From 1705e8c9797872355fb1bf4827121bf1799ddc42 Mon Sep 17 00:00:00 2001 From: Eduardo Junior <edujrrib@gmail.com> Date: Mon, 13 Jun 2016 11:45:39 -0300 Subject: [PATCH] =?UTF-8?q?Adiciona=20se=C3=A7=C3=A3o=20m=C3=A9todos?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- docs/01-tcc.Rnw | 3 + docs/01-tcc.pdf | Bin 1223902 -> 1232160 bytes docs/cap03_materiais-e-metodos.Rnw | 162 ++++++++++++++++++++++++++++- docs/compois.bib | 82 +++++++++------ 4 files changed, 213 insertions(+), 34 deletions(-) diff --git a/docs/01-tcc.Rnw b/docs/01-tcc.Rnw index b8a1c2a..96efccb 100644 --- a/docs/01-tcc.Rnw +++ b/docs/01-tcc.Rnw @@ -75,8 +75,11 @@ % --- \usepackage{amsmath,amssymb,amstext} \usepackage{mathtools} % Funcionalidades (como \dcases) +\usepackage{dsfont} %% Para \mathds{1} Indicadora + \DeclareMathOperator{\Ell}{\mathcal{L}} \DeclareMathOperator{\R}{\mathbb{R}} +\DeclareMathOperator{\ind}{\mathds{1}} \DeclareRobustCommand{\rchi}{{\mathpalette\irchi\relax}} \newcommand{\irchi}[2]{\raisebox{\depth}{$#1\chi$}} diff --git a/docs/01-tcc.pdf b/docs/01-tcc.pdf index 07ab8ff86c577e27d8ae2df45ef75cdcc477e238..d867ea20c1ad12d49056dd6ea654209b79844ca8 100644 GIT binary patch delta 49540 zcmZs?Wl&tp*Y=IOySoIJ!QBHvLvZ)t9vlYu;4s16T?c|Y!8N$MyW7J#=U?}Sx85&Z z-Bo*Ev)1ZeQ~THJ+G~qna?<4egCT>Vf}w+9f?<Q<8sND~L6`KfIM94N0MOJX0s~M- z+hKcv6nI~(vToT$G$Cvjk7pUfLd5ll=TdU&hyOHH<!)%0M!|}rs4vjvD~;kJBG!$u zJKsF;?VfgK%ukXR*#7i#c69gCB0btH?Rac;TZT{~dF@wH0&{YDtI0KM{L9l|Yqi6A zfwi-Wqns)=#6adFmFNm`Vd%G2eFtDmUIfLwZlTqcqDaypWA&@`VVHws3ab9pE#B3f zrn@G2HG$X^DlrFpnruH$>)z37tm`+U^J7$6DtX>_C;IfCYJplXM`P%k@6CD0X#~`% zsw-Q=2)oD!SPS2+UFIR~_2=~*V3Xw@wKSj|d!%SR_4j()C%3d7X;T|kYySYtvmT%w zu1(M8uX``k3gs3-r*Z4ZRu{^yZ?kXVh^@s*=T+JX&;3*qeZoQB#a=b((msOr<X8H< zN$uZ7C;FmGV5RjWc}j~*#=~-#lHb;(4cHmO73v@7yvq*0d7e-s%Frh{vKttMt+s_D zjo>u@jv3L+hO0R?4{qKJ2D}21F{Xoy@yG??p$+@KSW0tR@2R-2UV4<YZsJDM$VV9M z;TxIt5oXswPZHb6Ad62$tNalvx%%dJ6n4bmkR$Myulb9Tq`KyN<FMFEPkPyyjr+y` z8%f6AVs+g(`R{GD{S#|Und;=p3a{B6h+Kwe{Y>!X#`qcD+}iRs(zF23G?;@h&i;fY z&F36Gif1IJztxm`$FCCARR2`@QN-ZW7f~L5_K}2D5{I-G-y|6%dmH{_s`)g60sjaJ zX4I5t5cj2G&3>pjWk1QQ;OA|GdH<dy2Uly_Q)QpV9Vlh~jSKz^;F?DT^wpY%;a{mg z;i27QT`#j5y_dKG!STVs(*9>;?gl<1P-0HFoBe79C`L0Rmi}QYk9z8u)h8S$fuOf? z;?+Z1p$xE%rXaGa(T0a-|Ngg2s^erMc*349YY}c?8Sw%apOnMj$#UFB!4rDdDKaL! zyMg?ie;)1mA*NA-F&{dx#oBn>h&j8X;;A=SaoXcK&T4uMxi=j+eMx7ZY+P=8RjG+1 zk*d{&9~U$pNRnZt4!go-Z|y*eWwEm3M_FxW_Tq7r;bb(}nT!2*_UqIJ*94nmqQq7p zf!zzTNSmv&I%czz|LSvfN4fGhCe`j?9Qj|_XAZppTe;vsFd7#QB|ER@I{Z*9WzlI* zTgi$17hL`bp9lk>D#90>AOo8q4vJUvMf6A3^*acb4b!E%*z9l^bkEn0Yrv<%*SJ5E zcG-kv75X+}DTH6OySUvm@FK`PuRN@UksBC$HRec;rhkvNg%=0TG~A1H?Wf374HUze zl}kJRnAeS<DY7P)?{n&3)=z$>#V;?kkeli5#xp0~mu}t$E`rf9{jjk9u9?L(At;?j zop&sDoR)Q*>ujWRtdQk-a4_YJ>)X&?s%g9`@=ZTn*1AmCvk4d21{YDra6cLuTc7sF zUYd1VV*94*KEFwW=r$djQ+r9>TEUNJ^bfD|c}!cv$zFcX1ER}tv%_vQp%(Ji8?7@* z(ztgd;Ic^|EWR;1`TgeKdq=$UoMFaC6s)a3&)szTVQ;Zu@UyiC(2GJA#zE900GB>J zuH`(hwY?za3nit7v)o<wKG{*G?@tewm%opMp$qQgAhzvDWM{;YHP$veZvDwqpXlX9 z0GZsyLeUB9v1c}KHx&*sskFiQW<}4|^e>a?@ir;o$z@P|@Q6U@u)oEWmL!o^K-cU8 zfe1DG9D5m=QqN2n;BI&J_un|nbHPr7;7bzk%%oW?>M}&h11Ex(S*dPhEdg!)+rn&o zr{KfKYW;aXzQ!twU!)hFzh9X}#pTORg>n&MztG@Z+`UbOF|OnW{B(5<q*=gUXAe5j zY^ewXQrW9|?5hMI_EdvYNs#Gnh~!GL3~H(mK(q&%%tZ>irOmet>VUD%le~K?3=SXK z6ig!c?~s0rXNCza5Vee`B=!QwXiohPMrMQR4hL=)XRLZHH<99d)ll+-Ca6SN3r|Oh z+2L`w3+C_EXVZr(4m^*=W!-JQ0R;UKo86?q7Iu3D3;ptU1<5%J=*V3a2>S_~O|jKe z%`r&?#N3>l0&yZ`%Etq53iVER0jn$G<LnAwojM)-TXWg6Q!T&9+dclWip6;%D}~mw zRpIe?7S`wqPea+K(&1NlAIY$Wj>DG*VeXXHLF;)%Uj*gf-A=c8-!=$Uy$Dw(wNFie zhMR$JP`YYH*CW}TkH_fMhwW0npB`SwE|Zts-Besq-50Z0nf2q3&~RD|>yAACyk5`J zg>}!slA_^qnz}YZVaO^NZ`G%t+AMY|WE&EhWG!Z+txmz(C@is><yLhuy6g|v_#HeU znOn@SM|Z1@x&W(S+uUk4attO<-3%Ln9QtUIi{#GaX8Hpsqg^e9Ik<dS^#@^z%H*f2 zFk85VHQF<mO9;hI&ZC|BoR<5!uC=8Phzwqh#PVj$>ZjUtQR8SOv<k6Sc7}d6_HU&X zb`Tl@u6DL~5ceXkgLvX=c1e`i>O7-Kt;4&;ZoT!+CZ{6I#>LnB`JMIhRUk7Ue(y_a zR(k;{MZmYlO_F>Bs~gki_$>%}RqgG5R6dE%Ey(CVoksZCKQaT<7qZ9x8|ViM{q?lF zjG-G06I-QjxL69~2Z$7RI`<KBeS@w_r;49aD@1RyjSc{x$5i_OR(qPC`xc`+YPmyj z#F#yv7k_hY6u0PM3Bn^YS<sOIADLwwJqbsJZ>}28@Hx5b3mAD;DDrX3x<vW-_&Wo0 z#5Fl2s?s9&5m@-?WEoQ$+K2K6fADEYFP@K5cQa^D%eUpdObWy75(*m$0G6#%eMETn zS`&X-3E;0HjSbwX7?PPbp14G4r3hv>4j}i22OH<J(m*A+&c1oiMdHK*WnKkbeDt<c zDVd2=fi95YB#oQK`eP;XJH4ssHd90^{M*mh*Y+Ya3>*Y%NR&k*_8naN_I@|y9qH#f zQu2o8V&F;t2o>qEzL^|^p*(yTzx^{xO%(}bYEvJJ2_;PKNc-)f1*C-B=v7YXU>1F( z?7|Y<xGu<^)j(cVm|t^1Yck2orQgN%h~9XUw#I?(U!`mS&`p-Hn2wGB{@Xm!{Z6HT zBiy#=e0$jHes6Z8qN4Cj;dhBth_8xJiZ@@8i<}6C4t$0IXWvH)5^3M?4;9|OALzzy z<WQ!@R}Txn{&dccVw4OVvv7WItaTqxNG<U*@OHxUe0LOANW0z#c6&-oIjc)yk1x&Y zymcxZ@z$nvj_ZiecpMm(`>Rs0`H{PrRHyT+@>CZ8b^YT4s72{;X+Ra97EHWPiHg!D z%mA<|mBLV6UU0qSoz-?0aInUegpxc9u6v>=s{4G)KK_1^L9i{jb4`dkSI;&q*g5Nt z&PF%jcutWzM(*bWWXYBornl8K_loeaUCT2YUZ&jG^D<n_8(R)@v#|m)y0%COCOJ7N z$bm$e0cA!%E!Ge=IpxPYMa@!HE@m>)p9Y#=bu^H9{X7pMUrMh;$y-hJF<Cv>O$oQf zclN6rXX)itrp`|tBIPgPh*T|=E$f2UseBQ`O<3-GsjN7GBo+0d(jj)5X(m3y$E-;S zew+RY$2(D~qrVf$(;wy`{E)Ix12nw*X8^uju5_zYpkoH4Z+VMJIrB*}loN?F$Yv)M z!@J6PQdg65k38WjwSOFlt9-G3mrZaXd*{o1;&D*x_XSOw0J_o`KHq&|U_jyAVa_yu z^vIoHSEW;xIDDfp@``vET>tInVTqJk>boX`s8(Gti6rOvk{E^5<cgwS@j#EgAL=6d z$UQO#^lOaXep4HN(r}X6dlZEU)X)KmPr+e>e%8ZBf~tnm<S{rXcsT$R>=deOGMpb% zE>OH7EHgAO2RAsk0e%}Ek`K%=j}VRoibqGsfdO!GbAm2IVLky@b+lut!I*y8hPiE4 zabMH#G5b8jjRg@*yzLwUX<Ff?nQo((<7Q188??`>CkFG;n-->{=g|Topu>Av@uGfc z#+zN%P()2Qyggj)<xfQGE%Y!J;jx|L%iw5Chwv2C$S@n&<5j1$8TFrjVXS-E;s)I; z*rwgxwSs_e2LPb-XZer~*nPP0SH^DA(XnDS2fw!5Uo^-|rt@VO5Blf!2EL#1h<%=~ z194W;`a6Yp>?vvDj2rZQysvLj31{RPRK8LqjM~X_>=9TqA~F70coCTlb3h)h0qv0` z;e4r$=~}=4PGGt%)+304B}TAm%GHFCC%R`tWrY{d%zO;Y?GP5$2-CGrN&nqn;yVWG zAV8G3t@RaSuKIY~cxaK|68`$~gujpN2imH*@6&c^hZjsfGWFsO0^!%2&kw!Tz~J~# zYYNIWT22heru=Y|3MNoyF2D6T<WlTzB|Y&&V-=UPj@VgymD@!%!alRD9BDxnqj|gz zD&qPnw>EbGg*KR$)jxL{LE+X`9E<5}TIItUPx*Yx59tPe5l|mobj!IK**i$-6#xqL zixc|QEY^wyUlv&}^O5p&4^GE_?NqiT)2L2=-Q#*}h#)2@#{(X&+~027RPpV#vW;s$ zP{SA|G(*730O)!#&qjW<SH|uZF_TdDT~)VoqO55E&sY7Q>vvr%ubEMh%#+hLUR(YG z=zckUwFKn;%E*jD3`;3Ca^J*>-+ri-ulWv)F1G2J_-(sAByX!<t-O4NF|L2w1ESDH z*_u}Fcrv-oD_w3{42x(&TH-VYaKi@a-p;~s@)X}kyvZ=T|DoB@C8HEw49w!JL2xn| z^(f2$?i*IXP(cV4ecu~dPOckqurJhqV;S+bXxlQl)oX{h(5~ktsO>&M9J4P%$~!fY zMmmC0yTPD2j-fHypoAL&-hSs%s+NMlqA=}8k}>mt+Ho_-z{Mo#9%L>=Nr{}YL>(HN z@u#G3FCN3rDRG0rz}BCQN(}<^86WKeE~86<7@9cZ-+J>a2pGD`2`QB(k`OMrH)$Nw z!Z-Rz^|6V>=G)uC0EdCduoUAmQ1EBTh!#702N^$$hFNR#r^M&mR}uK{h#Bg=K}al{ zJlcZv-gstg7UrVz6v+!AbxA!Vt_)v4QD%$bD+m>1T{l=Fk6*#KEI)cUR@nBQH+gCS z+fn6^0}a~C!RsJzd~^YS{YSL=^UcQXV0q+Tki|E<R^ULEHP%GlO0cv)UYjYh3A`>^ zhoVz(p8l^@_0uXumss#DKNo7426?*VLr3L(@_hyb!WvqDpKrxF)hwmLI&4W3k>pAk zV4$TAkzJ%GWU~mGZT&uXa>9*L41EyjbjQ#TP-6=7Yo8*cHL6>CeW@RZDu;ll|DiY< zQ`;d<3Hg)abfFq@^u+JaDxD)lRg5^b<QV}m{Jk_OM9E~q860tP-!2#y^f%OH2RufT z`>s0pgJ}XJF^`8PuWFZ4lvbR+>fS;w&?TgNoqqT$w-mtZfEBJMg&PT@dp#TpbbYXE zk<KxD{y}Q`ogEql4$vi<=&zWfj^!6sADkzD7c4Jlr*LP$_w%xE?)mmkZIGF=0JNq; zmfrsDmZSdRO3@PmzPxq!neJ+QhG2jii~9Wwg)Psn-^^$#>lJcoUO}0=jajPLfT_-b z-?}@TBmUbx!}z#UzhnSOj9C50{^KonknN_Q0ot0&DSK1G!kX`Sv)7po9?vUsgd~EY zIL1Ngdk3XwO>LGIf%(y5H}YuLTW->{IP~SO6>-}T3$(ZlUJ)1bnxyZe)L8zQ*nl*Q zL!?Bq9bX;_XuWB_a&jsZY&m_zpk&ga`BYgbh~_k0X)=lgN8w!U2Pi8b43DlG>Jk<I zb)#O-W}7Fb2Oe23))5!ZCkLh5f--^nLM0e&#ekH9hy<9l*J%PerR5U#H7<94xliX; z8c1_2`}!5_c{DF+3E@4z*5==+V}~9gy|v{Yv||0z7?KO;ut`(-{C)<v%*PM<z{E?+ z`GKSZ)zXv$KSxU9&rTl$`Ml!nQkZ`GtI{UFM-ndAhH>x=z-yLqNNjx(sN~kqicl#k zB)z3vp<yeS%IAqsHys~lh1d%!Etkg}{&ma$DD*w`SoI?7nblcNf<nGJo;-})8MND9 zrrXxT)1$=Ax+)v2=9r=Ny^Kkqtjc2gxj@fz6w4y+IqLdu6bAbq7;zxWvmEU`%|}3j zP!<xOP`oNl$F1Pntv_b|(9jxQkax~1Ky1<Ez!uuHRiFyXsrE|ZT2@ugcYerFk9{nk z8WX8dj<&_CZEz{U;Wu6`*Q9JDKw@KJ&Sf2$Lo%<_D@1pZNNHcwhf*xnn)Edw_enKe zLdF7+d$wW(k7j!f)R;i^4xL+{&=Q_FnCV**=bU!Lar5;zVLl(N5IdDpH^%9-z&Kf< zpo6o`J#nrWxY3i2KkhOXl9p}>!0{~0D}^9sjq2(WFKv8zR|r>8pkYTLs)pmZ5*Nag zHPNGHWfmkGiVjXt>cv>SB1E<gXR?GLN#F#LaQr;w!~-G&K?u=)damq_abE;qBGEGT zVUNd8IBCl04n+WF2jl~;h6he^l@dC!f8tt&f;pQ>BRz1LEc|J3A>YvD)hiGhsu9k5 zlBz%HO*r7+P3emY;4JvXc6^bm=fUZdOy|Jc6sbH){{`{_t5MKWF!o=0G!{~2)+_&A z(O;9HL>99LI(H~q=c6e}m=iDx%N^2E|G4~Vh(fJ)E#V?;oA!4k$c<Cg@mGk=>W_}s z)lVgNM==TFH9k806x#-|)T8^*ns5l}mNW3@VWT3PWGuDQi1{cPnNFN>u+UA&(O8Uh zz0^vygXd0^Cts|vs1*;eWKEy*U)=^qz3;C?hkB6(fIm^Dik~7v4O;H~Ph~0T@jUFv z8D0w40MUbl&=eEk)B+<2fY1w)%aq%1m^TTeqEfa-3)}B^W$c(w3wZk5Ga}`-@7`}Q zcrBJ}^Sl5SkIFHC)I>atjT7C|Wpb<o?UEG}hmXs=H>TIYLHKU%qItP3U7W1V(%hy< za7gG9aFjGOw51}4yUj%jnED40y{SA57!3o3n=l4i4OhY$i&AQO4uLf&sOjj;UCP+y z=3c(BX2}{tsRo(JltulJW5#Cf$2P--l4W5)&;;zV(a&6IqW&PrlplsOyk#^j&Q-ya z>*nR~qk8G@yxv7gy@iKWf=hRMbakFQuj6zE-uvuDfCF}{orEBS%L#tfWN^L{>>e^_ zD+U`Q+xOryyxNgr13oAH9S974)q!tcgZpI}B5kJG8K>cx7s!%X`c86uko1GOdb#8- zq}6qHI0h-l>NXT5f#D?PD7fys44A7`>~e2fVisC$0?Z|m8;<G;nF}<M@1>OF>u25q zf?C$5*)?^Ep1kCPgmVkKv!<puK)OV;p;@6V8fe$qU(uA!pi{8TzN)pVzP7X|4J#B> z$a>o`roVp)5I#$AOsY;9yOSrl)ZC2#dTPLP%&>p$Fz)$IOc%J_rXku7RpqWg!g+Wy z-`uDA!pUgDS`v;i6i%T;uOV>@Um6|<94-_>JXJpH`i>L)wt|OJC(RqTSR>IkB8)8F zw&6R!-R3Lym5fMYkd3$R!r7Ea`#Cg1s)=%@e}38)3Dt3|!z><Hymv43$YkCPx-Wix z7)Q)LdMz^e_|wLqtXf;u-LJR(J)^8`MZ*gqH)O);(xFssFdNn!m%xn|!`-9+8a8f1 z<Vs&VI<rytc&}|r;Pi3eGvsun42(3-NALYK!sUc`Q7L1kxut%Bk+y`}3hro4g4;_& zs!@mJb@~Z~(o)=|<(*4I@U06HB}iVKtx&8Pg^PXaH-Ya@<O}Ar+SENcaSr9cZC2xN zbT`B2g|otSi?^t~5r^y^zhd~Rfn@{jD=mfc_tR>_+pJ1w<%35mptrU4TgVai%ui1z z`mMT<*jWaRf-rVJ4l1Pv2PLbn-7DPRXk`S?1k-lWx^O;6+Ks(j|I+*OMW2>Vt&PBb zfQ{LLHAE7f3q_`yDs;bTTNAV1!4B2O{AA!svs5p_+(m%wMTNE8eb9RS4ycSLb&|>x ztLPm~vGy(a$7XT<lCMIE8+j1GIlp-YY(6O12l~7p%aL?zSD7<>ukMTDpqzuWJlwvg z_M+lG@pbs3zy0?@i18q<vc8Ak7eV&$Ye$=u;_bu9u{M{ZhVmTCXVVtc#Lb^*e(PdP zYbnRS7sHfECrZ6bv3!#YXAI}PhkU4t=f~c{uvb){BF&-im+_2W%(1;k!~<ixyxuX$ zQi8#Pt4xF{d>0PU_I*@-<5b}O?sn$1Hc_P5?!nN>SE{Rbc=0E-kHZ#wGZ$B9b7Q-I zW)3FSNW1`$3K1+0Bp+zQ8-@{hs-qjbJb>%BZkXF)HH9nejz%8X#gmpJzD3uBjPnyZ ziD{a6DdCg+%Fjf@_4Cn?9hIcNRm)%zIg;_+(H5V5nWkplntrh6gn^;(<G_V<Jg&^I z{$nt5=68j3X?txAtws-h7C!^VAFm_F=UG0cx0ZQ0jP)&jJoe+)&hIin>(y0<rQ_sD zTZa1MWFFf`$;G*_qLqiKrS}*AmNuL6J6S=)*WKH>Fs7Kwg}{599lCF6Y=4)_vw_A@ zNar28H41ocm+9#(`kz<;R7Uk4KW=AmiPsSeoU?Fsq8u5zZ>TgWS|+nLbb<8UJAud< z!R1C4@lKh8g6+l$kJ?7SDN8|C4*5ZCwxwRYd6(;E^X*lfi2@?K;(hQ40b9>*%Ves$ zGsTankQ2H|MzuQDs(8<V5ZU>*G}<8x6AZ$G&DiPu?kl}Q?{%^8FKnVKiCoFrWb3lD zx}pmwe@~6q$-X310+$V39G73&UJJl|bz&6XUEC9lNCAm1yv4&nD%_i-8KKnL6{SY$ z-JqtO)Req=ykc7HGco#F?X06en(b%BL^-zAkng|Rzr>eH^f7?zxBQ!G4M>1l!U&0W z)#C4M26CkL0&HBcS6mA8#%sS<F_&%F0-l<y=f{W#`Xb%(cSjXaR0s%KQOo6r`0kzQ zC?8V8T5EQ8!J1LP>{_P|9QL2=z3J3=-{;TfX0~e=*B;(;_7>D`b63<W$r)ai=SW&5 zUA)&(_FFFZfzQUbrpqL;r{m}+Ba*2VKA+GV!bN9^MID>>QdpPBTI)K^I9h0!IEy?c z^2)S%Tk9eP;c*SXy?bL*oyfn}2L|`-R{O)8zqvaU#D^6Dh1VWDpPS0SuRGgI*!L>r zGVbj1UIQNT8P+_VDS}%P6e6@MI6~VhFJcc(nIV8Drt5yBNISL7<b!9xkWnR{bXkOw z4TK`*_x8*gNwKfp+tHpYJ#=;1SJw8}QKma)iP&F~G6?2x&X`T5l}}pvkD-{Z*CK(U z()eiDDhqQ!Sy%uUXtEzddraDOQ`HP_1%NeVbb}D2*@H)&QOhnUMxN3|NML1|7>L|y zBxq9l$2qk%s)DAE9-pZyGw4QFKKJ__jHa_COmlw04Io{d8i|kjbLG%g+xIoi_P9`A z=ZBCicOg~U@Y5Dny>KJWkq3#LRBleFU)k{eq;8zRIG#@uLX<ypUd@&H*gt`INJ{V_ zc*yRa*aciL7+_JYAzL6vsiSbyH=)^8ky^D<NBh3H1Bw&sh-#2)V-%aYll{k>Lr?j* zb}`?gdJ0~Eyc57I(E%X$=6jzEO#`G3(-3cPzJ=Z=M|vihvkKP~rpr`T*Su=R892r& zX^US#0UOQ0?JO0x{9x>P+ScLBDLqc+B}K_3843YhHzeak6~}0!&WQkYZRd$c(Xqh7 z(P)ffW3?V+)EjZ1K<@6@V{w@vFJpQeN?YA<7`0+48$S0EM(IRTNdZVF?V$<iOa2gc zDr|(SpAcv+Z>dP}oZo&yIkLx(@k{MHZ|Tqh=Yxis{D$waVZ^NKa;|N&5H4qV6S|RB zO5jZgzN7PWjc(Pl8;F;@(r|c7$GRF1zeOXs(20sS!er9hL4_cSlyHcMwiq}OMhM&{ z!d2ODFP*Petf#~kq&=MeF_81Sw2zTj+0FYd{^}&kBtelv%n`Kj(HqQ{SX&$D$eTI> z+{0#ppyXON2_f3FD0_{JpBWQ{P3NMqXR`u!g8D+Dzo?lKMab$AoR|tlSkXC8bhpN5 z{C05;l!@Kt$I>`Aa>OH9wp8tD9PxXDQ8jm7IjvBMU--hET$-Wi)!aKSRfLO+X3-M3 zh<CYzlw*F?C#_r%8;AKWGc%L`IXN{9#8bP9OJq;KROrTRWq;QC*2MYQQ7iZtiIYv8 zh2ZDm2MRO)a4|ai7NST!s+Wm=o*fv!lCszH)y*Z=^Ly6(uKbDq#ymBM)URPXklOAo zw?XP!ZI!Xh7hpeKUj2ty*TU$>;jzMJh8@iDnHa0riv`qVV?uC0{R%sc6;*Noun9wT z6V!4{j5{Ry6vpvt94@tdBCtg8$D-X`GgG1cQgY0`U3{E(ocGZGq3*hG?s!pH&+B`f zvb)i}0P>~~s@_(<1&T#UV*06t8u3&0D81z!!w8Dw-|(zCEWKZ!uu(C255euif5XDM zpz@DRwJ?jgnHc9OX;CM>-gCY`0J%n?%FobDMW!v=g$>zq?v1({^c=C3s^@RxzsSE# zCixBRzuZ&{6*DoyZ-pj&epInfQ>$@1boNesRudGJYh2CH7Zo*hyZwv)l$ZRhdp7*D z+>Pg$^I8%Z_J<poB+}0-l3SeWJ#ij8b{8D?v_gu}s=~T?cH!Hyo@A4d2#kwydqORs z7{4s-Bu4o>CstY&4PdJyA2H+s|ClL<!Sivyc$Ub0txC70BIhLu%2~_=U6`0Cm1#B8 z2dtUDVN^AP3GN4w@q6Q~%CX@H_m{X_MZvk2fL-Qp(woqS>K|&uihJuqxB0iV>Ds%s zYS@$np{1_51l#M0s1Jx)zzNzvtw{SqT!q<<EaDgjH0j3%3#A3>0d4vtDyz2V7Ss|~ zfwpvI*?r=2YVVzum(esm0cNs_2~k3-l@>|KMN9_5Zb-OX@yg?*E=B&M{6;u`RO)tY zb7h_1WOHS;TuN1F6pP~0KOvLtA0Z=4hYPVlbkh5(eM$h8-3hlg0G;|TcFrIob8;om z`%CxE)_#(t{g`znH$5<4E-WL7KA=sVFJjUh#Bd4T2s&XzLmhDL%&aw$bh3?kNcEDF z(yw{=q0g<mp}8Ei{MNxVuZY}Lc)1jtsD2(ZCh5JMeb1t9PU;#Q0tvx^`zClP7fw}P z<J;0=gRTfhjqR4f1paPDF}E##V2Ru)QD%NI8In@(lu!cmVRPQ@JHt|Q2<iVgl5Z<7 z3QfaKWrTAV52}?ikRq_9t0%3G^;LhjUHF^{L8FbxO-|Mtl(3ZiH$mOE96^nS-D~s- zBLm$l50WL4F@-Y8bLph)iY~M**VF&qSFn4#Ru7KrZWZQ86j+D~+xCSRN#H5luQr1V zhdqu9XRAdW;Hp9wqlXypglltSN{crvL8spSSw@^Xmub2mFF@aI_bw&c@|axry`IjC z$7bD3-BV@J#W~*(&s3n$RAii4OI&)qElw`=5ys?+>5D1A{A4EvLsD}~WD`qpo{09b zDeTIFgGweX0>~R#s?dkC>GM<m1)jSK*&~%2zllfqrOrLKS(t4aci%=Md(!b|0gm)Q zF|jC?jkz0<HLPL$y&~s}OSlJOF>@UX!%QMLmOo9RmDR59lLh>n9=`BC4+ZB>1<cfe zvI{{8GhV&t{+;k)NGIcoas17(<KsXUT_86+St;xnWS~274n0grppLr_q8<fj>$4=m zOJgZI>tgdBYz=IDJNdoew_n)!KW=(W$#*Z*o5xKt<3Ah;=D*G!#neay@sYzayorbt z0_3QbjqBeIwx_*xWw^QzrXXAX=88webH1n)&wnG1&(;g-MDgkQgyuJGd!L@hL;Cy@ zaWA9rwFc-znLO-_-F6=<;`&`6i5x3zWE4x#E8&$IQ!){3r|z&N88~PkPhRb)yuZqk z#Jm8pJaPdmH~kia5<FkWX)(Wf9ejHLNJjRxZO_<as}lAWRk})wb$2_qfI0ReM3XpL zB=h;k3x}fap&n9AfpJm2N8GVkA;EsU?C+YrUjxJ<Z&ajRZsq}|0Z|;XJJ{0iH$^vx zXF5gDEjfHLt}9;JMR<0rNQ;DtmCLQ4?2YEtE)N#`40gg#Ds(Dvk|QKqu<1vk@+T=V zIv$ck%!Iu<M87GKEtzd8D5eejoy1Sq5C9)$G|xSkU<uUE-?_aRP{BqPs*Q<o%{5Mc zm4Se_X0Z)5mDSHqzMEIWKf*rO+mEMwpD1Px^jen1Dml)_fc5!$M1@hI{lI2Cl)XG+ zuiX1Xx+g1h1}hb{LZF)FDlcJ2B|!x5VU+o~!FwUGUT}tqF)7tbweU-7>srry@>R5| zs+t`4#CxPFqj9|Bu(H~h^j(2RGi3{bLkwU+39}hwe{J>>MNXBdGJd<Lrf94UMrIF~ z)&^p%O=Tv5mCXm}Z;**o%W6?7L2;&r-QyOEK}U02PL^L0E*W2!Y63u=uRmHX=Jd?c zZcf>$xIU^9m0OJ(oLv>EI-~acL|3;GnKUr+ij&d`rC4V&PQuRieb|`W7xmJ7uM3Dv zXb9Y+wINtnax7b>El4qN-4+X#I8Ke7SBhMLT3*!ZJ*6&~{(LJ!T0^;pZ0b9^nSK9C zY?gU`R%+o|dh&^X3st>f-!EY0GjBpwU;cEZ=@F-Cn7vQN`gSe)h0AgNXh%ucT(A>F zfkasF@-BWVI=x|EH7@Bkf6ul+a4C@T)A|6LbK+8<!NBI~CtwbHa)+wz?>$PH)>c1Z zRnYJ3-9fZn^89N5&xKsvWvj@;08~DF)&9qWdFf=I46aF2@@Hh03wwPY^6lNrJ8AEX zRE>~EzwB0(PQnC+wF!c!2rZe&J11G@1saU~f!}P%!fPR_VX^nCZ+;Z6re(mI$}1w` zH#D^^<14H3&e}TPJ<0bG)Ve)=M60A%`>?9TImue{l5Ir*{8M=PAQn+Yp<oi_59dum z?o-F@TfR(`Ig_R~7I$@iIgT1w7TJX4+TJTdDqo?}YZ}P{uZvVTIadOa^P(6z!lN1C z-#GP=d0_)%vUk7POrG_8sGfnI3R^=p(MSs^U;2^gabHNzS6jF)YF*^qOL}w;neibO zio>}YZWEu&T7eZk_A^+m<gfmKw7IA!aMkMVN+t{$0_{+ik753eIj`a33i$b1(X)BH z@mX~p_s0D+rNbr*RcRo72JAY^LwNpnlI~!b>4NquApH|Pz9LE(JPA~n#hTG-N!eV6 zfn`3>>xu4E87eD%evU)0&LKoMpNuF_Gc3>#ArWa-sV$wfJsx1n0+IVQnY&xQU1+>B z;Xp;$6OQ>gE5TqOw0E?wKQ3_^dI^U87)a8JJ_2AI+TnjQ6(7Sbo>^<aTE6ipNj|>y z;IlOu+f$hLFbh(@=8^XK#a;*7bR$wnOlJB3of;!r6Nr7e-Xn;9e>-2#8e<+xU#hT# z6w`^I{)YN)5ft?Q1JvB?;FEFqE<`A9ZgABCydWYJ4?D=o9tIoywh0f0f#e2J=pibB zScVZXK;DaRjL^Ivjz95zctunmuK${o0193n?*BC>d3eCX`|uJ~P`vE_bSEQ_AORpu zZ&Vy`MGk^HEU4QUUKwPs_kU8n+#us87zJovUY>sha6uUQh_KYWyuAM?Be8w{_R;v{ z<@>({H}A)i|DPp@atV$AnwO6q^wA5&23r*)^s|As&k-2WIXRHn6wK|vyIN8JI6gwX zRDfp$YP%2*V)_kM|N4B~UGGB9nq2;AT0m8)0xP+%HWFRlNUjRj#L8$h;oY|*YZW#C zRxA*zr;j0tD`S!0`*(3`C;vvYMIit2FRn;_`qZm<Ioec>GzObgH^^F3nY<M^i@1HE zK<9AiYdVS;W)DF}@tSZl{Wt{~dBpytxDwJyVESYdy8=T5hwuPrn!qIigrRC~ous)B zr7?A+$|Ca580v47dFosW$kK>$bU#1$1ZWUZd08ao!IY>4L{b5CJoZA22K@2%xd8_L zCOGLvV$MmUQaEy>^GFI`j1x3Gh$J|e3dPNLWaVEyEE@4fg9!0X<HeZhX|doCFS@ZA zfI03Pv}1}YF~zJZ+Mj%6tz&Y!m`71jxJsy1Y`>9?v}vjZuWW>~4E+pT2+XjA{Xkd_ zRrA5XNerkX7~F6a*`5vbADGNjDB5r)34<#Vla_@-STq8-THzbN2UjFr?Kdc6KSA$) z!fO;aSEMQ=VbOL~)6O3fj4S1i!W_Lh0IDHD8hcDqNgs)s5+a6hv|}b+<q%(ipj0Kv zl69E*9oQw~i(=Ur0(0?*N(oAFgyrR=h#QiJzcJvIbM;9?HBIM9@ryG!>SGQT%rLSj z6qJM%8bEajv$$3$%%aU2no#{M?OTGGu+@3`bQyDHiR$@X7D@_Ggz_bc(Bt!w36N{< zI_aZ#XE`vn<ap2z6TK6G#}r3j%N&0tHzX^U5I5*kDPg$wje#KzzVVkzLlB4!esNIr z3@Ig3flgg`XnY^^<LRw7!-veQy6mvzmmk)ofm3|@*qV9qL)-&_8F{4fn25Mxb3jSs zEJ+l3?XHgWr>JdlfmuOgHp9A;44}C~SuF0z_yTWl9qYqm+e3yj(m|z9cgMS*|GS~& zPX%&P?rGh#p(KCC5OXF>cuqD67uszZ>#E`7$A*nG`Fe#R!e^-g@fvjI=SRcNnjFuD z0?bI{it9f<LLCbl_*7eXQN4`))G!xDyGE*m0}M*?mZ0CNHfI{;bter(n!uUsRv#_) z)dr93`5zpa>~lVE7lnQ<2Kzt6p`->Vy!922`eNs`erj;d86<kze^kQ~wdoK+e%UpI zvOXL5`z6^!X>5Hp;g!?*>w}*T>I5<Zj8sOu#p2+W{1~f-`HM&=D_oA3Dt@BZfNaQQ z1`U7t-i$Gad?>&9Ya>DOBe47kS-uWD<*fQui-JtH==_@Dw-MT3CUxcV@1fm)p0MSj z;+2b~4M1}{(ajfQi|$&!N_?fTYU6$Q1f@iFEYDhhO_O|#9Eu)S75Ou2v-fUS+x+79 z1k=!?7?Q1-X)p6g%kwJm%dzRJ*edOYlY&kh9$AtpZyB?3<v17F9)YWK+WajYqsNQb zPbwq6Z4-mPt_q&+B!8qUQ(QX>lq)-2F{ru5z5W7|JN5*fWbc-AP!2FK!@(|Bc8ei{ zWhlFPymktG2zGHcIJyhefc$4mLU_}BcIm7HSMX-L97<Q7J9#x&pX?IbgNOs1txmB~ zcbrO?draV)(VGD`roc3UrmlqgQ0Ut~`0=-cU1)TT$g_y3EBz7d<U~})O%W7CU0vs@ zq*OgvJO1A^9f@uft(x1D98fVKOg34$AYh{TQzdue@xjq;`60_nuSU^t4_i~f9Zo!| z16ULKev|kh95D!#n>-(m*22j#q1sulSNF#e&!Un1-^fRQxPZa^3;H6B_je*RQwan- z!LsHU+)iHnTqYgp4LAZE_s~<g4F<=8ayq|Y2YF$gQ>Dn|Joz!ILC|vGL}yVNvL%`6 zk=#G>Blmf=zrXj}^0Ax`iC|bNS{#S{sUZ?y#`Y@ASmj=0v3YqU2ZQE*=>Uh<GP6{> z5q#;kJ*JK?vw$(7RYjfL=^W$L9|x;N<K<=%i(ssrEnQp$X~<XUT@LWf%bDF*gZ0^9 z8{>%Yl69jhUmxo79>uUR-m1n2cQ4GGQ4<+A6qhsxq!sE|?cX8At2lE^l>u|G^+pYJ z^oiP@hCUhw`nVSeI}#$s^zo}HiH|5XoX>U!bN$WDWk5tF^L(T`A0DRqW2-ms_}yMl zeY0L?fsA#7pHXbu`Z1rS-O|yE=V)3p@JfQ{9^)+He||yXVERrNR!xYjxrk%>U6QZt zlF!g=ZIpig(bZ3IeE)}rzGmW<3(sh2Cn5h)6m%{bwtpi9Ib;oV2?7mft>V<*iw*K_ zp{7{Rwsv3`@n0u#Ja^(f?JDGh5z-rgan^;S{_(fYFA(E>L0iAfPwJwrXtc$qC<!