From a4f5f7fe01ddb86cf1bfcb8df7f85ec36e5ee7e6 Mon Sep 17 00:00:00 2001 From: pat-alt <altmeyerpat@gmail.com> Date: Mon, 6 Nov 2023 17:02:51 +0100 Subject: [PATCH] uh --- paper/aaai/rebuttal.pdf | Bin 201260 -> 201429 bytes paper/aaai/rebuttal.tex | 6 ++++-- 2 files changed, 4 insertions(+), 2 deletions(-) diff --git a/paper/aaai/rebuttal.pdf b/paper/aaai/rebuttal.pdf index e669e1ac91922c12cada48d41f2b42f6ca386456..db0671bd8aff82ff6b30ff36d349fc9005126410 100644 GIT binary patch delta 25373 zcmV(rK<>Y+qzu)i43H!OH#C>g<N_#vtvhLN+(>rc{VSADZXs$8@575Aa6ES6#cnn` z7P1@63}A{ZscX$9ds(Dq&9Be9sz|n~HM2n=*sOYWSH1haj;=!Zi>|WtDzCyI38Sm# z`0DSkf;cHNYFkRw5QSk#wOGCY{qEy2y83>2^=J5tWWqhnxL-~AZ?~_$`;b<DS5;8u zaej4sPfHeYkmtqKZF}|O?t^}qM|HhV;&K<g;qUE10IfDt-8WJj?)f{`eLEbxC+RcR z*HN~6?6F$y{`j9CKizVRKGqM)T>pIgd)V7P3WF-Ec+vZDI9~75GO~TR+~YUiO}IP) zrh2@N%H4ySxZZTNk-k5LS$G(KM*YjsPj$zz`kOWYk9d|-H%yaieaqJm*V(Sty@7e- zEW`!%$VJsFUh`?+4A5bOZZHY8nP$M7!XhsJ6_2gPNjJCwgxU=Rv?$(ra<xy=polYG z_%GKbEMXU|`!8;NF2MA0w)?8-^QcC{;QL{Gw$bS@%nyg@ewMYH;doSk{bXqE?>=PV z>dp7Em8c33fIE5r?W9JHBVc%#?C8+S%-7Mbo6H*qcDjF<0R?o!b@lCp?R8&Idgx`P z4R%Fk8I)lT7f!2u?0MiP)!+!M#Jl{4u4ixiZl2~*ZsJjQ_EOvS?3V6_t{dovV1EqS z>=d67-{#xNZuQOjL82&sD3X+y`~0UF?lVaec+oKKTbRahy@e@uM@E53F$|t;lIxAu zhmMP&jP04<zkBy?@LUbxK@wHA*J&KuxlythY;-nyFZTlE8HMroUhX<Pe38IA&;6vv z`|Aj<rkUotLnJBUoxbM|K%5L1dL&T<*(Sb0Xu9j_=F9$W_{Q*m<It*3x=u!Q_dcRI z)VSF!-*u`Ui6*eZJEz@Y_3Ykd1mQ0hXaiVi>!}X7czc-5jptV5I1bWmxmCFx0rS>M zZuDPx90ggN+6n6GINW{3{|4RSzGAzbxY&)_d|?ptxB_?%FakIOA{fHg=Y-}voM@h; zZJ2<Lblt&y^B#GB<<0dSwSkLk8Do>!b5jUqN{0eHi2w=hs8kdGfx<yQ9O!kSY-ZD_ z(<JB<`tSyDWg3wBDqy&)qhQ1NMgj(3dX@;-TUDmNitR}dR*CJ^)IHC7r(_pMSF=U< zG7G|@IJ+;!j2)>N1p|IT95rg}9o5hMs5)KqQIIi^SRr12G0tXsL>d{!=>XjRiQ#;$ z!F3VtUV9j2C_FL}yc(D-f<S?L)_p(Vj9-cLn5|I5antRqHb9j67kir?CRwCGoVv@g z5*P<Z{4odSZ^m*29<aF}Cgu`_M#pO%^ob#NYI;<v=Zbr9-RbFxVay}SaG7M0dsqii zJM><BVu=WU=onQMV=ER!=wneR8;frZe+9!p2B`LiLDNA?<97E5u`Q>;Y_}lPt|v`W zlEg3a&z#SbB$-e&K#cxHN<`6#C3fhuT@jmFby7Vsg#@YDY*rvW2j}U1_rVuf<&0Uc zud{4t7+^Wbdanov&JUuOUIJ>UNVqwMJEKPKi|<o^6`Q?!H7Vu@MT!qI^bcxeHqLwm zz<(R)wXnE(V$1bKU!e|8JAtyuUz8^#e{qGmIdDlI_kOhs<r&I*ULFcH%>o5P3!^5( zDgZMhE0D0?312{e3%L5{S;mu8u4Rrp)i;M@J$@0DMfovw?k3~-MrxUU=iUHyiV>u! zs1?9}tA#hfky%M0b;>7Zq2Z)N0h1F2zs^QJ0XKpvMm$GS7O2LKNQ%IOeC(ktf-G|k z_7)#y;DNFmBxKe}$`bXy)2I%rH?a2`?)RwVi;qYgMCRNo;ZBW$1LgKH^7xq+>aaRT zZ1}1h>Bn3ow<v-TuA3(_sbkIBSWd5)@Jh{pp&ln6Q7aA0k6U){6h4a`TpP~10efqt zBhos4Elb66{2N~AF9$>ppo^?Zce7DkK%tdYp!Oc`REv`PUwzCxPJ=XY8t(_32zMwG zEYnU;C&lyOE)inpaU94LfyZP<FOzL0A<`+lYzle@UJ{B5w5|+;YOb;hg8-Z!zd-nZ zq-2t~#4dNbM(K`isF)*&Su?2*1Jap?o*KY%gNRk3c8K3}cdVZnfbtx_y#ig<)Z-Jk zBYh*dZg6TYo8hRqwWU=bMkRxZLjxT5=i322bQ%l#FM8a_V0!d4+HJ&Kp6vo|CJi48 zs6EWaFp00mF`A`__m+30tcm^Kl+wz7DW(7H(@MeUDGNIT9xbV&#Xw4`aF+)OLtEtx z5W`I@H?a+%t%4%}Row^N$YwjVxr^M(YG>EUc!4q|CBZnNDan=pdiRzKq_Sb*PVv|2 ziEI!f2xgkkWaS$f^yDLQXHl~TR~A<PC_Vg^I~XuFNbF$ef&0oJXgo3H0}P6PeebvS z??|Od?XZl5%4o!ri;LCcq<Ih}&PMB{M}CzDRgskBJ^|$yrVr9eO!{9uZ(IZ^sQ;@@ zr&0HfKJlSa;@Lxw*7^<aNVb-)j++sIGpyfgB>c2l6=df+p_qILQ($ZrA_RQJ@gR3< zF~k9M_M!-)yP{!(k%7x*0|tD5ocK%ogT8g|C)zXI0Mrb##mq*I5~gC?U<>PKP!Pq5 zEX*+VOJeLtst*=AU_HJq^n*5z6M!UGdtVm+0+~|q&-sG1Ncyp6rl_{!X7OcYM5@6h z--25%MLgH!>`8NL&7~Ikp+NLXr8RA0XL=8S6Io(`I4_NnvCLwH57}LRtd%mbj&8(G z9aW<ZE41(|cdDsL)?piQb^w0ni$PF7h<!`q9UGlIqY*u@$fKYWna;hB=0)uWdDWlD zU`{G>D~?)hXc+&Rdys=6DeaKznIgi?%`n12Cf3VK(AVM83=bG)*2m5<!6{Ku1vd!& zYht{xKBE;VANO<D10LOfa3|8B@Jr48#GNOZV&h9-&_>u|-@5f`r>z!AyH5Zyw|AJY zcrmta^aFxeuK;$X+d>$r<pS}n2=)wF`!5o~vHo%$tz47ZY0yN)PAf*=&$*iRn+f7A zU=%BPXtJ>_GK&i`$*u1r2L(*LBsnRR@DV+A-=fFT$OTeEJ<0fg0@Sq2R3Hi*@(VUF zlhEQ>h<FAsCyzkR32sNuH&3;DFlcH9LrfdXj|WXRk6=F!yp#I`lkWhE$(b#<cI>ip zWX*~fpK9d~U0%ua64^_7uT^_%;d(SvTJ1iolhGYfB&|gnKElmwukss}LF!DE4~zSS zIUCsUHP}mU82I^r#~=uPX1G)B!B99^HxN&@HRjNae=et^A}A`SMEw*-g-2AUK}geq z7#0Nlo9765kcG+BsuPQ~2=#UJ>{~C}Y3QE%;ixSHwX>#vQmr_X2=wu}LWJ_?#&?7= zUn_$Dzh`KbQ%tj<D9SURg&L0_^2s?HTc2!XT_zc8#`t}I03A~kePL}rwW5eZXZE-N zl!HNBMu96+XfHvinv@$vxJixmf~?kX`}FUB_@4PkTx3BCWSl2u5GE3=`hhJ6WQilu zvqyzXf--c@cq2X1b&nulU3(UCmt;*QFh`LseZt5yO&k=Pc_N<|6y|Z{fx2E6t;m*z zi(xQ%NZ~tw;0YzPWKb;;X7I7M!<7tJ8O0F_EPC*~gxikJZ0kkOgU2C@hm<ZT{S?RP zkBk9O19aDS_E``hK8~NcMtqYECTR!tp%oa4MlhRzXL{uxFj5I%m|>4(r6fwx4?UO# zC<fU(i9ImRX5M(-CCb8}%$<V%$@45&a@P32_~w9rT_x^O?tLf(I)3zzV^Er2!k}*+ z%FcnZ^Nl5;JzGhFBr4XH#P2+7rC@H9cCDuiYZczL(wEj+kop;MxchtXGA+D6-*VNe zR~(c}I4u6&Q4ftySh@sR5nt`$!K&OkBRUV6A@2=x=(7h2k_*;9lB?wTmBvL7#@S2H zTL1@taqo{I@hH8-C@SEtj@kUxvsxKsxm)aao*6ce_dnj<q(%9h&uk`vBZclsihq(T z+JtQ|9^<<F;JL&K#F0A+v8V!L3-=1NZF28bY*ZGZD4J)kkvzqsyH}v$YgEd3#Qof} zYVv&D45U})u85>5awQ%oDv(6gpl5y_FaC#r^`bP0w=&1+BFEaf6j5zKujeHl3eecf zr1x{v=~j`uB#d3kgwL~EC9rYFoG?6sBhc2sFKWWDOLDG+F=s=BHX8y8a6r9s)9q!p zt+h9U<&JhzivDo}hPxr_52|F+z}Gs(QNox>i+#~@W2@Pt1f)Y^pFl1L1ZqbGmRn<g ze3l-m1Zjv`?QDx8X{yQ|Bisl$3J)Og?-(+h&Y~sQ;Cymed1U7&lscOk(mnZ|4;<2= zLu6UXF4s(aKv-xFgT_aq3d+`P>(EauHT~l=@)}$)@Kz>DQdFGbg8q2c?Qa<RC?I%& zPC9}<33${poa8A5_fEq&aR-*u1biuf@{tra;$Dyel@tX&qR~g)T}L~PJrI;1lRL^w zK}pLTN6L1gNlqBFLf?_%f%-x$jCJSD{RQkKdP`)Q@J%9MAh#?4EPn0pYQt`*%wZXI zkf3)a_L$$vN0b{`pGpKbpz4WZ0FgKf18%tGT>_N9`Qivc;G>M^;PKqG(if0_NlAH$ zXL|kRYGn699MRz#ctSXzrq~#Omf&o(9A4Vk-$9<bZf2@Pu$@f~m*U~P7$7Gu7T0J| z+Jul|vsh7h7b{9$tgtr;1!rRy<uWaY84!g1JX`ti>j<CyJ!-viA(n1zFRwnH*drma z2>eo@fr~7=sfdJzrP5LspfIw3azJFvMPj89S~0o8>;E93mFE|XaA-I)^W(g5W<EAQ zN;fk<JSfT-%Pn?{U)WKR=X`59Mq@mjQQQ|GQsQv8bz&qbyw!Xs_nM@oQ_c&~x63Uz zLjc)l)`5tC*&nQL)!03`YzfMq)98S89vn{gaT#qA;mxd75~APHCA7VNECxRiA}x+I z^nzJ&@rEl}fb45bcK5X&y<UZ+T-$Kg4T3`s;(8N@GC(HrT=jOr+5i#Q#0i<{IYNMH zLjFziH}&EL9NDyY4p}G(n{o+3)<-4IDoZ9%aI>tg0O4>2-p7%92}4ST0qo@py=@rn z;K4DAM4VQkbykJmbr9}<m^ln?wRlLa^Wl8)M<HTa1t>`XE)}de%NNKUW8f<($e--A zLlg=~)0DR3vIEZvfx?biLh@m(ftaG5FUJTF4zPN8{|c0!2H*TJsnKU<bHK%>*72Dr zt2C3acA9}{+6_kWebF99^g&p5f{@l`;FTq*_1otXmopN(1itfs9T>umu!nXa=7o%= z#+=X@R219)QIYg>Y$CU!5=!IRr4cafqwD2mt(d&W%#nC7e#Nhf{1tfoU8l`~o+U0; zvNV<u8Ucw+gf~C;ffEx}{&28FkCs@|NpegOI7{I|s$>N(oBfvLu_SROLERj*T9~$I z1)T398&D(p(eW{VTpT?wtMhyZ$ySov!XjqP@<Fi1?hGusOT$VnUwlSMZL(p0Pkvkh zHeuz=$FG2jEea`5Bp5BOa^)SOHOQ&V_D)y@d2x0K3Vxto-wKDG2A?e!f{h-n99S_> z^@Uv&K@_ca@qDt4JLH8YLu+4pt$nAQGlTDAtjiZ)u9L`roVb3`g?UDC6u8fT*Gdi( z7S}u}O9~ed!8Vj&zkmNn&H&FS#GtrfmA5Q$%3G%!J)t`MbTMY&a=$T`o%Hdz68`A1 zz{4O~yh?wC$4qnUtKIs2fdZ1`%v-a~{|U0l2|xC;#x__1J23T8^6|lF0*i5yJbad} zrS-|h634)Qy#09;z6Oh&BNS@(11sKeF&+^Hy6_Qmp^+d&h5irGXBMIy(WboNIYdjn zJlREgh>81f5L}EE6RJ|izliI!EEh9?YDCr8Zb+vz3>9gOa!vYSBo)8*GR`CuAP&X1 z%Y@_GWi0XcWVIebS@4&a60xDjDt?XqIQ<~`m5fS%mh+j*#m3?q*|9D@cQNJhyVxiR zOFEFqY_(x`iLg<1;mFS{CsOSt-Jp=LF9OcgB7mS;q)13X<xf@(P{)%V<wp=jwn?PN zx|vUG!p4QjJ#QN05)FLAdXr>nY$7Ndz62x}E|m0=EXk9XWQnselER0w$VfUPI-_I- z;pSm~-s;TzvevLkX2?$lpp>4euGmI59Z?n)s;}6|@f;dE@b?nWK~b|r!G4YB#4quj zEQr&1aZ}Q=MghvUYb6rEz^Bh+bfga^@y0<#b?3Xm3Ns@cZo=L!et|WAx>b~e2+YgP z8}I+%i?pO=5H3z#NuRcU!y+i6^B9=8J4*V0aRh#esNmZU0vDly<&DsIVwhDkxyHvT zN}qb}!FSd#ZX^z5(;T<RX@AM$0OFjyQ`2NExFuz6lQ-#7ShmXLWg|}9>u)L3BSd3{ zQ`&8IJ;H46yvJYzO{IvdX9gP#TC*squ6a^exa=Qm%0j`A8DWWx=iOc%99ZwW`ibs; zpd{@NQ(#8^5k;AZ!w6cI-v`_<05m7n*buHHV%4MHqr}c`G=q#f!W5(y7x|J=eQqHw z+6Z=YUKb#uRTlE>+zimvD@qFXr7kJ^>xC~UmQb31;)~fQNoWTWeBG5HoEQb&z9IsS z@`5q@?-5?NR%)X^!Yh<8Q%sy8^)!Kh!NKm3!e%{S(I$-;uEG-@xnzHl!avN&#q7w7 z&5uufwuL7NFscgAZ)Ff#%lA?7SIiJBk{N;p-SgK)0I-sf5?_)8^C=>Zrt)eny&Pcy z7+5!_TVsWdy2@sD6*i;*AogoNafLl*=egw<9C@rx@b3j|LRe)JE6*ii8WdrF{2L@; zl_i@94@`)%k0`0KPL0aCezCOrferu2!6s{jWsqlQDX+vH0K=l)J9s5+*l&pSM_`AH zdy?E0?J#D-r9}nB+T9a>UB_oxV61A=w92Q;4WoY0y`}P;(oSJDc2t!4HdhM)p8<6Y zMqXZX-TE#KSIHMdY4u%qbCFelpu?`~X8U_V%-(x+seX@=t*6n6r|%_)&u0Cho@#Re zB@c`9>=0my*#3McC9~g`nw$h-=w#&&?_CNA!?)hqkDuQAjKOe?Na&ub_=kn~<p+Vn z+%JwrOgFaICEbm5cji+S?>My?vuOCDxyJDjF?MNXPdp*XZT3@=M+@tJk~~IetR-aC zOkDSI5gZCk0r<U=DLH*E5~JSps7{JSAPzy~9N}4M$%uXz-GD@;b5PKMHX0QcsiD-8 zjElr_1VE>cda@%-Gn}Ly1%)?v%myXc)S|Bo5yi1fBn9vi--JrSA2ZXnpfcKE4i6Cn z02UlIJk8+ef|RiePfT|U^XmQWtN#VsqQs7az7>bQ6#=)t6$12S1U4`<G?(Ct0Tcx> zHaIvlm+|-lCx5KDV|1kNw<a9hb}Aj)wr!{5q+;84(y{H1txnQ$(y?vZcHaK|k7k{B z=F80aP-{K+#<g+ndp}jH$Vrq`>4i=0je!#Ob}sbH3`{%#1xs6FS7#M_TLpV=IeHbK zxhvqWoE?swT+|6@<YH-WCuZaV<N;^`O#xy+695YffPa~rn;VWCAZqX6>11hc;R2vi zSJ9-VrKS5X$v-9lW6%H4{PlFUG`9m#{C#i(+SohT0_|M>Li}Glsse!k7YiW3%+dx3 z5LHytmR67iP)RDN10;cVKqn&`fRd}Rjim`d&e8;E=M1C<nAtl4Z2s*4FtN8Ywfv_v zXNJF6!hg;HBY?95(8Thu8_>f9=<tt<4&VTEvbA(}{`(BDbOx9^8QHn~?SYFuz|zjd z#?|zn1pdm+?EjUJgOmMV3){cCzhFxC&MwX-PL>WXfWJ|d#3cSLPZtX#mw#eATmDr8 z?9KjKn%bMV{!`Mwbbn#~YF&&h?VJHFKo6IHVt*L}0j8GD4mL)fe`Egzb8xc!R~oL) zmUia<l>r^V321KQWNHI+cK!?V7yF;?{8ycT|D}2(2L~I^e|g*g%j!RKuyk<-+L$rG zF|+)QY2xxXwz;Jp9OFN;B5h}84`62cH@T^+!++@9fKLBv5Y<03L;W`iBU5`j8&7~K z(0>e$QNiBjZ%6>u{~gN=|8pe&4^aF+Lh%0xz5j3I{&$Z4mrMNrdY}J0w1lgTje?Qw z-vRiy9Rv8gWQ^<pfA<VP4)D*Su`zP`|M?i%TH1L2pS=FNwI=Z2()~YxNxK;RZHus- z`Cn?77?}P|Xz46r=>arVvUD-A0GJus{D1A)zvSw6ra&hfOFQ6SZvWL*06jAk(|^;c zSy-A_+x<fV`@gAxcBcQmg1>bAD}P35EfrNM5!(OFg8i4F(%(UFQS)^8o7=xvBX4i| zpND^7L`3X80N(V>99#f;7B1$$_wR2)+$?Oq|C^Bi0%HEJv%HaulcfjX``@~mn1BCO z{l9<y>!kPJV8rcA>`ng}9aR@2JJY|@_Md`()F!S@PJc=M*8=!k^?