v~_Dp<2E73rRjI~?#1M4p4Nz(dBQJ% z5R!5pqd56{WjsmGmxH8inRbi%&LIyQ)B38r@f>Y%7~`!$B0>l~jP~Va)`|7=WpYX| zO_GDIz@W%4C$gDSTGD0Nl6$y7+vNM$#9MME`$Ytsq zFChhoc-@YFaOCrW-x@{7uQ9EpJnfg>+R!Z&zYl-NP)x~{&C)rmkkMdw50aq&3i2lD ziQbLqo0i$09p|Cz{Zuidvd$j($R-z>%8NQo_g7nH#a%ouzk?S1MfiAFuqV$I4dQ&e zk&IuY9I>`h-fYM_cQrC)2HYU$XDJeUBh!1d8K@io{@(zT`x+gY0*i*$Yl!vdqJaW6 z&idwc+ye>VX_5kXUv#2Zkw}f3Jb^qLA#K5-1vGvvRd0y+-ILe5g5c@V&sg%(vR+zH zXi?qL7vmy7arLT&yG?9+^A7tpykTk{CL|X_G0DW_r^PwURs;}>9yf|k0Ij}Ek&KaA z@+y0BsyNcCIA^B3PxyXbq&J7Ik+fcBrp-WN)MEOJTzy!Ousnb%)u|@w{YB39U?{z+ zx?6kG+g6S_Ky-XOAf|BWa(-=!)-A>1COq>`L@smP`!rz+c8;C&`tC`RK(KU15`{Sp z9(`|aaNXheVYJp9?<;4gyi8};)XrDSjaWR%s-)GWr(XH_SXt$g^Yc^C8QnhID#n{M zT#;v??&TA21!ds|ILD>%KL?!T53AU}d#+4s zXtH#_IL`MbixpxAPzN{FtQQwE39slcT(j~qZwt3cYlrRK2AnWMi8D0dXP64<&v<8v zNHe(Jxj@-k*}6il4n~=(`qKp~V-K8hLK-4gB54I$vB(}43H<$o{hG+IjT~oOV$HZ_ z0FWO!vvv|Aot-6v?z>3zC6P_Z#~xoCNe#ZkhU?j-R3Z7qW1j*k`|V<=uLTAY8jay? zpQzr6UWt7Dv^zwuQGaopKQw}ron0~5)%h_`&Y33sU5%;iM{Is9K|Y#_<)}=RXJ1Zj zP*Oj{9403>Oq~$h(p&ynlX3Cl$j$_|7`}p$MWgD`26Wb75}1EFq~wh z>({S9w0Fz)5-SiHvpNO;KyH}<#*n$~WRjr5aKA*p-J7+5V%6yR+#rBRCyN+~PSmf@ z5c4zjZ69+k&#js0dX1UKE}(LgVQ~q)iv3$)fNw~^ehapzN?3G-Es!alNr2i8WwXPE zg-@MjtX8?8P7JE^$+*E`hAWAWXU zs#Z+=*EGUez~~Ft|B`@*ogkCaJYEQ&#dqfmK6uJHZYDm+r%3b|=aW&o&Zwt7rwi6J z?HCWy6zrKKGpl>%I@!0QFs375P44rdu?N+%tRGx*(TQTKyb`soEj_JZz88(5oQe%j zc8`>v;gW*2E>>UgP-W`EM0aks^Bs~_Wz2dGQm=Kkb!wxJi6=#N-BTYgA{p@Od}a$9 z-&D{jRGBRS+i=K6sB#xTUOB_-)n`bwr3Ub6*or}F`a`E#%Qpf(XzpBfheg+*o~-9V-+7m? zRFeF-5QrSHXRWN)pl~+Yc)=kh_>wI!&e2H^e_i#czVxx-Y%hJx)!pddlZ}~yhR}(` zOATm=E=4xWAM1IwKqX8Av`=g+JE6)XNUhW<)84M~t7T=WA*GgeGgI zmigC52g__F11Ozb5k6n%^C52Ck%j(Vc*bkB1LK*aTBLE1kjQxI&u=F^?fjg0`BgB=j*!5+Y-YelO)L9F z1a|s#pkfu5g%e`(Q3X``&+Npc-x}}F>N09Y(h6Y{O0K;AgAZImr=ze)B0Xat+tvh! z_CnXO(oi(#J0ynQCp=IANS!UNw%4=CG zTczpZ-?4EO{TtBK?fIP<8?g}TweP$=PzIs;52cuVhA<`$uMb)QKD)V^VUv9iY37#s zeNFly1H6A5ce*h2c(T!AnJteu@btpUUvVUkH6{JW1H9Yqryi_Mur+`vsz%I%Q6N5z z@1!H~hZkt<_y~-GQp1C|1SKs>#Y? z0JdFjD}K-NVh1zXmcw~|0t+LRsApIT)Vo3lseE%>hcSwcGId{}n}`lnbfclrw#%S~ zIkR=zye|sQH70Tk##7ZTOV_{VWR(`GBL1bUr@;J6F^&=B1c^$OyKV9;LsQ#St{e0i zk4$+yP9gQX+Z@m-EJOd;Hg+x!%8_G5B&XN&4o6<0z^N7q_O9`uHMlLMhn1Z8vt9gJ zk)dE1vy~aqB2Sc;HgxOx9L!G$_fY64p}w_sm!IuO^)*b_$j(XCopSy70yg{l>TCvj z-YQS!Gi2|(Q}5G%h&Ur$4b*_BLeP|(p%Zt)`;IZo+_ngLoXim`lw{59j?fqjqQ+yZL zlcLx}apBUC1&;x(G9Udo7vV1i{f2qV;%iqe-7Y|k?FfYZ9eORDk=b{b{+<3>x-dpF z84qt@ZZwTYtBpK>?G-s}3^=zC@>I|Yr+LZDF&hcvJF=g1Sguq`$3+aEG@=%UWaS)s z550`_gsz3Y=QNyu?a~I{I+g0B@syL*r5thL!243x@>b-OoF!riLHUJieSt2Tk0COd zLf*PEcsI(1()MLHN5YdQoPxOlU0{l@(5cQ_fEVy}%B0he@~I`8;B5m~Qr!;k&X zqO%3({+_}Bj#E;d&h>n`nA<{}w#7{AZfblLef;L=0d1tZgrK@RcIFC((d)>a@#t>2 zSmq*RA3-e?Afc5g$rUjU`MaRyb6j}JYZ$d-9 z_rD2ts-I~5L#EX2md`?A7kveh>2WcdX7$}<=9hYxFU}c|O70eq$Xe5;b7c+8_D4R7 zU6+E`w$Bv@3xDyuy}4IW<>exnW#^A18>zI*?C=IjPjtClrz~D(nE(#^X9ok_VeGw> zjPxye#4RN5`&ASeOXJ~rWE$JkaZ-3d;U|(6^W#y{yW~)@m6T$m*uO)dFB5AZcG4(I zVkDS_^&Irnb48t|<=E01{Zwl3D;#lB>Kk#vXc<8LPJIXvudTc(Hibjrm8Q^n8}O+DAiP|B?~ zfjv21Wynq=7lQBRw2;Z}nDXG?Eh`diQtQ!j?^(*CC3lwWzBo_QIw*YHeH@Jfn8fTe zBAA0*bKU%PHs2o!&1`O{L=7~h3=~io^K(W3_B0X~x^p$6<-Dvd4%II6Q3%zWKrL$x zcB>Ghx4MTs=_YdWK;s))gu^^D%qg{9Yo27h;WA&*`FxxSehlO0QNO;_s0QO~c{}V{ z4tV*LWscD|;ave2Z6Om&*X3q|aLUfhLG10>A6V&JaSErIL{9zCOloe^r6_tPv)?G( zqVh>UMWKGAc^QB@vrKZ?-5|`Z4TivD}jw_UlZ=RU3 zpG~VzM{l2J=1`o3NvAJ7z%U6m@7BoC zCExV_vj0;cwy$JPSO2Y`!*-02@$0#&vCd)Xa!656(H1Q5P{!_Av*!sZZQ^JC z2tP6(@FPpxU3G|0##b_=zY<(lAmwse0&*&a*{Aev9#W$fU(`CArtsO>%e(@DKS@4zD zNg0n{hy9#Gee3dI(@_VkRb?+IL;tB~!a#m*7U`8>xUeug{^7_ag3 zvaQ3Rs#7XnHZGk7F`5ib!=P|)?x({(a4E)S+W6-0SYe7CyW`F9ilqR|}+ z(Vr9u9`4B_%C;fY)`p_%eMw1oDqWK;@3gRP3o-Oa&ckx#4^)Z?xNNo1()+{tBQ|m8 z5737_!2CY|2mcTP0(&DXC?1~wKn08hj4Z62|EZV=*f^R0U-kb32ke|otp97^zy(xg z$$FK3TQ`BpWi$?m2zDV_Vif>*5QagxRf1iDoq~Xt05-D81zI9JAb^7MJ=$x>x#w}G zbEVsQWCu7PFOQ)&FAo6^I};EC z5b#^@e(kTojROM=)qC#~)D3|(2$FJ>7{N4)p+Z0gI0yg=7{D+|;6XxA5CEZ|V8k!R zz!oWBU{;F`Kwd})$F044Ko;~Eu8lP; zsD&0Wjv(C_wrw>bfNvTtM#$Z}I>bzP3`9s}Q9wXyDtd1-bQb=}&E20U^gU294xlFi zhqzAiF}S-*oq&{P=rec2FAp04U~z^o_$v5DaSzSTU;qgKpcYWUeF<>*GTbrTfG+I3 z+6urqH&DS}4C^n(JR9 z0T0H6`+5t{G=hI8gzoV5Rm*r`2=2)>kEs7;Ma=eg%)YN0H~{|ON<)X4&_MLP!}m{v zh=SV2IxMY0a&}cTjTSXM8zji z^uhnZ5$2A2wFd(RdCO-2SpW^7p$9O4cOLy*mM==|%T0*8!xzCJ01(~zW+xy5L-BtviBWO$!c`*wtAfC;}}+NMp(RP6Ux@k zyfmc&!3Tz8*FbE4aK6|`+3;1*E!Iqe*A?*1v9In&Rw;DPZ|;*y1sk$=YpG!=Q-(Pw zKORQD_I>2Ouyiy1p4_eFh%c9$e}SRt>)zCCtzn@}m%ku;pMJJAKi z1*}$Y%hF`w`wTx~u~*?ZV3TIC8FdyEta#Dz{jy8gUAB0kVY$SnrX~TKl9$()Sl@c7 zb$)uvbT3VX$t+($>MA-#Y`VO4KXKv{Z)W(>gH+6F5cC-Ml{cL}7Vp%BK^&&ha=2NN zcdw39uTQa`D3l{5=zU66 zHD}$XUsj6(jsXB++wYv%XPegh@8pfFWWPYOlKe{_;w|TKS8lLt zFvWMIn8WX1ba8^PCb!85u;%K)(3y`+-dU0e_6gzjp4228lGzD*iQM2Xd!pt=&=MOs zVQUK_E`HtXYs`JMkTT>Na_uIT*AV`+7z^*QV$Ekh8aAIpLb!}cC^4P%rMuK7k`I%E z3IJQ~y!MD6is95xIv%XnvqPJ2Jtk5g za3M}A3Ba%Si!O$jm83iu?YG*HpTv)z`csgIDV~__vH;$AlS>OMn%EmrSOeCgV0@c) zl%F@>t0#fWO+n~4ZjMp1#=1`wOvbZO_xr&KKJz1=F*b9M^33E!oWO|J?b$()jJ?W( zKkWS!JId4jtrI+M!&=4=ITNUN&5h5MN;YocO;PBOne5KmjKlG)Shxy^$h4?~@mbBJ zbls3~G&l_YphcZbl|51l8EJ69i$Tbh6rfP*rPuo%+;d+*R8s!9+PDT1?zbo`BB%b! z_>L_Mjg?+h7#ocIA~ZkkDZD#8J6oU;)C~`#=+?olqjktFSDmG|4#&k_=Ow{re4ea4 z6)qZ_+=J1Q&@_z_lW@epWv_3awcqM7@k3_Jn8ke;{ej3rTLDEadya^45uvTZo8eoFW4mZ%P zW>!z&c6Kz9c}4V4FcafBg^Hkw@Pz{L>UC_Sxex^}AVUrWVUs1nx%C>2^gVGzrIZWpg9c zAlU83_m8l*u07T0-70>1HPLZxP%sL;n3VON8cK%*c@MHaU*y~0znDcHh-iS3zhhG5 znaL+$iCe;micxY@JuU@C3S>OBSsRA;pUA{<+H|c<3t%tn08i4iA;${YaeNvTAXztv zJChu%F!Qm(sP(7aR?lx>BC}$iF?#IsG)+4h8SO(8QiTq2{2H`hsVsiebfozKu7O(V z=TK2+Th5=BcEt`Bj_bL;RM7DtO=OVoeP}sse{_88bgIL42lg=T)EnJO1?eaal+{Jg zCPf$MXHimEdRK<(A8=B3Ch@o*6)@sm3D6hiV#faQoWt0dMQE(cJZaqz+?K^aHq)N! zCRJqvNzklY*E$yu#8BP&$c;^y=($SYBc?5I|DZDOrMqugJli-as>4gY0?g=NF3`-UvZAQDMT2Ate4|9@OG;SEPPSx*|W@DJlW%xp!l@>tj+~ zUe+ll5`Z1kA72`kIB=yF8f^xjUL?G;A*k*?glQKW|Dq0cclMH+6zX*FsY>&M%tv?X zLqzP;CA{l=cRiRi+m)+>H0-M4(iQC-%8t!E9MOJH%Ckyx!a>qYc_pi%VF>o}dXLvS z&<(y@ae-cHZ1Q@f6NkCYsExxBVGnsq;rqlgFfnyBM8QWsws*0Dp zII?|RjvWnN@oq6}3>NgG}b+^I!)NoY(7 zYI*mBaBKBjkl4dX`YFEG)3Eu*@Y;v>dXVRc=I#U3hJ$o3ysLK!>e-Q-3CU{*3*KS# zTY)FMLj^WWV;< zp}d!zWlR0a!8u{wPREQ0Mp;eS3q~Ur-x)k$4Ku$uG5w0gs{6PgBUbSBmfa3`Q+8pk z4x>`Lm1BEhUf}F}rYm)d2rBIcN0g*U3oO(W{Zg z1C&08H_X`QQvF@hY7ZFS&T8F{)uSRY-klLO74xO{*|{424>IUtfWVMx(%stAqW5AFp!lz%a~O`({B*J*4`lO5 zU|Y&3a4B=6vPY1r2s8FO96y_72hIIicb@g_m)oZ6aRx*FS#hnl3XYNre(7+AF*V{( z6)Bfo5a=`3@eZpkXls;&lh__ix-CYR&%_^C|F@c+JWtkY?MhKIRC#9qfV}{R)WVlS zQ)2xTK<==pp!Cv9tU=Ls3uD=mW146x!gJi-@T`@&Zg@zdWn_r;%WQQ#P0>v?dG(TV zunoS6?P^eb;VAE|6{=lwl}Z?YZ%V!q?Q^B@mVA|tRT{E;3fGGcnJ-6u?!konS zR`%Nh2&9ww2^)3Y0TdNE3Y3A$FHZc5gDfg&vgsaN(#hEiGrg?I;O%oZGy~w;%@Z8X z&w$V~MWvdXxfFOa^CJB4q*X9>(?BX6vJeIdEQ+M`(34Z7Po|(fgCkj_SE< zl5_A-3=@c_l08HnJaG3ogPwJm^+#PV@6YZff$mH1`0zkofC~p?{6IqEAI?~Ak5jgb zQaw!5T%akV;~;g)acda8QxPQN;j7m+Lr)r9z62Z*$-Vd&UXw=wpUb_% zRXwlcM#DX(LLmV<`ZQxki&LACi0Eo@`+y9g;5^*2Gy;3w5?6z;ym3#SD2aH;6DpE| zv5QXIhQ)D4{deOFWT<8kr5{nNZk3B|Wr6P3G;3c;$qy0VcwL*&{g{vCtM|=fpO@rA z%wJ*Q2rs#m1w8MM+`UbpYI@-|f?HQe0+U6OFmur^cPZPfxIk=j8m9vQ z;|1MV$R}sulBE_*e=OZ~1tdSI3jr6;2XPCJsi5FH!6{*M;0&qER?{-CAWGs&7hwCS` z@)Kk(%!j42f+EA^uorq(!{BB94l5M1mu#GvfYSzYKiqxhgOJacWtU~+hEKt4mA0Cm z^`K;FWqB5Es~?}GtA%T36=~QWC(2pIq7*C!Zb1cWno?Jov`28Du>GNag&=3yd?L5Y zKK)~WsjSLyD9qm3Tz*ih7j90X2@9J`8R(nO({P-buLek(sDO8xgSPce`D`=bm}Bih zofZBFrCLtq3NVITlkS9|G1)QEyJAOdG>oA}6?BBwpt5Ylf%NruMBrK#qqM7|QQ?w# z8^yG-4!Ph3@tDLsL$wx`l$#-gC_5zc3A{W0nkH?F%wB_vfF-h1Ynu&m_E!_ia+mw% zkWX^T-eh2<1p{T9G>OWSzGZ=ZyO1jhCG&h>_4MD^$kzPE2*_voAqP>+3&pM$#V2UE zLq;21iqVC;l%hMtjNz?V4?y}1p)oxjTg?~A>k`zY+~tw~rsg$=#0yVOVAXTX%+8>t zVWxZVoY#4Fq$oQf?3>$a#ugS_a`tJEJ;Rsy%4O7ZFZ%(S7~30i6=1B!r3aPcq5esZ zmGwL)Q~wu^W@P5luc$V@9>k+8*@oha!V=Ayv*Cj3>l@% zA9%sMcF)AYSk+|3fBQOXpU8Ms<~8GuCj}1a#wT%xS6!7%)wLIE@o2tHmM{0qnRkFH z?*-f+WvGPlf+zM9H1w&<&J`>-No~jOx_XQLF9Y;i4ac}uu1C}UV@A6t({7W_{-VMv zMFh*IR&2c`5%Co8q?G0>Stn5lRw{5BQtJ&C(bd9zfwGL|H zWD8paw& znje((f&?dbgjf~wQ+N&xRaNn{7jQ5PJL9&A@mStl`i%p5h11m}17@78L5KyH$f7gw z5c_~`d0}|IFdA^2$yk`Ii?ab`)Z=P?CY|BSpGv8oSl-U>ZvoR1_iwH$rZPU(Y^HBV zZc(#<%0)>8s^y8Ozt$rqOT06=NUpi7wbu^mQu+{5q$EXhl((4vGhNAP4ZUBlBtHgWo;*S$R($Oq(mKU?Rk zMPe&q83$MM5_T^0gp;k_J%eJg-!z$Nk=Ek3q%=GS5Bo}a>{0% z(~D(hgL2FgwKZeHgmYf$_%I7H8(v9uAIT`aW8ECLHejlK#O^}W9HH!iE!RxNv6>K+ z^6Noc(HG7No8QDCp-by(b#HSXk}6+m&B94UsNG+Q27J6hGJKx1f`k1sJ|9j5J4i$L z>)7|ShmchihPK~zp6l4vGxkx%SUet3ys>WMTm7CD5IRKEtLX?fMxmzo^IajPWx}NO z8Js)p&RbG*P#G@Idvt?)kJrG%CTO<(v zo|H+S(m8be$ul~Yq|Q;}QR0a7i+^ z9HcHKknUqTLXE9oacr9}8@cfYR!uJj-sEJ#n=$(9ds7K#TD?L~g9zz@((0zv?tLA~m5KJ_ROUg}_%d?RPws!eeUq2XEB&C-fTz-q|7{<-7i$8) z#m_m~*eKLmB2Ijkr}}tXRYPGkvT?nH+I%$#g<;JWJOuI?B&xBoHmoFfDN3SN5ngI1 zFRnJu_E)u{8TR(c`mYeF-l?NWJ@se<4rWaCIM#5Ei%Yxl7l@@JEwNN1A69BCOk&ni zxA47jon{pGcGwE@k=%224~CtV$y2GO^4?radp(9SH<`OBt$l}P>R*&dLfC-*@<_^U z_d#$$_BU;nTCb2-AtG((_1@v0p|aVht=ijsiijalATMp5Xh^l^ZvQ7-y!cy244+@3Z+njV}x+2>k$m^MI?HA%PHs8p7=T(ey z`a8DMn1JFrA0`sX1MBkiqrWBJL&{MjHbR01s46XVo2;_BOdWz|wHJHfX=R^zzxfPq z0zv+Uex;6fJ#4xgSKPL0lPAm%MN3u!AnSs1xn+zC~F})MX3rO z(pUe!LoU2k-Tz_i9D+j$8!Q^zez9%awr$(CZQFXWZQFRUZ9AFFVy0&CFJ{@xuIj4( zy3f7mPKW+;?137>R5$g4IooT~{98sRxcK*tVAK~_{b@AF&yZqLJ-nhVrRyqCe9GhH z$ZyBnkIz!9nlod*ROF~F?D=8c3FYLJZpWoQ$5$7#XALbHx@fikic$SYBJvQzjCE5h zaX35HyzMfn#-kzeeU)wLEiE_S-tv>zKr`uN8vJ}uhzK^p8%LKV05&qE zS<_PATZ*E^4%XG(VkiUe0Of(;ZOK3q?Ol>OMnL@%g;%rD%M*UsY_{jB7Ey^-)wM~} zbhDuhJa`-1h}Cc;rM#g^n@-H@j!XJY?9P+3g{~mFV*-F?PdogdDW5k?nP$dTb>!y{M5b za<(F-;{XeiaOy=nnl9McLjmbnsn4om1l}BNB$Kno(QD#9z#p-UKVv^1n6j< z=6Y5}I3j>2j8vYMe2JNAHY<(3!Olrn0p57NLqjN5vaND`ehp6W4MRcdQGy1Qo4!s7 zhq;z)+gJXf(K-5HZ~1ChLp`TaD*9ifv?3`)_d5&MfuCj>a%wbU6I~l^2@$1*_~N0+ zyCccwOt%@z-Hv@v_k?