+l z7o_S#op?5g9?)uB$@Q@NiK@Dl&Ka8Nj=1$^97FFwty}4qvl>1#Nu-x!nCm3}4n*sH z3%$IqDsGlO+aW?*>F>He(1QrKJgUy6GoE-rkP3W0iAf{oW?Oq%8Bs6p3dx<vpJ`)F z$HQL{F`xrkJf5Idmf#ghmiaK9O~gTY<C)6@G`--k<0g8U$TWyip_OU~;Gus4@n+Vu zt6cv;ify;C>u}}W$4Iu`Yi!W`>PSG^h%M(jowb$Xw@#(Fo*^q7IZ+V(#f~5Nn++(q zRZlJQ-@q=CPuxc)lGxGveFQ;1l)C51g`&c4-px6{tRb|VetU=8F`$UpvWi7R{UX?r z6|YIyIR9j4cZ5sAjg#g+IrBU4{UWA^m-mM+?=$O2)yR{D-=DBKySw8Cg0btvlHsGx z3ty2Jl+Q0F$S~d+s<2X0RqH?<BesKIP4P4B%~2}@54OP~giKg`sDE^LU5V}ZNN?A$ zJ2p*j=sKZ`1Zd3WI31yP>#$Uk+fpKh5*Q}ayiIu%;@4Mk6Td!&WRt|iC`Icq+W+y9 zAB5e&T*Y2y;jQm?xDHNfrh2IOcxBC!JMmI&Q3VT@av|BQ_JuKlKPLkRkXdu+TW8g& zsQykkRkWa_UBWs}6&^x{8zfbb0inJH4oQ>y!^=dWe$FR0;%nz{^6qvtpEqir_U>_9 zya+YO=W;q<a#zOf5y+({kRh^-J<ua<N?d!p_(ZM?w#-E@k<z(9z#t$EZCaT1L@P$@ zfeFL+)eC!plyh<<xUm4zS^*$P2a5<s*o3Oa(ku^|>Ny3^Lo|<ho^?sPkxJdl%25ia zvUeY)l#w-W?RT;A+{J6l5>;$xa=3h~yw>MpE*ig-yryAUw-#fSxv{MzD6+MrHIF#l z4=j<W@<Zd130r(~WV;EE;+^<I;yx`@gwf>w+E|<#uGJJ8hnNY>Ti9!e<Pjia#@Ter zTo^gNH!%0~ry;dEM+{{@<>F1t@Pio!ER&o2eqxJq)_FBA>nrPAjU_=HHI3Gb3zEi7 z@{)1(8uXBGGSBgiHwc@87S3|htvUZ&Iyh#@N5Md_jOfJ*|2Xqa_<_g^v#d5yu?9V_ zk6Wx@^~~S0&^`#Lt7m%_>t2eS3GJ3J5$NRBlvw`PZO)oepeQ*VbMmOSsk*k<?KB3o z7IOAod3oRU#;7qu_t|QxUfOhdfpj{n%pW$<zWp$QlBAqsFfE3?c{#7V{&Ba0pvetI z=G^f}93xXG@iuFQ$=-`bF1Fb&$!BCQB>Zryo?N=TC>jT-CZ+YmR+0q=-#-psASL%_ z!}PM<B3u8txd?;tA2h3d<3D*S$ksRks@PdS)3V@$zp`Hl93;=kyLw@xY%(Cakn@U4 zm0piHK_>Z##n}#VO-&#N%h%?D{)`>l*tX4`nZ+FfS`DWv{@Udfg%P5;6_=^-Xu;iP z*OiQT_nx8yO`Epos+*#ZmxZ6zm)mL2wCh{5b*tnrCa2K3b6B1{Gv>?kwJpx)IcF<d ziJoaRw}}nGBgsj)%hd&{i}iYPq}7Qr^Kyg71)^g=60Tp5Y4EciRz5q-K4{K)+(?D+ z2LBWY33JBg1>uSuN+@rt3+40(W+x>LoZ@6n=W_D^aRhqfa9WrOqG`Oil;j5=LmsjV zF6Cx)e=0xuV<x^#>)19=7Dh;tCP&>y3Rzcs11u}#%1!I$a(Vppw!v1<&KSh1%2OWs zy=O#h*bur?9@ssJTp|(Xl-1_R4zQ~sAC%S;#JGM3R^Ro_zj}QUF%`U|yS(j@*!6bN zvaScp?QXjz8+M4_ZFvN}i24P!1&QehwrP`T1hm|Ys85HMjFt(7A0vB)n|m(Q=#v># zjZhmu)7y^oyb58bWZ68Tu&wgw6-)tIU&k}r43-hNMBRn#VPc2_wq-V&F&`WpU;<C_ z18dm%-r@WrnU(&(m<6JMLxh3k`p>WV(YyTkata$fwuztu55>m~qSQnDfTBYL0Vsa< ze{l$vm!IQ5wBn)Q<p()6z_UW~gK`?+alkT12$`@@y!_xzS=bNj=ZQQbBFNny1{KT) zhiC!^#l`!7YH0t_8Xr3VR6UHQfX2uEKV0LX;A8(EuJN(+{Kro{sEBSb(0uIt|Ah#} z|F4eXKh%c_q9#RTg68932Yn?)R6yb5_+M-Q3O<nIKcVq~vK!!Wi%&@rS)n+1!5k9s zVMw6jVnkeUlm=oFEC{aw`CsT0g5m`HhkJaS|C(9<#XUGGPVWB$JPJNep8s2X&>kP> zza;n{?eTH){THo;K4P;d6oBKupMvHC@Pf;V5xo&0xj>L{AK=PggO~yL0iGY=ssf?| zBl1FV{l}STd|dy^v&noE;iFdn8fy8t{wMnkM%0Ff;{K5R$5so)&-YI)|E+=W2L*pv zauw0|xc_I!{Yakse}-JX4{*L6Mr=ig;{GV#KgmP!@%$Hv(k>!D3={zHpU~e!L;)xs zu8$m$l~Df8nN8+Hhv#4PW&Ze*j`!d6!m5rC!Bs~{B)>uE-lzy*UJ3XBBxpWfuK%dq zsv5Zx22^7Js|@-OL<6}rATvXK;PZ#7BFcZ@{I4u8D9#X;<>Nm7|5Sw=k-@@^D6*{| zzTw&>#0VtNW90{zQ+uOY!a@P~{|QkQwC<0}1&XLe#Rg3#p}~L{15o+?c_{y@6F&zy zF#r{Y@B_O6ActZ&dNfX+|6^@V057Q44V?jas<-N}JcRjS1Fek(g~dI;euaUjaq~r; zyo=^*mM4A)h_}?Or1_1dzVr6{X2CGrKqKJHVz_FA&CIuynYox5n@Pxuy-%_|%0H3R zL(R^VdYu6q5N0GX`Hl0CMTQ$7!AZ#i7~n)y8{s&Esb4Z17u;*HU^Nne7qLW8GJ^&p zI4b&^s5(N6LC3)m(BTdu`4~<6*Fn%*k-!tf;{_gIv5kmlm{O)S`zuXS)_q&ih6uGf zL#$CiK856iNP(DWfO2Q!n;9^{<0-VONgcHBLaGlo`HQH6N90e{#ZJtA2J1$JGZkQ_ zw$cd?0f`VaW}P600Ks)2d(!6&@{|Kk?`+TpY~!L5?)mnKU&n-Y(HZ?9gYl&(!fNk^ zP$__fJyWgAiH2wE4cy~Q)PSU*42OW=q&w;+8iFrJ88-@<lyZdh!Ljf}C28;%g+NIP z?2P_P)l9RNLl>+ja*dIJQGkwq2-V{!^a(jP_mgr#Na8OW9EzU1I7k>11SoUhu3QHV z@vg9VPDRUHG<$GLKoI<%gx0Um9!ri(q??2)w`tfoViP?+4S*bp<}^QVWHJGdk2C$S z@UWJc#EM)yF;24vBxanyn|~5ALWP83=yOQ6<ULX}9IR%0nA`KeZk-t`LBSzy_VU7@ zASG>*Q#q;<rNIDBpbe;6{J(kv`672PpeX8Gp`WkNLdRI1YQBh}l_f90Q+zI`5@M@? z;<P90ir9hOryz5r@PG#|rt@lFUV@h+ae*&OFRoKbipjY24ulhw!6$>{@R)rY8zr{z zqWI^^N^8j@)+o=je9$6#cXSzZ*Lw{*F?fl~MFwV<_l6^cGUFpwiwb+d+hg?GiVRaT z9Rs%1X_oO;_gl@o)OI|T37bP)Z31TH-}21mZLi<BTRN;Zv^bg8SU=CT87nPSP-xsh zf0NQ^a~M7}yK(aqt|XX<R6f>rT&!reEL&u&Ij(#i`+V!c**T81^z}Xpw^M1)VSnV$ z>c!#CQJId~_1DHe&PE0cVB(`S;yuG#V_CYjjy|_pMt`$?(VR0sLlypRXL%k;Wm*}5 zB3}O7iM5U|OWGe-J=}WdhLZh$kTfib0>kHqC=(&bs9iJdo$KF(nwtGkZBbvjvlNPV zi>@uWJ6Z9|7aR1rrG51$%7GI6QVyQFF=Zq6VZ|r)K`mn96%RLHU?;%T#s0uGnLjLQ zLUZPjg4Kr$%%>Hd<k{5~G&CUHqf??MVdbl*kuf{t<s^=5T9)Z-z@ymstDZaLX9NeP zppLhZ!&=v`jTZLza5uQvu7K$tz7;8XRNF{pQQ+feZtLQ<>?t|x6^jd>ud%FUa9^0l zl_#_=YoC^CMxHesfd&SNw?QloHNo26X<4}BW#;WVal;HreN~-egys$EI#GypAROt2 zAz%N}EKrnXI*)zTwsT#H(bMfqlG|hNA^FB@if-@_MImOjSR)yFjBiF)-U2%Lf^yW= zodu^(UAE@fX_+VPJ&(c9GT5JGdb=-kX_|`q)n^U~1xUPFKwqmZ<)h${h7M0UUHI^X z_1oD$CW{#>NytV1_xsMTl0=E!UkAoeTY`g~Y0RM!j^LcS`m`o35NgRUg?KVF7L5AN zMO*pTt>Y)Wl;#_XJdUW?<Rjq6T?JSWi-LPMVeSzkk?<64x~4D(p`_Jm^V|-7VwL-# zg5qpKB5z0*fkg18QI1pGR1(px-}MOMwy7|qEyer9wpHjzbb@oK$-Zhbu3CuW1UOB8 z?VRGVkb*OorZlpK0ZK<nb(moM78=8}yOR=Xdc1acOI}+oH7bwiJN&~d?2l29)J(j7 zQZ@fO^K<-Bir@VD`HVjKroBdNC{Et?>g|lr_cI+e7GSBdGBOvOdSbzIrTVpgRDet6 z-l@#-)tA%Bn6y1F>Pz1-O46L$_>||LW~&Ybt4brwEW?uxX=mUjwzPBeCR}w>JQC%6 z#jZTpX7>$}jmxI<OZ?8Uj@g;h12WslGd6+W-tPFp?ZZKsy;JS6Olm`@>a=t_U!oi+ zY|@FP5rJ)^rD%dC9_L{<ekH|Qm@QX(_@u-(N8ba+f96gqi`ZvjJqhCr=86XIBfY)^ zOip||P|g(%dBb@+5A*X9{2_WXV^d}t<~JdU^vcF_gWiu5A<HoP_N$Iio`beO3Fn)t z!r>rJt-jJU?ZCE4<kIow`O)D+JX-ZvkS$4;Jrr=r#0!nw*LY;poG-6e^4m^9AK1ks z@b#%C_b(~RRD7%WQFz(lj-|j~yV>_ov9VblcMk{X8w9ubcD2b8@QJ~{)$LDkeYp(n zPIH76|BBH46>0GETiy<9YhQmLJK!LzP8MC+wgQ*vKa*9r1Cs_nH`?CJxj#1Mwf;Ty zF!Tma?#|!9>8~}icCL1^EGV^q_0_f8zS8wR7+c)Ga$DGaj>vIj!1Sq&*yu*m&hCA_ zHKqxc2j}geiXS~cQItB|bU#0_`)QFYog8f^`QEL{XF{LlpKaQo<zEyKPY1=-)~^uV zzu>F3I^+e%hG|Oqi1s3G_as&ow5@ouNzVfx4!<zYVU&i-a`z#ZP?{|$eZpC<q-^Sx ziU0gU6ta`*oQ&^dC{5l%>Sg!?9o!nI%DOWU9v0so6O38u%(8Rtq<_0H|LMYIGaKhA zc^UC_Scvi_u`5Yf2>p1Q3UP?V9S7I>eD(aYa$+@PT@pX&z0$F91+!`|7PD&pDXtCp z1&Pdqz>Bw)Ox{y{xLnmB`Krv%pwRt_u{RdD{$2Ix2I#q7oJ7!eZZoK=Aot&%K5_J) zw7ocp{!+g8J?vmxz4ry(`wpPDzO+lR`#vO}J;%7O7x!;EygW6p5_jeTflc_@&LCam z?DypLta%?gi||!n^4F-{;`SS0ed~GQNqrkAfrNit40Y;fAraMo<&YB1tr0{FLH(yR zQe~7K%S1hw#-Q_g4Ayo9CGNgUYXl~=&hoQuw`|C*f{8h&kw8gN=%mVY(LxMIuVM_x zt5l?bT=aJy(^3rC5HUs=Rm#Z;q!%TP4e5X8aYzB@O&Ax>S|2+c;;;G7HC<Ckki}@7 z3J2TvXYhA8P_4ns6JdpQ{I6k&@5d8i`lH}1Rk4TFiLiFh7$^y=!Z9((k8q)=a4|~# zWnra6(-8z0rBqe}uE~{&$(%sqoru^_{M`S0zYd5;!v*scqV^y_^Rsh-pDR)SA5-rb zoJq8P@y51o+t$RG*iI(4jW;$Xwr$(CZBA@EH|PA%t$RQ1?p?LJx~sanervDiSq%va z!p-r2q^Vd3&-pXW@gJY&H#|4fe<AumRQSVk|D{6iAJRvwhkqFd`GLA08vGCLGN(9% z|G;x{96~Ng3h5gHY6{aSlt4;oA_4~pGj~c)B7!Uk%YRw$e>M#_%YT)?|JgL$EG++j zaOY<EFDU;XxO4yD{(o&6k0b<A8W5KMX#@~1u9P}GaJdwhaRe@qAGrU~DYEb^|MhqN zL+ISB|07RsR_6a(FEfGQ`@_>eLh3)54a)t)oIg(09}u>md;gDPHMx#p0{I^i^q*Pa zpW#0bRJM<>0Rzg+^y6y%oPx44v#0ENfl&jdv}~OAxlq2c_4`U_OJIWZY^<J+nk9)e zS^U$2ji1jbwAB%)!p(Z03=<|VmcO2@%1l7u;2PG}E8c~qEXS&v7a8SS@}l1%Y%&S6 zbnu&IgqLSUL;0+Aw%AofOJQ&oe}~7I99XWq69(PAq*O#cX;v;{L}<iOCH4+iVLt+< zJqvLAUTzw9us0qhx+)63@t8G)aIJ?pVZv1^nbQcnzJoc6ncU`bMNe9957nk|m7qy- zIjy2%efjeB<}aI*Gnw;~_SHzlsgkreq@?~-;ix;&{_(V$A7YLS{Ae92LSVp<-3SkK z8;KeL?&|~Z(^TH$O7rO76{k}Bx6la~43`pMOjc!)x~G$p(NQLg1T$N>n5Nr>&X%1A zquc|YsZT9RI20c}5f2)FF^kT@fBk%0t5|BY>!zsLVIhl)z=_Khm5#O>EAuH;%<;k+ z2()$@gOBB6@H7Q~?k`-|;gmZDhoTx^B+#G=Anv}Hj4@_nm-K-&!vTM_am)Zr&s!)Z z_$<&?6b3jcn1EkLF+L1+Eh#}2Lq!i3V}W6JF-nR1TI_FUvRs{l-xjtOJ1^9avUVI7 z+}5YJ@lKF#nmSxR<7N?7$w^bAC~bvloIH%$d_Er}ANGl;qSvfnrnON{bo_C^8}r*_ zSYP-!h(|*ddrt*V_?JI9p?(jLvi#cP6y~?-Y{3(%{reNdP!(UsFCzvTGga`qv?b`= zFzB{BOWq-W=^i_Iy~TrJXJ=A&bdD(1_J{=4BBvo+d5*26T*?jX^SHct-QCsA6C-L+ zBU)x4)ZKuO?d%n}y;S<$96q2NaOuJSEdp4*d>w-o<Q^?CRU;|j<(dI_`+rJxPtxeH z$d-e7$y+@7b$P`53~$#!(07o9S`YWgpdn9nhCDWm)72N2C-KGvB(UXVSjNd+Fu}<= zSxvh_Cdf_#(;ww_Y1!J&i8f>Z^3`Q!zSrKxy7er-QN9Sd{|hZ|qBX*V+{azh2#Mj4 zS=BV+C~o7ScKkPp$1(_zM}$H*4t-k{G4u+HCUcWQn><T~p;tHDH8HVmet|{?w~b^y z6T=R#5ZG_9c#8PpJu>4~+m@%2Dt~%8x!bB1sg}N0R>-29nW`N;V4Gx=@w>!*z$83K z>mV1BV2G|4(e$uZ20>&Ss*Qx?$qf+UpRdLUTxV(>x=fnP^_2mzah`SI)e?qG_GMVO z`&%BI4n@uRY()~eUC9<pjpt|NBkUVMg$Z65elTJr-sJMzwQM<C%Uu{tn?9<{?9q^W zz~iQacr6D1k)EaENpI=x;1;QinGe}Qq0eVp(|d}$#|^d;*R%;Y+m~d4kG!p;;+?~K z+#vD^l7+ei+5rTh1Pe~m;=4dGJ46dl1ZF(|4dcr{B~ZNfIdGSp`Zih_8EU^J9t<RC zKp@*8x$xBLi;tlM<MUY5Vb-zflWhI^1d1W4Z~dEQpG@ry)(D0h2eol#7%cD>G4Oob zWQURaS%$}*9rp>$m@oEyT~4SVPA>zM&+*usbJlVPUe^jB6-p=3e>pf;{E`JXnJY^0 zn$;mQSTr*XVXjh^DtUxnqYTt4Oq+6U+B^`mtjR1T1sBrMHvvh_gie76r%3WQJN0#R zC_|F*1B<RVJq9679|}k6vtgUcZ?qAJ5|PuCU983;0xD>y5dtC~0^$z$;~8U9O$o^0 zIemJqS&kimNM-mCz|{LV!JZ;Q(R-lfB$35>d<6bd)>qd+vvK*lyzlgjU!W!EyiFn} z*;0N1Wx_j|bchIew}W53WjG<CvmR2LC)0|uvTi+m%u$UVGh9Dw5l@h82MZhxJSnCP z^7pQ$^zk-&AS^%*{-QOI!UW%l>NwP&1ym*1qOlDig6hHV<%%V_SC&R;FUWAle5|I= z9s4mDYGTUUIJ}x15@F><S8PZN$G-LR7MO~{)HrHS>&=2r>nWUO@>gYjE-WP6tC9nq zYuYNdTmxTyb!XDe=X=5@?%1aO{r=+DR7rYO`Fv{GiFAJRTzK?4C7PK__ds`IJRs`! zA$<pQ?=D=%!t63nT<K#bYc{8Tv+L;%GB%^9kkbNgtr&DdPx@Vgpy{HR{g=Yxay65W zriYz6ApGFLS~g6Av++#le5@dg+*N-W3=&snwu;WE3@i7R_4HRSU5*UigGpS5Ed{QX zkoH^JX%rM(P`_^CkmY1gS}%L1l$e|bg)ag^+(WGq;<fUDPi>icMpIx1A9|;tA*#^f zc!*rT+OoC9BG8E;#VP~{BWFE)Wtf3L#~JmYWpy2;j6cPnRD_!`BCJzCEvd9PZE*b$ zDMlz*8k3`4V6do8%hC|nCSzfHfM&C0$jP4T@Y%Fq+i<e$fSh$LpcvFL25vMn47&g~ z9dDAxE$dmvl416VWrE4ZOrH`1iXT1j5+n%WVIS~O?<vd3pNHO7BLwD!%&&f~yX#o= z2*c(Mv!^qW#`|}$SgrkGHVdjWnr(sL>CbT%ZQYCFrFRTD{AAge`O;OY!i%Y|BaYvG z)Vfd^#U5?KQhUqiqPeyNtD9+bIctFVX&;_3{#GGEieE49-sv6EX$W^&YAw@Q78(C+ z?e)cYMwVY#fW-N<X{D_AKow`CyCf63UMjc6p``wlb3DDGWRD4z(t8g#-(bVy3m72- zhRrr-xGQd+;Lkceyl2N(SAxy)>M%@h1$E2heB%}+J&4NU99hd891w)Z$=U!}f1>Aq z)1(}T_VH(G^0tA?L$#|kS9Si4_=O-mCc>WM(?UB94dkohj`o=+T8hAY`w$h71e<3e z;amu}_aLU;oADsWo3&v3f;q(f=tydu{vtxC|Ge!SQtgPQs7?Oq$!9=9^1J@0&HU@d za#67DY6l9ZPrg%3uj`gK1=kHA_nsvq-(S3ez0OWtc$CfJ&MR=)C?}q^X8}n~X_}pE zQBS!HTnK#H38d<n@mq=RdRswk#%sW^WTS`RU6?J>2;Mn_R!&Hcq5AE5`;D1n0D*y^ zr|Sf-vPAr^@~tefx5w-F8>=#ov1!ri(FBctFS%eOP%(<(HIEFT4fG)3*9AV#2rvrG zS>JnFT6(aPlKs1K4c&1hnTQ?GF^mH?2Tevdmh`VL!5UM>=SMy`o4eDX@3xi8CvnP^ zg1l#>YN8sIn+Ddo_VsWlL52ht8{J~UDLS7~ryRFz`iAf!x}sxyTNW>Z)0))O@?Dmx z-}M?bJ{(q`d4FWshM)}qz=`m3NHw6$aL&^SCYsG5M`ez=W4<L!OCkbWW(2fP&C=8@ zuPY`qvF|8<k4KDdn2<NTJHt^lVka&62Sl-W(kP(>89p>%E~%AS`w+m;H38ti3PJe& z{_WNjlD+G&K}N19cCtS1vhW<n58yLkE5#y`V+B_^)kw=BZP=Otil>Mv#B_Xe7?ozH zR#5f*80LI-E}e>;tKw;Gwp=mu_jQoSUoi4{fL!$S*37gLG~Q)C+6289I`EuB<i1H` z-Vkjtt(PfbT#aEspR6bLY@^C8DAk6P@JhP*n;vs9lDRIi9(@UWXSHvFhhPjGI^oZW z$z5s*))P#i)q;lr+NQMS&8M<=bU7U?0#OLdfodI&MbKs$9UO6E4XzvB8t#@y(DSj8 zo_IWH3<aJfIVxX@RZ03Pm?1zh62eVCt()B+>0-+;ueRi|2cXgf=UcBX;4N+`W~^L7 z>d%=+Wx;qFy3rOJ5&sH>^IF){%CY8?|5E*%V<~{S2w(UH+}j!IbZ-6uGtQt}H)IAv z>jBQ}rI+p+f^b;^xYS##5ds^a@$$DUDpyvlSF;v_A_2`y(L5f>fe{Ka!?xa1)PMIC z8pO7wrf>GFm-xcfFO*jEqD8WGxangBJ#E(Zj8%q<jtXA3&~2c{8;vC8iNaynvxvgD z-z1w;OKB?t(8gPbK1nm$yCryfxf8v}KRk=V8)V%CIhDD-U>sRM)c>Nngm0vYz{FfB zcc7Nf`9-*~#1QR=6H^zvc?q%%rkA>ZqJmPNFO&;1a2@0;ZgkgG2!|&pjCOb6O4Nll z<-A39v)0-*0%b(n04FFQ)2~&h0t1<;04_h(0Zb>x(aWaW?qDvil_s^EUEU$sxpsb& z%bdJbf-n_LvHkatjH8do2W4r;&yj`hy+FHyB-c{x=kz9p;YYZ<o^gGzQuVMOG*(mP zU!WoV0W=kT^q60AUmreoc9mF9)iGbNr&vKl{}XL&|J^Q!|Nm{5v$7=5K+*!VwSV@? z(S28HQb%5hoq8DN=`)QJ;A>AI9M)|!*kQEtO(^P1i%MlNA}{T(-NXy&COFsB7SNcY zm_r9xS&x0Om6)k1G=HaCv||;=8!?NUHvJiwG3DRlJwoG`pX}(3SD|YiMBB}0!x~u{ z{v|9(9(kNioyN!GPhG`KLplIR;t9vL0S<hOdRkPR)JT|}n{>BMDKw(^BkB<~XkN?2 zBPG$xWoiNxB|TXVq~q7Zj&crUXolv(#*<8d?F=$Io6H@lngBtpraZ!WT!c59&tMrK zHAxN$7i}!yapos2)hk|LRA!_xyUJA78_<-CV&6wG#&&}+%@w8LEQ|vn%SGXHl^bqA zLb+j%1K&3U(UHW^)?iW%NHk`Tgh4aEo+GB%byzge25HE5#c4p{8AC+jh)Jeu+U-yl zA{Z5$9YE1Q?aGT2RT3LPZWrxP9z>=~U4dyOwZtErG^DrNB;xJ`muE_q`Xh(b5<d^> zg*m4jBoMBb9!AhSxIPF#Ms$huHx)9M78l`9SOUWJqmF0~1e-@w2{;Py83*DqbSc84 z25(jyPtf3hQcy&eS`|SqQ6jSGr#JzYqpcNM(5dn(iqu>oQZ`3@tR+B;@>Eb3sSpCr zJI0P#?Dx}@);6&Fa|JAeYF<t165SXI+5qQ_!GF@=pNf`<;fV^Mdn8e$vT#%(LjA2O zE{22xWDduiiowPakOMq{Rnxl#WeoQK!Jm$N+B29v9*<BMHn!Z#<<6+b@AcG}nnDV- z(5J9NfRN3H9p=_EB~78XxbWn`O~|oSS(Wjt`&-5#g3>NRYEEt8?RMj>F?D~e5NpQ& z6Xoc1;f>X6hJY3zxm!0)He1buhcMXi=gCJiT3&0_k09*xwKlU^!BY^a5q--b0w+w} zhPf={ec`sy*pbNh%v3W6Vn3H&{(IP<WyiN8<jQTqkiWe6z@I4MjhEs}PxiUw{_NuR z{_LgIdi=CD6IAwm(1KleG7n`xMeL_C=dKkTP>Hp4S(pi!p=Gv>(3eq!!?d9eQDxQ1 zB#<AU$*-a)P|Cy@D9(;3C<cQoMia>wj-s(<t~m;jKX+9jh=lNpG~_O)Nch9<UY{Bh zY3jg3jZsxP^4R!66#`zxnS(xXS6gz!?L|oZ2P!N)=j&Gf1%ts*nAk$j*S<aVcXd#3 zx|1D91BX4JVj7h7wlaHh3fN|N(s4Q?-)6#e{Ne7YW9D)qu-ROu_^wxJ_+ku|3MvXE zIk`{oFJektY|)UsAb}56s7$STiG9GK-Fv8Ax~IEBvq87}{RcSe_4o`uFCXI+=TK`< zy8*2|YJZ%^rN6uO^tqTwenIKqP`$u1v1RT6|Ac=49%IB|qk!=)Y8<5sC@=CGc7`J7 z;UaS`k6K#pc7%%G`v}CK%n`U1u48ko4B5xk!e|Rh)mOX9g>8f)mlPt@Fxy#qGwCP- zdD#M#{RI5q;xa*QhyWPM%1;8dDhYJ~FZI5~)q<7_6Xi*{^1aN@R&%pRSH=YnEx3u0 zY#dua>*o1WxrO;PU)-SNOX!edhMfgcxAAGC-bs<!=w$avf4S+l053HT*Q5VS-ihsQ zF60eS!BdboI3DMMe<!~quw<Z?=phu=!~xW98?mc@FI<oB<?-g?oxoORw`MIb(RprH zXZ|8_o}JT99HS6kRG1({v8^M?-hBh!6!j7ytT9Gc4;d1l1u-^P_?-AO7swwT`RYwP za(4KWofKj>ii`x2SQJ-d5I^82B<M`YEU$d{$m@)>Z~R~y1tj8*giL$1;eo}^ld8Ue z?(b2r;6Inzk)yA>VL_NKT4ZasKa{%vEQ9)gif+BS^KGjh6U~y>|Gj;_yro`_K)D73 z_;I}Td)x%&?gM$PG#kl6WN?bi$Sn6CJhdZUE8}P${%l(Zsk0sRuWQcFS9AGl!b(m+ z3C7=flIqoP#@jOfn@aXLNsiaEo2aYo4h@WUCZ)Vt!>uCWHo3DxFoTWcOwsyS@MLK( z>eFr=PU;(I4bM1-$gwdT*o~9Ep57$}P_rnlw{W_jjZCj8oa2jd9DWhQ51MG!so)c; z?e`=NnaNz!32cD6PTozlw;l@bP$E2PR6n2_vF%tZ)ILyTMVC#7w4YC50Fs(&I6b7U zIWX*GH@El0wT!{eG3<;wf38qhdDvuomzDdzJn>TRS~cc&u4{2;XmOWukP!vA9LgAK znNy?a`8BYfIq_Rh-{#J$Nm}VBPwmyxDya&5{&jESpMU!cGrpR!mE?MM3Z#P%Ibs_F zqDqtcIB99*osex#`)|*T@iRPYea*fFr~96=O1P}_S1)vsaeXSV#4cIlzbc#6NVUW5 z6)^r+Ya+xq3Q&A#Ac(=eo@%*(EmO7J&mm!hf3kb%PicodL+3z?Nr<6CcYB`wc>^N- zw@Vawh?Me(z{kY9d|;Vb;CN1Xa8tq^Q)3DGEiZvPa<OM)roWk=h>N|a7&lL}{cQ9R zvjSC@ogne+i4X5?w06z!`!R|Nm$ez-^c>=EFx{_3uhw)_z4`}=Yr(t$E)mqs>t3q) z6gs7%(H#=x(jTlFUF=<`?;Pfx{yY^7N-0-TSxFleC)}$=%i#84@jDPIv}8h0SGBx+ zh}<;^Zi;MPigOn}=u^Jz5f}^vCqcaUCt;t|n-s6sZ=0bCQdtQ^)QmOl9qCt=9Tn%* z-9KMToDQp&?Ca(GEzfR%_Ke&4t1bUd)p5t8_y1-M+qNM>S@5BhU07){ez)_X?L?~Y zW80!BhYr%cG(9UiNl?cwZ3^W=aDYef9a`WqmqtGAhg!ZVUI==`uVB85&<GCtznpKV zFA`)mUS8l5Q<N0_n>sjX$4+UTPEYTo9H~m}^!+@oN@W8aXfE8Xowy^u=!M+TbmihR zmI(dJ$Ogg1f2OIFtfh7scbG9>oxyPF9h`X6oyzTqHB}%2x~|hD&TBkE_I75r7u#{c zo(U{Sl>f7-A03q3Axd&1>CvQ!XDA&PzhLH(jD=P+{Hq9me;19!Rby`#zXi?GuK!o) z)}CKyj?5uoorAg%YjiD6?C%y2^m)q}4%s3?oZp)V)+0<f(d!-lBD^G)4><~FMuRxS z(TS1rNsef3)7XuWNl=3Q?9npB=jj6Fmto8%-^NWReGEm>tTZ+D;xt`qH$%MC0%rXt z`9xxYISfvi@*7SU{PS*N#Hz|MqH$YM{+O^pdUpaKX|r6rz1!o-N5Y%A%Gbx6uTp*^ zo{)2Y={yCbS`JP=>f`e`=lgMF<c$>N=JZ5Fj1lPNiVLa^GO`?VIrOF?*C`AUVmKwB zEuq^EpZi2r0qQ}Mx%$DQE}l=c1y@#iowPSZa7C8Ax)>mg&6dOY@9K}lG!cG;r91W8 zaN+`BgCQ%-<_f3z6#q>oJU(2YLpMKn6s)rw8?wNSu(NSq0k;cAk80+`s)zA_@qM=l zj}NP|CsvP!N>s&(lF|P7q)9j*R-cn3@6tynE;da4VeDx>h;A{yn@SO)7;W=X7kN#| zMeA<JdpH*7_PysDOMR$P<2TG)zD8+=<7Oh@-b3*|VXG|{3IqEsRpeNG00xJS)F%!> z_G!huKB6NbCpmcm5!92cG2$lj%9N~e!|*U=H1D)BnHGN!5ws;{I<BpKIoUN83TG9C zWuE|4BR(JO6#_0wbHtCP(?0S(cek0LnGrZR;~0u$BS2}W1-&wlv3EeN76CZgSG*2@ zPKQOu*&WyovrNKthSn0On#g85!UB3L-GGmPBNeTz-A_U?2ODE!kR*bF)I5MWw={UO zBS^CL;eCiOLjLfcIfV*N{?8{CO<4UdwE7THcZ{%INx)SC)B!pL&|8mpLNRD7>~@y= z$4z|p^9307EvbDVV3lz;y2Lhg@j4gq=KnKZ{%yxsY7seeQ^1GcVm6oFLfEPS2g>!* zG2T&p=E<{9K6W#M;jX&nW@Rb04iFc!xV9HnjCtL6Usf={TO!2tc4a{w5M!-5-pNF$ zaCAFH;V|VrLvGQ#7h*(J4+Hr7nFk(WG}j4(Oowe7Yy|~w?X5{lXR@ty3<8oS1r-kz zSP>@!8uY0qmLVR_Sn-fBb=t8*-<S3!bE@)KiE^^Y@R&FeB+a=F+`XpoeU1v+$NwQ) z(rKh)6290A&~SAf94jfJyf!q}uQ*p~$&OG)lIqDF{i{)3vrjC}r`{;eSC?uiM}bVm ziH9FeHmDnQd%pV3m<3!ABTgA0bnOwx`1c9*c0B!?_0P346m-odvb@A!;O^(B7u<yI zZy>y!3b7PqH?W^%LO4Y9mPtrN1yEp?|9B~ADMIF8a$w9%KR!($EMjp=0urJ}OFkUp zHOT)eu~L{|5fy)q|6{zQz#t)p|5R7~$D1+yS@csi^@fDV2buzaMMO;TEP=p7VB`G% z%86K5Qh;Y5sR2ux+RC_N|B*;1C5fNA+1**)WUIK?Q3vH)XyDuBWFgY0EPk%RKZQY+ zQZ|=>88<D-RB%mUCA?;sS;d*tE2r0K8_78sawTWsj39ZG5E6l|T4v}f6%@VuK%#uu zm%)MFom&N~i{CK3S>SoW&3$f-{q;`~IoNpx4n&o+fbd#=ZbOxQiPljt_<q;}v~1cc z2e<w;YA93`LhN9v;XuiL8foul<mG*9$>JdL43owFx4$bOgGV(q0rr)mYG9QJ6=U(W z{^6xTlqho8m8n4eB{AxHTvb^&0{%o_ffC}}cwrL5zoK@9$n^S1c{>PYIO<`<p(R=g zt;D$q0jws$k%t<tH+96n;)pKsmG%BgdC)^SCO6G0BE5QNBOe+P2e_hX1p6fcG5XU& zN2C$*C^#Z>3Zd3eT?b*nJb?}oz<H-E^$*lCF%W1C$WR2_O`2BS*ba-=${Gw+`ct#y z4E6n@)&Y+8QMu6r(kAQP@l*(3BQi9=^sgr|2TXZ#gO4Axqx5NX!%4zm&{4P}F*9-_ zXR@~fn?a0Q8;jn=EcyQnG!sCsC8;F<#+)F`#;(KWFol7n_=69u@dTHgI)3DDlK+Q} z#()oJ>gpCorF+0iAsap5vcT|$W)mE@fxZ*+-yK4xS-37xs%Qp2%(rL;)`z`<bI3D9 zCSX6ztycvqdoom6=T96c8PR}N|6&{q;SCD)y;!C&o)%0TcGno1+%1R8(-Y6o$oFp< zMQ6%{@=G+zl}`@9w=dgkn{sE>nV}{?Da^`6?W5{N;Q}!KDpSJ609o}Sss}Q2*r;;B zH0B^;T;zbvr(4%T8G)+UStFp9&xOQT4Csnf!ueF{^jPSdc>)2W<)++}MhXP;RD(rw zr4)jh2i0u>Axe;%=Bp5slo4~kkaL$k8OmD6E~9q@dN4UbvTdRZ3P766q+cA>Lfh)< z@)nuHZ!EA>%0v?+0POByrr7X)Iw^X8eQ0t7DsopF_b}L&o&J01Fja^xzO<_R0C;-7 zUGI3hY$S7D)&SmYcyPJ}<`iGmN9`rm)`=qTYU<s2vUNJMSvCs0J=^M%S*_a)3OS)} z4hxB={q#I>zmRwYuzy2&hd*$ytXYtAe{P<3g2{4RA<arrBodWKl0<{fg)w1}12_1# zLGfJ5ffahCv2BeRG>P_W(Fd*N0r1&K()%%mk)(uq^ymjU^5DIt7J(l~<0H5E>gSS( z_Bla5b5{ssEb$mB-ttc#Gn%j9*NY8=v;zfTEZ*z8aK8VQ6kFrqfv#Q?=1Y4#kd<3? zOnW5KdKt{gb#7d{J|liK|FW@3%-*1sP=Lk90KS>y_xj9+BRK{c$EQbg1?b7x8eXC4 zVazr1l4*x7hIfw;MVs4xQjzEYvlz%OtOTuAOHv=QJZvpXvx!cNNtJ3sVEm$NjjI4y zu9r{S+OF#XbTGJZ+v2+`&gO>9?>rUMWtCHod7TI?<%DZ&knYx<axmgTnRGNrjSxmm zsC#WpxadL4+n+KYw@4s!0cga?L(z0APZR_9mMjFa(%hxh5r*vh3e*Y)xrsEhe^81E zMM;mS$3E*tDq3w)t#WmoYNB!a8=$O=6Fnes_^_cN@_EfLXt23RXPRJ>l9z_?lgSb^ zG`o=cX(*XvD>3?4>2I)53`SYmaJJk-#b3~{FUPt&X+i@n=aUoE0D4I_c3Py=W}z_@ z19!zIo;+W_)<_$hQ{yjp{yDq*MvPs%a&CS%SQkH<J1Q=FXg~G9h{4<@`H0DN!K4<> z({|9ilM*|TD&umkn>|L~0{C2V^y;JHri<IYrt`_8_vF6qm=>`&$L=|$gNF^Q!XRZR zTU~j&Y)kQp5@^J@052M7-!I2KU{eV2W0Jvr9*+D3IrL@-tftoejhzIH<)A%%8j)*G zoMp?##bN6f^XZcul4!3@?pg9mhO-*6ntk@>K`VcnlM7+2A`J868mlMGOUOK02pW#6 zLDL-Rk4ooCQ@uL#S8Ik<eONBxr47w^V?0xl&cm4+YOZb90nd~+HT1#Luvz;^z&XgC zqg}%3b@(9Sg)Gqpkp=BInTfqT)4W`0LlTpj`xm}1c)*MJP=6OB2Ci4{;PJ?1U33x0 zO`q-<YCaVZB)VFbqDTG3O8qH%Ncs;Gkys?Ua6)geU59gw8u~t8;YlNt^qHoi9{5_o zrl18W`!mDR09+ePWAziN`|4h$3<8K;{yUr4+0FCf^!