#iIHTOWE2hap= zWzpV*H^eGEE5oG@J8x)Q?0a7iGx$)b!_P*w;=+I$`)>dAh;8ml!}r=yhNelL&tIMk zrw$+cGBgLnJy<rB-KoIK0s>!B>VMus)D4ObPTGSYM*W|N8E2X?-dFQ-TM#-NOd1C} z<H{=frSDLLlO3#1Fjr610i<q)0T^VD4oH3`X$^6hohVHpXmv%WXB0`tPmh!XBY%bl zyKf+S_wi|S<6y~ojj;VvPDzqoJPn=h8%;hTU)?yJs}{0bHEU3l)ZM-C-+vZeiOC*f zx6zq1E?9}ozl1^en1mLM<7C}0!^7ZXS&9<{=!i!}r_^Nh>pK^v&z3n>&l?1I(yg<W zxnnKi51XPFCDTcZ**8B?HK>H72IjML!V*lSG?=(hGL*G7qWPyd+3N8G$;AbbqJ`=L zMk<nbgi3zscewZx!SHv1RDY|b_t)o~DbWw{TY}U7U_Nw@x_9Jb5)#t33ZprTd4zsd zDQAln+~vaqOWkO~5~-N5s+t{IfrJ)JZ;t(qTI()*xkt|WiW`n9wPD*t%o8J>M}FsX zm!jX={rz`Wx;T3f;+&x2)KOoPZ0Qb+XXB8zRM!PanJlb8tU|sYTYrkq*$2|RaqVDJ z6W#adW8Lja{Oop-)U56(j@@Kl!Ysh!6&uzrg`1#yLFy=Cm`9W~(p>Cd9h%Gt=z{^H zIg`zaOpO+71Aw<fCmQFwS;KQdl(;QeobmFGzuf!8I<)8;n1(-Ca;5uv{x64U3UY@% zSRXgHtcCdeylPC+y?@_C3m+k_J<Z-JpxD|oCAtoc84l}HZcy24sqq%Y#@53oHH4a} z5TNL469T`Ln`Q9JJ@VW<)T}oj<+7E>?16IRnlZexKD6D{lBT4UT7&*l4JC3pV%6-n zD7JxNWd@-h_0Ae7k8U2p4j9Z2g-Wc#AWDE1?t3j1G2}bpi+^Ix=jw0hkWs9bpr$G~ z1|hk-%0f_Jruho1eh_W77mtaG^!e2<V*8hDcC5|@b{>{kY&$W+p0{yp<^sJ|w6Fr_ z%Ed+~OkX?my#?ZS0@aZCpd$);xhHa=x_9_(2V#fex4Y$e%V9e63csjDk>)ac()DF@ zxfrl2=<WJ>xqt0XOqt2nwfr|>=a$V+t~RCnf;YrISnFhqPbV${8;|CmdU7;$Owp>C z-eUv1B1p=?ag;Q(z$QP9bYp$K8U6Hge&Axzs=)#gE!lkkDT!1{8^29~T=7uu<)l`Z zK!f8oNnK^NRh;c>&puI^RL!E!%*nx9c)i~KA@mye>VGbImeou+0ZNVE<IIZ5ytaPo z+aQ+-4mJ{LML;)=i?<xjI$g(3%WjjD?zdvZ37DeYt2Z4gF5-Z{C&)wHC0D6)Je6Oh z4xku-{NV4wAvG$qfir+}ln3J^rJ36pF85%{kV9rZ^?pV``EBd5i!ujk{w7zG^s&~X zB4WpvB7e$*Vq!Ey<+&6!^otM2|AbpAh)8J0@W*TfZnkQz^>e%dYD0nYm^2Ml2BCaq z;h|$MpH>ebYA#=1Ig#&37QkN?K8dLkwOKGU$#Lv-3$C>fBG%5Jo<#DdFZba;+a{-# zgN>wo=%}}BDAk&H_{IJ_Bmgqj8py$Zko;9{5q}w*;YH@zfl$>P(|+~AupJTV#x5*M zm(5zrcq!{CNOiPY(mlh^5ZHf5^JPqoPBMUnwMcp_&>KVOG$Zn~2%cwz8KO_}Mh{VX z#7lBzYZP@?cbJONw-@%-)Z{k|LCPfqVQ1_rkTyvGk4bN~BegRa!IN8{tu|!3KKT@o zHh-xRa8AC`y(-$6VKLjR4y2jikr#$A%R{FX4>{r^xg8Uy3T$^9`E#pt_U1Eo0V!aZ zzAG56y4*$o2P^@5Ht)J9wYa!awqde=c_@r9az(+?-*a);U`1a#uJ~RCiEu1^D!hP) zC(RL38nPtXV{|%cvVG@fkct{+l-VGqpnr@+e97gF9cG%CJFkH)j!nPBHjnH@^4A-U zwE6s52kb0+6KCrND2h@2m6o1k{B56NW+oP=9Gg`P*qQPP45z)fS_WgzM-XCqhS}(h zf$&oW+(j>Dt!60;LL6HesAr~EueTkeI1C-%avQ{S)FO*X^}z%FxzWqI66SLjI)BVh z9ehx)^%<l%kib}@CHmssTDMzl$A-oP@sgjR`xifdN3*4><I<5Lxxg|7FojTu`mfm- zs%)MflIA`MD&2Lp`!K)LMDKP9KM?w2u1L%Zu2{L<9g5kgU+4%_{Swr7wNEa(CBjNf zqySwI9QRY^o%bTx)ho*6WzFPukAJ0?dS`;IX}p#8la_O6Q9;sv)efI5UVgC9RW7>v zleGfYKyzD!mE_erHym{1u2gC34+TAMTl1soWrfRDv{^kpPnJ7w*}LyETFDWk))O4- ze&gK<&7j1`Z(!Kge$Klbzbb#~^p&K>hWi7{3#OC%Xyg{_4y=qcT4?TDHh<2S5z-x> z$^?l#WID}}2g6wRY)GVj3jEwr8obIP`*k+5uc2I<L{JfS{Zc9LITV#|cK27;3hJ4l z$lK`Ue0yc~D&0d8&j;9tI=O(za+Orcz}0WG1tT*=76Q*E`W)Yf7p{UYsz5KWCzyk+ zT9sbrW|4}aXCoLkn<O$>G=Cz}r`>lmbWtP9$uH$QtB|8siv^J2E`!hqhW_fw&yYAc zB`|LEJaeD}c1ADdrm2z0_lUFi{O^+=9e7fa)SJnqLd9_PvIl>F#U*f~*UpWa#7+A| zL8UyI@*N~8A`AJ79{JpvGwgBe3g|iqtIPm$n?y=-{dY3bH0zKH*MEE_lX0X2pS0gH z$mLEsXYM$e_x7ub65F5F%MTn#8F7CMDsjf1p{b$~%eX_-54G<rYw`DY@WDOfIOW`k z=>@C1sfS1f%;S1S0u{YsI^4O*NiEd`MP=F?^0)pd)*bhh+3!z5&dGRf=A4R<2`*0C zqmi4e7<TEOpC&U}NPnY=zD9m((U{lOu@bBkexhCzV!~#>HT6><1rdvX^yY9Gv3BfB z%j*p5m?ZCVy$*O_!?p6K1k)z=rEf9(aj?sCAI_Im$sYXZaA%wKdd(;O<-_4~MQP*o z-T85sCgQhHD$ZM)&(2B_;-!U}wAK^k?r$3=!=tgH=?GEhq<=+-H%B^jf9uL7@0)Q% z1tGhnTjMvWsD)lC`RXJGRkz%-(0kdcx%dz1X3FM4y0rCMw}xxi_R2I}t-Y@xQsSBm zALacdgl93g4B>W5UgnSI1FWi>{NyFXp<WI`uuy`1oi}F@pEUyHrI=A6o5*MZgzVN! zdh0@?yIMdXiGP-SW1IT871<7JGGHl;P0RoZN5xOKlMN(8$=&ussWR$n1vN-kB)E@t z*hO){reD+!BrT+M)8RF-??VWR1VdaSDqQ`-*Rn~@p~_4#HR!707P>5;*K0V@6vyA3 zCW!-tf<1NtgvM~moL1pd<H=x753_*FD=U*QbO|1nn}3DdJq>}KD2_p7ewsa+3%({n z2ZtxF`%j6z+0=L}p>_laH+NG^*%me@6X-JaX@7*$j1TUXrVtgGb6UKu?_p#{?Z*HV zkEH3J{8Adb59vSEv7Vn;Ho*e8^Li)C{B@?zbsO9{!5KeT;DQ<q)emfC;u_D{4#wm} zKx>if%YVh6%#atVi54rGv79@g!!xcIT|;%inKp%HgDT~%;p8b6IQsfa@MbYSyoxKO ze?8#btG@ZdoU~0&tFxqhTRpL!ws>1;iA7}gE5Y)SGHt05V0$p~<R&odq)5{M_W0fL z`R#qZH9!n4Wa%yj<Q38&_M<X*L=<O;gBrJT@_&uGjMZ6=9(Ed_dH`!#BVQV12uaE( ztnrD=-ZlR$)RFc`Qh9~XsSoKwq(KCt-URiTraijcb|+n1_(-aGYXeHc2s>&}?&UE2 z&1Eaxu2)k0{fcX$@xe=dePQ@deB6407@u-oKhgc3NZ<|Ww<&VRv-vtb8p-^eyYc_y z{eK(5#Q`b5u*&Ki1O3>t_(r|wcjZ2WI+%L(Tzu{>{Ar|CdWc#Z3w1hQRF>x9p8w?j zGW(eFLps{X_5%{((%b6#Ie3i<B@(?ihKb}kj7%%V7JjC#=pu^5FDNHryshfzr2doH zXhn)N;<~pih0f^%Lyz#2{;ke1-pAb|^?y?;VpGg~Gml`h1TH3x?vIy1u_<U+nfp<? zF3oQ6jagP)$Ae~+_EF=xDm9J(QyeTe0UHtoQC)8WZAb}a(t<y!sW(IqG^JzBYFzNF zg?k@4+q+T@i#(wD?Du|P1My!)`!5@Qyfo*zkmlUSYYmplD)m2ra`9U>o?-FxB!8*T z*Mzvb3j$I)<2EZ1{GqR?HZoDO>_5lIESJRGc<vbUY$I_uFj%W*nF1|tLI@EsmD3xk z-z4~>&^yK7aC9+jc*&)T0u|W_Y(^K1Rv+v_xvn3H+7oUp=pr?rtT`wMU@NZk7}x`d zHCuoe-*k@A2JNyzZR-Ha3+&QUxqm(acTjZfr;&gjS@4B|u&W`p-ZBH9V(=w@m?_Vs z?W_w3y;CjhujL&`YDlwjYFcO`4T^eFd&RaBCRQPxcm3>KUJ%4ZG3ptIcu|-l*dMzA z?pcK&CT6o%pgsIJB*d3NgI0*THNiuwR?BO@aKeZJpjtW+aW=YNLz(KVDu1?U!zCFw zf50jZgH@4I)NJfO+7#;b#?gtD)>!QAbtlfL;S}xcAGand_Hfi{l1*C<SbK68q`iqt zs8R6>?om0O@hbb0-k@1Ke$Cpgs!_z<BamEOSc-eH1Obe5fk&*-B40nT_3rQ^k_K>8 zu`S1BMe3spV#OchD99Dv>VHWZStg}}O1CZEn^O@i*xIIs%cP>mYPljY9z`@CpO|bu zF0>>m0_?~|=~UXaQ_T6==ps<y;X~KB^HXrk*0^bWcwa4kl=gKW)Gb*42v|$p+oPTu z*lk2V40VyM{$-^<o~UnEhLWpnzaa2SPn*FxDOw&vH)&(>Jo{}b@_+s3{iBlmIkaiU zev*z_@=MSjt=w>Qrb(qA{$0#IAd6^{h(J1G{o~sC+4GoMKd&Y@rsG!&+S49q=_<B+ zCuXm=fu<<kD@Doi^TZFi-{dI{NIbk%aEEeI5n<;hmdQST)ut^nPQ!Y<TE*mB_}Y%; zoLPesWHdWn<?9hW9)BHJzuI<2p7SC`&M(>ia1Gt^-QUS%UxXx6TQnichZFi8QM;Za zHrRa>mF9$z$T(sOzW5n9@y1~FLyk8VAJ=iQuvkF(VWD{Wn|ptdmkSHHqS3-PDEg`s z1_baoV1W=cvX_WkmgJbkiKk$!#6#4MQN}e8a{G}x!Z+LtjekMCBtunJp;z`;9J#Sm zMV=ra1kE>4(3y{5aw|d+JWh;P#Nm9ep5kv+rKX^(Us`i*>~YO&gu_Q-CTec_J&ux5 zC-(!^seG3jb5WcJLE`<%2VxDhs=3HN9ORF6^8~(=k&+Ine(lWpOSPFHxI)xh2~cmj zaEOAcP=>MJ8h=_&<taYJaYFGs6i28^43|jVV9nJD)r-G$uw(m0Yg>5PkYwih?`lrf zXOk}<|8r=}XT_hsyuc;?7HPq~SSUvAbli*I#R}-w0eB=<HOdy<gj-In-#I>N6#G#F z7ZRi^uUZkzI?0m*b#h~nKnvO~vl=Ff)zJlG{h{XVP=E9w^9Cg`MY9`$O3*22q@ML! z_?@mZ#A1qML+&DLVKIHFKCAel#sllTrmnhI%r0pS2>b2>HrWq_rvVT_MflB(3HR*K z6JoA`2z1a~*ox~=jIX2CUT9U#8h^Ys(j|&T>qAcP<5f2to^?{BfH|ubfUu)ExnO?i zIuZJJO@AC`flKdn-mzc<3rHi7*JnKGR7v@aQ(!CUXy1aA@7g-$Iv~L<y$<r?>da_m zuC}r}td%Bmf7-D-^3yXKPMhjUEI2Jgh?n;)JS_(~oSw6l!KTj82++jlvRNgw=Kt6V z5Kjilx~F~%&s5VJm^!Zd92;V;#(2G2M=ITSOn;bOsRE+5Hd1n{6W<eBn~wwB=7=FS znP&Mr_i6hV4`KzkEXbp~a%?iEk+p?r1#(Q-(Nwm5iuAyN)d=@K{h$6maY-P(e(pn- zF|$}2c^-gfE`hirM&ia^ZgT|YQ>2@G=v*9}b|*`U=2W5H#)&EaR=VzTzja%VEG+i4 zLVua9ZlJ$dJA(SUesdXg|JTuhkRX$Aj_LqI5P@47`&*cnp@_oIhl$KSZ0Gou4kFzC zrT(8gztpiVxuED3ek#pE4Qd&C76v-c>2Vy1m5ly5;h_#rFJYzFqbj?X7{Ej+6Is}L z4I-@*C~u`QY+vDF5LO)6d!?Bt_j*%r5Pt@*luJnO&o>!!s7*0=i}yGLk(Nr(X(%1k z_ondQy9|P{Kb(rAv*fHx_~7y8msDf?(hjGHH9Yz-t;0UI3YVT@cP&PT4?OXq$?C%_ z+%1wl(-{#Br{+IR?R5B+y$Y3~t<P^(g9?qXOvIu1Rvg_X)@;nJbO^}{V$o@O@PEhw z-gVme>2p+$#=u>(RFK>yI^Ns3Um=O`CCo<MIJQYa)l>vJP;>caO5ka?eY4%FzJS~K zg5jwQ2V0KqraUjjk)aluIHW=$O(`MOGK+JmlW<e3LLiYfq9)2M@&v-HR33!pyl29y zF~z<YzQwiQydK~+ow+(ML*D_GQGW=S9I3vFS29(bS=I}m`i!>T@E{J9j|I=8u_4@7 z#SM6nbhq?up!HNbz_~zfiJkN)cf7C4aIuu}tD?7A6G_vY?IX~~%mRsLMI^I13Y%py zWABJ$MV0>9K14j?*>9ta`l;}9jee5;$u~pT7d#`j$FjT#$GY6wbK;pMbbm5d)7n7P zgRO^4jzrWj?x$nH_@;Ziw@M3fse-b<HI}Ke<A4{rUng;C6B0_RPhdp6(V_L9j*5fe zu%*)Z1zA{AlbyR3ea~N(EJZ!@0jI3vTZ97>YPAJp#DV!-Vl0ro=sT$kTN5m##=O7T zM-e<vTRx8L1Jd8X<7+{B^M5KmMBK>4J!u*tp%O{CD(!UFbPYw3Q|*7|9W2BgZpS?g zjl`z+)f9TADvWZFe^O?rvlkSDBv!N>g$I7Jqt7EhV7*ne_?&?eSH1ip=FS(^4!=r* zA*<XJpYlF_lwq^GnU^NZ$b#P4`3im11}2Mv&B<0)aig#&pDPRCQ-6(@xYE=ncDD~j zMZB5~<YL61gHB3|v2)Oda(!@Czi?<&iCGBC5zg2biD~`njj7^oNt7p~!ljY)%fh<L zJg)09bkfe0u1#)fwji#!G?XEYpd~&A!}7hr6Ftdu@F`o5K0V+Wh19y^tk~l3M?qzD zy&;m;+#iggUI7W~F@Kj69RUsF7^?#z=sD(S8!w-BGkL=8AsK=BZD8+U-M|pn=B4?o z0uq*aJUS0>?Eh+>CmAx~(kPoWlTa|Om(LHkA9UXQRMDL#Jth17C_ec3iI>Zc`+!$_ z%OWe`4GA0h*p=X?1!E$2I~genB*H58=vDV}eDgAMwjy<Ks()!)Rg=hiyHEkNMMS8| zTKEQH1dpOb>LLV4(TnFAxxu=FJ+k2uR1x@Y=hRe6AJkHQz_2euY`Zw7u#>zlreDNZ zFIVq88$pohyge1a-#AQjQyxd&q=aT8$T)8t^gNA_!qjE^bO-q#1|^i<>|90%{Ug6Y z-FZl#O6v#6pns?jGeq+_qLCh6kW3b{mx<$T0*d1b8!JZjo!LxDVr@2ZA*excg`2#z z6TMIloIt?@^X&<(koNNLE*)}ZHezE9EawdxVahs3(-~#2u{#KSmdH5KoX-}eGb=6D z?Y)BcFB+vC=U`xZ0~}^wrL#{wkl~}OV1d;4`JvT0(|@`=@*tqj{)xiB1yahMEJ8Qn z!}o%2+M(=@lA<^UYoZP5FqaY^Sf!VEohtLA;5VJO+IpiPQ57Znb7&4+%&qcQ&b^00 zyaFh@bW3Ejr{s(%yEt$Co7-(%(DuDEO*W8YeDh8?#ixRP+cv_Undg>a(gEKT+fVg% z(l1Fc_kZX1;c}^HHAjFvc{(|dWTd|O+$*cRnA#o1UJ$bB7|lAEb8Szugv@~uet80n zYb1ost2ex2d|cSEbH*gQ{Od};oV{J9ZjJuTvo=(E{Cf1iKenFvf|qRH7jstf#u6II zH`$O6PX6YAwJ84>h}+>Es=bfT9OqC-C305XynlzuRDBIqFilDui~7XethT^~kM@+n zyY&zY(o@)y4*rAp0b$trtdm_%035znC*%;Brd-t3*2=^&TTGO8<z(yLu2q5M{6<`_ zQveTJmbG9t2E~~by4JlHU7o{@yNSfAFLQeFj8qmY!H%jVNV9KMTzqHQGj|O)v7uC; zJb&xfBU1{XAYBR-YCU|h6!~tzSP8=Qp)opjBk9Xv&$cd<bqec_9fyi9-Bvt)!VbIP zdljEL>&tK3L*GrUxHn03=T)j*C&7Fx#YiUSQksD-bdipCemuiJq`Hu({%moD8N1;S zuuRg})yU~Ku3q_uFgZ33gUl3`bS@k)FMk_Kt!*(qMie&hA+y$;slbJzVpi?_Qc8&d z9*%Q%<N08cC4tWk*|MlVUUI@u@_j!RJZG%JT6y%69+jF?1Ot)Woh@YuLRDp%BS~53 z^mJ*Hh5O~V-y#M$sU_t>l9#QY7An=a5i8v39hzKRU9ph_8hJDse>~V1NC`=EGJn2| z3+Y@TR-ih7S2Qk55mApkwW`ZcdNHcr5%5!4><IppBdQym@0!F$^3^0}?