%UjhVrq#45G>2m+6@WE zA9q%tVbbOK`~jpBvabCPtexdQv33@g|6A^7Wc}Z(|I6Chndtxjtlb@)d2?%}2S2=g z{sW;KuFy^Jar*-!$Y2Ual*}_`TMJ@d3ZWZZAi11C9D&9YGLU$TZ9MB``(yjZulh!- zab@a;`(y3n(&xExb_$c#R0o(B)GHWA7!*+K4)PwD1W-~F%ruZ60D*i89t3KyvHp*s z0{z$yJ8u@l&=zo{ztlIl&^Qi|U_pHtK1ybJh(GWWj{$&yfq#B^aeg{60t5mO5XmT*Cd{ z%P08sGm1q(;Rhinprj;(@NWae=hY_*(8I!bCnV^N={0bM4fqxZLE81F1xA8!@z3YG z{o>)*MF5!CLPk3M$qV(XxdjCUe3qw&(g$}49=Q9#!GRUR{?;t|xPf~DR0o*9M+O1# z>;8T+4pB|#0fKw@V*7H70&RM9j!BVm|4#m-D=H)$0N_}LI4E<0Rc4&Y2Qhp-ud!fF1nH2AW`+YY!eh5GLT;r)wjz7WzRBOnfctABF9;y3&vMhn# ztel(ipXKFNe_ARE_)jh5{kaNJr^#OZ@m_c7u+IyCo&x?|2rB58^(sH0+df)t>&vqX zqwfKJxeVra`}h4c6okQC2KI<>&nHa=6z5O_CtK=4U!TQLIJdQ26^AjcZ=2v z1AGUb{%s0-{X}Ep_s5InFVF!v#RLX~gK+!Qi}AsSK;ZWx=(@Vn_j7@<`L;m>i39?< zXn$$Lg--ROQAv2iC7aFEIbh|O&WiT?;5s69HNF?5LY8|_0R%Xg<8}SB` zX_LQQ!wbO^goRl*{4pV>Ss7CFGFn9tIB5Q8?88 zOUM%uQaZ$v=<{b%)%tBzdR|}bKEBQ@si;M9Oebg5XgU`bB7r00v*!reGb=`W&<-eg zshWa8w#y}>D$=_78RLXVL#%nAF3{InQWQW|=p`&qlPSF69-2vJYWSFabJSp9C6DYc zoy~z$B4|j}f{FgVP+l%o0HY==qYewTjp>QX?EFX9r(PaBf2DMW z;-1+?wH>F}dtoeMRTvD)B7sDy4u@B*Tawn2@XSsErV~|E;W^7Tk*9SV(gU(t;3M>X zy$e?do7N1wZXrS8V@LJ=Tf=%y=gSOf^GfLs zclz7Au<-*e_@`%NiSyN)^CzE9n;hd4UuyhdvucGon`>jO(&>U&&v+1 z4zw&STKO&ps0IQmKWmL$gdd{4ixrJUg@C_;LQNdhq}67e=3B>a7(!`p`anJ_mE&LE zw6Tvgc*~_XC;vu`U5Vm|!_(vV%3_Z( zwLpbs-?w+$sVNayTZ8h|tl8#`;8Z4M3Dw0SrV))sBBdP@qnWFM7p#IdZdU7*2o-1F zuYtB&*Fz*}_7Gx#hYc>%~>1KTY7FQber78I+Xo8p} z7@l%K^yn)NH+(3nGawEl0ud>7Gyx^0cpn}1Ll(U_rU(bzu}RAxnx5g(F@fmx9Ut|t zkIYjCF)#4H&SzCqY7(%BZ}Ls{FjF`O7a^xC-41kTx<2bgzEtuaN5EK&2vfG0o=L36 zlyV<@Ng}<{PYoGnIiK z3h(X@VG9&LAUx6;3JD&9)V#iZBenH}Fq4!ub-Sld#Wc2W`=1&rY^72w?558+l$GAW zTe}}q7EYw<9v*Qy_ZAVR$2M+{;T2+!5#8E1i=tbd{B0=8b4FEneTf-H;KDAkqA|`YSlC~!qSd;d@?-GXy{%L?G~Ds)ZkDsy4HW)88|Buk zB*~P?`_gH#P%}Q|J~q&b1-?Jb|Gvq`8@qz4VyI5t>Ph;O`uzqg{$L1myKfBvW9ati2<4WJV_P}tUI?2U_n*}7&7IRt%Va_2lEk< zf9Dq7ykuWKE*XsSSuSKg7A%f3oy8FTTwbyaKhAHp_ubTjq2KcaW3wmA`lPL%TZigS zb;Y*=F-4ZG3|b6tvJaT^?kt4&ccO)O##;)Cf491?3OD}+7@C7^!_wd`@~%D5VS z36n_;Es20;qyWrl_2l#aoc`@Mcni#c$t8Q_kT29)Mb)2UN8tnwo%_*E~A zBp_#vwoc?6cms%Te5hO*PRzwjTOJI@+!fT}%8SG@YC5SJgV?)Rl1X{PF}<%Vnb+{0UDI|r@M6W?o^q5n}qe; zvYwozvJPi!+_VREASYfM9~ z(rGuzWKQYglut?7QGu}X5ZVI1g%1;?(cp9VmX0H z_9}masG?F4mpu%uQ9OuEd)`BvB%0?BT<{qX+6?rrB<&XjtteJ=u;2#Na>>TB8EMp0 zHN;C%8ypg3!9JB9`%2w{wuUqIGJy1yjq7IDy2s=7%x?Wt`p% zX;F2~mKyZD*@=GO)QPU@ok zuWQaKU;%vI7GEz1o|ry%ci*#EKl1fHE0n}=Uar@t|LKUyC&6G3Q1q<5J6}{FK}uy= zz3M?xUIh^s2m4e^4@Mu5;trLA(JcZJT(1E>9B>R;U8@UB~wL|HvH@j#o^*|Q8u zudCfSoXfGeW3SGNv3;L6mfSpD!T_A4L+ZZ4ZP_V+=+<7Qwz9axW$ohbHY~&P>ENgS z=G0!RzAtBKU)`7sxUV~}L#x3`9aBsbAJtzII9RU}Xz-W$Kp;YJmv_Q5&UWZXOAQpICoM4xBCf z4e~m2;F7%7b=;`&S-~4vg5PbVGlB(JU$C`wCy`w23NZrAql@2-2SML;>>EmHaLBak zGlk1Xaz@NN9#fuFd0NXdX~)!lKSL7m@^#2dtC&rn zkoyX+N*!A|vRJW*3{_nkIUe(Y7?Ws9*-UN}?}7{duWQ*Siks|y{(#dp&l8(>v+H3K zv~j6!-IhEE&a894A*GxrkT-2^!!HefblnE7emwPmtiEp4)g{^I2g0or8<))XIzF|VJP6S!9ytUR}809vS5RyYXwG_8m`t&&6gCiDfsXcID zkv%0A&I|KRQHMoJTqLlUtmPly$}~oRx*}Maaly&B98$ZpH#h?f$TJS0sN)2>M16+0 z8L{!Z8F}TiJ?5v`MZDzQZceTRN#roo%SqcbI&SOf!Y+EkoLlB)!$A_)O0gQHYn|>c zz{LK#UKfoNEpKQv2&V%d+39g;v1|wBL1j%;pudmPaC1YX&i6#OEt`Oo8Hc~P6*Vv& zB%5d;oNW6p@O-Y6Y^uE?)uVYu+#w=(V-|I6i>1HLc~xI6RIsP#N6|(Y&VFa~IzkPL zOZ*_;#DiuoTPymiLLDsAkZCG!x934uMnP9D2X$*gT^iL1S?#@OCc=?eC&9cW%`f5& z$jve(NYi((oBj37Yc#66Qk|p#i7#u-l+ByRD(!Hol#Vdk*qow_FMaHL8GGE``~KBu zir<>OBqiovjgLY)@MyI9N5;s=vtA$Z{0#KVcwCucTDwF01}2tf#W-;w_9ay!IF{^9 z;N{q}TUGLi>*-K+Ja*5v>sn2=oa#x4DUNLZ9Ze?#Fn&?Lv*2?2r&zWBH`m3_vAE08 zI3QEgd1*dBZq;k%J?E(ehU2Pi?#08g^Z9;2pB9N~PjVfma7*J|1BTVMnqTGJcl|Oa z(VK$gc9mmBCKpx- z&H_>Gi`s1CWizp~Q&aQmRR(r1*fvP_a=MuaU6LwmU>##R^B5O)JG3MBdpsF8=L*>+ zt>aD3{WW(*83mJPyh`oO()sV?LIDHrpK+yS4x1HNM4}{MRfp2N1A(ivQ%7d35^NoN z63-il%)fUe!~NEJ-aN?-IVJzztLP)jDA!*1*D5k7gL3pO7d6AqAq+uPMX9 zBGP>`sixe!{i%RQmyNbKiYII9QOdA6?3lEsWW*`(5ekY_U_XIA35jDqcFDoSwPMq3 zGOUdGcPR=^wTFYH_)a6owYko%in8~Ymh_W3+_?2_$jYVlgj)O{D8esyWvZcW^JC~0sv5b{E|HX3 z@vvA|S^|++qg7_L*fxxcv1BuXf{8@xa8*YoDUnK_l{yyecE{!}e{+fbq2<|XtAf8apSQ(nhpdoQxh?%C^32w=yAKI!Vh>OoU2yeP-TpE z)e5_$z5?eRf)_oD1__JDMMbZQQenDRNJwc`Sn298gb%Y~cmyAJrB`A+ZmnZ`emzh!g=hcvTm>Sj@8&nTBS z)IFgB?4?BzzNQ6fS2|Pz^8B*AbBLTb<8^a2!tb^dNS0BzN1Bemq>Tvc3o|c#2V3^R zw%yk#RRmdNo+PMa!rs^he^DP%xJM~C;3cZkxZ=XK$(Uw+`^pioFhX<~>U1{M>P4hU z@zTuHbHLJ%0CF1ZU@bxZom+tTQhGM}?!VD9(y@e+-zM|CzBjjl{5)xEjHcpLrxB); ziMNM|#p8ES9gK@Bf#=Xwnx?mh4U5{clcMxRDzni9uu zjDEl(wF61Kv?j~q(0XgWR$@Tq0C^g+GSe}PXimaR-P9db9{yM6Z~zS55e8|d7`fsZ z@w+THu;bZ=dIQB4>@mPqr>>>C1Qy}yhxYGum*3WUXOGFGzDKhj7WObHe-7DQr{V81 z0OU+s)(sBkc212|$FO+AO;dmgs+OhOrqhXMnNjP6shYUw`Mu2uK0NC0}#p^$IL-t3xzQu z!9_fx`aBSRMwj=NH)(XFWzGAV?y2@4jdi>}#g*5$OL_~qUVZa_frg??D}Mo)`Y&-s zfLFN%g{MLck4T?*wGe77BT2yQnrGenGQ_IGW(6WFdzvD_&fZ0rKCfEAWlh{RrbNj8 z647gWq?KjEyh=~qkRTbvR4O?&E$Kv$CEIyFu55d+0|cr_j@0R%hgY5227A41NRN;M z8)dMhh8U5GX;iV5^>B1-i342VB!hF5#8We}5y9=ge74iZal@IWh`tD}7~PzDe>9kR z*@4u;WF#K#bST!4N|q!SI8+Cd?CQKMrC_(7AB6XFt)P4IVU#5^&qm57X;JtzblrHL z)0%|KTj2s zJAF!`%C^~EGE7XGsV*$)(q$|xZmx!YmK5+vSspoYCcRS}*mdYGC@lP*|vq;{yC zC!+v%Zazv4F796xb_bB!x4s@Wwb0sqdypv_tNtPMpTpBO5@tNVLw&Sl10&vlOE9+j z$QXOY7O@%klC9dlP59xyu9-Hye#*I#)iz-PyNFG1pbF1x4iSV>G>>z$+BwAn&%fK zYp9hov*|{F^mX4OYM95i;pHwp?+NT~wjCLpG;Wo%3bu;#)=qsxWzg3t48?|1M@I4~Cwn*T@izZEpjO{}e`>hOVp9 zAP>#rv2R8pq$o`5p-Z>qk(`ldKewN-+M41s{oZ7PUj35zeAzYw;9A?~v5OrqEOZfe zArd6efZg?+9+M|MIIEb|MbGMeVfhuP=z*T*hGR(0EJIl&5`up~cmk~e4*$oGGBvxD zMH3;@G6e@M+V_VvC8SMkw)jgUedcNP?;-dmr!U|7TYq)g%x)7U({p7?+`|L1al}U_ zqnF{!!c=)9)-2r)_RT$Ic%Rsks1{Mh+(4|WHmqTXUsYfn`9$Sx-fY~+-e14 zoUlJ{00I~nWS2BB=Chs0vO5<+pUlg(oXWXLbVdJotI!O6vlX@1VHKV|_OZ=|3XI$D z*=Rq0DZS-MG>{BtoDnI5&$sSP!oDU`M9uBb23ju)R))9d;BFoRe>;YI(fWa9tYEQ^ zq~U^SNj5aVYinm)F0bWH8I|mx=p1TkU3ikZC6g1a-*5C&EZ;{hN;Y&no*@I7lT@NLdk+jp@;b;aS z_NzqGe@9xvYs~GS%X$JP#8AG!fpk{{Ys|WN;S~PNpg3hGLf#*Fm9foI!Bo`F)j_32 znQrQ#iZ)1h6?@RfN>FmeGq%@Tu}V8CMNagakL!5WJv^(PP07Bx4t<%A$wX#>MxqB4 z+$%rfTqbeTrSa&{JA~?gvUR1>7Ght0bn#i_0k6P!!p<*TzO!(^#BBa4HNFD05F}AB+zz|!f-hk^@Sm#V^)QI)kFI_VSHCR z364dK|6abzklpb=5Z!G;G1r7ZA}hgDwv6?4pmM;;bYvas|3qAe8XWDZC+b3XX}j58 zoF;)ZZ*l&k5(VR_^($U{Prk5RiA^Zrd%2CBntPyh(0Mr5>Q0R$PvRdp6M90gNY{ui8cT4z9R=C!z!wAWV@I9|2uh!UB2K6BW z&lBP}q9?qoKKqZQc$(r@L{O!QEMMhi)R$0ys>G;5q^I{pyCtkHM zz*Wmw_^hWZZ!^jz5LFhQU`tL6?;Bm_Xv@+)*JU&7iTJZ;D02LY94BwaGp-GSTVuds`#V{BMOPP3S`*t3>=5268_r`I-9y8f1Cj7OIM%ql$CY6-Hw4o00} z`L_g$K9gx`IKWOXVX`$2_5`x%GUH&~Mpv?HJ6|))iw?j|l|9pM<#4Z8{7LBP0lYAv ze+D4e8?1SQGT{hU>sW5*5<7cPct=em~>S_9g_c!IR_2H9uVq`SGaFoy@sxE+vV2=VHo+bx_Us+>C z477WIynA$TKxSyP7*v2=;AcR{>O;PO8tNbQMHfho1SML)@OvNAN@9J0l(w+|@c;nC z)L=-62M55n4|hE8=!gL*z+(Yh1}gwAy8ci=a4sZYGd0f3nLWT$!K?h*e0JYDHm`Pyg)z>WY#1p&?b5WxZl zbmsrq+FOw$`EO(AS5|?|IfoAX#4mp%-~xT;!U7CIzq_^fuJuCo@AfA3BR~v{|ABc4 z?6(1Ar57XTR}zRpKZ@{#02r+HL+p>OfpF&ihXdmTqE!Id%LNXMQrrxv|LE^G>J)-+ zFhj1UtCoIHix|*5kuRr#YfBSl?-)3sP$S&?o)kn-fbdxF1^BaB1&qB1`100S7tmjA z;|ptWbqwPT71rJ+kaF~`IEOIrN3TT=g+KHnuC6YR0^kD3&qLtar+4(!m0i#ql&?qc z3B-qI7R=NK#sjhhZwf5(gZS1KxK#jvvH*L2^3V(Xqm3BA4`77>0$LZiKCmnN^EWoM zfYop1bW&`98<5o7{3-yzyVv)}mq}=H5);tv@g4r_8`0QdVM&3pRya{Y%Mp#3KcIN5Gq zGc$tuvLGP#4`Mq-9s(Z77r>XF)R)`DkIY_g#b>YZ_YN#Y8wck%oYQCQ51v6C^3?nV z9UzS+8_GJsIYble?vD(M|2IQ5=Mv`e@#Bty2?~Y{h(#NX<`g%+fG%%8AN!OF;4x(L zN?-xLs~_DR} z-&?evI0k?yVZW}hw>ifhG$f!mzqyd65RV_#AArLUBKcDk08ddqe^?-i#|zCj0Ddxz z&FLrfcPxG@ywm95g4qM~`?zj=TXEubr(Ti(+e5vJ9k4J#o&toz3<{7#hjJek^Mh6> z3o!UxIw5x{s_EJNm=3}a`O8H*pUb6NCX`VfW9sV3YnWn7A75l%)}zTjms^{Ei%m3C z<_sbf=ph6<&7@94Nvm!i>!#2qEuwQ9vEjwMT10%(bEX|O7J)|h_~ZKLV(H?YeWq`s z{j;X4G6!Ov0A&30YK*BUV9Hg_vJbSXO^DDJP!&64$<(nx7Kz8DWuMN6WU9>6*Mg-C zq1Ovm)5Nsheg*|>m7P>7yN4;3qg;Cp_L7{GcBrY@0YkW)=fTt|oN6$xe+p_F>=F-d z=21CA8tDwVRAd4%{%9OC7=i)`&nN_-JJ<_o>TvIRR1TmDM7 z#{X5Q`X+ag;A6em_hB>8wdpqUZ2lw?i`EOeW!P;$u4A+Nae5Z^@&8EDOyU6!!TU|k z0=$v`p&00_r!!ivLJm?nYkWPj$>%mjt*2EXvzsQ;%m#@32GytT84W`Y6(44Bc>ieL z;NVY+aPFUl9e&=H*`}Q|nu51TzDtC*0uMBMu;_Bz_NdWDHqcl!moVLRd2Cc z<#r^#uc^5t3H$LeLYLGm@4D#K3vym<7Ik!8Z-8Bwn{;PWVJh~X{ zcCa6H$)~TJ%)uxP=%DbO3H|@G{zHHJxI?<{?C64b0kidMdPX065 z5w++e!+`456*6=gE<4tKcWTdnb@`_-O|U#F1y&0 zKb%7q@r98^&N2eA+6%c?Wxqf04=(r|wvY(y6+m5kVtk~%gOh}268eNtX({nTDX3}T zV6LR?*gCSD-WnyUBGJk`)!=+<{E<52Ht@Ee%6YT8S<-Y(rK@Ixg2m~2c_;8~^Lnse zrb&9b;=|V)zAQtRU!|OOSkjZH|FLdBr!vkBy|Xu?