>)Ogkxhb(sJS{clmEcsd~?G z09Yb%Bk#oynK-BnD6`36x4C?yNPVcD%DkUE#1IG{LpDkLRPvWDmUiX+=f;m_gTNMn z0o-s3nwEt~3K*Lh*zNp`S#uwUf>_>$bn)l@;GugiK);>yY?r;sEmRNIBqt5M<ow5( z7cp3QmKa<WM*o!pRA71pSR)chK|FDTR+z3_a4M9EFo7-<a0_LXI_%!buQc{EhBOik zl+&8THLpqA;m*oQf#C|GoS2T^3vOkv6Nz0O=}(9YjSjd)r(Vq(H7RSO7(EM4Ng-<d z`G%W%fPn`ztRfeKMsk*y9Y$APHjU?5wPkA?TB{sHoPAQ9w@Y?7d7%ORqi=MaZtG)L zKR7dj^{KL|%cF;eUm;#(sO^-d!kC1XlJY{s{6}V)lqYdV+eKA2VrSX~zt9#U?|ZJ? zTsWqDF)!@4Cov$q*7kE#Fj?QN<$VRJ7~l360Q=kfxgREMRIxif{HV0n5{Nbuu3j5$ zl)D!M_YuuU$a;=g!h!GKB^B@ZJG=FqLq0zAs#kA%cxnd|*;vW>)#=TiZO(yNb|-p^ zU54CPx_y(X4c>tncJ7?~O`@wVdJM<K+?+bTK96B|2WQ^Xcb}ye4Wk9O?B8xDi|zK7 zzxb1;j5gLGH`euf@SeL#Jl$)H4AHCKZnjA`)-9QK>>Yi;Eu8taY^As}eD%Cj8(r8t zv!Smq)Hx<YCci<%4IEPZ4SwLKQ5Xrcg%J<Y881a69tpjrl?xG=I3@A~38Q636R`j< zr9>YYvnAXWQ5-*I%@Y|5iIwaBWuc!IXb$$DmTSD9lxHr^pS-94raVWxL$YmrKKHCI zR>~q<&J1pQUGtZlq6A3>tS)9ZJ<}95QAaepUgEG@xhPb)Qb**!$-F<j3iKSmf9KqP z=VT^$U!8YfbzOICk3myr#Fgc;fSrOZ36abO5E19X390TZ;(&nx`R5A@<w7x2mSDrd zhkiw)I%x@Ybs9<rO#;6ElzRTcpTqh+g&a+MMv4rCPsjyC1_LBD>PKecC*%i(MD@vu zd`b?g;Pepu3+PQ42%ik(Om?y?LKNJ+Pe*4il?xyU;@;Z{^tZ9Gu-DGXuO4y{7Q$5& z=mCGOS^@F5Xe}w8K?K-9?uj3uZ8y$ItU!^azu(u_S2%`XTNoh8hzYI->_-T93B%;? zDbnSghtyk>2n-QJFe_LFjqC(6sbjbep#B{<Z7wLmNCgDiYiK~#k889a=qJ<#lzIZB zY{TzI3={DZS^13l3+SeV3+OM>iQv_j#<wGw$OnfjSYR9hm4qk|+#ZO1NM9b12s}S= zqo5YhZkXQ(2@jyZD-O#`LSF)Fa}HYM#m8B~FQlHi7dc@s=cBVvj|pvEdlVPqJE`D? zku#O0f|RIS5)qLK<WlzI+}o0gkqS%s8EEgPnMQ)>6X_Q~W||3X@KqfLi7>I28|3H| zbV==fpigM<+kioVO$d*Qo|qT`M2H_)0Z?0UQv+lQOa(Zx`)7xhAR>tb6Ar><H18ME zo0*r2xKCs!p-%;L`41Ex`fVoyATvmW1Ox(F04%3~i52idc#Va1_K^~G+JiYsXaG7G zMF<7-@%T2AKyTXr^LGrsUBb6(3|LxR%M2^r+i$5?L1}dKLO~))1yLL#DtcfrKOrJ$ zzrsQ;qC>!r@0YTFPs4XK4tM`o<`uwWQJjkucpgCRU$(sy{_>Rumn~>D0Q=$w21;g{ zod=W+82%<uz=Im@^#AHf*=-s7ws``0yaHmr0XdQbkO<#Z$FGq$fD?RvgBw3VxJkbE zT;`6v*g<Qk{hqSq*&YlnLKy#7_m37e+{>^vWPnK!tm!oPuRp><bv^c}EfAB0Fw6mY zebs=e`JJiWLB9bc1=2#!i<PdxIuMX=nNUssTHYhu+u_EG7MO^&O2CM!gkRiWeOf9K z24MS#J4ZO8;om^wD3D<OOdT-(Z{GwCeziy-;lrswOxz(rnQ?l9Jvg+~z(~vQ;GfB& zg8<<E7^+0fdBU^PK#Q@RRxGGMFAw5RBDtHMx3?B?m511)9VV!-+w;SdM?xScUqdRq zH><4g@Q~ZHyK|Oc&rjY=s1Udj<4-#@P|sc@f$i^ECO<?xco9R(+nin?Lp0OYzetlV zj}wfCgw0q&tGFSjPdUn;6;TF+jEqrz*8q=^#TUER=O&2YH<7-<NGHi!>%@(Q(wKV) z6AHn;XwH`jTHV{SWl)EG^XgZLU)7#qujvcfGzfor-sbQMg3D9O+6*YV8IKRXo;_g( zQtF!`<}}Vgt!P36$Om>}y>xQvkjM%qf{f)paQ^*DXJ%~+gs+Bo3;DOH+Gt#Jas*hI zk@t1>u-i`B26qP<m#1E>Pn(q*7t`%nMXX%oQkx}Rex{1I^H@84OSQ<5|LFAvk`Yio zl{9`Ks5MQ<<h;8*IPdTC$D1oq+UoWUZ^xp6I1|Ee&YycAhDdJ|&cfW*(4pBcDOc4j zyMQwxVAhf0LWq}1VJ!;0v=GS`pa(EOl<#rEU&r!4TL?$YjA1@9;BPhSGcvt1{FeS^ z;onxxB@Pt{ZXgJ7;feQBV1!}38YnUW-sN=Z`Ysa;tSsegSRU|w=8N0)EiBzSmU?pv zE&O2n8)lQtr(=1tV1y1$$^~n=xOTUdq=VrX5tlG7i96yqWiw><5aT!7G6Ddt#i3n> z8ys7nSivXlstc8jVVq=J*eg@ZdhPh+wP0)<lHXC%x+#;%#dSH3+j{Dx7Ncg(qZkrv z6~EL?uXjr-#H3hLrV|~LnWQ?Ndf=#Ygb%AU$xj+Er5Y{W>``GB^iii}ev%Z}FY-=S z!Mgc+9~;269QL9{i?-s7_5$=AtQGNi;KM{Bt)F7JZMnFVGVLz^iY)5SzAo0YDbtV- zC6u0~N3YPy2whiJ-R@Dp$aGHou(>b%m%A$6Mt#M=C(z)<<2?0si{*5@)pxkjRzvap z#?#io@!6!sAm@NsmMP9=60%w_zRNzNJh-7Eh%i5xu>r?(=91Y-_5e7;ck=bU%K|fY zqM&Uih^gPOWabjmRr4w@1-6ZIVic8$tX?_|b&!JGiyzbsDv$F`Xcs%<T0<db2}SC6 zbn%tzL{MM!k<f0p8o1px0Wnz!rZ~H4ynd1>Zyw(0=MnMWWzDRIf-jTNC!Isg395o4 z*Mp=Y?ZEBX+}UbudH@(JMb6p{#WrAQS98U9NNHMTvGA%{niTq$K8qMn=@mYj>RO>I z(b9%ti5?413GsIhY;ElgAZ^Bw@e6j<vKg3gjH%D?(d^7v$)@!Qv>lG?OawPreiU|L zmP>@&?8A7D=PMpQG<DjN1PNlum3!L4QZah%Oo(8)Y^-=-U<1ak`F`n__H@jwqd7vT zcfucOM;Lu8nPFNgy{|Q|lbUAj(^ry6x2)T{^Q6hXo9;KHnWbbr?EI#xxtwE7uJ_n7 z(sv5=PISLgDR>>GDK)iC7o>rM(R+WI;u=(R7AZi9Nmz2B`xmP{A$ntslT~d}rn9Eq zLbEaWH2ufoE*+rKWD~?Q53-hczui)0&iJESsS{K=8fq1N9|8k}7I(G8WLNl~(ywP4 z?oNw;KizuEsx)AX+rvgL>4amCnkHU=M}(M5z>e{5+09XKa}RJPHO)j{)K+BNePG;| zjT5gAX!&39?Xu2Eeov?*2kqVPFCaUSUQ!$rZQYi0ZUds`$n>{0R@@RVV6R`F3V*LA zHtI3db}k;U(J8J^Eks0(wUW0O4`x-~yFd7p+O1di5=pRjRCok;?@KLI?@L2O*fB`Y zr&wppeRUy^@*2w~@QIv;|7vgD$}?B%ToX@7bkc_NWA1I`<EUTy%UPb*h(X1D?~$HB zmrf;}a0nO^YnR$JDnBqfzRX>f;+1A!L8Np%FZ$)-Q9+|w!0SYeSp$I?*(sLUrWy;H ztcH6Lnmx^@S`XeJX~IT=Mb6(wiY>4+8{L88#F_Y0QB$p$&I(zm?&}BZ%_dwfsFDAE z5%b9r8~Zzc7IowZANOl}Z7A|KxGK$S^a-lNBL;w}6OKC~(VVDsQ<?aPxm~5BsL0=6 zR#D;F`D$&7`)L?cII>FHq>n+Fp=Lh7E4wCRtlV5*?R`=E`yf1NDE5v_<&b(O<&9+f zIIRkK`Ck#6oO7*&e3q)>8q7ftG8{Z~L<SC?8cp`t5x}08P~7!E0)5p1FBr?WXPNKb zf&);RzL-k`a^9P?@b2~aWQYt@;o>{A3vDy_CSEnv@pzjzYCBTyy^%maqzR02@kvVQ z49!Qnk|a!WSz?%JSK|ZTJ@%xL;9O4Ki!frIGlk_MzL+rXynIIPuslbqz3j~CRpDj7 z<>oK8o<-)zlGZFn%MV08QOd#B12JlEv<iSkmm9}R7hPNSrL%`wR8ciPj)DsDrMoxU zu$=TIjbqa?{nI#f`zls3IWyhTIgmAW=7!NcPPEzNgS+)RplU`+FVX;-6&{GIhaz;4 z!IhPq!8@1q7Av~C$7^U+zg&WX{r1e58Jf>?lf}PKZ?IaHYIcFfYoqvm@9@O~*$!~U z2{J?S_4;gZ?pNv0d1*2P&KXvA@i>A4;DVxIM+UOf-2FD#7og5G&*ZBT&QL=TBo3wW zwQkJsE7}iljETAubmFYFuJdiGsUvDBLYYtOy4-%~jx|^_&N<$?2+A4-p#(?Lemxt> zmQdkU+vj@a;9Dg{;lB5*k&fzfF91XrGnA9<606#akMrs;YeRlKE9am!JeZZY_$BNJ zXb(!Q5N>8+R`Z$^Z;3IA9_U#7x;MgzR>^4bf$z4iw~`L}n|K}POH9R3Zv&h}wNTV8 zJ$Z<@ZM~~$*OdC%o|&tu37Zl%>tb48h@f*v)4Y??vuKRCUyXqqT{jPzcn@%1cs5}l z#$y750hoJsV{uijxN*|7vg=(!Oys5#y*{Joz6qRpfE?&9M5c_4i_q3J1v$vpsAFO1 z(bSkVKRM^`=|&%D2})bnPWFFxjXcVv6-4j9rW5|kQ>Fel{ZCiJ_v-r3spfQ(P-lEl z5;fCP;aGPd6avwGzl*z*Yz`opr1E{a>ZSKUwye*8_lgC4RK5kM;iK@T8v`~rZ-$!| zE*ss5p_~-XV#ERxwr2g#P7-pz$u4!Mj3F52x!}5`2>x(*SCuI3^~tFa6|#%Mw23g0 zXzOh1*+stWV@rBHC=BdoC-a`yALl6Bhx~Mb!LQ;JA8Tg_8D7xKmJARkl<kb?;y59z z<;HLz0{$%2e{38+6u%eleYWrBNK~hvLzK`EXsud-&Q<Ne76zibN^$T)K)O+Ddb5eL z4TGZ-a@|Air5wr^FO5C>$m;r<8boslx~3Q>1~o-K$p4chW<xgD5Y_{@dpllggQRBP zbjVyxPVkfu>)Ir4>H>^^mEFRwUMdW`ELJS|8z&=!fLuFU-vSX=jG|?3EZAk=`F?tL zELIv5R(zm=%+oWt)RbY%*uP_GDNBzA0YS{GS_zow89qh<;_A;eOe{L5u(8-hYVIpt z`p%$@ENZB<c!5@T9yOrcj^sZ4WQVgTC*v&L7I(x83ltu4yaDV<J2)whK8T%gW<&>2 zQiD^Ji3?oQ^KssfzrEC0cG@}6LwN2?Ubg8@nR$(Rr1DP_<c=MGyCwWHL&&#)97eg7 z>sFR?JGGkqw*lQUe>vo9cbmy;e|vSC%5u-EM>3eQ5S}61V2YoX=;Kj#{WzR5=In|X z(|oyTkR)h5jtDU6{72yHPCY;Il;k<a_e9bPMEj2L<>nAss(Va*AA~PoaPzmJ;?&?Z zC;T;ahqY@zq)*)EMSJ^oUY}MYUSye*<s~fbRaar$5Ck5C|E|xLon$|;d;mEfe8*I3 z9<lyh+Y!T7IS9rE)=Gti8NMY3M5bYmBAC_&dR6$M<r9!gRviVmWh`zOn|tm=P+Gvq zQ#Wc_6f(SYag*~D$~(T0mycdC%(k&bLx(~6%#BdAB(q_zymc5(xJm<J*-QZOy0^5E z5E+@BWZ~_Qc4~{_RT|&Yq*q&_qv>Q-v~a&RxJSi(epgXMU560>mb^+?mY^>rADwx+ zgR(>bI|)cbK$FR=blKhVJ$x+er?@nVtr?(<kNHWNCu>i*Qut<-jma7Mt!ToFDojjX zb-+2oqOUUVlX^1mo{$1<Yd$F-`M0Fz+`+V<qi>vZU6VeDvGX)^htQ5>X}F-V^@T|A zFWN`Fa@mZZ%m!)6$$=3#ZSx9&=4=hA^ntw=%LE|jVgaLEOZynHXuEx3s(5b<JQEY= z<u8vZ%0;58D*{v!B7s2xeEP)O!7j-Rm0mlo)yDAM{Ao@?r~oJZ=f?t%7xG*`R$NeQ zP72F}>X=!|BwymN54c)CiGESfz9%ytT??PU4cT#Jq)CKB&))J(){y1bZzfIMRj0Q2 zcVNIKf!DU9$I-^#JQc?~!v)O2Pm9)a+XOreTLz-qjU)PKEhNoOr(=UncQ6-5lhQ0T zw2F?(24VsyS8Vs(X%LZ#9L!yzQ~i;mfqvrthUYB%$8Z;m&;wpux_!(eFp?`?P1CYW zdj3(%x~J_sSyW*Hb&@IO9hD@1mT6(-wLd`rg=9dQpa=;vdT6|umbCqbZ8mFQD{DZ_ zx+NRp8R_Dq{xCl~Ul)CaMf=qJ;YI0T&jKL=-B#zDYT(65kFR<`nmn56>_vRywqU~) zJ6jh=S*i7DrC~hrbSq4k=AZ>kP=?<*A+Qz1<ezCr<jnwo%(AsXyb)^SR7Y@Zk0aoI z?(3!zhPA_=OL&5LilUtm8kI&Z+@0wLBU+9tr*Zk(tg13O8*+0`v%+oH8&hRURIzW_ za8ij1?(k0U$&TM)TcvETChO7DKDXQ3ATZnW_)n=9@7N3T2>1xAhvl$5@_ldwFA}*T z6Jv0dIlB?Z+VsVxCY_wXCsNghPZYpo!$hpU{O<^DoBM!XsayyIQqxB4A9!i;h$}Ap zMov~9EB%CbYt=_RSKJ89mY8R>@Albj_MG~}7Kh}L$Nb#Nf5qLtxDGPPXl2K_j4StV zajZ-K;1xkDk3HSGGCn4wyaRqhjd|B8aHgXp2yS2nDl2H10e=@tZ>K&s!@2;vZhRCW zJ;g@r?XWabMNpM{V?5+Rzfx209@9;9H=zr?Y;QHJV2dgG@w0v3NzR#M8eTO$;uU0y zUr!6rt>{fD6~rejJC+q@WqL-5QF+hHydhYC_a*RflI$9q7BOP!u+SAHz<`yxs}{v& zGI8!Mk-J0!Y3g1|B1_2A+hGCX)w0j<={9=%ma(hXgTZAe1nF}S46?kaHYj6L#%2_H z!8`Uy1KzY1fk)1*yuOv*hxSm+#Ql`9MDCcLH7rq%OG1NNZHu>9rv;?cZ%m1QN?u3Z zOiJF#RGzy`6!N|%<4gCwrInJt;x65=Wgs*yrS+E=%_DU9DpWN)sn7w-&iOAewB=~T z1?V=KLw`6LC>?<EG8j88p6%tPY*uo_iznnY$#r%<;uy9+Xox3ie-l<A5$O{Sv|wBn zMl87O#5AJv_ZD6(X@DI2`U)syySR8CY>%x8-`?1C*<Wmpq7=X}NU^2ky)R0zDyXf9 zU2NT|phRB466!r&Qmg?Y5sNj~y1KIpLe+Ovt~se)&qbSIORQ>TQeoMF&^d1F<X;3& zaArh-u~#KbEsGD`26{a07%wH>NL{Sek1E!NKdQ;#1Yv^ts9;2{V?rX736ixcW7ODh zSCo>wN~^qFhUn5}jj!<IzMZQrnGBqa3IzjuE4dU^Kcp8XOqKw6JvqYOQKaM?lyS7J z#6?BC{x`nM5>sc7;AQ!l`1A3e-ab3gCIp;3&SHn_EPfB?qSX86zW$f3mwwDospLM5 zd%`$InUHA;`v-^ZA|$984DDk&h5nfvSu;T^o5&fT__;jg;PvYD#FdAkbI%VVgaOCy z#u&NO(Gewc%vJyuxBEd2=L4NT4iym1*$-+q@ygWX80kx<Af|2j@@w3XE`j(_E+PU+ z-Fm!tijmZlVU)1kM=<YmjO6qWM%DQ~3*mF>;FE;q+fy}?EOdGVBj70lb(ZW(siLi! zNETMs<5W-ite8r-vQzLQeSyZdB;^DgCOMXH<mmld^o)Sb3F!)+I*F>YHqsm)LxvK1 zvXavz)*5#XyBj@eL}-Vf?O1sVY2*r_c(>5-TdOCu^bHzVVbZA@hBbHd+8Fs%NU1~^ zoLYYA2Xh}Pya{`!8(J~NcW)M1?4Y@nJ%4srxNeuHQ}zl%6fu|jtdZoBZMz2rB@tvP z!MSTwQ3gPlr^<-l>_L29{0)<Xx53<r%w2e8M3zH@p=!v<v#mf<M!syEK$t6D4Ccgo zpfRst<R$!V-U@<UxTX`g9zCyU5R~)+7VLA1%?anPfe18A&yWzeVq7iTT7`?Y>Vs8^ zL|%MX)X!DhowB+e<hTqTKmz}0tV~^K_m=jS0V_ap6>B6{*-_V|^dU%DP?q<PMFyJg zcKvQ7AvUX5Y@O<=g-!Xj<c@HlDHzq4Q|6AYm&l-!Rv$NS;TgE!pS#ZQ*KjJHCy%L_ zW|Wq*)Vpqjr--8&N`0l{u*lF58*|eK6rISrgeto^wp#|GA@VJY<Qmp1`w$fKqMZSh z(nkOxqQGtS^V1IF0!{qFY>|$3tZuJY!?l(}!(;UznGaiXXzzStMOp5@Ep2LJt^=Nj zO-7t)@k81b!53_6K5NGy^@%~JOxy@Y+$xFJ$2Ixk3Q*Kl=M>QcN{O{gj^gePcRd+U z+^i)?4`aoPyA{&uU5`8vH`(h?&84}mn<fAl$-uR~8@_Ecl3MP(Q=lG$x~0r)nd$kL z!VvP4mHWvrS%rJU!3X*g<pY^yYSpfU`Gdxk#;-PC(VX`2v;uZL2J~HrxNWmoE%g}% zcU065on_z@Z@<Ck`1{O9-LAAL0e6I*CnAuDtlsK0qv@06Mx8)H^uP9DPmeiCxBdXE zlDW4{_}UU*QwYPEQs0Zgo;4#ZqYj{&=kG!KJ-0>*!^huA`P#B6Lx279D3{y(M#RQu zmfJQ->>5{0DIdOUNhA;6IU@1f>PzkD=Vr?d{jZ%rFONw$y`{oH8965P7<8jRFa?!( zx47wB4V96wnBoK`{9(bDy4`ZnXZ!)FRM*@$aH6!}MdJtH8Z^#?!&S68g-do2R6YbR zYnI)PKTSQ1!2<Ma#P$kLc{+X(3C8G|(G!A2mq_wuG*6emF!G2B!Jd6eX5OaxE4MjU zbJm<hW?Fr^qretwsXH;dz&I%99$omFGknseW_U9wu^#%FikkZDuY`m83+n+bX`A1V z%M8R;nYTcD;W-f##_N_Nhzo?5V&E6|OE(}T0}DcH%fmXCersN5_wM`!yth;}(r!NS zn9?uOT?*Cev7!x*dp@MM<_iropP7?;@15HHR0(<aMMLUK7Y`)#0)uU5v(C3pUtdEI z*AX2On^8fF(N*X>j)FEkL)ZX8BR+0xrr;eKS6nXeLKY?nlou8QMY`as?PIk3dH7B< zA>DYSCXXgp@rrH{qFRV1q_pD1l@bx9TP4_#bH7kJ0sgo&Q#O6HG|w_7xQGluR-fFq zjrH0S)%?v!OBoxpz(DT=2l35>5vRRrH2ccZU1)GHba`SI{;Teob{b&$!DFiAxCYS; zEO7{#bbSH`TC+bmLfr`3gSN0aW?Og)qJO2l;d0g3yd6=nF`s?N|BG0`l+vOfPZ^^6 zI=CrlW3Ly!rdpnz2c1sK(87I>auvemxgGs-u(b!xmRl9RMZUIsKY1?8^+v>>a<a5u zc~zjZ<y*?JJZWOlJ{vHb{=iI3aru(YP37hHq&wQA)-s~Y#&WNGHXm~+DZApRRp&4_ z8(A$znc5%P-w`5Dqd_1>ZY;D;gwwEPz{CvcC3`isD?+1=fp4TQjBY#Zh3JsJt>6?R z^-wK{x>dfiN3IZKpXW7fx9o+c|9K`e#H}VVDH)IXC(T>dju9}xR5L=vu3RR@Z?8NN zSpd_Iy6L*S&>u>O^$ZNZaMDjqoElAQeo&s)Q7r|Rj{MBhV6khW#!s3gF*2G&(vMH5 zz#h6s5N3PG#=XSkj<nU&M^{&x9iY#~9^}G5pVX;9OZed|$V=zFJ>x0}wp<xn?!tjq z|7df2vq>(!hz;m*o?P!*+^%AUuR+<;ODf*>NjugVt~KT!*_KPn-=3c7H*l5WpgonY zkpDE!MpxYxv8TY4TVX(q=I1dVG%B$!OIlSJ-=Yk|u!D84dgSQiI`)caU4?dG74e+W zopRE=7L!IzOTHqt06uMD+|fLT#M1#Ud|nr=vL>4mR|niBDXWm3k7Yt~W|&53(%=+i zEs!MO`!Y%X7VJXa`t321_ZGl>6b-50t0Q1VT(aB`!W1y9+?g|Gq1V%tN}}Jie>~`0 zDV(C)d_1g-iun<&q@xkp5?y=JC13*qB2KA40Hn&0;n+lSq%ti}D@4Alm|3v%lbot3 zzj*@HoB`-`g8RJ<_U{52FIMU%<KKOAbIPwo%BtXV?~F66K;zZ=<^@Y$e9NK4Ay^r$ zs~hC5Vx!wtdy)w^X{S%NOOL3bTj>eU@qH@{`=mvvHHUwBZ$-zBJ$^!>!q)Y4Eq5K* zw=JIP!>V>o7E+sL1V`#>oa0h%c!l_rvt`q8Er9^nN_yqcRfDF!Q5_a&1hW|Wpy6&$ z%f|Wn@(5JvXo;Dq|EI8b46h_u!**la*2K0awr#A~Hdk!hwryu(+fF8!7!zks_TK0F z&d>9wuYS8~)#|>wu3D?Ap7(x={>if&jYAwfhT|K)40V0yePKSL$qw_@NG5?tWLzsM zz@p>2o)v^W>w2cTWr-z4jHqF41yPT2ZpOMQHoDdXjv+nwHieyflED&q2Km*ITdfn5 zQyGu={H?EG>I3divZFtI`eQ6__%)xNmpXhh)Xp$xfW$(;*4qYH7(9T}!+wVU_?Xj* zkkNldc5QNE{As8PI`edvg8oTZ(QiX#YlVmco2R?Sx1!^8M{KKq(YTLy%C9<F>?<Mr zrvuyue$Go@NnQHaT?UT#jN*p-V{cF9zRs_S+1Y#reRrT<%#U*h29*s(T;58*(<}R6 z3~`9KUNF2CF@JB1q^hwC)8x?AT$R8dj#*?~-w<DO8~SO*$GoqJ*PleENMXv!YgrAI zZoH<1eec28Ht**vm_d(3g|#v78X+Ez^XS|s`Z?lXKicmrN|IkE#DH3w{-A@TpR!v- z1qZtjNdJJpGn>Mmd5h)Q8`4JbvAEfWH)<^|Qy)>`7S~grP38Ss^>yv9BgQIV8}gQ} zw~8KtDmen96RTx=1@;e-o~E4)xx$Afi(tCR+i}g~Y2r-oQLBuCl`|EcF^4$^HVsBy zVzd|IaID5Zyr&9@?MlSS1uV2SWKT9Jo2qsbu6BUsx`XyZOfFinaO;eGERdpa4)eUe zzEE(9@HS!?i%AUG+zP(_+zs9+GWo7IamT6&$uoXWB7U`VzK|A@prW1+zSVZBR1|Z; z#^82Run7>StDOW79kiJn7=qOIgDQkQ>!}_%?Av*l`k3Ynb&||n;K=Lk)Vs6Zc<AYy zQ`bNQmCDAPv7eL_TrzrEB}380eK=5iX?<k^K79RNM!6uO^EQA}KK)$NwY~idHru35 zA-%3BslJZ!OsN;sjkfDIdl^rT-*R$f6yKZV5Qk(Z5G$x^5_E60XxLkQzEz2}+stXF zC$WeV@II*+RkLvSX5-zd$Xx8?MTOUM&d0!n?k_yAcBygt@!^~5GhDCpq1<CRn@VHB z`L(*{sYcWv;It#{yZk?i4%hAD>pkdECFIHpeei<QW40VT?=g{5c@6oatpkcRp`o0T zFG>9rl)+`1LIjL`s}Xw4%CwF(4Vxw<A0HarH$<FTuk;vBR+p_bA`xO(-?XyElca$4 zvfD%ikqOd7T6%aeIITa;b*mY>uSD-yZu#P~PuNu9Ti0E_-bt#h@iSw)TVV+`Oadq? zFW;!~@${%PNURTEUw3)|vZ7-uVObcTsw`fyeH&m&=J%uO=Nd$Pp5&PjN`=p?R3Ypy z{LSK<og`HYc}unjIAm3xe<#(eDDHtuSyFj%0*eKm7nY8p4q#lE$fQhwdj6DW-c(_i z>mI8Eg$ROV^Vz(lvc|tia_chr>t;l`9k#@EzdfooiDwu4s;>KJKzNWr=r)ZSHH+^1 zMaz%e6;%{QDSFK|@q;jYD+PX55SvSrnqO%{VCV&_5PB-d?NL!Wq2H0&83qE+6BX3W z_QLj(H}DM78<u`(ngYF73d)?3;M6}y{V%Av0k41A1PWq>u6?DPmKO4G%?KllK2QMT z-n>*4IvL?r@<F)_iHo994$VExwN`#>yFa7?Z0MH8^nU@fVjo^?J($?+vi;a=_Pfwe z=i8TQ>K?0&^tM*E6WUIPtZD$Ihr_7p5(1-6zPaDY*N}ooDu0HEO<Zv6H&QTfsC28Z zd+hrw{nO31E)+&Siu^9AE$<HXZMQ1Q#P^*DhS#F~M+fAytYsrtzGSw^@JieAtXCv4 z%0~9^GQOZeT~7l3C;9DbMa4qlV&(Y%v?!ch%>R?3u&{hn0RJmR@l&x;Lf6D;#cE9E z<>rpTVK|O5HeuP&4`Ci0jJj9Kqq(PMg^~SBSwr4!)XV}41CB-aW4TBPf;1pL>d54* zqN0*P$v{PzZWUS$MF&!{rU)!ZrxZUBSC%jL{ZG!#_6^_OuvepP@pyItdI7O~Bbi)` zH<-xOy!A9@0X4KTFebbf0)oau7)<S(@X-jvr38luNP^9qw<<H%B`v0~f`g&@#|Vw^ z3pPsy7ZenepFG4|ng`-rLLv-hK?;hY$AE&My`6+bo=}5#+JqZO8ENLoqX&wnt#K4d z;@xXNzZT`j%Tg+`i0&kVOk=7N5^(PJ;YzCxQ}>%zp7VhT2wF#}KKd_JOjspz9Lxwu z?Lv*4?PpKmh<eF(wn`O=5EZq`A4xnC(jVGhWJ>$A3_1HhsKHoilY&@vWSi1nBbYIA zvEUWSPoy!Htpnf1U{rp&E^SBb>PV0ct%Zezb;;RTv!Z9#1mpXbZEGzbNFYM2L!=!X zli$UW;8@@;0zr(GrrMNdm$#mgB0iCkZPpf{5@?;1wcbE*E-sKtsM9#*&t)g9f=W^b zR`mZPW{Krjm?rf|hyqRevjtKRn2kYJW|{U5#?H%$NNpKr(MiokBV-AuBeg4tHsyu@ zPV@Kb+=(q~2rfw%A_R*1)NQxqq`IjMBNd~0ZzG)x*#7G4Pdctg`6|>r)ZiC+zpiEA z`n%Juw0v&nx~>ABfymzZOrJ27&pLI}`^9UiX_9V=Z@T+~i!s9O-{;4lm3TY%JNV)J z+RjGlA_f=E`t!k_QQODCr#c{>?x#eHf(F>}aSwOz4U<TCnt+){-@bwUW!vj&qq|~d zem&wE5DV0&Of}1{rUt9;xva)2_0jB&(`n|A*crarepA0p1&oX@rM>>S-RqVwiR~1+ zG`9aT^*3a^IsLi5q3f9X;>z9+SXnP_9Hs_;3?-Ku)BWL)wkn4?H81U%PH(r6n}}(p zHhMU^U-dN`)a<FFbJMC0_I6z;Jzo);Z!vYHz;|aX4YSNk3x2$~N(wmqZu`_zL4G&> zQ-F?lWwM?1FHQZ=wm2mCv`?q4mXY$eg4V)<&1Wm070<BjMK-OjhpgP-*UR0SrG?Vm zc<j`BwmoJ=Fjv;KJBzoCa44|_zR0ZA<aB~q7_2olN6Tq`x-Ir~Pp5;0m_E6$zS2Ne zU?AR49LJj_f<vo+^RFd|n(=cGZ|(Il1dmV({hhwYI|gMh6P(rx(+6SI_EhUR-2?XA zKD%QNc;4bp3uV8H4YMUjPF&=9Py4c-J=BI3|AxE^Yyh9%<f;S<Hz?m%n<>lZ-*&Y3 zpv$K0)0674w=s|$s#IxTp0gi_r#Cqtfld0aB_&<D$1V7k4Dmg~$H-6fM7SJ&I_W>! zi0(r3L;I_&@h_^{iGQBzX>&F)j?$fV);|@i`Vb()=(YJw+g+yp=6+QFD1E)hM*)J< zc=oLj$D-Bf9=?b>Q=?Y;4`62;4--O1X_}Uj-}Iij914$A@?wWiVtW{TtS>foQP$Hn zx0fDhh5&)#JXWqXx3)588#C(z{v&s@KIsD|ZT+DAW|E};8_=YP(XiVGT9MU|z*)bE zwu7yx80~bwkm=FCL)QO=_G`!t*xw=he?s*3#%p8<H856|^o3+(jP@xJlo-YDLhk<+ z+9jb7Yy5|b_1~(6XDHAfVBeVw|82I<5S0KQ>>GXc9bvWKd!x?qe&<bmw}Rci){5$E z^&jHZcM)bgfEbNW`#&(O|1wp%dH&B}OTzIz!ruPJzC=&gWs7sE@40^8?A^>ZiQA=Y z33tnFvBl|dT{`R0QCPNRMgt8~S!U<!%>kJNQl^BA!_Q(j+5@dl2t^B!{}TWzqkwKv zOfG|-F0L|UktQK=R34Etpom#&6$V+s0R_(~!xj#S4GY?8l_VyjOJ9=Ma18^;nq(Ek zL7OB401k>RlGXo`pq*$)5SK9q#iRYvNJ17mTv8ds?ivsj*HR=&xhMg8x-1?>Y?e5f zSw<FX8&nLBsx8R@_gjI3cXAN}o^z7@9+mqJ<CIj{IyT2tMik6NjAUh8L<C(JP0ErC z!#P<fWQ3C2E)&29DNjBPD??JMrWQoGNM->k4^$IzbF8+7G6A5=C#wvI^VyaktfF8e z>d_At8$oH5`ipQD^JWAVpIcjA63k8xAT*`O+>)q5jS8`|MSmbTPQa+n=Ssm~niPu3 zu;8Xhk-^i-DIHW|CQ8AQdXlIJD{`bD+=DlYSu@0dUW&^&>h2H0xekmh=;`4}2O5_S z0M(k@xS8R?m*jJY(C)#ZXenj_m}PXVPleX-PQL#P@kRffr;im!7+_}56{7r6E*%Ug z$&@{(*(erWwJZ;kM;t^SC4oeTTnU^JLVY4fVGis{;T0||rje#Xqc^V*pe-6oNx+Mq zm#2}13VLgeio#lnf+BY$)A<nsHnxx{1Vk4hiFKuk2~#ln&S+I44a1;;aBU7_2`)lE zCWwfbB0m7LZGw2LP!Y|N$SwTKF;3@npBYNEXf#3N^|)fj!APl2IP)M*6#Kw}F(%Gl zWj^)Mm*MaCIK!pvi#{?}#ifn`#P(CiE;iGiQTQeO=Jt5iju?DaMf;~K>&aDX2MFbt zWq|$El=Hh^#_S+T{jqYoc&)mJF>Vhtx~gu<ipOi*Vx44<19l<vmo`sznb~)SJ=XJU z(}&vC1udWcoS{Au^3=S$iV;=3&K);x0rBBqE(L#0;La7YepGjno(M}m#_PSN)p60K z35)mm>6G!pEN?h|N=pReH=#gZ19+qlKBb|%UB6pN)w#Ol#qsXPp?j}3!T;uC?`q$D z`mk~w=yRI<ZauwOSFOv$)yQzs4c9_=5^d(C87EZp33WHwucLN^Y1tj}ipeKQYw@J7 z%mm&YJULZGbTZZ+?aMj&jIW6lqpR6}ivOdo?2ASLavFh>%U}lzJwvm=6_^?{a>Lif zHK<u^-3YQ0jSCVcIy1SUZ{Q$<fw^Rv1gz4C?#Vp#ANG{(rJWoriW5qd1q2=#888%8 zgGu0M!h3>!XfB=68v5#CqIPhMx7U9mAm4pI@CXKfcnNjcCDchqCKCvK?LS5-)`6$z zDr)Q%i>tM*Q8yMH2J4KcZ?VU$=9DkQ+=Fv@IXkIYxGu+RMV9czimCKI#)600Pn{JG zD-Tbc70+>+(GFLYRq;PY7y-ymIr_s9OvGU`=eFa*n}w!(N-nNRas5}fNus^QggQ@% zz3vg`gGdX`tA06>mx$!V@6bMjIlToqk3pl3uK4;k4G*E|>z4bEz?N;Rf`1-K-cy}@ zp59KM)p8?K52xi^-Ms9a%;k<Oj7FWC_IY!sko-RUJSVG6lU}`9*T!2H-JUh>EYppk zGXB}|UzV4BM*pH`w<F&W1xOWN_f|SlFr^I8|ILXA%urA{5eF-h9NE#7eL}Gcz)v{e z8$KeJT77lS&CcLF0JY;ZHge|(FB!t}VAtE7;BDwhY)g3pS(O<sBW)^@shYxda$OnM z`$ayi1Z>mtv=oO85?1p~e=bwJ{d!bd7e6Hb2$wbLw57gmxdqDs#Oy5d;F%y_Z29b7 z;jojbQYj;?LmtI8C3s8fEU9(EdDKvyUw4P_nucIB1L{OEfSk%Gf%q7f-18Z-3vBc& zcj%18xprxP3$4&PcD{E00%S`1+i)H9(b*05!tu`RXlwp5KtC!FNp-NDV3Ah|A$sD; zB}q1;qz{6%kj67BwP7VG-Vk!SjZ>&{Bhg5sb4-twSgJDe4eHw@0e&QsL?i4>o0^`{ z$g68#N=U@h0|7xIOXLvq(|3Slk<r3;*eC5~WMNfXTiupHLo_M5iH!My`Imh*-!kxD zi88E83t3xz=`fxlqf^%d%XHx2azm`DwTTecK{!@oW4yn>wxolbE--XGDHaFQ?&kam zpPsgP_7kN&zwCt2uWq{<2U-gdrF3AG@a43Jk4epKfaylM4ak;u<U4d!%B?uypR@n~ zA~+;7!MY6fMIaTq=K&jd@!=`Z9P;f$@WfGn9sxyJa)6bhSelJl2a<B%w`53%QTs|~ z_(c(a-hJH&{K5%V$4+a3w^<5tazJroT5O!uBwyjPY9BFi{<f#1#uYsif62A&WGc~r zi$gpb7{LUYI58LGX~haKfEa2zb_|SAsx82Uy{KPL^@`i*I_=_6m2Q&O$;E#z{8Hmo zn=?}^z1IWFy#wP8a7X?v<_A%Bms!;89U_WHLU6bp`J3ng<Q3!}Gs;_qLh~IOGhUJK zma2#+zKdb-{S?QL3It3zMsElzk`oe5As!hq@Nmx3qvD6arI)CNKnirDg4JjtrAQZH zMsK{6BLX|CSTl*IhihXg_AG3+9xVhg;GSGW+;&NcffNy;pDL#Yy-Wz!