+kNs@87?H zdOk<H1Fl|TW1roYc<QwajS#fg)@!cR^uG5dj6i!o@99`#A`7-1de@z{o{U{0Zn`oF znX5wE#g<;Uo6Wt2A=X^WSN0t;hkt=^wN^OvyBMR(aXc}#ECyT#F~YCHXDAbE#TDEZ ziq)PQq^`37Lm8F~<zkY)fN$%fbIcw!_kj>2D!{fwQ@WBDtm-*~or^BV8(cXXr3)^Q z^%}e-{)$Y{Ib*fP^#m>^BiUusb9aH&?0mAcoTsj(FY-eMDJSlrI^Jb&4S&fxYoFwD z{Kz@!nt(te11$1bdPD%B6#<Dgx7+w;<j8=*;lXiAh*V(%`CV{tK>D+#;f@sJcHj#^ z@l`N`ukGE*Ht+c9ELcUmqpV2#Wd<5&xTD=5xSYA65Vzxo(dpXqgeN=DS}&jwc3F&! z2CyxU$wP!G#zem2_M_pMS%3bkSpplx2RCG1bS&L7J)Db7N`=Bv{X|=pa!=}%sTXPB zQ{6zIQm@DzK~uM$#lHw|O@3>GE-ln(eaBMDs#MAC?5P7PCUa_^CQ)aeDma}1j?w&1 zveCgP832<b;Hnv#pj!^!f3q<5fMV4TI;g4#RzBEj%4+o9J0K&y8Gk+GOFAgz3hVw` zf8*u@8@rUL1LB)VI*EASjk2je-}u~q=atc{W{1M4xyx+R4`biow$MbP)XWnsjxV*Y z<n`KGs^4CSykXCc4TIleZzE>MgEh9w%#`?99Ae!1gFfxoKT5E1s;RbQWz`m4Z{1DU zZx3)W(gN4i!vs(ZF@Khcz(Tc!SByXeu2I!L;s10?^T_zIPW_}2IeEw6mqBxH7Po5; z<#;fvXq19DaMrrL!-AK`{+TxY)g5jM!x~<hczz5~bYonbdKnKPFw|BP#4g*@&Ni7s z4oS)>;)^aXNaNfsGbg{L&Y|xjp5I9kU{CQ-dq&T6&ailbhkwQlWSPF&vLrt#mVoG; zENif(|2P&^f0CPJ$9u6CRAumtVu<_ZsHNw<0tUgPMoX7pR|r2D%ihOT&33zptL>>g zaMivzM_d`NY{nx!8VDVH8u}fN%ONuKe36dE!~dXqV?E$cwsU#J&6sHNn@)LpyZ)T- z+_EN$6#%TQOMmU>HC-q;zkAigF!qQ<@gSE6A%B7zbw$-(Dz{)>aA6)#rE6A)!c=Vv zEKP`ll^0=@c9J}ox>`eh|0rvMUZKPcJ~e?L-cjk~9w8qNGvt8l!MyVn-+-!MCjd(X zU?_I)fCy_Xl((Zu{dN>Wl*9q~oA9xiKY?I-M~gL&q<_Q{88@8wlJq#Iq$h<PdX5<^ zsdZm;2dUfe)t;z{G(FOQIA!6^V>7Kew|hLb8B^CaUDvUGftY22cF$-3?qfU?3MN`) zEc@9wt%r-jmt1nB$z!jx+ban=gt9zFuKwGVk`KW01g(oQUI>ab4(bJEfY0$s#!uw1 zIpUUq-+%8^moKJD#lvemE3w~c+v~Lcc6y{+WZ^^cy$guHU66`5!OZW$N81zpL2o#J z>k~?sHo0RGph1fPJS}&1htRUc*miDUO78<Ps*+)SlibI=H}n9-cp(t1Yr4c3L|00o z9AQ-#?`Kr-+mq|qm5DcYE$0z5`*uP?e0+wJYJaIGqZTHJv}onbrEz%=)KMWJ-`D#r zoTva=7LKj@AB>{!RQ@hM--w(@>2zTWHdD|#ZDNc>7k0)T5WaP9W!T#Ac1?5ts-tAu zU)rWLF4gEc$_DsfPzJalCHv}`#WO@&`~aY38Yh1_6{@y0x%bH!Gq5@D5DbAI)4*YM zOn>LRG}%HDd`wSv%f{Rcv32))@D9_a2Jw)LbF$}}@vv0*R!Sx)QmeR8ub+N+EuW+N z9PD(tC_pcF#UpA7g|;;rD9o^tYNRnPmmrwiu%7@8XFQ8b)XebR#G^UI7yU9?*>`M^ zn_@jte(~ZMDIQ0NKC^rxn8VK8k*z|nhks8CVg$;jA*_kYJmZgpWt2JlwWiN48jU;& zcped0v6bPSxQcHKn}x)Z(t;!FyIi;Zx?oF)%KE#E`1rHm!J6?<U%2M3OWz^R`EON( zdIix3A3VP!eDbxaw8!{YaqG*OiPEpa9TEC<^JmIm4Ild34^nKLI-g|`uw4%DO@CB9 z7{{U%pgzU@KzY`0GjuidA-ut__&N-?Q*cLEioV89RvuQ|on)dU|6|_h;V@=qOywfq z!pNc(qf<Iadl&-KLrT$vM7hnj?s{~T*35sVmOGI%2>9Bhp01^(coA#bD*Q^H!P!+! z+1WjPf(q!O<wyTjy^jnS@`ElXEPt4VZ2Do#acb9(R8evB=UQ!iLkpu?P&EnPk7iY= z^fiQpoCE%D9aSvFXZySUZF3Gh94NF69We#$%zJoEP2zq8!iNGO)p-R}MLEBRgX&23 zd~rvTJxY4HTYJ1_jW2xmtpgmme6-@v`xAxWO}Q9N{=nxH2nS}RYIDArdw*U+(hJH7 z9XR)mFF)X8Gx#itY>lG~oc&r|18)Ku?7)J&S@XtWiwvbUl1(4mz@zo&U32<gRKd*~ zYgi`8R4W0?M1!HK&_U1D4cptvug=N?qE34Mi3JYt8n`~D^*Sn?TD+RsjY(;$P!A1^ zC6sMR^f>j?ds<t_!jq({kAIKWEuh)3sY#iAKmZeiu>zL{gs|s?&gle_7T&LrcbqJp zIU80{#`r<!aI}RDmB|iDJa4uU>@sv=KNfj@D6$uEp$_azrA>b-AL<X$`<V|1RL@1E zdhcw7=2$Ikq8fCmnGcuyIJ+>+&gsLcPiVJ@eqcl-$-V~6&^;1ct$$kyk@Q@;??LHG zbX5WG#BWRi^8Bgxt?zciq_~F64!Y5i*H1f`Q+z0Cj<)UK4g8_w(GElvKso&*MWLD9 zYI=Anxa<B*w3awl1oPyg(d>swXHMDQ0yGLiVysEBK3dl4){A*_xu*GM-%YtZ^?(9B zLZF|fcAVhxLhcg3rhiGwUfZ}+gcWkQK@#oDV7!dD1V9fJ6U4TETkXUr&{r8TPJWZM z0eQZE#N|U&%jG8X(rtX{_j;B-8N4>eC~-g)gvupHgOG49%I<msUHW*GlQuzeRTHFD zb5B(2wEE_LLO<|*6x4bd-Mh5VRI@%a)pXdjCc>X<gLBU@tABbz)T9wRY9erH#2VL$ zcJcdnZdN_gDU8GK0E=-Uw%_djsEm2YSgpJUVtF?jkF|)-zKrrv%;){vdl)a0m4~Q+ zvGZ&`ji2FtLuhpfRQv?zQS)Ff^hnB!*$)1!n*uU;c}3<)6SZ^}6&)qHKRlvb2sJUc zOGJWy`JeQX3V+zjKZ3M(cI}MWbto;;CwzFQh$>115ZZh;s!(IzztF4Zuq3U$_$c@f z20ln?4=RnYmR$*rGdp3mJTg}YjsE-p2axbTA-Nxkoe++mJVG-n?!F`@bv_D^w_6Ov z-Vrf%i69{L>;r4`0p%xA8*ah@b_YZCs_p7G$tUS8=YNSheG$w<syw%zLlwW1=sPo_ zk#GQF`{taLK{G+;P#j?iVHJ+oz14RWLGfrj(dLIW@WLk3TB0R|XZUS>_9u5;{PA0A z^xx}_fAwL7-uV(V4X~!|5MJnoTIZ{OV`Yh*#dSN9uL0V6#p^p?zP}eh@B(*8qx#ye za3b!Y{eQRB0`Uck9!Q=KB5{zMFPHT-zwv)f;4K5mS$HO8LT;vRw6Tvnh8ZsSz%$-F z0#9qos(L4kp>j9K$C+<!-UNUN2eZ#1Z51wDlq8oQ0c0IS?4?SSsnEki{Jt7AyX9>l zSauluIgi2zEO}_HrQ1!!F<2pBZWOwny6QDt6MqNl@v)9`%$ai~2(l>W(<5#Jm~Vv8 zTl#MO3qqh;eYXz7<h%VhI(di`i{AnuGVB4ww;3EFfIXqkRWnJZyEUfK7e#8<>YFO1 z!*+e%A@z=}GI+70HY<ZLIp)cR%0<K37D%k3o`if^eXeF`*in)~=;cLNR-h2b4zsSf z)PE0nVxK&A*QQ`G=>U>6Fi?rx2!9WzWmq$kW4s$)-pUBs7AOw7`1?9Y%kc7HCX|qx za403vvTZ@nX_KF`j;$}U6asW!{5fD!`EExe@+SL-!TlD)axiDK^PgDBY01~c;V(@S zT(OdnD~{<LTtYE=8J_9v`@ZwfR{j^Eo`1OgY$E{S&CdGwIK^gDTz__B%bs2wOuajZ z;vhZd>TtrySz#k?iET`BB8s<PPed1}_`jmznE8ZXvE3{7i(MJBHp!weUi8truGTsT zSEMAUm6A-p#n7{Am0$@90UP1@7(Kc>0z4R5*PQ}^%;y_64_&>^;rw8ayWWlZ+J9J} zmMrzfABSByXKArWIWZTBZ8H*mDjD9dpglf=2Gtmb)R&a$&3WS?3n64ny^*Dj<>Ttc z9#!)3rZE;p!9>t|7p_1Urf>O|2(|f<Z3)J6g?v>|+>H|?5;VBGJHcHyxNCx2a0u?s zFStW+w_w2`!I#CI5Zo;|i_7A6-&Osq?(rU`s;g#R=54B{yY*E~5kGG?Y$tP`Uw3Pt z;Nu4GOLG0<+DY>wi{Ko^u`_04Hj{7kq^yaiPN)Sm2F^c*h|9}PoCiyt-3vLxG14M& zi1jU33a%@;f33J{<TPO@5f_)k#OvhcX<YwGkkrk@t`+D8*Z3X5<27Fq6RMvlw0=|( z+7*r6N4O0$qGCUw7O9&o`1@2TGwX4VEFJKffL9!a^oM(*Y-7m1NF}2`W9;+wREvVA zEqyWY-EM5=RjPh5ND!vQQK9C=%$}PRMrGg<CMlv%9-7tuJ043tq_9e%C4<va?ujL= zyG6ay!hP{O^4eFc9+Tyg`z@{8N)xNW)*i&=_d_U5$azdugiq<Jtr?mIt*o^I*H)5m zMf6ltiWMq?V{#mZw=F`Z=5%N%&%2K2RppO>gtYi~ZTM`qAsmN+8}|>|)Q_GKHtQj{ zwAs+yFV%b60Ys7Z!a>}QMjAwK_+Gu*SjdzW+nr^C3=42$$+l4}3i#K40|||+2#Z{l zJXL{N`Ys&5v1t{YqBf=uF2N~z+#c!}Vmba&NS9nwoAWK#n~<FB!=J)kjAW+L&g+x_ zv3fVmJCoV?s<t;DJRIAKjTdNlxYon}Cnq`R`je4AM%UH;K(ZzyO^>M}rl8Ah>-<lK z-?Sea2IbcNp^7<o;iMN|#s_i7alKKfRRfHNDt{binr`b97$|SdFR7?DhCZp{D}@@# zC4D#B3Fq*4krF$d@NQFr1OI(zMHUeO0NZHa9lM;~dL3Du6z(R`pR~SYQU!jHJgR(C zaPpnXrxX{56)<@66mvX0Jx?;$bI^6K&0nT#?j(Xy7%gL-20LBCeM$Ss1p`^g#zkp1 z!7%oR6(k=yL*Bho94Ov?KI;*9pCKNm^`1b)dC4k^%mG+Hyl)pB;}`jAN*fG-J(!nS zbUWK1qv4Hx$WdO~m)ms6)V{0c-EPsJN*>l#r&T10IW*A~j<bqWa*4C=u>W{Q98vQ{ zPN2xiFZk-ruF-}HT->S5aW0Han2eIQ1(<Ze>>?-W{5v}ymW-;Sk6dKL@6pc-Nm!^R z0dCH)ZqHvd>*k6SYe|rdgn9scp_Yu#t&cgHgj0m{bNn4Kcnhs_f`9?TU4cJ7j^&8@ z(r-@(?w!q_moW;W=cLBK4%SwXjpj?NesB`4URzXEm^3rj&ECFqw|&oGq{{Onz8fM) z2Y8-`28l23eGoWFW5@`!(9NtBcO`peoio$MVobJXBxDLX$$dW;{0+zp5#Xz~`8q9k zS}3xoZxS12|6v93+AxqTcnx4!VIq5Iq<fV4L$@G8ne+WxH1#b#`BfJg#Q%z1(fDIo zO4L<JA-N<b2daIlB9dDO%3fc~ZY+HV=IkipTLjCMPTM44Hs8-Net*}|ttWCLaQ9W$ zN&o2v)@-i8Yze<3+6jc5($HGpMg@3V3z47l5&9q2#S<Qhjgrd#lrY-A;sLquI1?+? z%hI^ti#86PKcPE3pEZ!Xx<+K~po~N`mtif+m9e+=_PysShS8YdmYl(_&v+doe&3-$ z2;G0*b4VttIEc`<0*4}$E8zFBxU5skg}=<OK@=c>9n22@r#}la%$Vm;SMCqBFYxv( zKb3Su!&taUyZJAKp}dtWzBsf>m`9}iBAu&ey4Cv3RfVF<KX(|ov{Rf@v<jM*q&;S- zS+tG+5;*F#^*UDfOLsN#;TIWJ0v*|6JWR7VWjgiH0_|YKd`c@LWc{#Yd^Nf2mQgk4 zh4=WE-s^%*Hyu!${E%m>QjzA)*otMJP2oL>hNogL)ziCjb+E&Uw=c_Po2>SflSu!E zQ!V^=*l)u8&-${bBUY=s27;`Zu&I%`Tb*1fbm~v%>_maZs{D+?o>FK=qs0=F72D&J zm(?xlk(3nfPRXdv@^wP#co%gauT%m6di{rZQB77Uj6|R`;e<2qgUa6R>=n35?(iWH zlLCRy^irk`x7pEMG2b5G?{tZ;!7!q8%Gv`q))k2?2ZQ{){OnAR-(G*_r@N-{@4mnf zMs?;5($!RCb@$0(o+lU+pkUOEko6Rk;3n&Z#yQt;$Kp|XV{~x8whWbVsSrJjNny<H z@e^`vVE`Y3nwEq{o(Bf&WO0e?_aY+NPcni1P6&MVu7KkiyyzVY5*GSGN7%@ky`si! zrLSh|J!f%L*v<`MKjrn|!nc(!aw!9qq%Nj16Yd=UMy3K~o{cqZ70;C+w5*CET0?Vx zqhk9)+o;y}h!a&C*}oQ_AOBWIb@@m+R3$X!763ntI^`WXE9N^m4`sclkigzV57!+H zJc;;CJBZl(LU9E|Z+edI<eF7Ua4z`Nx^pDjs;AA_LJA>9!R)WD_wc5ieptK9KV75? z98vw>6^~<WAn?BPY0Rx;ej3NHTEvdKnr5~wqltv9?P`nmk3<K!1bja7nYh#7=qG@h zaswY*h8or(wRO8LWRL9X?SJ;xIZGeVm;ws5kj!g6er+eML70UQ_)07VxP;OMu~83| z=YIM6idDtf`!`r(*1NiIDmGs~4SpIFG5JYq;N@PVeQ@xg1lX1ARUpqE*bmijD|y3O zMrQNWKRpb{yoxHQnVOM9*J_Z3M+#YHf&f1JXZo}if5?egg>a8d)s)YPx$=tK_F)C( zj(jq@vlYoPAKIA~14ME_b7?A+mq{mVCxZ(CaY;yq8o-71QnQ*#IFPxt)}6%_qSz39 zEi>BB7!mM-sy&4RZVOvjCS6H?IR@PG4|)S=G!?AAA4Rf7@8p6W8!E6HrS)7w0rt;N zI%7QS9~)#oy0zkH=Zb`UOPYPP10@8m!#QHJU8Re~#+`HtJu)bP8>SP91SO>o6!n*h zKX3JVycRDWJ=M5jRa;I{eI2`3W9lE=05?qH>WZ?m;I367mEkWa9B;nv@Q;YHjWc|K z{Zl+Y(^3z9ikgE4hW12)+^hJ?ff=F0gu3AIzf-H2(4D%tt750}5l8eSDbj%4fn0NU zgP*lnbg#bOqYrUk(u@btb{X$=3Q?CoBvO~24~DbHQkrjlyQ^S}olNz*Xqgm`wIwA{ zrSslmHgI{ez0t(b-~2pIz}#Rku?np#tVLVvV4*iic;F&0MMAhoj7k1(2izOGEx9b? zvZ_I>ls@S_-e@`}Qc`qF8(p}l4P`=2&f09}N=(yLK<~y<3RDjklvrB%%|5IL&VAu3 z12!s3R3<}hSy)5IgX{F@dCKY9MGnBF3Mj*Ll%@Y{pD#7v>f|)oB%}8>*FmXh0lx^i zhQdh%9g2>8cFmYhxUkh~0TM`c2n+lNtRKNOa0;HzWW7?Jl#Au<91J7l2^k_8u}LNK zjcna>C|q#{9Vi?+87430XygTR&$XES>{e@gJ4@(e8a-6(Pz%BQCs7o-%?d;P#y%!R zxNcC?uA$MnjJ5hkSBG1-%<8hNM~jhtxWdlfqppR2&KaTMjCyb}K<x4Fn-XIRJT21u z-v~2T0?8$2AS&f+vV-H?fKZXExV5rz2Oaq{2fdAyJ)hQj0+eLwLdNd6o2UpM$5b{> zl!m1}mOoYKchW~Z(psBw*YP3Z#;j8%>Oqf3%3DLFa5b4HhAYSsX+}fM^g))Zlj7TW z(O%;!S%0juSW;Yafk-|{+4mW-cl`^&Abu@@N_Mq}AO3(kAiK#hxAqup^9{0xIom7p zan@(=g-E_vUt?N&X{($(g$5<=PPK31U~2b)>B!hvq;>rfQhKJVS@c6xw?l{Dz&mdq znzBhob#@v>TwpdERWZm{<O){wPQ+W25fzSATDIj#y>G?@#%sDI%Wzgb3BymsW^-rw z`J;=#$xIFnnWKqd?bj}tIT9;-z9q^j=W5Kybt!}FLq+w)r3e<N^MA_lPF;rly@;Mt z3!!Fi7!5kce0~i(4B3WIoG9)jcW3$W)26H)uUasEGu0kntp`2I8M<<*dRbpCib+zQ zJlCIysRT4Y-}Gwl>`0HeH#=YFVt_c=Yk@l_WYo)x(wg>g;~R1mjMOHSp2D!PXbe~Q zc2xuS>A1l_FBe<DhardBku<%d>f>Rh8767C$7I)Lbx`Fed#>^Gxp1AMK4SJTKAltt zq<RsHVdbwe2+;2iTQ5(alBD*B{{B3pbbUa-pJjCe&RGb2?eyMT3=}NOl@$*<RcTU0 zg{t~`Xr?LbLj6_2`X!f~d%5Kt2}IMJY*UUDs?yW5Vou@*`wX_zNs|fkeRg5jMo0rH z?6Olc{L*2XcjKC~Nm@mq!Z&AGFjPodSuQZC71KJ1u)ubX*yx$|+)ts9-phR#Duawu z`56h=!P7&!Nwnm;E|8*l4fzmozbdjaaTaI#Qhbet^7%xrH?Ku)%TDP7!7;6@yjExM zNrs2xEDuZe<JcwwSSr}jX*0iR;aZ+V(TqmB_|iluB3g4vC7bZzrGUuW(@cm&Zz*(r z*g9hMOnJ012Q?HSnRVIuF9U5)%BkSk!