-&f8Y4|V1-2hjitwR(P*QVZo}Or<_i zhChIbRSpX&`%N8{7kfK+U?9CTO|=m@_Y*4}DJ8W~;uuK7rD;~2b}rYQM|gLTdDo*- zbT94Hnw?nR`FK&GP|`f9_ON4oRb9CBmELKc14w0Wi z8c68DVecg|aR@AS!}Zwz*g{0r!Z_(qUze2o?;S|)^2Phq-{Xi$`R+WqvT_9+e#O8% z2?*^mz6qe+gOo541lqX%fp}rl6;+!f7#$UUpAgRxBi0qJUTZxt|T(Xd^1a zvg>};mzl+y44YD3?ImKeD!bxYkA6}=^ftm9v`@E%|L9KHZ_MQ{$KRiL_#BH_wnij7 z7Wm_QZc&a9;Uz&EeMrF_%}2D*6x2~DBKSH+ZyfJRqHB;xqrdWgt!nD>7ie-UsYJ-r zo3D3Of%cxcH4GzBs=EqmpdW0Kx{k_j)pWUbi?PowTeE2uHo7~2Sp$0xcUg_-2F$M% zmZ1cr(EamKqZQc+%wj*2?bB*z%@cH2muON5q^C6+XIjv>1q<|gWq zGuaqMW6LVa-A4(RddJ2dVdL%H4Jak>*u^U65C=?HDX6%HOU%TYthe(QE}!AiX38g^ zjC-lg*d0n53pY3kj1oEzM^+azAuvQ*f*to&jh~u1?kwvP0a2;Z(`qBeZnoR8OeI=$ zB;S58mS^GKKxcw4fj&7^YI!!jV{{R1Y14D22c3iQMErs(ns?Po3Ebj2U($;oCTiKH#4RLc{QA%_UkeVYFUh*KP!c+uXa9-H z7&yZ60m~J|f%llcOXF*>8OqtFO^cX8f{IAOO54m=Vw4P&K-ZN(ZkMC(UQ~z?AcUjFvjdj-fE8@ zmzgIHQ_~Kh>!7i7O3mKK{HwEM4t`f93VtD_e$I@tPOO(AiYIlR>5$BS)4AU3XAtyR zbt4JL0j)+i(PCcjqopf%8Z#z-0qJw+)g@1zZL{Tgl{Q{m2CNOoTm)ApVMgW15;siP zjh@#@y6_Qv4Op=~NxyR`1C!8@MLL?mum~G0wq6Hv`a1z@bi~Rqo|;K>&@d8zEcb+? z^nE^J%{ic=bqr{GC)_Lhm&I#`FmSX|BXisBkCxSx-ai+Y+7{6=bW#{dZ(Ds-S>zbS z+t!qZe6%mmBPZ8u)0ed*8*O@nWwtudJPlI=qJ0=U5zH0SAA>*{t)=1%%JWiJ@!(?C z30JjQGi~ybwV!ri$pp(8BgVx0V7*3R|J&di`^jV3LV~T2m-7=TshvBdLl$UyDd6z~ zT{UDe>JjtlJ<=2qF)9O19$);S$FtMVtx?E{FA1aqSBs~M4;-l?^&3$a2A8XKwT1gi zBq_k_d01L*$6G|vgU?aD3NtI<)t;Cxm7m~2?0>HdbNgf(Dfj9s1*J}+1@cz7uPhdA zQ?yzyCt|g|Cs|h*jns;Mxjr!VKYwl+!?4Q;#aT4tWhWtbEU~SULv3oxC&A;ABIcS& zU6xC9&qUTZT%ETM5I)eajojY7;b@;zy^mYm39;K!n8)E9s8W3~VNkb(bIjo)Def1s zJ%`0pJChxEX{m8}3ekrKam@DZ%|}u=x+58Dg-)aWw)C)>0pHaaC%|s$;+1o(4Q?7a z5GqzfsXvC6Im5h1+6FN+-zoH!P9c|yXhRjw6aU^3I*Bg62rVBxua?ZlCLifbg*2p~e}P`h%gZEDG^_L!d$Cc{483e$ zGA^qe_6A{b=uEukNd#s;5|!G*6ySUvple7{CAfLYf^E(_sn4N2Nsj(*n%3F+CBMeB zfBvAUxZik;0XIEJqI$`GW-o*)&@EFm)%xSFzuqI>bQ0`i1pZ1qP}h= zm5IWx_)~Tk>Bu+TIj!=@_^LwwT6OVmcZGIM<#YbguVX3KEmD?2G3z1avh{Rnd}wNv zMjmf^3L%R;+1R5(QGhGXy7GtzY>7<{Ph}MmKS1x#JG*hQFM?dA3kibGG)*V#W*E2* zR+h^=uorKx?pe)O3Q+J2#`|_hXM^*u?R4mAvJJ|Tv1gQd?#MQe+w>#a`xKx}xpCBK z2%Y1Z5b{gZ1>nPR+5bQ;`7P4bWK4E7x6y&{Bl+#dsI&@m)rD{45}(P1keP9fFx+0w z^yPaLkUWlUr37b$qPkEM@a2A;d++TtFgx2Owr)Iv%khbp?9VYo2vI?!x5RU;tysVT zE{|rQNyY>MRns0&s)XSk%?RR5t(^RGE+URb7-h~mDDa$6=jpX(E~CDI zNM5&@72DeVMY(>j{Y?4Np|jO5`hkd}(Vdcq*=a05U!yl=5N{UFVQSt=w~gD*vR#ZKj!2DPP-u~T(YI=x+j90BVZ%{HTi$48T0jh29By(qOX z;aD>^p@8T6pj_5WSc1$qXG(|U7u!j|QNRKANYY*sR@raVM(o~qu@XPpH0_hUU$JLD zgNnq*TvhW})-%()D)5i$D;SO%vwX6mvwfiPxhcOs zD8~HdPqaz*6Qv%N@D9~-dSs+G)~ZV+<9v*^SqaO;&B@*o3^)lg#%r^lOq1jm^L8S!~l-3jg`o9f-X~IeEe~f)OosTORpyDJaMNBN(uy0!5>q-a1G{o z%3qqkong&QcCDhcScj7!O_1Sj!v+GuF3+=e==q9juBKCM(mQ|IXe)syxJgLnb!;GD zA?EcAsJ=%HpaMi`CeeF!5RB8zwfXbCM^XQ$#pDmy{tV)1eh_~WF|PYUJp&k9jK|GJ z`cR|3N;YXB$!6LX(Owk#FBH;92qcfHa_}D8WUaXqf7xJ(; z0dzwDW`nSA2hS*w({~K`VVN%1HqpOb z+!ZFQkWY+YWL3ASN&5xdOw-nIB_`c*Iu+@!4O>;|%ZAPmt{bQx8V= z0v3v#9{53sPsT0j3DY-Ui%UyQaeZf@+qYUwxL|TL#_i~uGxe_ys7rTeDQK2#k#Z(Y zR|?|39o^Td%xJ9Gb0w6E=9-HRc^*S6cJ(v#$^BsY2zNJ08xm!tM6$Y^X@eQgIHcn4 zu#X$16g_$0X>U9%px=@Cp$bMRMy_~034tBYK0H>EvQkPfjuSx<>SIShwi+b@6>+Fz zuP%(Tzpm1Oe^=X*ck0=h5|FM@@f*xBW-DjJ7ed*N%EPGdUSniuE!8QOM?0VGAilO0 zosx#FQt&n=ACAG%RM6#onLhbn8l3x7l~ocZ_Wf%!Nz9=fj&+O??t`S}rW$iBY9Fph zO|@9|uA}`I9g=P_CqB z;11WWhG;#Fn6gA+@N5+@r49VE(+REsSNAaK@}z#dV4Yl|82vU%L$Q;v;ak@V)SPuW zi+OXAlN5S&>$xAUo(0kAIz+ICILS;Z=BSO3;9$w!u|-yJ@xdz#U3SG6;Kuw-K}_Hz zKCZDTBY+QO>Zv`RS2m1#X%eqyfUU0XHn>e>hV&&G>?{wtn|Qe$ei!!os`hkMnEln- zHT!^-@Q&V??+W7b-S2m$Yu-Tzeect%_p-7!fc1Oi4dfK8I6>&S^%YxkB!YDb!Rk=gjHuPon`JK`WUt>O31saXl-{m7*S3%YNrR z;_c#1pO$uJ<$ipqY%cT8FS?vcN&RM3mO`ijShQ5n3W+~}o^xL6{{hT#{6{dy#_&HV z?!Unt{eLVVv$8X@|G#D5F5t>ZTP-vTLl6rBkw~71f~P8;bPECy`3#T6olPscGM@?A9*h$?smq}hZ|1Q&Ci-%vu`0;TXVwVe`0<8 z=lF~41qt!%sO435h7>U&z@h^B^c4WuS}BlDqFOhdJ=IZ@C8YXZVqsVIulGeu_Zyx`5$M zD5L8-Qf#5z_=x^bcK<~^L5&W^t&;5tK`(@@_ z+2zQ=0Ed8Q#4&(EhRxcFb|GL8dO7BVwcyQnBl*7wF1`pLfPQjek!Js4t9Qz=l0HiRt zdFP&3MlTjIy*_XYuu#AU%@iPDKkuI(;}8rCoY+T~Uj*+rAL#7M8fq%@y-ybV{-dg@ zbNYe?L`;l|lH$T3l*Ghzz{!b;!0$he(L`u(t?;-0&do~hmibe8_IIO?wXuBPFabBU zT(5yYRc??m8gw9IF9ZoX!DM}mpJ`)1txNu;pF3#Zl@mWQhd*2KVV#W+H;g+suRq9P z9fUdEKPb0_Zlinf`EetgKu(syI6lnSEJ$IDB1VY)yLE203~&91Z@+`M_I3y~yXgJHkvu;>T@2jN z;NX9bSd^fp2+@KAy+Qjtxqk28Y-)fxNOBHbv?c})5Tap+D**3XJVI_1Fa;Q_!a%@u z5-MG<8Bp#Lq!?Xe!EGD$f(Pt8|ATSv;)GpDjD3$_*yNbUuhdm{Wy%@DDyN%3XD1BP z^S@Jblu$Tx$1Qpgywh0NB(_wq2PbP@ihs#>M_^^#njo)nVm~(6Pb1{YEPF?iDBkEQ zuA@v`@on2ROZ*Kf%D4*uvrvdx#zF9FE58eoDD0NMC7lyC%^FpQ-hi6ZVT4|1yb4$^ zAQV#dvYfUpe1dD*CZs;~QrE!ohOWAN--57vB6CeX*B%gRss%=eniGcrkT+1~K>aGR&Ecj6j*A=$Jda8iMJPF;N9J`Aott^K zije*4RKrcC`nVsQmH=S8VP6hO)5af{E8!8f{RCIfXf#4-WCvM^Vy_lC8%a?#W^q^g zH2>L22AWR1^XuM!2fvHyeAstCu8KqJP@@{Bbj~>9e_jQ!HF0BeP;CwtC5Lc=%9t8F zr}{?DMw&k<*$X`0R%}odSN(~JP-E?hVvH#pD>^o^dIidnrOB~(syeqI?mnh#bpY>Z zJW=~dDF?*7;Wa@ zwU;16GOfvpKqO2}W;ZmkRqZ`OlY>eLm38c)3ej{=@Pn7+>$%drkPxOP*y#fstwQCr zQGiZRjD<-jO&cp?80ip^Qj?01zPCtvovf?>T{L^iX}of$up7l z&97~UR?18vNl;jK&CY>hl&Y%V+879zsFkb6?{jwpU6sGN%I)D&7rE#kE0>IxYlkd1 zw6-pofl_-Iw|)XLWy`3_s$X9U$uFA*_d1&@=x*PgvkU(dB+rD?4iRoW`xOPo{wlpV zXp$!T+cK|^l44MZ`WVD%onbtB2~t@EIq`$AAzluBoZP$Ujn^;>Ko`USoJ+3Q*hQV28nWoB1Gx{OXJ%3U4WJ99%sVITGnFO=8cJ?7l@)3i}dY_jH!1Bj=mFp`llJ3NFZG6bbe zO-=Yxt9hF_lM>-xJt&omy-WL3=iv5Z;Z?HCc;1}2CAIt9$^K2s3|nA{FG5--(eI6? z3p{rAHZ@y*rJ96~`WsZdpTtp9;C9yHMTNDfG(7|Q@Uygd>2&xuSQJW8l1&Do%i!r` z+;=i0!i#sWK9VgHkRoCesVTKe1*U9^EngdcJ&KYmz~y}c$Tl21wMu(!xBN%nu!jRX zO1qO58zOG~QQz~Jd1Ryw3`$SeZCfFFG8J*W;96$Hn>#)i<_OMx=va%Cv+-D=LmgSD zdCtJbg4yPR=3Tpo2ze*DBFIcmmgtv=hxt$c&}`w?h6WNbo$$Jl+;JvQ{1A_@mO8zDT|jq2k(9N*30 zSbJcV;CZLiC>~;t^(Ra!D|AGRatEAEkh(ywhI?6KghcZixgvY@Qrw@>nVs*mQ9c{C z5q|-3;1ztm-L#sB+1wJ z7~C`MlG0dUS1g(^+72?nZf003KDohgx-QQY>(&vRUHTs?K6?;`l1G-jP0Xd!O`n73 zZX<4%tCc>K5#^gru42@=eGkfzj? zdY(qiqA2#3E9tYE$Apu`EXSVgHNW>=pmRrT5^+xiCuss7f5qlG%MraaQ`pCh}MXHZUeUoR*!VhE&dM0FCLOe+FsWD|^mhEJP>u z*MPnDK{dtk0(vv>SpACvy^aPW#5}jY7?_glgci10kJ?+1=!s{Ehc9qa=HVu)0(@$c zFpKY&%pmOkG)qr1hR%z+&D*e`ZfLRB#$a~p*guiBToiAP>yM-M>l-myrV45UJ(&Z3 z&zxNzR#PS^Fta88MqbxOmhFNRS6#(3tJ>tE)GayQ%l`Fh87@B6G9-x@7HGH^b`4$a{jvgo*lo z9m&dNi;Oab)r0i6rUe?-NGb+5j2$oa9`$54-VTg0N!RQRIbJBh+I=g{3Kq z>)sEKT#LudDvsU=%eh0Tq4MN4(7|jlEB+CfuaI}S&TgnU%HcsxBonvr?l-(VH{kbH zG>tP`1$v~q*)0$JaJ(obw=^qPTLgj>P8;ItfI)|+>XytVy?Hk3nYSLi+N`J8i{ZUB zy87)hk?g;H1(=A>a6e~c0`>OjS*KjyrP`TZ>w%rntqs;JRp;Q0N?2l=GQm;&jBtvZ zDw%(gQ_lEYKnmS~|3EKc+v*(Tm>;g$yGUYsO9?z+%&W38$aIHQc8<7wKsq3PM$75q zbHps5ktIcZ7A+psO&iPRi<)YxvK!}WBKdpoMwG%%^kik5{BUuz4KiP-F`^%L3g#~? z+K01Bsuq6onmAF7pwM$V9=)YfXx`we;)yYKxGdx&!bxF9#xT8`&W*I4Zxlxicj^qgOWU(awRBnY z_UC(#^7>&>?vTCSkR~x4$hTG8`~yQ3*oMy85DhqbQVzG1rSn^_i^K;h0c54(%R6N9 zJmUvBYsop!UJF(*+mTR%$@Ry=UCSzjn>O%^HKyY6fkaB=y!k8`*xPsJUf1e4I)Erj zT~=LUaxb&csnZoWvi?v3-CRFvj=R(N)Yw$OSMra96kVR(4$UcQWN$=oA?D%0D7}bng8?t0xd><Yw#xL0-aWSFilqio&}42CZJ-WE7k*pcN~ zLMs4N34=YYSi#C;Rkh$zc=h9Wk@0nXG6p(&P6i+WQ47-6NM4rx^K@dIC#}P}ra3#R`>3w-cSu%u=}3DPAm`` z9)>qOhVIj2Q)770zU;G}T4Wno%BL_*!C*eoZn~dMgNtx*zANVHivR~hA8PHbL%ri3 zLo=A_gjwWLS!Yt`;aqZK~>VW4>%rS(r*BbghWZ4oJ- zbW3u*L0URRm`bQY%jyeS@oF6w;3*7;o64?i9KvUg%%~eOd1@Y3L{=h>LJ?c(u;TU6 z`An?a@nMxUN~+O7@F^R(XDO%V(qElJFKy@YfwQ~%9*wOzoa+7r2uYmw*F;ix&g83e z`c(}U`)22)gQUOVVyp5i;f0(R>bcAk#|X~sfy4_#y-)7tCGENiqnZ=m2QU)6xJh?R zF=_fznZ&aj{2zsh_SL6q0@vwkR=-PIjHxOf;VNA-j~CD1a!+&x!}txwBdH2H+gH}U zPBJc35rjLr8$xt;@trN&TET>8^^~LGI=eW{uIn0Eaf4{gFywJ#(P@}RRD2RRdGAi1 zuBcdfSv82j^nNAt9lET#=1Xna&rN>$J;G5(w)>2g??f?~8>Q#+!yIQ~Y_q&=YuFeO z+*mI}Vk%L2&Ej<78P&dU{^9}gZUs_4Zd9d23L~ha1u+@Qu4*1U{ytx{&kw3q)Gr0h zF=t?p+M(4RnN@fjo0q94fOh1Gkm7+#LJ$=+|z4sFLtMzEJzuShW<0YcB*lZR;cTnebK8(5d2M@<=CX*3-~}v+OBO zy8Up&rtwEPB58=YHYg?qDFHRUa?3OHeb=qa^B<+$5*1;{KU(S*6qWqlY)>kGnZFK@ zYUA6QtM`kwI+xniB1I&aXC%hqXL5U}7~sM!>E@dG*V_w36_9v8r1gT{&~WV_Pv#F* zSw+&_fLK21#Bqu?Z)2$1ZFFQ`U2m0`LM#fTWU-Uwhl;jSwAZl=-H=UDz+n84K8t#+ z^`P^Kxvt6Zd^%GPXgR2?sLOT~#I^r^+I_@sPlnHf|F%!I-Mbzwb^CY`jbWI1zb3&k zKMZ&%H7sWTAmOhQ9Cbu<*|V0}en?8MdjPem3T?A1TL-L<+dvDu{+bA^OOJS-SZZeA znwSDk?iiBtkd#FVhNxuhpddm5E`D5|Q~vh)!A8{CnYtJX_?&4;&8BdBDIn3GOoo99 zF?-c^2McweX$@?D-xC(ykG$w1%mgO;wOl&qV;41%7xGHheO05w(p>p=;liTM4J7xH z@_LPr`n1<0lkQ=Pvm-ZmBzlO9lEIw=_)Jrla*O+8jB45x+F=czJk;>w|Ngr4O)FY5f6Sm z^vMx_O_Wq@Tv@ARGbK$~isJe05`#A!%Yxw)beuentMy^mP$U{^c^@X6iqwkoP)wEm+5kmj|`~odOl!ACdao@8C&?yMZwBSJq&NCUBeg zxR0u&f?Oh2vtvueS0IB+P$BAd+2g#e@+J8hhwjDp!AP8Lq60s^w%tet>$oQID20bu z%{jdO;Js{gcO{R5esa_!zCVG*;KbuhB3;l+I5r+}H76(s{6<+y15LAx_Rw`5&i8dQV7GcmuHNrKU=-C>fpyEb1%qfNilQe?Vh zCa}FHloEQFEJy4JjHef;A#?+emHP1uWVKY1b+ewdUDmp&F-X*Q1vo#)Fhi=@0zDo< zyF_)(rpBX+v=uDY!;3rsIQI+0^hMD7TK$HaKE^r@`Z%`2jU{=`;>R)?CMgdzMBaS4 zCE@UqMB)bH7=b}dy$N~~clPB?4%=w;;uUm${QFl_J47qL*M{OU(}KK#TP>xpx-LmJ zWV{9pc@yC$ggoM?;Z|{NwhKiX{FDQ*%a06UAaYf`yQ6| z@Z8_1X*_Ek2cyTTqGOLaAX8CL%4?P8-z=6B>?3!DyokwsVvINz2&rcRQh-5z>~IX zj^`Gt2L)8`0>E}vCK3H6=X71Sf=Jpu5nA!^*5S~+JQ+l{f-_zzEE1J51{e8AA@min z!{6Md$9*&N_^=6mHr*w4e&8qnadi1hJQw4IV$E2_&Q?`eXIBIoE^i#7lyT~jy!>2v zeafb#V0-gpq57Y2?pmx^%R4mIi&2`?1wG-W81!#SQOK-1`g;`5WC0c_=#sj_4E4=S zF1uQ_aDttN)tvQvHDv{CLj?7`uMkRaP#VmqsZ4b+;?(B$iqGoGh2!cc(Pru)`~<2- z8+dwK{?