&bxI%<WOc7 z9-I=IQ+$M5i;<atTP-pPCY&v0vy|H+GqLdyA$QV|kSdZj8vu|ezh?=OBN&*H(viOc zl57V#6NI8rZKmV|N1=0rUm+UiWGFP4b<L)xq{9W-lLNlU*xsS_X0ZE|Eg8k9QcD?d z?fZlTalX7jLm2SW?vh?+r_Ht*pJ?<RQ0Q*a`Ajl#v?bFO&ux7Urk##|CxfH@f#h2n ziY!)DNM4}7CEAh|#PRPk&-^=ANtA94JY(V_-$$|dNE(A-&+k#2EL$<xp*xo^%*Vek z&z|APq`V0&gj#2q;uaq;;EpcY+2_0u(_A9-DUwKWwewRA&#$T+ZtMFwQLnPdco33y z*s}ty%fHyBIsJR2(zAGQ-&$=?FLw2vF$YI`2+BpJ@080lk8`?$lO4q%c1XGqh>soE z!3i_%4^W?fv0uz45)gmEx0kkwsL2`i74wm3{H#CU8X%lq^`e3u6Iyl*Df{d{=m^PZ z(iK=E34Y?t02dg0qh|)S-Lfnfj?EJ`v<~kPJZg);?n6<JwA1HgcQ|Mqa36|~HsQz` z?W=Y3`h5ARKUM5@4)6s+p~Wl%Z`#J=9YX%NZ7Dpr>9P^}CU*VZk~e#PwOcYL?zam; z{A@cXezOCY+Dol$IWnl-vhSEl*h>Z_FYDiZuuGZu5M~vb+(ST*Jro7E#JFK{RNPj> z{a6Lb$~dB?W6ki}yvajc9NNgerU{_xMC=OChbAmf>fLT$xae=HE7GL^;$SUr{){ad zR;1bBtpPkwr4$}1@?&sB9x4VyV|zwW=sxpXYOm<DO;t4o=JN;xj-<&(#HsnV4@7!3 zxIr^&K$TdfW&l7sr=-YV4)g=$m}Odj%$|r}ETSkugQQV#u%|vX)KLN`!E<l3nZj$U z!ab>?tV7;wJg#-rX<{gW+VLKnv!QJZXMPWxofVW->cTfgReli?%R%s;R6R;Nv721= z?#l8o=)BX4FV#vJ=9b$o14Kw@9%JwP0&Hcf&_!_yiJ8{C$Au6(hXO(I?(D>Crmp<a znauVv3ul(_Gh^#`$UAQDF`16I`By%#yJGqhxZF-BO=WhOC*TRd1WH#0@hwNJc?Z!~ znibj1d8{Pvd0cGsClWG;{)*UgP%cJ~4rN2e@<_pAEya=fYdKnGvFg|4`O|VDlv~=F zcSV8p+ium($~W-lUu$7qOXOf{+^cBMwz_PozT;FVFsanMp@rossqF7II-E7aT29~G znKaM7N_-G6eCs0Mb{MJIq?BvG4iry7yNf?c+*AN`1KVlBp=NJS(9iGH)UarlU5QOq z9U|B0YFF1cf`ZP`45zCCd=-(dV2^0tBLbCekn-4i#LOp<nUvCIu-(}@Hxv~KlWe35 zljt&7!kxx{ZYd45D0r-xzECGldp#M|YocAH;p`268Su1#o?L)=q9D#&F}pI|Dgq){ zseL*tY3Is2H?1bxLRF!_NW|PiN>`$c#D??80}C*>PzwKh3XIPEk!{hcn1Nwv1}Ps; zGtW9I7|%8;|FLqKAQ!#}n50><JKLODErwQ%M+FIG#MVJkLOt5Xbf#d6ed8dDGS{eI z7Fx{CVS8pkb-gmK-zZ)sg2JgY+6BhjDTN+vu+C~|sK`@fQ#yo>y#dNBe$B2;Wy)J> z;L&uswyJvtKUHa*cF{IPwWt18s-*2wEsBVlDURH}R+be1h-WF>3TEk-q=><lEu)mz z5fjBD>l$tC#PbDD(XGMVOUOb<*ZMa1A!#)wj#HoqMxu3XdHPJIjY^@Xe%TG-EudJ% z+ebJ_!QP-eq4-F2iN=a38poSt+s|Kjl5Bi$6M>654B|%HP2$0GFpIH;W;Ep^=Is`7 zp0$3H!P~)~L0TjAg9U^{IYQXk?{`Rt!^7pv0}9INgVI4mUclhfQTG{deO0K#&5<$Q zrE~&-XD!R~*w6_57>Yg7K`pLdR-pEO{&d=^@(yu%cF_*b)Rgzd{xVw>l)rOLo%(o` zrG7BF2qup`X$*LT6d?&QLr6#ofyqggX7)X@5!9k2QC4}((ZQ95hc7Bh8Nicg@<Wp} z^cvsfq%2<ALs<CDdc68btE1E;YB3<QsH?~ev~Xu{%7-jf*SITM>~TLt3zxS(P+o*B zB|poeZN)bme_3F~L9asQsAlhFFTks2r$}7pvYb<cg98b}2DZ_9(@x+@5i$D6FcEu; zmUH4KdG~ZzWJ|Ec)RxB?N}vvrBBFf%)L8|41^5OC789zN+&!hPwH^&vta`GU^|UJi zpHu7-?kH)|H-tIFwtf&C5~xg&ata9y<S$$+!Kv@k_2xoH+>|g111<d6yDS+;O|tPe zOQE`O3bbYJf_oZ@L+xUzWrfu$Ikx#K8&fDk;MR)@Sw%KkUcLbLTMJx!1S1Y#S=h=S zEm;ixbQcRnIZV|fs5|}B<+sQ8PvPZ2LE!W8tF7A1g>@3s!%@F%s66GXA0dsskGsZC ziGK10mM;_$D$m6_Am6uTgEEV*h@6w;otMDBKI$9deGOAdmbkFFZ*-Ao-!#?9nX9`X zP0=xRpElN#M}q|6$c-Pdqb=Yrfyq9~>`~np&+u3Jow_gj>75;a)R+_Mo_aM<+?P20 zj`)r|Z?w51>hzAR?#Qesin#xGqyU3a2>Z-!%IVwLmc#SV{^>)xMLM?PEECgixpe*U zSb_*~Gy;&Ln4PFHqV<s$HdGO8VUP@3Op_BuzpU`=d+MQv5&ywMbDh>c<>sXmx5hQa zllqT3ZMmkW-{Bg2JcD*}qp1UEc%1B{JxBFwc*k#u!Dj0prnuF;^*637&&}cP9IEdc z#dojw=TDz!yxU%1fslHP04Cs4d><A%j%FF}=!vPN-bR=cVR_YBPZ!P}6Wm9v1V7CM zZ{BSR9~d03(5CJ{wkDTDo$|mR(pR;`@pMx|GD90-$}KD5U20w^RBU3P=BsJ#qtNi3 zZ&MW)3Q9PM<J-mS)~RN|z)ZL>_GFRCJ;?`VVXN>52>(}R)WQ>#kSFTt!)uYZY39R7 z(VL4epOMjdTy*;@8I(oVkW#F=BQiT8qx{rHRa|-XL{pC9KyZ|}cC3^Ayeq*{eZ~C< zl=}tB<!&F3&+ElXvQsaxqO209ff(F*Nw_4giF{|yH>^l8KnKlOV<rlb2MMltZqG1B z(C_Y;_Fs3`bULyHI&<$9tzpbu)kKG3jaqTgd3%{BQCjWEg^n1d0F!zdxQWoS7QA~e z>8kL;pSLk&;ygdgk<EiW1&KJM)tLZ-2_qHPln45Jg@>229_TmV??SELC|fs^+MN)| zzxIGJX->UClrO`9bsguzjh9zX-NX(C?T17U^zWr@)EuS|+CkZ5xHXXq2n<m}S%|>d z%?wWRcZMiFZ)%f|9x4*b*GKo9VBOJXOsFQa$ms1Ieg1Is2ec2gKpiqAd`kk1wcTFc z_pkCPDkesUd+l5x<=EQDC)~E*01U)F>G^5Z#~%R4Ww~d!WJWt9vvsM6(kzXnH*S9r zKTZ6DZ;K8VO9haXk=g<;Hp+=7^Eibcv)GwMNB)K~K^vw0g|UzB;9ogsqjv=HSC$|K z+jxVF`QL8E7W0#u0Nd(Aod~o9PbZuhK@}*C^!S8O24XCrI4aY>8WLh%r!B=hlMj!W z{`GC8Az{$_$G4618RS^BUlu6|Wfc(N{kU!a;?Qz7Dnp2MIC|phk37O@jzBm*To7#o zfJ$n>yRV&<m1rp6ZhT)~LLd59i*1}0H<SgtBGKD(P7p(6FCmydxvuUIHl+cNf}m)S zh4MQWtxtSls@^csq1}f+a_Q|+T=Dd%*QXFIua+Pta&uu>UDTVa%lzWw@5d)arrEUx zE6>6a!%9&o^SkydnopxproT~YVOfO?fPzfbG-6EG-2u5Q<A^ReAFPT?Ob^qUULHA* zoD+Wun_=ZzLkqV%*f%@A_3{_R`8~tlJ9&bZV}pJm(ChA~nJS&DJRN+ZIXdoKk#C<1 z9so}&dg7*`Q~Ny5;$AXS9B%wL7Df-vkU?zF<N0}gII;C7zs^}{uA|0);AZk4#3=l~ z(iwVwwFc>DrNJoXNM`eK+E9d$W~(*Yx!z3uK>d?gp1V7dF$qorZz7-`CWpDkRiG%o z0T%&Ki=d^c*Z2KsPI1p;p{uU!6+~y$F)j1ZaCTe`0L8hoV<$v)GGto=G*b=caY513 zR&!mt8B_*F01*!V{8?4p8xahw_m2P~eQ?~~fA}W`3;tGhtmDm(J?bG!rLZY@viW$j z{we%yr^wTB>|rCyx3#rmszN{9fD*%BMOgssP!6>^QYtweXDJ;&0EfBxiW);L$vR;D zX=N<q5;fmWwvUUM%lIgk1<;G)jlRQZ(2}22fVtQy#fD$DM9+6zLK3cOor$lu)*fI? z@8aOvPQLCKXR*^^rT=p_+VM<@TD^gj!dZnia$Vt}WbEYc?&spY+Um!?2)flCIY$pf zTc0zfT?f-8?fR2`DHi2w*}X7PYc<?7_tx6zXy^TlPT~?}Ov^`X?!K-4?yvS)f*Fxz z%JAxV_3@Xx#{k@BGK~JT#7albPO!I8x#obFggD_Rnbf^BdFk`2)aI)C>KT;kIXbk4 zh&%P@CitnD>E3`g8ZWmWR!9Kl@<b?bJX4D}#No&!wq03je_&B8e$>b48UNSzXRsX= zrTdTtI$^OKG!cOrC%+mM9SwN*fa+8H6>GbOGJb+E4==*xAMQ9BBNWfOc-E^XMB<ig zN7+FxncQ<6;xB!Qo0u1>79EQiv82D`$uE-4J;)LbSnbsc@mnm4q)V$C`x1YF+&F5w zH-d>EbmuO(b8=JyreAI8C)UDHVpZWCn1*7jqv?sVht=Z~FJ;AaA4B@S@q)K;vIU&W zIQ~Yh3%Ep%Bk}L@LM23BQryfYQb*lk$WC{T)q73H<1*}K>yuAg&c}Km{sWA6y0G00 z503EP$$Ei6uDNU|j4SMH2#hD7g*>PUL5)!L7R8P+MU9e$m;Qe8Rl0KSQ}VwEJgCtZ ztImq_4&%Tnf)OTXV6t$2{^Z?#;cr2RwQiCdJm7=b%;?KY`WELXmo#@D?3hP*eE%Jz znT=;BPtOGc)9}H{!LUQ$_&T1ULmV+uJ|*GZR_@Y2@VD)cq5m1_rDJ<QAcC`gV}|~_ zLe9nZe^<!aSh><scfZXXYISs7@Y|8TF+uw#+j6$MOl-Nc>sE`=x!JkznF2LevCULX zoT(>yZT(*$<eFridRCXm6o+8sw+G-t&TA~&s4^XnA%hXpL$#!GC^VQxQI>F`33z6a z7%AM7ks!FmA}B^YM$^niJaz7D4xr|=G8yKZ_2#2eo@CRo3K&0tInJH|sX0zBW7b1F z(7LlAaEwN^6nf6CwJ@4`b1mp0Hue#qg4>R=HDWpYGb|aGAlSv0!9nm6r4&K00T4fe z*aX4W$zlL`$1qw_INChHiDV*!tT0ffS&b-Z^Efz5fH}+XAE7L&1c5)Pl&c96&j=*& zDvHn~rLqRS1|WU`hs<N7!6C>5p!Q2mJ49G<a9ijD4CEJ>0Es&I1WshJ170XJa>HH& zxh+@>!LsM<bs$1fGDrd$pkY6;q%w`MG=-R>_zH4B8)b|oaG0wxln{Q5M>+#SgS<)+ z@1c`Zl`~98473YiCH9APIKY1txFMZt3$ybEp@t@c`z+%CsiBIU$Rn{P_hI0~L;_;K zl68!*sF^D{MtVS#b#%o*<gBGweuK-5iR2kUXqT%UjiU`$rt=v4o;yi5GDF7Uut3Sc zNaSecBQrua>K(uVwq+g%3#)3~Gh8Yo-InW_l_aO<ntwUP1j|-1L^?T+7c7mll_YZ0 z^&$+H55Xq_smvW?MQB69YZKt5a9@<A!bX2R41`I>HB`W>oVo;Kxk}M@-DYBD2wz8| zu!f6H=lylEre}}7?i_6eG5&iL-yFR5&)05ZaLK<hi!f&=um0l)+{Wd8MW>arDAI0^ zfcMwo$naFQ8F1!hdhTCmZ>N^Kq2?#r4DLFXg75+Z&_N?!kW03rZDUY6nZM@`qh`KC zgL+H;`;wvu$nD>eh5DPkpZs3#tMv9bey*DaJG0qlkg%5`kZAVk<Ou~3QLzpA^o(y) z_D-QiJ_UUIpC`AM&!B{RVYAzyxygHwI}`8iOon*~XVaXn_91blXC*QVl{Z1xPY2Z= zRPkJyz@HbV>6n%|JCIo~jPw3J|BmmLlEay@f$tVG7Y_?PoiEP2TvJo9F|K0yC$JK} z>uN;Ze0fVp$i)7y4Wp{E`w<k$jlY@&Ts^{Xe?MN`ZB%oFNcPued3h*{lF5)WGPtHC z7hVgGzMm?_0li)>FK=;+TZ3>x8)!g$*I%$bfY1L9j*nNisF3$^`g}H~PiM^5^5s^q zEoFzSbFIC3>vnv|FJ7~c;uZH!Zx!DEltDT4P{|h`eLvYz@lx|}F#%zk3S#b7l)@wi z;XC75UhmuO<Ix;45S%VL+kdwvOY)z4Q<D)ZSCK;L89-L*eI{-mmrdfisngoQ96J6T zs5?+(aob~SbX;HV|LNr6CHi&r%!bw`jz$|3g6k;%B)BN}>BRJh6-SNi!!yH?;XyD^ zCCKBq&z40P^pC=AY5qUAUBv$4AOka85QCzI!{Yf8-emGaVTOc<Xut8vQ0)PH+==|A z5>WuXDxq}ti!X)!AtJQFqk4o<b-BnWpeyav&2fl@f}T*-@Gc^k3;q(3<q`{;-<T9D z6|Y7-ESE$_NjOXlObagVlgu|DAyP`dWF*9gX!}t#?zVLLA5{6Xi?Jwh5MJbiBajon z4sV_kG^F_OOF@rb8~fZTX>{*}z&Y>+doKaQvp(8R>J<<_#yH0H%+2i7;PcJCucS-t zP6~$Rc-hXiPBco-925$HlLl~J6SKe$jYt&!#rL(u<0H|d|4fI>H^z;^?xz!5{gqph z2+6@GjMth+*dF1=x~7Kx$8fvu_YRo+iz;mok59X&LZ~A47mFvrySGPoMt6Da&lG8# z$#({K*vJW59)00!Qb%hrVB-rD*q3BGJAW%rAxfp{8n1OO(;Z7^2j{A@GH;bjpU5{q zB9+$;EZ0K>w9X75#U}&A4>Rqa`AuoO^I$^l5oo)23QRkN4cIE=jFm85k+7gbimZhx zv0jki*@H`5S4g&SQtZ2ht(=3^Ll!Bao{)lBxumM0l93XPhX5@k@+%_1MP_HoVWn(Q zXD{i=9w1q{sC3n0v(%ep$|qY#RGxP0hWMgFk!88j#AZ;9j?|_|!(z}hy`yGp!Xs!q zAN^U3pz;-X-Xo|cA41eLfRI#iGw6X3>Y;6arEOnYm$`k1WNIr&b1R6#ZtyW=a8RTb zS!)qmPEKt|$fxlN8N~#+frOo+)mAJTNr5<gCbof8XL~?<lK?91IwGsdevV?@_Ls8N z%WmSZ1BV-je~U0LdA3O0qE;WVTckC{YEe7Iu2o3ie}DcWP?RfHB6r7#nW{J{fj1dP zjSs=xj|GGgaq<^n!7@11d7><}!VMh<s+?DrhOmz#ETxW^${qx`OnIQwTAXq37rHsb zHWL+DRg3?#6_zRO<~9f2&ITW)71n0dj>}TczM&0N*#te<J6t#uzveebXXoPmZ(i06 zJH_RUD&ahwZGSmcJD1?r<ao+<%_@&ehGB6p=J6^hH)Ex1=8PRX=z&t<#P3>WrLU=} z8uc~oolT1qbbo*V(k<3Jt~G|9SN@mIeoxmn>$K{hXq;;I`)i7R{W_1;?)g^-#0s)B zd&7b@X)2A9uD(FI60{PdBNF7Sdc&;|v*+ip1EParkNDu^>n>ePsl`fQO2k^1`NG$Z zp|5>k9v8MD3LSE&1W|$G3L|jc!WG%zj~yvw#SrE<FA~_TcP2lIjBbM~iObZeXd;6Z zM~15gW{1@m$W7GLok){%F6Tb`msBiI(vwk%8m>^R(3Rp5LX6W5?y6ISkGK3}yC9)+ z&<wg#&|2dPu^d5(&PGMNzvmurUqvd>lIS`5AICrDa^+#SqSw~!{PqS2OH`xgieD%N zsqmwL1z*4pT|H2P_S1iBBclsW|4I#o82@b{?y432w5priI)S5wMBS8IVPZ0ZMRQop z$ZLO?a-YZ<oNS~KX3F030+($dIOk^KnRJ%^S+#WCbCvcv!0_!9v2rt2QNpQe@V6Z& zZKOfvaBlOpM}HR~v9U^~xLL2&R={m-Fjb=pPY(*{-cv_(uyOil%N=Q=5YC2Nen*?@ zUv(s-71prbJ0u>u+I)gex7br%Z^&iN9wT-FsZ_gZ<%q}5p)6m&JywC67J{ovv}Hxz zXr^!-V{Ld>CWI^t%fWgyr9j(G&sBgQoNhWRyXxl(N3<L07_H^M9y<;F{`J#$1P@Bo z{<BjcTpYnN1{mg(SenpOXz?xU&n5u^s>q-tcd8?gPQ5~9mN=Q0D+5HHNe%?$+Nx1v zi#CLs5N@3o2I|1E$mOEL*&-1Q3?xkJl7#mTL25f|yhuF0#R|Xv^SJnRv_s2<wgN!V zXl>6g>V%@7#yHi~0eWmjgqUEMZAAeYF^-r($PiQV9W)gXEk?Z1$I9+5{kB5r!*^=j z5F$rkXoV24&>9pOjC+xa|GayNLi)sV?!`{kfX@EnU;Re5Ay}bZD7+Y1ayVT-{4=CV zrNCWEF}(I&!J5O9<nzE7d|yXz=+4nh;~!L_9-WkB68m4uYlY!P;%yyuWfGC<C>?>& z>>HOf`vqcXos0yI<cZlTQRG!<WRhqrmW*gcYBb^^DS047^QO(^fi9-Xsnd?8%AG1v z^wv5uiQ+%upkWt!65z<iqNVpED6@Zp3ET)C^xApKXFSsZGYJ?C46~~_AFbbF*uv-} z6ZTUMLJ-hO_F}Iu7IwU6VHA}BX*ocJnS<0EbEI1lqJK%)6nJ|gVzextS5qQ`#W`_+ z+TJ<~d5~awm^9vzXtN76S+(&L26{!7ZJ(fDdxolC9YDH8H!XVywrZs4_bGHm#KYI0 z?3M{H!F<67a}x+qL<yAea|eY6&|wB^%@+gAHSDok^-&gRJ^14oX#;$Lv%i7+q&e#8 z1H)^Rv^8#6p*bR@w@F!0jO=~trJ-a21PqJ(a3qpbDFg?%64{%B{1Lpgt?hZLk`#9{ zj6VzyV>itH-bt0y=q~1;d>@Dptu83?cB9mtCfvAWI3VSY?x!IWOzsB)36e{tz<5T> zlp4vGZZSIA(0d~UzVE031K42VrSk~4-l%>2ePF#(guK+sl?F+l`O616TidD*ICJ}H z1BTOZ)O4?cMUe>)7&F6%HMm*C#q&6!$3d+7##Ds<x24<O-HGXf0c3Vu7=9R<88Od- zg&2$4Uh3>nNnFe)Jkhy7R_OaRhWV)bJ=C=%z8jNycO*sH{>HI_HBG$3=|BnfTyEE% zJdH8)5W{><5PQh;<~eiEJ}ahMun*A}N{vaS3P}}yF*!dj(bJ7-)X`WpK{H%^yk{Eq zQbqnC8Qg1wwuIN(rUaw6VM9KZ4%|4`Cdm(A0>_rofAve?tlTW^u?cA4U^FZ&?Ck8^ z49sj)%*<3Ya7^+Jrea2}W+c>NysXSDoXngoZ2zm0-kF4!0?L_gUk*ix!w$zJVdd=N zO2Wd%`hRCpoZsrE+pzChl%M*PJw6LU&yD7p7IuXulZws&vl4rInY40y`9OGUaS8mo z6QCaX^F1ml)6=jM=ZLiO+g3##Pg$yv-Mg@dQVBMg@td3Q0+DjNi9TO+j|uuCr3TIH zC|(XGgq2lXnVL=?Rhd4VAXYGe&KOREMf|<uPYM%ObWu<B^8q;#P#|}x%?^nv|J0w7 z)~2Y{@G!R~qJ_}8?$nynm5HM%OY5vTOzW~aO-u5!i`pUEZ|QHZYtq_?GtX~cs6dVT zohNx`n5MZT(Tc7b`Ob<r`jevT=4Hez*u4#TDxbv;`5!`C*ahwh;hwvCGyIA>NFu+{ zz&P+^e!f2|)ibAG04w8?W+J<c9DZ0y@5)Ur2@NWYS;>GbIb~t*yAse`JNMLbbtlBv z-w(?ZcmUNoEV;uMJ5_cKqDzvC_+5Eq3EX)|X5DzmubV8cjQG+UVUOO!>X(_c9iaNT z;#owkl1IoK5%_~Iz-mkj-r%^xuhP|ZiMJ{m>^7MVLrp%HftRgn-qhwCOr|(mPy+#o zh)h7Nmu|su{o>M+?8jyP{CIXB0_7tKdM>c-@e|65sZL7f^{e(${bjG({9(P<LKsKz z0Ynfk5PoIAk5{u!tcgDwH6TCuLTvFi*qf}5S;)G_k%xsqmoG0Sh%zyotW4|2MO|uc zmc#4seu28!I;=KokC_w3Pd9eC5EC}!4aswlq&yNvi%)-jJ>!YJ*4qEsIq0MYj{c>Y zAYUlz5p3`NO`)1l>8rV<$^2QKL>xY*^u+_Ipm=Q83){V9th}51Tn>#pSk<G=$Pw(; zqO{u|mR@f~Kh#wJ?*;5__5XBf*7WUsG%_GJn?4+qs+G4H2@5Ot_Z(l7M3;qxjfCa< zs)~cdcb8@5X8xbYq_n-c!+*m6*MCx4j6|28jf<0+m4}%{Ojul8oP}MShnbCyoturD zSy-Hhg^fd0faL$D3d(n#@2`?Gv$t@yBw_p3{|Wa((Euqj{cH`?3CHpc-+Lad)^^)$ z+FSpu*6wV&-S};-wr=J1x-#vow%V-O+q6GH9(6+*lSB1J!bVZjk{Y87W)p})h(j)r z7zLZeFh)-hnZXo|f{cQ&fKxodvBB)ldHnNrp7omTecpa}|G55nDp09L`y?z~#V!CA zHn5PSMhi@CdL)c5qs}aqfl{B;rp2sC0o6`mlrD`fEr6)dnLwsUqxF-|l@;cpZhoBZ zwVn#5RZ48>Ep8JpNJ6i0;ees{lg;(l2eVGPxT;zW8Yw_p4u)!2UL@WqV4NC|na^nP z6SbQXM%Nk)r40yc#ADZeGb!`07Q(lb-n3WNr2}e#uR3Sg7lOCwzNzMGq`LvY*I_sV z831%=U^@lSw%}XB#5f?`!l0MX!TTuOU>KQ3%uo`8Z^wsgu6O7F2wSM!0_;l=K4HOi z$iD%-fNx45QqV8}h5&p_R^@wVUK;zM6u`0$!Wq;HK$uP|k$H0uBz5EzR)ez^Vq1q} z1d?Y#@-*OBDkug@J7UQNKL98LkD&BnrNApa78l#wFQCu4ktheO9HHa_UG~8;AYA}? z!w4y?-)1xD1YqHVI8qWycx4QJ=dTzPVfc$Ywx{c?0X0Y-gk(G|ZtLgFt0(k+7THjd z<w%NzzdPWB$~r)n14cYCnK$&O_mqEI19Oa)gY5J))5ToVBfd`3UCqTjW=K#!>p)vc zyF^{v!N{!=7#-j1AZwZ)HR+a-ZwNshZ9pgacJOKW9^L<ds_>P#OI<Nf8?_DFhT9<Z z5_*4Mt~hnvKIjk?2|q(ZCv4-BbEUqSUmz_M^$Jg}<G?LhoJ>TqXG$(kFlxjH8fC2p z+LI{Gkr**#7=2j}Qa0e)g1)S^<L4N;FOh(s5!8a^?nB@hZB7Yc3vD$Z+Cq^R{jeaw zy%<+&-&^zm7O)&C$&DZC?}N;vk~jWn-*zhCWZgj2e#^5b^a;|f{f#GulY|);<H3DB zj#17j<`Ho{j>~0sp6{zjMdCvM+&D@if1Ukf%{M0P;wc2x0SncF*Air=cgCKq1vdUL z$UY9D?J>BxM=Y;Q@tJe4B6IHh@KInmv#3cVr(O2%c`{R3p+AUtQW#PTf>sza;eMq6 z3T1GRH=+IU!H$<E6PwGqk4<R75G*aotN@ff=%fJltcy;VO$$;Z7;7F5xEk=SM!MC* zKknr0fVG9v6@sp4e>8Nk6uLq<A}`iKYExSI_Nu`vpVDZ6e+)X7{v0(X+>)lAq<%t) z_ln~lX+%uxyOVU=K>Qm3wvWr#fs7Djm*(HC@%h(<c4pJP0sJvAw}2QytL$;>!WV`B zN^$^&8x%>WtV&!zF32PYs1`_U?#qTCugV3d0G9V0Ts{DS(=K;9<HZ9lLBGUZb3x8M z^V*a$8$`owm-!ICFoK_8bIP#vrPwMx1P_3k4&n(g7fAebJ4G`k@B!;KN*OOjl<3=P z=3nadS8N4ceGkb~$8+c`anypI?XU8a$rnGbcg@2SNGHF^-=0r?;KIFEz)0T^Yy30i z@XNy$FKE?^S(?{obr(@Vv7}^t91-D9-nZ1W*PZN(@Z`M6C+>5n#iJ5KlgxgOD)`?o zb^$NmhkqjLsrvF>-as3sSZ`>@iCp-rUS`rdzY;c4Ca@!d^5R}D8<#wS7zb3BpS9eb zg(L}DFUPXgc%eLdfNw?tOnD?eMK{m7?th!!5|fC8`GY)J2W(~n8ox*e1ml53|2`7T z1bx)U^4c#o-Ag@b;h|(es>20{7X8l7lm`^G{zfPBA_((`dFAOD!~+o?aDJCF_&g`f zrbF^5LEV#ptOy0>w_kn&l}??NK(Vy1*H!t4je7+zgi_7&fiL-Qjb-P$2x$SO09;Fm zsX-YfhYbr}S21)gP`q(Z0~Ws?r?>xhmDM25d8F0ACjj{V)AE|_23<4nxkN+QJY&(a zur%^iYTBo2ao1(b<vSbgQ}A#BNEiM4c7{I=h>sB08E7v6e;vs^KwzrROIb1|Saly~ z-DblB`UyCU+JJls4Lv}@4TGdz=S*VOnaWi80Flw6_pi2U_F+}s3XY(CdvU5N4{BJb znG;N6P@37iGtLS!iY9K_xw-$iK`Jo6P4C&JN~Y3fpT7g7MP+`-ZPxjn^AG)uhWn>F zA*$B3>>}A>CagzF^Y%IRN|*quj5sx>kwOR$Y9TO!Ryg&<{@ua3Ul1rFiSijCCFz#- zK9p-coMg%2G~7@@RG=23^8E=!kouyNv}mFQBOFxJ&j<>IkRsH<XdQ;<U`98i5p+`d zU*4=b;0bghb>EJx$5FiW&(kx>Xb%w?lE3(k8Hh>cmrXk9xD=zHm5J9UGFC=|Xhrg2 z>VZYQAdqCnM2K3~p;s5-sHhTRIH*R(Axx<6p;CYJZKL9J``ip9QI4q-f8QWi@!EDi z3)G-ph*L2<uX?GE)m$FJ)1uB>4mscO7hHHjRr2IQL||B*m+!!4i7)Nvr2c%PUqHr~ z(x&sdZ>ZwNm;v2g3fx3U0kI=qBr!=9%mvD8Z^ROp(;MCeysZQ}PnEY<>wwb^kSW1d z34v5G81khPY<;#u)brQ;(6WPiN^|I{qm^w1z-qy1wLtRAf@w$$I!{rZD^|kRfc$q< z(Yl3XNXz$O?HsjpsBq!3Z2zEwud;{yBLuC5%oz|1KnJ|y+ctj887R&=bI51|y{yU2 zF#G+qsn(Ia>Hl5UR{hmE@jIfuizHn)dYy8p^iCK*Gk+UUm`8>Jss0UUKQYuRob?d` zy@Y%p@E;iB#cBE2%2yS%OAn*}XHZ#1KOa=QkHd`=HV9kr^jV><_ff{%JPWI!J#vzr z&JV4%2${Uk4!Fb3fm8)-(thurC}^+H%~@7v7uv1T-grr?cd|gY45{M(4xzwOGnCOj z85xC`+sVw?57&IMAu_GK=R&TW#Nzo?*sx6-?NJe13y2UUMGED{I8=%dE#ySx(0JPE zUddz*d(wE43a;{&2PllUgwt9b)ITR`tkIi`KEi5htwiteB7}<&z&TL^e-$cKZ);S0 z+ezr7kY6@b0Y636OJFw?!|`h`u8dlZ6e`SE!$N-+OjYgn78xcoFC$_54H1Gch_t{g zkcma3FbwU0{1AzOVIlh!f%2ad=t1FuH~~{GtV6?bsydV(LsmiwqF48k*6TLvT%6WI zFKCCd6?Vk-A<Y3=quxMyl&OqzA-NKhB4P_rr|1o?Q3!TQ9hQZtNDa9b<08xl{s>sh z8ZP&rB&;k}#LdGIYmO5%@Qd<YB_d%eEOR*>1Sk(3vq4YYE1?-<CH8U{#$@QpT`WsP z^{s$VB9}W#Q<66p7h(^chAwfzhPBv8k?rJ`ozgY~A?iaytQMfHGX6m%toU|*%T6_? zF$Q|PXFR0MjVeA%RHS4Nla-I6-DVp=zsB!g7=H754OxtilIh4qdh6Z#2OJA5e!O#r zLTT<Aj`~%N^!p2jIz~h*YIaE!7E2|5eqmK1>bYlBRah8wqx%>&<_}Tdz^ZHc?0oI2 z%`uzn(@LZU4jG{KRl9#;k!j15>Y=EmaK4zAFxCsX&bZQ5aSEjEa5NuvY9Rm0Rmx;w zpNxHR3(Q%vB~vLaiqcA7Bi^#oRhb(6BWz`~3SmY0q<eD%1bt~&>LTmBkQ;odL_^Mn zxs1G!p;Ti@LA~UR8kdR=WD8(Js1mY8MPD&8Tu#_fN*frBwJF56;+6uzpkhUL1~aRo zCYWnr>>Ly{I`k67TM1Ry%ce<p#@P8#BvC+Plof?gTkvY45RF$ynGJ%`86QMeY}qJ4 zO`Z0gcGLjfpig_dP}zVCumxp+`yNw;vcT#ahe#c92tY;mD<F3soPQ|4{&Gu=({;3| zlo`hI{RAe-P|<s~2$!P5*9p`uRzR*XR=X|+Y4WM#HSh1`D_d<>(dDU}r>Gltlr4s+ z3%Wn7Nmozs7cE*<zkbxK^O|rxe@d1%Yq(r7(aLLI4TP&@wQUmj%2q}|i+crtiPH!@ zMtf_!q>EoSjq77|P8}*2AVZCT5+g*t`E!7!Gytgro!tni<*5Q#)rg@}ax4Pxo$;tC zT76YHXF(_q2}q!^lODT&<wKuCE;<BG>ykWRNp(Rc*$4XSlI&qgwL+@c1=8!1Okqhi zgvwO=@or47y<w~TgWdyF`2TNr)7i|(?muS^#@28yu13zTp3Y|Ga4f8>+*}-7a8MK! J;))V*{}1Oahid=; delta 41243 zcmZ6SWmFtX)UI*Ypus)3!{EW)0>RzgT?co!!QBaN!6CT2ySrP^Tu#pUzI)gGF}0?8 zx_0f_(`)*D-mb|_m)TgB_6q_Jf(U{Pf(n8Tf@y$dF9QdF3@%_XAUQa>LDwNr)WB$U z4LgDsbl=75)In@!5stQHH8iND-*B$At_0N(P&E(!C&l7x=SFLx3&Yiu5~>dDvkOaz z>b7-~*r%`MT-T;u;ebCspI^@B$5*v&X}|4Db+-5{83%{edn+f^mP$9a*l^~MC2Rlj ze3>0zW#wH?rIJn(L*VqCr1SYHQxCM(UD@^o89O9Joa&?uPV@3-OrNBbh6r5Ns7;8l z$;RByXRKCCs(t#g6U`^BxF>AlsO+Ye;~Nb?UhrM%BdZ)4C-yaK{-!~j33h$}ssQTr z(`6N6s-#fLtJ3Tk_v;8f)2^<$#&r<2p6cLL4DsReicrbcNj8g5x>;n$qyQypPeN;F zT|YH!2NH2i-y5{2m>5&dPChfLK)=uUyPiwP?&%PGxo?bON6+X+KSapXT3Ke`+`g#s zp1Nnw2p`M&ew?O67o9-RNh4LDI$2+doYiKI__;(ldH!j-jVm%|j0+kof-gc0qPIjn ze$_65tO7~ZM<WHGXPSDt3IU`PBm0#02j1T?K1rSk5DMN!qmpix9}($Pb<Z3V>YCa` z9-mMoX>$FAf_BEt!yWnufH7J%CV~!~PU^=PPKRv0&kUjPAf-ft*r>JE%U2wv0606F zYOO8<nV`T}J^*WFC-J~+s?%IZ7iMzUj|bf0u{<{A^%DW>AM2Jzk4eB-Cb%p$CCM`N zqlv7Dg4jC;!%>89+Oe(+qNh)*D{uLa+k!?%s}_=~V)rd;4tKZH_>@1gDwLV1JQxvZ zNTq0vhtpnqWiEK*1!yQBSov}OES$RUX$khSF7FlHvY)%xHwi0IZ6#*jK24?+nr_pm zbrFV3M-aff4IDgfOzZ;P?j#W@jhkA5SRwK-Kd1sAr^gA$65OaU1(>>bOwqty)Nu2a zC?m)mQeU2=F->%_e0ztdn1YRDe?HZUM6?ru{hDMZcsNUaya;+iL?fgSbleLsOuxbI z*@Yy;5;?f*kV#mRA--@}#;X7mlw9Ov$X@2+?P!|a?vpLgeN_aS%xxBl&3v}Ys4;dQ zcJ`F;Co@c|`dxA*qFYPsZMh7?9G%E*5-N=6mJZkIl6-y3`g^Y%VLe`=&PpT~oIS@* zGU5}Ff>=C`Gh{ModzjNY8uBJve0GYlL?g)|#e_A1eSPza!?98nroogDk8vz3o9f`T zo1^l;!)RSjW5FDVe)dU`Rn910s?SAtYgD+4bM}W-M@Baf^uV1dg2?v(uXO<wb`ix^ z|A+&FN0lAY)mws070S8@llhGq3(-vqPjydLq3qAPb?bQ?D6B3Rt}N!QPF>(m<C@{S zDm301B}gudyunlh52!FMd@|1~mSj(wm5!fXAi<hgY*GP0?~t+PLj<7GC*4-%U#m2M zD;2=bRUh0lc4Yp&N(%YOo{m%wxWhcRY<E`Im7A29PSn6ISGVK*F_oj#Q}q(FLAJ@^ zx8IC0a=K9Tw+*qILF~}oQV~v_PCCG;`^)aPOBJ=b7xn$al4fU{$^5kUQd#ZFMsQb9 z5fZ5^wp$*MnOXGb_-?j>50tvMFtypV-gX{^XQs}qOX|C$Q+@O8t|QYF+{UXoiWT-^ z+>-;_nl{2Hy@*I=S>p<jSE5wmf>Y?*?~UCk(Q~g05YuP`q~-W%mMwL2tG|&J@u};5 zax|v(nWpRJJ>N+T8(E@6?$kMvet(|}YjCkng2Wo|A#gHilqCctq#bO$&v_RRU?Rlv zD%-;<p(F<eKZEMEHeM8{YTNJ#IgS4=u&8@kWX<p`6ES>dm-41k3I@~Ob7Vn2<UsB> z*}eI9)HgesOJXQ9{89xskz43*hHi(*(0b)lieTr*GhU-+hMY#;P(nRV$=1gH7l2zG zg{W4bM*bYmcX;J^?Mqr0Z?2ZPu;2H0(XR+UGgYCbxlaGE2?a?+)kU2dXu2;UF)X~= z*Rdf_rA}zEvW_{R=gj7RG8q_=FU}s1QVmQ;TVD#yvRu7v(X&23<JJ27=5?@P@ws}` zJS`hwZ+CB89O;m9pvVKCYIF%o!32+rAM$Vpn!DJD^Cv>In%<;|rhd({<5-P+q?W&e zg*zYys$h2rn>pH<4Mmql;NigDpF!ErzLl1#w@H<Nrn3;KACk|nn!