}A89;|r;as@&8%2`8|M|0SO$)bY+dw5kbH zC6*5Ar0Upvwix>fBN%F$1to+MkK`}(S@8yaGG|R+l`?fY{jK_LM!mkIbhQFIi03|0 z0@`-p*}*ErL-SBzOzRzS;ma)}=N!VK%qil3#u{)jKrZ#8w#fSTl7$ia$Y`_c`@=hc z6h+}ZNsl)kP`gN+|KrVh&I*xMM4C>dB`CS6DUkH$BW=Mz;B>A9LyjD<ou*SZmYhQM zN$~oMFH6n4L}b;*XcpQuH9N*h!3^To;T4w`f`xQrC~@AVXo_ZD>W|UZMY~jizyn-5 zrf3N&oSYYeaLQXZc&JR(%n)A^Xj2pjE$1-`t9kADrUe;H5WRdi+}k`}RkoqKhMd9P zHK{lz<((nhyFH-mNV}oZ%|p4>w<$F&#@BzQQ(d2X{kg9(p*e*Qa$hptYZiIEfPZN% z>nYTM&eo1E-qC?_Dpv-L0+!-qbke#yW{thrzRgcrlG8aaPivXg2(#zp6u$weq>esp zhYHXdO`_=TVg2tpq+)jps2}$kAwvJ^+mn*msSI#+6Ynt#O||k)!@Dl8!q7yrB{IUv zYGmTArJiq$Ts^$Ce<;}Zv=NOJ+AnD;ICPJ;i-cnHMC4G#U|}RG<A_C>>?P<KBk;^I ze2C8WNp6Hlg!i3vd~QH%@6!h8ayU>`4UO70PUhfdN%LN*<B*b7dH)MW<8}KcJkHPW zuiQr@TA63peSdr!=#YC_26s+Y_Jg)0>#dicYyH_y!P-6iGW1(sJN<(oHKC~96?mim z&JSV{N~v*0QgfyQ!6jAR3_YMnwl`Y({u~WQ3ElHd=Ax!z>@VDHkQWD#E3Iza0+wFn zE#h2U5*4&fD_aoWS5k`-{`AKP9d;00o{YH~5e2g&&K5a{NDWXP+qx*m1qBHl@kZj` zzuUH6@h^>6dpR3;-pUkI`utoLlBZ%S3u{m?u2Tx%G0G4TN?Ig1AY-l`((9x2zh=(k zY9CSP=b+ucO7y?ZYJvg<O*r}7fuX*l%tMz4e+<V;i_+W2+umqN-Wr2eW~*BRKWFu+ zQ2r?ddm(h#OJoexvG*GGS95i;ILoDsPTj#jP#2^(x~b&Y6-rFikKGo_nIEU|xXl{( zp|p~cvtXco!$Oqq50%?y5mtNp8Q8E*BlbNlS5*47IkLoV)J_F3rqMHh?K#w5p~poK z3c9J&<n~onzu2}bl|YhZ;Ch-6$Welur3K-u*dF4&e27<=m-=y2RR4KVXo_03Yl{$H zWi*NvEAZxPL;7WJAghe^>*$^#Z)iu+C}opeiaH2N!%-#w^UlO$p06)Y(}Se6+XW@I zQI?`n5>0^6HfI>XuHH?9g&csD0T(f`t{P@@{L%)pHSZ94o*RYNL`C~fB@V5b&z%!; zXRGG<G?auKUaoFw@?xkSl#8qI0J{<Gm(~<a1ND^{zex{?KsfVOgM%y9{+Lk>B4<k6 zQ8u4T6AQi&GR3vCR8P_C3e(`|Ch@SLuvYq%LytfR`44~)lCAJ)HyHjQ(tUOdszkCW zBkktXcZkL`0+W;lC&F&MSpH5}r(<;}t3FwHpUw9ky8ZcPzfSeO9BjJ=YYopy!5{UQ z&90Wj%peRXmT<Rf9BVf7%q$k`a9XMkok<dGJQ_lN0inh<z&^hFe3?R-S1=<`Eu|N9 zGcY`_I|)Qlv=fg7f%9D5@4V0Luf#*z3Oh9t;j?Z2Tk)73Z{H>SQRt7dJKogM`$%gC zC$8t+q?lSV;0*d;+7?GOgD7f$pE1DF^n2m_hf3(8#?1%DWUPAI10VhOX*tE+oK-$- zXCKY|X>c4URjXuG<YK=QXD!!=Q`B&4q*9qmC<6!OwNE@a`xAc}M1{xpC7hA3$yK<( zh&N^~ta`jF)SyP_#{~t^<%Xd0+o>_}01m-Qp|Q-b;x&Di&=iL6rRxnpgoFogxX;%z zj6AS?SX9gq*ZFiA0p9&R`~3461G+6o`hI%%)0gb>AN$h;VmWQRnBROu%GTG>nXsVO zJ;3JpzICGLrXrGr>|JtE7%A50-}*QiyiN22x*jvB8Q9Be=Q6QELeUxfMCL57@?I1y zwKI}c__kl{4(CI(wY@>ae*@(RK4oftsgb(a*;W$pV-3Hg3RZ--z0h@6Hbv^am9~P= ztLl;^wZup<li_G**})?)DZcFGW9=mW)&tnCME=V6%<_k}&?=dS4m%Ukl+q?nC~7{z zYToi+Pf06~K2bzZO$8&V+lMEbJpT1r23<Mi&TUCqL=7PmoKHypHFR-ut1tP&$2nt6 zLC6b&m;37)?Qhly-fi}t()K0qtTtu{_?GvU)-5fgMUKFcC732V@kI~Rn`euShzG#1 zL4<Ge7Ws#(qDlnKdqXF=mOYYqf1mNW))CQ+;qLI%vvPQ5=_A{2Mf3{G127+n!^kgL zXwg`nnm_PX-oZBw_aLgRWfso-rlOw2p_F1za8SzE?IE>qxFVUM^~HGoaseL!Ga<-B z9lhEaq*B<!2DN-ii}1#vqqJ_?R0Irju;prDky1B;tN+%S5|a4oY{24&-Mm8!(wWhv znm=FoonlsEb><TF{%n<QWPvX%Bal>^`L-UASO=ba(G=G-kkyZ{t@caE;rDT_jiT9B z#GGDDt=G=#racZ{d8^fCDGKB>gkMq7eUklLDeCKl_J7Bc{^q5BUoP<e_#g0yk)6lR z5l<le@d8W2IecOaq@UA4sykQ1x~W+eYmHn+nD3%<b1K_T9jM9pFCd^RQnZyrx8FUV z&v(4W4TZ3fJM%#Avvg;1TyFL+(h(kpPdXPDiD)>D7@8=$%rgsY23m9XBg#z&0PdJm zRYN6YYbK@{;hC7gH{cz*iWIOO#UAQ<ZrbMGZ>)^m=1`|uJk06yAJYQLx1l5|VOT#( zh-x4vc^We<$8eaWXj}*(eAJ?IJjdEGeD=`5gNr7spIPWY`J!W~%4D#1cLnAe3v&*x z|C}FT(Dsaj<A@b0nOjVk26sL>`9p91+5+usV7PwCVN}NbdmXM+f+#@SFjEAQx@{2C z>)XA_E&1|iX7Z*1L9-22ti{DUS>fO2>y&_MwjY19$k{M=3WzSO<tV_Y$?PDv`~zlA z54*Z?hS+^c={XYW!{1w)@ENefB%uYb7kyPpxo$Y_h)yGZN+JwisM}}4NFqWl(CVbI z5ZX?MYWlMamB2u2J_YczkJYUZQ;*CuV*V{T-u-XV-ch4#ltA2}OKtLJhN%++ZZRX8 zZz=J9zXd2Fz)q$iRjAdcus#GG^`I5$SU?!4*DZr6bXbzNDp9N`v3cgUN;+XX71GXp zv%qXGyCxvIB-WNiWpLW>*=35P6QU!g{36@Ju+>Pdml`ym1`oUf@K89SH&KH(N->2T zw#!fElG_eo*13-9vGdj|e#~HS63E?=wWZ+O43doow2C=!<2O(=B7+l7p&jvahh9N4 zCR=2m%+;xz;zY;9q4n=eian0Z_22|?kaK@g=pj@_ys*uFcIDZ_Xwk&%Ku4GP`Ub_; zfo&bU$$RzX81Q?{>f<KAmyk|DVX6|>5n;$OBl5zj9AmO?Mqho+@piEcHx&8q_j{+` zpo`5oKIWy}4N}ZT)extMxmR-fn7x{k*@THvz5wqdG{OH`P|UQJi@H3~pDzfJfhQoO z;p=p`C%XX8;7C*?r}WS3=pcAXDx#xXJ6m~px?7t&wF*EG$`z4>xOw@xGyfqWQvDAi zA|v)8a0~x0QP^Nvn_P(~Xi;x>M^#w!%qYBsUf;<-p14PlN&$q*64rs#mtwbiedFP5 zqr+Mq-gD$kZf(8ie<pIbQIo=tuiD6x1ye;Dwd!HyCCyGuX6=oiQ!O?@g|RR(CQPZa zML5S@Dr2X~WDX<Td*BIWapX()HhEJa%@PIJjW;C$SV(-*NRGYnvB&}3mJ!zSd^-`O zB;z%3G&|V>R8QnK5G1z2yyy(1eS&@YeNQ-s-aJN@6p?33xD$ja<$hy+w|`m0TD;?( z?m2$@34$0b5(^fB|Gw`1d$@)Ny}0S|yn1`;VBVj>ytURj_y2q=+JOhv?aw|f%L$+u zRc`$RIw+F7%Qu&8Ly%GIB&#-&vn2b)4GSY*u2c*k;Hn!BCP_iuODX=E%~=bd8D00- zgfZ0Sdj~qcj{GrR3{{=*vW!miS7n$z_Ey^eM2UL8oO``l9T)%a0@=iAa&;NDU251c z*${C4?Q-_$DRk&tn8_`9@7qZ_Szp8C#vpAnAXi2(gJtQV^o}Iz)_9*saH-fvYP{Hf z>?gNqrs+GFJTwZY?<-7{F)}s+CyEFxvc=7o-WKLD-BH;jT{9P49*z>nZ~faI)M&>> z<?M88)It!Jd8a;BTr-Xm#pZIH{1-FGBoZfj@^cFEf?-4UxHw(5@}qz?Jn#9wC5hnx z@SpcDU1mLCW~_=|8`+SNY-N}Pw(_~76H9tciVK^XAT;u$^amVDQhYS|?`S_S`IQ)a z_2Dkk)NlyKNUn6ru(l}LBlOAz+?@<GZ5qn`iX4{~V}2Mj>4mDKJGK1FR<1>h`<j1Z z3#!sDaWy!x35S0fVwdI=*IiWqA^XmrAMm?xw^*=8NTp>}v$B`6IaEx=m7)1-^i_!r z=`f;=2dzA5&e;({IaoF=3yvwRa+|AnTIsD=m!>mjsrkx+Rx!QMPf)tiiP&sjic4Z| znS#;R`;Pt7KvmN(6$q);Hwu0;v6KY^Uhu(mC5zHZ__pK(_TD=SOj6{Bd7~?5E?_ht zL7c2s6fT)BClJ&oDzmi)KTIIDyWTrsE-EvH2k9B1;jc|~;!Qh}8#A(}AYc$2-7?l> zy~h2`(@w*KpgU_gcP#ohYn+jtDI#u=;y>zLTcS1#VO$uU1|PNZvTH%BBAOpHTs$#x z^P^b67s9kpYTT^EhXic9e8`W*lt3?03cWO6VUsF-(Ad!~{I0|l71cb`FV8#~m$;xn z^mG_*Ww=kdxUBBboV4XY&RZq*aN4hS=Q-`2ZvkdCg}0^8QIt8Co@F<{f=iB<UBbT1 zsa6?A9;gAk{THM{Gzd>JuVqf-7PrgY(L*huxVv3r=jVDyM&^J~kuCN7Ht>~uhH9d@ zDd7lazY-+TYDw*8TEAH%MFNe*W`t1X5}X2=6KOm-*o~EPEnPMhmCPBaeojG&%ikYy z*!^m-$K9-oz4E=TV)Q?(wCN+@S!JrLs(UUh{(|IxT9h$yd0Z7~CKn1~Jk6f5@x&*2 z2MBQ2@O=<72-~gf`EJgd0N`$o_7qXRR;49)Op{GSxymzUUJ?G?5cb6<8PGny@PZ`Q zXBU=!K&VRZEYM?%>95lHg%Q1Ph^!h1se3{>apum*gQdwH^#@k%d`<X}W+(4Sb(kXi z<Cds{7OaA~T4dB^FlE$ZD$t#ka85L95X|l?(IGWCT(YiLVLR!a1bF`~{Wxsp86lJ; zZov$(ax~B7n9)&=4*QK+Pqupf-haMF1#3f3-iNFDa$dkWjNEl4^09@%i;7b|^>Xm` zbiUL=|J6!sJ+MdmP^6j}o^_#(YU0rPpV_n6+vR!ZQ!k0fXBIP?0^a?>r~K6ZAQBJH zw!b8`UoFGYG)PLQ`2d?Z$B}(s9sLq(`-wr=zRf^2_`#PKlKz}A3EsDFjPX0aGwZr{ z5u5}$<~yccT~YILjx-M?Je)rRln!(M89u0~oTxiP1%{8Ccz;YQ4|H3qANz7j{vaUO zo?m>L4&R)PgOxu18fhj?IA5|CY`k8a)j0R|`EoE?;T5_40{F3u&LnhETzK2F)Vw-$ zkTx#N;Rg?aE~gy@Uoup84oXNtg$bNhRvuM*iMiA3fjoOYZTY4%1@ko>C)`_t=G*<3 zy-yJ0m>92D2dVJE+@C+r8ABhLqxI__sG<gi^ouQL<Vg?KH=x7o#FL5Y-iZt48cVX1 znabp9*nuj!K>V?voAC<6LYu3CUWJNBq6*(1`Ru)$sD2^py8;N+X5QvxQiV``#pV2e zMvNwTCgP<G!5bmui#1+eu;{c?bt<0Qdh%3rHT|sM=HAmYT<}wJ(!EIc&#;>mz32Dc z+lwQz_`zW(=z6vJ=>VjDKaNK}2vW%T%d*1I`-Bt^xD4IA20=TaOgz7}@WjN$B>mcF z>Cf6aI)Lytn6)jPdUmKVwdjC>0Uq-@*>)(0uL{r1mJ=7xU1;}i)U)1eEcNB$^M6$1 z=B4F@-xz2vPkZW3i(}>8H-DQdTCqZ_>?<zI=a-n3a3FhQGUeSO=&Y`K)syLYx{3!< ztC$R+%-FMk(%riXOvzoW5~z0`A{`BUrd;8uv(*_S-Yi!dbiqDs(@NO@+TZs7%_558 zL64hc7jz2}nU@z+uyUkTh{Z;g?^4s9s2QanzRblS#D>VQD0W!Sb7r^`JZoh9(KtJZ zsPLf@|AQD4@OEqAFVY1;Sh&pOQoLz}m0bh2>97KBN)<IKJi-S7mz?~v$h35MD)l18 z#u^j%{9Of2f_ly7l4fbXid7bQ;R~m5#m$mzpKA4qQ2I#yv@)Ze(}ta8MWcw;y-sbL zw3(#ye-$cp4z@CX(M`@@oaR?)PF^19*0t#g)=4L-VP(%_B|gI<(9C$)e{X4DK{Mbx z`IKHh;_KJB4fDpNo$<k&ykI^hOO1+i7pV<Kn2ATML}bMqY;CY)51k5(oH)boy1nn} zuK||e_eV-N?9);auEHLUo!Ej==>@ntQYW%DyCVs?BgL;#sJ><YiW;i_{z;pD4KG1o zszgv>HlXe}#Ng6$wV3GxM7ZYLbS@AE1toh;XAyE?Rei+IFr|M%C;KguGfY+EKcXvc zIP8U$pX!s_0M#3l)CG$y3>R4Y>+7vS7;ydE(B?sy^G;Ydl{+0Miy-vYKgPHAZNY?` zFRo%0X3po(yG8i7$$LB$Tf8P8rjtZCSAT(#PqCX{->_eMCm8;Bre&JpAX-Zc%JNGK z@bOCv3(HFh3&_X_$;k`x3h~MRS3LhU1SDz1|34#{$he52fS7uyIZniu$Tce{mWCK; z|GCD7NAyufX`ELd35_rvlHe&AnV5)-$EGVKWueNzz(7R6fS1iTk?Iqh9UnacVla(~ zT?<1+t(LDURaY)mW!sG*80GVmitgxIpixF>r(0x@qDx^&+KpUGA-E8|LG<Z4$kij$ zuYmCOEG~>Yb;ZAS{+e1CU`ILS=)9VGU8{zpOzfm88qe3mc%edt9jq?_BvF-@V4g(2 z9e%;TjWmkus7_`MbPS?``{?fQTFKP(|L=bNzsSYnE4qiLxx1&YyR{8EFE_V{kO(>> Kqnw63`u_nyW>q!- delta 25164 zcmV(rK<>ZQr3|d343H!OIWU*O?gA)(ty}Al+{TgruD@dMlV@=|G~Z1sI2?4coKs+5 z5^Is<U>gvZ?A_^zLr(b6YW>%zUfm>Td)5x_u#niSZuYyXe)X8>Dulo2Dod~OG7OS1 zx~h+_{_!e^lOm(Kr9>4`7>4u~%M++yzduG--}JBk41bYyxQ8D1t1kcR_SM&a-=^hN z8I*aPU)|o*kSY%HTwUEZS3mB)H4pQkulGq@?4sBFygdk^G2>KqwY>HB{2Z#T>5uJ` zv>B@FDBC@D_*(A1|DX3CZn?%Bs|P(^|9txgnA<)IgEA|5(EFi3UhmT)vTeBB;WOS% zI6M-jYPgPy-GiR^y>6>f+Wr)OX5pb9%rAX6RV~x1FJ=UK#J!x_ewuXS8@_tD&UTgQ zM(8)rLLATxT-2TBF`xEz4-E!r2AxpdSogS7Sj6E!<FfTInHnd6R6BtH2mSinEL`n7 zOd*M33NcUN-ItRd%u#nZg)rICpn9CIqg^|VubJ4I?qP-_Fg3sHFDI;juexe7eJ7)A zPB$uwpa^pqjYfIj@rNIDjbGqPyvuKBPxiL$W@{d0fsdxOi)tFTOI*0`+qS=s;ml!v zOxny8w-NW|%gIjlHI0bVOt!;){NoH8pCk$FXc%`5bTjgM16}Nnd<2tb+H|NU+1hBm z=vW0sY}fqm?c2A#XKRvwG)SV-wmJ=cGuK)MgNe?g*~`8FdqiQpo#<VQi&x36?&ogO z!~JyxTT@SS)s9#Z@60_n0Onvq-yw@2$yV_WLe*Vc)t~lv{THSm`$o6YbQ*Pg@4K{z z3MZT8yH-~N-AR1mnbYj>^=#kei~D}y0!;u5O*K^k7jF;qc;nfB)i{oWG+TC6c1OsY zsrffNj)E*sZ3oqL9PU2jf4ymNUa_4{tagJLKQW1Ai~^nqMuaus1w;CJolt#;9nF)} z^%L-ssan`?o+FREnd8xnuyGCF*d+Gs6jEuYus}y5M7nlVs)+xga4-)CI$bD_^H}TC zB-h8DTCu)2a95^(9=Wdsfwx);R-8{HVDhD7i9o!RMf$6^Jqf}xv90Q=<6iHy%mVpp zwimw0f>5cm{n9L0k(*I4;}g_Dt%uHW{oD<@H5D%f1p|q7k`==|PLIeV{V*Ls+CDLz zw>7v{;qEKHkc{%6C?dI6J&Q#U=&;YG>w4_*GqE0v6{<LYZkl~IBQT};#qOp@NUAi5 zQ@1%*1LDUKKgI*gx6w)j{$R5~%*;i&gFWD}4(7y^J3T#W-SLY%aMPOUiD@h&ig4*< z(L4AKs;=+$J}JN&39e&QmV8^WAW9dD!r54SGxAez80Y}q+%Rc67^&RO9x1lw)Q{dN zn91Pgu=+!P`I+;2k|Yz32FhrDkrHuqVwoM<Y)8bZMxS&?LLotJ9ycQp&cJ>;-(+|L z%bai4SJzp#8<}7w$a=0w2gwhrmrerSP?5Vn`nypN+!oKLRGYbakqk=&mEytl-Gd%j zjI$g8^51(pEi7)1*h+oD3)JAR*LV@QEczGq3F%*d9AT~xTr$VKAJ%AEdm+Qa{444O zD0nSKJ&jBzVFXlJd9kZbcmn22!1Zn>P}TL5makY20<E71E|As+G2xSZx~mVzYWRc~ z8h3J>TN)o;K%k^n8?