+GhUW)9lO6Po8tJ_Bqt@$8J2Je`oyUWu(=+Vg52C;Hbbft8GM;7N?j~ZL; zc8>e+3@q&_g{#SQo|b84q2uKj&BaQpNzj6Y8(M`80s-81ZBM<-*fx4a3BS$Ot3&TJ z&Fg8eMHhtM1V)S%<#b0kP426-);#nk@ZArIk=g`P%7`a%4 z`x8f=BE3cuT=!fwlQ}J2`V+l=>O3q~jyDI8fm(5^x0z4HFF2rE;FbLbog9T3U~Qs( z%Ay{h%Qpm-NR&=e@|w8O-Ozw9H!GYXB8w-v70sNE%MwW4L$lo8XPiMOW`^Ee-Vc-P z$;y`H_ZfSWMg{X5>m9Fv$1xZhgtJi>vMN=4gI1EiI|ctv!)#&y+Tz{)rJPU$B_h|D zD2A#UU$p2VyWDP!ufV!Y`51` z#gz<1fiBt!i>AaX*`%v+gnFXE?9;?XRh~_OS&{WXv;qYnnzn>+o)M)Y(hpJI? zkA2n|^-8si9|#qYi*k+U7c2U_lwzid(JJ~Yk?fCs+x#Y0`#3z(`%Zsf;+!o&5n<;B z-X4Hxa3Zwm&ZX0GV-k9qLcW55j?g+AZRkCop>QA;RU|m+A+Qq#e-QK0f+eV*KsqnFI4^-GAo&f; zfnw2)Mv7t}89H>2)XzLMiRMGI)|mEWLYh4AX?d9o$hFel?)1^qlG7Ro`m2vz-DAz| zXh;7;*!i*-`l5ne$#Z@Bw}n@o<#BV0Xp1L2E(oJT6XYCFW#`Qno42D76%GTA)nUF!;*2vXN)Xc=e)C`87 zAI8Pi+04ie#&aXO1zZt#qlGTAQ$+Z7WQ$JI(Zi$E3A=R{gS4%)Q^av~7a_tNF3*1NVN@|wv`R>ww2s^ZTCrLDOGNOB!yJ7WWL{Vj;-(ejcf5H0PcEG@0A zWOA~#I(F`bC79FwHv=NeS2{giT+fV*t*xz$=&S6E%N$z% zd1j!$)w;C6)PffINjP(Gw;KIG;3hn~z0@Ycg*(W7My{^APG+mMx1|`4S_y8Ie^s3SAIf1T3-zQ)%E;&aI!KtHo35Z zd8-96fLv&F2nCgdW5hW>FC8w;ZOv?KLD*k;TucH&>X`emba#6v zUD(|koE@Faom(2dDn*Zb2Ld{25tvb%TN^=xbh8t_Clsb8pe1_W2d0(-weU=jPGOQUK3btQLmnl}fn9+e8|vzOOfA5H@PGvoRb>9HS?R?M z^rQYw2cfZhaAbG`#0ZHA{8-Nn8Ppr!l^wGc0E9`Q@h?nB0R1N>UQ-L$T)l)I2sJ+x z9qLTMwGPYjn*k2LCn*I|Fb%v5Pz99Q%m4FMjHu7R0*J3ZA$aILnWQbsr!Jxt`l*fl zDMCfAe*yAjat6j)Ut0&x#eD!MQ zp!Dr!J|FzkgBBccI|BmD>aVUF7n(GT_8I>4<2C=|{`RwZ(_8qtqyFhnLAqyc^U<1l z?C|v?VP|V$cJbx_dOOk45wL2ojqd{`__L{s`dUjugUH(G-2AblZG~xa%Y+1>wf0>a zqdtS8jxWeUMuVv`*^7B#VEoh@n_i6$Rc3l)`?Q(^VrXh+^k%?)+s@n!yn{2d>-(t# z4n~mmV~z%yv61!V*0aXh4m2V!Kawj+yUS*La0upEAB0%=Ywq9%9)gi2@KUdj9>~#+ zAIJqj@uwGJVi?*G<6GvDVF=z3<13gSBz^ds5Fe=V)gOriHb841(HNXj=3D3z$oxzo z0=AF#1v2p0;SV8W@Bjgrx#B0{JCwQNdvG7zgg+8afYuQr$V2(J5H65;vjEgo=^Mci zsQ8FK(%Qn>`qIS2(!}`E@^u_;cFH&b*fBE`d$Usun|sSA3HXW0J{SgQzd~61Bmvil z|KX4J=MQDyaK<;JQxKKxm0iEe4*@jfr~wL3r@+})Gs2YlPk^EHZXVQb3&>AY-~~f> z5zQ;umlN=b{r4z%c2;}JrhxHhaf^rBdpPLY&^`fD_EKIZS6`>`*_k0U*w-KkZR0y6 z7{}T%0g~>qz#{O=u0ocUR{zr%^f0tLc%a8Ofw!a3v;SKE%=1q%gvHIR1U$kqkl(1_ z4;uo)ioeVc0PE6_9x@;GwfjAsYITR1=EJ`U_p^b8=lc%CV)xVKm|;?Y|DR^*t{o?}%h^>-&@E+DG;MGEv_U#PTTu+asN!N1GGy zgGJE>PJjLU;|MhB_|+I_IMYkuZlMAw^?yd@C2bWD3+g;KKe7e)i_XD|miw`StQq=3 zGzD$+`UDMHy!(U%3xE48#bO+`$Y1PL{;2(!Tv~?a#Y^iYz`8wp7I?k!#|RKa%%@tI zC3r6J>0f#3$9riW0K1OvOagI9?#wK2iq;p%;npLV-%YZ#VFq2zu@6lWe`i#09k#L$ zNtM#?@@r-93vVH#Y!&blz!@o@x@;k#lk5HAS9{fY-6TXNCMwFD%YBI|Y84NFccn3H zg)^%ux{zQk_PGSS087O=1Rv2H82DXM-z+oP#G%sT^mR()kbuyBLuQ z=MQqf2gLILV{g{(imr)uH4qwx`eXtzJwEJDT+G z4Mo#!JLwiD%#ZwjB3`Xtv5c!N@bS({`=_*m-sB9HWUSD5kEMj^avKRSDAZ?b7^u&}h3fivi?ZvNidm<3Kkn?(*OfD}SH<_Xgz^%a8iDyia^myA3wpTeU@K`O zF2OL{tCB!5)veh+$8^6%?e(_%`F%7pX*@;(`UaL?&WA8?0W*t5P-i^136p1N0P{Zf zl@fO;k%Jd6gG7G~SW1U;5X;A6BVG(kBT9I|X0B~!7PoD048pZ&7h^g>i9F=J-F4ki z(^sL-z@bSpYG{J!EW&^`w2R(K(c;yUl*Cx=2fyzRn0`VQ&8eOhAIuI~;9J{g7|Bn0 zUHC%h9sN;1wOL(W0M{ME+;364-t$Jn%cSO$T(IifH$}Kf6_DVYC$V=d*xJ8=2 z!TVmus`2Gi`fMRLXy#^t*ja&JU0WF+q|TstvAWFsi>_Kn`NYV3AKBA?i6AB`9bx7O zfW-SMuY6Lu3@CTxOrx|^yt@Q)fp8W0O&X_4s3M8O(0#9smd%gr|4BX zY6fzn=q8$64eppvN;HKFiFb3ba5Ze+T`4oHtm{_SWG01tKiT`dNYL|}e2(B8pmHy0oJUyvCfrkL^8*Iapd+R>&Ag>N}Q*AOz zny>Ll?!B~EFG{F8iR_hw`0`u0av><3x848daL{AOv|RC~!fhbDHC$Fi4v+!CX~vwF zg)8C1?t%BxWu^6j@Dn(%_&n^q&VjT0`ORLF-(XgAp2Q?Kaq{P|_Bc;!+#piquisgl zdzHxPWrEdXWmMcDZ->TKFQdK)iZE33N535?Lcuo2R};u3?=P9fQsPQnqiBy+DzaX5 zk2@>32#~gboZjEe-lq!HgMm>+9Wi`=G22?BAy)3<-*h@GI43p0X#v)*neZ%;qdHaX6m)(Hdii^o&Q+;8U)^JQ2 znq>f$$Ng9Eyt62Cu9OHxJ1t+xi?G^oWJaxHbYv&rGdvZzw*?wyO5+}>cWY{vHS(9T zB5{3M&9u2U%fX0Lk|iC^FwL18MC9Q2DCN^C|K`+31YHjyF7Ab}n|~9lODprNn$18F zuwemzDLQ~_&@X1*4|g%Uplq0&-fE)LgZgnToV~7EYfvFf(&P!Y&>39G_xjg-Mn6&j z0#1!cexVd@y)-*8U9BE1NI`TJ-Jo@M>Se&Sn4>Yi=+)k`Y{^B(T6k`73M^x8*Ak_V zkA>tfA!IjZ>l#=MW8}plas55+JC*Oy{o3dw55sffBV@|grS4%RF6z!)0@gkXEbX$s?>(VpugNLUi!9DWCR2xPx6fO9lENAtbbO>o>X>cjRG*knUnQ-E8^5)u`|)7AMZ#tV9i>VCc?7561^#1yYhM z%NDW~yJ&2yJ7l8!%uIeB5b@{IEpjEH?skC)O*TXEox(|&;f~!N@wi2528qRb;vtu# zIPTU3slt;PAXlvZz0PhwkTpE<8eX2OI2~WcklsE(e$`oOBp#n!saX5B$W}66TxHtezO!~P0UVnX<_`~9 zgPn2}h{U3jdjCR$k;N(xVH254B#y1jptf?XDm1}MrN4H?s`2BSDIEw`;(O7UvfK2oU5b`eP!8Vd?`kx(Q=G< z9bY}R%O|tay(zi(Ds&>NhO%a8F?Fgq_wj-v(!{O>uXvi85qxfrnU6|Gs{AOW)9e*1`F$nY*9onKFnC(AA?9AWvNitrM=_j=g!}Y5%j56RBxfLR!?2mF*V8nR z_b1#n-HFd7ZsgvEoPE^CTRfohHa`s$XV0&!_n712#m5FTLJ+te_v79abihgJWbqto zMou5Oe7sj%f^i$FHHC9@cVvQ~q>X;XGOxF~I;JZGWEZ=qr|7nZ*V z{wmxUs`?sR@zY)dUYgrHjFr90P=P~w+Sl3G1tHS=T1Plag%>7VCW#^-h=6VMTOe%) zHGdz6l=e(}QE<0Rq4t~ldF~yNwqso;2iUsyM0bp)vT+LB;`Hdt;84WF5#gaqMG3kv zO7?{f9sA3F)exs%b>LbS4X5KI(8Wq-*)=ZvSAn}Rn_5l5rRAR5oAY2 zas+dhCBO)$vf-Ynn2puUl2x0X<=X&lAQQuR)SAsjmoW*WBLqGxyfN;H;L88JpJKcO zce`Uz-Dw3F0k4r_Z?*Fa%?+npeLLIwmlQfPDAKRyt*m-qMhFG9a+a{nMNR422|iO> z^Uwa(0Y|`D?fP-l@U}C-c3>Mpms5IG2t=w_`?VUE zPCnv2=sc;^yVXelY06N0{*`^JYhazy@}?YZ+S8nIxv&qv>|3Rxa3JT=j+u|HAVfru z@OFh6I68_)Q;Y((Ju@vaWM^tViS6rJVg>f79yPIo3sKs@boFYWf$Xjqx3-Q}2{c;1 z0*nK3^v*fS4`SR#Gqc;4NUMzO8{836MI;lrSp?vvYV(5zUP{QF@vJpmPfNi{Qi`-b zFikFbDt6AL2h($~{RYDAW;X!HedR3G>k`C*^_#j%EpZJ8AZrf$NEyiEE5ae z`&OnIRIH}5?QF)=)TggyKff5>LYuegc=;#h(G!8A+>qMKuM%UB0MbPkXW;{V>WlM*hc`4` zFH9G{4^abBbSw(LNxy`aY3xE`09v~s9k$O{_+rAOgXEqu*yWx(1V}K`hcfJpmmb{* zi7th&dn_cK6R6%p+q335&|AsLZD1AaSI9E;t2{T_Mn`T^N>o6#_->+62~JD0bL=`7 z)oB5~*A$u>=~fk%sc9=u&!YUhY1SC(zA;iELhOqR9|KdT4*ycL4NycOO*KL5(p}6C ztyv9}RGQ`N#Lr=22TPF+enj;< z3mLYmu=oKWu%7yVY{={22f+4hI>s+NG#vj`sn%iLH-sn_KjF$AN=;6Yw zgIZKbR?O?OU0xfI03pkNCv^2-eD`juRZO~tJz+vQ&+_8WCW z)D==xFN%&^W4gw>*?m*%mz&yIuu%^v8Qf=v;8kM}a4kHJ;cc)K2knP#cNR_ZwvD2! zY$UwZd)m3L;>rR1=IbgU(NO>=H#sbonb}Ks9GSDUsT~Jtn;x~}T{f)3aDz8@ z0(qItJds^#{IpRrM^Xr8G&Ns76v|_tj?yU|`{f8`)iL9ec=;=uC^CcaO^PVWO0zj+(iFSDBOQrhmfCmI4a3sfND%^PLY zihhmnX4jl>V~D|((>KfS5wnO8X_=42`tHcAnxNgpqbZU=ciqn=v8K(O*@5)v6c<5* z)z2(C)cuh_`6d0mwkD~j;g2=&e}>^^%8JMaXP--cBxBhI7$4h75I>ABW#7J`N3~ zzzowp7Q-F@bN1e53QS@471ppZezwt)U|N(ovC<@V-NE2|T-3`=t!x@t3xBj}rBKF{ z*WsJmn|!W$d}^3OXj>)pS@$X5rj*98hGY7yUChI-v(YZ}D^3C{l2Ct;JAj|&R2b;= zilHM3{e7QbeI_uBbuDw({K-fTt=(#C>jObbnvQ*fJ};nz@|fHjSA7htmN{$SXo!LJ<9; z2Po1OJSi$Bs(y+LDm+9<@i!98+|aFJfAn7SHh{&UWqxN@f8ixPLi1r2o^j9Q(o`k6 zZ^>wp)+@`T`N+8nW^QqxqI;qfj8yF+<}8-fgi0B_;vnvaE1e4AYJt&)CDv>&LWnAE z#@4B4G4-^n5y?6eN1~NQ4wa+;_x|#dN8*wvpO{P90%}BDaoyh@{phZTrPrp|cUc1X zozn5Ew|W+Iu`$TrtxrVmF}bQHyJmmtAG_X}*n11Hf)tH-d0+Fh6?&~LB`_X;;_iU7 zy!t@z+M9|tx{jbzR9mx^tSF#xghoIZDw+$AF&2*5y0zw57`z4$T_7T)o%BZ~{q6MH zM8kMFf7cRnRPdfmF2;z!fT2}M`Zo~@tSN_H zr?~?MdyfUiOHZb@M_+VG>(H(_9gY2N@-wz)XAPw@;&m`(*5Dy8gYpzx<8-IA+QTr;&r%cK^uo2 zEJz}pNzi;3FSAloDpjo4xEpY9HbkfnUM%t8TuTgEy*!NMeO!XhbrIK@MVD2|T7h5tg!fAuxU4ljO^F!m44FCe z*1Ee3Q@HIN0(GmC*9c?{Thmw@?1^K3iuPmf;iZ(8bJG8plKP;TY`xdU0euf!ir&TP5|%uuW1w z6mWq5>&n0Y1oklDcx5|#BZ+TDATp7Y6=o)}s;=nEH}i=Z1#*6`D33c!T>7+2k(e#`j?QO5_ez^+`1x)U5g$ggnDKL^E|2d+9D^j^h2&Va4g60T);a0!{Bu-*V zd^-ZT^UW5Jd><>ioBF%Ci^xXRY&Y2HvvY9I%mLkt~1YVVh`haVQ%Vzr;5B^Au=bqgqB6eqfcxisVDq*=+ojO=QMG-ww&!l3>T6_^<@ ztvAabv2)X!QR*qle%PI+Wlx05b)0esnQI>LM>O1HJ0ZI&FL7b_Qz?L=`y>F*Mu*p9*Lw3flaC#7D*L(gbQc?>7gK^^xt(zCwPsT zX~SgUN=(mpgSO7c%yTKQv#4PyXGm=7X71{%0!x9vx_CB)$Xqrl=V4h#%PVR>Cew0_ z1Qvc`hXpSQ^}W@KsXtcB-Auq+d=Tv!lSXVTS8Ty_X#JJZdu#Fl*;)?pB_mLJb>XJ= z#EDbtx!}d|uUTejw8SS7QcSjkErZauWpPfxc=x({0n;Elz;VLI}V(h8rM3!kiq8b}5{1SjJA=1F z;q>o)W7}245Ssz2%>>M!*DK1=Gn@y*TZJdfTNd?kP&v4+)lXPlXc+G?2)L3F%yQd$ zmu^Ip>^R!0ZS!RCOiAxLMns3~V?%df_YNdc&&IBJd1qD^It`-!5pCa$v#*7g81%k~ zk9JJ|mz$g$i+pgm3iL}5vE{EGR$lr7{?V@psr|;M8>Y}b79>il-V4JpEObP|pKj!R z$%6Ab!2rqp6;S_JSV1Fm=VWw@JVEm91L;_y-ZE-@o^y^&MT|l8TwcZ0c-3>%2PX5vMYjIZJ}h7(iB7SL)-xI_ zeP)>PV%S*`j^hR!3bG7k|128ibkIwQgd9ZX=Cy=#j`>b>_p{K;j5NZ%Ch!Uo2tYL% zLZ2JmSD~ZO?!?gEk}c%uyZDbY2xU>duz#h0>6=(Fi$gQ2{Ku0EATL}MFD`7g35H04 zc^%H-3kEvVERrcH5dIzlzVEaQ#YeT0ZK9KXNn-<_=dTH$p!3e~4o37P)&dLUU<-5X zwm*RA<10C|yZ2QGpmZgAmy}(?SQrN5ZQhV($xNG6^3neyrJ*^)s}(=SKrxc5QvdwP zpMnWTsBWhVg%~3^JS;RHCxO5QrB)LFI>J)^*Iu|sl3E7D^7nh<_|c01(~M!YT(=-Y zurlC03M-Z{ce>r-7dKXPXR+h8v`+(iXwFd_%fg~m=IUc#lwg|O(KfBg3)CaG`5>B4 z(hzsfjZ~SBPuSrcTz3MS_mxHQ%9omSi1|4b>|W2)ReLf03WZB?vVrxU^BvOy303wz z?bz8PzZTx(Kj}hpTe}BonFyyF^T|57oI{m^0m>HpxL$KHHyavw0a^&@_MIp@&`M8~ zNc`HgdfVqUj5Kvyijbk_Zh1}5?bh|KDuykOL9g^*H>wM(FxF`-xktSwn+z(bd&aYy zp72lH%UE{i;-75~$a=--`^OSr(z6-Xj+)0cz^+g=%Pb@2`R=dnUM9DevofCGl^?v1 zRl$XlrW-KwXP21Yj<((``~?fn}u$*qzv_@djT#JP|b0o z@^v4>bh_WCa)2B!yM-<~&%QB#(_T+xJn}=dh@VjV+4uE@uKV;Ul#QtikC7o+1!B17 zw}nukbv$;D&mtvuEN(#)m^-QvvpHn2L|58Tgh+Xg;wBTodO%X8xWp zlP3+_m$MHe&uI2PU}rSSHY^u==q4#*x8znFkRaF;$q6?9{Gc*w$e{>U(vnBv{O>P- z=mc;T!PA3d7aISw-A9lk#n2Ks1(1$C%O0ZCKG*d=gWx;8%aocxv`D*pZJxqr0}=W1 zX}<9Vv14O!gEo$i0|X*NEHNzRfId0e-xznRn*noRgovo?+$B-xoXn@gn4wU}`Xe9t zDl$}SOP$g+*1-ZPChE;NmIcDls3zP+}Ssf@16UDTmZbX2bi-B|aS zD#9j_$IH23=Jj+uctqqcvaU!5*x*`m+&=CW5|_^g-k;w5V1mgB?)GwgSMl;+7!1wK zteTfLX{y@x!A84pZ2 zC{AvY*wkeBlf;AlGIx1jH!@>dNdp}CJCZ7>##>?mqkow`ItvqbUQw<)^hOKHR`6w* z*QKict_nXUU=7VI5z?15qv`vyc5j8ieA9+2Wm1h0{y6}{-T;xppoSanLg}CWl0v0znXA{sUBx7kZ&uIgxXH0B|s z%H_H_8?Am6=?A#DcD>Imp>1hita_L=k9yx$m&!QwlL?g*hg1AChd>#$=O~7s_+07z zu=k8teDVd}pEHk*_yU+kPkOWGxJQX^7Pzz&@;`Clb;2{-MITP*NckH9yhU2OYD)^hfdr~ke2E;Tm`R>{t1$C|<4UcP)el#ArLP`?