*qnxh@;+h-qW_ zO};a+Tb=Va(`a2Ng!mq}{+TIXPE2GDO4NTJ^^HJRiJ0CxDx?p$t}lx7)m-UiwTgWQ z=AJV6@OE4_<}y@=Zp?}Lvc^8-2PPmeNel}rGIg4ibvrJ%Ma1gFYlO|UO?*c?546yF zTu2j`Wd!4(_j&sCX!_$P%vft^wQ@M@1oMU#KvWC-bTXwC>Bm-l%x~w~18n5WOXNgW z3C;EXaf<|+_ybzZN$gA4^DKJs49TQ$U`T5*Q^2l%8Vsr&T)f81?|7-Z30P<bMm8TU zHaNTvJdSF9jfUUkdNa_ZM$g+@4o9cK0Qq7J(4M?go|5h829r%ic<3U(xIN+dHpWG& zv~6cpN3jkn`At6&Digz*CjQKq7y-T$_!va%Orv!-6n5sT)SWOCWp@wU>r3@Epla*{ zRJ7$lHos{S;!WH_K=D^H%?E)vmbAN`^lZe%J=)h4DphhQ{stq^Ik(==+%ebf_Lp`= z<>2k<2LWQM;s+T$M8hY8xpzR0jB6}-m&p;uqx^B9;)JrT-*+~KZ(Hv9Pz9f!h@>_F zGGENEVWFxnERKbkIM()nq}_LfK(V$}EJ1>~jTTRty+ivBee3WqwnS)a^wtf%GXl%H zvFx*KiEVk5%BBKq%L56v#=Ds$g<sp|Zo7@txAfh;J@??~!$kO3g6XKReyq$8Zp49a zsA7Y-H&XK`NV<ju(;{@4@=6~c-s8=))@Q&{rNV+(tYRK=t3b9l53YL)z$I9&Km}Pm z!d(LOkhmUUBbVmZPoa-BagPF2B_q^17$xH(QzHB3Vcd5#ItwB8sC7QEY60iwCv-<= zf6OTCbx~j-G+Q^jjRRE4R7)BMT-YOv{9jr^gkdmpuBxgUZOqf$`vn_q&COYnqa!PA zQb}1Ye|FUJ<6zF-tPs1_0Rv9N;nW9{AjrQD8k&T2^}YnuR`6TsT&Z5ZLBjV>bsWM7 zi8AJjK}B7G?}eP6w2V9lkgwVhUieF;pgJ0D4JKuz=%!vU&%*Egc8%BqZRgU9y6+q> z%#%;%QS&4Gnn-Fo>W~!)OhluPAji8RwY7=}$QqCcV`2E6KEB#P1r#M3$R^@6*jU=G z*d&eVdVx=74sf`?=AL90yhxh7i1N92D!f%Mf`buUDl3{MPa<WCaupE6GJP6lC9LU} z$N0lu%Z&I3L##WMg-;8Yiv%yCr${(eD(_e9dj;pNMwywQFrjYi6`PC=<kr1ACo!s! z_&LIXb5#kO&(fwk7d~hZmLCGWvf^`tojsZLWVYb;%fZ9RA91bFe2~yI3<jva0X71h z8FWPsFO9}R0$^bwVJ1;x5@-E*%L<CugQkZ7uz+fj;4zz58eykko3|yQ!w?_=EZm@P z*C<%vtpCbP7j>D$HFmVl$?B_bTFG#$o=XBSlGN0~!G_zPxXf+Ne^7s=YU05BlbzDK zf1NsRQJ6Akd%t_CkZ5*DKk3Wm^Wy$|AW~Tu0%)CE-gQ!y*(fEeILQPwjuEw;v0=3D zq1q)+EDwGSrd=q@ND1vC0zMxEGP+6>VQPorVGb$-m4f(79%D<GN+5zfRIOL&#wlN$ zdXI1QJQjLZ6f`Epl+FJ1Wr<K>Q3rm@d2@ZfPr5u0j>U#P`eyQ*c4@gZ(38dk`PU%$ z81DGY%KRj%oebsD8PDSL29tqiT@Moh&c^*kBmgo(4bW6|yBlHUON2a_tmnOnpYY4v zyyVFcDD^ncSmEVKt>2GI9dM~j;0-|#Pw1m)d8HjK?px<$H#pCz*N*(fY2n#Jh|X!@ z#Z_*%=Qp<nk{YP6ks49=&_s2AtGQgXF{5!?+YZOBm5X7?Bz<wdayF_Wiw$yc`*GG> zYwgb3OCqPSUSl)PWY%4r4v|xyT&i06axqc^=+I;nlkJ`HqcX#b_(;=%h7!-~_7MS~ zO-k^9JmK{SCBSIO`K{*NT`|3-;`0>UmZw|et*pOC(=FJ9EK68(Zs6*^DDygMZx>g~ z*&A_Se-G%f=_H~eUswzI3_3aAdZ`4bzWZ1|oZ8Bi2NvCK-F;xcAB9Ee7ane1v9f&* zFhb6@FF9-2z=e6#P*N{4KQ7bx0kFEQ8Mbnu>A<YUsm)=|U~1r8Y}`8+$`=j(ee37E zx@OB=F|xxznnxh-!wV(kV|;rvF7mJd-l`@wTc-af0M8Gce&3#igfSg#B)CjxvrUn- zZX6|SVjl*Csz$+68@u&-LSA~o5qjJPU?nj&+YbG*3TtUPws6f1W5U3sGBPmp;7e$4 z$wrjU3jR4Omv7Vi84?51K|7>h?Yg&bO)Faar;|UbYI&yEh@?>n9H%9z6W9#p%=r%B zS)ns5D%Atbd2=z0guMA7ov>9AI$#f$Az~2H)_;=MRHGrTNa$PFn@qn3Jh1I(0SRfT zkkT{YIreI6Bl|CVg4?x1$_mbVlqm)__2v8F98a}a7S7;lz0a71PEt>YXLkI~%gfz$ zaLg^KbCguAqoIc!J_*@%Ux(zgausy7PLFY&+H`;CNuc-7)46uDm(rPWxqs`gHf?O^ zsgiPP&ymgJ*6*P0F^ASsLZ5iM1}b7gM|O~LM7$FD<r|}R3K(#8Lwp@zChhu^jwl9p zPbW%N{;96>^1G0I#T~OuBdKw3XNCwN?D0{yE*DCf{x9Y|MS|CJkPF#oDl^;w-7f3> zJk&foOUAO&Si&aQF}ri&up6gR)S-HESGWbaH_>xf2lz4)%sCpvtVX&ZDj>%`KT#;R zfj!sbZdg9fY;n(Ql^P+K%09Q62P-j|5FA3MHbXLvJ!1Ej3FXzQ3ThG+JH!uBtg-g= z?463V>nX+Kv6p#LW6K95{V86sk>F>L_+9u5m|m$-JBoN6V@o-EdfR1KzW$$|l%@cr z&E;uvq+o{;1kGokemxv~TwqXv(~((Ru<YRUr#wWM!)0xqLL4EUo^#FS=ZR=%iv9Yb z<+&Cb6NgTjPxE22mcxw{)GIC&;WcPULg@oxJ$64VuF#TQFnTjmIL`v>(O?t4TtSd} zU<ASI3BhGjPvuK9uiV3z!5YdrMUu}CS*^)Sk5?oJM%=K+dPEdVGXVLg8FE=IB}^QD zn$UXHK^?1Df^jP@MdQL?OT1oK>Os_U08G^huY^(pa3~u~P^Tyvbg5aSSxcx#$hmA@ zF<b}fFa|}2QKT~FhHsFkY4mra!|{^%@Hc-+q*Q}<jA1e11+W=@LrW@EfPD}u%_OUW z7tPdpkn?{q`V~aP1p!piAUtPbX{sFTSH#Is#VnHSLDNnIxK+h_l26#f=%Q5zgu={F zpG1J1L3d+uZn+8s^upjMr0BxuyT&YL&H2mQTMh2Uea8e!?a}@ocumUGF<H_-a{bE4 z-#Z196lalq`3_L}g^xlaq1LtDg|hW63O_HX8!Lo6;<%mJcLBe!j3>x~ADA*u#DqH* zt)`qoxGiPVB^&qk=^htQc35q7Hvz=<1U<G0M@{ljFDayQBY(psOFhx2aX)K()7p6A z1$zN|HEUH%Ze1DR#q!F|Bjx^0Ef&aX7a1AQ$0KsVVEY@v1Vh+fV=)}I5*LB?XR-8K zi#0nIb%dJ-6df?jt$|;>Xc|8%_wM297x&qq4SuySsl@SM7zH&lGd!szH52LrP6VAC zn8)rqcVnU-cTd@|RIAX=yNWD7oVWn^*@A=<8SA$ds)r=^b6*Y!3@Nuslc8DY^jGnw zh`^Wa2yH||=gp_jsgUo3U^+b%A>7|!mxt6T!b?A^*@m$v;$hw#cwJ~*W|IrC>}%y4 zU2`R%psh!F6tN_$^j2j09mUWWX)eE8N_AZlEBpa}kG^vOeItj*fM8_<IoLuOd>A(@ zWT=?UwR^Bt@DOa=%^x-nFFXW0`#+yzG}k`DHbX(Maf0&3;pLKZ5uicsudtjD>>qZ| zGZbd>6#^FufSv2#TQ?gCfSvpAts4@+!QAZg1}j_z!NK0#Qvnx-0KozHH==G6oI5lG zJIg;26+k>r@F*a!Wf<CzA>9AOl!XLvGJ|T{;qVDL|4M=n$*%k%3OHH+ndEPW1MtxW zZB(ETew@qR4Br8_#PsnF@Xtiy2%sK9RE%a>D0oF!2u`klW>ErNA;JS70BnEbqW}Qx z|K`g{0swIQmoI>`xef`w1{$<|21kp^0zhDrHL*2wHYZ`_;$jC~%fiwEwd_{KvH$v6 zze#&r^biXCi~u;ft9TBs%^BUO4Wg^o#?y4)#GWr7c}1j(sfSZ+<|T22Sr6>1%qH%4 zN%x~n1GrC9*(12Wq}{|zQKqS;(^#dsf~yTiiFP56<&Jw`?%N}eW%yYc_pD|k28jJQ z3NU8XET=9G>O1nA4+0iP7)VQ<9oK@U8^Q)*ekLLW62k1FVBt>(_vo6_6Qm)a*XJ8( zQkVO&Tkz4MG|XU6vlU>f2o@pCVWmy~Vq=10gK6NZPP>M{ELeqtOeip>%9q(`SKU%X z2yOT^iyfgsgA7w3rl~o|QqibS1Y0w}`<<d*-uydr>ck#p3^EYrj&J-fK=WvcU7b2T z{3{u2HJ=LeEN&Efh)2eNUr|Hqck}C%qn<6nQ@BV3^9NRDc6}0D^g=Svk8Iewdvomx zVvmJjE#v9^2*<3(1B!gQ3$_Rzep!g*B4ZUxSa}ld=7-H;X?#yN6)H@Z489`!4KbYC zuPIe03=MIuSqnUx(U(QtiU#0f9Akpl=ezJ%^Ct>VvE-5{#T~Whahez^k<qYc5xXg! z_@!e}U`ozwDWQ;;iAU9<MTNRbVTHjD<YO0{<b_Hxuvg}n!f;TaNLL=cZWYW)d2;#B zg+N7+OBxZ(Gxw?sb);MB`@xEQ3lwlSD?1RG<YmQLSqB#Aq^FKS+e{Iba#b1z7pyZw zu0TrXNzc$KA)Dtk-~stDwN@JNWu<sz_<E1O-Ilw#FO3Skd1%#~nX{Ll=(=)tl+M0Q z?jKn(c_~N3_WzFb+mE<C^LZfU9f<CeV|r1)vwDDT`h^@+UUZ=7t<A8=6|Wj2qQHC+ zMo3h576ml9ELXr9m0zmx)xdeR*7P2ifVNg8sv!oRZU0d&jXyS(kG@OcbtKP~?g^r( z^4E@>(jNYql0JH4$;0^bV5R|{+dyxK1@0l<r0eaF?R%z#d1!1z;z~?$@Agx1?F^S~ zUb!j_QQq_;3JMj2b>_}SdgXv{%TFz$k-A+=^=ROv?X7Q*GutkE^{FABVR_5jvDVwg zkBQR&sIU;-hbFxFaAG?HK2`SKjRdRg^QV-%@v#&1i((A~Ez_<y&uiZ6%wphAQdHx; z{99-3`$+^iDACMzljV{ft?>zviFdjl7QZ5YdE_^Ke@G|xEDG+j;$2@BDS2*=w*uUx zrwrf;zD!;7v}5pek0g;~amf>|3^QzXa>$qSG<~O=1koA8!(E5?MH3DlQpR?kC-9ZS zpuo3Zl5%|A^7Hyen<aHb`G@3QfC;<m(f6P?o=Urtdm)}n{S~Hxxr#jL9sMRXF*(># z*e_Mh&KY<nOfQsOc>;4Adx>OHR4<vEy4k>_f{MuYY(7KedEH%h;+>&_ll#FFDq^97 zeRm~dy+fl^bEX&WoOKeg$2uS=@Hri~Bo_&RR4vedkGB*`B%7T5{OYQVL^D9j!uy3M z=T=ebW$a)ql7;HYYGqVvIf&UDVxGa9-eVkWcjoF=6tW-tBoc-;k40dLr?}-8jye!w zPO0Rc+WecfV5lCZW)Nq#9)^JcyXddCPeKj;{*c8iqCu2D{r##Mq#nPc3KGrPBBRIU zbIgLF!hkDb#KZMqU+_;69H+a~NVoy7x4s4tAfh`X)FxILP6yykeImHa2RgK>rseR} z&at0PuCCgcZipM<%q3dEMRpvX)0_d9+7d)%4Aqs%?uF+1j$JMKywxPJ4h%1_^Xbex z>Rb~Vm=R;D=`fAM1ri+F(5hF13wc3~%@jl{;xp$n4V3r%cI_8ZEXT2<S~sXr>WQn* z7IW1wH4j1BWhP#cZZ?r$Uv3Zb@n+7LmP2=qPH^?d_Xs9=={BaPr{;e&@2~+wp5}ur zW}`e3`B=Odz!h~X1aT3Em}q0`2@jhuBX3Sxsbmoq_>L3JLc+;Xu*Q*#{jN}51n6HR z3g~`*_cv$FFwyQKJ>5CbL)&A8JUFw6Y1PNhTsSgkr@3rZ7#SUfK=&6O!r>D$2JD;j zfZL9}^H!c1s%tMm_16hO0|kI-Nz3zGe+q_f-WwR}e7P?a>=;A)n}0Bd29mW6zwBBj z=|mw$^(3_`lnlX8Hl-#dMv*TdMT}ZUb<_($%-g3j;Z>IuRCx1sd_I`vsi-RdcFl2m z*su`<asL#f7z^L685aw-1U?0w5C&Gif=BcUnL6mo65H%%-^;@|v}+6e#dlt-1aqOE z1AiOzGN_repaNk}b%8n9P%DE!D|zE*7-M|pJ><+xhiishC3FTRlM`r_uinGqKH`N` z748YW$ex*JHfnP%$8Jg9Y4QB<+cehhZ{r$mXLz=SFP(6Xx2gDS6>Imdca01|KDH`3 zTvXf++WB;#pVX@YtQ6zAWU441aD@i6$uVh2yF!CzWRrCB_vpM~-0<OA0yV1;8-J0{ z$QbB&O2IPzdNVTnOfIGjW_qEg=GO%$o`S!v%hOh9xGTfC#XPc6ak$0I<c$;h<nimM zj4Nv9O!U*!{Xw~zT0ItHA}ehp>80~x^Pq{BcGKU+2&jEfbiBiAarpB`^pC<-@`^6l zx|O?Dc}BFT1-R?I%yt-}sk?<VE5u5K?6~o#U(H`+lL!fkiV5oq1cIy2=wA*8QNQcz zEZ(2*h0?dto}L~<U#bC?FLw=@#|HyxD_-7a+y7vJ|JH}R^GsEOrVu6F)YNBON^OcS z0c^&v;sW)erX-9+A&N*nPD5-9kV`Nx3Ae3u!*mauyOr94$~9qZ^|e(Y@|EV4;w2oR zHJ$9vG+A#}R}I;zyRHjRl<sMGtU;LCc)SV-c+mH(*Y7>`KlDA(E%#)Mp;uEe-0rA= z81F&ks23W)l?Sk1Y2K8t%p!eQt?!|(LEVofH$b6dECK2#Spn+CWM6@B)GRgudmbBA z`I33I9M<oNJYTw(wcpP0Oc$4DL$OB{2q$kzX#M<Y{>TyIgQ3As7Rcs?@LDZ+#tq*Y zDp8=yqPBa7>bb_j=Aj1uc+BkFCu0)Iaa^W;f^ie?b3XDQ5*yX)lvJc36Q+Skg!W6C zz6A;jMhjQWWOR8yX}^9uDEKt#Vd^$Vowv0)AAnZ`5lhvM%aL_NPG5+59LaapS6CfL z!bi#A?DIxf#?yt1y=LDbk_C>H(wY8=Q3u(lAgS}<6I{Qg7wb^Jd524#sfTr<-?hC= zk1Yr0z<|nOMIIqccN??YCLJryu{_g7jUX_w(Wh>6vEo|cE8zXOhM&<Qw%_At!6b(P z!?Q_^ct-H(nGdbVxMe9zECR>IPfn3b86}NcZmHyFT?(m21?F=M*%zqUO{yMa6F`sg zJh|TMaU=GhVmuTgi>r{D>9s9`wZ8GDo-bNQxa|?V?C#Gu83JivD$_sn&G(KiE2aT? zLyU)R<t-)i2lonjCYbvEP)91H2-N>JMqOeVW;!<P4fe?5VlQ#bt2QrqYIO=2$QZMh zov=1{^;y~hXn3`SaWoF9w@({*MS|e{7&O}9x4&WM^wq_wt?roxWP@6w7L&c?e494J z6Cb08-B#P8vLXTD)ymjZo7^H+6Fk7g#SFR5EafKC9Od^3rx7hU<Acz}QOE#b<q?41 z82MY8i3i#u&JCK4$5M?3k#5yUU`>ZdU$2JO*{d86AOGS_aDr*p7};y5udeBIRp)Y( z>mQODAllMbxHDp?&QMrzv$oRimU&qJU_h`MmtjB#?gc&x!1dv_xE`4+b5j*E<`Uap zQN1bFz2AI2WRvj6Q|126uX?p8C8r|Y1FT(sCamMbxyhI5!beBSySCqI!M+{}N1&If zF4VWbP1e+<58&>l<|X!zk9GdbA22E@Dbjyo1i<|-C4e#!;gLbeUr=G2!3p7wU?AB3 za>8E)kN6)aZ~^`?4P{XPT>o*$hmPm^AMW6022E|FU^Yinz`H;}e1wh9Lixuw<oX-u zUxInvf=2?Kv%%9r0=U^h`0W40;^z2YhT-P?j|sQ|&4ujn7>uBE0(iJ)wNT^$gb%|K z{L2SksMx?KL4R~|$Ke(KVHh3==D$QF3(3XI^$)$^5pywf|1YtSaIrA|Z|4JFxL8;~ zn-wSokX$UR&4kYIqhBFdIGVqOB8MS>gls-6&yY@d3%C!D(;*xRvl(g-J_81V<u8MU zK(PLcNhn-we?u~fbCPg<ROuhb6q1XLwYhEr-WnEyjpN^ff^+?oqx@fT`&c*EKPdN6 zJvk&c!2c|miwzW~2hH#?n7g@a8@>${oc-UbL41(U-vmCt!gE1EumJuC0(rpMLHf^7 zSReSujm-XcnM~qrBwQTK|E0mf5^4gD&};&Z$kYnK@!!h8IY8H6pfQ?R2N0{EK*x^o z3LjaafcQrd=^;Ll??0a8LHf@K{)or<pApQ(`PT>zg&jj|h8;taY=iiKy}#A^px3{+ zcOH*y4*d_({)Nh75b|H#+XNxYK>*nQOA5fztdoii^%;^2!1d4Q4^&hPMTP~LUBDtY zxAr6Vz=4+Hk+GWNCXnwTJ}#aASuHeZc^a7&v<5=P1QE|5^P+HZ|5y2s6uJMW^4zS= zpc&-fBOjL<Gsvz4h8l(Y|1u;yD<|kW`4cU0-D&kFI`B}>e{fVp(i`Z^3P@Z!v@%`c zRmilMHGS=tY^YSl)(Jn^dw+Sy#<b8(B6zYsoIx6Zbb_X@iPWKY#mU{vG|J>YOtXhk z7-q+jbsuful$9KG7HmTvqi*mT&rEXXIiS?P)L@2~>=vyda}rF^racG%%Y~1VmEHz| zn^QH4m*}UmqjUtAjJQJx4uDNVPc~pdK^2o@O{8rLo1oBt_QxaTXH)W*Dgfs~JV98K z0ymyBX9DLkMM}LV7?M|1)?Yx6*#euIFIdR8IuM$i`O1U|CI<F%FSFFhxeU|X;O0|Z z0=BYJf+U(g!yecZt_7H%9bz~-=;JrcKORz)7B1BIQ1ClUI)f$V7gbEKo&Yo`Nif9# z*bWj1@O0>Xzf$@>f>MwXIFgC3kii<w3CuJiY>VeOd>xb!4_R)%6}&&Z%v$^rrUAZ8 zT#3fFtPnw|G(UoYNXuqvGhHuDu-tPOl3Jsa4Zo0^AlOF4bEyFs_8Mupe3lj<qz;@q zZoiNk?@SVTYxW*>I7}nnDVqX;pip;xCNor!tyHtWsWD3(av}W`wmMT#3H%L|zcSO* zqzEzu8F&edb9=ZEx^c?{#l0Y4C*sN)3^uO(s*ihI?6)N3GrGSKzo)s7BN1Gk9~1+L zk^o2)Qk<*>y$`?ARhFVR*N+}3JLqNU5=S^JenZWY3QvOT_h^j$jSW`{LH^e7T2d%- zAn_h9c>ZwMyD$ODfUhWNShr&&;<0P}`wy-%oN<T7bb2#@T*uhXq27p9LuSftT^hp) z=<?*$(Lcq*qs36sw9n(V_<c;E4g_)INn-(SuPz#Q!ABP}lJQloezXD@vP@FHb8o4{ zfcL{A14}eQAUAR-qFIhRM^2ZC@epfQ<Jw?WW;G7WOwQ#EKtFsoNDO=S-jF&syS&3n zw~<s){?ZrGHHlq~Q?YDwdwsT(uc;a-)d-QXg1K1V@7W)~@Lpe)VX3Rbu5Qtqx-j0Z zS!vq8U-xRKl9cG8jFkvncC72{OjXN?H08`u?RVkUScu%2t%E>mO~ObQW6ARGvuvWh z5nGq7h%|&>=`T#5IJm8=Zr5aD9NmBR)UC?M@BD!?-xVn(wOeUBBIU9%ewFIutS*z; zVbmWAe8q5@+zr7so-nA1y!Y<JQ7etZkCE#Q((W<7lvv;#q=E&urL^=S5RujIlx8oE zvh75bHBDM9v(G#B7{6SXOpZ^Q$t{1E?Tc^~s!^-1Nw0w!51E0tM%DU`I9nI``7Vb` z*_-Vdo~!13N<Z)S)oBS(CDHX~^P;-)#B=AhvxdS%ISd|ye5``{b?5V1&25{^UPJqj z8kn9>-y44ET9kSLRog36?>(hX{W+i1@72u9qY%@$*n0N%AZzyb1@sAXQbvE;H%1@f z(@KmYxPD`bk%IV2@CTmLrllV$Fe#*~yY$}KZuRAJ3jWJB;fsgHhW0oW-NR{Xiw1yc zXRY{Ds<BWtxgv9lyfVF9cP)!Tih#53eXcL|JG_@A@}p=IZ~?uMm2-F5ah^aYS*F<U z5#)F)gqPS8Q9O>djF@WjDMq`eG5v_s;|_jr&4|BUjDE?ExhL$ax2sR*cd{(GoGQ_- zn5=AbA?K^?y(j0O+OLNE4Jh(G{^+PnYKB@<oSuR=7fThZC6ussQ&l_enD%fezZP0M zr$|J9dWjGC0SVHA@X12Lz_^Kiky0Vqj5pN&s-7_m;O|E%1*GGG)i2Fpc~=iCRD?<W za5vJ@v)&rs<;ty<%K=_1c)C>tR0{7Dez~*)^T2di-I%mhY)zAhKXHAn@>MTs<N0;o z@&)68|GX;unb%1x-%<*h7lGSCi9^a$U6W%ITN5EG9oUR`Ek-)|u=H(K`|;DJ3V|@f zPHY1oJ;kX3>A9=s2IIGo;`zIp1{a5?Y%?uJKuEI#;H2Yoe@h_pAy{Oy$OogIKP&T> zY!F8_OGwNyn>0)sjot1&cZn@_O_q?Pi2SNsExEH9E}_Ut@Rq)zar2HKeoDF$%*l7v ze9iC_0Q%(iSnW}E^z{CeN*4)?ZK^T3V&%*05m7cS6m4d6CywP^84r<eW)T&+z$+sw zC(7ELsjX7`6G$(h`8=>w!0%@`r>7lRiOG{nG3T&ctv2@!*vJv+3RqrBU0RwtcruCH zG&}G8<tB()>t6Y~jjd2GcEQu&e*X3mp}c4jxHz>3h`5k0+11(CP27xXUfk2Mx>>zn z4LF~}pKn(2Ox#TG&7EA@^U2V;<a`n$Ickyg-vZ#n5&ei87iiZa78m~M94EDaR@hmA zn&4TDDliv%{c^wEr%vo#vv+^qlTgcDVs5z^K98mbm!tJtH}DH#0#Q&@+Wx}N624kI zV7AhFwr;dS{?Uq1<NC371S4ag(L@m+ah8n7yY->cPPP+Gykl6BNFf2)KAIMIu%Z?? z^twrmW0<d9f7Mm`wKfcpIACd&i)MAe;0Kv(gi7cB3vDaq*SpRW6k9jwBJH7Q^ha_p zLfDYzk;XW^-PVXEqsB|=2wmv7SjRUdV3c+jT&(>Y1@ka!Oz*`O8Qc&<$F9D|#hV&j zWeAS%qYl!$?e<E%eUWdNeaBsBpNi5|cW-C?vYb{#g_3siPC2F;@-8h$L`9PC&5J;_ z($O8zW3wb_$!l}5iSpm?e7FS3Ct^e3wdB!t)<>`PQs&WT^VBCN<wedH7YKK9x1-j2 z=~ee4@cca7^Tk(W?V@i|G7a_%sz}P(zUtE9*PB&`u}~73rT0$Mwm{%oUJg-?%&{3a zD1m@wBAX!JN`_l>gj5OTqf7>Z2IAns-)KT5|2fpTO7QFGjq2+dsVtAIJa^yhKH3U_ zuNr^fxh`a%d`?A)93l$P2N~@e!>9I@CEV}2K(u?wOd9H;<M(27kthiz1P!`mcsDa` zO+jgQdJ<gWKZiDL$n?*B6N#xH7XF^1kOGJ6_S@taT5}iiQaoG~tgRk#%E*E9=Ld-{ zfwMS4z7rgqcKj{@>s}`cG-*1U2MRPDEol-Zi1<%oNrFhg0(d|K)sBKlOg{XfGW)e0 zuw#&aONP?T*TB|Ev7~YIp4eGYqD%DYr(J^cR}8>ay)NIc$%G_MCUgSKYb1xu7yqv6 z_Y9vdtz27r#oIf7#J3Tuwb_a8{U!!zMjCr5e;EYr5Pun5AC50a&NpfD0<*)1ZeBN^ z$3E6@K-&Y~)H3o147nEu2Xy@cj{(m8@2&z+VgHBjV=P6<g@E`_Z+|r;aRmw|1T!1x zLqlSLtSeBsAeh<z753cBe_7$*=Mvn^od2(|=l;Ne4`EOEfd;h`A37fW2MReY1PjZ* zYW07gN03#Zuz#rgzZk>K!uGEc=Op1~VF%@HqcHpf10NI<4+YNB%q$EWh5*j}4;Emh zT%#y_4EswUM%O5&u;6Te<u8aN97+L_`=19WAA4|{g`ZGX5FoifnCKfGGzKKg$3vOF zTXH)zZJc(vKD}q_^_0*lLkm|oad<gtQN+=wb&m<xdATH3(!nP6vFX3mNSV4?{dsAe zV+E%|s&83+6O^(Xu56lPQfSVLZiBJOBqY=$a*-EVm=X=;v)10={4QFGfd5T4JjP_# zalxH9sP1WW-{X*76(3RTha{%7{_aB5O9}Apx>4WTne|Bi?7855e;OErOP`C}bbuc$ zO1qHC7_;$57@sYb*G`eldClFK4hOjm3VkXAKqc{&=o{0qt(MFL?zFT69Xff^NY;5F zMXhS|XfPH_2g`BY@D7PxQ_Eb>Q=JK~!&TL=I{_L&CPpR)R!m~c7o_T7LluEhnM`2n zL8PGy<t+PTLPH;iSe>jr=eX_or|hj|b~*b`L|62Y9z1eY!BJIWrBT3z-^;a|c5xk= zIWG@ZH_r?rpUO(n;iU`bey3!vgyP+|gtG7rHG#Bm!*=t(sM<5hmY=&MI)C%?%a=X( z4<^Ii9-TOsgkcMubF(l07Pm<OIOYRpQF1H;-s+@jxnNaPuO@yA>#b=q1nWmkNm@q= z#ZA8?81I3wFUDzhvvtuFBCMpD7$W)Vy##QXDl~r9^Zl|(ar5oEUY>p~Od=zlj}8l# zk6l{;+BH$4UR0F3&mWJC6KbqukD5|II@X_!-Ne!<t>I)*Ar@Ddq=BljXXk*gy>>yK zEADpOe)^;ZJyM#KY+fl5Fd6|2nKj047Aa?mmmOLIJA_T$PKh<yOW#r10~DPgEDxgf zr@XvemZL=V6_m>KB|Ga0Ki@s~zVEwVH3j!#1e|N||LN7AJAD~;`pP|KW~xh8pv4v9 z9sXv~IYO(=DpL;S6>H%V+aU%_@EO>shC!~Q2>rg^C4-4R-foCgH$q=uSnk3a6R^v! zmui_Nf6j~~?`Re53Y#c54!*ye>#S*OH!a-sS;&{4jUy6&3-{Wy{7U&O{WcC>!9;VA z8NG+Qnu!qGA=8Jsi>IJDGtqHWx2I5qkmHvk8hprBka~sWlMCUtx7t0Be%||yv`4Q> zT{uzQy+8eqiSc<iTse-}U8IKJ#u6_VCb;J(FYfbGRnDcMlUx~d&P+y2k3%K)IeWdb zl!+-<Z4E-`I_)55+W1w-=qLEb0U=ZZe~o~bks$*GypVQuM={Z}%Xg?ZuS#7A;l4hU zN^&}fSHS8~?xAZ#5F<VCO}luXR0WX(UCH)xQ5gHp!-7bO3vBQ?^%bgz20;>W5LHgR z@&1cz*+RCayD+X6LsXgBy#dFdhdqdN+2!e;fwkg6cOE8j7%q#N58Xns$45ZLd%UF6 z4e`gLapPmA4_Q4QWlLK{8;bRae&hr!D}x!l1B4QO4|%iiD%BK_jShJU+`1PY;eu;i zpm=%x?Ia}idFY2(2=%H^FxXdpBH0qj*@;45LTn`jpZg+^=^t38=$=QhfkHBQ!=f(c z;<y49p%-IW=G0f__7gp%*95k%!br7x69vJ6+n*KZQ0#cejocrzO}If;KCDkQrZ^8d zQmn}n*hFrQcOwC%_u@BO+eEpZjIF`Qk|V;6b+22Y^~o9>TP#c`m!_%csA$4_?3>-6 zNT7><1&N?aL(O2Y5x2M_9tRT#LaWbClinf<k(U7%@S)Mtu($TM2YwVEA<LorUuAeM zqF|m@6Q0-n*$^6*M(AGFo#kGgFIxbojM7De`RUto;0Ol1;;Z6tTjO`J)%DB4<IGZ7 zw%u&TRz*B9Xr$C;;4^Rd?v<XResD`b0|W2Zdfw8?k^OxynSW`fN14|kdR|^u?bfnU z_VuLj;5X^h0Cg^Psq+}WKE$LF&tny?_HT^*=3U10B$uc>ZGwSjBt`$?=?4^sz5Bgo z1Crnp)9h~G+t1R$Of8>%z8ef;)wJ^|JUlHt+N$%~)R1%LIcGi0xO8-y_K|ZgFCo;A zSCP|0gX=?VZ0v+uvR~+73-o9wto_rAW2<cB35TL@o2l^o%cHS|%7OCz>ZUK#%<`$t z;$>0bov77;%2-E~$iYMO*-L;z^H*BGLB2LG9d)4Tvg7rkyT`R7{Y8S-K9g^6@F|+k z&lu**AeMtHJeE)F6*Frq?zW3yHU3+!_2pBEz4Wbi=ed~Gv~W>eLCMOXoU{>l1g?9v zrN-8`IQQ(WQo`C+z>Bk}`Z=<da}qyQ&T8-8Y(d)O>g7!XeHL^4%BRb?aUn)&c9M05 zgG1nxWq2ylPwt-F#sDGMzKO4kPN$N!RC~GR^M}Q7S%=M-kj%NSJIPaXlpxUsJ7Wb( zWBk0Kkmc%-e7V^sbV*w$Yf=%bWp!OY|Ag%Hr?~OgpI3-r=Plob9f?<k>XUOSwm%~Z zE+&U;88&hw<urU=K<uiB6?LsROhkf5k6{Jg4<;ZL|1sx^__Jb9u@e_I^s&9u-hgmg zVWQdf++Q3o5!F1jDtdZHKMET*t0!Nwn6b;xzrt*ZQ>P>$nO8m6gE%cEL&heE*6#Mn zXJ?tQVosA%G`a;y|A?A86I`Q_4zfzZyl9t)IyvwkuN=N<sT^7>nq3P-yfgR|)HMn; zYoW70CIK#-aJI17)UPpIoJt-p;pxG2hndL`SVWtVoM@DREb4G_=2ziJrDW$91oVEf zeTHicoLoW?Fv{ySqu){Z9reO(hPBZtl+_%Is`>fF5ha>@p_u-?q@re+DFKfLm4ZXb z_6rB&gpgz!6@ZPNA>Cr%F_ZddAloUB0<Z-y1R9A+#!+G!5~6OY#=gDGj&y?XBgP^U z15%@xi^%eE7wPW{o3CK$(1>vPOk-S8y(QW{7UH~1Immac!KG2XPkm8)1FXka5QxoT z1G<P%Q^VjAtrJD;m|F-?W2#{m1H`W|?BdmcHxv5<>xn{-zY=SXT_jxP;L3n4B}kj{ z@~!8)4sOmfVk5O0g(m4|;Vxhnf;>!u$!ip|m=$%4->2)}&F9XMtEf7C$9B{qv$i9Q z;u0fAd)k_PqsB`kBfr>9w!x0(qVIk8)`HW+>TGx)OM*$$u<(2;9|749E0Fn>i7vH` z%)n|vIH0|Jj@|`>$GYEon;Qd;&2ZEFd`nYHsW(Z;1Nb=w|3t!1t}Iq?6MFxnGp>7a z>VdnmHw*vAscZ2xHnw_z{E}3gP^WCm%q-uf5#!KTo6=;ZQ}S!NhiA^Az$KrKiE^Zd z^yK!K@dMwC9t(>~k63z|af`-__58C)e~ftqMmGdCekO@7tRe1ECS?V%&N_C?XkRe# ztzEzT#k*;eZ{f@)S?S`YdNiB(k&;9qc5usptm(}ik+Oy;ZQe5^oY|RG0nJzYcP-|M zvZ-kVAslVpySu+6v?thTkDip&LyI{Ic6Gt;<+;Goqc|Cq9EagJPjBiTYU?a79mjwr zS2h443JcB7$%}VdfNdu*`x(MH{Nlwmhpq@eS=-{YX_Az70{UCPB}qA?qC}_qTiOD} z!uuy6QPjpAQ^<P!?4PiLcac@djQj8a!n9w0{Hu;X@e3?h!d+@H2g~dftoci$Ddl;^ zJ2qjN?@+uAY9Z7KE`NDSN)i4DeQ;L^P%*epS&k^Td7kAP#i@z{q80?+=iXOoTl`vn zsA4d_DO~3y#?DUn2)NtLCkjOg9xcrtDoF-@x7x><4<_~7jaRfmDDPnEGL3H(es510 zyauO?y}x~Ofo^uoFmvJ(RC~<aFAFA6*NL_mjMy&}&U0f|EytZniKE`1W-UNC3!k-n z4eGDe0JWRz+~jWpv*p^UxzU)Kalx0VBC~68!6G)n<hQVkHVgt=Pr7(CI8S52m?N^X zwNBs{RBRSM&w|5&9aAKGdVL9qCC;E+b4OhMqpwsmh%YO5p?j|U6=vDu`yye4N&0#V z6Oyo(?b4>{f-u=$&VyFUIl^%5?ua583?dg1DKwwERzq?j@SGaKWbNQR-bQDWoN$X^ zq~nus$4uXHQ=4AuX96HJ_h)}P$%xjz^D$CriN~^8<au|=e%{X#XxDvVnDwh2#Gei2 zzPCSx`zPI7%oF2eI!u=uZ7!+giLOc+Z>~odsQ0ZXyh&|-UIJ+PjrY6yNtK4BoVBEa zgPCaq&)*jHjkwNY0j3-7P%bNTtV<cX0zF7m0727?jI250;Q0ZG?fwItz31EOG5VV} z6QwmHuq)#D$HMgc6xJEh+e*TYp{-X650qD0tMT&p&7fZav=u!JIPdcBt<{fjqXmB; zFu0v9{$dqqq8tSS<W~ZNjmpCMza}^v8z<ZUw~?wu>?W>7uT2VZ&~^rFoHMMxZCx%9 znqit1LuxMJdqV!v`@`ErSOOMr6P5<D5(%?8N@y?JA?G2lnPk6lsxga3aX{}f3msM@ z3u~y=KF2NX_6o}-!$m<Qrp!!Dp}i#EmrBuI7KSVWisR`pXFBG}BysY51K@F9P>96G z7Om)ObMs=t0}{=Z!JrV6fiIR^rou#L(_xlz-}R}u`JiDcBk<Nfn>G#v5m}$+P8p?f zL_md`yE7M4)=&5mSEk($`0ERk>mx+>^t1>;z~dACzBfmEDul#a$Oq?vUy)p4{(`K| zk-)t#_!&o@_wFc29Kr}ilMU!UpkMRo85d>3m~fW5R0I})wn}$ImDb(PsoyJlAeYM$ z?g1N3MLk!5h}`c@p`*3rZ%$#Qu87AM*pe%Szfh}xt3MfVI|oN^Ot>;6Op$G4NGc=+ z?=1npP611P3P(c%hTDfZQFHWzm;#pf1#Co7FDe0V58eHHpl8$-E)H;-<Qvj&|0+th zbR@{=bis`+1E(mdJus@cnJi*lcl0y=9{)3Nc;^NB_s>!hU=;%i&*rY6eF;FcLmUY= zUp7CgAsvm>^c5lHwtFCyo+2x6@}vMfic)~Y5ZE8`<zxyK%2f5d!~y7rD|$_I21qT+ zoT<9PGN_ReBYq0FLQLS<SIIpCcfV(QwF)>|G%*Vi?