^3lprRT;y*6A1A<l&(>;<EjqIjl%{X0RT8|2MN3$By(FX#=H zWrbUR-Oi1ZX%B<3a1ZoseRu)Stwq%bka#eg0Yzp4a|Wn7AiIO0^NFBB1zF~V_$_XC z&mYRdP*^bTp*0^*gFfhPgl)Ltc8^+~cu`17NuOJw?VuX0DYpnDkKs6oFAO~%_24)s z#~b(A)Y6V6Rc@~#Quuv*8Yg|M81dzV-x3~wsXkQ0<U18@VEAFHQXHtXH;~`@vt}Sd zYiWq`1fN!HV>$i}C-m0?-ZS96tW0<FsJVcOF)IODAMbR7x8Og03L{Q~G;yf<TkHsD zC><=_PERMz{oyQ;GS0)$leqzh$;w1J+iF{s1#q%yjBKV!9ias^GO6NMhDk`k?(qqK z!i9h=U0-Z+XDUPxScl*rNi6;eqVyMdwFcf8@nV&TK=GOGj@1(r5HsMj(}0)9YIx#$ zlp#p2YV4ZJV}I0K+t8>FgO-m;3jiJG=T$0r&}l5!f5D0alj+dYXtz<NdA19<nyd&c zAVQhPk)_4zJHBRVyb?nxqrLwt@cnmxAMypms!+BETv}2_ixHNT;VusnrZ(CcIU`rG zZpJ#GHX4=yTy-CCC7b3@=QeULqn&Lh-wV`ZDJfqNtPcl%`P17sTp(D8g*(kpheg@w zMH2KhpXuY*^3jv;Af46B617kk;}jm#i5sw>mBu}{m5-qE#GDT_D0ZFSqQ4`5*p%AO zGEz*#DAr=ER)>@3L6kT<u#*<~RUVWoDab_v02{gw(lX^nzj)4A1u2*qt45~*G>JL! zqEeFCeFq>K`3h$wQ%hIN&4|I7)@@M_A8l3!**WeMvoc{0j4kLw!e{&*^iCzlK9J5% z6iKvK^jSa3hs$IGCcK~cN%Mn$wpHh6+OxX>S2N5OQywKsm<n#d8peQ75O79TY?%6u zYHUaF3JWcW9^VwY-i%HXfF^LrW#hvja}EAEe~%G-FjOoQ^;X?1{*sJXHMr!zaKoi| z&rOG5C(SKVO6}!`0`V)A*1U<0={$f=Y>5Suy!4HH%OY0f(0UdkzR?1IyAfM>(6t#E zG{dpn>AE6ahjk>`f%uU(21$g1ut4e^E1f>0FFFvBN4ZX9o?iyxNdo$+JCRYIl;k=b zjM(Y${a4(AoES-AKPjI95w5QL0Twbb_AkIDfK40ugMOX@-y|G}ib~i)XkU@wh4J}X z0r<F|+Yav04L2eLg-@z~?j~+LNf#S`1(P<)7TZ>h7kxHHH0?fti@Dvyd?kyqc7qRy zVm%Moly(bg1pS5L84+wI@+iE>1jp*rb>!#^4+t0A>t3UO=^Up0W`=kJH;O?XnuTod z%;M%ua_e8o0f31oCMQ4%55cMX2EC%AY#>!slYFlLrg^x)>Hr3Ra40X>h)qI!&qBOs zaB^}8<N)D%lzj74xdVf$x*thsWBKu5Xy=jamw|V(pI}xV0GOQFo8&E(y<~7?jgc3R zYUOiXPRVl;*-N<B!rsanIwXI}-A8>IO-md}V-dnf`uLR>{6<BPI#cD_#l^#tt=yd| zu(Dn=@#Bv{5d6%4bO-IhP&ipv6L+?CX`rj%xt@+xph^d#ehMSyQPpV>Qg@(+Gj8~I z&l2(=3zMr=BUWn>;&t@iTTkApZ=bsUXe<TMSzSHpMjTc|djA{{q5iq?EuqNQK=A)} z4UKldGz*j}&P1{vj-c|%0UTSuZ)Dvv86#tSJ^;ov#9#P-HlG>+qR^PVIzZ)s50_El zN*Bh<5V|68gBNbnL$zF1Yq)**{deD7lpjB^-GBmdAa3>mxFje-=k6b+MY?Vg<f~23 zLT-|*nFRV!+0rJAJl({B+Vm6o{H)NAV-7@mS+rtWRxKlw$p;J19#<&AqY*)gh=TW> z{anijE0Z{XLUl#QofoiM(b=9aC=ZT?>>Yw!Q2Hs3(;xZ#;SDakxwD6Y1o4af%x@$$ z*<6x(01u7OP%(nh1QL@kUYut^c9kbZ5GE2#1W_tslCj?-V`+(nbbSYg0V+cFfnp1c zrj4&XXA@;%P~;AxfAAa)mYhBQAHF_dcM^9n_r7a?1SmiH*KbjpUb;nJJiMI)Z|56Z z!g!{V1WBaUw#4r|W2Inl6n3nq3u7toSm{e+Ef@P4gSh>B@QN+mKi_cWs#P2mOVBO; z#&HmRov?lhG8JF#;lRq=x+7W-tD*D_a%i&$9g^F4B{@r;Z)vQ8FwR~&UIkLboj(S? zqx6!0uqZ*kI)U>y&uB%E<!-Rwd3x9!-v4@Mld9smtl4w|OA6hQsDG0!+60F%>f@UH z;Mv3y6p~vCi7AB<jC&1un;d*4o0TdQsCnib$x|%4eFYxAMp(vQ+|M0@ljq}RpuaM= zMWjzrGVyl;f+ThaE%SV9;QZ^zC=KGR)^TWm<XAbUA_5omdtOFSrIl>&=DIbFCWlEF zyTk~eZ?{Zf;!ZeW5C*?MYXhH%g<+QDUI}B)c?fOJ0~BC^X62~cOK)5E_6)W=T1shx z4lOX<N3#Fmm5dsAS`RyFnQ<~=VKiLX81^Xv>yY9nlFRgfx1$Ezt@Z~zI+{7++SwL= zMcb66T}HT3aukF>;y*AjH=V^~u)=xe@a2)+pHOOT{zv=dcRz68h!&A$DLY*=@d9C? zKJ*3;iC$2@ZfpB)V$JFQJ|n-u1ru*&q$H~3JQnoGGrGTF>Z6e01X^hbh!XBm!*tTA z6hb`p!^90(R};}2QI?%bl#S~vGNBTGrSK3(b2ROBwBzUlQTZ^rp_~+yjP!A&oEGZj zgrPC?9%=s2Trl<-J#Y3eU^melV$+0o5(ykA0)o9?`@3pnM^xr+88wj5dL|Z`-_1vy z8(FVP1UsOsiK76KxC#TVxaC;_m7n?I3PIwde9s~3xoxB^TqZ5$C2Hz*bLxSA9Sm_q zi>u)XVSR=oa6no@z|pdJsbh}^`Rdx4xf02?H(6YYi}PMSS+QE2qpGlJCu%d8Qr^K- z!GkHglTdJ0wknoxInaP4Z0DKEU#=rO_IHSUV<on3Y&Wkup4cZL(FlA}sDX>DyQzqb zhNZ%C7F=OuE=G$$#@r3BJR)s>mFE}iZ>Tu4@Z(%L3m>Z=rP(+?JZMS?%k8xoKCzD? z&w0CY48(Y*Af5}*C2_dh`Y)0c4r#uV4NcO*A#){QyV!~`tRT}YwZ01|%>G<}Mi1?i z3tUoioI&5KbKY<+kqdcB06DWJNr*1Tm*bmdlG~UU-k`;Yh7K^RCtmY^ixDEb8I#?8 zWd^T9At}}dob`a<CkOGmi7y!_lQ^w9J76`!?YDUu($n(`0hojXyy$A`!~r<4RquSU zP!jp%@{O!}O8iuoKcL`xS#1H*VGF#6Bl{ADlxqXGmtW{?!)ONwj!7!wuL`Z7D)f$n zbSK5(<Hm?{)cPIH2Y(cQ?v+u1nS|gn&D2>sLhd92Z;2vTvV(=F4Um~BE661uo)1eA z$1EYmFjT-y(ax8`1Q!l&^>Y3tpq?7f{4nXkXJd1$#b)mDnkZ>BlZbYjfnD16qvrjh zISlB2U^&8+#wPd`1>yPaaf!DXnO$Pu`3|h$TEs)slhi^%Q(?+~=M31ywtv*5_MDi= zt&W7!u=ZyJOndKId1Wf*2C`Hn;fqgksiI&7;eOYe@j%BCtCbRsC3;3gViOU{&)wf7 zeYHOlEP<mX%yg0z79`G6xR8li!pUa8B{wZeoGnn*2cs9EEpUL-X=DO=AQw6wh6|zR zMR}g;Ajwd&TUZ2t*?;7P;2Zlgu;exkUn+UxF-qo?jqrQY?-Uq=rL!A9!&PihNqK_6 zXlfNJ*AR_C{$w_E!ZOHJc^*9-7|=H&p{L$wgoR+7M=S4D3|xI-7AlCM)hwQOw(*0! zaAfFslvZoEDJR+B`Ha@viznAgP)@wQ=)FASIEvY4AZsOmMGA{+nUp2U#X_(SHP|2C zea{Kr8ATT~7c6Sa5{KGaQ=18K@YBU`flKYiRCNO4aVhfAV|s@{w78T028WsE)=j&0 z`2q(d$(fsGoB9)EkyC!`VvVh?hZ&63QPS<fS^`sXk~DkPu7!2T#S+4ZIT?%P8VquN zp%BvdjJRQcV>~JhK=2V$t&t%FJO8)fnT06_G$wDj4}qtbJG-b4F)tq$f`c(Ip;t=i z7j>N$#e)Cojkp@?M*@>0Q$<^&UXykhM8&7wjI+_<;!tS2NI0}z#1eW>R^uU+6@PIl z&l_5-Lf6=iGY^tqN!VmPpSe_TEUqs*zKgqEY<PTsF2+g1nhrEFn`_uyf@}1;NaW|) zny9`d(?ChY7YS#u2q*}PG$|=~`J;sa`gk&f{Ki3Ln>>AdALkR>uCWrm=gpE_0)ej? zH%WrVCU~-uOTcpB!bvabl011ympJ1hQNAmSf}|Y<GfF}bP9FL#&%97;giSg_evtsB z^bERxVjb;tL<v*~U$K#sIrMGM&r31~Rm~Cr`!$&pza(?AAWq}OKS{%m8m?@!29ZDp zIei|UBRrVI8_yKIJEsl4urRWbCT#737x?DSw2E?2fqAhx<NbHOFiTnl;o{Ae>}=~W zRDp`l!(Za(DCoBr_#~!+XVVK^lm?bJO5=%tX%=Sk8!t;0K6viA?~E^QBnV_P9JiO# z{!qpd#4CBHr^#AyOSal3WzuD@Y{BKPIx*i+l1GTf3}?*S<b9;s)O?S@21rH4<uii~ zK3a>YP;F#Vs9fTYvgQqlaWW$;lX1TrCOg7{&AzRka1T;O7nuDr&~G$SF=fC1?oalA zr(U?T<S^X)AOUkJGf)rXN!QCSL!RZT9Rba=S5z<nJi&U`N9clb0MgRp6Rui`Y<PFM z8mTy7usyKVD!bXApzOR60K_}ZX~SH$znb_&kUn2rDr}cw&L_JXv1qfp#mDl2H+S8u zFJ)>wMpBCJ4d;wkdXOJ<BoYe1291q>S7LTq%Z;mP0!xL=iNs|}V1-RI8874tVFE!O zy5G(4Xu14ECJ)bkA_D|(;$R*<{|%2%^+>Mgqa=V@YX*};XDQg^(<OocFUfgs=_Yk_ zQG01@IWomK=R_&m7kroO=|`rpK7Y=&qL6}K{n`x)Ye6Hi0|pOReE##LG)&lkX!Bll z%uQ_M$5W5cC#Q3<W<=WdH!4Um@=Gj{=(&R~SSJ7u%lx}E{7n|BIp2vppj`@+!IP7U z3+sM{lI7fhU*E!_%*Z}Te3wbvA1z=3<1t(Ul)Jx>7sXk2%4ONPguG{oX996k@eZRS zZZHp~6GJCel-mk}4z|yALYQZN^p9}YMhx{}?pvmuvy{>+Bo!`GWOv>$iFOA_rfp~U z!$)kwf;1B~hAq%tXzrg}R~}p5{TN5`z9g>?2$s+7ar4h~JobDMl#zoVKfL?P`w#DY zAS?!ZRIOvFXq9b$_k(`8#bJr>b~~iG^XWxkV5b+Z5CU-iB?xiy*b6m(vQd|~aO?;r zi5nL2N`g^tB#|TtR*OL(Qihzk-XAS*^OiBVF@Xjllv!}D9#X}PfFzgP1!PofM>tR( zJ*SufXl<T;=H{I9t@e3)XZi6c$7kbRYmR2J2^M4BpY+)eP?v~@68Wd%CH_QRadMbi zi$3Tf@ftES?H9t|8WV;ato6U#RY4`Js2Hep=t3t<@#@{}tA7GE)!poat`&!_6#=)d z6$12S12s4{m(Pj;6$LRiHaRtyAmjljf2_G<aAj?`E*v}QIO&d7I<{@wHdk!hww;b` z+jcrOI<~E^pLgrj{?7Sx&i=8g<~?u?T;m>VR!tH@c_kVFV_QR@sI83?4FfGbCqUNR z+R)ii(bihlmP49G5oqcR_$z0DBOwuT02(-%+u8^lH~~2UYCvOvFwh9V$OvHIf8gMN zBLN86+POQJo0>TR$W;{8D5$8Y|4Z_Z3Bb_(KQw<m9nDQ`0Hl8(T!2=#cGf@}r@s*Y z*N#d+Ai&8C2rx0X0s@5O<TWH@#Q@}DvMK;EpbgN$zzQJmY-nX}1duj20@^qNDF7z6 z4gjlvI{=JqZH&$TDb11gFP4BKf4~6XXa_Vh|LX>HGXmQEqoM}b0UfN(9UcEZ1I!%( zrVa)+PJesgWD792F|u+t{wIOIaueHsC1mGd``5zyukJ6Hyse{?qmhHTofF`1RC!_1 zf6LR!%)sfN*pB9Z)c{+Qzm~?fM$Z3~^e^3Cn7>*l19KZkfD_Qo>7Q7Je?Wk-xuczx zf&1Usf5Ge=%>R{!v!l6<>3?NF4R8RO8aNnR0UaIx!u-Ylr#t^uC*Xgn-oVbz%Kcy7 zw*RvF&m7F19D!CQv~UcJe`6Xs{f%vEZUaa6&#Xw;nAids=>JV_>}>ZRIv1eBzZyjT z&&*K#O~Sy~*2c;mU<@>Yf1{JNb^03;K>mNnGVT8y$^Qcs|Bn#-KSJ;S8@d0TqyOa+ z|G(bn{|+tcY-J^DVEuOh{%ywq{w^5<8^GT^1CR#%vuLag9R7bk2G-_Q?*AvR|8A`Y z{I_)f4`32b27lWkU}O518hTp#e-oNJikiCtjpfaqjLZNg23CK2fA%lAij6VQ!OGkQ z_?O#%wG}|aKu`bQbjoJtMwT}Jkihb9Dxi(=f3M&#UH{6TPF+qyOhKILf3sl!Whno5 z5S*0V?f&NW@72iI8vp0v9~ePFTQ`6w4FfAXfQFHs;qU$Xn-B*hv-kfd<iCIz{_8Ab z;N)QL2GIIjH$B6@f2#lY-+!HS{u_*ljghVKKcl1MWME_bciR3_@Q>Qa*}>s2$^Tja zf2;nF^S|aE2y_D)!L2UY8gT_#q-CZ%)nergPYP@G_cDMF2iui2C>Q4YRonLXriJZr zROr9g1k*N7bAGnDFP_?c>`PJ}jP_z$k@chiFY|D{i75K=e^E9`JJ_fW0_b#05Yx}p zqCBq_q_-h7S?N^|b|)1Sb&KDj@TNPM9AK`VDEx?A^8L_>AMKEQj8f}kF*=bOK~QT8 zPR~dakDngN2FFH*hk9-x`}T3De#OF)a2a6vB%cx{Il1dQ+&36~LcY4NIaV%awWw92 zB&xW2;Jht4e-jWt#O$Ckq+c-Mn|=v^?$Prv8OBPvUWSIi$1oNq@KO_u3(Y7?>eh8G zNt~^)uASHOa;8~ku5iSd!yh(AE{UZP6|!u7qNtMdiw`bjYKFuci>uPJBd059s7CV4 zurb&D;3E;?MT+FF^&2Zs+T|~b*6nce#)skQ2B}g`e;cUFK9i>z<}nASiDo!-jkvex zrswC^un3_%i+Y59RV-tU;rqk=11x2;5mT^y%A#^^coh<wFRdx23#G<Y>T-{S>GgXk ziuk5=BLQcWL=MTF*Ilx1OOIApcbW)G0OCBK{>)K-qg3%OjC;edhIsb{NU0PoZ;WiN z4|B5Sf7u7pf?>^2V<WXz<gxZn1x{AGU`l3B1nZw9F1$>@;}tXJA5s@SmAsU3#1OX# zOQiXjp;}bQG0+D+I#YV96Ul0I*m?k0hh`+UmP!3{UWAA>Sghg7uCMg_)CRQB8<?su zSW<=SMsAy3Bq@pA9;}y(OXgx+ZcY^j(Owt+f8s}wb8nMpGANeD?;>rxhIG4)85gLm z^^`cXLPN_@qiQ_06bMi><tg4Sg(gXyGPfKTH)YGMN9inu30t5viCPqwlowS`m6$P6 zh5C@Mczuy{wr~}THL|sTNU2`1Tb-jS@}rAepdC8HL%uwd0Ej%Gnd4p^S@_$Xz(t|j ze{<DOG{^`hb5LVNY`vgge-!wkz>ITc*L)yaYc3uW<Y;oMUWE5AnQfRH^=#bCF`0Lx z1l(_9*G+l*ET~|4&lL&{km<j67y9x<Y<R06aX`mpb$*>l2W#Kqv>pf_hTi@u%UKE0 zT##*}5JH;I=uOj=)Mlr}ET^#<;Nq}7e=%kt-ca}5f}LM6J-OPF=nvc!{$Q$=Dm<OK z@NYPpf9lOv)ig$}q<@d`?+zm@1ILzE%LJSLG|-Om`e{(&<M_Z%t6q%>B2={XULuB6 zOcl37`mOw-%)>#sHl7mOW16DUV!JTQ+m>ajBC(25g@KKgEB|_<{e%BC_SIGFe=M^J zZwizGr`M4QgJFH+)Vp3f0~~BD+ya++_WO^ONT%6Z7Ah92#5A8(12(`6)n1+PaA5%} z{5@_C${!NNTKiL(B?>>%LC6oDUTh+RQY$z;IC~i|HX_RT&CxP9`gG}U45yyY2*_R5 zZhw&HAx+<;s}n!gdldz3xRZrAf02z0ev`W|M+~=dWBZ<PhzH>F|JIM53;Uj>RAc!Z zr-xFXr!XNwNuG`;Q;~mY-^Z=q3y7G{l~G9GK9U0Pl!i`YC`N4M4NtQkJKTb+?