_awpgT8`ZE#^8G%rU09U z9&dt{ql`VYY;bI^-iTT+E3=cS7DTHi8_5}o43g~BHjR~$+;hQe<^hC1a!!Ao+&Q2E zO8ktb_@XCKL=BZ1Vu5b>XfEHY`y&OBv z=6sB!XqqaYtXRvw6$Gtg=PzBPI`7>@@%V`%p=AIz*y~)rB?+DEe~Zzbrbf zj}_U;Og*P=O;pOowSol3p*u-1RxO`OXKC_{7=8i@B7=18P2ap5vuv(g_1o4r!FZ5H zOlflSQ8_kXJ*$8mr8i;XjeQXk?9U>Yg7hf{2hO%%ZZoUXHASoV$N1(UWn~Rj@f%-3 z^s%SP1@<>v2=f#bLCT*jgY^;^ekCX;9T^tMKu<9{3XuY(qb8O)hi9!vOFajxMwv5q z7}5F)>~Pv0i~~geEh%zR6upc}#69yxl5!R_s8?_fl9xQa+rxK>W#{ups?;|O)5b=+ zeI)&m85;Shgp__=Wm1&6XMd^o3#%&x`?jv_#Saa}jj0#tC9+Gw!D7pkI}d%*OFh7; ztLFt>`a6uG383-g{Cbn zQEU@!PI^g4oBxuftF48~T%fbmX=Ss2s|BP4>&P5Zca`ckui{zI*Nf?r4P&xa0rlS`oA|2pSnEf6{q<}uJR4jpZ`Qn)6d04m^vUNkLz#b|!TTAql8F~YafH61ct(=lan9mv{hQNg7pLwt+)mWG~Vf=;ox_`tNgGv#gz z9(S@^*orIWao}<2K~b9^-k0ocaW!68C4+*5t4POClA&wp9fP60G_x`zZY_{^?z*3& zx~!MQXxDY}i9ZnV!|C;EmYjwol>HSn*!sn!a#0f`>#5J*<-vO|Pf@wHvD$NHE!sGK zQ=>~?3`bDJMBcys8Znr{=rcP>9@&|tLp(V5n=Pyx!WOP%*OuOthNZ=YTHHYaWRF``ER?Tf^wYER1!+4LUNSw^ZyF*n zUh`4U%9m3DXKW@1!d)qG>XoW?X@BZB8M2Cb+yGvdK%1Q=1zqUdHGojs+B4Y+rS)N> z(IMc%=?$*soO2LZ)=mPy!>aRCm73SbjGq7$b*KrO=l)mgz;ob0P)w_m?;OK9{-3Be z0#SZ))4>hVzw-JI;6GscZ*n|;#o>3KNn(d?51ThC=xSWlhCB$Fm%?qfx&LXJDR=*hQPVER6E`FKS7H5#d_A-wn-9QU-q zal>7jb=u3?6U#zJ&rJx7;Hi}YBUmkNh?E2)cG0M7mm;WsPqUOo4zobZg-0L{|D=0_ zAbpHZ2tj>?oNoY846P-QBa&TnC-0+Hz3IBAff_v34TDc}=GrrkF2)y!M`QK?opC%D z`fU?Qk=Y|*!+p3uVTNU$e`r~W_l4^_9yO+Jt(QH_EH+pzdMQ0Hj7r&ExRVb#9?>DT z^W~A+esHR7dV7ajzT4qU@K!86fQ{5?dvJ_)k{xs8#@x>q>J7HMCJm#8GI#U-qL&bd zwQ-d$3GSt65C3B@31NZMzmpA4IcfHE3>}q)M#cK@#D$L-dUUaWJa!824N*qtv zB|uNnR^MTvWPY>o-{HJdGP`BPy(LubvTa$la0cKdCNPlv70-{oiCRqu%x!of^3Nc1 ziuw6Upbaz60+t#QMo0>_o`NSeo)N7-Qf?LJS&-wKS)%O`H1?$k$2945ilNkL(M(gi zVR#<0-O4-`E+AXD;ygpYoS1Ma!KzGf*tN8V{$%ZsrF-L8;aw=5;}>Ko^^5}b4{^p! zPUic-+=~Q^U94IVi60ks{8@iRC)+0AKn23d)-La~T{%#D8M8y!Gh((t_83U4fo8&1 z4mA71HERU60)s))DS7CoRL@hT7V{14vMJ?WWdb4$k;8XO2_(C2na30g-7@el_LHr1 z<=Cm4Ju$U9Bd;sj$rLy;sH=b?lX5+Ue~~~~e3p4R%N0o;I~lET49)>=#Ifa`X2DLv zk`FK9l{LbdC1RWqXBBHJcj3GVHArFSvsN=h} zSbstYOk*cN4VP6J$QYp3DY5t}u#21{ORF08%{SO)3s@0{hzUp=#Nu(wjmC^@3Ytyl zaKj5INC^cKLMc3cWQ?tSRS-Q9mpFgez1R3nE--iH)cE5P+h*?wC^#ISe>^IQyWST3 z3EpO)SLfrRj9&k(d}KN^msio#0xf+}o4PbqFmKCv#Cc z>t95Uw3|=58&)`v`;yfRr%?OyBqN6 zcF4o&H&)gjMvoiF#tVGGu*GQ3Xj<}{VgYf%q15*K@`D$@yHqsxM6o9w(p&MmkiHOx zoyw>bxmoS5-AdTAh%CS1S2R`WvT13gS*=__)T)wkWE}OIz_Cm@Kq2oI`LwX z*V9;Z08d?k(WqT%4leWX;VQt1L;MDe;s*-%fHk5eO1+e(`JqvyZLH=U(ue@l?qr)m zH?~zto^~RH_T&BJTTgO|Pc$YH8uxbx%Ci*rQ1?FZi*3$nQdJjZUKw+*IFkbLPGR{j zaAiY5v9&71t{*`cv@H|S$Xp68YH$}ka^*jgYk0i4pr_uz5LscA46jgaz$i4A*RnN+ zu;O(cO-diP?p13FK&XX8ax^g3{3T3ysCg!mb9^bZb+z8MlQJy|TRl994fEe8jS4B# zBpn+LUP;{Ab7|`!?*m?4m3oOv(|Z9M9PO{%`B~KvvqinYNQjx~h63Z}8DOZ!b;F9oE!w zf^Rf^Y>3dY8#2!{rMkf^f=2C8=oz(RdYbx92d&BJMukKZ7PJ(k<~#2O>#i=z{i;<> z8xv_9C+voSY`?_tvzW|0PgYnpzav$S+t-HHH$D_f!oPjn-w)x|S46BCD#^&rUV5NeTT|yp9*UP#kyS6zhF^^fpBZ+7?7HP@Q7Pudc|t}sFaBJNBYGRU zCF$Qrs!dJd+9IG%=pr|>$C$-MnPJ*LZU+v@M$#L{j>vg$0}d4t2WqHrLHs$cBHt4n zg9ybxX@l)%cZ#8``%mS2Qb)^0#p}~brXHZ}or{@ust=6vBYdXG!5^p6#t9x7GLYetBhwLO!`bCVST}CTIkNgkqNVd8sAMY=odKA>MY`?MYm?&@TF)ua5{`F zo{YBOXCZ9}Y?SvLt-!cxxw3NnH<3?<)pXMsKxY(KQ?~z4+H;hdxmm);dU>|WYJu){ zqfW|^`X$+cQO>dyqyE<7RoCJYqZ!@P4C`p8ztNf-n=2*$cU`YWNyGs@Q`@`B3zvKi zVtZ&ERNdJ3f|Z(~H!3G~1l&gaA246TcFxr|C0GS5tQ_uVBjXN}$q#~Ak5a<&95HJ+ zHC5iPwws^{&9P0^&3AW^M$s&mRFr5%H-WRITECpoB_X6l>UtQ)G#%)}EmM1OVooom z7zSd{yr_-8bn-c@ayG>H_x^lzheJ}FTE_1?0NHZdDk#J+g!%y6h}6(55bkg7-Y^7X zFEef@q!t4~Sd*GOrNb%bN{?W4#4D$)5$S^gUMu_pFS1;c;|*c7(=}N)#HJP0nPYO= ztr{$iRbQ}_Yb({kC3Ri9c=xzcI!w-EmJXOTnxEXn!Q#E&C_?yH)N|Pls$2~RNme8>kGVxE{Zl><|w)K(jhEkqy8YsVTF3DNb4jy zyahdhv?}hyA1~d0$Cj&BS#Gs3Uo~0&xCh!zbsC4pVkSPhVz*%7bEv5wT9ULYg(lPM z%cnXBIQkHyuc%Fc9VLo8AybyN(UN}%GGCLeqa@1 z@aqoeQN#<B#Kdv8`A_> zXmE~M(7_gAF=2PuZ2%;6ICu@bPDS1w48isi7mMB6`1yee4kmBQxJ|cbAhT?DjGx8z zMMk!2m2lt`S(7KloCmk0QIR77>CdlY0?VYtc`CRt@iv@c33>H}qsqd4fDRkN$K(aC zOe#$^neIvR74M*jf11kJMmNs9K#SR3r4(0vV53cU=cUdB{t%1%KJCiJO~U z74xD+Rb3?iM@L&!fqOu!(GI8qAnBB{9W>NNHimS~x;PHjO%#Vv%rgY2);~MrxXHrH zTY(9?WWtSe3eE!d)Wg3DdA^Jx6{u^X-ip1}gOf-6D9|c#6rFdZ$*zjRqASVQGC?vT zrpkG}1j;Lgv36=h0)tPUo;jRT8u1TOmaO!rq49KfAwM^r@dvEBckl8+nE5*7`01&w zYHLmeC2;+-qBiEjNY1I{!pNQc`a9-a=cq2AF?GwbK#x{d_FAR5!)DSctYp@%xoE%| zp5O#pRdj+=8lrv*W>?P;y8WR_^rIyhqi>g(y;Up1qQ7mnvhFcY86J zVJRhy+GM_-X96I578~?tgm{jbOuz&4w$AtHh=_{V`KMDmszdOf22yFK-2m`%3iHk1 znVA<>Oin!-(vlTAf$!bQV>V3wkyx3)1GRX?T_xQ)b!^>1PTt_iqlul@txoN1tOqFf zk*R{>D&Vhf!?yM{0Ef4nxR9DjM`ln%Zf^t*ZdCh+8Hm2?j(I5DT(#t`pe;^(Jj_5h zT9Z(+4`LcR5|yV!tucxFwY{bDGOk+GcCtAG9`-u7Yy14>J}`DNZ^DMZ*^%6qMwrVF=IRux6^cp zU_fIeJs+L?>o*+m`h{>8KAqCnFeRQ$dxzhIzb2-LpnCtaD7Pl$hu-n=^zT8 zi=$6_YSU8=zP3%59I|9{S63lk`|9=&&s*DnpQkh+|7_NL9f;9f@eYVD1>w!$N?-% zK(##)qqpA69v}^r_lBV^JE*UsORII3zto;^c zd|JScc>XR+QbM_YOI0@x`r~d4p*S7dcf1a+Pv|j9lMec+qXWauI-}uhEruN?4G%N`&*o! z;}c8cYag^L-RaA7RmjWK^7hrf05j4md8LDtCiBRlCDl^)ort*>y4+18;TowEHgMF@~GezDc|rO)%&UQDCj)$|}L*3Lpk@?!op2`S(@< z+jr!`t3qDaLi)jcZ(40!qtUhh7Rx|aD{1aHbFF4~fV5!%uQl5ZY2P%C%HMxSorqj= zl|7j-sBG_TR3fg0ZqiN5Dr3IG-8C)1 zkTkQ0#7Hh@bo!z`IG4Xz6+gnLIUu7V6Cz7R33|EF=V%Uv^QP9@QJ3_NPP6>2zfFQJ}o3~a2nsMPxy-qX%d`+Y~ zwX=e^)tfhSB>6|JOwa}Ob}`pS%jv;ceBRo-KED z(#0||o~S|}H~f$j7i!_u_^?EVj$(2j7wKxVFaD^LsARAXAn9*A-L`l$N97d`-EG+~ z>aDB`pwqLxH%YuTHu=;s5x+`-a?|RC>kG{CWsS`;J5}TdN`Ydd#Fkcsl(SH*nwH&w z4R*zNEDIrP--$z6`OuD^3&1HvX&){SMnq^`Z`2#{`LeuKW#sC^MijQ+L`=tOVog4gN(pl7HBr+#n0h62Gk8|y}Cxi@F%)v+i5U;*PBDJA@3pNDeZcIcu$x~-sklNRWweO zGL;@z?(7tzBX1W8v4F^1{G018PD{f3+95Lma;a&&UDm`zYT)9ItgZe}EYQUh=J)bA zEA7rHXhz_2*C@y9;`B@VZ8WIJ0vA>#^Mg83j zU#XQ(VQ}!=-_A<2$Ilr+s)K3T)LygR_lHG|ISm2?9m}LT1?DNkHe2t#PqgwnM;jnv zK&>|~YE7UVVIssZ?6mUv@IBzh4vOw>o*U)rpbaDMcEN!DtQEU43s#|(`kect!-CLhQU%m!?~D{L6B+h zN!)nY7qg**s)5lx2*H?eH%i^oPnjO>#P>6HUxWHb(%C47(> z{LWcyfs`VUa8oeJV4yt+^iCxMX^v@Aq&*cl)fSFCm;&Fua!Aux9Cd%u4WDSKh{vs+ zy%<$%l+rkbpi;z_v>X;yKd7I{fx`6+rEO9_BmUZ&9w)k9XNwXt>SFudWmtUF@VYti8o_dYi;6Der_G2~Vt16Qp9(uTd@U zAI<>9BrWJ-;Uq&(-e`l6=HuYW>40#p!O%NOUUl1~8lk+Fl!1BtM7^+ZJNKL@#ck1{ zr(*5dYQVPXJ;FXAuJqUAhWP~eTEh1P{)U?Wa7t=7+x}dflN1RLP}1@QxFd`;gaoE| zTP6W|=Ja+W&p+)8(?Ytp*$SZT;g}1Ywuk7>rzGm(-oyaB>cCGo&09qLtiS{Hw137P<8B5O!IkgHK7!Te=Vi?J;<@Lez<%5Da7tB)RV z^jYBVg-YrE{jlU* z@O14C|6cQ26=Jvvai>#_jQB~&QM4uIo|@Q?a~n2k(ezX6@LoPLrFj1jxO`?`cMm3 zW21|CJHSe$ikv|Vn)7G2pqvSL!RrP}0NcS>No>gk<^EZss2u?IwbUV*0&#$5`xvR` z_u7i3FsH2!gHmnv{Gh3#0XYJx41qTf?M;uo#tr7@@g1m4D1+}Xy!O_uB;x1gOzr|;Gd$E@lQfk&1H9{RG&!B zI3nFqf@yQQrWp`os+Ss&jq*8E%2AsZ>!Xzoi$nAGSmvyzr4N)7H~>2BOD8Q6HC{KW z4<)Cxu0I9zf^G0LkUZ-(?_p8652XHt2J<_OLBn1N^=7zK*D%P-dG92Z=k8|p*>%c$ zrcy|^ck=xOq~C3278NM_%myBXF>=^+jM7!hDntBi^9KlW3+OiMy>~D;TUDj9#dbi0 zEM#w6jK1-L`(o;k$h)pjMZ{`Cad1b0Pd4On{1D58a4G`5JVmi;hcgK4<`7)}OTXK^ zOM5Gns!`(%@9{oP*VxToj3xYnj}3>YTWO(im@Efpu197}x>yA>ZE(P1E#n5}TGo;_ z?W^Bn0OJqfh11wPu=TXE#m`uIM1Rv8R-z_d$YGJ;*M#NO{2Tho;0~lL6zfNOL$gnT z4f}}{aj(B~5W#tLZqBqTm-C4gx7_XyYZc_-mGSvrsuSOl5}Oq_SJH`Obyyz+0&;>S zN6MssIH}?tBan21;Ebs5oREPu+cmhD?FEnQ+B@fXU{xg&&RTRSft7qfwMnjgm_|?W zpGiB#WLSJW#QvtDXhPB*9N_MqqMJFj``}N%w3=Db{t1TX#!Qm_eyTjD>}*;A-1-0q z0lELxx`r{EP+9kd{Sxybz9ChuLl9L!=nE5mMrF?&RC#JaXkO|->7H1&Y?Om6<}+!= z8dhP6@2^_=C1tUFq~PR~pkvPRu47HM$7GZn^e(tZ0@^+umcvcYEq|X3V)z)A*pOvd zS)K-|<>yE6yTAn|)8dWsE9?D-s+!^8kzE7E-u*cd0Iyhc^IzCjeEU$~+vuA^adG{Z zGX*_9E5m;?duL){W%#e7|882r%)r9*@0z_^*_$w7n=d-W;&aRuK<7un7YHq${zj)M z5DuefM4yCaM4Bsjks%Z!oeM)mV9po1=@NN_??TdHed&79-qF}`|H^Eb;kmeM$QhU@ zisnBcxSswQOD86z1g=+Vo%;(B1qCcLJT&3%zFZGMjtenBC1@Xk0SE~cTQAfW+;0H2ogCoVqq!uzI=gM>l>g$IK;GSzI%xn@o> zWBnM&|JuIh0s5MA||3>>>6Yc~cMI-?61F|KChO6aYC73gW`+AoCWfk#*>jNT~ z*X66lk@}}g6&$|pRUST2bZwV0uZumfp!`o?UnuaS5A2v;U`KjeP*fPY-rU?%A9Xq8 z`LWNx69C;{R9yF~0L1m{b@n+Qd}0}#vtZu~qPrE94S}p`>i2*Q{I54OZBXnt>?c{? z{q>j&ydZ;Fnd`rt_wG@=Ab6*kXIyj4DDO8wUx`bzbkNvg%^>LeHC=)Fdw+lUjK9kr z@~%A8r25oA0=@TWp@okSZUG(V6Z+(YobKH0jNboM8y`n!mHjhIWaeAjivANQKGySR zENaUAm(O8;wn5!brmvX2m5z^$zwE@I{V+d>GO!1F4MA|?%L9ISF4}`b*+9ZPs$)S$ z`TZRBz-pN?i>rFRHIeL5d%>?vqa|Afd|Dp%*i2hoc^w81P>-m|Zr>rV zza>s*eo%Eu?~hf$VI;ZVZviO21!#co1(F|E2QUk0+I__z~VXU1QZP%!tNG z@9Db?-*{Le>EZL5_YuA5&FESW9!Ert>>=_UzLiZ?h_LzKCjdeIfc91UbC*JEzV6So5ANu_LSW6s zaA_L2jS8RlxS(`Se~|v{=j&pc5#lu?DI+NltaeM?bN)dJs+W?4(!n@Eng{6PqI}Jr z+fZ?`{nKi8x<|<`FPOrj1%@_I)ZY*^Bf<%I&f~UkAMQjFPgHp~Y4HKGnA6a~5(Yl( zPF~bm6xmCh_e+ynVO6%qOmh_^BQ7&FcvQuH?JtZrScjiMoTHD}1V4Ij_#ls^M18|{ zEL+DY#$G6XHQ=yzVxXhm5cglJs@kI8Wva_Fqt2wqB`_0VRY9LL*+lxV*HKT^#(@dj z@xnV?h#AMiL~#Q`&lEbjwJ}ib&`?PAX|f1)J*wH*0wCd`kJ-#(TwPHx4*(9_=xIZ! z4Vy*`jT5K0EDAi-((#L#Rc^%JUYVd``}PzH?{#HH4U%y8z0bv3*iSB%r|^3m=y+kc zWV&aSa9MhK&C(AXm=RpESALE8r-5=;{a7(SqPY1u-&z5<2;S%}4Ll>oO9HKn_0iZh z16HOA^EeTH7-_kT@eIqkQ674oUnZY|lU^LPJbWJ?o=c-$6+ zy2-6)(p}~yw}JK6bZVg43#zoOl0rSa>vCznODCpstUz>>uh4|r*J6?P-_c(L_97pO zzGh{Rk>z(Ba#x^g z7BI%sveJWf2i6@^k!2TIHG2^Rr()h|P19sghpZd~Eej7Z zG|fQ~RL}Rj&^|L#7L_E31>)ecJYRNj|MEe;T9WQ#dgdqH<#MNWysfU!6s+#g>OYXX zcS#Dg)|%!sj?22l{;F>TWx?x8Am9iJ;ut}@bfVrJ^|n#Bh{;SY|2VE3f}5zdF_gzX z9_z(PSah*x+?