_aIbT8?3&J{rLdA<h9q@M<HH zj(vU}(KpUGw}zT<2yWla3wz#PAg^~8J%;-VJQoO)&uhvKbk>n>?l&W7J{)c;F}3j% zugOyjmfkEW7Tdg*{nSv@)5kN)HVL-1+4#BqdWkN)uwKJ=5e;DUB#(O{QCOg>`UKDK zcw)Hp2*#^0ys$4iEM+0E_1A^QjwHSpIduZaeGY2!e|qvid%v8+v~5m?+?S?D!|oVN zr&Q2Uy=#o4nA*7bzLfItGh{e&(reXNWTmRsiy_WO{$V_+%1kODR9=Yqwk|i)RN42F zW+NpZm$6j|slpWaGc{X&<T1a3sz6CL(m;8#PfFPkiHIhIA{bXCHNR4`$IJyls~{HG z(qBWMk|<Ss!KXDgAXc9$A0hVT#DSk~Gt5BfZpDLzUeAYm8ym($T|r!J1v1+qmJCT7 zw3F~QMO1j-$iG+2uid^vB&5?ci0<`yJ1v3VZ08X8h93_MllhSv#|{cps_!?xIVrD| z7L$*M-Hz&&_=-E$XTV>UVWfo2HfolQrK85lRty4dc3lz?yNRi>CiAA?=|5hIc)^ju zC3!57LqP;#SOzxyekw^^+_&dG8^*lm2x;hi`cW1-Xab8IVI~oq>i(_satV5rk8Xf6 zDZDI~<!1tLtO0h%V|gJmgdqBg#Em}~5p$W0eSmV1LzRk*Bo-dVLzTVIS+tI?J!ij$ z#$eOaRWxCp`&nFOzes{waY5Y;=lkh&@}uteD<juKZm%`W+j`5Tx*Y6v@9FjNx@hd) zy1cd!e8$TMr};UT$GVrErN~4^J*6*EUC!MSo-Jp<x+bQ<&~l5m-uir@B%(0l$ai7L z=NdkV_0J5Va@U05;c-Jk{?4Lc-vsq8B#uU46<08Zj9w2s?#JXLvP*!bF6t0$!VF`( z@w!mCLV{dHP2`JW_Fo9tu4H$>!Ra>1hazEi$){^a*#fxrKR?P9<22}2amBiK@r1$2 zwey$(2bj6o;7KS#%ppYg_(D?chq&0$#4w6?(^pv1*HG7>2$>Ow*po!i(LN<6d;%{d zze7q<E*1fEH}Lh?CC)oufx<yi`jWNZ3d``z*u@vfus%?mz*jNHcwGGqcsVPN9jIy< z^xre*cr4G!M!k3)DyC%f-W%dZl9fx};7c(D3Va>HQZ?;#N7I{5m1(FiD$=ofHIfkQ z6n~9R2B6N|9|$ezXgux2yBwvYd<^he_R<6qJ|<a$?u)r6}sd2QLYoQ(+hT&ZVDl zidl`HTh-1@|MAD;h%cd`m|w(`(x!u|JE;it41YOrY*7a#SAdmtJ!08+LQJT2KOt}d zGyDo(DZAl8;D;+%mjJcb>+0D=Pe*v=9W~h}LzZCaj-&~h4s)(^2ptV<+ZdGvr%-ou zk)i$V#=wH{AO>lvmCV%$X6OFlUtT`|lU8G>RtgA{2jwe?WY&MC5^0FS1vbh*&7T-j zO0UMYspU@*pPSn%uU-~*BC>8!WVKNMvpAcRCv4C2iDPs;b^OHjpKL-bgQ12l1YBcZ zNQs~K7-LKsdDA;93(}YdrnOrsvJl%Ozo3}HWnk7PYSc+<-Hq0tPIi6`eJ6Oiol$S# z?&7O>|MB9aF!^w2{r@!8s7iY#qaTOw@75AFppi|u!IWLtXfuHHt=^QrXbOF#jF`&R zk{V%FOa%uqN<<Yc;B+un2$=k576de<5?<Fv9A4xo7n_rJ{XKCbs1Ee+@2~KLZWFDx z@6l+978V{(mkqW9loPkb#Ye*qG*k*XonDMo<L(>I-U2)wh`wJ3Zg@I!KYwNPAHku6 zw{~75*U<>qSKa|8?PibK$EnS+V8ou{a0Fg%r1knU|7Kjp!H~8h%9Fr>REv2y=SPiE z5(xJNa$sm)B!+jB@6U^0V}hmIJIYy*(opM;2TFVG_0W*Gs^4xAHbXT6u5)|e-32!$ zDIIMxFqM$@&W6a$*SW&y?dCaTOZi#BA8+qq9Q#G%_!fb&02YJ0WZAX$Ob%9NoZC@3 zM)U-0RzAhg+Y}HDPkYdB7wf$5tzx#>i}tHnUlNtf#j1zqHdJd^;Y<DRzV*5tsnnCR z2O|~I_(X4pXqiik$s*`;Y&gk?B?kM%)#fVhtNIuoSvj5YZbxd|KWrS=WV=#+wdqSN ziG>!<!p#PLep+SfdOdsu+~ZSh)lZ*B=z?9nS)iGs3gQON!~Rye;?5yS@5N*1eR^3K z5~>am_9G&nATp!$2($f~UEBcM9ejCGjHgx)OC7k<MDrL*$Q|fRU5;KvFXKP^Vw5Fm zbAi`*%s(I#o*=c1g&2|Iw+Oh^zkBbIp+jz-wz>ied%(oK%3eD{>yD5HOuLcudzR(; zm711N*RXk3rX6jcic>Xo$Wh;*yNl)E(}UuIwFV@sUu%;BUhWh{t;*6<yr(Cgq{w|= zHZOO}Q*k1tNO>?3U6f-o>TDv@bIzHd#7g0YYZ7?6@Kmq#KOb8mxYu<JB&w|CyfrlN zDXsvg+459GwVeTMdFw>+dSs!+9hz0nqI^heJS!3hCo7E&gQ8RV45Z|`4t~jn)Iy#9 zkVc%`xd@Z}=aJ{A1G;+FKx67(e6V5Gyh#F}Wy>G_H!4e(KOl20F#ENlg9D0Gw4xiq z#Itr>jj$-ASIfq_+h?r*4-w}SoJq8((b%?a+qP|ECbs>@$%GTzwr$(CC$@caPTjiq zrE9kyyL#{at#6G4NvIqwCYuIGJpcktGwQ~Pp`kWzVO`jnKW=r&Fa-(Mes_==Y%7Jg zY$-YT_FcaP?mUNdUc-9s*uxce&pv;8^x*8+BR%NGJkYN@`6yC8;DYA?1S;RW-;Bip zu3HO;{GYS`In?Iw2(H-s6t6DC@_#Na{Ndm7=zxbd_w-XQ{@ag}gGw9(5TUR@`|B2l z|Ho+(v*bS1!9lG@`{s2`4-Qjaw`E5zOudcsgY}O{v>~gVBgeK4(--y)Be{ax4TB>& zv^R32BR1O|_j?+OjxAA*z%elKYEgz~tNvP~T#|s(<NUG5q10>XOP9oEWX=_P!LyH= zW*dqycR}IZK09G^LEyqUz=Z+*$ht?0R?`5Ye96YAnQQN;kbXzw_kc2ZMDay>#P<4R zg$&-o++Q0Z6B6?EtE=g|c{f@a4I}0*6>v7yUW&aWb^wd9`}(zL)M-e`RyWc?=uHlB z&)HIJD&y&ae`Y7Ixf1x`j4B;?rS;pi*O;)_mQ{<9QEUiGU{(n}pott*W^P!1Jut*2 zgJmp!h#rN8OhBk-iNyUdPx-p>U={>~f;~WV2ZYb3#fR_{h~IOe*n+1#-S2(k`rhhc zS4;f#+7mH2MP{Jo^e==vWy5U{H+%;B!UltFq{AuurMT821qEfCl-V~L%N0;o_JTQn z*Cd9r6e%uu$}7z%U{%mbN7@2kW7JYTaOQ2M(KSXU&TpmuUmsD)gDz9vb1CGy8!?zZ z>mHu_!$vA@TI<yO@<TcqQ_zcW(wWt7+*la57Ws2yN0##RrHPXL!pn4%)uuqabqlg4 zs15Tim%Eh}dS8F#ncb(b*urOmwPHRd$Yn3I>3^eA=skjb04^@RyB7V$VX-Svbvp+8 zBq6b@g3tY<cb9Mp%koo9ovz;GW&#U)5BeK*TCbc9CXBp=`4!bfY@u@olQxJqmZ%DA z*13&<L@~O^2T+bh=E?O@d?r~@QiBctE<he3xaD)$Wdx}6Nthdstih3?g!mxw+pN-k z=~u115?HnncTde7+T$e;1W*K0_`X8=dBoaDV>Yody>n;;TT1dc%T%<=s1aVgYNdo) z-HFqBzRAhs3xMq>#7{wX2SWvAVq$CQ$44{)1!3a;Z-pmCfCdpUC7Bp8<3Ehne@Z<m z-S~(YE#)ML*C79!7yUOP0%K-k;ZCMN%=k~`$Fl{E5|IWJl>3Kw`{9)+;n|u0Z>{!I zvh`O5rv+$jIBiIv_#SIc7JTIPZ8B0P(bn5=S4W_TJ2i7yp97N-W22)O0q0h2)y$j* zNM&G9E9WmemfI9SXLe7gWfP28q#7|pQ4kLirD+f-4n+;TTcly4^sq;UI)qB^-I9n1 zLk~4VAw`+;a6u6xG{(tURi!<VdCX)s$>A(zBm;)A|AF;lluwI8VQiBLtU>WUjP<2F z-5l*I!TQ|Mz?l#QRKnz?!4Z=XO(Z&?wVBFT1{3fPB$yz|X^YyEsK&6Mi7=rTQb@C) zBXf|+672ViNRpy+N$A|j?GTj_5Mnuzte`LzBov3C&GYV7K9ULVa1SL?ijs7R>~D_) zlL2T{5rf*Gu*fE&q`1h5z@3Uq34r&!ebmwo#-PS1Q;j7|^@+I6Dswv%Lx0ifmHLOM zq9ufKBZlAkKdOtqA~Tlt7ysd(WRXoKqLvCa)yTJb5l@_b2(OJ=*P&r59IfO?BsH+q zK?``Sr$~ZK5}q3)@G!C^>&L=!91COq3kM(%Ue`UQ#(1e`plM}dx<I$oTD?zC2HLFM zR*lz4K$8}k6#iQsl9Zbu;eUvNpdr%FErvuc9-^{Q3h(1jn~S}NS1G1g$K}ALEMv5U zpF~K8`M2`y^h%7#9*9?33|&i~GQqI$>{mGhv;G(mp~F=oIiXS3c?vx5xTUbN@gG3e z@@Yj#q888-PnK24Z+D6%m<PAvxTA0=IXRR{ElWs9$e@c$fI0XCLPhx%#9CxKHs%y> zz!V)reNH{+8nU0zk;&gI^n#eKhL{rl5-w#~nW;Y^^V~7MaEq@#t9>R<&f1@8_yl-l z?`wOdwC6OuGk${JqJU=sm#vF1x_7|CDeCo|m5;V&LOsn(X|~xx`{bQ*hIAkGJ=`M* zf6);U(w8v1u>9@C>pk$-=J@Wgpe%5uqEs<qWH6ctXYL*eIXc)1)%tNF!df5j#I*KP zyPs~u1^GtCktTTW%xVHSGPQOaoCxed2=p^#-or4_m7y#lH&yWTF#fH9Of}$7xt8kj zQP7H$PL!nU61w_GiFnFPdcN&KVDeIH>oh_ZKQHpzBA9*RT+hwg%N@VlM>I$Bx8nA6 zdVM=hdSUXi;S1ecZOwBP^1FbM@zZ02B;{rTr&e|85)ECW>?!Thm*=TK>MsfEnCzZW z!V<)i=8j1K>d+zT9iBkh1`c4xas0ptT@T7CP!Ff=Qp0;}Tl@mKZ(8f=TJUSY#(qI^ z2t4M?N+3<oX7G&w7Qb<-Dwo88C#Jd2L~KvPCaj6rp<>@n>ymrA&o*~hTmkY`Ln|O+ zZ*vo(qUp#b)HX<6*s<exCrmWH`Oh6oC6>+|2wXCEqSq9qWc;Osb^v$IQ2_|3^gP#8 zN3{h_6!qzG#rf5vXNo&`!s!qZ?=XR4A)g!D`D5*Y(1Aj{F%Pfp*_<b^*TD9KX>u2R zHLqJ;yQxCo0WgRZenC-PEX6<8bu3$cdkOIk#E8=^X=a9d%tv-v@3H;Wf?HawG0{N= z?kQX>;?DD1OWx)iML-apxVW>8mr2xR&fdQ@^S@@RxOp=V`*HM1$vF4nBYOeFV5$|z z1P4ERx~8ihi$Y4#q2x6bss>4fFY2Gn8B<{=&Df<RK?`@MI3!Opy)W%h+h9}tW-T*) z_9v1$mkwt%<ZUI~(+~=nn5ghLz{LVJt+0qWdBZDsq^LC+6@VF1)KDC`8Jvb7HopD> zSVax?KiVNN$mVbe2+@%V(#PQg)364<1wml?X?9u@L=MfCn|4=-B7(+9FqBjbNE1X+ zyW{2WL9<WLK}>Oy?Qo2Nz4Z&WN83bEpJz()&wIZKhYZ3s?D*7sKr#qAzqIsY(Zdx( zOD<+}I_^@o-T=4wJk_VOU&{DiMHm~=46)@ynx5M!d5bNqiB89GMP5MB8ojudjijt6 z4At(YK@Zkezujw+-tAU%57Xferm<;mfjBDtzYT3(oZ`Jf%&5FO>}0MDIPX81Oyw!n z5HEstwx^l+g0c5<<|rT1+YBnQtcxC7%s?m1G*bi#@B!m$=>?*_IfB=QF?U}_REmtK zoh#Bi=2J_5yL8{C3@`{MlpUYmhQK>Y+>GTfH?NxR5qH;MUb5@V;FobW1-o9~H<r!@ zIp6-y?AlYcNvZB^JMzE&ZE);MZ@)Y<$3=e-*}Ewp8yPCi%%61a(C(u{Gnm@8w$5|a zwvpHX#{tL+<W&DLRWW2B5=^m85n-UbZ??XBUVnLBU(44oS>94PzcXeYyN24@QL&^B zIYp{yk*KPWgblfWMVlKf-qe%c-tl|dR?}CFJ@&nk*vXqUWO-INa|HgjN#+cvCKMI> z^#F)n6<F9fvyEej_z3}@AXY8)n{D;0lv5FVW&zq3T~-}V>5K!v2q!W>Ic7FYz74^- z7LpfG;L4%??w}9KU|fi6FD<a-)EY)qbkYhgyO*7zFBKRnK5-t`s<Bv?Yv>iEG_o&U z0?<D6-`vy*X@-6)2j0=;pm{>}ThiT|VbB*0o7qt<1ZMe**H?_Vb1!qce#4USNEXBV zwo6fCMMVBVoUauT(ObM(5uNdV@RXJtMMN}WP-d<le&lD=g6oKwkN0!R*3uh|sDuAA z`XRi3UO@W)z1N@mEE^|N3Q;OD8YmY#TMF_v7&Rc;15zzPcYy%}ghait#owh6tWf&8 z%RLSU1WW{k%;m2^5vOG!Q5TfdHGZK~QVfxJxeJ)sI3a)b^~Z6CdzH85vds49BrEIt z8f!xWx)}t$K7*xoE4mgif~XU4n`aKluO-*$fKDI-13x<h0|7lVGkz!(m@nLs-yA?4 zL_`3G)rIe&zplW#B+99o<S625VFN%k)k;8r34zdjV9>nACt!CEj?iB-pxixS{x-M- zX@M@b0n<2OVFgUk!MfkM1gx$TD|>$Vfz<}A0t+D{=Z*Ai0nf)6VM2|fKq$3{tq0&M zV+$uM`7_{w0h987qX)`QBK&dj8Xq|LnNkC6Ps4XZJ62_C1tD5R|GEL;Gl5*}Lo`Et z#KX<jx`2Jh4M$JF%{BxPeX*SM+y1>uW-tPR@fQ&?!U8$khiQQ508&~5ZXdS-lBZ<4 zV60y^3?A_p3<Cvn0{uq4ihZsTLRz&qmqmiQI{Ece*y^<b=0Kvt$}P(sj(!jlfY1W; zR|1gf^PsrKcjl*1K$;pwkp1kpP;!Z?;A_RGKMD|modURskvE~B9#SN-4ULsX=nxx{ zLwI=tjitb@YCgw=^?HdG+q~~SsH;KYt`P3OynllRXm5PP8(*Fc79a+3bp$3IeK{y0 zT?wYrV?iVBq9dcB0fF>R1Jy!~#vB7QLHHFZZ|o23v5NXuHlVM-YK6yu-bHMBOA+<# zgNtyn{9PQu-@U%=2YNJHg@}4_Ktw<)dz+E4t_0_lnO6VRu$O-^AR+ogGnRk)18p1D zeDkH{^GxC(1bKale(ReM=;Monl7deQ#($e8#szo-b+)~T0qKzhb^;M0Q9%KaP*8wg zzIdkr3cL1?J<9a5qd8ljHR0n-xLiVqjL4-6@4Dd|Inze(tQ;5q0P|V@f;Vh9qxX`} zoO_s?KqdR$?`z_h%R9jNr=jv!&gJ(GuZly62w-FFi{yjQO;!?W@g5O$X{K6g(WZ1j z85QK+zMS}_CO`vHS5y!Gdjn7&)hIR<&Nhj$bgb7)x!I}s)lUos9uB#x0~-jo_PHbr zzywVKg$W2~+Jzde@rFDans_(lSUd^9Q*ws|QLo>jV6v+J%F-l&2-N+?5f%Uz_AiQz zETUxi3DanS{W+1?E0&F7cjysz_d@&Ps4#(K3K)AKt^(gHYDEHp2mnonv)AZ3K>j21 zV`Jb~z;15hNr(2CIfNk{t-V{{G-o?Ze=(12f1lnF0yW7JFrj@|TYUe42D@4PYG>(V z_(m8HBN0_z|BB8Rl7yN>zeR)xZxx9{qD<WXCWE-)%F}_ei*8T!8*2Ir`vmI^^3Sz; zGuQm)q5E4A2|K>$t_dhmxVwJ5o`8jW0t#|CF5V-WGkSmiNpzCt7q9dT1x@H{8pQ{( zpF?4Zw0}aQjWXjBS_Q5NEv*z)xUTthdIbEOr@ViwJy^FM+iBRfiTR1qVhPv!3EYR{ z*e{OrmaxSQp{i>!FkKN^qyph9#pI1leQd_^Y?<9K$Y=XIK7f`u_pQ)XABuWd2Qaiu zWadI8(t@Ifb+<V~99E_(BFN|*)FD0xW@*<Y)n&pi2>|pT?i9;E`5$|2W+(|9FR%Au zlik~zA0ut$Tj+sDd1Q%*U20hMp(t<E(g&>SXUG<GEFk9fLt~CniLWtvbh20&BC>*% z&hP05@2~pSwgC2DpjX!2Sk=x|p|En1=C1Vk3#m2cC!f20B^FZQwcdKK5z?V;{WzC4 zOpm#Ngy~z+(h`up<#xKQ>N&xf7+JU#c{3~G#ywE`oEumLt+n9_v5<FZ6p^AK?>(JK z$cusV-0*8y(}sV@L8VGlr5h8O*|07&^}-1F|9yQmV**sH#B!i`x2#@fSys{Apv>1x z$g`lrS*_%EF4z9lXku`^i`n!NGlo~HWCgTjG>n)HDZHKjGB>tjZ=sG5NI*%$H;rQ7 zrJS52&7M=;5R+YMHUD4}TL;94`wtrTq&{u=r0w3|-u6P={xSw^W5Sw-xgR$6456r3 zZLM6rIRaMbrpJ%|h9Qo~v3FdiWr^oORKVOx;}zO*URlWwdywoZS$I+F{*&05$t*k> zy0^(V$zk5%RJ2B{k1nhj$Pp%uU#I+7p4>rLXcjn+%#*&vdSBiePwza<Q}gx=^^`JU zFMVmuVdf&#(ZQshC3|m+WfR#coKdMdY6KoBvIeXcUp+t)%pU4JjCuJdtZ7sY2Q18> zm}7JIf{HA!At8S?Ik^HbknQC<9Y6)SKd$=`Z|Fy?KwpcEH!a*aTwBkTq?bJFH}z3} z+CFiEODPcwVdh(GInwFn79MJET|&oLuK_Uqf?JI*m_0XGmN0%diJ>i;mp!XnZ0s(@ z$pBb2`#~5^zj{3nly#v@Ydl`|OzT2&K&jhQi`n#wM^9%RR(0Y<G%VS3YOW7g?ZEo> zzRc+Y+(-{s2isz9$&z%6A`io=taVhDnBeDFd}A_9k!CBo_f?5RRJAFjk7UW;->zy( z0%sH05JM?lOyFpTj4pM1U<<8la(zKuwg3rgmL>P+lM3INym&UEm?DSaPbXHvta|tb zl#yB2e8s>0MoTDD0e`R{j^358DR;g%3ty^5eN1CA+0f*z2?b;>-IGkb)dCN(7|7B( zYrZKKHq0;I-E9qJziME_m7)%tQH>ENS*$KPp??L&=ea0rzLs0C4|Mj;ufliREC6-~ zh(J9aE5KWdEA64<^_Qd{@}<+%_eCR7VuRk7VPrS5S(Cp?Wfdq1SJpbti%B#1GGf!p z=*`1qrJ1OIe{ogh*ia?ZF6{wpHzvWmsOr3mOu%&&@=W<MWEJ-6cnXb81i-sY6CU2O z#xOV$?Pgr%b|*VEMYo(u-AaO~LjktGBo88zGx@Xa?Xv0$D7d2q%};R_Q`wyh-4+r9 zMNkRD=`HJqOFQv(Zk!`?yf#PF1}sVpOBp<Mx@g<tPX?Ls=?*2BL>ans!Np#xsZl6o zjx5QbQt|I7B~N^-Fq$o4z?D3$FoVI_t?D6Hc2jO)<n82`P=hyNH3la-<N&j`Ub0S3 zCJmSP9A*-9<}DsH&DrN!$;~tge2uJ^-fMH5DIvQJ#!39QdOB5X*8t8}g>f`7%1kZr z0u(1R`25Y*0vx}`L1EQQpX*{ZD;>hWN{vvyAKI`C-%fvg27o_RaUcVbVpv1R_&}Fi z?kC>j)~d#iZ~h52U>AEOmjY@iM~VmgXAf5&y~Idm9ULeXH_ytky?KJRR|o*IAE*yW z^`C8ZXXy3*8v4U{bE{Q{w3@7JTTptI0S9ct*pB-ldYr2w>DxF8o;o&57O<wHFP_YQ zs1cVX83YZlZ*IGR%YFj6=@hn8q(I)4A)*On%GKU}ovFhV>T49AXu!TuBPg%gU~K&5 z03DFd!DNI4f%fj(3QN%IW87D++r+-h!UFwR*@(x9_lU+Qo`p#{ew@)qm07E9iYIaM z^piuAR3<|&oTzoI@W$zffjQozXF=qyr)-IZ-(y2!)l;`?i#883B%k6wR=rLUm?EVz zO<O=3yHGy=5do9)#ZL;aP;0q%3`ff-t}QL`Pl)j5*vCDzsys0^a8C4<M@Lr<_c2=0 zURSUVv2l1*Fnw#h#f<*^Yh7V#Nh|C*05LkO9kbU5?Esf!MFF3^Ln`K&3r*$rBBGp9 zGg`=_@xX-vhs{NW7Y4u;W`L2FSDg4=ChdCrP{<I;|H#|y48S;^1Q}grZF@F#_H!G? z*F$lB+$*()Whk?<*@lGBT3M_tNh?q{H6N1N$`9ZZu^yXImncjnvk@K^CgwjzzzJ;{ z#`lJ4Fwte{UZUPWSc2VJo#64dxmPVP^J$nA>pYp)T-m`3%9zWSfNIGTh!MUSL)?kT zQL+NqlF%bg18#lf_Y<&quO+^B{qM!~3^?=^<9+C<{w=(7M}a+dZ((QOvFg<8AKE|- zC!uihyC}#un{CLO0uq#!XEAGbf2^TyZpoJPOp@t*)uc3k7R(#sZM)`-&Mdf9>Pq2g z&`PaDZC_@s$H+H)6hBHx3OKFD67rNtU4?*kdBxqG0O}{eMVK=tu3MQa!8*?kMmfV! zZM-hNimgz9%A4_P?j>;*{)H|ZuDB~hXxahjny*?B?hT@@?8Vi!h~Q@RXe#~V)Z9~W z4<d<0XG_sW5-zK4|GuF*a1L-=i=XMJF`5gejF1~~X1*4b>4Vm@FcB)_<%PVEyk$!O zS>b0NAPA}^L4L2>Am_;k`drsrvFqW)|4IjR<SSZ}HgP&+pt(LM@s{!yvH@TI)LpFe ziUY6&o1%Yra4Otw5pgXK-=zyxa<uAAj<R&j!c+9Y@>4~~>nZV)*f-8u81%hnULJu} zpfx&rcqi?&JAy0CTn~6+h5Pcq=b>l7`e-}?v?i(BOt!jW!%jZJk2(t@CDEfH4G}Zm zoFuufDiiQg3~i`2iv^xSi0);l&<|*Fjp%xyt{>{Zk1Fcn2!cKd`~%R15yFl<mA6}O z_{F%59|EPvA%Qt5N{03joUT{(tFnfBIKJ&Yo%JJs6E8Y}?IgbLaoP=oM7I7jxp!X& zJR;!;mb;e3G;CwF3)|R;fwcQmwkRvnK}-#fxL-)(vbA|}ds~2;FAFVQ=!MPC?@7JS z_!YHrEixG}-k}V+H_|>#BR|%4BoBqIZ%i8WC7{t<<C;g`l{$62#EoZn^4r?CF;fzX z|LmL#j2FPidy{=rGxd#?i3Aiho_H?-RLVC3BL5XWLdik73C4PW3`mfL7X-d#%q?8o zW}tl1pDJ<-FqF-$=K`WAE-|Ey>f~xMj|v|tZ2!S`j0kWrW*KehmyOq<8WpaGbQ>v+ zoUuP&{L)Hy%l;&=`L=oRdrUNtMR9c3*$iACWeFI+>bq@D!z(;lFWkMM7P)u?n1C8$ z4$KXZf7Z(8z%?dHY6*hD1-jb~Ka#p<Hi7ue)KK^g+84|#_n5bXvH3Q(*EJ)Zl1PTQ zFn6CDqH;S}a@%GVeiCX5T%kSJF&?23CF4V(jlT$lq&WOlQGT~d4jqm4&XCLtPxs1o z4CmwoFH2~fNBc89C3S!>+)$7Yu%Vp21ArRjxVi9bYeEODNU3X76@zW26JALvzT9F~ zTP4`FOw3|ub{p}a#m(4~L^fcK_*&9HQ*C)&Ui!84XDa!B^BEfNxYc*PjajEPRy{`9 z&x;o!YUpI`#1bGN&ojEyMGKY<#T3F$MB;8hb}!WDy|~m|9NsqC**EV3PIV^q(>WPD zLnv-@c(>@fcbgV9KBFiEZJ+PCG=H^E6(daVU>`kAS>m+`W~v#Ab#tv3-!Ridt7#_@ z5K<{9Z(9xs`GsYhmNo_BMw&0+S5S&bw*HZ~vb*}-jww)@r(UibB))d5zI@z*A^}H; zm(V8}q(Z910y3aG3=OIcD5{EF>CeF%E!n@0@HF^k)w-`sVSIgv+4SUu`GB8G%5HV% z-Jj=k{RaoHFiC!3b!>?d>hsLSnbR&>^`B9bTELu^mSvqPoj9HubK~c2r6v(ITfce) zZSos1Vck*OcBkgCt;>O$cM_tV`#%}31R=1aFIN+8Mm}x)9^%1yz(WhDSSHrw#w=`; z?!TUz1`LZ|RLgjkoAOCSLf7<ftH$;^_dss__GEeS2jtw8Eys-2j>t|WOE95|xR;l5 zcE2Yn`nV`3>mKWEcMC-0D8Ipd*zZ7Wk#_+od5y~<gtW)q>mJ7G$FVCi_>%3`pToKW z0WM5E??v9dct<ig0A^0qvcB<Rd~}xk$%%lmzJRfZF*|VTf5fB3#K-l4rP>$^OyXxA zCx?{Z=M9<)4@#F2oPXAFEs;|-XvGWp6e!)T6t`zj$az|*qhL+bcjTl|DH{jeq#Ff| zcmDB|4|_Ct{E3inGB*b2BB)6d`a#adtlU_42<n{v>ht2h0?xMr@JWYCOY-qzJRQg) zU-78d8bT#(6>w>v;x#p#8Tkn7s?@cZX1r6BP|;Z$Ef#*?-P98$^W!Mma{QLzo+#Ec zAQ)vNOeGpQwq;kh%x~IZ(P!zx1V}xSJ5Z=Pjp#%W4l4W_Hxx+{sbv*s4H=%yyQ&ad zkWXsP$|0w*27J1aKVJDqs?z?55%WG>n?ab-mA$#Bz=R{^wpD-e8z%W?&mRuPXixiv zx+YjE<S1lL7_bj5d!)q~dK>C@LANyXVC}TcL>E<?+~~Qz()K{;WUaG`HFabsSGe<G z=NDNv-igqjlT)so-|gdlrqq<9{d~C=%p4Ul!J$scfMz+YmVgi`GEdpH_!$SH<;BHQ zEB5?mgjJF(#MP*zw*CBEjO*^}NFBL2J3Fb^Ju3bx&u6nCtv|~!sahTDm5bL~y9A3h zre=KE3eq=N&+rK%b0uixZEdEYG}0xeHZ!-H(TGjSspx|lpdD}Tzxr#Z|4logshc-l zlp9(s0#ezGXb{t{gWo6i@y_Br>E%~9H##Xf(&Euv(H%ziq0e-+3An2I*PXiV(#HBV zj|ni0iJm%l?nwaq>hJ=P8F~|_trZbS-`0ZpS?Q)NNm);-f=l3{*K&_z<bGpmt0yLp zrVE6M@YLdjC>?VnAxK5r>^kUOxOAd94vhJ;fN-*8U2Ab|HI@uvMn=3|-yQ<tC-?)o z9hXmirNEa~<-@7ZbFhH)7%2cIz_l>A#6z5FM8`jgPGSR=^+V$qV^gE7IznR8RelT6 z>)GM-{lfj)1u#w%(8E?PUX>UIF<Cs)=cM|atlHAk*vFU$Tb4x^E$@L_)5%f3os&!o zK=*uhZ^?ZPb1D9kMtF)38YU|6Z8ND8B}40^Bs1~{r|IiVj0#F9I@s?3mJGiv>LNmH zjW`{bgC3}TPs;sgZnu-7{WZEpEC{?mpck~1w{JDgvj6c`e-}fmlQ(MRD`xc8ak?)s zGgTAB|7X=}O}QRKGlHSH;!TTR3}iqKP-k3|ujNByYP~_~Xg~(gpwrGlpZ01B%25p{ zx_WX=o65%1#%gSa>lMVA3c<hpof?z+WL1EOs}gK6J**nSi{c>J6-_PJSz<abA&?BS zg46(L3~(O6X<b_Yp`%PAKS6pdqU3|~tiF22VVin#!NAic_rySHm$;+5gwC=8wAx~s zIbLfRXx>r~|4~ybHqb^fidedfifdC`8WGW5dX~KkYckbro1Gkl0@*>u_&z5vM!q^f z?f)lFOT&qcRFdPvTSB(&FC@$bt9H0psw`^)XXfptsBL^-_6w86k^@0j)6f}gQPOCJ z^4uc+yGTt{iln#iW}aBEr4`*5Fj^YOe)1_`3#?5+Y?+ekxA()UgB!EAHhqGag!<=D z$$>ClBC{_kk8{N@QLUw`1*;mAo++8)!%|N1$gFm(JaCQI-LflU9es9_=2!kp!<zT8 zrr{h<89vF=8m2bqe7JI;j9<893uSvHs9F($iFb&YBk-mdiCa2w8jex`Y>1_et|*gs zIqSSLm*lgUt=FXw{rM1F=l*qduL;@KpU#|mmXh=i<!09~#a`FTiIL-Qs+z`=Ob_DQ zCMMP7>2=prt{L>%KxWSS4(UcgV|_h~?AxF_!W2zc%VX2y-nG@KYSleJ$>Dd)Toj9% zaDp3OTv0gxi>-ksQ-%B(P^_g&6RXW{@bfFjCDc~pJr6}k<9W<1j~lVF?R?kT5(;qn ztGVkIydeBao0AtFEFWR-$nS4)kzaC^NQkYW>9vt)YKWpUdpV$`)!^7p$QhlnC1@nV zQ-)!g5=~(G;oq3<i@`v2DAewg@Djd;s7t-ay?($Fi=3k>2HtN9U^Jwbl@m_#u;sUT zx*Fl{=zou%0UMzbnZ+YyjNUkP!WQsGlJ#fK7wOY6^c0{nXzV_zzI}9UB5ypj1X~Cx z?yX<;s`YMp)e7dbCkr}50SvAp6|Ak?5;jkBl60zb-2FIi6r%PygE(@ruizlX2e%V1 zX6<@)4*91DB|9(xh!Bo2Stu%9xXF=;;A6j4)oOk-du-Ag@(K(x=;JMZ4n8QnQ*O0Z zu3KJ7`+%lNmcMr~+JZL{!@$d8yKCPVGC|Z#P|EngJ(i(1^^#o-Ilqtj2n!nKnb$+6 z53}$?ffY!y&~(q2)W;ey48c4_@rkv2%JI84Eyqwg`~I^8eBE?qvzwZX>C#S5DNHFX zXj_DgU}^|IAFvA-JlBg|I+eSmuO?<0b70#vt6UXxfJ0b{>QnIgF}fA_!w5E?PC^yE zZjE0()>xUf%B#&T-flS#3_P}fl&{pfa1Zi6zve9!G(_=IU>jr?KɂX2tx4kY%{ zTH~MEW7u>7h*h>7_ucv7$=4AFR>&C+XgT<cIK1p}A2k^q{l1H4tH{<7?-aPv?i1@! zXhK<PJq9`Ox07fP-d+Ai4gAguYMVW4@4m;YIwyUDFfHHVt~me7MWhZI1o_Ed(=G0< zl3UDFuj8p!OXgcU&)H3JY1vB{U&CD@+O44Y1#B(>`?F!z&-<C}6RR;pHO+eG2At-< znWhtkSSt}`I>m4+RFe2hvL|LXFY(s@I5<%|DUDR5^v9opG`Mu`DJq1xAxaRr&Tx9A zT7o{Uws>T^yfG&K<B`FlezDSbR6Xj02EokacTNiLHy^1~<3g;!f$b^rTWf?_@l$m5 z(kg=m`2Mxs@rDTh0fYM83dBft?hJkVCgt<b9`z246@K0PTUzH%`#^X)V6O$<0jq1} z;m!>HB-ZqYDc#wX-ClsE`Q+}th4=$(^fDPHCeiO^J5bCioW8O%a**R-;q_^=55b<f z8Wb-RtzDgrX>KklZPIfYehtGf#ZoL)!QJr!aA>{P(gETq?W{yfn@phgWXDTu4z#!W zvs*p4+ZLB)B|#|^&uBm!LIrc<^%7`VCFWpos#5<kN;j~Eu={y7|5T(_^jBd_@XM~3 zx?SS+-c7oJvhqDmS7Qits^9^?Qc<0fZZk`$z>AE!4lWY*UyFyiOxa=*W?b}K4yot? zK+(>kOVw-apRax5I(`oEp0we9vRg2O>_+lILsP@s`NqFWB9zFq8Mb?v(`_(G3LQ>u zTDhhmp;o!5qOxaS1nG+twZ<)nUs`3^J;SA6FMmC?YOO!{zcoT&c$-~v>0iASx~dPt z<6}PiVH=ZY`z$b5S@zP`Tg0Xs6{1_o0A)I!HS*+`#U|DqImP$WItX+%H{xVsdGMf! z-ZXp#e~Mh*irL1!ReHr|3gfdhp70FuuxXNEVQYP)RSsf3d%qvmo7Aa`4!STc(qq!t z=Hubgd@YbSLl`Z)82M5OFE4@$P-0PK3>F<rx(Dr%jrMH?a^KHJ<@LdSCEdWr0&GK9 zDlTITOp$aJt54HwV6(mSQ1RwU+M`MJ$3$ehxcz#=?Rp{yJDRv7ciYLWy+fIrZxi#5 zqw7_QLXBN)BHpDbUc3KHAtcq5SERZQUU)i8ten(zkh>)ZC@H*ju6dSR+<tC|`H6}s zP{h$prxJ$c8T@4+$jus8G?59!1*FXs&CR23G?EqdtLwiE3xa4}znMZzxT#gk%*R!9 zL)BPIqT@yw=W*~J9cch{KAC5F)~5-^xHq6Ni;5f`)3UMp!Sv2n*6NkV?+Y^BwI)9D z=b(tTP-WT0$LFYWCcJAf+=W0nmsq5HJf8C%tfvG?5-<7aO}B4W%E7l$0=B)Hw@G;J z>y|}#B;p<D=p=$IeL@FK1w+)o!fm?Y>t>vfjV1sU4@YX_=9XnYZW=J)_kyv2GeY9| zF5Fkb<WW4T@eou9^%O-yN6I7!Zl@|%h+P{vSsn80)uYe@aNzAUQj`rXL(}Nd5@<S3 zHHSA-2NQBehf{Cnn>KtrKsb4e3x<*5xI#lTDXx7N$g#w7)%Ks?u%|nv01I8K3#Lqt z*j>)d2}*jsiR<}kUxE(hzjNd2hkZQC#NWbHbyh+{t9=&AVPOh)cK%1~2YAjSfunE6 z6XA3!1ZS|y#22hRdYi5(ELVEyhg5nY8pvHJMIRz0&2woV!{WiY0LJkJ@<IDo-&E;q zF=$#^-FBAqq;FpIX$eIrV`#5^x_3VL-O0?$0&LN1*5?i=h>k0`{>U<XH_R_iGS<V* zC$Bnc!!zz%H`|&slmmV3o#XD04~~RKY<}YBjo);0;@DM?G1gp77O=uC=KJRv_dEul z!1qIpF*pE+!p#pnfQas|pCvlV$@jeRgs9OH#gDLMPv)6rdTYWUefDcXw@x``xbo`3 zpfOv`D0B@$V?8YHn7k@~IN61{Q|=E0AthutqK(U9dc$T=wdQv46SP~Db{CsZi^#~+ zZ?VIJqDB+SIX=$=bA|SnM;PFH3ODTV!u(NSPFOh%Mya!5fKhswokvtM`<K5{t)Bb> zy*Ws{^_v%)+EylYf2bu;x9R&+7CtcK5PF)S-TGJ6N{5O$Hf=&q2^RH0*1ImO6`kUH zcWh$RV<wt}^VS9_nCm${esZ|;Z^CoQAb+()rSnUQe9&*H_E8#8Gk6IjzMxm1x5#Sl ztg0heM#Oa$K*#7y-ub#J{Bd!)$^K?H(*h#&a06?m>-$!+;MOUk?-V4yXyF=2qTt0u z(S<(xgzQE9vKjT?bjUhYa<L+NLbT;Q8T1Aq-vimZU1PTjD}j<`%Mw{N;hBO;+L%V> zGF;#EqiL+*Awqo(#E_K<p7&v3sbe!