}G@p z)2bvAzUfMT_|COTt7l^&DID7CtmuokBpiORJP-4NOtkp3vK%CRm6?Udf24a5yLTW| zHbu2xebDZN1-q~a2vKJ-71Lcxx$}`9trhkB=Arc;xTE|sBtRn^#Kc@8I_B+*!gKg7 z__PF`V}KE)OZY|uQGCQjcx7!6aaVhog5JLu^48esGYUb(E(u{{=**isjSG)KW3ns0 zI~2zGD^Ejt*mz_5$uD(Uf7S1tWVL5as3F~Ku1N(*xv(oE0AZ4YMkNw-#7%fRAwuro z?lLxVt9kb3HE{vStDp9VFH~uzn`Q(o9&0Y=x*(;nutKVSdSGQZ1TTD5*4)>9X;g1j zS0c9XUJ?m!B5fu#kCQXi9#R6bDAH|wHgURr_hyKk0%n{+FFCK2e^6xE>5T<umVhIt zo;j9Tx5zq&_(iPkjZ(sN;j9C8j-`>UWfK(Hpzcat$3E`1UoIm9lTDi0A`0wG;RJ@w z)>Ap1F8d<@F)iI>{I{OKQ#ss4A4ZK@F(X1Ob1A5MhDV>L4V?%KHTOy@#B9V8qfynt z1J1d@%Z5D0b0!*0e~BgzsK>@{q*xID7=vY+!ap@Gw^;V|4e=sHCBgd_C0&usDJtKo ziIALN>HX+~D1v?0t@IVQP7jHGJ@Lukb+>ylyi-R0=@xjv^Tt>eo#R`zaJf4awo<v! z<gIMu({;8@D!9eROh_OFUF4heQQ%te!2P3Bkio^2!Q~o5e<S`*4_n=EE8!y{ZP%=b zr17c|I$gN(V5Y55a5a*-3RX{fTY#D9(K0_8aN{apVeJbAy<lA(-T1P~ZY|WLl9nUI z5xe5q{~0N7k6z;rj(NZN?trRS<mEFsYHd63S%y=YJ9GL<SZ&4ef$0I$$#FDxi+KlD zN)*XI|1%5wf6D;rj$3hxPzExM^2m*LqGv8BTsIkh{wNh*af#(R>zlW}bgO7U0ao2| zG4MGUg?sK#TlXr;8K2<W_~k--Mb;YiLn7w~*oO)Uui#3hc+uch7wV#c2_hq|dm~M@ z_rnW&-WR#Q2iOzL!FG*eA48L1`S7y=46{`tu@ovkf6>#QcM~)r1G4Eag*%I&qZYG8 zkic%e;0M})s_D<5SU7nw4zwIopdD6vAK8|%fuL5{*?X?m^hd`J@o<W*BqIJoxH_qW z5ny2v-1xO)gBn5OK7K$kXNF7%VY1+2uAEygN5*fK*bP}U&4V=t0Etxs8Hw&YF;S{z z(1mj@f4$Kp(t%fMm*lrHhwL*~?2LQcH966pPs^1DR;2XU5xolRiDzi?NW@Z(AeBRn z`-&Qz{aqYz_gFS*7Xli-sve4AB3{$j-Z6hUPnZr@4iX}BWj-OvR=eEo5xLsq-csBB z8OV7_kFD%eL1Mn8SzA;RqgDNG-Sg8VIx`7Wf1%g#PjyPu+FB;u4ZKg3Ydj3tthdGi zQltO^k&nJ?b_1r4eF+)OQB9+yKkToAZdh<FJjsDn3H@o?v?F#lIj*C*Qi@qaA04jD za~`j`L~UNIURPvR4qA?ne<;Jc_*1aoQoVLp3lJ~OlqJ-kApdk((d!>g6wHPRIVLVa zf4tdKqxo7^G<x1lBFggHB;FdniAOB<k;_yi+9|pGDh<Aus+^DekZ2-n8lq0!xOJ(& zc5bgo)mGp83Lqk=zVK4mPegbYc1ag#H|Jvbcs{_ayva>kMjY;A#RCh*-Pe3`6!coh z{k9x6&TkbS$%~NHa!F&EZ*W%w@F!H4e`#n{nY19@Wl91phcFB4Az>@}Xm>J$q|3Wn zU&vQPT&<!6NC^h^GmSdQEm{o-*?^=5wQSkFCiH*sLlL5js78dUTzH!|O50VM$fX2a z)!#yw`t^B?CKzM;no=gRf{?PrEP_z#FPl=yUaCIn&Ff&~v3q1@-~}(kqi`^Cf4HV1 zu;9ni3NFmDM6$zI$7^D9#`cU9*_zBu#^7m$fpBm%MwM=3vC)IBP@E2g$^Z8HzOBYj zPVAT(XYG9$o?i1Y2*oL8Jd#^XY4ag5QWfL=iD?zc`+Y&@WQC{J*s*q#BReoXnh`Fb zUSH+FS~9lbocUlvS`f76TV0vRf0N0##VY)z@+M5j4(QPI>m}!4O>p`x{<(k(8A~`B z(nZ$(fubLC=pP=16%uU^*!N0r-Y_Sv)3Yj!$v@XlEN9K$7Mo)b8GMQ`y~K^1t9h9p z4BR<zO*%<aRe`-ecicXEUvKpg!;6{POMW@|l!yZ;v~FRA=^~(pEo|K5e@+v%=HrK* zdMIwd8m91<dPzLOvMEa(e3N&zk;Ph~UNLfy(0P?%ZHQC|f0Ubme&f_fr`w*yYcnq~ zWls%2Q3zf~HS)bQy058Jxy$uxvae5J4KxmTv9~u2&xw~y9}xXhy1N9;=ZO$rpJs>j z*JKuVr&|NDk7EzcfBgT3f3dSd$}Fxic}GD%HZQ$V?D<@|4x<dETs;?_y9#_7C>I~1 z)WkrYE)<ley1C{)xxUOjCPzy|8d!foB3yb}Tt5e{lOu<t^+nMWK8FyiCtJh+t}VET zAoK~yj-PC;ESc7QG8r#VmO$L_lp@tUeW2|Xc+$Pq9R2Ze_ek-Se}dQ;wa~=Lmn8Zf zgHk*C#b0;^8dmatoVr`B2Yhpm>AU?w6LR~w;e4estDiA8rVFnXA%c*$C$0vhr~*;m zNJ`2L{sU$4M3XW*JX8MONA}Jial0i>&|H>#AF#o=uY&!TO&>1G^Iwpr9LMYR<_d~+ z(Lm|AZ7cVXxCO$Lf9Gqw@7jyJ;+m6It6@CBuP9cM5pygh6U64r!Y-V5bUD`H-#5{j zD(C3^&2ED55HJ+d8YtdGc_Pp{Mc%Nr(XF^h#0&i8Sa7Yz7Y)`PY=YUZAMxAcZ_KE} z)t)R_NpWGzuXAWw{0P*VffqkDk5PwgvOukC0Sb#O5;MQNe|Ybps98?K0liY-i+Lee z!^(Z7dR~R#%f2u(?uk2@7Z5t9>R4YZyO0!+CX*CY&<3icbwsvutta$M{F?8&S--eI z5SN50e%r+f!4$wo|M7Fp%>OVlnX>@x<-sN-xC|JwK-8`d99FVeS#QG*!S{n|?nK1i z?0F5QueB)Of2Il*qh*VRl^X@CBqFWe+<&yn*XfI;7A~$f+uQ3&m{-Ow*xf&FNs#Mh ztx+SMH6OHe=g3Qa6A@J==i=KVw?E@j@Fu!JwY2}5vsqInjlD-8yt*(Kac2ww82$nt zF+~b~m0;=I;e;g)Vk=>pPe=*YMdZbZJjRle$hp)Je>N~qO9T|}n7ucpAeb??&Wx6d zM^4nRhoe6Vsy#l@TYX%pi;?=-kO)yLwreDta<@{4A;ZH5uXE%ke=l9<p!DK;HH$9p z?>VSlG>`UMPuSa|m>K-jfOZ({BvsXBp*xwNYg3B+OTl)Lw@pWb)-f?s20}Y=bLl+m zZ6^G^f8_pA-t`>XIDJ1+Q#t7+V2?_AG%~}e!UyLrY9Ek^KaGzo5w`Jh?fC3|Ore`o z9T?To){OeJ$5y<C<=TnS=c%VAMEy!ybo@LOE!{<uY=^|jRS9<}EglwfZe*V1<x^$c zEa@<+!=+wGvW=r*U&fX>BuY%V+g-L1*6Y@Rf7#Z$JNBFtHg<l=Ji<PF%YA<*nROAA zL}Av5C=-h3b41~Mj#zK=QBa&6LMUmE!S~{$=fD+(IRH7?P<UL+&d6v6<%5ar;cM#o zK~g5b>x@bTUoYpag6HSQQ;!LP+rUyJVqTPO6f2U9z8VKnGeH(xkH_IdVh>+`&p!e6 zf06`MQHfU3Yj)(qLLPpCfDo`yPfBe%hQT2Rh5I-)Sssh6RW-xYqC`PTUAMgM+|cWs z(*TEq#DL$_*foiqUMn39>rnQG0%J*p6G8O-$qQl~w6dwdHxy*VvS|v(!9ZS<NVn$q z`Ae0FKDcbeTM<xaC4ZQdJYSM-z!F+ofAJ|U*?vk+3yL*ZF^XNVcBuO5g#5)<BGA75 zqNO#obXY9oysL^$>DlPZ%l8}_<5{l6n+v$i(=5Ta7XwA7k@o$ft56or((ebMMYV!i z58k#zix%rgwcG%T|6;sE#Z?P}Nhe8?zvizfB+$Ip%gp+zLKQT=7+<Ib8)O~Gf1DvP z456$BpgeRkDv^7gI!>qaZvtUC;$c_8^^mCk6t6X$V8g);E@NlyD+Z_3dW3z~L948X z{8K-OfC8K*y7+q*=qX`me*|i1b}YFKD7x2iOApk_Ce;y7)ilvUp}L?GoH(UTyJyX0 zabWgZIUwX{UOJEmx>k_pT@BljfA`WejcX!M&kWK4<n{T7M2eV9`YEu5XuN+>+<Se4 zYy%MQl2!|Oadl>}I$u-K6VgH%zCUZ<6aMKQ38z8+BpjHU&d<el7Mhy<EtH0>h1RN8 z-vH3a?6g%Wx$gVe0uV_8$-Jj{3(Zj08Jsz;{G1qOs6v0e+CVDaw~wD)f2{<fv^0=$ zs1V%aS(;7)T;>TNw&>@0I`^ptmJVY0w#`T)yR)q_X1{6hQ}JdSv7jpMcopb?1FI13 zy#_vgy<!tV`g~l6&7<ZpRdd_`P3*j}1#|=reH^9;45vspxzN9`vD+QYNt;sm`x>TZ zd|Rk{%6vAgSu-(NQu8IZe|vzw!tDqu8@f%U&;wsb2mE~W0@+G~v;nv-sVr|H>iUAR zB@a^>{aB81s~z~?2bKp)cH2}iFWI4JWJ~1dpoY{9-Shn&=XF?*gp0;UPB<w7(~6i# z_sC1{MF%mEO9dCVUjvA0dCOYJ_1jlDX$9m4_g*O%NIc$D>IJ|nf28Bn26Bxi>}rzr z-s0R2K_tZEHS3FqbUjIZ_bvlqY!7E*sm<AH<3Bh(dBl|IzBEEfWAu+cjBByZEkY$` zSey&d;Qdd$C^P#p^8XY_ooS8<g;MaGrgYl1WvxM_Yv}TrRHHy6tl+cCy%k2b3O5;Y z$R9#-ftYm~A3U;xe|MiYe0m*~q0(|xFXtt73r+Sl?3arnd<ig9G)!!fk~bEB4pv{j z8RNR!?A+|Ms4RYOctLkpfP*c=a#2_iXH8cQPZ(Atl^_!pZ=S=x)QrEWQN$I^98(tJ z5PSk*kS_~Bb=)&zQk`Mh3*BblZ`$zln9W#QkfiAVOV0;Pe~(pN#mO5h|6b7vo%xKk z+;k)Gmx%$-p|rx=SNiVvAm(cBUQgvNe}H}QtvP1et<3(uGTq5s(x;NfYF#i@ZLS|z z7b6oSjtP<2>L_H6(S)TVoC!suq<xrR%zeO00p(M+WSwT3=E*x<z#BY0rq{fz0Nb+6 z(tYZgGI%;hf6Y=)$c?#|U7AoxKeog^Z*t4E-BYodpjcMH*AmlM!G6$##HW*>xDg4t z#mhe|&fw5;q@(;GFl4!SVNnX!*l72zS=YVIoUx#H!S9r5avN`OO1UO)g1|qQU6>KF z4{bMPaeIo9$dIdxWgNl%wE5%6)-UZ1Jgx?$FQ>vyf6#?k#GSGM5-Nd+y~0L&U0Yx1 zTZ(N-&cR~T;ZE$s@K{V*e|5e`itIQm$tPJ>8cSXwNJ4q@QK<hX3);fB2h6wfX0J0a zg36Z>0*+h(jnJz^7~+a8kr~h9M@eRzn*|Bt^i1g8-LK$B4PcTm*t}FlB?mG~(zyaJ z4*6t}e=}uGLQnf}MA)mz;4k#JbI@rCVHQ@ZVD=BTsuxz(N?|hrX}sUI1;XlWeNmNM z%?UDi<lia9d@?cbGLCDz^&K=aBx;hHo6HExFZCsf!l($2!7#lqeh8i9*m;$1M4ldS zjzg;7v6XN03?QS>Ip5$*sO=9$QLKW5^qNWwe~p2Luujy1;PxJ~woaDKx)?ou?<E|A z>C&^cv#h6$ZS_!VD~E(-n2gK;9Q(eS=7<GNIW<Tn{*KR^)XC+6+YdNzdMfWpm6(yz zI*JQCe&S-c;W*&Z*fz_Ie?!9hcI=E>Vn&z1(N0W62#K(UHGb8z64$iCkR?YEm}1;o zf7vLw(axU-Z59@+xE{KR7{)0lnz94|Qt;xwPNKJAXZub62&w@5Pv^``azE5^uHUFP zLQJ~|hJb^NHil2wL?3(K0yA!a(1I;FkIy7bQ)3Qm&a|jn1IQ#-Ec5~;zwFFq`)miv z2(3JFU)C==JKZCnA?*c7uL{ct$bg6se-lL0dHk_nE|3gHlb5OE9bD4maw`iumEE}v zF#-){5`L&5aM_!j)DxXxR&0O1c+;IJ^`Q1LEvF9YQY+z!ddBm5)er^EquKP**O*-d zZu4*0k!;Uq#lKgZE!+F}?q5`kJI=wtbOu>XzKZ9bI3YvFnZW!h?sJ2yvS+n9e`P>G z9eoo7x_FaIpUi?c;Y0TVZrY)2juInShpHp>sWFxl9+)JSxg08TBjC3jw_E!nAW`H* z2eK&-oJ=ipSI<31K|K7(y0wd>vSy?W$hz5XeVf{?oKW{YGmJLBMS16(u!+nBbXhmR zo|*nC#h?bh$+e&AYNlNhV(icFf5ZJEr&1dOa^`4eKN1sp>vF8Fabak56na2NrJ*-z zV$8QbN#Qa0L-^$I(ybHXF|6Hi33Ib!#mpNL{^8k>Z*%l?nz=O?SzxNKaBF+?y+5}6 z{RJ=9zAx-3?}^DjmTR;r6PWbV4s%K7(f@mgXRyXT4nwS6KDppoRnr~@e|^<8RNgER zRSe1#LzD6%I}YkoJlFO^3`lQ&a~gOw*8{?+<5?$*G%q-Ojb_l{H_9?0XKM>1`z&E0 zs@0S2dz%(n#`7Byolf2#SW--RYf;FKOwcv1eP}YQE*y=77X2BsOJ_t<nDI8`MFDF4 zYa$}MEAGG6zbDie^Oj}af4XIe17szNp@J<(FP6jK_2?=<*gsUqXKuv2X>FM|_%lyo zU9n<Oa3op_Cr?;lH@&aoQs%sQtb1vCDCG90@$Wo}HEKl}ZpG<{rJah?(fBXYew-iw z<{4I6Oi+0?yTXXswDVgbZ0K%abD31Bcte<;n1uO8ACh=3;I|+Ze@vlaHameIvfw7U z-jpHBj;v@><@r)fh7KNzeRkviV3a9}!vWd6q&r!3!b7OF9|N8}QEsU)eo2Eu!6t}~ zNaD(zJPe_vxWbyKpm}<_yv4}z(&e*+4o+lFc97^{?W2xDK54)NcY22^9a~#yAc{&7 zNz4-m_61Tz*p!4Lf9XUtpO5LU0^kyg&6GpbAxWw1_K{eMsIv!@C<q_HpRz{ufOB6H zT8X_HMeUtoEbaaK8>stpq$}X+B_`(CWtp>1Bi{f)V|}CgN?Av%FMbT#^LbCx9OD~b z>!D}uY0JsPCE}JdJ-?|Ev`tL$g{#T@TL@zHwM<3-AwviVe|t;0-GGxJnl$SZee;sv zWdI%g8hp9}fqHD-ZN6~Lxn9Z!BQThDSzkIT@eBC2AvDk6R(<aeF{TJ?Jv62+dcmxk z*W115w!ir<Z6$xf4zf}GW0|Ks19aX{xnU!oo!&rd#rWKncP%TII5qpJd-;pxkXGD* zBcPURg+o=Wf7a3~sSGE4UZUF1A72lXB!&hNfM<bAXvyI+xfMP(sCRg9oE#*cUr%xu z*yoq_Y_7j6PPgO#f?IeMNb7BVce2AZc{&GH-fk}?*nXLg$`)#GGXySes?X11ziDu~ zzB1*`0<_fe%ZFVNCZ+`J$Y5~dV+hlethz+kKQqXDe>I6>fp~onS`eB@b59FpCl*&E zwO2XOP$JtCKc(+O8vInz<E_vsa79qlu4D8q_^~dty-A%KY_PFwE^bjQ?{fCk0Tq=o zvrn0zxj-J6Mhi!0dMDOkXOIMd$>w!d3y#+=10T3qoOnRC7yuno(g7<QYB6Rqc<&pO zl-P<KfA%IC;&+C1?b6-6`M|;|rtg6GDVRnm(to31tjj$)zu$RfFsIfbJ8tSU*BEW+ z-DM4pFGRsG#c2Oh<4jVgp|14v1>Y0)+)zL8E#@|CZZc4HyVOLUhtV#|Wgy_wcH^T6 z3%iPZTS`iK$@$jRh~@U+J9?`Bx=IKyN<R7ue?C~ShQO);2=6tD$|w9tj|8Wr57SHu zrQpdsI*%l(Ym<mgdob&RL3x8X#DSyw?Hwk(3|2|%>{m~yF$_~^MZ)<pM8S<=P0D2) z1n+QbbpVT0Z#(mJG6^IRo1izE3?HRqkL0|}whF7RlSpnSsh=(BL(Lft{W<N@$q!Tp ze<0)R)wVgwNuel2-*jocHO<Gdkjj(v9LtXvTRtUP_Xyh9pZ4lHo~vLG^vYD!xwZN5 z(=jal>{ZOSOW!rz6$Y=`m*xp7;uK6cCC2@s15bmsez4nx2cIudQ@Z&cRBdkfjbu5N zh22aDCB12urM2tMd(W?^AzJ{zTDz4?f3B&6!FgOOA4ajpL<@)5-SBwgl_|<A?@~DU zasu;nI4hhpJ7i~Sl3^)>WGy`KA~X_Z*j1G4>juV|;&t*xf8$W#^8Gj}p5DXb#%6#V zbUs*coZ%i+;_C!p3Ig<n@9hv_E%|eH<tW~cg76brA-nJ%3wh#kcXrj8atMpuf4_YX z<+>y~&MxXrW`Uk(084Dy7urSY(SNnYZzM_!*CR+?ymQ-1ZTi(SnbL%z?VP4<U$;oW zI7PMRwSV_9nE?e8DL9e!Y?#{1PU}q~HrD92*V*Hd2pvRL7A0Nx^Ge<eV19zyO%}%w zMHCD5f;`A=|0L-nc-RznOUvVPf2z$LRjKIav6GoF;IQLyT6a4;)+4z1A@|-5#M#M9 z`7y=7<Hk+Z8~8z^zi{gnOr1KtYviX&g$_I|b9RMLw?^M_tfx=w2QjFWWO@_Z$GF#b z14Vzq<*RMHL?1$vPbM2<QV|)Tll9q??)W1aXXsqU$!GHOgplC)3_HbKe@9X|gb!)S z!jWC|@*b$ENJz4;^O-+Y4m8i7So1v?N87FFDm&i{pGxj@Vh%KsRX=T{3r7=h#2OU1 zb#0;D-t=@%b^WR(qu*cNAu}vi?LEo@_+F6tIUyx^>zKsRhMPqLP%{jZz8vzEnj2mF zB@Jnr9d~hu!H+57Fgs?me_tA{A#p!ur+cKLZibnA`rNoisZs(s2`AZDewlDGmU~x- z#miABx=?JKet4{$qj??dc00*JuXM*Ds`Cf8HtNa#W+qZirCTXNFtuVi0qXyDFDz0v z!Eq6ZWD{BPNpE4<wffc=<Br_Mg>4{r947S4_=#W&`}>Y~4SFMVf0hs3Un&)0T}bj7 zXA&&E)X}FUZGOpM?1|U?2-kwS^v8*_$mXa?Pz(_j_%~gr>(;gl=J<%rzsrc5C+i)o z=?BUS`}}qBJH$E9ts;LPAKK7^yB5MHcdKH1ly4=6uC$2|%^KVho=*=?hRoIIp|9-_ z>E@~9Stc&?