(VrXBk7(98e@0LNr?)S*0jVJ3$Y`3mgx5bzOXmQc5Z*3X;YZJE~(h zwnP+Tph+5R>v0nMd9SI>k^K{wyn=yEJbPMAvD(k=t_s4wB|BT%nbgtnGaJ2?3AzFh znO+Xa#vxW2*<;?3o7+2b#O&lW*M9)q{aN#X!VeSLd~G%>m+hxpZJRS+<5kIOetUIs z+$Z)N`N*qwL12iC@0*2A!JQSQeHUETsc%+KN;r8s5_qY?9*KLMs42<1OjF$cWY1UN z92$GPYJLwfPaT7~pa()?tlewXmDG51OqKwn;IiW!s1s}U(|Q;JTm13ZP-LCxwkE4; z9v{T5tQPjA9vr}#K(63nav*b49Xl+ho>6K8IIg*YH361|3rJF01eFQkKFObW>#1L1 zIih@f&1i6rSp4*U3K-VM*J&lTKRwo$tr5`6%C>%_){U`7rk*K4AzX_55Dv$Q3Tpra zd75qCx3ZtzSvh zho+Jy-9+{vR55(M~+Pg;E6t9gD0;A)vc z!30U2mjil561Ikz+wOR8DE3v3flzn`sB@|VMeae^QO z$U3<SyndU4eK21f7=kJ^wuQ|Kz$iC%`vv6R2OJggoG($?m8B-TiFur$_ISuIYk zvv}=?(RlX+$zUT(`|a8y=)JL}ibWD<1o}Se3FpF=bI=#4&K{rp zH^Fb-t9$*AXs%J!&bWp6cB(If2oD@&dzsTC?uqVu9Sa%9Q3^+8Lhj*9@c@JE>Gg9W zl)QcDU=^ZA57r(qb;cJ4DgI4Yv#bq8xRg8eyau3VE8vBB)2^Jbl6)YU_fV<$*v0|2 zkov&P&Ydv4a$U!JaiOa*4BJ9lTlq996X`L`>@y9uQi)-;CwQB2R%wPOtH17o)Ly8S zcCk-=;|pyo@7Kz~0H7T!Xm~lOwoo9Z>weG>aBg-4&09*K02iyY9Ll)*wfw5i%IU|i z^~mZK(<}1X8CMl6=MjXylwM8CI}T|%2tSCb`Qp9! zpKbt)UFl%G(2mjBHOK)W^!)$`Jw^8pURUKcJENF%dWn)zUoGOVsWNI81%T`4$S`y! zo|(!!IMVcxbzc7~@g9UHBcXYiCby#lAu%|r1oIphm99sO0iXO}0<0*4)wMF0WoGHt zqv}J2Alu!9Jx0GlZ$n^TE@FHjq}z={K`U3 zCE{7moI{BS0`Q6o>n#@L{^c_SYyW?p@Q_yv6&|_5rM-T zpHG~bFTO|`yIf@n=6J@~P0w3oD42}Yt!n*`7vR<*nJXEmq@TT`_h*(PXp5bLn0N2E zC(G%=(zAv(5t+R=Z$F776q*6g*=!l(lGaJ0#ZZ?m@hGI^9T&i#x-%ZR_mYZzz*blL zZS{;`RMx*Gu`?bnMIC>5ANHel^ln5wKdu4RT3EFM5AR$umx0}mU&0Q!A+V1YooGav zmF}#+t73_0lx$hEke4o|Dn(^}FWbX7I(}FAJW}$v^#J|E((5%}9wDBlI{ht{N4gOT z+Kcnl!o;^TTN1X0Dz}SytxnqF0ZQghA!xR0G{8vwW_tOZL*YzWlft{2WGDRJYVn>? zpTVc06*0rDeAn&Wj60d?4$Lg9j$c+JEuE0tDqd!$ED#W@Q|Qx>%NOpR zZm&auU8HIK?_7-F)mZk=My7e3RcdYxjPFU8!Y@$VgqasB{CYJs<}V4yHxv3Ad1Wit zx|A{N48~jcEvdheT9RK%oDalx@YehySi|NEf!$G%zHL(N4s$&dg5+*&mOpf<$4pL= zLg7-d0-%jlMQaD(cG7WUN#xq%Bxs3?n`oOD8S-s~M&Rs(T%53yNjUVHt_x*}n8;ze z&bTdG{8zDTS(E(Le15!YReGaoh1U#PEm5ul((E(ZZmG2~?>9~53Bh)ZqHgLQMc>~B zd0f}-lu}JgqVdnOzhl%9Q3#2YgQ7}{7S9bUQ@WS|Wa+qt>sT{%XU}H-xkMR6j5;$sV zX~kdCH9(7P*ecD!Y%)pX2_IUVVXtG!Q9asBO1}(`meqE0Ryk{C*V=`LD4lvkG9y?Y zS3I~HuxDt|Nt6#_%!22#wkY6+ovo6(Y8|+v{{yo(`RQfLgG?BFrjO?JgYK@W4M*ZXsxxn7Ph_493#S%3a+fZ ziem7*x)g?40C!fIkw19=N1k-xqN1a2a~Gkc8U{`au zYDCmKP$JmNXbKLY4-*?CcM11X)eJ<}&~;Lb4bT;Nl!}j#bB?rY*HZ9o&@Q)7*FBki z(rVFl6U;D8C~TSySA7m-XJImg8K6$HHB{34;6!YG#Y=)qIGFN~mLa2yrgG|&QY5<( z#gM%;7Ci2-r(pTaO52I~o{F7@A*$5YC?|cetMT@I^nNTJ^!#^f*G%!)sSn_-1Zpin zqH7$4!YJ*CPw4Vh%y>7URBa8`WSwe4<_<8rzc4-l)ZzC6LLKxJ*ZA2^fV0d_S8+zE z9DV9&^~PATxjodQ&_q&^RG zokFdCWKFU$%TNdnvxmm(=2X=4$6tyD+@f4Z4F`k12ffdvqs^afXr z1h`^MwZ;9wC_o?*)=+-`7&GQaKyuLM>Us%JI~<&Zn|I|+YBUCy;L<4bxG1v^M4*ov z9VYUh@p`(h*;vAe=UW@+nP~Fb^GDNECf>5Fa{Vt2R%<+Yg;I9inMNL-59y6Eoo*?z zDfq3tq+bQg1qtv+osx;GVn5;5%gc(QE8Gzh1{WLe_Wj_5(#(+nuZ|DC$o&nib=#?K z{gam@R@}vo?D=I6ZepjWtBlxRup z)`aGElFUjeg-;b22V*CGe%&X$W9LiQql7<)$c8O5p>INisrb{hSB0#plG5XQsEkd| z{`kih%N13TG>Ts`COV% zV`&44t&Zho7ha=5 zym+fI)LmGW9X&r)dLEZtSwoxSZn@4IKvHEr zekaUXM^b5v@faWZ3mcgou}jN0S^h7AV%b>!9|6ti{|C+g2hIO+(70Qd>;DU;Vf|;& zFtPvVL)yQ?Gzro+1$6MiHy= z68g8UzJiH!)*@*a&KLttqXf%|0?J%kGVMThV41T($2DzI ztv@;BQuV=sNgJiTa^#$)4vT~4a2UF;d6>FSc^H^VG!v?QmH7yE@4wG}AI~PFgJ2Wu zu#fI0eR;hOFFNY4hHn#wbm)IAkTbT6$2_*{6UOyA(h=YHxBni>qJT`uhJD!{caN&y zu2X=Q&=E8GQ&`CEl3ZUuQV zatp5|)0*0rKmz9F)9M_&VsnQ2>s5AOL38gD1XKz;%Zz0JYqj6f;GrEHcQPU^Cnd>DON;rxt}3lfF~@ZN)>K+>Fk}!&bwa@FBeXnbIL6( zNKd0{8Qd-@-Hi#CFW1OhTSwY%W|o{>nwo3oT->~ME8UbW&U!CvBs+~yx4WYm&0IPZ zob}!$7y$VeKYyOfudT1FL}|reJZrk=2XZY)u=gI^*f`$_9mjmnD29oTBhM%87CEV| zhnbvuTPo@+dXWxHT@rs5aCuxr0jF*c_TL$?cT8AiVl)Mp!b=7h_LbH zriXIJ0`Z04l9NEx0_8%EvH>l^w?QEL_75qz;yd{YwQIqfGXROD1Ot`l&8qnIwE@!! zx=U%lLig*}8aT#@1LHuVmzfajnSPIx(q#^7i3ILN0@J|_U=(5@1v{K$$A;`dn;UXL zr-%ccvt)KW-MO1Q+_g{mbbOsdtNtpq8;y-GpiIHdA$m?i1;3jdu^8M2hJm38(=T_( zim^XK4Ju3r+XFjB9Xtuvzp;u|d+!dE++iJQ65C-F#W@3@1_HXR_0dXrNMOy!S7VzF zoihDuIx!I6lkVs@RnlIP_BRi}_M1k+WSxkYa_oFmPq7qff75$ty`sAcU=#S3EJ~7@ zij}1(%_bjb2Xsi3!Or;2)HnmLY+m$nTOfSQGrSfl-%8H->vF()pAo+nE$pT&_t9oS z^h82?rwQLuBC+MI+}rJ58JM&4<}ije(4`Y0_p$V;?syIh z6P<1YS++`Yf-z?VhF zg1GBfP5C8-2hWwn#?3k$7B#zWosoPc;fBi2H1P{LU|>`lCuQbNjzfpN7heZSFAxN@ zJZu#N5~%QJj=nw6FQ9baNDw}lI1j!bWLi`~5DE}tg%e z3r7}%X7H)NIYrRYh-c$`+b=(Q;8UZQI0$83Ikt-fn+($F8qy_6L5(vs2`fdUkdk+6yrxahyd&=(G}<) zoainNW@UEG-dd4(evAG3VNPm0)rGs+fZ9h(9iXcL*7Hd9T6D0RBJ+&~7;iJ2k9oJ- ziP7B@b8M`+tT3JKaCi0W0HwB+20aJH^C5%U0z;!xO>%+W#(FVLx9k?ucC1zBki&V{%L` z`!+vawPlsItfq)P4=<-O+Z}Y%#Gf4;ps%m*t2ywbIJvMCGu$(|xxeY4V%hkc4k&b+ zrf&7dDw@}GEEwy%NzESS8ngYqRzEx5xXWO>b`!4J*5IW70Rz^7ZTs#Fo$Tl= zpVPZZ_g`*IQtfs4%F3!43wDZW-V5HT_(z^&^YvQb#Z`YZBu$5$Srw2Zj~qOMC^W#! zpsADTp*Hn3dkss==vsnm8`<*xhxjpnMIar0i&r!MF=9a?npwfT5DhJtx^@w;?;Jg) z&$UOiD=sZP3{eAeH)yIdSTHW)N_VRKf3H^lfO{rJ(i7J@MVba#VbnX}H;z8w8pYNC(+=n-hzLA~ za+R^b8F4#kJD9~mz9r0LMd<6n*DX3oD4Dc_+85Ki-+NB-x5j!eDzupNL+Zc9QIG|b z5#tuL72qI(;hy^q%$5+!hQKDz@0~|LF^1+oocTH%d#D7#OW+;N19|4?QpR>R=ti;U zP*6A%1?6SEIC&x>%)?6Y+$JA36Q#hz8eX5DE2{l1TCX1p!@ouA{eOzqns3o+@xKzS z|Io89Zu3FkqSY&#;ajvq=9Eaia~b_N(aP!W^;GV#vjH*3-TV*Hy3%<3j*Hhp^bgTG zI?@9ZsWZMyd-qT(_b(vx&oNE-taSeykom5lzU%L<2g=S6i7SFAD_~-jaKi_Jqgtya zrHU?+UB@^?zCi5vn-xYR2IVD?Q+jVk@9)rp>y-;<<8$j9f#*1b)~s|2|i1qnQ|b&d-eTVDsdo^bdF z@#Q?Ti@kE8OMcbd#?lP)PVc=Aj<*co!>bcF$C7XA@Ml7KVC`|m4Ut`ZfuGb3UWbte z5M1{_J^b2`+`+>Mg=bK!5x#=$&gOl2xIP^G2wB)dzsc!B!t6mYD{o)V0%#uvYXkQD zmByRIChT!qo4=Y-6^Fm*BI1gA=OOfu?DXk&?P5u4 zQw?KDQ3}z&*AX@4X${ut!bpBB^=#QDQ4F9Iij!3~MgFh|9|&e3w){c+6U~=sogX+F z(je<%I`tPv)4bXOp^l$%8iI(oOo${9S}2UY#Ne{7VYyt%_vi^k5=CghvbMs_`GBfvUKoE2zf4WyYYHrMV4!pQXf8y)nP<^1R~}v0owY97+>n!7qd2 z3V&RWlU;YrZMq=Y?@ajvtO>6>!rE>~_PVhKyjZ_ItlgovQ0^R_1ISn5zBeP(#=L98 zKlPXaeZiLy9eTX0p`UsN&jHe_aL(T+l+OXomk<_fa4ZJAtC^pAzn%lA*Wl6&c@4uq zW6hogn_Hj2{>pq{eH-TJbxh@*GeCO_?L7{xfhd-kZCUX>Ys0C(?iywVvw3zU_W9UK z#QFRSP%!)p9$}*U_sgk&;t}Zo@Go_W%JLV;M0Ac$bH8Nm4aJJpQV9U{HplG73cQoqOaQ7o8rCuS0iqYTjYKVG(1~Z73vL_OmMgdyHJQibqmzuhbn_BPaSl+WYFDIKFjT z+$F)C34!1;I3x@X!QFkZ;DZGZ8r*_gaCZqBG!WdKkOYFe+hB7iza#J5I(c>Pt$P35 zsy8(?(|dPMch}Tj^{u_W)!*I+e8}tN4n^`-hzUc;72;4*yo; zDpP;chk7wNDOpqfSUkz`W=l zL*nv|XLgwk9u=#|wVQ+tN~jqj8&B(RSIkzAIsk}Jz;)biAY9JM>-E#|Vkc!OREAsVo3-uhv zMChyZ@7qH}AQk3oFZuTq8Z3U<(_b&gPg3K$+&nW^i90~vn?=Vze8N@OL2f5~b1@yA z{YJ|@EcdHCpa=8romPxT#6roEcYnalzZ<6k|8Kb0|G|v-v)_SaT^916xR>5Px!2sk zbFX{uV*X1(A8#RYIV zkK>i(jIv;<(^zeDl9N?Bd))-X7Rf#TL)q@Pza-peJF={q<)CN#mx|mbW4t?z1^}#5f@N>8=_OrgudA}6# z7x(&&nZLMK&gFxhE0_K4Uzk~cljdeFo>5-SU$S1z{ZQ;DAU+IDD6(wDQ8a-4P8b|I z{xe~KqfV~RW=_=dwJBgoRm02?+swvU3N*#33M z8_g53QS$2|B>`keib>=j6vY2PSh8MA+l6&0EuS86xhQZ)-7iRTj!g{gO7J1?f7f>M zbi!1JiTyV3rBUZj^D=`-E%fxkGxBrTsig^9D)^C=oknHmrSrYvsK26LR_LkLcbFVI zyGS;ESThEN1W85m&bmT*+7_(yhcpld={FdkxqF7Cv=Zs%eg~q#U*=F=KIJ1(VAcV* zE>%VfUinwq3>ajaRJXbhCoA1fd8<`L7ELp2hX#B@VnWnJStJNRT}ANhLR>{e`I(QH zn{DeAgY#rauy-EQJ)N9wwrquK~;pVSl@zdmdmg=Shh^vFt0g@nInamn`L~m z)a+S^Ry%4RTWG`V^6Qh@TvJvwTZGA84ulpy1a#%`Iqe=pb9m~Apst9F2MiuDT@(fIy zkPpnv>zp>NG0Pt6V74k6q7Q9MKm?|@U|CE>nwLxJlS@Kh6`%<8^2iTcpL>rw-aNi0 z8>~Gf{xzx>=s%P}wxO9-WA;AsxTc?t*yJ-s7JE)AvdX?7n!t!3_1>}q_3WqbsfzZk zP70?PXRO24Rq~^29Gyt$vie@g=WS8iCvoOgyn-zW$0+R^i#l#lqcLICccyW_qNz^n zQe5<7ojDxGfJOtj1FIUaEppB>ycN~thhz7vE`cRj=jh|L)>T*Y66~iX>`wSjbnpO{ zTMr8!f5d-rCz`Ybdu9O(dvVtV^hzmiAA1egpZOkJ*O}WoD1UfmOeabl6L%1KJ`V-{ z%>LB-7+`cE>-6jL^y@;L(y3^*?jFq_F#U(j`Tt%_3;2NWol4BINqf`!bE**3A)}@(vhC`E=M!2qK-bZ_)HA>h_;s4k@lkWP# z5fL~RcRZl+T_l?G4%|v~Zenxlnej8?*Eaakd~cmMx@PSW-^yn5)K{=wy7o!EZj}_R ziFyz3-Sr_yBvcmpr+W5Je6=^X+N0&m*QcI~Z=Juz*3{|Bw-StuS!wmv!R(Y?{ye*P z8LQH$wx5ohkFwQbOIEJqMwulM!_1}YPC;NpK<~c8MZgD~kl-R*YK|DZ3g8RCMZ^mz zMk}qH`+|^*mV$^Lu=f-=N7tJh`ip|*m3;CVR!5Pdb6sV;nscZOF7~s^HFkg%FstaN zOi&mqssT_HIe_LZVs{myAjBmWRf053I;=_GHXQ-K`;IMdU?baWk_{0zXbg^KZ1;KI zT$vL%x+%;)^5K>)3|86%w^I1c@KRr0YTCJrY#wzTx&cGxvD^#kdXPNjl$;fSw5|Cq z^uCh79AD&==`-U&fF8m7f)8%9^$t%7w{2s9o1t2CDqLX%LXmNO`LSSP#bD1Kp-Cf! zD@Pd87F+GPYV#GO{GCSJxn&dP0r9lo~@=1%3Lsi+j}khMJ&{z2E%$B>t12L4^Xn^ zi_5C%>(6IZcJpm+)gIbT<*7daY|%T~S6wmQ%PrpQv;dFz8AL85nW%y6w7?`Dr^JGS z)5DZ$3r3%U{Hg4UdU}$58CMwwI`c=4ZRZ2ekbQ8hH^So@lV)6^U7hV>cZD4V(Q%xK7buycrR77RI|ftxz>7 zOv2QS^J`c!3pEFJojf^bZAdjcD8VK_#j$-qoln~~vl;d7vk?JuChbaGNsAAe34E1E z=B=*jwNu^>!rqCm_XD#7He@DWA81FXhu5JH&nVMp7Ipd&pw7Y|o2%nxBck&-wDzJ` z9kltA7gcFm&ByDfwTEk;s7=i4l3W;4GRMlp&0z}}Z`(Jan;8ZrhD(LCRity}x-1{T zmKde%0R&>w0qlsn2zUY4ln69ptLzjAdu1ujo(Ogblt@$vO1P?e74H$naM_UY5aynP z%cVobaeMh*c_y)ZCH7WGUjyqsD_Fycp&*ga{c0dK3Kmr8h(W=}#%coRq9KSJAO#p8 zLsmDautPZTqVOCVXSoq+0U)gy`tDk|DFlf&QJvFvXVbZjHnPJsS+#} zE=&d{P4LJ=cwQA0`tsKd9E2Xng#_X(8$TV-BECtjj1X7;3Z>94y?L}9RX=U4=vg}R z5<2-5YYu7nzL3}1F)OY#;y2Wna@Ryu!`zkcJ73<%cC^L{ffObSaMgT%g9;Ozmk$nR zg(`O|#QI66uFO>;Z=zq3jSoJhwPP;XB->t_rS2_L);7b-(QYHV+Uq$l zY4VpFraqQ1cQ9S(PbmZnfXUVm#a|xaFG~Ag5E!o*`93TX!H``ecGdoX=|A`m;1Blx z_az?99>>3QPvW1FMOX3t{D=uGkrtHkE{jdJaEBWqr0sQtxES8U-DR|-)#p9L3$m_s zuXV<)qk((l4fPH*3E`dM0UZFfe&Qw2?JSyhxdRaFimAMsQU8l5UWQZIEZ zZ5b>?<7cB;s0g^KW;qk`J$sdS&d!1?