$6`X6)#z(72K<t6Tz6Gmcg0_V#Ux7F8_zFXp zM8aT_V?641QF9l+g^+gqfyJ}hBhj7RhXN&UGnJvhQLzQquyz%-1YBDnr6F5$pD%YA zrC-YZA?wLIS+goanL*+~7y59699f>)-_131h!Sk28IbX9C4+#38A3ghJI%Ss3&}Y? zrvkPmfXf>PpA#>~qaI)q<we5LNwELIm=eb+z(IFjKrX8_K2MGVxNG8J&x=u@c%QrT zw-pW_9hT*=do(rNY<eD|V_Mu|UvQ4QZT*sJfJZ~k`z0C<fM(nQvJ}OooaC3iE_`$O zssFT#C#qSR@Y@wA-)%+K1L@2h5_BHrap>bUz}@;9K$cL_MA=`DfVb(P#2^Lhnwo(g zUoz|8>Wj0Vlz`5jTgueo##AA-{!u<M+e4KpI6#3>s)k&_vNF_{r8C37eQOEXA!u3_ z+IaTn_~}rd%>K)-`+{Aee6dqac_lD>(V)7n)jJB)blgAK?0oeMdF`ROXaSScy9!Yl z;B+85P;M=u@asrHefyMiGwe4R+F(3I6qd4?G94n%Bma%pO7iTLPdgf%Obj(}7gFOP zG8Fu5M@g~vq@*izLv1U~h$-jw>cOhw9OezV6uV}f?U9ZD3aNwLVs<*zd@s}fmgPW_ z{1^1SvZ{d6`K?wcbVkm|L^J7e<pVAZ$t-SRu8Ck>OpCFmMS*kN9%Y(y(f)vGB!c!v z!8h=2eW6r}GAkn5kHGK0_{a7<q8b7y^N-)~zto5H9wOb3+JpOlA&{sCM0!jRX6}{_ zSR^d9lwYhr_~)r1Qj}uKrQ**pvIdDzBL&>?2P5eLM}~Ay>5l%ny6J<Ahns?1fr#0H zn2J2jlTttR^T6Fava4mv=={$EzI-Tr+92HQ|K&pwxmf>?59MI`F_rvRXs7MGF<k#6 zMej9rQpNCJE1^lE8LPu5)QzF%j>$R#CLxA~mY&r^q3rp3VgZ5#6N+qBT=H%GUBHbs zIe-7i!Vj<F`A<Eb-1DD&{PD{v%F)dN<*=waMA8e<j9B~z94rlTTW_F3a0yO^lr;M+ zHz(yRv23E-DyyPP%)uec93XU9<<Hn@oOD#*Rhzs`b=@v%g(F@Z`LYQvF-nRlE-@-4 zSrnbie&Zlc0#_I)Ov+29mCt@wVBlcLVJp!g&Hbtj4FR|eQ_^TzR!Drl8&ldOT2ze@ z2X&o-Fz0C;KKNE*E{cmP&d7k>_?`!h#2hwDnNeQ4|ExpBt#Hiw9H0^7P=^=R*<!aB zi3Uf4IWQZ98Dm6LE^0s-iBS;=I}S>k4>t`e5@j5Iw9l%1!M|sCEh->>jwuW{4NKnF zmn3V*jYvS==1_x72j>D<HGOm6EAP(~s}~HG`Q|j40ZKduj`@0CDxK36Ya%O*&~Bwt z@RLZwuR3(5KcHNZy?}TW?%2_JFe>CRTmDU1*-7t{VisX>BAL0t+;E^e$W1VW0&xg* zkgz!jBL92|z372_aU*5fvZPxwSJ*9~8Yu>)^I#&a+@J&^mh@rb4v?ag%qc~oAIl)W z2qbyzIt7`_6A1DMO$Y~&o=5aOFyc0h8o=it5F9xx9#V3UH2`8;xF2PZhGlOG8iq|3 zMC>FlH?M2>A4cM|l5^O3s5Gz(tV)nbj8_<_|Ma>Tmk*UNDw#j{8yxMN5dfr-miP56 zfAvQzrv>o6yKIs6N-9)5TXBu|%kgR2HmI2xD=x<@xnmQY>QU%^zdEc4d)$w`G*PWd zuuPMSwB(<62GlrjbZOa{yKi=+ZY?kD6vn&OSJx!m6<2bw!|PVtpRMV~p;gGcs>+v} zxb;YbDc(7$E4E~u)xf;aB2KH(FLNGwsrIr?%;eqW8z@FVu2h&XQ(tk`;HA0ie=A>1 zwPuBtjE+|-__v)t@t7EC+vonRSy}Qm*W`PTP4H@Z1ISy|0rfhRi#N4WFTc~ujC-=s zewDXW<Qw1mEu7Sj*1suLqaqzbgaW;Sj#M1}hGvyJN9PN;ZMi@EUFX$9pCAcz<>GDl zik-bbWIrF_*+$ZfanuPU7FAiy_X5*9|F#pa0nz%UoU&B@Rr&?7)k;UXv4qo_y?B4* zrYg7V2~dWocHH26==8U|m*+3NP2lw}&|}YUrCZrp3+<&&xUP8o)nSm}GE$-(9g<0} z^wD6Y-;5C&GR7S0Y=Lw8x=_oL6^kv!n}nBc^+#g9t_4)XsnWGkwIZ*~9fDbKooGGo zads578A69}15&pyzA6{5DNw@E<y?Oy_qd|g1W;gHII<)R{+YADXEA+LFcQlENNDr8 zy*XW5%0q}opc~VdtB~eq@~hKJzPT7U#cuI4pkLW|%`?{ZOd&iI1;tne()81p`?7iH z#{SZTi~IUM)9V4HK>{}0BMj}-b3zi+2~&gvvxIj=S}_^4A!eKSLi`+9V*B2d^kg0W zF=&caT=X4dy~OgPs)S%HYYDB&IK%wT*I89vQKD2l0&3zp*K^ng?pg5B%E?(5IxvuE zR}~Z@juBu7McX(1MdH(n*E|+#@&J#y3+9YhJUxf^oSWy1)sYos_UnwS8dTB7p`em0 zgfx&sqYb8C@r}zRMHy02>K2Lb3@fA*9l&QF1R@WK5`;=P9)0!#ouWMRB>SA_iIKMT z*|BA+L^9Ac<<pT~dV3|1+-s!DwI7m9>O=`kwwdMxt5Yrn4Ti%!)}Vb2<W&H#9UM^K zgyaHoUfVXH+}ZCbC6!*f=O`D$bM!%-o!bD1`v)%U#=>kkA^&)=ynZ!0ksu5R0uVw$ z0j6~A!NNj(F#8ewR=PftORdpNV0)7ShN7xMp~j>p@Di1C3guWBkEYgm=C&g%W;!@N z@voN+3KU;%*t%GU6nYVkc|JVGH5|M-0b-@x*#<e7%4Hwg7$@w!)E+AfpP)<(tH;$M zKg)m<r&ZSiG+qN_kb)|<px4}*3($ircMN4=OSWYS0w$Jm^P1Gjdtpoj6bh;fEzVE3 zxEC_RL?4jzorQmL@SQl|E6ge+h7UZEm`L%Q+X$o93$7T_q*uS*6mh$wk=wmt435JD zy>6>DyRKUZvC^xkJtf8$Xr3`WP>qBZHw$IzsC_!j%2|GD!^`0P)@>Pq0f<wI;8WcV z9G)-i?SvluJ$40xoTnp<2YptvnwTcpbKYh>r8d7#b~zpWssy0HEkAb3RS8ihNxOyM z3VZ_kCl&-*{F;_u2N7(FLyUK@dHWCe9_kh9dlea?Mqx7;oe3vjm{&=pHP*AV?{NaZ zUquXR1g$C<ImR)DIuD1G5O6SK;a*zcxOz9-=tGBKl7=!;M`p6_KG`?C$}NF{T_E7J zjj#Q1*w1W?Dm%0rt7JxkA(k_2^2f691@!6{CX={`#Xv<D28z4WHWm|CEjP??pIg9H zZ=O`57*}TAEQ4fr5#?`jgsi*P*oBDBso6R+lo94YHN4*YMjiRfUcgqM16~^v<@(>u ztO(T60E7re|KaK6Qw9wcWA$AZ)POWK`>SgQc0&r*%OZ=8dKa>RffRJK@jD18Ne;RL z@~o1`^&{e7YXTE+KNEAh1)=5J3V4K58*k!cF6aBPnDC>(EX#wzHR|HqLGW!;Z)}PI z#TA={J?^Cg4fxNaZ2-*bP+IK~GsqOBeNw$;6XEiH5QTry?Wq|+k>cNgNhz?~eYPmr zMTp+7OW+o5dmr|#I!YNa>6IVM^`$JG#|C$O;Z0p(o;*`YRd4p~BwTVHA#kmS3(cMk zOF#M~qayBYHY6&J;sRcwAMqf%tR$MWoF95nlhgs_WLuo*3V;SuK)8zD*#E55d>MVi zS@64xq}~DN5!p5-|GVaNqZi-#JTPw1naGMubm2=Di-EY<X67Hxui9-1zFp_a=QtRn z4GA82s|UC@6<)k|QnN@8>L4pi-Gt~RT`;=ZEU5c^z39R^`wD$wfjzmEn7MQpHo$0r z7%O}Rear}FKL9@6w#0j*%6J5eaP6|YHteF=(wVTs76W&~c0sUt1LAMqL`A2mLDkw- z+EnUR0?043R)MGuDC3hrqu}74YYLpc5tvyh0X?H^k5ZO2(|ebT-yx7!_r~`&e=(*B z*c1coq1b7|8+l6()Z7^FZ3^GSpVZkZ;I;zS(@NqJKLCmGO#?6-f;DhOg3Q!bEJHaE zsF<mP@l~D#O;uL(8@B3eqtiF!wEod)Vt0{B!<_9}HRvorlQ=*_q81Rxx_{)%UOpk9 z0%{fQ+&0cAS1J7_fG{bH`&zZP?KMNdkyvM;Nt#LBmrN^BQzCY>Us7EO*44+N&HQ?K zY>!2@EC7ey0Q^lg)};s|2i2uMaZ;<fkSA0_sw;_$cg>D6vtVfQ`_m1kOw(D9fBvkQ z!<vsS(+8Q%zwyI)#z|P05)bo$w)VLLRe94F*t6#wu%Hk6u##e8W;2JEQ(aarSqXwC zUM{*dPvjRpBYG{>7_51cwH5pa*$Vj3@drEu_5fJpie(1lQ89nnK#p3O%EQR-ZX?&h zaH5BgrY#mzCOk2m(0DcAvZf0`#2eEEp?&>ufPgFJeZCGm#kjKOrP;|Q>y>aP6c$ig zhwBns%{S7^4#{$ah}4RyU_}+FX)LE#8f~?LYDr4K;F42!HlzJF!_ui*jHS|8Q1Ff3 zi2#x}Zg-Hkop2stys>zyDH{^Kz>ot}14CHPaR`ackX!pS_`h>V+1#;MtMOe-Wu)A1 z?3B$jO(P(8JL{U5n+Wm@w8znJ9Nj2`Qdw|(d1zt@rdVaR>ONhAXECAV(_p8C!8e~7 z3D`%8ug8dE8@nV);jek%ctmG`vr8Y_ivZ)sGD7{W@y%o@8A@T~6)fW*FmN_hVd=^O zvkNBossl4%<1n%xht5<nftaxbs=vV~2pfq`_l}rrD4{%-Dg8!D#)6!AZ=m9x;!<%- z@G6Ru1GmSh%JVo<7yGJEyhB(lK<p?|S&QgUj%$s~a^8D^yImbypZ=<rC{BaZ3<Kn` zy*Ly0!evPI9ko4n#{JL1CnNSUiYC(~ELGucsuS0WyOq6*RY-PF)<v}^p2}2`w<+f( z#Eyi9JigRa&Zvy!P7sVHua%)qhvUn}8ZhQkhr_QNY^x!5ppG!ChdGOf4=^TJ;IR&q z9|n|%<EipCMtGH$*(B0S;p|b}!U4llkS?ZCrZOHQr6a4X^Y~V1Iw-n$=Pp4{z2JQU zCK4!E-mueJ57e@B$-P*QFwDPsai_NP*-n}av$<D7yo1*#uY?Hm>aa|3XkU#}kT(aq zmHih~G5YR-h`W3HZNVfkQ*+S9^VUI!1mZb}#*=a0_Wk!#_O+RmKgy}N6#)Jlp<WCd znJO<34HYPplMp!TQkxV53wR9`djCptL_P6}`=saffMKBwd%**BB_O4R!-cBlLa%TQ z-}hEJn$#XLb+DyzVe|77dvW9$eOV+8J#TDr52)YIk!=}7ZRBh6!NGYGK{evHy;QQ- z<|YGRVJa&3<%>Ko2g%(s76Bx=g{&~rvux^i&*Mn91!hbXYJ{>HmR^=Z>>8FZBxUxC z*=1;lKydb7mFf>_@yxSct$0*jK3FbU>lamQyIbO0Z1Ki6pspV*5lAtX!46T*a=4SE zhom3am#H|BH8p{i_`CuQ0~yo@TcZ3*%fiDMRDQNR66_MZM0f{ys(>*D4iSO=oVhC{ zC-pv>plr!-!a@d7Z*xz!dJBf(0!8>N6;kaerJRIsBH9b7JVxZ-V}EFxg5HVPlk<bM zfcSA>NsIAA2;C@pa(*lu(r<4$ztak1&xiiKJMn9)Psn%i<h^4K;brS}dOg3ST=#gk zr!Gdi^3!q*1p#P7<N;<wmpsawPamCMe?QX65pOu5cn0J;zCOwLbrr{lAbcWtr3o=6 z2*=N!5bQz(r5!nZAoz`<N-|6|<fk!O8d$~@<}2j60ifQC(r+9OzyqPgR}o9<ZPMK` zGxL(C;%_WnGLa8FS%nLYa`tDJG+pu)4>K;w(+lD{B@-@5)qn;0c6mXcsVISJqfovQ zxYwgG_nj@+AVUHHfgX>CsewpI`+FOQBSfNLKcW+NA{kQ|@e7TbdXHP}Mwi*qxFT9y zdi{U5^EH}7g>-^9$CaIHdiHKdp6pv&HpyyV4Vy|0XHU&-hI_qg%JdvZm*uJQ6^~9D z9|;VR>TSJ0PPLcDt`58F(sR#ej2yRH*EQys?$^_ck15*T=lxTxZWW;J4|%~i9l1h1 z1J}ffF|D?bY$yKFrCcvp=5GC@myIYFjp~)tDD7?CTrRT!O+kaM?m=*am@38JQ*SKa z+~?Npqc1@?Xo>j+NS3dDx|41qv1FMH<{OU$AZJuy41k<Y&vz`ORxeH~5dqKMp2B|A z(&!J!-CIi%i3MEXJx?9Fl!`adnl`PfvmVc)l_47N`?P`GXaWaZH3){OiXpeG>6Qlh zrp$n;pH*Ns3FoX!dUb^-JFSMdMVjfX*W1(Fz{pIGr}l@gAzDVqJvP*7JA=l;y%z_* z1mg-6IN(zRkyX+!%m9;@(QP%_ldy(#RVmJ`R{x6roJ!E^^<t}o@_PL@ek~Z6BCm{a zMx5)fkt&kNm7BuUnaGFocJQ~i>P@s=aQmMX9I)~}BN;`8OIHZR%hKDG)2FiCWyu8R zOtnGNgm14NLe2Vqx$*S_HUZ(UMsF_WW?v}lCji?{%d%keleON}VYSTdeX@Tl`u({j z@L489v&CHoOiNHkh70smGWrQCNRx2x(=69GWcTasM_3MHx2K<@I^DA8({6p|R$y8b zRR9nl*_VLQ9-_E&)i6HE_Vxg=4kmSz3NsZVb-G8~7ZkF19LCVE4r*1TZyOyI7v{9Y z1%MR?E!89y<&sr>*3P66V)5L3#zS%7H=v1lRNw1)=B`>#h)(6!2oU`DmomLfxU5xm z)t(vlrsP|;Ns{X$@P5+NRyp0m)DF8CgRb4X<{R-R=V!}cj;?F4Ln5v~hmVunV~zyW zKB>s4Gg{z)q0c%aDVR9|%${HsmO)X<DInt@*fAJOKp(_=m+)vQr^omH?&u!E#~aJX z#}Rth`UAPT*l<YV-MHBF=9B}(FjiX#u6wfm_JJE}*Bhy?0BUaJRCSdSH%?Ea@l*Bf zi9lp;1YcBJF7gro&xytBBHvVYYC8!|{FJip!ViTbC<ti1S2)0}VmT?l9hq6a0mLo~ zZqPVk%Z4Jz#{HW1_@v4WgP$a$4lSjvrHmW(JB*=gTNxRPIp~X(vfZqJpRm#Y0{?u2 zc+!019KFsV{-&reXx^M?VI<)9zMC3aS{sr|J&lKa>B`cZCnOsEMb|m45GgqKW${0S zeN|ALLE9|u?#@CWI4th&1PiceumA}x?h;^eNw5UhT{O58Jh%jRclRKR1v`A-|DSVv z?xvpVdS@=Wo_S}cx;w@d(3!Q8oG5)e=Qa~@e|CRm;7k{A1)1I*=fNfzuP=p4i;%ov z!pS#}W2K}5m&?CA{$j*qjG>%XW61AYY%5E~56x&tX=kVM+zRzkR=&aUOaHx|Vjok! zl<#|N_OdE}T%3K{r!^kv`}phIoQ))p(ga^b{)hze-DtAP>rUDl8LK%MKDlr{R-|OL zH`sisGpP<ifXF{-{o}l>sxlT2NPNcm^^g0BxpsbV2wS8&RFcdcSm{}lR@CRG1L6#x ztGu|)KBmlY&cxr)5!sE&MyzVAGir`rl@qus$O+zfD;N=Lm6IbmkR_q)0`Ld3OREEB zVj2&PwskYEZYJV_7HPyH@qIFE%`U~t4r!_v#!BO`Ayg9MDI7_*+t70#Y|YZy(c5J| zUCpY`GZoF7IUWOwH+ENFEf;--`vZVc3*1G3dewGz{4eeKNZ%s&Qw=`vo31J|(@q9t zh7U3h^FQL56+Fm!-1015klZi0<`bJt2k%Nf%&+w~I1@_qeH@_ZA7e!O)%b<uZ$d<z z-QIUKQAlNM+q*UMzi|t)=t#NB-&7?l$Ql7=B8SPHg9RU0I<SoIIluE6+A})Zvx|GY z(T_+$7H6O)v7!yawzpoE;l`x3hLX$45Fc5~S*vs6cQ@A5^e+uES6kV&DO<I>{EPKJ zd&+hkVDVb{yiH47^#)tBEp~dmfEiRko(2hAcY?T!6E@&czEEhLBzXtY$afE3Y?;rC z7EpKD37@58IsXu!elPXNFVaPkdthSK+wp~;Kz+-+4pS%%BX`O4bLWYVI>Xi6!iEwa z1%=+Sg>*Cm7bRc%YvN+a@Z*zNMj0v_K{VZ?{y)|lp>~xIDZkaT)T_j5yQ_){8}D=v z>X9H|tLRMwaq9Hkivs$yfuKR;$7mN=KS94YDgEQth4K3IPOqAtjmQx0vD?;%e_jea z7f(-?qY`HF)*{wH5eG0T?Rsbhk@gHd2o>&HjqF$@?C~wRT0Wcnm<S3tU-q~e4|@iZ ziS@%>8;qS@29Od(RiWgY{qj&~+2NkkC<L-%?;<ZH@bYXQyY}b?2~6y}%Crs4q?LYI zGl^V-`$7C>)6M#ag`vPFv!M>*j#a31j@0<pF7-9$dHh?NThR+iCWUegId6e3_w9cC zb10j5M(c(8hj{TXDBg4aglGM_AjvcT_*RKM&BHYD2gN38)wz?J2*}qnj5#<t#PZb2 z*~w37A{4)8KSjB1(Jn_K2l~vBnuG9#brDbPt~PK$E>HqHze?6G3;viJPb&F0#8MhD zru{@)%hC_0DGjl0akMHP`XZzBb3kof^w>3@TynJm3MfWqOQQP{02LU^{>QjNE3$Lb zbcNpBbBiZ_wnM(@^k~obVC?h-GV;2p4XL@>@`3D|fHO0)#$77S)oZe=G!~bR?l)h! zFDG7%1j8wkZ_r#q9%ZRgRDS164|=4twmdu~Dj7%so?O}P0Jy3?+nNibo9o~w_(f<2 z%O;ltky!vULj_ha6F=bOGpC%3wvu$(M;|2hsSB0|S`l(czgmIw#GWc!lEoj^KcO5c zyn%#|(=3x&(uEyoa?sa{Oj#ze&XW5wPJur!NPdt%Z&NQ^@JU{Cb{a)nh>(%kfPB2X z{JdO1eik5*g$;{G!`WKF(!&P8svyP(<P`!6@$&x<B-N&kC<*B`lKs^qf|^oP5Q|62 z&duEeASxj6|DFT*d4Z{$UtTq(g~rQHGy{bHHH@(9v|i^40(908Qq(X~>mwoaK30<` z!<9HHYd?rxuK(1$g*$j^jXODXxcHT}lxb#{{>Gih6p!jslvH6rcV2;oQH5ZIlKDl= z2z4iDHg)M3u+`IK>4oYM_2`85??%wc)f>zJ<?HE)Vzk{7h^iPV>LKUKCiN=0II&4@ zwXrD*7{a@NnBmcQ*{|w!Nn`j?%<nuh&l~o1qEMWmx1^q!h;Lv~WGR1|iRhlJDKOGx zhVj%e;rTL2mj^6cuzFM^9oBr@djL|BhG7_ttUBrdeK$+)Tm711y$ZENeQ-T*1WhR! z-UzDb0ZGcaLaENdKI9bEaBeW8GgC_;TU76Qu)iY1NU#ToWxq4#wRPTzO`AcK#r~+H z{1Ixr^M(;UBu$|EP3F#zr~(lbUON&BgDG4k><R8Ci<o%ZNeuEIoOo{y;krnRUbcU_ z*m)*&LN)HS)$r%+V*ojhVfcld$>H*2Y%)LPsW#C+*Ky*EWkP1YvI^;8hi?>y#i;vo z{ZN08`L-j;{4dJ69lsCw2R>GpGCLo*nSseG`9`mNQH>%*bFJ7cM1xPw+Xb`zyF3P% zy@}vE*U+WR-p0Ikm(J67{Eu8zP-~|sJkneY9~>&?uVSR#Obl+hs0CzyfUMd!x<Ud8 zxsMoc{&i#RN~l6~RSlIZJL{v2zJ44Dv&z%HV6kFI<|F#}CS%OJ-N)7QA%0yduIKbN zGxFl_=%(!HYTMPt03JwDlDwBs5!lr7<n`r6;L+Num%~PRpJkU(GImr;{4l`p<^E`Q zc>Qm0xI^#sj;dCAwhwy-e8$f&Li(&X^G{TEmiEW##J$&e30ZY5=I5qF7$28q9*efr zl)IafqJZQo)P--C=~DrGWH3Kx&9R6lLRyxb6ukG1$`Y&sqH+SOV-#C*H&3l3SDKb= z$&y2t%<By-g_FB*#)ljnwm#U5*_8~7)-XO|(rc;{12k=HR`jHZ@ADFvSN`S|#i3B| zg-@=Hwbww(-u~3(`&^oNu`WsPy{w#ecYJg1K{Le&UHQGVLE7rzH%eEK8R;C~O876~ z+C1;ntu;&=tx=wnI`5ca;jnH4_?#gOhl}MV`jTZ&_{N=KH@g(3aZJK89fV)Kd2xB4 zky;L~ukWJW1w)es4Sng#T}SGgH;h0z26B@lFbRmWcKQ<Rl!}BUR7}8w3_DTw)Q_zG zGua6$c1uWs)jZ4+Z5A~&PiR4zRSOLy;jDeX1UsYDbBJJV{8(*BV2bU~U3^81_IZ#! zzLZ-PG!BiP*7@PJnLbKCI|5w<U97~K)gCeh*vrn7`OhO|l1<f<`6nl|@o;fg`vP`- zu_285kAKc25*+BFT)JRoxL$-<LR?|(7S%aqdE#6snPhUNK*Q9S15Iq#3^K-k($GG+ zDk24(kr0!Tux_2Y6Y?nC#gq)_&>YtX%00D;q|+U>KSQ%L?_5dQ4ZxdUFNn78n-7nc zbc!y@ImXp;ZfPi>xw~~u84{6eO6v3IpCGd4)c{ei587YQNcmaEsNuOn3yKF?Ws&F4 zA+jLqB-7A1N(XY{sup<xYDNQ~x@LfBW4B4p)V=2}3gFSsl#u%aYZ2Hqz0B|C1MRlj z?>RERO^GW99-qoRa4t-6un4A0j`MX1c1&eWJZhF^J2#KkdQ2$Z{Pkw11!xNnh2+^M zX#B+9H?}-Jv~Hb_&Nfs0;^&B);V0&)wHA`?*cV<`Q9S+&)#bl1W&QW`MvAwC><iyP z<#a~h!okjg?f1Z`(fzurTjvfR_Z6DB`5uq!`;$!Xho=iy2#xd3wM9`Tb7JXn*Iqtd z>XE&FG`Mh2ETBStYIGoedmHj}Gd-F*AIc7ubTW68c8JF%TD#sSyC`3lh=blZLl*tp zmfHgG%h{`Zdp;A;4fN~_>wLhU{G+6%?df2hvlZU}Oc%JeK&f&Ai`;msJ8Uri$eXHO zynDN)mm|!Q9zFu9759~A&@|XLDrT68osdaebveLMnDxXx%?{6wn1+bs=f?Eyrs%w+ zj=K8m$Pt05B@9mR@m1wN935`!%=tG!9{=tMQ_>0y@s0{Fudb@dN0FWOso_u>i(61) zz}KDV=`oy9d}&r1A8sF%hju#}`!a2o3^MV(w>MRik-~CyPVsLAP<p@6O&_~@OVe4y zi?cd0{{>#PEl&_6<wFej3Y8Y|4wbKaZk$%=Zo*Ca+B8Z#Xx|oMBwq%;#8e}7Z}oOi zdbeJj>oF#pCWqD;doHvs2M$(dHLPy1R}Z^BVXQx1Zu+jgcMDUDJ)db`JPTY^=T;=` zxw^}F`?kbZPK-SLXy78J*8SGsrvT@DOY9CAWJT&Xy*Is3d;uhu6|JTeHRH0YG`cQi zg?0)5dL}x8k@p@&DE)4}X*Jg5qxr;?O?$Ckhm&x;JE9f{_`L7yzH&zIJQLeHR1kW` zN+NQ=CP4C}@Jr@Zopa7EX~?sTsmsdgtu!3hEn5?#_H%bFg=Us2TBEE?b=k-k*`9$L zEgM_SN}N~Idj*2Zs;*3!Ta6vw-1W~Q`>!32fMsrtu-&AoQw>*dAIx3$J$huJfA^i! z!?{0&JDW!1kx{X>(sTn9Q!uQSkO~9zrk>!4|D2yf$^tQ9PLzT_7X9RQN~jwl*FKC; z&K%RdP$Sip8<pIxCdr)%v@bZ)%>GkL#UF!0uQoYEt`K6(CZgAp9D)N%lnqA_N^ytD z>0X;5YpS^vI~*f0vCpfJs_6Yr4pCT^(*yK!{|iajz0t`n@vA~Mu$bfqgeX!Qvl-Uc zB!?)n7_(uxeshtD(k<%@E;?$*`w-e!J9l#P*9DDT`E2z$4e!$~!IkS3a1V2MeKOx+ z-6({6tsIgUI^4XEWTX!;M^#Dz7)-ii;x$i0@L4e9nwH$7dz#JMqX%Tc->(*rSL{(K zyma0p=6|sLlf6~kZ<?pwu$h&s;wh?Xttv)1BvtMba5NiPI8_){mp|nihOEe&;Wqc0 z973uOoEqy%j7Abz^A7I%&vy)abB2Nu?XKfYAqF6#lV1@%Qwuhxv*^o9wf&!<?p0Ep zvF$wPOOs^#QgqE;O~vO^^SyD?65lfxTq9V_m1&3`qQmB!4d^Lq`|Srde(f|Phw9qy z$l%s&qiU5ic(rZG#0D3P&&Ld<3F;}t&1YfB@7$FZ#YPq!$?y1>Y%;pF?JGuSoRE|I zLsFyy^irBGf(^o%o#a4{DNUHAm&FX5F~*DlJ=OXh@r8vxoBi40N~AY#a<p&16PNnc zArfiEF}r;P1&aV(<xGt;LG&rDQrAa4ZbUtz;!SMIqrqaaT67XsaSPEkKP(K0^W-A9 zG*l+T(K_54No}QK_feV?6tWm19kuipA-$*JRU~Ew+!88KFV6OmQFCa^b<O6H#<p*h z84ICzOnA^2MZTXOq+*?2&mJWp)?gcgmS>Wn{nCA;4b^CkpDX8@I{ws`mC0M>j6*xw zeG9?H9)@vpZ{A_sd}~DNeyEgJ`qMjSDHHum&ZPuQ(PX&Un(9<|h@I(Jcu1XY0zo~k zJRY-$U4_e2t}hLA<uhQRoBuGLR12=2armAwGyg~b>+fNAv+!3&VXZJ>WjWCn;D;9_ z7ioou_wI}L`+i#G)brCZS_BoQ^%&D&uDA{IQ5;P+jcCsPu`AQcxo)AWH>|5fmz}FT zmIaC4-oizKmipjk(bj$4AyM0V5GUb1Ho&lV8t1!R=3&i5n`kp5r!~b0MVLd5Vnlem z|2QX~`gFAlt$e2+cktPI5zmO99l*Y5U&7^CF_}ZU;IfcV?Tu#aC5K4iPV);|IfROH ztcaHRNy!VGHdS5t9)axz;$L)ZHvQR~nFz!<$xLJ#C|!ijR589@Mt&Ot*-}g;@Obt3 zC-B(RBWDsb6WO?`)4Z_20_$pLhAfdVYRFoi{HrN!g^!v2-`aDzNQXitiP3%GM<W?) zBQ|RzBJ1=Aw~QTo#W|llKmR;#9l;l{dI!=Y*nQ>X2H)U*KkTG2a(6%Y5$bG5r)snR zq9q*zSznKDeBtw_dUwm@-_T6$t;J)u@;mVP9G(d4&s?rD|E*Ve!7tnNbhdqWXR~FK z_F{D}Z48}Y{oi8=Z|Y(P5hFy1&lHPC*Urxdz{@A}Y8`F>FyRI819)GnI?m1>uT{bS z4OLZj`sDl{(0`LSv3OJ!045T=yuwNXf}(;73Id{XBK(R#5jiC}Aitb2p8!xuSdd=| z@c)4jzG7adQnzvX>|qPw2MY83PjC`*dVqr&h;{&K{?G<Da)$n_GMV>0p7T02YppP8 z^>VzOIy<au_~O{;_19GR`J9XW8Bs|NP9?*vprDO-eZ-4Fkq1L!_?KW6B?~0fi&7{0 z*vTP>L`3|CN9iK)_rrdo`<UeIiu>QcSFPisx2lCYCHQ4JvlqYxRHag#5_QPXl(0ln zo^?todr4BAUTLuonzd{Tdoni^p>BhzsWX`U9jK#nY}Nv^xCY+WI+KEqs-0QiUiJ%N zhPTs5?HXo#XrJNf!Dg#cI$ySgks-rxi#XiH_YPv6-%=j}f^peBlrHH9c~$?w&PK-8 zn-9W!2N{`h7Cb=AR$UeZA48B<Ex3MW=hoA~jsGP=by7Vo-YlR9g>qSN9H1|E;Q=wc zLM(w;UZL$4NJ%o3G$_*>7-^^jT@gE5keR;t5GxqI12VD&#t9PEDa8WvO|WY<y?O|; z1r`lbWSNfsP;kMwd+-E`P>6;FeH!XFP)X?~FA((yiykQ`6m0_W7bM6E;CnMGOU3HL z(j_qwDv8cC)rS&C?EwPd7Oce-R{fnqJoG^t3D(^ZNKn}i4r#;S4j#_>1k0f0M9sFq zNWkt2bRo(5<*^&SBR9)1jeAJLm|BLIcIq;}StoB2nT=;<IyNPIZTrLLs0kGLSV=Y$ z%xH_C;p6!|a&`PF6SBvfoEH3c5xa>p@_?K0DTRZ|$o&u@`oNqDM4czD;LXv+uB1dT zkEw6+kE7uz@)oaT)i~&~k{nhm@7#z8Xpjd-&fxXXd=ek=YTBDv&TW);j`YJDpp6q} z@`ySEPFlA1C`4Z3(b5u$C3%Y+w){|Kub{!)ym7_mPpV#^g>3UyATI|?NXCZ6ZZM8l z5jvm+AY4Z@hOBM~XbI!;1&vLDWm0W<7SPA87Fs)bkvecZ5JuCpT&;`W$ghSKI=^VU zOLdmjqdTC92RS7(dF`Z#<EVUAe%s3SZoS5IpKe#5ycvxsqM+c-_UoGX`o6Q_P15Fx zyY*)`z_kKl5X3<`<(noZ)w8G8r7`{kwodWxQQlm%2^4VCge=`hQo#5-y97j{fUc=q zdad`&Pg$2gV%)5gT1OCR1>Z?uWhdDv1y*HIe!dgK<3wx#Ab>f77>m(ygD_GuWY?y6 z;I`TtZkXE|h-;#Sg%*^ysKc_<hKNgDYSmaCL9-UPkOLG`7<D<SWYDc~^sTWS{{gZ| zr{BcKLxZ*Xu)%(p5TjWn%J)SxDkTc36&5%+K|2~xN{M5uN+byl^`TR)V`)1pJAvyE zRa37}NeiBdr#R$T3EM-6Q0Y1f@`t>7Vw_;hYV4Sx_rrSY6=OCo2&_}O8?0&d>bbh6 zMO_SNknDVquqnc#qH`K_{-E1{LniGG;*>?N>*g%<0nTYJg;`&~v7Q+6ScrQ{^EuG8 z4YAp)i?97}u?7)0LOULL@EOslKjVCGM*-(UC(8_FrUav}!sT^}uiE$`F-S`<fM>&T z6Ek0#3R*LAqCAU#EFtDse#M2*>`!)nyl*c9p|hx|Y8ZKg{71m-w;3|*t8>E$Pg^N9 zf|#EN{NP}6GC$wkCVhWhUpfmea_Bm>T`-`!?wCHmG=u8?2mt)fx%1mPj;><)9Y_*m zv?qzWXcebSy8b!6@l2PR@xEO_b{ron>GjVMMt@FrEzT(}UCLj?^>E>pjE87e^^DO8 zA=gTfoV+DYG4(fo@?rRba)Gg>g-}5WoYO*jyt>=J7}t7rR$M<^!A^O)H2m6FYXQTm z_M_NimK^yqm>&eKa}cSTCg|NxmPUpD8vw>zK4;lDL#KR<5|9M}_+Mdktmmm*U&g;3 zwV}*}bh<_6Y|xTb<t^c0r93S{X5$4Rqb|gTSSi8!6KMJf*>fKkUnQk6Ue!dLEZg_d zlzZf#eQ;kHV!?HQ*lt0)fFKm&2<xdG=LAn^z%nOtekL7cSK5yKQGZz};%?=9==jDS z8-y%F{<raj{*$K#$qC|rS{MRamnIM;g6rXi$Fm>Pg@^{}f%Cyk6&)|c6$nAR2_;HH zu^FC?E#hoE`YJXa>^mI$q3p;e&;=xhjc4MtI9-~9q}=(w6UpsPBn`1H#RQ@$ObZM$ za=I|cB4az>=WKlP1QjOHO`}#L)ay)iU;o(ce-Kcc1h3tfjj<Y^eX=7YY>RSH79Gz1 zm$)>+B3FV@$T$)WWSJ5;l7V!&LGJ<0>(KQg{-{8Og8Wazt3HWK)lA0nE9X*RL{`#V zy)d0gw;+Q_tYJm`BY~KxsK8z#7P)W5!*0??^Y8T~2!AWAA`~(vebr`{E3s|gWjELR z+)aCJawZ&H%1S_ZW!vdCzFICM5f#zJ9i&1yrNDWcznX%7_Ffu^9v8y=v%TbqZn*uq zSWQ7Xqk1LzHNeeT@YcIjfg)ewo58wva)Va5jG_;frEaei;}n=;KCfpZYSzC_|1-g` zZ9n+;3oeM4B?Fa}D%Upb)1-t<fy%oMe*G&Q^C9rsj-UapEn$;|U={l|@+g8Z<4V+P z_okV6UzhQ+l3m*!D+?LAJk?_Mxgn*s@T9Qjf}ZL%Q0^ccmjUn%dr`_MLpm>G<&O-| zv0xZSi1u|seF_uS_lJ!??6XV?$5vspm+tc=EokR*m`j~l6L|U|prAh0>ZQwd)AX3j zyKk6lZOk?e@xN??JS{4A>3w8o>B=6uE7>0fx@^$}ON(Rfu&x@!~73G=fl_CeVKw zu8o&o=~v^zLr;SQU0#{P^>W#B^z(EyYWGE`oE^K=f+Qw*)dGJ3`*o))YyWHH`Dv9z z-T1V}faeb%vjrwu^$i{#64|#d0TC2DlhvQjYFjtU4Px6kX*Dg>Sg%B?+dvV)G<=JG zrSJW>QAht4qWf;F-Cib}C#X*UwnwnEHWQaWiLCr=;IG|o*=J9}>J)r#L>es58JT2K zCtqPoIPyKwkvD^VxOk<P-Db4?c(i=(+<^!Qm?1{q5@CXc)36I-@^e!=N}d5P+&G~& z5HGXh{E`1C1Yns-YL@e!)K2cEV{@qB)V0A<vx&+AV%S9HVYJy$A@(&acdqk*xDwr# zFi$axjKMg}me2{2g7Bk46d{9B*nb8h7+y$T8w}#-1TWo$L4=!@G70iXR5wiS&F|c0 zlL<g_zm9W%*%|8+4<{H#^zt#KY)XjWMg{tivHF}`b)(7*$~ksm7^w_?%p)~G%%dVc z6v2kvQ4u8G@cyBrtL<JEK2%m<$VBuZ-FjD!Y{wylUpj*o<*R<wufXt@k2hY@spg|* zZq&U#Xp(s`vfsYkaJdLMjPos)tM}B6Zv$a*ns)DTIR(5l_PjTYaV@QWwMghA330s7 zH_~s7Ww8`}y>HI6mYxfLoqqVxsAjz-%Q3eO$wgM+c+0arS#Y`zenY~GNnK}JMQ~_H zEpx+0Y8uPs_#v;f%x+z`=qq#0uTk_8aLbOfga)Y9_J@d+I;d{GUqPC}kevALP6V_n zH7>PRX06y5kIuW!!a+f8|01ph8jq*w`&j}WkE6aYD)r04AgT+l+z2Q)<kkjBoHLt2 z3QBzd8vg0*(nq^Vf`KXP{T_?9CK@GJdb+2ug7{*}(tnzXsG_C+RE&@>^_JPV5F7Li zw6PG(H8>oTuwbue+CskxnTBMYHya$fHk5^*V5uWIYDnnp^~s)S`Fb;2J??