<skP|f8~Q=400aIQ*1Qyvu>-tv%VMJ4Nm#jVW^F)E5dT*HCB?ssNA1v zdNPs`(*`%Y2@^wdCz)nCM)fGo;vuTTAedev(nch*9p(+^qodR&o-^fNQ`tj+uPut% z8Y<Ek;l}O!ue9ITf0UAU|C~NS`E^tAptV))e*+BrK$qd=f6YNQMq9I<+6*9-m*0$B zD^G5!qgU}MCF1x{uE`g_1`(35!ryJ62q$~(XzAWIWy8aPLR(Q2ki!0c53R0F*bhVa zki{cEFNZ2G<8iZ78p~QJ>`1glPAhY1k5jAmhR?dSg9Dd|lq<PEkqz9Ej#A_Ce@=$5 zW00>h<&L`Nf5IcWAe+*JbKU&%0X{Z?&k;&h+e^aPuGiLc#S_C0F3OlRZ5}pDl4&4W z^)nAXT7KR&rR_!J-Mle{WPr@H;4)6t>nrge^j_UCzn!#oRvh4W()dm-vU*m-_0w<E zl4IBWsGi%LmLLyyQ$=4!-VsBKRXM$<vWCn*Nxb^_e`whTnv5D7mD>9G(bF2rva3P} zxKC-GP9drPXbXDB&eWW@ViKZ@8*&UqUEEZh?jZZ&$vlQtiYDO0D8mCq{362Nfpsar z<xB2G@ga2o`@;^!eF>?~GfTE9MjZ>k8cqE7htqwmO$bKk?BUEOv`g3kFf5#KUlnHf z9*Mcef29atVm{6Lpm;U1GLLJj3xk&=ccy(?%SM3cyFP=Rc4YYV(=NsgH*%`Ibvt-H zPw-@<9ez1bTK7nf|M#CN8hCNI>wyf^=2#{K)1-p&tcPhwHmNRNO4$HmrbH<(b;~r% zrJVU+#<?b1#_aAoK;B+{&`)C<Ht;xpSJAdvf5Ot&R*qx=*=!Dw1lv*=4+C~y&_lU+ z;hipv-MDy~N&~v-pHfyJ&-ahtxe=9raS(fGH@pmZJWHGmT^pho*`e@3{USky5Opoc z>V5)U{&<v@FhX)x=A%+}O_1-j`008=GpIEVYPo{uS)6aIR+o`tJZfAW=F7gxwr8JN ze>Ej!)PNN+<-a^;`Q3qPNlS}^Nrz|#{ZI>FHp$Q2#o~)Xm-7v?g-cI3=SKCh2GP-* zP6mqMd|+n}{Y9+e5Ct%Cp2e+N652nET8lu=gL@va0Omx4q_C7_=gYLkEBPa*z%+5H zhT5#Wqv%((TZ9vy8pckMU|^f?Ngolff3?gbNPB1Z?u1Q;{1Q$4hnu31oTwk3)n|hu z1;+ggjZ!va;`)o1tnZNjgP6vU{1{W|75^lI17`ChLsh`|zkfe~gfD^QcqDK@IC^pm zPA|Xv5}nrk$osa_tS9`Ah@p)S0jXo_U#$x$JBiqI5%9A)7_L)lSGh?#Nozh&f6(j? zV;ENAymcQg?@FZUOpipu1_<w)vQ-594mgKm4T%pax4-VIx+@QeL*<M#J*<WoFq%~t zD#|~@Y3;W?x$EYM+g7I0sy%M&#|*yn#%&yAO5Me~&<VE8Rr$%p7&G_X<w&L)XzdZF z>v;M8o(I7N+$D<WZ@t0}yMy-Ke^K_w;VpO|d_D-rMsmDd(N+7&^ELHj1xUikIV~A< zGjpSXb=)yZd%+E!{^sU?T3uS%H)RO*Ym;P>;nwPn7Z`sq_Z-w(?!-<;c=_Q++=0(h zEKimKJvz+etxEZ)tQ7>)27N#KQQ&|v2eqYmr;#8EGYHIuRNGx!rJ8-}e?TQJ#(th5 zW4;JM3i*6?%w-Vc4G(%-*JWUlA5^{n)^3#K&%ljl4kGE&Pd|usTL8grI;$XHkH2%x zM2!A!oqqg9j>5U>rc(Z}U6*TErDMAkUihfhLN7#`VY<FzNq?>x60@K;K37VYy$Kq2 zoG>4HWeJuE$Pcp1pe-UEe+^IImBZrP7$_{^N0<r*Dta5{>qfr<YeIPZ<A#f?B220o zij_L<z82Cvv}}|fIjA}mN*=UyhtGZ1sASH*<wc5=m)e6T8%#Xc<!DUCX#X&9z-&|+ z=8S6L6Ei6_>AEoVrE!WqMhtS*K8=-~KT0RvJ&k4Gd*Ru__afN+fBOLQ7(igFv+g}s zuF3ejFN>jhZyz>>&K*QyfDS`dC|>xSfB}c-4h9K6>08?q{sjt7TO=F<x4<iwYx#bm zGhOBuaRmB{E^7DHdI#RBxG05uqS4PN8YcB3Og?^K13WjKTTh3d8y(YzgFlereADWo zyU#I{2kh~WXM?T=e<r9oV_o6LVK??!Y7A0#)I~z;Z_$3mbkA4NUauj&Ds+8{OR}`4 zoXMcY;5#MK5H+fk*wwXe1(`gyI(agEpB~BA0XrhZ-9VxSQmoIk>6{QZYu;}rEeSdr zy~RYu=68M<7PN@jZyV%WfiuqAi~4riWez%8gfXud9Tcci^mh$JNPn6fW9axtUWe?r zWIGxm>t^48jtu4fVt*Vk2K^wW$M~2E1FFw^WE_NVgrA3fzOzu2p>(HtLdM834<;Zh z39F=H^Xu@6ykv+wF=rClxeos@D*n;(*&UWlNq2wCY)@e2WG*|{%@X%h4%sc%2(-FO zkvon<_WO?^2b@~{^MA+$GrsNx-Tt#|pmH*?E3S6V)eTDTf_7Km9~`Q@w@#M);<k_1 zW$Lq`&U6>hQ-@wSY&&w)4|I?BE3>asZ?&;rj<+Q9{mB{Pi+=tJcTl&-wjn*C#p734 zKPmctU!2p%2394d>MP3fn2MgUZL7f-Uvrad=tn=J3i)Wqz<)$&aGsCvN+0CuUjAR% z$KtMsw|i;pw`&Jy0E??>H|q@I-_!}#+BGFNoOvBnh0JHsKQkPL&B4RQMaKxZqNJrj z5OabQx3NbTB4bFGM6cAKgTizW6{X5~pJ0xE+87kRYIEmxg=U?8Hm8S#J}#Jp*UfKP z?{+`C%BBm934a!B*}S^o#8i6(D6=J?n3_dz4922o#n!(qD>xV>U+P{y{mBx=u_Sh} z>#fh8Y~f+aQYyYhKT%D;dNJW=+){xpJt#-HH=bxgRM>F|DzQGg!HxoCQF5s-Ia@gA zDr6Ji!*Z94?5TsuN3RM1T!mv>&9|X~1!|{|;`%yx)PMW(!cQyxf*f-7t8u!>5-Byj z*$XZ<f`81*<>OL&M4~%V8w*hBS4sX{jp*ZjLE3$H=oweQPTU1Y#G3~>I5d|SDCYbg zTHIq<fh4SaSF)VlZSlE;){Y(++Dl9;=EstWmGpBv>vuc$B1Ueo_r|j>2F1}v$GRC> zO&)v^34eF%b%v2MG7{UiIo!%3{7pQ%MZsCiUh(Ui%<OIWG~c4DEQ;l=P$yB9r2NH- zIKuIwrnVLI_Q}ui=nahRHF!<`F_2W}H5JX#RnEF<cixn6FICQ!FU_k&Zm0CRWCWLB z{?ZQgc@Sv9JiyP2FHU6DPDk^zBhUw7CX%Z2k$)9RgIzOu27aWRO7wUu_GyUXhQ_%S zr}Wx6=KXSbHFJ`euCU4!L;thio76TtCh&B%rs#_R>y{Mr2x<2HkW*2oQa>o96$SvD z>MH_Pl<w<*I6EFvn2*21PGlXK%_lRjvYxcoyD)65+4~Ra<i~F!SZ8$2YUwFTtdD&M zWPdb2-jX4$s3yjoqqs`Xh<`4HVplzsgSylIG24f&iaSK$&rW%NeQvc;JGyMo$PhmD z3D7w#i^^lwW3R-hj(9rFV#CqMBT1Hcbrl?ujjqfY>KSdumk36afyjKR?K2{OPH+G6 zy+XH4td*4^VC)d>7vs9!aIm0oV7Sm8<$o^)l?<{7t>OV@1?@wKJu@`XaIo<>X2aw{ z;*#fL5q1eGxl1@sBc5K-k6#}{JHtIVg7LR5np>8Fjc0ry^xNhB(tk{-VOlzCW~!^` zPrX}WwTMC3zat@R9+d3K3Ic&}R&z^qk*<QQE$lJ3nw?xUmX~;ZIH}<FkU&ZgJb&Gk zl$xa=NsSjlQ9x9}FdQgBmF^&*4ND3c*YT4UDHdXC+$zdMw6??hLhGP~HNc9_K$@w! zNo=y|t%qsboOPV0mys{3|GC7Te%3)drQsdxVxPE#r0)4_KuiV_=vBde16?~P)5)^h zm~@sHCL``SUh#{Ymc2rq%o<!4=6@F#!+(4kZ(%#Ib$YJG%!k)EvH>n)>zZ}|6P-^Z z2)~49?DQb~2L~PnFw_?>et!u1w1<=TQnOI&5iwBy21P!h;Mg>nHoEwQ)uhtPL)(#6 zBGtvS=G6}F?EpLkv2K|3#{mWji$A@4Ss_YraSM##7`)uBh27pD^jF}aCx5^S2~$77 z73c<hAzMoqG_DubdEM8ifKR*08Sye0y!P?5Ec5GLqBm`OU_@%^lXn0uLO^om!tt(| z%kysoU%5d)MQN4zKnLz()VM6rvInQ;@GwiIG?5G%%X(++SxCL$M%Ny$N4OkY-mlDm zcyZRl!d_$OF@LOf$R_l)+JEi-G{MC}Q46Z5r~Q;`h8uw!>{ko6k6z(1Hr*!J7ee!a zXy|jJ&T27{$x!0dH<0scd<H+-gDlukl=z)6mxum{F*>y&s+}=pxC;e>W=M-ufrqI{ zn&oQ+IG6&rd?}_rzN~sjKs|!ujr_WCw=Fn_Flw9V!`@Sw8WLVO`hWF$nApNdC5J*u zR`jHG3|BzO0F^|b>Dp{|@d*|M&iG{Nj^)YttFFKbBHFdEFn$*k{M*LYoBsw>v^Q$t zz?C}9@+GNDFHf|6BP1BF6I4iVaau$rbR^R99!vt4)EX$uk<EQowj9k+XX4brDa}Qe zI(7PkGb!N|(SkBWV1IMHiCA^0ebig}+Co3U7_&08Rh0Cg|7p8;u^Ff8l4B321|+{q z2MO55a$&xK|Mo>zVcHwjHBaT`K7RC!(t)Z?x?NpWtzPQVVA&h4_C$_M?#xXW(?KQl znyU#4P{!d%=NL2%zCO{MjIKDLW~>?V&JhZHeZf^MMey3FGJoNF&^I=ii;%gCy|fkW z6=>rdQ2y3|VZg;9?0RUQ?Tmj7PvP$Sc|bf0d1%Fz!}N%Wf3vUXDy~13z|A=&p<f_Q zq<1?v=aIOMg#<6Y%Ay)K^aR<=RKuzQrSj-OG;gb|eLJrZLZG~f$dT~j!GWZ=-&LvI z5sU(Ik+G2<f`51SL*29lYygyNZQJ-LJ<1k6bkixbEj$LU8+<l2X9zfsdc!7a4~Jx4 zvg7g9<ScJ@Vid&XK_^^B@&^en_be1TepuG6BD2YJG9I;siRb|t;ugsA)@=bo(4o?@ zG+!{t_P1Hsr0*wE_<U#^j-6x7QD`2~^$I|iPK3eCZhy^Ri4mFJ#%a0N11jdb^#SFd zeCpV-v(GypVKp46oT!!-?)+R8cB`_R-$koKe#0nZgIm7<rMnYztVYD^OgZz~by5w( zD<KX`zk4LaS@Mqj$|n2m3FjNsVN}#r=;p~RPgy6UK_&*VI~MMPm^-jtXc-Z%9YbQB zI3W8AY=782DZz)iH0jX_few8f=G1f&qHmM-c%e_4g{&AgFv4=}Oq+;N<5XVrrKwc? zMUdc9??cTS1++Gf#Pn&9SUKD%s?SVYnAQ=(0aBE92`vX4ctHfq8I|fSbvEr$^$L?$ z2Un}z&oREawTduD0#D*FjXg0o6Q+1e<GOFaV1J&q5J^ElcmAmmb7W5QfU%k-7JEn! zz9K1yiEw%B<vpQdxE3`aYNQHz96veKp9N}RU-bGZQwk9(gpbKBnw@8|g}l2&T{`hc zKG09{fi7zkBl2vn+56qy{-GF2hyZbFwrN%%>k&Yp0=Dio`2Y<Cw<ACQga2m$o1Ywx z@_$X)3`iF4`pcb0=oJ)h(B)H@OF0a|J0i+mJ9ou>^i1U+3JYSky_-5H=^?phNF8Ea zb?_G-4<{J!c#C7puFsyz@-sLlr3)-+VTiz#zNPsb!tBu}pTaN6;W`sN3MhsG1($dA zGI9bk-}_7&_?yBshrSvS<!0XLoq8-Y+J6;09DSBfO`fPzU2`&la`v9D`%zAkx7%U_ zDh$2!J~94MVouEBW-oI6nIi>gPCZBgZMTlpFXiTFwo%J>VfYc!_)CdRBi&C-RJTmW zYt1sfYwfNrQDM!?UfM6@g@YyS&&aj5-&Iq_r_GB=hF0u&7LP*|u{<ZALM^`06Mwi( z-|}fF*`gWnuV8@KIg2<Xsgm*^X}#M%#|OAlkIFe@C%R~&))e)quAyq5h$mZvD%(H@ z?i$B&hp{ti-!iSLG=Qm3y@iAc2+hRn29I<k)f;S0MPZw<O-w@$E%n!DdJ$+1f<Quq z>3p<vrDMg5;@9Vzm;}p>a3{?5<9`>9T{geaPL@h?39rP6*nuGzCCnH!{uT3UC|Ed* zdZghsh2fnK(?RB<L*9xE9`NOPc5k0Op6)lN^)aE~J?y&xYg80L-)m6HFTUnzVp~Oe zQLnX`f|BhwdEB3T5<G>M3TK7$7-gnk)~ShBL(jzx+CF9HM&gEI3p~k2D1U4pKe<;y z)Ef2S9X81_9^fni^<5^`PgHW?AA*x=msI^7jE~}C1_u_r<seMZ1sjt2-*k_&aydjh z)MgNNp-Uqmf5}CkH54jNlknX90)Z_tFS@$8#_bK`HsFg~ycyVPnj+>1|A>cGSDw{e zPC>s_%>5a=Au-c=GbhyYU4KP$kPSp!_TkttB7k0barQSR+9*&pXGbo1Uwv1oH5mQ+ zT(_vgztj7;tj6lgGxhrE!B0tKB1vEJmHB8R)ua@@79h7@C?&4zrf~9^<%KPYsHQ9W zYA*n}6_}Oe>58Pyw|3YN7IuM%a<V!vsEw%gho+RWIR`rNW}pOTiGK;h^dh(tkxiv7 zEijCW4?^tf@{pyh=Dlzt&|dRHSos=WbU`Fvhw!nX3lT-|(+}^I;A@MfeJB|1>C<Ua zw?M@J=Q3nPoqzKj=&~%@SFKj&DM_ulJndCYGVcST6Y?Pu8s0{ecrm}3$y^MF_cU}@ zK(d02Cn;n|l1*r`O@H89+$jUwcNt7eT|}cbcU@n`0fah@G@i}eQ1b{*x-hGZ9g${d z)uN0)J6U5Fj4qFk;h6QpYMb%BS(0Xq#v$3a$C3y2__117^m1d{CId-_aR^Xpu1*+4 z?-Vs`{WMHw`mKk3g`^Gst@g16Z^FpnI)Sudu%mY-te-J?-hWgwU|djKR3fq)N!s7s zN?+s#-9+y?r4$4v=@psxSo7e^&{@(dVkG@_><h;bEuXJ^f10gGyRT^0N+T&Y?h9Kw zzsc0!u4Utvu6A^iMP>O}E9bya=?vapm=}EjzW22Vn=X$QitXn*8wn(F6x^cwdw&u% zD7y)zi0ycisDJmZd@0c*Z``KQ=Xm8Dg2bG|J{XKJ1zTr~gN=uxNF8Wh$!*;^Jxpok zD$2Oa`~sC3@9Q}GEp_Jm3K2G{2@*o5+s2Wzgx{dOFCs1tW`^Mt<+%1w_N<w%+NtuC zP)vGXZT(t@v)wDbSEJzA%^=m1oB|eiFPgd2#I7z5TYsasMYB%)=g&P|cBS^Rf!iOG zg3qLXXzD|x68#yG3V-8q;zjmjJRheml<<lJzL)7F-1#oOq#5|#Nif#*yqoFwd`w%2 z_CrhQ6^$r13Qq*_&hkzxx*yPOv9`7#h7sf5YIiebXW9((Q0P>4D!GU(Hj4h?LDl*D zn&}g0tbdo!P6oPtfQaeh6zokhz*EX{l$<|Ln79%3sy?d>8ngKB|6AM$QFS(z8*if{ z<oM4$#yk;|c)%4+dr~&h)hJU|yz8hl^|du0M$_WAv_?czUjWpBE~wfs@}3gmOhNcQ z9vCUrN0uyciq*1@*Cjk=Pl~#V(s8dl?;6k&D}O#cO}@8IeMO`}_b5q7T#(c+D<e%; zMM&9ee`5qjGGZuOqhKKIBK1AWd}wFEszXbtt;H`T@`UxQO*wX}F)4Z9xu?jMcorB( zdvb{ZuoKKy*;d#Cqk8zwim7k0n{HSSup^+1u8op7{&>au-)@AmY4gGan$4giZX5;M zn}3uOLd8dUkln=3-Z`PsP66CXtD+k#YFS3N2LKIZ7<%?@*QSMI5trdi+LA4A89ztL z7>W9nr4$xXc^k$oz$~v;mcZz{<yexqBN}(NmYk|ECwsPo@+z6NC_BwOgmMtYvWijw z7sb}-Mi4KD29_01a)+$Rb-B*VnT`p({(l)Cd?+T|%U5TrZ;LKmNjFSwmX^15NxBzX zq56*oLCdh%Kx!RX9XNXu<Bhflq!F0}eOF@Q6Nt8$76MGu>Or?#WINZ5^K`E+O9iYT zU;9d5h|%Lj{Q{|&8A9~+(4PZYTY(qQ796Z(%O5Rb_6tAARxy6f*H@G94#@_=<bQ6} zpqDG<Z>7p_c87#Jg(I7y#vE@<Xo0(53tv4E6!r4M;c5znkO`WKc?#vP53Eoxil ze8~lo9E1B~ZY<?fCS)z>{$h~jQC>UGmk@`^&a5IUQXHE?@d6F8D6DVPWM@Cj+Y;H) zdDYgw>c5-?qS0y;YEgIVH3xWUfPbcf<$tFnVXJ@`3QQ<?ETPCgMj7}JDgY1E!mM+u z)BbbQjF-TXL}A{rtGDSU^aDke*2u0wF4GnTX4abs`4Ac&?=Z$TUuWf4!|NE5&kwsu zZ=^S>V2uk6B9_csq6O+%us2QHhQ~EME%+L04#_GLvA&?