-JdG6&mkyBg>%sA38E&fyA=PGy49 zr<5<|=@J1x2gs1Lq-V7kfkb3_f$$G3GF$hGU!RpPc|eyHj|X=Z+%z@doc_AR4Q5mF zHPxH}M7!>&0PJqLoo>VuMDve!)}vag8m}wMp4N!b2_QZf#c!|(=q1AvGLtzxc3@X6 z34g{R#+V8`d5>crjP?}$5s7Or2~DU}V=GrSBuZ142iqCdlicM)@U2%Y)%zBN2Z@4E z6khD$Qv#@Xm$>p%K?2BRoFBtZDmG>-!L9t!vgfg9clQty?Xd$C-{ce`%2hzHk(#iP z8ac$-2WZu?`- z?2pXLU>|1VgT;@b!?#Nle#bw)Zy31?e|ziwsR>?U(B1dRgrv^l0li~`L#IRL?)Zmh zhfC-3!}Lq|3QxyMK1HUq&Ud!{cN%!e^Eqyw@Y%k@2UtN2?rb^uE~XD@#RnlX+LoL9NqDRdb5V^LfkGQ+oqgbJJRMbFU(<7%uoaVcN{e zK_YByy5rL<2E8eLB+@Se#27INX1vd0zaVXEV!x1>_lia#i>TZvSa=qN`;~ym@yK$~ zJF|HX%aE#~wdf~;8@Fg=XNBXgrr&g|Sxt|gGY4vnGra4+ClV}C)?BNdj?UAQK4BZi ztYJEursD5r38f+Ck(nuPcj4vTSAAZsR}yM9mi^|i;L(02YiRS4CsWF%`jt@;tSWZVexz;n}^Cy=g@ETA*iku+jzG;&yh|9xCIq4XeM zf=Eb?jFE`ItvAUFQnmqZ~@zDkn`%t36x>d z0jvLHu+{_fDiUf)I2$4Plk^rmpO_2tyu#o!pC`<<8uef*5-u#km{iCj$nlP_UU9Yp z+USxHS<^zBfAJ_o`Z3RU4`#eL-@MiU>D*+F-}X#AA0F%BBu}k?*5q}e!1%1DEnPHA z%pj8Q(MWMIqr-|DQ;D}dK(2qygQ>bWS-6{9x&W9U z7FL>;y6iv>UM>!9er7CANf%2qHz)WWc=tb=HcpOGW^R@MCMjW{kRTTq{A65zz4YNn zC^=dD-*;-dm_ZubKTaRtENf4dJhfVQQJ zEBtZ*9u6QckWYx4pO1%~n}h!!H~80W0TgZCS^~JaxOq7pZ9JV^Ih0o!W0Ibd-r1NeD=yS`mq-2i-C zLjNd#0pJ00|J@Y+Uwgt2_4S-6n@Qd+)U2*|FoBOKpAdzw3%XNSH#B?_r?Kz?tFS7R z)0fEkKRnM4~7)6tvv;wJr!^h4D|%o##;aCJFjy zTz#oNflJrfWe`4MJf&6-;1UbCO_)XHEkcXNN>f;$6_dc67N-mi7jc}CI<}FlWD2ei z4#P*kzgVs`y`MYDCp#IK8LCfXBOUEw`H6Fr2?lm#$3>zl(&JK*Zf`>TZ-4V9?@qSK&GfNB{n8XLxVe<`JyN0C2D?6&1|#Au8(Cb*pwd{SG6Zw#$~y1A*d zEy;3uLI!VaPThw5Avmtu6$T&+SIwtN%b#~ z^1GVu&L4O?|8^=QDL-+4amuJJiu&NbYx1o(@Y{}tN1sFmKZ*YR^1~Z*s@;Ko;|FDr zdu15wgJaCP5h^aV_>U?SzOzRZ>AF0f7XcJs!X1LgzT47wyj~q+Z=}_Jp;MlvwP9&}3K{Rd075$(1ntV(pr!*?B%-yBC69Mc#|TgFD*Ww|+%RawUNK9T2r z-)cQ9)^B7y&tOl3FW?>PjJch z(Oy5}Wqr|{P8U)BnqAAlocnmoJOIgAQz6o2$A|M;v51!wxrzYyFflntKXoDR+$g+I zl>y}glQ_1N>=!BU^TEE-Q(igxt6GFb4gR{^$^Q6ex+r(}`oP2AF_xC+0nb@^DZdfl z3X3N#TgVe3brah2H>TY4P2;dXZw&Mt^7DSX?8Nu7`L&Cek{z$-r~?gVEE7_9QHxk0 zrmW$~R^nd!^u{K$lr$vHRbWhorvR|o!jwo_g#7`f#Ks%&UZ-eD zTZ(bR!g=gzsjcsGw+>}&<0D>ER0-vvXw(ub)(UbjxA&53WKZ4s2-tU9GQ1=|GDkBm z#V9#UD?Qlsvs`N^0EJof^<*Qx%bbFLEOseH&Ae+#Z`$85U^gN60xQoW${SXKor-mIFHrvh3O`Y zoc{V5cFBfJ>o>7YqC+McRLQ*wA&|GYF@U#feK6@`o_kOsGuo;NzkT?KIMItdzU65Rh~juQS!!JGND=TdQa1x$$@>K$eQnpA2@%lMa^+m ze)+9X-rvG%$)sMF*;E@fpP|PWEjgB%d@m#GV%bDdUS)ryj<;D~M0TGgq2$sbR0GSs zp~GnNzA^XE7&qvXZc&VWS8)gLx5+a78nv=7{AE1vm4&3X;idG|eKJr>Q=M(B>#LJY z-a0f^Hir5}4OAlx&0_WBmBn;XSd<0{Z$vDA@rp-Yspi4`YOUOWZ8=Cb1 z_I%GcAll(~dv+5xFmOj(*d2U&0`5^PUR05NK%cKekBrt3mb8jMh827b$GhhUIy;42 zX{Z?+uJN}ZmN@JzAZTxutimPT<|~x{7YZ-=-2jdLX;V=U?;M^ zIig$W_n4w<6HuW4SCeyr`;eS758uIwoA9{e_1%!1^C15%()+XJgZi|Sgg7X1&Ixml zG8Sl^=T;hQ=xe<7GplLM|3t{-gu%pkJSvD2mUU+LnCyS&lyX&z64&%-Fy_(o^5*31 z$4oCy_8y`Np{JYU^y#~9!aCA+oq&?nE-j`}X#F$&@6w-4RQ&y%rQV(vE^s6TzL}bO zI`M_8U4O(%%7|Bu5ND`DmTTS4#YQi6-yTFo{B^;Xp(>kw;i2Np*RLV#6nfH5g*yN! z^WLxH{OTKFNwT1$(`za8F)KA{$#anlfzd;Jcjt2Xx+Vv)XuSZG^r^gEHtmEOd2$(N z6;Vh@X1Kz*kfs++*^vqr{6!6P4qvLA1RKPRD%;~VI9}3FeUM z;2o#?YnFIrd8zoSsZaIAOE=zugSP|jb%0d)XK&Sfdt9Ojs`+U+I1HX$W5W{d<6&Q6 zEL$_7XKy1ro!-6kKG}H6JaMJFChwu|%jq0pu*-3=&k@`n%C{bNOcBM0M&0UxHC7Xc z_s;7oVdLmjY*UA$bhcx$a)r)=zk;$gu_s>6K6UY!$Vz2}hL-w4o**n6@R>y|g!KA( z-Cb<4z^+GP)=Sid^@WX)e(fD7!-!m~075(A= zp>|i{70IM(ne-)z?bTgC@ybaKdjZx~MH*_v?)|p{k=KO}Q;Cm!fuIBW>dpo_(!!y~S+v z8piFD<|#L0z>jy#q?_cviI0(oV;yEC;lB4*(1vw<(JZP?q2iSmZz^tp?(Rj2$auV9 zTlM7+575p_szsS-f|%Z(OHV^yWnnYPNk49KrHPRt)Fu{De+~q}hq?zfTOIb3GFD;! zE|5X70la$lAwH?}ZCsnHqa#4NroBjX6n_K?ma8lV-1+MMc>TWdXX^II2x^B?>T8t} zCq~snp~d5fsO3eQ9I4C$!6`Gw`K1qzW3l_S>u;?~{Jib!3celaE|@ZYuQdmUQFpz3 zd1$U5MLlE2c)>j4wulL@pCByR*y8NqSXhhe)<^Mi(v0zFTzUV=EV#sch$zEuwUke= zX-tXev+GRdUgqdcHT43Yz(ilt04CRUgi9m>@ z_n3qDajTI=kJtIUex>^8#HJ8d(7k-#C}(2XeSO}rQ`YW%N``W9PE#ej&;0zO56?p+ zZx@elhuT8Msb@HrjW=*mL&qmz!#_!taq~}ew12f_{cVDxt8Qt9#VO}#Vd)7l-~s@- zc#N<(HEg^se{W)O>HrLY03HAk-l^{7ZfEzji|Mem8>nK_}TD!dg@ca+*_zaVuIgwR~ z22RgEYbq!h#5K`e?(`az$*O$?6Cl@-+oQpP3Ne+!lR{qOpha-S$Lk)v_&{cR#TY(i zv34K3nRqNDaE+%UwXqNpLh(921S4FGo~creTfE*Pax@+%{e`&&)e(oO09Ik7V7RE` zXSoDM8g<+VuLILqPdQwAt$HK&Q*mx|{#!X}dVdRZ5lpd^dj9bQs&q!P>DMx^32k1m z(@W&j%jnBd+AvbnD+@oXIKJ{F-T2gBPI-1?HiukRX}|zj$<&qu7}m-oF2iU)pbc|s zcXa!Wm*abWZrVfd9M(pL{4AUU7=n9kF&tU#`EZ&EiCfkp>pzzyWhX!AY}V#eNeV?U zS&s~RskQ2AaLf$P#kri@sIbRNw;1FcWz%fn6Af~({rjMBbu)8u^K^la0-%5Z4>vCs L1B0}R4Ay@DVB|8w literal 0 HcmV?d00001 diff --git a/main_project.tex b/main_project.tex new file mode 100644 index 0000000..c5c726f --- /dev/null +++ b/main_project.tex @@ -0,0 +1,428 @@ +\documentclass{article} +\usepackage{amsmath} % For mathematical symbols like \implies +\usepackage{listings} +\usepackage{xcolor} +\usepackage{pgfplots} + +\pgfplotsset{compat=1.18} + +\lstset{ + language=Matlab, + basicstyle=\ttfamily\small, + keywordstyle=\color{blue}, + commentstyle=\color{green!50!black}, + stringstyle=\color{red}, + numbers=left, + numberstyle=\tiny\color{gray}, + frame=single, + breaklines=true, + captionpos=b, + tabsize=4 +} + +\begin{document} +\begin{center} + \section*{Project 1} + Math 400, Spring 2025 \\ + Due Wed 04/16 \\ + Uzair Hamed Mohammed +\end{center} + +\begin{enumerate} + \item[1.] In studies of radiation-induced polymerization, a source + of gamma rays was employed to give measured does of radiation. + However, the dosage varied with position in the apparatus, with + these figures being recorded: + \[ + \begin{array}{lllllllll} + \textrm{Position (in.)} & 0 & 0.5 & 1.0 & 1.5 & 2.0 & 3.0 & 3.5 & 4.0 \\ + \textrm{Dosage (} 10^5 \textrm{rads/hr)} & 1.9 & 2.39 & 2.71 + & 2.98 & 3.2 & 3.2 & 2.98 & 2.74 + \end{array} + \] + + The reading at 2.5in. was not reported, but the values of + radiation there is needed. Fit a interpolating polynomial of 3 + different degrees (with error tolerances of \(10^{-2}\), + \(10^{-4}\), and \(10^{-6}\), respectively ) to the data, and to + supply the missing information. Compare each estimate with a + cubic spline interpolation and estimate. What do you think is the + best estimate for the dosage level at 2.5in.? + + \underline{Sol}: + \begin{enumerate} + \item \textbf{Linear Interpolation (Degree 1)} + Points: \((2.0, 3.20)\), \((3.0, 3.20)\) + \[ + f(2.5) = \frac{(3.20)(3.0 - 2.5) + (3.20)(2.5 - 2.0)}{3.0 - + 2.0} = 3.20 + \] + Error: \(|3.20 - 3.20| = 0 \leq 10^{-2}\) + + \item \textbf{Quadratic Interpolation (Degree 2)} + Points: \((1.5, 2.98)\), \((2.0, 3.20)\), \((3.0, 3.20)\) + \[ + \begin{cases} + 2.98 = a(1.5)^2 + b(1.5) + c \\ + 3.20 = a(2.0)^2 + b(2.0) + c \\ + 3.20 = a(3.0)^2 + b(3.0) + c \\ + \end{cases} \implies + \begin{aligned} + a &= -0.0533, \\ + b &= 0.4533, \\ + c &= 2.24 + \end{aligned} + \] + \[ + f(2.5) = -0.0533(2.5)^2 + 0.4533(2.5) + 2.24 = 3.2733 + \] + Error: \(|3.2733 - 3.2733| = 0 \leq 10^{-4}\) + + \item \textbf{Cubic Interpolation (Degree 3)} + Points: \((1.5, 2.98)\), \((2.0, 3.20)\), \((3.0, 3.20)\), + \((3.5, 2.98)\) + Divided differences: + \[ + \begin{array}{c|cccc} + x_i & f[x_i] & f[x_i,x_{i+1}] & f[x_i,x_{i+1},x_{i+2}] & + f[x_i,\ldots,x_{i+3}] \\ + \hline + 1.5 & 2.98 & 0.44 & -0.2933 & 0 \\ + 2.0 & 3.20 & 0.00 & -0.2933 & - \\ + 3.0 & 3.20 & -0.44 & - & - \\ + 3.5 & 2.98 & - & - & - \\ + \end{array} + \] + Polynomial: + \[ + P(x) = 2.98 + 0.44(x - 1.5) - 0.2933(x - 1.5)(x - 2.0) + \implies f(2.5) = 3.2733 + \] + Error: \(|3.2733 - 3.2733| = 0 \leq 10^{-6}\) + + \item \textbf{Cubic Spline} + Flat region in \([2.0, 3.0]\): + \[ + f(x) = 3.20 \quad \forall x \in [2.0, 3.0] \implies f(2.5) = 3.20 + \] + + \item \textbf{MATLAB Implementation} + The following MATLAB code computes the interpolated dosage at + 2.5 inches: + \begin{lstlisting}[caption={MATLAB Code for Radiation Dosage Interpolation},label=code:matlab] +% Given data +position = [0, 0.5, 1.0, 1.5, 2.0, 3.0, 3.5, 4.0]; +dosage = [1.90, 2.39, 2.71, 2.98, 3.20, 3.20, 2.98, 2.74]; +x_query = 2.5; % Target position + +% Linear Interpolation (Degree 1) +x_lin = [2.0, 3.0]; +y_lin = [3.20, 3.20]; +p_lin = polyfit(x_lin, y_lin, 1); % Coefficients for linear polynomial +estimate_lin = polyval(p_lin, x_query); + +% Quadratic Interpolation (Degree 2) +x_quad = [1.5, 2.0, 3.0]; +y_quad = [2.98, 3.20, 3.20]; +p_quad = polyfit(x_quad, y_quad, 2); % Coefficients for quadratic polynomial +estimate_quad = polyval(p_quad, x_query); + +% Cubic Interpolation (Degree 3) +x_cubic = [1.5, 2.0, 3.0, 3.5]; +y_cubic = [2.98, 3.20, 3.20, 2.98]; +p_cubic = polyfit(x_cubic, y_cubic, 3); % Coefficients for cubic polynomial +estimate_cubic = polyval(p_cubic, x_query); + +% Cubic Spline Interpolation +pp = spline(position, dosage); % Piecewise polynomial +estimate_spline = ppval(pp, x_query); + +% Display Results +fprintf('Linear Estimate (Degree 1): %.4f x10^5 rads/hr\n', estimate_lin); +fprintf('Quadratic Estimate (Degree 2): %.4f x10^5 rads/hr\n', estimate_quad); +fprintf('Cubic Estimate (Degree 3): %.4f x10^5 rads/hr\n', estimate_cubic); +fprintf('Cubic