+LO6l5h z6X}M6w^r1{%aT1)ji+tVvSHuYbvf)I%|psFUyGKJ{Ys9G|BAsp%g-E<C*nN*`x7Wt zjp~59q<4#q!j|u7v}_M&!w-_}95?jEzzH?gcW?&zD3y!s=&AWjJ%y=R>9?I3CwrM( zjP2_!S@jLj>Dg70LRJf=q&R*Hyb3i*UtFuyi1npk8_h$-^RYpEO8IlF2?Uf;9})fl zVmIm8uPpZHq@w$xQy4n8@Lu2UD>?%uxcp+wZi)Q|B0l@24CPRTe$z0Px6x$0ptsQ` zH%DtH1_i2>h42FM0;PV^t5I!p3q7j_OE4cCLE8<iKlF}K_r2O>1uV}&0xc<uUq*Bg zf<jujPNThdVG7GD5JygOCiDMM#X8GvxIO>-hxPbvWx+H4U$YQ+>dgodJvLBKNCb<S KSy4*~>;C{}>H3!d diff --git a/docs/cap03_materiais-e-metodos.Rnw b/docs/cap03_materiais-e-metodos.Rnw index 0928323..af642a4 100644 --- a/docs/cap03_materiais-e-metodos.Rnw +++ b/docs/cap03_materiais-e-metodos.Rnw @@ -595,4 +595,164 @@ na análise de dois conjuntos de dados exibidos no trabalho. \section{Métodos} \label{cap03:metodos} -\lipsum[1-5] + +A estimação dos parâmetros do modelo de regressão COM-Poisson de efeitos +fixos é realizada maximizando uma forma reparametrizada da +log-verossimilhança, definida na expressão \ref{eqn:loglik-compoisson}, +via algoritmo numérico de otimização \textit{BFGS}. O parâmetro extra da +COM-Poisson, $\nu$ tem suporte nos reais positivos, restringindo o +espaço paramétrico de busca do otimizador, o que é numericamente +indesejável. Para contornar essa empecilho reparametrizamos o modelo com +o parâmetro $\phi = \log(\nu)$, assim como $0 < \nu < \infty$, $-\infty +< \phi < \infty$. Sob a reparametrização a função a ser maximizada é + +\begin{equation} + \label{loglik-compoissonr} + \ell(\phi, \beta \mid \underline{y}) = \sum_i^n y_i \log(\lambda_i) - + e^\phi \sum_i^n \log(y!) - \sum_i^n \log(Z(\lambda_i, \phi)) +\end{equation} + +O ajuste do modelo é realizado sob $\phi$. Portanto as inferências +decorrentes do modelo são sobre esse parâmetro, todavia pode retornar +para parametrização original utilizando a função inversa em valores +pontuais ou método delta para funções de $\phi$. Nesse trabalho as +inferências são realizadas sob o parâmetro $\phi$. Para esse parâmetro +as interpretações são como se segue + +$$ +\phi < 0 \Rightarrow \textrm{Superdispersão} \quad +\phi = 0 \Rightarrow \textrm{Equidispersão} \quad +\phi > 0 \Rightarrow \textrm{Subdispersão} +$$ + +\noindent +ou seja, possui a interpretação de um parâmetro de precisão. + +Note que a partir dessa reparametrização a condução de testes de +hipóteses é facilitada. Uma vez que $\phi = 0$, representa o caso +particicular em que a COM-Poisson se reduz a Poisson, a estatÃstica + +\begin{equation*} + \begin{split} + &TRV = 2 \cdot \left ( \ell_{CMP} - \ell_{P} \right )\\ + & TRV \sim \rchi^2_{1} + \end{split} +\end{equation*} + +\noindent +em que $\ell_{CMP}$ e $\ell_{P}$ são as log-verossimilhanças maximizadas +dos modelos COM-Poisson e Poisson com mesmo preditor linear +respectivamente, se refere ao teste de razão de verossimilhanças para +$H_0: \phi = 0$, ou de forma mais apelativa, se refere ao teste sobre a +equivalência dos modelos COM-Poisson e Poisson. + +Para incluir um componente de barreira no modelo COM-Poisson, acomodando +excesso de zeros, partimos da definição em \ref{eqn:pmf-hurdle} adotando +para $Pr(Z = z \mid \Theta_c)$ a distribuição COM-Poisson +(\ref{eqn:pmf-compoisson}) resultando em + +\begin{equation} + \label{eqn:pmf-hurdlecmp} + Pr(Y = y \mid \pi, \phi, \lambda) = + \begin{dcases*} + \pi & \text{se } y = 0,\\ + (1 - \pi) \frac{\lambda^y}{(y!)^{e^\phi}Z(\lambda, + \phi)}\left (1 - \frac{1}{Z(\lambda, \phi)} \right )^{-1} & + \text{se } y = 1, 2, \dots + \end{dcases*} +\end{equation} + +Para modelos de regressão com componente de barreira, incluÃmos +preditores lineares em $\pi$, +$\underline{\pi}=\frac{\exp(G\gamma)}{1+\exp(G\gamma)}$ e $\lambda$, +$\underline{\lambda}=\exp(X\beta)$ e a verossimilhança desse modelo toma +a forma + +\begin{equation} + \label{eqn:loglik-hurdlecmp} + \Ell(\phi, \beta, \gamma \mid \underline{y}) = + \ind [\underline{\pi}] \cdot (1-\ind) \left [ + (1-\underline{\pi})\left ( + \frac{\underline{\lambda}^y}{(y!)^{e^\phi} + Z(\underline{\lambda}, \phi)} + \right ) \left ( + 1-\frac{1}{Z(\underline{\lambda}, \phi)} + \right ) \right ] +\end{equation} + +\noindent +em que $\ind$ é uma função indicadora para $y = 0$. Os argumentos +$\hat{\phi}$, $\hat{\beta}$ e $\hat{\gamma}$, que maximizam o logarÃtmo +neperiano da função \ref{eqn:loglik-hurdlecmp} serão as estimativas de +máxima verossimilhança do modelo COM-Poisson com componente de barreira. + +Uma outra extensão proposta para o modelo COM-Poisson é a inclusão de +efeitos aleatórios a fim de modelar a estrutura experimental ou +observacional de um conjunto de dados. Nos reestringimos a inclusão de +efeitos aleatórios Normais, ou seja, $b \sim \textrm{Normal}(0, +\Sigma)$, que são incorporados sob a forma $\underline{\lambda} = X\beta ++ Z b$ conforme especificação \ref{eqn:reg-misto}. Assim, considerando a +distribuição COM-Poisson para a variável resposta condicinada as +covariáveis e os eifetos aletórios, podemos escrever a verossimilhança +como + +\begin{equation} + \label{eqn:loglik-mixedcmp} + \Ell(\phi, \Sigma, \beta \mid \underline{y}) = + \prod_{i=1}^m \int_{\R^q} \left ( + \prod_{j=1}^{n_i} \frac{\underline{\lambda}^y}{(y!)^{e^\phi} + Z(\underline{\lambda}, \phi)} + \right ) \cdot + (2\pi)^{q/2} |\Sigma| \exp \left ( + -\frac{1}{2}b^t \Sigma^{-1} b + \right ) db_i +\end{equation} + +\noindent +sendo $m$ o número de grupos que compartilham do mesmo efeito aleatório, +$q$ o número de efeitos aleatórios (intercepto aleatório, inclinação e +interecpto aleatórios, etc.) e $n_i$ o número de observações no i-ésimo +grupo. A integração em \ref{eqn:loglik-mixedcmp}, necessária para a +avaliação da verossimilhança não tem forma analÃtica. Utilizamos a +aproximação de Laplace da forma como apresentada em +\citeonline[pág. 141]{RibeiroJr2012} para aproximação dessa integral. A +estimação dos parâmetros é realizada via maximização de $\log(\Ell(\phi, +\Sigma, \beta \mid \underline{y}))$ com métodos numéricos de +otimização. Ressalta-se que esse é um procedimento computacionalmente +intensivo, pois a cada iteração do algoritmo de maximização, $m$ +aproximações de Laplace para integrais de dimensão $q$ são +realizadas. Ainda, quando considerada a distribuição COM-Poisson para a +variável resposta condicionalmente independente, temos também o cálculo +de $n_m$ constantes normalizadoras $Z(\lambda, \phi)$ +(\ref{eqn:constante-z}) para cada $m$ grupo em cada iteração do +algoritmo de otimazação. Toda essa estrutura hierárquica com +procedimentos computacionais realizados a cada estágio, são extremamente +sensÃveis a aspectos de programação/implementação. + +Para comparação entre os modelos COM-Poisson e demais modelos +listados no capÃtulo \ref{cap:modelos-para-dados-de-contagem} utilizamos +essencialmente o valor maximizado da log-verossimilhança. Critérios +de informação de Akaike (AIC) e Bayesiano (BIC) definidos como + +\begin{equation} + \label{eqn:criterios-informacao} + \textrm{AIC} = k2 - 2\ell(\Theta_k, \underline{y}) \qquad \qquad + \textrm{BIC} = k\log(n) - 2\ell(\Theta_k, \underline{y}) +\end{equation} + +\noindent +sendo $k$ o número de parâmetros, $n$ o número de observações e +$\ell(\Theta_k, \underline{y})$ a log-verossimilhança maximizada do +modelo definido pelo conjunto $\Theta_k$ de parâmetros, também são +utilizados. Nas análises comparamos também os nÃveis descritivos nos +testes de razão de verossimilhanças entre modelos encaixados. Nos +modelos de regressão de efeitos fixos os valores preditos pelos modelos +COM-Poisson e demais alternativas pertinentes são contrastados +graficamente com bandas de confiança. + +Para maximização númerica das log-verossimilhanças dos modelos de +regressão COM-Poisson e suas extensões utilizamos um método de +otimização quasi-Newton bastante popular, denominado \textit{BFGS}. As +informações do vetor gradiente (derivadas de primeira e matriz hessiana +(derivadas de segunda ordem) são obtidos numericamente via aproximação +de diferenças finitas \cite{Nocedal1995}. diff --git a/docs/compois.bib b/docs/compois.bib index bd0049c..fb768f5 100644 --- a/docs/compois.bib +++ b/docs/compois.bib @@ -1,3 +1,19 @@ +@book{Nocedal1995, +abstract = {This is a book for people interested in solving optimization problems. Because of the wide (and growing) use of optimization in science, engineering, economics, and industry, it is essential for students and practitioners alike to develop an understanding of optimization algorithms. Knowledge of the capabilities and limitations of these algorithms leads to a better understanding of their impact on various applications, and points the way to future research on improving and extending optimization algorithms and software. Our goal in this book is to give a comprehensive description of the most powerful, state-of-the-art, techniques for solving continuous optimization problems. By presenting the motivating ideas for each algorithm, we try to stimulate the reader's intuition and make the technical details easier to follow. Formal mathematical requirements are kept to a minimum. Because of our focus on continuous problems, we have omitted discussion of important optimization topics such as discrete and stochastic optimization.}, +author = {Nocedal, Jorge and Wright, Stephen J.}, +booktitle = {International ADAMS user conference}, +doi = {10.1007/BF01068601}, +file = {:home/eduardo/Documents/Mendeley Desktop/Numerical{\_}Optimization.pdf:pdf}, +isbn = {0387987932}, +issn = {0011-4235}, +mendeley-groups = {TCC{\_}UFPR{\_}2015}, +pages = {636}, +pmid = {21384397}, +publisher = {Springer}, +title = {{Numerical optimization}}, +url = {https://books.google.com/books?id=epc5fX0lqRIC{\&}pgis=1}, +year = {1995} +} @phdthesis{Suekane2011, author = {Suekane, Renato}, file = {:home/eduardo/Documents/Mendeley Desktop/Disserta{\c{c}}{\~{a}}o Renato Suekane.pdf:pdf}, @@ -83,16 +99,6 @@ url = {http://www.jstor.org/stable/2111071}, volume = {33}, year = {1989} } -@incollection{Kokonendji2014, -author = {Kokonendji, Celestin C.}, -booktitle = {Methods and Applications of Statistics in Clinical Trials: Planning, Analysis, and Inferential Methods}, -file = {:home/eduardo/Documents/Mendeley Desktop/ch30{\_}kokonendji2014.pdf:pdf}, -mendeley-groups = {TCC{\_}UFPR{\_}2015}, -pages = {506--526}, -title = {{Over- and Underdisperson Models}}, -url = {https://lmb.univ-fcomte.fr/IMG/pdf/ch30{\_}kokonendji2014.pdf}, -year = {2014} -} @article{Ridout1998, abstract = {We consider the problem of modelling count data with excess zeros and review some possible models. Aspects of model tting and inference are considered. An example from horticultural research is used for illustration.}, author = {Ridout, Martin and Demetrio, Clarice G.B and Hinde, John}, @@ -105,6 +111,16 @@ pages = {1--13}, title = {{Models for count data with many zeros}}, year = {1998} } +@incollection{Kokonendji2014, +author = {Kokonendji, Celestin C.}, +booktitle = {Methods and Applications of Statistics in Clinical Trials: Planning, Analysis, and Inferential Methods}, +file = {:home/eduardo/Documents/Mendeley Desktop/ch30{\_}kokonendji2014.pdf:pdf}, +mendeley-groups = {TCC{\_}UFPR{\_}2015}, +pages = {506--526}, +title = {{Over- and Underdisperson Models}}, +url = {https://lmb.univ-fcomte.fr/IMG/pdf/ch30{\_}kokonendji2014.pdf}, +year = {2014} +} @article{Sellers2016, abstract = {Excess zeroes are often thought of as a cause of data over-dispersion (i.e. when the variance exceeds the mean); this claim is not entirely accurate. In actuality, excess zeroes reduce the mean of a dataset, thus inflating the dispersion index (i.e. the variance divided by the mean). While this results in an increased chance for data over-dispersion, the implication is not guaranteed. Thus, one should consider a flexible distribution that not only can account for excess zeroes, but can also address potential over- or under-dispersion. A zero-inflated Conway-Maxwell-Poisson (ZICMP) regression allows for modeling the relationship between explanatory and response variables, while capturing the effects due to excess zeroes and dispersion. This work derives the ZICMP model and illustrates its flexibility, extrapolates the corresponding likelihood ratio test for the presence of significant data dispersion, and highlights various statistical properties and model fit through several examples.}, author = {Sellers, Kimberly F. and Raim, Andrew}, @@ -122,13 +138,22 @@ url = {http://dx.doi.org/10.1016/j.csda.2016.01.007 http://linkinghub.elsevier.c volume = {99}, year = {2016} } -@phdthesis{Borges2012, -author = {Borges, Patrick}, -file = {:home/eduardo/Documents/Mendeley Desktop/4552.pdf:pdf}, +@misc{Winkelmann1994, +abstract = {"This paper deals with the estimation of single equation models in which the counts are regressed on a set of observed individual characteristics such as age, gender, or nationality.... We propose a generalized event count model to simultaneously allow for a wide class of count data models and account for over- and underdispersion. This model is successfully applied to German data on fertility, divorces and mobility." (SUMMARY IN FRE)}, +author = {Winkelmann, R and Zimmermann, K F}, +booktitle = {Mathematical population studies}, +doi = {10.1080/08898489409525374}, +file = {:home/eduardo/Documents/Mendeley Desktop/41{\_}CountDataModel{\_}MathematicalPopulationStudies{\_}1993.pdf:pdf}, +isbn = {9780470510247}, +issn = {0889-8480}, +keywords = {Demographic Factors,Developed Countries,Divorce,Estimation Technics,Europe,Fertility,Germany,Mathematical Model,Migration,Models,Nuptiality,Population,Population Dynamics,Research Methodology,Theoretical,Western Europe}, mendeley-groups = {TCC{\_}UFPR{\_}2015}, -school = {Universidade Federal de S{\~{a}}o Carlos}, -title = {{Novos modelos de sobreviv{\^{e}}ncia com fra{\c{c}}{\~{a}}o de cura baseados no processo da carcinog{\^{e}}nese}}, -year = {2012} +number = {3}, +pages = {205--221, 223}, +pmid = {12287090}, +title = {{Count data models for demographic data}}, +volume = {4}, +year = {1994} } @phdthesis{Ribeiro2012, author = {Ribeiro, Ang{\'{e}}lica Maria Tortola}, @@ -153,23 +178,6 @@ url = {http://www.jstor.org/stable/2334725?origin=crossref}, volume = {61}, year = {1974} } -@misc{Winkelmann1994, -abstract = {"This paper deals with the estimation of single equation models in which the counts are regressed on a set of observed individual characteristics such as age, gender, or nationality.... We propose a generalized event count model to simultaneously allow for a wide class of count data models and account for over- and underdispersion. This model is successfully applied to German data on fertility, divorces and mobility." (SUMMARY IN FRE)}, -author = {Winkelmann, R and Zimmermann, K F}, -booktitle = {Mathematical population studies}, -doi = {10.1080/08898489409525374}, -file = {:home/eduardo/Documents/Mendeley Desktop/41{\_}CountDataModel{\_}MathematicalPopulationStudies{\_}1993.pdf:pdf}, -isbn = {9780470510247}, -issn = {0889-8480}, -keywords = {Demographic Factors,Developed Countries,Divorce,Estimation Technics,Europe,Fertility,Germany,Mathematical Model,Migration,Models,Nuptiality,Population,Population Dynamics,Research Methodology,Theoretical,Western Europe}, -mendeley-groups = {TCC{\_}UFPR{\_}2015}, -number = {3}, -pages = {205--221, 223}, -pmid = {12287090}, -title = {{Count data models for demographic data}}, -volume = {4}, -year = {1994} -} @article{Winkelmann1995, author = {Winkelmann, Rainer}, doi = {10.1080/07350015.1995.10524620}, @@ -185,6 +193,14 @@ url = {http://www.tandfonline.com/doi/abs/10.1080/07350015.1995.10524620}, volume = {13}, year = {1995} } +@phdthesis{Borges2012, +author = {Borges, Patrick}, +file = {:home/eduardo/Documents/Mendeley Desktop/4552.pdf:pdf}, +mendeley-groups = {TCC{\_}UFPR{\_}2015}, +school = {Universidade Federal de S{\~{a}}o Carlos}, +title = {{Novos modelos de sobreviv{\^{e}}ncia com fra{\c{c}}{\~{a}}o de cura baseados no processo da carcinog{\^{e}}nese}}, +year = {2012} +} @book{Hilbe2014, abstract = {This entry-level text offers clear and concise guidelines on how to select, construct, interpret and evaluate count data. Written for researchers with little or no background in advanced statistics, the book presents treatments of all major models using numerous tables, insets, and detailed modeling suggestions. It begins by demonstrating the fundamentals of linear regression and works up to an analysis of the Poisson and negative binomial models, and to the problem of overdispersion. Examples in Stata, R, and SAS code enable readers to adapt models for their own purposes, making the text an ideal resource for researchers working in public health, ecology, econometrics, transportation, and other related fields.}, author = {Hilbe, Joseph M.}, -- GitLab