=c7`ZUsH0UYDSyjMhwM&H zNe%Q}+b29CCp5xWW|r>jTT`t>*p%8E?kH}zqjzL44SWYVM9D8`;`@YR-ej1j20Hy- zN!}3@=%CEQcW?Udh<}{f`$u{+*gnj8=fux4;;yU`Jb^&pi#t5rr@V3HNKPmf0QXq9 zP=hE*YjX^&;C5`2wDc@}2!Cqg0I5XzSq_DHD@dzi7q50X-$V44(u5o%NKXS8XMT?v z^dB>sSCy43tg@@1qu+PTShX1un*qE%Ke8Xh>B$yKqWRyKRvQR|BcCP?B`UW=z~-CD zrP9lq^0@OW`aD#W;^~Rxhbraz6x?1Em|tftft@xq+jQtpx=3hG*MCGs{E&TInY}Bi z?3}C|BOz}@wb(z8YshP#Y_~2eaGIp5=!zd0SD%?BWH3%URE6{2;4GqorHNsx<GDxz zV(PshHP3@hbby7>47w<yYOMT|YKO0N1UAYW*>1EJ@J~<a^_XWRwbn+E9v~FD7?Q^j zpIW$5*1QsB7yXWE5r0_GBzxIK9}PQirwW5^ru3cj7NnG{!3Qw)u4H);n@_&7gL@f7 zdLxZexX&x#Bbef`eMZOC!t8AM2V|2_&ntFIqW&Y2Vp=C<+XcP--ykk)k|m*5Y=4~R zC!IvfhZw#HptB7lo35C=dgbXBEGz%OpAep<ZOUc#eZlNfz<-(gM8;5t+~k@;lLsxI zr`4U)*t~E>bntY&Doa3|;iK4mhvfN9S?d83dpv|_ptJ-nV)0y|DR=j2)Tvfp^RyFo z4oAVpB9z}3#Ic^KGDqT{fY&Es_=8F=ys}0+OB^Ct=V2!3+G6k+#L0@I)_E8s&_>cB zODp3=*IpN0XMcHsJzB8o$iDXEz*2NE;Ite`@`Bl<fS!%PX)>wEL_&PEV%N;NOYL+Z z7a2*bONt1EkmR%a$wdF`ATjA;{K?#OLiDM*4gjkYgTj8z35viR{d8`G>u<34+%1$v z?Ymll_$&66SJf@VZjAHkBv(}Ir{BP9=s*Leuf;9i3V$8e?I8!-{1efsOJnaOdE2X& z;`1=g1?RF!7Lvs}m8(#|xLP%x`?rZuy|~-m<dDFIebmbJ<2G-OQ%a4T?Je<;_cCI2 z1HXZlV=b4rI*`(DSkw0*e1a?riak9zI%A-6xg`GCC*Cw~0b&r9U+`J}ay1N_jU^ML zMia?;S$|hilG`j;PkinH_r6u(aDBM<bq_?FA2%)@(<Ut4)L)wL$C3?!H+J8DG{!X1 z+=we)QruE$22*ljugnVmp-`8*2<Ny*gvn?<II8N&GBE%!`G!W*@RobRXE5m;s?>ke zd293oGod84Y0z}?KDvr*y94FSVUMG=4?LVnaepqQ(EPgl$u9OWANCT(KfT{8&o*-O z)>H!LbD}Y06H4ma^K2?7BN?WItOqV@at@*ti7QuDfa?%*aHef5eu6^N&t1%1lxr8m z#THAJByZ3oHk+MN1ZqK-i<YCvXEdxYk11uLl7L$i3BITtik{h&WH(woD5wOZWn0Mf z|2PFN0MP%GPSSnt0_6wGcF_@uQMRP+?A$7GH#r7uQa5XIjfs6T1Ian}9$xe<eOr?E z+04Xw@!hxAy#laE1vWJ{H8huu1_K@iHZ?XiG?%Xi1Hu9^F_*#a0w{m2S=n;iND_SK zSM=j<IK;jWL^viww>4||kYrn4$2?FJByolkWgcUDzkaj20k8p*k~uRWvC-%=E3>K^ zAT<+Au|hEEnF^B0fJ?z-!E{kDC76+#DYOfL9>t`j5t>P*&}}hZ>7H`v@>l@>PT~f$ zrBf)F*3P3~+F}oFnf8B$L&1zt0b4Mm3WGhEvBEN=neoE(jAd2;knzkKFPSpTdh4+% za{}W7b4mwRFsBK!V9sKQl*~B?NSe7IFxoIzn9y^~3v6zgSHR?%H^2jw-oYdraJ8cM z@@0=-{CF%Ge>b=-dwhTLFfSkGGiE^0S&yHUv&mvQEN5UVHk^N!*Q3GS<U9K!(BJ^g z7wWejrcW`C)~8{={1R6_!fNd0OU92(0U+o>)nZy*mB5v%;4sux2NSERAv0553o<p; zjUiI1F$I}kwM#Oe>OjCR-(LM*4ikctdvrBD@1~RCc{yiaVE4fh;}_-kIgJ4a`|LM@ z|HUiShhbm5EBb##7L`&++b`-%B)~Ydr!tMP!S*!^TJ}v{77C+N=|w<qA$=c0SdCt% zL|?HGioV5ePB@H;CGOx{v~Db|5G%ExDdE8)PT6kSPb?aX^{w@O%a&~L^4>|=msPoT zsPeWN>0IAeWe9=zj3sGctp%H@Oe3PHq+eZTAk%KX2z`Hx_#xe_a;SSxT3HoG%0R0W zhW0TAy*8FEt%GoK(2D|72pR$ju|VO-n1Wyg8G#y4lSG7v1prUk2tlDNLfT5hA)F(( z@X9nsZY(p(4AwMj%9?#0DN1E@CAd`HW;33t)S9rU#>sy6qp~$Jm&I;I7|?ILBILqj zb?qcdM38?*lZT%xW}PN536j!8mKJ1&E@(1h2*i0yEm5NYy%0Ah!t@2T8(VEhacMNs zZVFP>IO^9n?%?BYArdYWRyCA_<7n$)3Q}*{f!Z+A2#mBvlnlbb1S@02s<^U?y$Ml( z95i1$lGa%=yW`QZ$Vu9U;x5hWassi241@gYEqQ;pm*h?X9*tHVfXEq5z8_qbp>Xbi zV~QQ}?qG_3JVVe@c!7~YXj&)PWGK~(n786MC`fFQ!?~bh<|Af{=z_!uSdD8@uWLDD zDwnL77%mob9G#3&^|)dTEaNDEOdzDj`$|V0Bhnxc(l|PP1MTdARZvbf!NgpkW2lhN z80de8b_839jtI?s)H06rF{_gYkoQ1)cvO?f;&BeWE%xy-RN_a(65bi}5LsEo78)Zq z{KbA8Q_7~gQA>>j?tQj?+>`PjcBseGmDc}Rzp2-uHR=zw7b<4p^nrcImCZfX=@aqc zw55KskMQMV>ucN#{q=nuNA1=%yhPptJ^O#C23L)d_NcG9ZB(aE-R`ToE&GV`YW;c* z!bn$qDCu?Bq-g)UY{raHe~3*jlJylkbv?2~$Sdnp%!b&9SV?1jSdJqLt!u55PQ+}{ z+QlM}Alr0ea-_4m=Iza#svfF(-QUcq+_>(`X-|~aqwByR_^W|oongtzY9!AEh75m8 zX^aTZ1_tf$SEa0-i`J+=gtJg`DPQL7wS(7zK`b>6U)5{*>iJR1ET9_6t9iMSIIJ2a z^MI(YdB8N-tGZufca1UUq@yHKALdgXS8HUZL_MPQKo=zvmAB9h*_~_H1l{t@g5ClS z%Gq!_dYn(D>8;?+;2u4nPWNA5T)uzUKi#{O0v+SQE#5rRh`sodv4d@PNLMK#4$d~b zYV6L2^s0fE9K5d#9$%HC+dJF_*W<Je_3cRNJed#1qv7tu?YLxE{(N5Ef5bxQxvVAu zDb~0fOzCCdU;I1&@$a<z(Fk)?$X{ljGv@fi-ucNPj5$5oWQ<moF~WprjM0Bj8M8w+ zBy+sVtkE*JW;nUOAMo;VHX2VJB!A$uws~4?W8R0uSI7TN=K1y3$yzDAy8bi91-a3< z5&xb4uVsze#+u!e)7_)ju;y%&Rz}oXiQ?~=(>R_ho=^%3@$&0pFy@c+B0Vl|=BYNN z@hv;eHg^7c@%jD!9_&2-yvcu1yg%<0j&!3h2fSSx3akH`Zboc0^_*Yw&wMbQPQFFc z_|;&_ucm`x8EuZW)Nwy}oXscv5x0|T+OwRN*DWU8HcWgxJNj^N9GTeUzZOJTyooCM zULvS}f{4wUA8=TFj}=-bZIyA}A6$IeKYnp~zIVDYeZnSszEs+1df<Os+GJeEi;JaA zVuK5}bags6=PWnFY?WEwd^~yk>EOki(f!q8b~d?xGbvv0(DzImWO9M+Xj6S-0ME@M zv#k@|HaaO$Y&sI!cC}>M<@@}QAHi=w@d3Z$!zx&>dC711Ex$u18uNQ(SGa2Bto-Yu zoXtlV^>s0sC&!Mp<k){xB;q+=@IUFiX(utWRT8^=dvg5#Rfo8<@^<kAaq-K}NSrbm zaXz$&voa@6x(&nyoADN7q{Z7oWbT;1;wSu9{+gfiH~cMs$Irm#1^-wvN+JJ8Id8%r z^~6(6bvnlq;Ws1v|B2d|-%J+MD8Sv1$Gh?&o(O+5T1*~F(qn&3GHpaknp|IvQ}afx zX65}TA(@T7L%I3gv@H4j+azlEZH<asrRc*~hi{KQuThaG-=rjRw(@j1$*z)g%w$Ts zqLr$2H&xl@K_cXjMXea12snX$q+3#LxRfK~f4pRVyqINv-g@jXYtr`N!*FsvdbkDF z(ajAK{R4gF{6&97y~j)!xhCsGMRrY_CTFQ2C8d#tBPdcVX%}55`Vkbx3smK3jnK^L zCWa9Vd=~-I^=IbY(xq8Y$*Wm#L=h`w?$>xZY`HeFR_1Ogt>g(McjQMn>XOOI+mNzC z+kJmqbvG!xxSGdXYJ{YFgIO8BlV5rAZh0sDkP*M^KN^2cXLIrc`lhqTUk{o)EcR)1 zJ-?gLPbP8f#pJ^S*t>?n8xFCj@N^%Z+jz8G!DBbTQF;YVu|1s5!)^zSUO^+;aMTix z>cX*NdpMn^)eaong=2E9T*i%D0VB5u(|x4upz$l@<kSeaL?c$vsO`~o9_u<_R{Yqu zs0m9i4l93P^!8x74`gjLX2pwx%Fu+R*GRvD#%zz~spqN=vK5ck#U_VN*}KWu^dn^# ztKA;!Q;#wotSj!GlZd>ygzBG%>b8ga+<D!B>z{<1XD<6ZT)zsJez%>`54Q{Y`L)OY zGrGpf83pZ}3Ht*8oZR-(l<cS4{{xx2%$^EmZe*7Q5d&yKGc_|tF*QLpMnf<&IWjmf zMnghFH8L<YFhN2%LNi1)J|H|ZH8VyrH9<B;LohQrGB_|sLqbC}GB7nTK|(k}GenoK z5d%7Zy-osQ5QX76^Rde!t1QC$!;gv;B{x7v>xDo~XJM}i;U<iQS3qH_4Fx5=CL|;n zEhH8aoHNancZ!*eh{zt2FGNKuAOga=Bp2k0oRM?VAWd>gTBMB-PkpUJlmt>B5s68W zB;<sY$N?z>_cK3`0#A=#hrnyw>j-%N^0F^PlhiANcAvef(81j67<%*ORfFD6yz0=G zzE=+Ym<e?CX{@)#W@mi&jGuz>yEOiW#(pdadgp7`2+@O$*+~8YlcOP1m#h*49||}z LFbX9lMNdWwl<%2# diff --git a/paper/aaai/rebuttal.tex b/paper/aaai/rebuttal.tex index 15685913..922e7bc5 100644 --- a/paper/aaai/rebuttal.tex +++ b/paper/aaai/rebuttal.tex @@ -184,6 +184,8 @@ Energy-Constrained Conformal Counterfactuals} \begin{document} +We thank the reviewers for their thoughtful comments. + \subsubsection{Experiment results: linguistic explanation.} In Section 6, we will add the following linguistic explanation: @@ -192,7 +194,7 @@ In Section 6, we will add the following linguistic explanation: \subsubsection{Core innovation: more visualizations.} -Figure~\ref{fig:poc} shows the relationship between implausibility and the energy constraint for MNIST data. As expected, this relationship is positive and the size of the relationship depends positively on the model's generative property (the observed relationships are stronger for joint energy models). We will add such images for all datasets to the appendix. We note that our final benchmark results involve around 1.5 million counterfactuals per dataset (not including grid search). +Figure~\ref{fig:poc} shows the relationship between implausibility and the energy constraint for MNIST data. As expected, this relationship is positive and the size of the relationship depends positively on the model's generative property (the observed relationships are stronger for joint energy models). We will add such images for all datasets to the appendix. Qur final benchmark results involve around 1.5 million counterfactuals per dataset. \begin{figure} \centering @@ -230,6 +232,6 @@ Our joint energy models (JEM) are indeed explicitly trained to model $\mathcal{X \subsubsection{Add unreliable models.} -We would argue that the simple multi-layer perceptrons (MLPs) are unreliable, especially compared to ensembles, joint energy models and convolutional neural networks for our image datasets. Simple neural networks are vulnerable to adversarial attacks, which makes them susceptible to implausible counterfactual explanations as we point out in Section 3. Our results support this notion, in that they demonstrate faithful model explanations only coincide with high plausibility if the model itself has been trained to be more reliable. Consistent with the idea proposed by the reviewer, we originally considered introducing `poisoned' VAEs as well, to illustrate what we identify as the key vulnerability of \textit{REVISE}: if the underlying VAE is trained on poisoned data, this will adversely affect counterfactual outcomes as well. We ultimately discarded this idea due to limited scope and because we decided that Section 3 sufficiently illustrates our thinking. +We would argue that the simple multi-layer perceptrons are unreliable, especially compared to ensembles, joint energy models and convolutional neural networks. Simple neural networks are vulnerable to adversarial attacks, which makes them susceptible to implausible counterfactual explanations as we point out in Section 3. Our results support this notion, in that the quality of counterfactuals produced by \textit{ECCCo} is higher for more reliable models. Consistent with the idea proposed by the reviewer, we originally considered introducing `poisoned' VAEs as well, to illustrate what we identify as the key vulnerability of \textit{REVISE}: if the underlying VAE is trained on poisoned data, this will adversely affect counterfactual outcomes as well. We ultimately discarded this idea due to limited scope and because we decided that Section 3 sufficiently illustrates our thinking. \end{document} -- GitLab