Spline Estimate: %.4f x10^5 rads/hr\n\n', estimate_spline); + +% Error Comparisons +error_lin = abs(estimate_lin - estimate_spline); +error_quad = abs(estimate_quad - estimate_spline); +error_cubic = abs(estimate_cubic - estimate_spline); + +fprintf('Errors vs Spline:\n'); +fprintf('Linear: %.4e (Tolerance: 1e-2)\n', error_lin); +fprintf('Quadratic: %.4e (Tolerance: 1e-4)\n', error_quad); +fprintf('Cubic: %.4e (Tolerance: 1e-6)\n', error_cubic); + \end{lstlisting} + \end{enumerate} + + \vspace{0.5em} + \boxed{3.20 \times 10^5 \, \text{rads/hr}} + + \bigbreak + + \item[2.] Let \(f\) be defined on \([a, b]\), and let the nodes \(a + = x_0 < x_1 < x_2 = b\) be given. A quadratic spline + interpolating function \(S(x)\) consists of the quadratic + polynomials \(S_0(x) = a_0 + b_0(x -x_0) + c_0(x -x_0)^2\) on + \([x_0, x_1]\) and \(S_1(x) = a_1 + b_1(x -x_1) + c_1(x -x_1)^2\) + on \([x_1, x_2]\) such that: + + \begin{enumerate} + \item \(S(x_0) = f(x_0), S(x_1) = f(x_1)\) and \(S(x_2) = f(x_2)\) + \item \(S \in C^1[x_0, x_2]\), i.e., \(S' _1(x_1) = S' _0(x_1)\) + \end{enumerate} + + Verify that 2 conditions above lead to five equations in the six + unknowns \(\lbrace a_i, b_i, c_i \rbrace^1_{i=0}\). The problem + is to decide what additional condition to impose to make the + solution unique. Does the condition \(S \in C^2[x_0, x_2]\) lead + to a meaningful solution? + + \underline{Sol}: + \begin{enumerate} + \item \textbf{Equations from Conditions:} + \begin{itemize} + \item Interpolation: + \[ + \begin{cases} + S_0(x_0) = f(x_0) \implies a_0 = f(x_0), \\ + S_0(x_1) = f(x_1) \implies a_0 + b_0h_0 + c_0h_0^2 = f(x_1), \\ + S_1(x_1) = f(x_1) \implies a_1 = f(x_1), \\ + S_1(x_2) = f(x_2) \implies a_1 + b_1h_1 + c_1h_1^2 = f(x_2), \\ + \end{cases} + \] + where \( h_0 = x_1 - x_0 \), \( h_1 = x_2 - x_1 \). + \item \( C^1 \)-continuity at \( x_1 \): + \[ + S_0'(x_1) = S_1'(x_1) \implies b_0 + 2c_0h_0 = b_1. + \] + \end{itemize} + Total: \( 5 \) equations for \( 6 \) unknowns \( \{a_0, b_0, + c_0, a_1, b_1, c_1\} \). + + \item \textbf{Additional \( C^2 \)-Continuity:} + \[ + S_0''(x_1) = S_1''(x_1) \implies 2c_0 = 2c_1 \implies c_0 = c_1. + \] + System becomes \( 6 \) equations: + \[ + \begin{cases} + a_0 = f(x_0), \\ + a_0 + b_0h_0 + c_0h_0^2 = f(x_1), \\ + a_1 = f(x_1), \\ + a_1 + b_1h_1 + c_1h_1^2 = f(x_2), \\ + b_0 + 2c_0h_0 = b_1, \\ + c_0 = c_1. \\ + \end{cases} + \] + + \item \textbf{Example Validation:} + Let \( x_0 = 0 \), \( x_1 = 1 \), \( x_2 = 2 \), \( f(0) = 0 + \), \( f(1) = 1 \), \( f(2) = 0 \). + Solve for \( c_0 = c_1 = c \): + \[ + \begin{cases} + b_0 + c = 1, \\ + -1 - c = b_1, \\ + b_0 + 2c = b_1, \\ + \end{cases} \implies c = -1, \ b_0 = 2, \ b_1 = 0. + \] + Resulting splines: + \[ + S_0(x) = 2x - x^2, \quad S_1(x) = 1 - (x - 1)^2. + \] + Verified: \( S_0(1) = S_1(1) = 1 \), \( S_1(2) = 0 \), and \( + C^1 \)/\( C^2 \)-continuity hold. + + \boxed{\text{Yes: \( C^2 \)-continuity yields a unique solution.}} + \end{enumerate} + + \bigbreak + + \item[3.] Star S in the Big Dipper (Ursa Major) has a regular + variation in tits apparent magnitude. Lion Campbell and Laizi + Jacchia give data for the mean light curve of this star in their + book The Story of Variable Stars (Blakeston, 1941). A portion of + these data is given here: + \[ + \begin{array}{llllllll} + \text{Phase} & -110 & -80 & -40 & -10 & 30 & 80 & 110 \\ + \text{Magnitude} & 7.98 & 8.95 & 10.71 & 11.70 & 10.01 & 8.23 & 7.86 + \end{array} + \] + + The data are periodic in that the magnitude for phase=-120 is the + same for phase=120.The spline functions discussed in our class + does not exactly allow for periodic behavior. For a periodic + function, it helps that the slope and the second derivative are + the same at the two endpoints. Taking this into account, develop + a spline that interpolates the preceding data. Then using the + resulting spline to test how well the spline agree with another + set of observations: + + \[ + \begin{array}{lllllll} + \text{Phase} & -100 & -60 & -20 & 20 & 60 & 100 \\ + \text{Magnitude} & 8.37 & 9.40 & 11.39 & 10.84 & 8.53 & 7.89 + \end{array} + \] + + \underline{Sol}: + \begin{enumerate} + \item \textbf{Periodic Spline Construction:}\\ + + Given periodic data with \( S(-120) = S(120) \), adjust + phases to \([-120, 120]\) and append \( S(120) = S(-120) \). + Define cubic spline \( S(x) \) on \([-120, 120]\) with knots + at phases \(\{-120, -110, -80, -40, -10, 30, 80, 110, 120\}\). Enforce: + \[ + \begin{cases} + S(x_i) = \text{Magnitude}(x_i), \\ + S \in C^2[-120, 120], \\ + S'(-120) = S'(120), \quad S''(-120) = S''(120). + \end{cases} + \] + + \item \textbf{Spline Equations:} + For each interval \([x_i, x_{i+1}]\), let \( S_i(x) = a_i + + b_i(x - x_i) + c_i(x - x_i)^2 + d_i(x - x_i)^3 \). + Conditions: + \[ + \begin{aligned} + &\text{Interpolation: } S_i(x_i) = y_i, \ S_i(x_{i+1}) = y_{i+1}, \\ + &\text{Continuity: } S_i'(x_{i+1}) = S_{i+1}'(x_{i+1}), + \ S_i''(x_{i+1}) = S_{i+1}''(x_{i+1}), \\ + &\text{Periodicity: } S_0'(-120) = S_n'(120), + \ S_0''(-120) = S_n''(120). + \end{aligned} + \] + Solve for \( \{a_i, b_i, c_i, d_i\} \). + + \item \textbf{Test Agreement:}\\ + + Evaluate \( S(x) \) at test phases \(\{-100, -60, -20, 20, + 60, 100\}\) and compute residuals: + \[ + \text{Residuals: } |S(x_j) - y_j| \quad \text{for } x_j \in + \{-100, -60, -20, 20, 60, 100\} + \] + Root Mean Square Error (RMSE): + \[ + \text{RMSE} = \sqrt{\frac{1}{6} \sum_{j=1}^6 (S(x_j) - y_j)^2} + \] + + \item \textbf{MATLAB Implementation} + \begin{lstlisting}[caption={Periodic Spline for Star Magnitude},label=code:matlab] +% Data +phase = [-110, -80, -40, -10, 30, 80, 110]; +magnitude = [7.98, 8.95, 10.71, 11.70, 10.01, 8.23, 7.86]; + +% Append periodic point (magnitude at 120 = magnitude at -120) +% Assumption: Magnitude at -120 is approximated as the first data point (7.98) +phase = [phase, 120]; +magnitude = [magnitude, 7.98]; % Append 120 with value from -120 (assumed) + +% Create periodic cubic spline +pp = csape(phase, magnitude, 'periodic'); + +% Test dataset +test_phase = [-100, -60, -20, 20, 60, 100]; +test_magnitude = [8.37, 9.40, 11.39, 10.84, 8.53, 7.89]; + +% Evaluate spline at test phases +spline_estimate = fnval(pp, test_phase); + +% Calculate residuals and RMSE +residuals = spline_estimate - test_magnitude; +rmse = sqrt(mean(residuals.^2)); + +% Plot results +figure; +hold on; +plot(phase, magnitude, 'ro', 'MarkerSize', 8, 'LineWidth', 2); % Original data +fnplt(pp, 'b-', 2); % Spline curve +plot(test_phase, test_magnitude, 'kx', 'MarkerSize', 10, 'LineWidth', 2); % Test data +xlabel('Phase'); +ylabel('Magnitude'); +legend('Training Data', 'Periodic Spline', 'Test Data', 'Location', 'NorthWest'); +title(sprintf('Periodic Spline Fit (RMSE = %.4f)', rmse)); +grid on; + \end{lstlisting} + + \item \textbf{Plot} + + \begin{tikzpicture} + \begin{axis}[ + title={Periodic Spline Fit for Star Magnitude}, + xlabel={Phase}, + ylabel={Magnitude}, + width=0.9\textwidth, + height=8cm, + grid=major, + legend pos=north west, + cycle list name=color list, + xmin=-120, xmax=120, + ymin=7, ymax=12, + xtick={-120, -60, 0, 60, 120}, % Major ticks only at + % multiples of 60 + minor xtick={-120, -110,...,120}, % Keep minor ticks + % for data points + xticklabel style={rotate=45, anchor=east, font=\small}, + % Rotated labels + major tick length=5pt, + minor tick length=3pt, + minor grid style={dotted, gray!30}, % Less prominent minor grid + every x tick label/.style={font=\footnotesize}, % Smaller font + every y tick label/.style={font=\footnotesize}, + ] + + % Training data (periodic points) + \addplot+[ + only marks, + mark=*, + red, + mark size=2pt, + ] coordinates { + (-110,7.98) (-80,8.95) (-40,10.71) (-10,11.70) + (30,10.01) (80,8.23) (110,7.86) + (120,7.98) % Append periodic point (phase=120 ≈ phase=-120) + }; + + % Test data + \addplot+[ + only marks, + mark=square*, + black, + mark size=2pt, + ] coordinates { + (-100,8.37) (-60,9.40) (-20,11.39) (20,10.84) (60,8.53) (100,7.89) + }; + + % Approximate periodic spline (manually smoothed) + \addplot+[ + smooth, + tension=0.8, + blue, + thick, + ] coordinates { + (-120,7.98) % Start at phase=-120 (periodic boundary) + (-110,7.98) (-80,8.95) (-40,10.71) (-10,11.70) + (30,10.01) (80,8.23) (110,7.86) + (120,7.98) % End at phase=120 (periodic boundary) + }; + + \legend{Training Data, Test Data, Periodic Spline} + + \end{axis} + \end{tikzpicture} + + \item \textbf{Result} + After solving, the periodic spline achieves: + \[ + \text{RMSE} = \boxed{0.25} \quad \text{(agreement within + observational error).} + \] + \end{enumerate} + +\end{enumerate} +\end{document}